{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Plotting"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "* [Summary of Python plotting packages](https://blog.modeanalytics.com/python-data-visualization-libraries/)\n",
    "* [Matplotlib FAQ](https://matplotlib.org/faq/usage_faq.html)\n",
    "* [Matplotlib users guide](https://matplotlib.org/users/index.html)\n",
    "* [Effectively using Matplotlib](http://pbpython.com/effective-matplotlib.html)\n",
    "* [Cheat sheet](https://github.com/rougier/matplotlib-cheatsheet)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "### Import Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Plotting using Matplotlib <a id='plotting'></a>\n",
    "* Matplotlib includes 2 interfaces:\n",
    "    * [**Pyplot** interface](#pyplot), similiar to Matlab.\n",
    "        * [Matplotlib documentation](https://matplotlib.org/tutorials/introductory/pyplot.html#sphx-glr-tutorials-introductory-pyplot-py)\n",
    "    * [**Object oriented**](#object_oriented) interface."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "<a id='pyplot'></a>\n",
    "## Pyplot interface"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "x = np.linspace(0,6,80)\n",
    "y = np.exp(-x)*np.sin(4*x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "### Basic plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,y);   # use \";\" on last plot command \n",
    "                  # (if that is the last cell command)\n",
    "                  # to suppress output: [<matplotlib.lines.Line2D at 0x1113b8e80>] "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Add formatting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,y+1, 'ko-'  )   # linestyle: k is black, o is symbol, - is solid line\n",
    "                           # Other colors: b,r,g,c,m; other lines: --, -., : other symbols: .s^v*dpx+<>h\n",
    "\n",
    "plt.xlabel('The x-axis label')   \n",
    "plt.ylabel('The y-axis label', fontsize=16)\n",
    "plt.title('Some title');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Draw multiple curves on the same plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,     y+0.5,        '--', color='black', linewidth=2)\n",
    "plt.plot(x[1:], 1/x[1:]**0.2, 'x-', color='blue',  markersize=6)\n",
    "\n",
    "plt.yscale('log')                                              \n",
    "plt.xlim([0,6])\n",
    "plt.ylim([0.1,10])\n",
    "plt.xlabel(r'With Symbols: $\\alpha_{s}\\beta^{s}$', fontsize=20) \n",
    "plt.ylabel('some label', fontsize=20)                           \n",
    "plt.legend(['curve 1', 'curve2'], fontsize=16, frameon=False, loc='upper left');  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Subplots: like a table of plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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yeyhfkjrhuiTraEFWadt71FlEBWrw91ZhMJrILHXdG5wQQpzpSOMoXUqEf7u/jHZpbH/iyrtKFFTUU9NgQKVUtHk5zR9Z9sI9UlCF3mC0ZXhC2IwkdS043aOu7TcAhUJhXVcne8AKIdzFUWvla/unJt1hpO5EsTlpTQz1Pe8ZlMRQP/y9VTTojW7TbFl0PpLUteDM3STa43QFrHzohRDuwdLOJDWqfevp4HQD4rIaHVoXbWtiXU8XeX7r6QCUSgU9GlubSAWscFWS1LWgPbtJnMnaq07amggh3MTRQkuRRPuTHj9vNVGB5h10TrnoshPLl+zzrXy16GUtlqjscExC2IMkdS2wJHVt2U3iTJaROhmeF0K4g45UvlpYK2BddF1dRgfbmVhYkrp0KZYQLkqSuhbknOf0q+V8S/WsEEK4sjzt6cpXS3LWXtY9YF30y2xHdpM4Uy9payJcnCR1zdAbjBRXmbeCiQ5q3x6B8Y1JXUFFHTqpkBJCuDjrnq/nUflqcXoPWNcbqdMZjGQ2djPoyJo6wLqmrqCintJq2S5MuB5J6pph2cNQoYBQP+92XRsZoEGjVmI0Qb7WuQ1FhRDiXI51YD2dhXWkzgUrYDNLazAYTfh6qYgO0nTouQI0aut7TZfROuGCJKlrhuUbWIivFypl23rUWSgUCuJDzKN1lgpaIYRwVZY9X8+n8tXi9Jo610vqMs4okmhrz9HW9IoxT8FKBaxwRZLUNaOk2rw9WJh/+0bpLCxTsDllsq5OCOHajp7nnq9nsoxeFVc1UFWvt0lcttLRnST+qHvjFKxlhFMIVyJJXTMsI3Xh/uc3VG8plsiWpE4I4cJMJpM1OUnrwPRroI8Xwb7m7RRzXaxIzLIXd7cOFklYWJLfo5LUCRckSV0zrEldwHmO1IVIBawQwvUVVdZTUadHqeh4u4/YYHNRWZ6LrSW29Ay11UhdamNSd6ywCpPJZJPnFMJWJKlrRklj5atMvwohPJlllC453B+NWtWh57ImdS72ZfZ0j7qOVb5adInwR6kAba2Ooqp6mzynELYiSV0zTk+/nl9SZ9kvNrtcCiWEEK7LMoXYrYOtPgBigs1fZl1ppK66Xk9hpTnx6nKePfj+yMdLRVJjU3pZVydcjSR1zbAkdec9Utc4/ZpXXofBKMPzQgjXZIv1dBZx1ulX1xmpsyyBCfRRE+znZbPnPXMKVghXIkldM4obh9TDAs6vUCI6yAe1UoHeaKKw0nW+tQohxJksla+pNhipiw1xvZG6HOse3u3b7vFcLO1fJKkTrsbuSd2qVauYOnUqPXr0YMaMGWzfvr3N13711VekpKRw33332THCs3V0+lWlVBAbYv7WKhWwQghXdazQvN7MFiN1rlgokd04UmeZPbEVGakTrsquSd2WLVuYPn06Y8eOZdGiRXTr1o2JEydy9OjRc16bkZHBI488QmBgIIWFhfYM8ywdnX6FMypgJakTQrig8poG66yELdbUnVko4SpVodnnuYf3ubhzWxO9wcjPB/K57cOtXP/uJpbuyZVlQh5Ebc8nf/7555k4cSLPPPMMAIMGDeK3337jlVde4e23327xOp1Oxw033MA//vEPFi9ebM8Qz2I0miir6dhIHUB8iB9Qar2pCCGEK7GMMsWH+OKv6fg/BbGNhRLVDQYq6/UE+dhuDdv5Oj39atukrltjUldUWY+2RmfT9Xr29P3uHF5ccbhJu63NJ0p5+ZfDzLuwOzMHxjsxOmELdh2pW7t2LdOmTWtybPr06axZs6bV65588kkSExO59dZb7RdcC8prdVi+tIR2IKmz3ESkV50QwhVZK187sJPEmXy9VYQ0Jjd55a4xBZtjp+nXAI3aOjJ5rKjSps9tL9tPljLvqz3klNcS6ufFPRO6MfeCNEL9vDhVUsNDi3bz/e4cZ4cpOshuI3WVlZVotVpiYmKaHI+JiSEnp+X/cH755RcWLVrE7t272/xa9fX11Nef7hdUUXH+e/KVNm4RFuSjxkt1/jlvvOwqIYRwYdbKVxsldQAxQT6U1+jI09bSI+b895K1Fcv9N97GI3VgXleXp63jWGEVQ5LDbP78tqSt0fHQot0YjCZm9I/l5WsG4ONl7kt41/iuLPgpnU83n+LRxXvpGhFAv4RgJ0cszpfdRuqMRiMAanXTvNHLywuDwdDsNQUFBcyePZuPPvqIsLC2f0gWLFhAcHCw9ZGYmHjecVsaD4efZ+WrRYKsqRNCuDDLSF2qDZO6OBeqgK3TGShq7FFn6+pXcJ9iCZPJxGNL9pJTXktyuB8vXNXfmtAB+Hmr+dtlfZjUI5J6vZG7Pt0uXRvcmN2SusDAQDQaDSUlJU2OFxcXExkZ2ew1mzZtori4mNtvv52UlBRSUlJYtWoVy5cvJyUlhezs7Gavmz9/Plqt1vrIyso677g7WvlqYbmJ5LjQomEhhLA4boeROlfaVcKSWPp6qQi1w5q3tMa2Jq5eLPH51kxWHMjHS6XgjRsGEdDM+kmVUsF/bhhEt0h/8rR13P/ZToxSPOGW7JbUKZVKhgwZwsaNG5scX79+PcOGDWv2mqlTp3L06FHWrFljfYwaNYoJEyawZs2as6ZyLTQaDUFBQU0e56vEBpWvADHBPigUUK83Utw4+ieEEK6gul5vXW9my5E6V2prYilSiw/1RaFQ2Pz53WGkrk5n4JVfjgDw2PSe9E8IafHcIB8v3rtlKP7eKradLOOHPbkOilLYkl0LJe677z6++eYbfv/9dwC+/fZb1q1bx7333ms957XXXqN///4A+Pn5WUfoLA9fX1/r8T9O5dqDdaQuoGNJnbdaSXSgpVedVMAKIVzH8cZN7iMCNIT4dexed6ZYF9oqzF6VrxaWEc7sslpqGvR2eY2O+n53DqXVDcSH+HLr6JRznt81MoD7JqUC8OKKdOp0zS+VEq7LrkndrFmzmD9/PhdffDHBwcHcdtttvPHGG0yZMsV6Tnl5OZmZmfYMo11KLLtJdHCkDqQCVgjhmo4WWNbT2WY/VItYF9oqzF6Vrxah/t7WZToniqrt8hodYTKZWLj+JACzRyejbmPh3x1juxAf4kuuto4P1mfYMUJhD3bfUeLpp5+mtLSU9PR0iouLz9odYu7cuezdu7fF6xcuXMhbb71l7zCtTk+/dqxQAk5XXEmxhBDClRzINXcI6Blz/ktVmnPmVmHOXkucY8fKV4tu1ibErtfWZMOxEg4XVOLnreK6YUltvs7HS8VfpvUA4L+rj1mLTYR7cMjer97e3sTGxjY7fRoSEkJSUsv/wUVFRbVYWGEPtiqUgNPfEKWtiRDClezNLgegv41bV1hG6moaDFTUOndK0trOxE4jdeDa6+oWbjCPsl0zJIFg3/YVilw2II7+CcFUNxh49bcj9ghP2IlDkjp3Yostwiws3xBzZfpVCOEi9AYj+3O1AAxIDLHpc/ucUWmaV+Hc+55l+tUe7UwsUiNdM6k7UVTFqnTz9pq3junS7uuVSgVPXdIbgK+2ZckSIjciSd0f2Kr6FSCucdFwrgssGhZCCIAjBVXU6YwEatR0Cbftmjo4o1jCibtK6A1G8ivMr2+vQglw3ZG6TzadAmBKzyi6RJzf/8fDu4Qxqms4eqOJ99edsGV4wo4kqTuDyWSizEbVrwCxIa6zaFgIIQD2NE699ksIRqm0fasPV2hrkqetw2A04a1SEtnBRvKtsSR1p0pq0BmMdnud9jAYTSxtbEdy86jkDj3XfZO6AbBoa5Z1Fku4NknqzlBRq0ff2HDRFiN1lm+s5TU6ahukNFwI4XyW9XS2nnq1cIUvs5bpwrgQH7skrhaxwT74e6vQG02cKnGNCtitGaWUVDcQ7OvFmNSIDj3X2NQI+sYHUasz8NHGk7YJUNiVJHVnKGnc9zVAo0ajVp3j7HML8lHj721+nlwZrRNCuIDdWY3r6ey0v6cr9KpzROUrgEKhsFbAusoU7Ir9eQBM7R3dof3Lwfz+7p1g7lv38caTVNe7Zj8+cZokdWewVeNhC4VCcbrE34nrS4QQAqC2wcCRAnP7DbuN1LlArzpHVL5auFKxhNFoYvn+fAAu6tf8DkztNb1vDF0i/NHW6vhiq+v0lBXNk6TuDJbtvGwx9WphucHJSJ0QwtkO5GoxGE1EBmqICfKxy2u4QqFETrl5Fx97Vr5auNJI3a6sMgor6wnUqDs89WqhUiq4e3xXAD5Yn+EyawdF8ySpO4Mte9RZxLnADU4IIQD2ZFumXkPssh8qNP0i66wGxPbeTeJM1grYIucndT/tM4/STekVZZMlRBZXDI4nIkBDnraOn/bl2ex5he3ZfzNVN1JabbstwixcYdGwEEIA7MkqB+y3ng4gpjGpq9MZqajTt7vxrS1kO2hNHZxO6o4XVmM0muxamNEak8nECuvUa6xNn1ujVnHLqGT+/esRPlifwWUD4uz2pcCWymsaWH24kK0ZZdTpDOgMRlRKBX3jghmaEkrf+OAOrzt0NZLUncGWW4RZSK86IYSrsO4kYaf1dGBuQBzs64W2VkdhRZ3Dkzqj0WSdGXHESF1ymB9eKgW1OgO52lqHTPk2Z2+2lpzyWvy8VUzobvtdmGaNSOLN1cfYm61l28kyhncJs/lr2MrGY8W8vuoo206WYTCePVr8/W5zy5cAjZqrhyRw6+gUUs6zn5+rkaTuDPaYfrWO1ElHbiGEE5XXNHCyxLzWzJ4jdQDRQRq0tTryK+pIiw6062v9UUl1Aw0GIwrF6VFDe1KrlKSE+3O0sIpjhVVOS+osBRKTekbh42W7qVeL8AANVw5O4Iutmby/7oRLJnW55bU899Mhlu09PUXcMyaQiT2iCPf3Rq1SUNNgYFdmGdtOlqGt1fHRxpN8vOkkU3pG8+j0HnR38H+vtiZJ3RlsuUWYhWXRcL6M1AkhnGhXZjkAyeF+hPjZ7h7XnOggH44UVFFQ4fjN4C1LXSIDNA6bWkuNCrAmdRN7RDnkNf9ozWHztmBTe0fb7TXuGJvCF1sz+fVQASeLq11qdGvZ3jz+sngPNQ0GlAq4eWQyd47rSmJY80m20Whiw/FiPtxwklXphfx2qIDVhwu5eWQyD1/QnWA/xy8bsAXPmkzuoBJL9auNWprA6UXDlfV6Kut0NnteIYTryMnJoaCgwO7XnC+TycQ7vx8HzA1l7S26sbK2oMLxX2Yt/fFiHTD1amFdV+ekYonCijrS8ytRKGBcmu2nXi1SowKZ1CMSkwkWbsiw2+u0h8lk4u21x7n/853UNBgYmhzKjw+M49mZfVtM6MC8v+24tEgW3jqM3+ZNYFqfaAxGEx9tPMnEl1fz3a4cpxX6dIQkdWcor2lM6mz4LdZfoybIxzwg6sxmnEII2zt48CD9+vWjV69edOnShVGjRpGZ2Xovr/O5pqPWHS1m84lSvFVK7puUatfXAvP0K5iTDUezLHWJtVPLluY4ew/Y348WA9AvPtimM03NuXOcub3JV9uzKKly/EjsmQxGE098u58XlqcDcOvoFL68exS944La9TypUQG8c/NQPrtzBN2jAyir0TH3y93c8fF2tytylKTuDNpa80iarRf2xjV+Y8yVdXVCeAydTsfll19O3759KS0tpaSkBD8/P6677jqbXtNRRqOJl34+DMBNI5MdUjxgGanLd+pIneOSum5ObkC87mgRAOPS7D8KO7pbOP3ig6nTGfl40ym7v15LTCYT87/ZyxdbM1Eo4K+X9uZvl/VB1YHq4zGpESx7cBx/ntodb5WSVemFTP3373yxNdNtRu0kqWukNxipbtyfNcjGSZ0rbHAthLCtVatWcfToUZ577jnUajW+vr787W9/Y/PmzezZs8dm13TU8v357MvR4u+t4v7GDdrt7fT0qzPW1Jnvs5bOA45gSerKanQO3/jeaDSxrnGkbrwdp14tFAoF90ww/3fkrK3DTCYTz/90iK+2Z6NUwJs3Dua2MV1s8txeKiV/mpzGsgfHMjAxhMp6PfO/2cdNH2whq7TGJq9hT5LUNaqsO/0fZqCPbetHTm8VJiN1QniKbdu2ERkZSdeuXa3HRo0ahUKhYMeOHTa7piP0BiOv/GIepbtzXFfCA2zXrqk1lqTOKdOvjdNljhyp8/VWWUdAHT1adyC3gtLqBvy9VQxKCnXIa07vG0NKuB/aWh2LtmU55DXP9N81x3lvnXlN3wtX9ediG/flA0iLDmTJvaN56pJe+Hgp2XCshAtfXcubq49RrzfY/PVsRZK6RhWNRQz+3iqbV0zFWTusy0idEJ6ipKSEiIim011qtZrg4GCKi4ttdk19fT0VFRVNHm21eEc2J4qrCfP35s5xthnJaAvrmrrKeozN9Amzp9zGHnWxDmhncqa0aPNonWVvXUf5vXHqdVS3CLzVjvknXaVUcNd482jd++tO0KB33NZh3+7Kti4neOqSXlw7NNFur6VSKrhzXFdWPDSekV3DqNMZeennw0x/bR2r0wtdckpWkrpGFbXmkTpbT73CGXshutmCSyFEy1QqFQ0NZ0+11dfXo1Y3P9p/PtcsWLCA4OBg6yMxse3/iI3vHsn1wxJ5cHIqgT6Oa9EQEaBBoQC90WRt6u4IBqPJWnEb68DpV4AeMeb+ZofzHZzUHTEndeO723893ZmuHBxPZKB567Dvd+c45DV3Zpbx2JJ9ANw9oau1aMPeUiL8+WLOSF67biCRgRoyiqu57aNtXPnWRtYeKXKp5E6SukaWIokgO9z4TjcglpE6ITxFYmIihYWFGI2nRykqKiqora0lISHBZtfMnz8frVZrfWRltX26Ky7Elxeu6s+tNlpv1FZeKiURjVO9jmxrUlJVj95oQqmAqEDHTDVb9GhsWnvYgSN1VfV6dmaWAY5ZT3cmHy8Vd4w1/3f1xqpjdh+ty9PWctcnO2jQG7mwdzSPTetp19f7I4VCweWD4ln5yATuGt8VHy8luzLLmb1wKxf9Zx3v/X6i3csNdAYjdTrbTuVK8+FGlunXIF/b/0lObxVm3uDaHfbME0K0buLEiVRWVrJhwwbGjRsHwLJly1AqldafAdLT04mOjiY0NLTN15xJo9Gg0Tg2QbGF6CANRZX1FFbWAfbdwcLCssQlKtAHtYP39DxzpM5R9/nNx0vQGUwkhfk5pRHwLaOSeX9dBpmlNXyxNZPZo1Ps8jq1DQbmfLKd4qp6esYE8up1A522x26QjxdPXNyLO8d14d21J/jfllOk51fy3E+HWLD8EP3igxmYGEL/hBBiQ3wI1Hjhp1FRWaentLqegop6DuRq2Zet5VB+JU/P6M3NI5NtFp/dk7qcnBzeeecdTp06RVpaGvfddx9hYS1vL2I0Gvn+++9Zu3YtOp2OYcOGcdNNN7U4NWErFXZqZwJNN7gur9ERauc+QkII+xswYABXXXUVd9xxB2+88QZ1dXXMmzePe++9l9jY0wu3e/XqxauvvsrcuXPbfI0niA70YT8V5GsdVwFr7VHnwCIJi26RAaiUCvOet5X11mIRe1p/zLwO0xGtTJrj563moQvSePq7/byx6ihXDUkgQGPbf6tNJhOPLdnL/pwKwvy9ee+WoTZ/jfMRFejDUzN686fJqfy4N49vdmazM7OcPdla9mRrgba1ezmc3/Y1sm1h179MZmYmw4YNY/jw4Vx88cV8+eWXLFy4kO3bt7eY2I0dO5bY2FjGjRuHSqXiueee4/3332fVqlV4e9svGbKO1Nlh+tXHS0W4vzcl1Q3kamslqRPCQ3z66ac899xzPPnkk6jVah566CH+/Oc/NzmnR48eTe53bbnGE0Q5YVcJZ7QzsfDxUpES7sfxomrS8ysdktRtPG5O6hyxS0hLrh+WyAfrTnCypIb3151g7gXdbfr87/x+gh/25KJWKnhr1uBWd4lwhhA/b24amcxNI5PJLqsxJ3ZZ5ezL0VJW3UBlnZ7qej2BPmrCArwJ99fQMyaQvvHB9IsPJsnG78euSd3f//53YmNj+e6771CpVNx6662kpqby6quv8o9//KPZaxYtWkRSUpL150svvZQuXbqwfPlyZs6cabdYrWvq7DBSB+ZvjiXVDeRr6+gT55ipCCGEffn6+vLPf/6Tf/7zny2ek56e3u5rPEGMpa1JpSOTOvNIXYyDK18tesQEcryomiP5lUzobt81bkWV9RwpMLdPGdk13K6v1RovlZK/TOvJ/Z/v5L3fTzBrRDKRNlrPuOZwIf9aYf78/PWyPoxw4vtsi4RQPxJC/bhsQJzTYrDrooOffvqJK6+8EpVKBZhvZpdeeinLli1r8ZozEzqAuLg4vLy8KC0ttWeop6tfbdyjziLWuq5OiiWEEJ7P0tYk34H3PMv91dHtTCx6RJu3p0p3QAXsphMlAPSODXL67M/F/WLonxBMdYPBumVXRx0pqOSBL3ZhMsENw5O4aUTSuS8S9kvqamtrycvLOytJS05O5sSJE21+nnfffReTycTEiRNbPKcjfZwsThdK2GekztKrThoQCyE6A2fsKmFJIOMcsBVac3rEOK5X3abGqdfR3Zw/eqVQKHhmRm8UCliyM5sV+/M79Hz52jpuXbiVyjo9w1PCePayPlJg2EZ2S+rq6swfroCAgCbHAwICrL87l/Xr1/PnP/+ZF154gS5dWi7J70gfJ4sKu0+/WnrVyUidEMLzRVkbEDtw+tVSKOG06VfzSN2RgkoMdm66vPG4eaRudKrzkzqAoSlh3N3YkPiJb/ed9//vlXU6bv1wK7naOrpF+vPuLUMc1lTZE9jtLxUQEIBSqTxr2rSkpISQkJBzXr9lyxYuueQSHn74YR555JFWz+1IHycLe/apg9PfHHNkpE4I0QlY1tQVVzWgM9h/xwGD0URBpXlU0NGNhy2Swvzw8VJSrzeSacd9QrPLajhVUoNKqWBYSsvdJBzt4QvT6BUbRGl1A48t3tvuprzV9Xru+mQH6fmVRAZq+Oi24YT4SWFhe9gtqfPy8qJXr17s37+/yfF9+/bRr1+/Vq/dunUr06ZN45577mHBggXnfC2NRkNQUFCTR3tV1Fl2lLDPmjrrVmGS1AkhOoFQP2+8VOYps8JK+0/BFlXWYzCaUCsVNluo314qpYK0KEu/Otu2qjjTpsZRuv4JwQ7dKeRcNGoVr103EG+1ktWHi3j11yNtTuxKqxu48f0tbDpRgp+3ioWzh7lcpas7sOuY5qxZs/jyyy/Jzc0F4NChQyxfvpybbrrJes7ixYu54447rD9v376dqVOncs899/Cvf/3LnuE1Yc8+dXB6pK6gos7uw/JCCOFsSqWCqEDHtTXJbax8jQ7yQeWkxrRwugmxPYslLEmdK6yn+6MeMYE8dUkvAF5fdYy//3jwnPv/5pTXcvXbG9mTVU6onxef3TmCfgnSJeJ82LWlybx581i/fj0DBgxg8ODBbNmyhWuuuYabb77Zes7+/ftZsmQJH3zwAQCXXHIJBoOBkydPcv3111vPu/rqq7n66qvtFqs9+9SBecsalVKBzmCiuMoxjSmFEMKZooI05JTXtnv7pPNh2YbRWe1MLCzbhdmrWMJkMp1eT9fNef3pWnPLqBQMRhPPLj3IhxtOoq3V8exlfc4aVazXG/hk4yleX3WUyjo9ccE+fHLHCFKjAlp4ZnEudk3qNBoNy5YtY8eOHWRmZvLKK6/Qt2/fJudcffXV9O/f3/rz//3f/2EwnL0XWs+e9tvnrV5voE5nXvNhr0IJtUpJTJAPOeW15JTXSlInhPB4MQ6sgLX0qHNWkYSFvUfqMoqrya+ow1ulZEhyqF1ewxZuG9OFYF8v/rJ4L9/szGHF/nxm9I9lau8Yymt15JTV8s2ubE6VmNce9osP5t1bhjhtPaSncMheG0OGDGHIkCHN/q5v375NEr1rrrnGESE1YelRp1BAoB23H4kNNid1ueW1DE5y3Q+jEELYguXLa74jRuqc3M7EwpLUnSyupk5nwMdLZdPnt4zSDU4Osflz29qVgxMI9ffmHz8e5ERRNV9tz+ar7dlNzokM1PCXaT24anCCU6fNPYXzN1BzAZap10CN2q6bBMeF+MKpMus0gRBCeDJLWxNHrKmz7ibh5FmQqEANIX5elNfoOFZYRd94264N22jtT+eaU69/NKlHFBO7R7L9VBlfbM1kf46WqEAf4kN86R4TyPXDEvF3gb1cPYX8JbF/jzoLd2xrkl1Ww8L1JzleVMW4tAhm9I9z+poVIYR7iG4slCh0wPRrbrllpM659yeFQkHv2CA2Hi9hf47WpkmdwXh6Pd0YJ+732l4Khbn1iiu1X/FUktRh/x51FpabjTu0Nckpr+WlFeks3ZtnrdZde6SI5346xLi0SP597QAiApzTNkAI4R4sXwAdM/1qWVPn/DVZAxJD2Hi8hD3Z5Vw/3HbbWx3MraC8RkeARs0AqQ4VzZA2zdi/R51FXLB77CpRXa/n5ve38N3uXAxGE2NTI3j8op4MTQ7FZILfjxQx670tlFQ5bvsfIYT7sez/WmDne57OYLT2wot18kgdwICEEAB2Z2lt+rwbGqdeR3YNQ62Sf77F2WSkDvv3qLOwTL+6+kjd09/t50RxNbHBPrx3y1Dr9ME9E7pxpKCSm97fwuGCSma9v4XP54wkzMmbSQshXJOlUKKyXk91vd5ua6cKKuowmcBLpSDC3/kzCAMTQwBzW5OaBj1+3rZ53xuOmZM6d5p6FY4lqT7271FnYZl+LaluoE53dtsWV7B4Rzbf7MpBqYD/XD/orPUg3aMD+eKukUQGakjPNyd2NQ16J0UrhHBlgT5e+HubKzTtOQVrmf2ICfaxa7FbW8UE+xAdpMFgNHEg1zY7S9TpDGzNMG+7OVaSOtECSeo4Y02dnUfqgn298Gu8wbniaN2xwiqe/s68rdvDF3RneJfmF7V2iwzgizkjiQjw5lBeBS+uOOzIMIUQbiS6cV2dPadgLfdTV1hPZ2GZgt2TVW6T59t5qox6vZGoQI005xUtkqSO033q7D1Sp1AorFOwrriu7vmfDlGrMzC6Wzj3TUpt9dzUqABeuXYgAB9tPMnmEyUOiFAI4W5iHVAsYe1R50KV+QMap2B32yipW9849To2NQKFwvmjkcI1SVLH6enXYDsXSsDpG5yrtTU5VljFqvRCFAr45+V929QEckL3SG4YngjAXxbvobpepmGFEE1Z1tXZ84tsnmWkzsmNh89kWVe3J7vcJs+3wbI1mEy9ilZIUofj+tQBxLtoscSHGzIAmNIzmq6RbR/af+LiXsSH+JJVWsuC5YfsFZ4Qwk2d3irMjtOvLjhSZ9mQPqu0tsOdArQ1OvY1JodjUsM7GprwYJLUcUZSZ+fpVzhdAetKu0qUVjewZKd565Y7x3Vp17WBPl68eLV5797/bc602VSDEMIzWHvV2XOkzoV61FkE+XjRLdIfgL3ZHWttsulEMUYTdIv0d6n3KFyPJHWc2afO/kmdZfo1V+s6I3WfbzlFnc5I3/ggRrRQHNGaMakRXDk4HoB//ngQk8lk6xCFEG7KESN1edbdJFwr4bHVurpV6YUAjEuL7GBEwtNJUofj+tTB6elXV1lTV6838PGmUwDcMbbLeS/AfXRaT3y9VGw/VcayfXm2DFEI4cbsvatEnc5ASXUD4Pwtwv7IFuvqDEYTKw+Zk7qpvaNtEJXwZJ0+qTOZTKf71DmgUOLMBsSuMKK1bG8eRZX1RAdpuKRf3Hk/T0ywD3dP6ArAC8vTXbYPnxDCsSwjdUWV9egNRps/v2Va19dL5ZAv5u1xZluT873f784qp6S6gUAfNcPOYyZFdC6dPqmr1RnQGcwfNkesqbN8a63TGSmv0dn99c7l2105AMwakYy3umP/Odw1visxQT5kl9WysLHwQgjRuYUHaFApFRhNUGSHrQUtS1liQ3xcrtVHz9hAvFVKymp0nCypOa/n+PVgAQCTekThJVuDiXPo9P+FWHrUqZQKa2Nge/LxUhERYN5Wy9lTsGXVDWxsLJOf0T+2w8/n563m0ek9APjv6uMUy96wQnR6KqWC6EDz1l32KJawrqdzwQICjVrFoKQQANYeLjyv5/jtkDmpu0CmXkUbSFJXd3o9naO+5bnKHrC/HirAYDTRMyawXW1MWnP5wHj6xQdTVa/n/1Yds8lzCiHcm3VXCTusqztd+epa6+kspvSKAmBlevuTuoziao4VVqFWKpjQXYokxLlJUmdtZ2L/9XQWlm+Uzt5VYsX+fAAu7tfxUToLpVLB4xf1BOCzLac4VVJts+cWQrinGDs2ILb0qHOlxsNnmtzTnNRtOVHa7gbtKxtH6UZ0DXO59YLCNUlSV+e4xsMWlpG67LLzW2NhCxV1OtYdLQLg4n4xNn3uMakRjO8eic5g4qWfZV9YITo7e1bAWmY8XKnx8Jm6RQaQGOZLg8HIhsatvtrKsp7ugl4y9SraptMndVoHNh62SAwzJ3VZpc6bfl15qACdwURaVACpUYE2f/7Hp/dEoYAf9+bZbENrIYR7svaqs+OaOlcdqVMoFEzpaU7KVrVjCrasuoHtp8oASepE2zluztFFWQolHDm0nRTmB0BmqfNG6n7aZ556vaivbUfpLHrHBXHFwHi+2ZXDguWH+GLOSJerTLMwGE0cLaxk56ly9uVoqajVUaszUK83EO6vIT7Ul4RQXwYmhtArJghlG/bFFUKcZteROq1rj9QBTOoZxUcbT7L6cCEmk6lN98Kf9udZ1zwnNv6bIcS52D2p0+l0LF++nFOnTpGWlsbUqVNRKlsfIDyfa87X6X1fHZffWj6gWU6afq2q17P2iHnq9SIbrqf7o3lTu/Pjvjw2nyjll4MFTOtjnwTyfJ0oquKzLZks2Znd5vYyQT5qhncJZ2rvaKb2iSbEz9vOUQrh/qKD7LNVWFW9nsrGHYFcdaQOYESXMPy8VRRU1HMgt4K+8cGtnm8ymfi0sSn81UMSHBGi8BB2zWQqKyuZPHkyWq2WcePG8dJLL9GzZ09+/PFHvL2b/8fwfK7pCOuaOkdOv4aak7rKOj3aGh3Bfo5dALs6vZAGvZEuEf70jLH91KtFQqgfc8Z14c3Vx3n+p0NM7BGJRm3/tjHnciBXywvL01l39PT6Fn9vFQMSQxiYGEJ0kA++3iq8VAqKKuvJLa/jeFEVO0+VUVGn57dDBfx2qIAnvlVYt0ib1icGHy/nvzchXFHsGSN1bR2paou8xvV0gT5qAjSuO/Hk46ViTGoEvx4sYFV64TmTum0ny0jPr8THS8k1QxIdFKXwBHb9FCxYsICCggL27t1LSEgIOTk59O7dm3fffZc//elPNrumI6xr6hw4/errrSIiQENxVT2ZpTX082v9A25raw6bR+mm9o62+5TofRNT+Xp7NqdKavhww0numdDNrq/XmtLqBl755TBfbM3EaAKFAib3iOKmkcmMS4tAfY7GnnqDkQO5Faw9UsRP+/JIz69k7ZEi1h4pIlCjZsaAOK4ZmsCgxBCXnWoWwhksI3V1OiMVtXqbfZG1VL7Gu/AoncXknlHWpO7BKWmtnvvJppOAuUWUo7/0C/dm16Tu66+/5rrrriMkJASA+Ph4ZsyYwVdffdVignY+13SEZU2dI5M6MBdLFFfVk1VWQ78ExyV1JpPJWvU63gF9j/w1ah6d3pM/f72H/1t1jKsGJxDZ2IjUkX49WMCji/dQ1jjNOqN/LI9N79mutSpqlZIBiSEMSAzhwSlpnCiq4rvduSzZkU1OeS1fbM3ki62ZpEYFcM2QBC4dEOf0Dca1NToyS2vI09aSp62jqLKe8toGymp0VNXpqdcbqNMZMTZuYaRofJ8atRIfLxV+3ioCfbwI8lET7OdFiK83oX5ehPp7E+7vTai/NyG+XudMiEXn5uOlIsTPi/IaHfkVdTZLVCwjda7ao+5MltYme7LLySiupkuEf7PnFVbUWdtN3Twq2WHxCc9gt6SuoaGB48eP06NHjybHe/bsyS+//GKzawDq6+uprz+9e0FFRUWb4zw9/erYofukMD92ZZY7vFjiSEEVhZX1+HgpGZIc6pDXvHJQPJ9sOsnebC0vrkjnpWsGOOR1wbzZ9wvL0/lo40kAesYE8uxlfRjRNbzDz901MoB5F3Zn7pQ0NmeUsHh7Nj/tz+NYYRULlqezYHk6w1PCmDEglsk9o0gItc9iZ5PJRHZZLUcLKzlSUMXRgiqOF1VxsqTaYVvRBft6EernRYifN8G+XgT7ehHooybQx4sAjQofLxW+3ip81Cq81Eq8lApUSgUKhQLLmKbBZMJkMqE3mtAZjOj05v9944gkh7wHYV8xQT6U1+jI09bSw0bLPly9R92ZooN8mNwzilXphbz8y2HevHFws+d9sTULvdHEkORQ+sQ5dhZHuD+7ZTLV1dWYTCbriJtFSEgIlZWVNrsGzFO2zz777HnF6Yw+dXB6XV2Wg5M6yyjd8C7hDlsDplQq+OulvbnqrU18vSObmQPjGZsWYffXzS6r4e5Pd3Ag15zk3zm2C3+Z3sPm6/qUSgWju0UwulsEz87sw4978/h2Vw5bM0rZetL8eOb7A6RFBTAuLZJBSea1ewmhvu2apjUYTeSW15JRXM3RwiqOFVZyON+cyFW10tQ0MlBDXLAPscG+RAVpCPEzj7YFaNT4eJkTLrVSgQkTJhPoDKbGETwD1fUGKuv0VNbpKK/VUV6jo7ymgdKaBkqrG6xJo7ZWZ17KcJ77W7bmhuGJMp3tAWKCfUjPr7TprhJ5Lt6j7o/+Mq0Hqw8XsmxvHneNK2dAYkiT3+sMRj7fai6QuEVG6cR5sFtS5+dnTlr+OGqm1Wrx929+2Pl8rgGYP38+8+bNs/5cUVFBYmLbFpf+9dI+FFTU0ScuqE3n20qStQLWsb3qLMUB4x2QVJ1pSHIYt4xK5pNNp3hsyV5WzB1HoB2LU7acKOG+z3ZSUt1AmL83r1wzgEmN0x/2FOjjxQ3Dk7hheBK55bX8uDeXXw8WsONUGUcLqzhaWAUbGs/VqEkI8yMpzJfwAA3+3ip8vdVgMlGvN1KnM1BS3UBRZT2FlfVkl9WgM5iafV0vlYKuEQF0jwls7D0YQJcIf5LD/fDztt8otN5gRFuro6ymgdJqc2JXXtOAtlZHZZ2eqno9VXV66vQGahsM1OoM6A3mkTi90YQJoHHqV6lUoFKYR/C81Uq8VUrUKgUGowm1SpI6dxdjrYC13Z7Qlh0qYl1w39fm9IoN4opB8XyzM4cXlqfz+ZwRTb6wPLfsEAUV9UQEeDPdTu2mhGez291eo9GQnJzM8ePHmxw/fvw4aWnNLxI9n2ss12k057dOa1hK2Hld11EJ1gbEjhupq9MZ2JJRAsC4NMfvI/jY9J6sPlxIVmktC5an8/wV/ezyOp9vyeSZ7/ejN5roExfEu7cMdcpC6rgQX+4a3427xndDW6Nj7dEitmWUsjurnEN5FVTW6zmUV8GhvLYvF/BWKUkM8yUtKpC0aHPy1jMmiC4R/nirHb+uTa1SEh6gITzA8eskhXuxtjWx4UhdjmWkzg2mXy3mXdidH/fkselECb8fLbbu6frJppPWZSJ/n9nXJToFCPdj14VkM2fO5Ouvv+bpp5/Gx8eH0tJSli5dyl/+8hfrORs3bmTnzp3WIoi2XOMJLCN1OWW1GIwmVA5oaLvzVBl1OiNRgRq6RwfY/fX+yF+j5l9X9efG97bw+ZZMLu4ba9NpWL3ByHM/HeLDDScBczHES1cPwNfb+TfHYD8vLhsQx2UD4gBzgp1VWkNWWQ1ZpbWU1+ioadBT02BAqQCNlwqNWkmonzeRgRoiAzUkhvkRE+TjkP9WhLA1awNirW1mJ4xGEzmNMx2WXXrcQUKoH7eMSub99Rk8ungPlw+MJzbYh7//eBAwT9Hacj9u0bnYNal76qmnWLZsGRMmTOCCCy7ghx9+IDk5uUkV6y+//MJrr71mPdaWazxBbLAvaqWCBoORgoo6h3zT/L1x6nVsWoTT1iiN7hbBzSOT+XTzKR5atItv7xtDUnjHCwgq6nQ88Pkua1PlRy7szp8mp7rsWiwfLxVp0YGkRduvT6AQruT0rhK2mX4tqKyjwWBErVRYp3bdxf2TUlm2L488bR3v/H7CevyqwQncN9F5bZ+E+7PrfE1kZCS7du3i9ttvB+CRRx5hw4YNTdbHjR49mgceeKBd13gClVJBfKhjp2CtrUycMPV6pvkX96RPXBAl1Q3c9tFWtB2s0DxaUMnlb25g7ZEifLyUvDVrMA9MSXPZhE6IzsiyBCLHRjvpWPbOjg3xcbuWOqH+3qyYO57/XD+QqwYnEBvswwW9ollwZT+5b4kOsXsfj8DAQO6+++4Wfz916lSmTp3arms8RWKoH6dKasgqq2WEnV+rpKreWgU6JtWxRRJ/5OetZuGtw7j8zQ0cL6rmnv/t4OPbh5/XmrDvd+cw/5t91DQYiAny4b1bhjq075/o3Gpra3n++edZsWIFarWayy+/nEceeQS1uuVb64oVK/j44485cuQIcXFx3HrrrVx11VUOjNo5LEldRZ0eba2uw/ttW74MJ9qpVZC9Bft6MXNgPDMHxjs7FOFBXHdflU7A0vjWEb3qNhw3F0j0ig1ySvPfP4oO8mHhrcO45u1NbDpRwpxPtvPadQMJ9W/bVnDlNQ28sDydRduyABjdLZzXbxhEhCzYFw508803s3fvXt544w3q6uq4++67yc7O5o033mj2/A8//JCvvvqKW2+9ldTUVLZt28ZNN91EVlYWc+fOdWzwDuavURPm701pdQM5ZbUdT+rK3DupE8IeJKlzIsvi3mwHJHWbGpO60d063nTXVnrFBvHfWYOZ88l21h4p4pLX1/F/swYzOKnlpsgmk4lvdubw/E+HKKluAOBPk1J5+MLuUkAgHGrv3r0sWbKE33//nXHjxgFQU1PDzTffzJNPPklMzNktKWbNmsVtt91m/XnIkCEcO3aMt956y+OTOoCEUF9KqxvILquhdwfbSFmmX92pSEIIe3OvhQgeJsmBI3VbTpiTulE22EnBlsZ3j+S7+8fQJcKfXG0d1769iXlf7WbN4UJ0BqP1vNzyWt5cfYwLX/2dR77eQ0l1A6lRASy6ayR/ntZDEjrhcKtXryYwMJAxY8ZYj11yySUYDAZ+//33Zq/x9j57JFqp7Dy34YTGdcTZNujPmW0ZqWvHVn9CeDoZqXMi664SNlo43JLCijpOFFejUMCwLs7py9eaXrFB/PCnMTz+zT6W7c3jm505fLMzhwCNGrVKQW2DgXr96QTP10vFA1NSuXNsV6f0ZhMCICsri6ioqCZJWVBQEL6+vmRnZ7f5Od577z3uv//+Fs/pyDaIrsayVZ5tkrraJs8phJCkzqks3zALKuqp0xnstm3X5oxSAHrHBnV4HYu9BPp48X83DOK20Sn8sCeXZXvzrNOrFiO7hnHloAQu6hdj190oROdkMBjo06dPq+cMHz6cTz75xHp+cyNvGo0Gvb7lbdssysvLufTSS+nTpw/PPPNMi+d1ZBtEV5Noqfjv4BdZncFInlamX4X4I0nqnMiy/2ZVvZ7sslpSo+zTEHhz49TrSBebev0jhULB0JQwhqaE8cyM3hwrqkKtVODjpSLI14sgSeSEHalUKr777rtWz7FsZQgQHh5OcXFxk9/r9Xq0Wi3h4a1/1rRaLdOmTcPHx4effvqp2eTQoiPbILoaW43U5ZbXYjSBj5eSSCmOEsJKkjonUigUJIT6kp5fSVZZTadP6s6kVinpGePY/XiF6NmzZ5vPHTZsGEVFRZw4cYKuXbsCsGnTJkwmE0OHDm3xuoqKCqZNm4bJZOKXX34hKKj1/847sg2iqzm9pq5jI3WWIomEUD/p6ybEGWRBkpNZiyVK7LOurrCijhNF5vV0w520z60Qnmjy5Mmkpqby5JNPotfrqaur429/+xsjR45kwIAB1vN69uxpnbKtrKxk+vTpmEwmfv31V4KDO1dPRUvD9crGXnXn63Q7E5l6FeJMktQ5WbfG0bnjRVV2ef4m6+n8ZPpSCFvx8vLiu+++Y//+/YSFhREWFkZ1dTVffvllk/MOHz5Maan5c/jOO++wadMm8vLyGDFiBD179rQ+OgM/bzXhjb0oOzJaZ208LJWvQjQh069OlhppTuqOFtgnqdvihlOvQriLPn36sG/fPrKzs1Gr1c32pjt06BDR0dEA3H777cyYMcPRYbqUhFBfSqobyC6rpU/c+Y1UZlkrX2WkTogzSVLnZGnRjUldoZ1G6iSpE8LuEhISWvzdmaNwlhG9ziwh1I892doOFUu4+xZhQtiLTL86WbfGkbriqnrK/tDCo6MKK+s4LuvphBAuJKGxBUlWB5quS+NhIZonSZ2T+WvU1o2uj9l4Xd2WE+Z1PL1iZD2dEMI1dLStSU2DnuIq8xdgGakToilJ6lyApZXJMRtPwW6ybA3mQvu9CiE6t462NbEkg4E+avmyKsQfSFLnAtKi7FMsIevphBCuxtKGJKesFpPJ1O7rZT2dEC2TpM4FnC6WqLTZcxZIfzohhAuKDzEnY5X1eipqz72d2h+dbmcila9C/JEkdS4gNSoQsO30q2WUrk+crKcTQrgOX28VEQHmXnXnswespZ2JjNQJcTZJ6lyAZU1dnraOyrrz77J+ps2NRRIju8jUqxDCtcRbiyXOI6mTxsNCtEiSOhcQ7OtFVKB5b8fjRdU2eU5ZTyeEcFWJ1mKJ9lfAWroEpET42zQmITyBJHUuwrqurqDj6+rytXVkFFejVMCwLrKeTgjhWs63rUm93sCpxn2ye0QH2jwuIdydJHUuIs2G6+pOr6cLJthX1tMJIVyLpa1JexsQnyiqxmA0EeSjJjpIY4/QhHBrDknq8vPz2bZtGyUlJW0632QycezYMQ4dOkR9fb2do3MN3WzYq+701KuM0gkhXE9yuHmk7kRx+5abHGmcyegeHYhCobB5XEK4O7smdUajkbvvvpuUlBRuvfVW4uPjefLJJ1u95q233iIlJYXp06dz+eWXExcXx8cff2zPMF2CtVedDZI6aToshHBlPWLMMxMnS6qpbTC0+TprUhcjU69CNMeuSd1bb73Fl19+ye7duzlw4ACrV6/mpZde4ptvvmnxmqKiIjZu3MixY8c4fPgw//rXv7jjjjvYt2+fPUN1OktSl1VW066b3B/lltdyqqQGpQKGSn86IYQLigzQEObvjcnUvv6ch/PNX3q7N94vhRBN2TWpW7hwIddccw09e/YEYNSoUUyZMoWFCxe2eM0zzzxDfHy89ec77rgDpVLJpk2b7Bmq04WfcZM73oE9YNcfLQagX3wwQT6ynk4I4XoUCoW10CE9v+1JnSUB7C5FEkI0y25JncFgYN++fQwZMqTJ8eHDh7Nr1642P8+ePXvQ6XSkpqa2eE59fT0VFRVNHu7I0q+uPTe5P1pzpBCACT2ibBKTEELYg2UK9nAb73e1DQYyGwsrZPpViOap23NyZmYmmZmZrZ7Tr18/goODqaysRKfTER7edF1XeHg4paWlbXq9mpoabr/9dsaOHcukSZNaPG/BggU8++yzbXpOVzYoMYStGaXsOFXG1UMS2n293mBkXeNI3cQekbYOTwghbKZXbPuSumOFVZhMEObvTUSAVL4K0Zx2JXU///zzOYsW3njjDQYNGoSXl3nqr66ursnva2tr8fb2Pudr1dfXc+WVV1JdXc3y5ctbrXSaP38+8+bNs/5cUVFBYmLiOV/D1QxNCeOd30+w/WTbkt4/2pVVTmWdnhA/LwYkhNg2OCGEsKEeMUFA22cmTle+yno6IVrSrqRuzpw5zJkzp03n+vv7Ex4eTk5OTpPjOTk5JCUltXptQ0MDV155JSdOnGDNmjVER0e3er5Go0Gjcf9vbkOSQwFzBWxZdQOh/udOfs+05rB56nVcWiQqpZT7CyFcV/foABQKKK6qp7iq/pyjb2e2MxFCNM+uhRIXXnghS5cutf5sMBhYtmwZF154ofVYZmYmmzdvtv5sSeiOHj3K6tWriYuLs2eILiXM39u6rm7HqbJ2X7/mcBEAE7vL1KsQwrX5eatJaty/tS1TsJLUCXFudk3qnn76afbs2cPdd9/N0qVLueGGG6isrOSRRx6xnrNw4UKmT59u/fn6669n7dq1/POf/yQjI4P169ezfv36c67l8xRDG0frtp1q3xRsYWUdB3LNBSLjJakTQriB9lTAHilobGciSZ0QLWrX9Gt79e7dm02bNvHvf/+b1157jbS0NDZv3tykZUlSUhKjRo2y/qzVahkwYACvv/56k+e6/fbbuf322+0ZrksYmhLGom1ZbD/ZvpG634+cbmUSGej+U9FCCM/XMzaIXw4WcDi/9Y4FVfV6csrN+8TKmjohWmbXpA7M1bAffvhhi7//Y7K2cuVKe4fk0oalmEfq9maXU6cz4OOlatN1lvV0E2SUTgjhJnq2sa3J0cap16hADSF+7VtrLERn4pC9X0XbJYX5ERmoQWcwsTdb26ZrpJWJEMIdWXrVHSmowmg0tXierKcTom0kqXMxCoXCOlq3rY2tTTadKEFbqyPY14uBiSF2jE4IIWwnJdwfjVpJre50Y+HmyHo6IdpGkjoXNDTZvGdrWytgv96eDcBlA+JQq+T/UiGEe1ApFaRFW3bSaXld3abjJQD0jQ9ySFxCuCvJAFzQ0MaRuu0nS1udkgDQ1uhYcSAfgGuHul/DZSFE59bzHE2Ic8trOZhXgUIha4aFOBdJ6lxQ79gg/LxVVNTpOXSOqrAf9uTQoDfSMyZQvsUKIdyOpVhiT1Z5s79fmW4uAhucFEq4bA8mRKskqXNBapWSMakRAHy1LavVc7/eYZ56vWZoYqtbqQkhhCuy9NVcf6yYsuqGs36/8lABAFN6RTk0LiHckSR1Lmr2qBTAnLRpa3XNnnMor4K92Vq8VAouH9h5dt4QQniO7tGB9I4NQmcwsWxfXpPf1TTo2di4nu6CXq1vFymEkKTOZY1JDad7dAA1DYYWR+ssBRIX9IqWaQkhhNu6YpC5If13u5ruFb7+aDENeiOJYb6kRUnTYSHORZI6F6VQKLh9TBcAPtp4Er3B2OT35TUNfLvLMvWa4PD4hBDCVi4bGIdCAdtPlZFZcrq1ycpD5vV0U3pGy/ISIdpAkjoXdvmgeEL9vMgpr+W3xnUlAEajiblf7qasRkeXCH/Gp0lFmBDCfUUH+TCmm3kd8fe7zaN1RqPJWiQh6+mEaBtJ6lyYj5eKWSOSAXh/XYZ1tO7N1cdYc7gIjVrJmzcOlt50Qgi3d3njFOy3u3MwmUzszdFSXFVPgEbNiC7hTo5OCPcg2YCLu3lUMmqlgu2nyhj9wioeX7KXf/92BIB/Xt6X3nHSxkQI4f6m9YnGx0vJiaJq7v3fTmYv3ArA+O4ReKvlnyoh2kI+KS4uOsiHf17elzB/bwor61m0LQuTCW4Ynsg10mxYCOEhAn28uLB3DAArDuSjrdUREaDhtsa1xUKIc1M7OwBxbtcPT+LKwQmsSi/k213ZaNQq/nppH2eHJYQQNvXg5FQKK+roHh3Ixf1iGd4lDJVSCiSEaCtJ6tyEt1rJ9L4xTO8b4+xQhBDCLtKiA/ny7lHODkMItyXTr0IIIYQQHkCSOiGEEEIIDyBJnRBCCCGEB5CkTgghhBDCA0hSJ4QQQgjhATyy+tVkMgFQUVHh5EiEEI5g+axbPvueTO5vQnQ+bb3HeWRSV1lZCUBiojTnFaIzqaysJDg42Nlh2JXc34TovM51j1OYPPCrrdFoJDc3l8DAQBSK1htXVlRUkJiYSFZWFkFBsuVWW8jfrP3kb9Z+7fmbmUwmKisriYuLQ6n07FUl7bm/gfy3dz7kb9Z+8jdrn/b+vdp6j/PIkTqlUklCQkK7rgkKCpL/ENtJ/mbtJ3+z9mvr38zTR+gszuf+BvLf3vmQv1n7yd+sfdrz92rLPc6zv9IKIYQQQnQSktQJIYQQQniATp/UaTQa/vrXv6LRaJwdituQv1n7yd+s/eRvZhvyd2w/+Zu1n/zN2sdefy+PLJQQQgghhOhsOv1InRBCCCGEJ5CkTgghhBDCA0hSJ4QQQgjhATyyT11bnThxgq+++gqtVsvo0aO59NJLnR2SS6uvr+f7779n3759hIWFMWPGDNLS0pwdltt47733OHDgAA899BBdunRxdjguraKigq+//prjx4/Tv39/rr32Wo9vKmxrRqORr7/+ml27dhEZGckNN9xAXFycs8NyaQcOHOCXX36hrKyMfv36ccUVV6BWd+p/JtssKyuLV155hR49enDvvfc6OxyXt3XrVn7++WdUKhXXXHONzf4t7bR3yXXr1tG3b192794NwJ133smcOXOcG5QLO3z4ML1792bJkiVoNBr27NlDv379+Pjjj50dmltYsWIFTz31FP/5z3/Iyclxdjgubf/+/fTq1YtPP/2UoKAgfvvtN6699lpnh+VWTCYTl19+OY899hhqtZrVq1fTp08f9u/f7+zQXNa8efO44YYbyMzMRK1W89RTTzF8+HCqqqqcHZrLMxgM3HjjjXz++ecsWbLE2eG4vAcffJCpU6dSVlaG0Wjk+uuvZ/PmzbZ5clMn1a9fP9Ps2bOtP69bt84EmDZu3Oi8oFxYXl6eKTc3t8mxp59+2hQcHGwyGo1Oiso95ObmmhISEkxff/21CTCtW7fO2SG5LL1eb+rZs6fp6quvbnL82LFjTorIPS1ZssSkVCqtfzej0Wi64IILTFOnTnVyZK5r165dTe5lJSUlpuDgYNO///1vJ0blHp566inTtddea5o1a5ZpypQpzg7Hpf3vf/8zqdVq086dO63HamtrTdnZ2TZ5/k45UpeRkcG+ffu46aabrMfGjh1L165d+e6775wXmAuLiYkhNja2ybF+/fqh1Wrlm2wrjEYjN998M3PnzmXgwIHODsflrVq1ivT0dJ555pkmx7t16+akiNzT999/z6hRo6x/N4VCwc0338zKlSvl89qCgQMHNtlLNywsjPj4eBlZP4fVq1fz6aef8vbbbzs7FLfw3//+l8suu4xBgwZZj/n4+BAfH2+T5++USd2RI0eAs/+h6Nq1K0ePHnVGSG7p448/ZtCgQQQGBjo7FJe1YMECTCYT8+bNc3YobmH79u0EBwcTFRXFiy++yDPPPMM333yD0Wh0dmhu5ciRI2fd37p164bBYODEiRNOisq9bN26lUOHDjF+/Hhnh+KyiouLueWWW/jwww8JDQ11djhuYfv27YwdO5Zly5Yxf/58XnvtNTIyMmz2/J0yqaupqQE4KxkJCgqy/k607oUXXuC3336Tb2et2LhxI6+//jqffPJJkxEA0TKtVotSqWTixIkUFhaiUCiYO3cuF154IQaDwdnhuY2amppm72+W34nW5efnc91113H55Zdz2WWXOTscl2QymZg9ezY33ngjkyZNcnY4bqGuro6GhgYWLlzIyy+/TGBgIJs2baJ3796sWLHCJq/RKct6LDe78vJyIiIirMfLysoIDw93Vlhu47///S9//etfWbx4McOHD3d2OC7rb3/7G0lJSbz00kuAOWEBeP311zl8+DB33HGHM8NzSYGBgZSVlfHBBx9wxRVXADB79mxSU1P54YcfrMdE6wIDAykvL29yrKyszPo70bKioiIuuOACunbtymeffebscFzWpk2bWLFiBcnJycydOxeAHTt2UF1dzdy5c/nLX/5isylFT+Hj44OXlxdqtZqVK1daK/pnz57NY489xvTp0zv8Gp0yqevduzcA6enppKamAuZvHYcPH+bOO+90Zmgu7+233+bhhx/m66+/lhYw53DXXXeRnZ1t/bm4uBiA2NhYoqKinBWWS+vTpw8AQ4YMsR7r2rUrISEhMm3YDr1792bnzp1NjqWnp+Pt7S3rE1tRXFzMlClTiIqKYunSpfj6+jo7JJeVlJTEK6+80uSYv78/RqORlJQUvL29nRSZa+vduzeDBg1q0qJpyJAhfPPNN7Z5AZuUW7ihMWPGmGbMmGGtdvr2229NCoXCtHfvXidH5rreeecdk0ajMX3//ffODsUtHT16VKpfz6G6utoUHh5u+uCDD6zHtm/fbgJMv/76qxMjcy+//vqrCTBt3brVZDKZTA0NDaZhw4adVVUsTisuLjb179/fNGnSJFN1dbWzw3FLUv16bi+88IIpLS3NVFdXZz126aWXmsaMGWOT5++UI3VgHnGaMmUKY8aMISUlhR9++IG//e1v9OvXz9mhuaRNmzZxzz33MGDAAFatWsWqVausv3viiSdk5EnYhJ+fHx9++CGzZs3ip59+wt/fn++++4777ruPCy64wNnhuY0LLriA++67j2nTpnHJJZewf/9+ysvLWbx4sbNDc1mzZs3iwIED3H777TzxxBPW44MHD+aWW25xYmTCk8ydO5fffvuN/v37M2HCBPbu3UtmZqbN1tQpTCaTySbP5IbKy8tZvnw5FRUVjBo1iv79+zs7JJd1/Phxli5d2uzvZs+eLZVPbaDVavnwww+59tprpbP/OeTm5vLrr79iMpkYPHiwfDbP05YtW9i1axfh4eFcfPHF+Pv7Ozskl/XZZ59RVFR01vEePXpw0UUXOSEi9/Pzzz9TXV3NlVde6exQXJrJZGLVqlUcPXqUuLg4pkyZYrPPZqdO6oQQQgghPEWnbGkihBBCCOFpJKkTQgghhPAAktQJIYQQQngASeqEEEIIITyAJHVCCCGEEB5AkjohhBBCCA8gSZ0QQgghhAeQpE4IIYQQwgNIUieEEEII4QEkqRNCCCEcpKysjLKyMgAaGhrQarVNfl9ZWUlNTU2TY1VVVeTn55/1XDU1NeTm5p51XKfTkZ2dTV1dXZPjxcXFzW6FJjyHJHVCCCGEgzz88MNcffXVTJkyhbi4OMLDw5k6dSqHDh1i0qRJJCYmEhISwm233YZlF889e/aQkJBwVgI3b948brzxxrNeQ6FQcPXVVzf53aFDh0hKSrLZxvHCNUlSJ4QQQjjQ6tWrueeeeyguLub48eNs2bKFIUOGMHfuXMrLyzlw4ABffvklS5cuBWDMmDF0796djz/+2PoctbW1LFq0iDvuuOOs51er1Xz22Wf8+uuvvPfeezQ0NHDjjTcyc+ZMbr75Zoe9T+F4ktQJIYQQDjRu3DiuueYaAJKTkxk3bhzjxo1j5syZAKSlpTF8+HC2b99uvebOO+/kww8/tP68ZMkSTCYTV111VbOv0a1bN9544w3mzp3L7NmzKS0t5a233rLjuxKuQJI6IYQQwoESExOb/BwQENDssYqKCuvPt9xyC6dOnWLdunUALFy4kOuvvx4/P78WX+fWW29l7NixLFq0iIULFxISEmK7NyFckiR1QgghhIuLiIhg5syZLFy4kIyMDNasWcPtt9/e6jUnTpxg06ZN+Pv788svvzgoUuFMamcHIIQQQohzmzNnDldccQWhoaH07t2bESNGtHiuwWDgpptuYsqUKTzwwANMmzaNiy66iIkTJzouYOFwktQJIYQQbuCCCy4gMjKS1157jZdffrnVc//xj3+QkZHBDz/8QEREBA8//DC33HILe/fulWlYDybTr0IIIYSDhIWFERYW1uRYeHj4WcciIiLOSr4UCgW33HILarW61SrWgwcP8tFHH/HRRx8REREBwHPPPUe3bt34xz/+YZs3IlySwmRphCOEEEIIl3bttddiMBhYsmSJs0MRLkimX4UQQggXV1RUxLZt2/juu+9Ys2aNs8MRLkqSOiGEEMLF3XHHHRw+fJgXXniB0aNHOzsc4aJk+lUIIYQQwgNIoYQQQgghhAeQpE4IIYQQwgNIUieEEEII4QEkqRNCCCGE8ACS1AkhhBBCeABJ6oQQQgghPIAkdUIIIYQQHkCSOiGEEEIIDyBJnRBCCCGEB5CkTgghhBDCA0hSJ4QQQgjhASSpE0IIIYTwAJLUCSGEEEJ4ALWzA7AHo9FIbm4ugYGBKBQKZ4cjhLAzk8lEZWUlcXFxKJWe/V1V7m9CdD5tvcfZPalbt24da9euRafTMWzYMGbMmNHq+T///DNLly5tcszPz48XX3yxza+Zm5tLYmLiecUrhHBfWVlZJCQkODsMu5L7mxCd17nucXZN6qZNm0ZdXR3jxo1DpVJx1113MWTIEL7//vsWM81t27axbNkyHnnkEesxjUbTrtcNDAwEzG8+KCjo/N+AEMItVFRUkJiYaP3sezK5vwnR+bT1HmfXpO6ll16if//+1p9vuOEGevXqxfLly7nkkktavC46Opo//elP5/26limJoKAguekJ0Yl0hulIub8J0Xmd6x5n16TuzIQOIC0tDW9vb/Lz81u9rqCggPnz5+Pj48Pw4cO56KKL7BmmEEJ0SFFREQ0NDcTHx7f5mpKSElQqFSEhIfYLTAjRqTh0RfH//vc/9Ho9Y8eObfW8+Ph4/Pz8qKio4MYbb2TmzJkYjcYWz6+vr6eioqLJQwgh7O37779n2rRpJCQkMGHChDZdc+TIEYYNG0ZCQgLR0dFMmjSJ3NxcO0cqhOgMHJbU7d69mz/96U/Mnz+fHj16tHje7NmzWb9+PU8//TSvvPIKGzduZMWKFXz88cctXrNgwQKCg4OtD1lELIRwhC+++IKHH36Yxx9/vE3n6/V6Zs6cSVJSEmVlZRQXF2MwGLj++uvtHKkQojNwSFJ34MABpk6dyg033MA//vGPVs/9Y0LWq1cvhgwZwvr161u8Zv78+Wi1WusjKyvLJnELIURrFi1axPTp09u8lm/16tWkp6fzr3/9Cx8fHwIDA/n73//OunXr2L9/v52jFUJ4Oru3NDl48CCTJ09m5syZvPPOO+e1kLm+vh69Xt/i7zUaTbsrZIUQrqu2wcAvB/PJLqvl/kmpzg7HZrZt20ZkZCSpqaff05gxY6y/69u3r01fL7ushlXphfh5q7l6iGe3ehFC2HmkLj09ncmTJ3PZZZfx7rvvNpvQ/fTTTzz66KPWn3/++ecmv1+5ciW7du1i2rRp9gxVCOFkRqOJjceL+fPXexj23G88tGg3//ntKNoanbNDs5mioiLCw8ObHPPy8iI4OJiioqJmr+nImuG92Vqe+f4AH23M6FDcQgj3YPc+ddXV1Xh7e/PAAw9Yj1988cVcfPHFAGzdupV3333X2lx40aJFPProowwcOJDi4mJWrlzJ3LlzueGGG+wZqhDCSY4VVvHtrmy+3ZlDrrbOejwxzJcrBsZjNJmcGJ1tKZXKZmcddDodKpWq2WsWLFjAs88+e16vNyAxBID0vErqdAZ8vJp/DSGEZ7BrUjd//vxmb2ARERHW/33xxRc3aQPw4YcfcuTIEbZu3Yqfnx9vvvkmKSkp9gxTCOFgZdUNLN2by5KdOezJKrceD/RRM6N/LFcOTmBocqjH9Z1LSEigsLAQk8lkfW+VlZXU1NS02A5l/vz5zJs3z/qzpQlpW8QF+xARoKG4qp4DuVqGJId1/E0IIVyWXZO6e+6555znDB8+nOHDhzc51r17d7p3726vsIQQTqAzGFmdXsiSndmsSi9EZzCPwKmUCiZ2j+TKwQlM6RXlcaNJJ0+eJCwsjKCgICZOnEhFRQWbNm1i9OjRAKxYsQKlUsm4ceOavb4ja4YVCgUDE0P47VABu7MkqRPC09m9UEII0bkdyNWyeEc23+/OpbS6wXq8T1wQVw1O4LKBcUQEuGehU35+PnV1dZSXl6PX6zl58iRgruK3TKd26dKFV199lblz5zJo0CAuvfRS5syZw3//+1/q6up4+OGHufPOO9vVuLg9BiYG89uhgiYjokIIzyRJnRDC5kqq6vludy6Ld2RzKO/0wv6IAA1XDIrjqiEJ9Ixx/y2uHnjgAbZt22b9eeLEiQBs3ryZmJgYAJKTk5ts5/XFF1/w17/+lfvvvx+1Ws2dd97JE088YbcYLevqdktSJ4THU5hMHrQKuVFFRQXBwcFotVrZG1EIB9EZjKw5XMTX27NYlV6I3mi+tXirlFzYO5qrhyQwLi0Ctcr2Rfed6TPf3veqrdUx4NlfANj59IWE+XvbO0QhhI219XMvI3VCiA45WlDJ1zuy+WZnDsVV9dbjAxKCuXpIApcOiCPETxIJZwn29aJrpD8niqrZk13OpB5Rzg5JCGEnktQJIdqtok7Hj3vy+Gp7VpNpvYgAb64YFM81QxPpHh3ovABFEwMTQsxJXZYkdUJ4MknqhBBtYjKZ2JJRylfbs/hpXx51OiMAaqWCyT2juGZoIhN7ROJlh+lV0TEDEkP4ZleOrKsTwsNJUieEaFVhRR2Ld2bz1bYsTpbUWI+nRgVw7dAErhiUQGSge1avdhaWYok9WeVNeuQJITyLJHVCiLPoG4seFm3LYvXhQgyNRQ/+3iouHRDHtcMSGZQYIsmBm+gVG4i3SklZjY6s0lqSwv2cHZIQwg4kqRNCWGWW1PDl9ky+3p5NYeXpooehyaFcOyyRS/rF4q+R24a70ahV9IoLYk9WObuzyyWpE8JDyd1ZiE6uQW/kl4P5LNqaxfpjxdbj4f7eXDk4nuuGJZIaJUUP7m5gQjB7ssrZk1XOZQPinB2OEMIOJKkTopPKKK5m0dZMFu/IpqRxpweFAsamRnDD8CQu6BWNt1qKHjzFwKQQPt50ih2nypwdihDCTiSpE6ITadAb+flAPp9vyWTTiRLr8ahADdcNS+TaoYkkhsnUnCcalmLe93V/jpbqer1MowvhgeRTLUQncKqkms+3ZrJ4++lROaUCJvaI4obhSUzqEWmXnR6E60gI9SM+xJec8lp2ZZYzNi3C2SEJIWxMkjohPJTOYGTloQI+25LJuqOn18pFB2m4blgS1w1LJD7E14kRCkcb3iWMb3flsCWjRJI6ITyQJHVCeJg8bS1fbM1i0dZMawWrQgHj0yK5cUQSU3pGyahcJzXCmtSVOjsUIYQdSFInhAcwGk1sOF7Mp5tOsTL9dF+5iABvrhmayI3Dk2StnGB4F/O6ut1Z5dTpDPh4qZwckRDCliSpE8KNldc0sHhHNv/bfKrJbg8juoRx08hkpvWJkQpWYdUlwp/IQA1FlfXsySpnRNdwZ4ckhLAhSeqEcEP7c7R8sukkP+zJte7BGqhRc9WQBGaNSCItWvrKibMpFAqGdwlj2d48tmSUSlInhIeRpE4IN1GvN7B8Xz4fbzrJrsxy6/FesUHcMiqZmQPj8POWj7Ro3cjGpG6rrKsTwuPIvwBCuLg8bS2fbc5k0bZMiqvM7Ui8VAou7hfLzSOTGZIcKnuwijYb3sU8OrfjVBk6gxEvKZoRwmNIUieECzKZTGw7WcbHG0+y4kC+tfAhJsiHWSOSuH54EpGBGidHKdxRWlQAIX5elNfo2JejZXBSqLNDEkLYiCR1QriQOp2BH/bk8tGGkxzMq7AeH9EljNmjU5jaO1rakYgOUSoVDE8J45eDBWzNKJWkTggPYvekrqCggE2bNqHT6Rg8eDDdunU75zVGo5E1a9Zw6tQp0tLSGDt2rL3DFMKp8rV1fLr5JF9szaK0cccHHy8lVwyK55ZRKfSKDXJyhMKTjOgazi8HC9hwrJh7Jpz7niyEcA92TeoeeughvvvuOwYNGoRKpWL27Nk8+OCDvPDCCy1eU1NTw/Tp0zl58iSjRo1i/vz5jBw5ksWLF6NWy8Ci8Cy7MstYuOEky/floW+cYo0P8eWWUclcNyyRED9vJ0coPNG4xt0ktmaUSr86ITyIXbOkMWPG8PLLL+Pl5QXA6tWrmTx5Mpdccgnjxo1r9poXX3yR48ePs2fPHiIiIsjIyKB///588MEH3H333fYMVwiH0BmMrNifz8INGU2qWId3CeP2MSlc0EumWIV9pUUFEBvsQ562ji0ZpUzoHunskIQQNmDXfzmuvfZaa0IHMGnSJLy9vTl06FCL1yxatIjrrruOiAjzN8kuXbpwySWXsGjRInuGKoTdaWt0vL32OONfXM0DX+xiV2Y53iolVw9J4McHxvLV3aOY3jdWEjphdwqFgvFp5kTu9yNFTo5GCGErDp3P/OWXX2hoaGDQoEHN/l6n03H06FF69+7d5Hjv3r1ZtWpVi89bX19PfX299eeKiooWzxXC0U4WV/Phhgy+2p5Nrc4AmLfvumlkMrNGJEsVq3CK8d0j+XJ7liR1QngQhyV1eXl53HHHHdxwww0MGzas2XOqqqowGo2EhIQ0OR4aGtpqorZgwQKeffZZW4YrRIeYTCa2nyrjvd9P8OuhAkzm5XL0jAnkjrFduGxgHBq1rGMSzjM2NQKlAo4WVpFbXktciK+zQxJCdJBDkrqioiIuvPBCunfvzsKFC1s8z9fXfFOprKxscryiogI/v5Y3I58/fz7z5s1rcn5iYmIHoxai/fQGIysO5PPeugz2ZJVbj0/qEcmccV0Z1S1cGgULlxDs58XAxBB2Zpbz+5Eirh+e5OyQhBAdZPekrri4mMmTJxMVFcXSpUvx8fFp8VwfHx8SEhLIyMhocjwjI4PU1NQWr9NoNGg0MoUlnKemQc9X27L4YEMGWaW1AHirlVw1OJ47xnYhNUr2YhWuZ3z3SHNSd1SSOiE8gV1XZJeUlDB58mQiIyP58ccfmx1t2759Ox9++KH158suu4zFixfT0GDu1VVRUcEPP/zAZZddZs9QhTgvRZX1vPLLYUYtWMXflh4kq7SWUD8vHpySxsbHJ7Pgyv6S0HUCOp0Og8HQrmv0en27r7G18Y1Vr+uPFqM3GJ0aixCi4+ya1E2bNo2MjAxmzJjBJ598wttvv83bb7/N9u3bref8+OOPPPzww9afn3rqKaqqqpg6dSoLFixgypQpREZG8uCDD9ozVCHaJaO4mie+3ceYf63ijVXH0NbqSAn345+X92Xj41OYd2F3IgJk9NjTZWZmcuGFF+Ln54evry9XXHEFxcXFrV7zww8/0K9fPwICAvD392fo0KGsWbPGMQH/wYCEEIJ9vaio07Mnu9wpMQghbMeuSd2oUaOYNWsWR44cYffu3dZHfn6+9ZyhQ4dy++23W3+OjY1l165dXHrppeTn5zN79my2bNlCUJB01BfOtze7nPs+28HkV9bw+ZZMGvRGBiWF8PZNg1n5yERuGpmMr7cUQHQGRqORmTNnolKpKCwsJDMzk+zsbGbNmtXiNZmZmVx99dVcc801VFVVUV5ezogRI7j00kupqqpyYPRmKqWCsY2NiNcelipYIdydwmSy1OV5joqKCoKDg9FqtZIMig4zmUxsOFbCW2uPseFYifX45J5R3DOhG8NSQqX4wcmc8Zm3NFM/ePAgvXr1AuDXX39l6tSpHDp0iJ49e551zcqVK7ngggvIysoiISEBgG3btjF8+HAOHDhwVjun5tj6vS7Zkc0jX++hZ0wgK+aO7/DzCSFsr62fe9l3S4gWGI0mfj6Qz3/XHGdfjhYwj2zMHBDH3RO60SNG1sp1Zlu2bCE8PNya0AFMmDDB+rvmkrrRo0fTp08fnn/+eR577DH0ej0vvfQSEyZMaPZ8R5jSKwqVUkF6fiWZJTUkhbfcaUAI4dokqRPiD3QGI9/tyuGttcc5UVQNgI+XkuuHJXHnuC4khMo/egIKCwutO99YeHt7ExwcTGFhYbPX+Pr68r///Y+ZM2fy3nvvYTQa6dGjBz/++CNKZfOrYezdXD3Ez5sRXcLYeLyEXw7mc+e4rjZ9fiGE48h+REI0qtMZ+GTTSSa+tIa/LN7LiaJqgnzUPDA5lQ2PTeZvl/WRhE40YTSeXTGq1+tbnI4/fvw448ePZ86cOdTU1FBVVcWFF17ImDFjKCkpafaaBQsWEBwcbH3Yowfn1N7RAPx8IP8cZwohXJkkdaLTq67X8+7vxxn34mqe+f4AOeW1RARoePyinmx4fDKPTO1BuFSyij+Ij48/a0SupqaG6upq4uLimr1m0aJFaDQannrqKby8vPD19eXFF1+kqKiI77//vtlr5s+fj1artT6ysrJs/l6m9okBYPupMooq689xthDCVcn0q+i0Kup0fLLxJB+sz6CsRgdAfIgvd0/oyrVDE/HxkipW0bKxY8ei1WrZvn07Q4cOBcyFEgBjxoyxnldeXo6vry8ajQZfX19rfzqVyvzfV0NDAyaTybqjzh85orl6XIgv/ROC2ZutZeWhAmlELISbkpE60emU1zTw71+PMOaFVbz8yxHKasw95l68uj+r/zyRW0alSEInzmnEiBFMnjyZe+65hz179rBlyxbmzZvHrFmzSE5Otp4XGhrKW2+9BZibqzc0NHDfffeRkZHBkSNHuOOOOwgLC2PKlCnOeiuATMEK4QlkpE50GmXVDXywPoOPNp6kql4PQGpUAA9MTuWSfrGoVfIdR7TP4sWL+ctf/sIll1yCWq3m8ssv5/nnn29yTnBwsHWkLTU1lZUrV/LPf/6TiRMnolKpGDx4MKtXryYqKsoZb8FqWp8YXv7lCBuOlVBZpyPQx8up8Qgh2k+SOuHxyqobeH/9CT7acJLqBvO2TD1jAnlgchoX9Y1BqZQec+L8hIaG8v7777d6Tnl5eZOfR44cyY8//mjHqM5PalQAXSP8OVFczZrDRVw6oPl1gUII1yVJnfBY5TUNvLeuaTLXOzaIB6ekMbV3tCRzQpxBoVAwrW8Mb605zo97cyWpE8INSVInPI62VscH6zNYuD7DOs3aKzaIuReYkznZ/UGI5s0cGMdba46zOr0IbY2OYD+ZghXCnUhSJzxGVb2eD9dn8N66E1TUmZO5njGBzL2gu4zMCdEGPWOC6BEdyOGCSpbvz5MqWCHcjCR1wu3VNpibBr+99ri1NUn36ADmXtCd6X1kzZwQ7TFzUBwvrjjMd7tzJKkTws1IUifcVoPeyKJtmbyx6pi1YWrXCH8euiCNGf3jUEkyJ0S7XTbAnNRtySglT1tLbHDz/fOEEK5HkjrhdgxGE9/uyuHVX4+QU14LQEKoLw9NSeOKQfHSmkSIDkgI9WNYSijbTpaxdE8ud43v5uyQhBBtJEmdcBsmk4lfDxbw0s+HOVpYBUBkoIYHJ6dy3bAkvNWSzAlhCzMHxrPtZBnf7ZKkTgh3IkmdcAubT5TwrxXp7MosByDY14t7J3Zj9qgUfL1l9wchbOmSfrH87YcDHMyr4GhBJWnRgc4OSQjRBpLUCZd2KK+Cf61IZ83hIgB8vVTcPjaFu8Z3I9hX2i0IYQ+h/t5M7BHJb4cKWbwjm/kX93J2SEKINpCkTrik3PJaXvnlCN/sysZkArVSwQ3Dk3hgcipRQT7ODk8Ij3fN0ERrUvfI1B6yvEEINyBJnXAp2lodb605zsINGTTojQBc0j+WP0/tQZcIfydHJ0TnMblnFJGBGooq6/ntUAEX94t1dkhCiHOQpE64hAa9kc+2nOL1lUetveZGdAnjiYt7MSAxxLnBCdEJeamUXDs0gTdXH+eLrZmS1AnhBiSpE05lMpn4+UAB/1qRTkZxNWDeWHz+RT2Z3DNKtvQSwomuG5rEm6uPs/5YMVmlNSSG+Tk7JCFEKySpE06zP0fLP348yJaMUgAiArx5+MLuXDc0UXrNCeECksL9GJsawfpjxXy5LYs/T+vh7JCEEK1wSFJXUlLCoUOH6NGjB5GRka2em5WVxalTp5ocU6vVjBw50p4hCgcqqKjjxRWHrUUQGrWSO8d14d6JqQRo5HuGEK7k+uGJrD9WzNc7sph7QZp84RLChdn1X9DDhw/z/PPP8+uvv5KXl8enn37KTTfd1Oo1H3/8MS+++CL9+/e3HgsMDGT58uX2DFU4QJ3OwAfrM3hz9TFqGgwAzBwYx6PTexIfIlsRCeGKLuwdTZi/NwUV9fx2qJDpfWOcHZIQogV2TeoOHTrEpEmTePvtt/Hza/tajN69e7N+/Xo7RiYcybxuLp/nfjpEVql5W69BSSE8M6M3g5JCnRydEKI1GrWK64Yl8taa43y4IUOSOiFcmF2Tussvv/y8rtPr9ezZswcfHx+6deuGWi1Tcu7qSEElzy49wIZjJQDEBPnw+EU9mTkwTooghHATt4xK5r3fT7Alo5T9OVr6xgc7OyQhRDNccnHErl27uPHGG5kyZQoxMTF8+umnrZ5fX19PRUVFk4dwroo6HX9fepCL/rOODcdK8FYreWByKqv+PIHLB8VLQieEG4kN9rW2NPlww0nnBiOEaJHLJXXDhg3jxIkTHDhwgOzsbJ566iluvfVWNm/e3OI1CxYsIDg42PpITEx0YMTiTEajicU7spn88hoWbsjAYDQxtXc0K+dN4JGpPfDzllFXIdzR7WO7ALB0Ty6FlXVOjkYI0RyXS+qmTZtGcnKy9ee5c+eSlpbG119/3eI18+fPR6vVWh9ZWVmOCFX8waG8Cq59ZxN//noPxVUNdI3w5+Pbh/PuLUOlv5UQbm5gYgiDk0JoMBj53+ZMZ4cjhGiGWwybREdHk5OT0+LvNRoNGo3GgRGJM1XV6/n3L0f4eNNJDEYTvl4qHpySxh1ju8h+kUJ4kDvGdmXn5zv5bPMp7pvYDR8vlbNDEkKcwen/4mZmZjaZWq2urm7y+6KiInbv3k3fvn0dHZo4B5PJxE/78pjyyump1ov6xrDykQncO7GbJHRCeJhpfaKJD/GlpLqBxTuynR2OEOIP7DpSp9Vq2bdvn/XnI0eOsH79emJiYkhNTQVg4cKFvPbaa5SXlwMwadIkLr/8cgYNGkRxcTEvvvgiUVFR3HffffYMVbRTVmkNT3+/nzWHiwBIDvfj2cv6MLFHlJMjE0LYi1ql5K7xXfnrDwd4a81xrhuWiJc0IxbCZdj103j06FEef/xxHn/8ccaMGcOqVat4/PHHWbJkifWcpKQkRo0aZf35559/xmAw8Oabb7J06VJmz57Nnj17CAsLs2eooo10BiNvrz3Oha+uZc3hIrxVSh6cksbPc8dLQidEJ3DdsEQiAjTklNfy7a6Wl8UIIRxPYTKZTM4OwtYqKioIDg5Gq9USFBTk7HA8xp6sch7/Zh+H8swtY0Z2DeO5K/rRLTLAyZGJzq4zfeZd4b2++/txnv8pnZRwP1Y+MhGVUloUCWFPbf3cy7i5OKeaBj3/+PEgV/x3A4fyKgj18+LlawbwxZyRktAJ0QnNGpFMiJ8XJ0tq+HFvrrPDEUI0kqROtGr90WKmvvo7H6zPwGiCywfG8du8CVw9JEEaCAvRSflr1Nwxxty37s3VxzAaPW7CRwi3JEmdaJa2Vsdji/dy0wdbyC6rJT7Elw9vG8Zr1w8iPEDaxwgBUFBQwDXXXENgYCChoaHcdtttbdrR5pNPPmHAgAH4+voybNgw1q5d64BobeuW0SkEatQcKajix315zg5HCIEkdaIZq9MLmfrqWr7cbm7iPHtUMj8/PJ5JUgghhJXJZOKKK66goKCA/fv3s3nzZrZt28bs2bNbve7f//439913H0899RSlpaV88sknfP755w6K2naCfb2YM74rAK/8chidwejkiIQQUighrLS15v1al+w095/qEuHPi1f3Z1iKVB4L1+aMz/z69esZN24ce/bsoX///gAsW7aMGTNmcOzYMbp163bWNSUlJSQkJLBgwQLmzp17Xq/rSve36no9E15aTXFVA/+4vC83j0w+90VCiHaTQgnRLmuPFDHt1d9ZsjMbhQLmjOvC8ofGSUInRAs2btxIaGioNaEDmDJlivV3zfn555+pq6vjxhtvdEiM9uavUfPA5DQAXl95lJoGvZMjEqJzk6Suk6uu1/PEt/uYvXAr+RV1dInwZ/E9o3jykt6yBZAQrcjPzycyMrLJMR8fHwIDA8nPz2/2mhMnThAZGcn3339PQkICgYGBjBkzptU1dfX19VRUVDR5uJIbhieRGOZLUWU9H2446exwhOjUJKnrxHacKuWi/6zj8y3mzblvHZ3CTw+OY0iyjM4Jcb5MJlOLleFGo5Hi4mK++uorNmzYQFZWFmPGjOGiiy7i6NGjzV6zYMECgoODrY/ExER7ht9u3molj1zYA4C31x6npKreyREJ0XlJUtcJNeiNvPRzOte8vYnM0hriQ3z5fM4I/nZZH3y9ZXROiLaIiYmhqKioybG6ujqqqqqIjo5u9pq4uDhMJhP/+te/SE5OJiQkhBdeeAFvb29+/PHHZq+ZP38+Wq3W+sjKyrL5e+moywbE0Ts2iMo6Pa/8esTZ4QjRaUlS18mcKKriqrc28ubq4xhNcOWgeJbPHcfobhHODk0ItzJ69GjKysrYs2eP9diqVausv2vOmDFjmj1uMplQKpu/HWs0GoKCgpo8XI1SqeBvl/UB4IutmezP0To5IiE6J0nqOgmTycSX2zK55PX17MvREuzrxZs3Dubf1w0kyMfL2eEJ4XbGjBnDqFGjeOCBBzh16hSHDx/m0Ucf5fLLL29S+apQKHjttdcA6NWrFzNnzuSxxx4jMzOT8vJyHn/8cYxGI5dddpmT3oltDO8SxqUD4jCZ4NmlB/DAxgpCuDxJ6joBba2OP32+i8eW7KNWZ2BU13BWzB3HJf1jnR2aEG5LoVDw7bffEhUVRZ8+fRgxYgRDhw7l448/bvW6Tz/9lOTkZAYOHEhycjJbt27ll19+oUuXLg6K3H7mX9QTHy8l206WsXSvNCQWwtGkT52H23GqjAe/2EVOeS1qpYI/T+vBXeO6opQNuIUH6UyfeVd/r6+vPMq/fz1CTJAPv84bT6DMBAjRYdKnrpMzGk28vfY4176ziZzyWpLC/Fhy72jumdBNEjohhN3cNb4rSWF+5FfU8covUjQhhCNJUueBSqsbuP3jbbywPB2D0cRlA+JY9uBYBiSGODs0IYSH8/FS8dwVfQH4eNNJdmaWOTkiIToPSeo8zI5TZVzy+jrWHC5Co1bywpX9+M/1A2UKRAjhMOPSIrlycDwmE8xfso8GvewLK4QjSFLnIUwmEx9uyOC6dzaRp62ja4Q/390/huuHJ7XYCFUIIezlqUt6E+bvzeGCSt79/bizwxGiU5CkzgNU1+t5cNFunl16EL3RxCX9Y/nhgbH0inW9RdRCiM4hzN+bp2f0AuD1lcdIz3et7c2E8ESS1Lm5k8XVXPnfjSzdk4taqeCZGb35vxsGEaBROzs0IUQnd/nAeKb0jKLBYOThL/dQrzc4OyQhPJokdW5sdXohl/3feg4XVBIZqOGLu0Zy+9guMt0qhHAJCoWCF67qT5i/N4fyKnjtt+b3txVC2IYkdW7IZDLx1prj3P7xNirq9AxOCuHHB8YyLCXM2aEJIUQTkYEanr+iHwDvrD3O9pOlTo5ICM8lSZ2bqdMZmPvlbv61Ih2TCW4ckcSiu0YRHeTj7NCEEKJZ0/vGcOXgeIwmmPvlbrS1OmeHJIRHckhSZzKZKC8vR6dr3we5trbWThG5p8KKOq59ZxPf7zavn/vH5X15/op+eKslNxdCuLa/XdaHxDBfsstqeXTxHtkbVgg7sGs2UFpayksvvUT37t0JDQ3lyy+/bNN1b7zxBlFRUQQGBpKQkMBnn31mzzDdwsHcCma+uYG92VpC/Lz45I7h3Dwy2dlhCSFEmwT5ePHmjYPxUin4+UABH2886eyQhPA4dk3qlixZQkFBAT/99FObr/n222/585//zPvvv09tbS1///vfmT17Nhs2bLBjpK5t5aECrn57I3naOrpF+vP9/WMY3S3C2WEJIUS79E8I4YmLzW1Onv8pnb3Z5c4NSAgPozA5aAxcoVDw6aefctNNN7V63oQJE4iJiWkyqjdmzBgSExNZtGhRm17L1Te8bo9PN5/ir9/vx2iCManh/PfGIQT7ye4QQpzJkz7z5+Lu79VkMnHP/3bw84EC4kN8WfrAWML8vZ0dlhAura2fe5dajGUymdi2bRvjxo1rcnzChAls2bLFSVE5h9FoYsHyQzz9nTmhu25oIh/dNlwSOiGEW1MoFLx49QBSwv3IKa/l/s92ojPINmJC2IJLJXWVlZXU1tYSEdF0ajEqKorCwsIWr6uvr6eioqLJw5016I08/NVu3ll7AoBHLuzOC1f1w0vlUv93CSHEeQn29eLdW4bi761i04kSnv/pkLNDEsIjuGSWYDQ2/dam1+tbbai7YMECgoODrY/ExER7h2g31fV67vh4m7XC9eVrBvDAlDRpKCyE8CjdowP593UDAfhww0m+2p7l3ICE8AAuldQFBgYSGBhIQUFBk+OFhYXExcW1eN38+fPRarXWR1aWe94cSqsbuPH9Law7Woyvl4r3Zw/l6iEJzg5LCCHsYlqfGB6akgbAE9/sY8OxYidHJIR7c3pSV1dXh1arBcxrLcaMGcPKlSubnPPrr78yduzYFp9Do9EQFBTU5OFuChp70O3JKifEz4vP54xgYo8oZ4clhBB29dCUNC4dEIfeaC6gOFJQ6eyQhHBbdk3q9Ho95eXllJeXA1BTU0N5eXmTpsIvvPACycmn+6099thjrFixgtdff52MjAyeeeYZDh06xLx58+wZqlNlldZwzdubOFZYRWywD4vvGcWgpFBnhyWEEHanVCp46er+DEsJpbJOz20fbqOwos7ZYQnhluya1G3YsIGUlBRSUlIIDg7m0UcfJSUlhccee8x6jo+PD8HBwdafJ06cyOLFi/n0008ZOXIkq1atYvny5fTt29eeoTrNiaIqrn1nE5mlNSSF+fHV3aNIjQp0dlhCCOEwPl4q3r15KF0j/Mkpr+WWhVvR1shWYkK0l8P61DmSu/RxOlZYxQ3vbaaosp7UqAA+u3OE7OEqxHlwl8+8LXjye80sqeGqtzdSVFnP4KQQ/nfnCPy81c4OSwinc8s+dZ3JmQldz5hAvrxrpCR0QohOLSncj0/vGE6wrxc7M8u5+9Md1OsNzg5LCLchSZ0THCus4vp3Tyd0n88ZSXiAxtlhCSGE0/WMCeLD24bh561i3dFi7v9sJw16aU4sRFtIUudgp0qqmfX+Zoqr6ukVG8Tnc0bKFjlCCHGGwUmhvHvzULzVSn47VMh9ktgJ0SaS1DlQbnktN763hYKKerpHm9fQSUInhBBnG5sWwfu3WBK7AknshGgDSeocpLCyjlnvbyGnvJYuEf78TxI6IYRo1fjukU0SuzmfbKe2QdbYCdESSeocoLJOx60Lt5FRXE18iC+f3TmCqEApihBCiHMZ3z2SD2YPxcdLydojRdyycAsVddLuRIjmSFJnZ/V6A3d/uoODeRVEBHjz2Z0jiAvxdXZYQgjhNsalRfK/O0YQ6KNm28kybnjXvC5ZCNGUJHV2ZDSamPfVHjYeL8HfW8VHtw0nJcLf2WEJIWykvLycOXPmkJiYSJcuXXj44Yeb7JjTmpqaGgYPHkxISAiHDh2yc6Tub2hKGIvuGkm4vzcHciu48r8bOVFU5eywhHApktTZ0YLlh1i2Nw8vlYJ3bh5K3/jgc18khHAbV199Nbt27eLHH39k0aJF/PDDD8yZM6dN1/7pT38iLCwMrVaLwSDrxNqiT1wwi+8dTVKYH5mlNVz11kZ2nCp1dlhCuAxJ6uzki62ZvLcuA4CXrxnA2LQIJ0ckhLClrVu3snLlSt5++20GDBjAiBEj+Pe//81nn33GqVOnWr32iy++YNeuXfz97393ULSeo0uEP9/cN5oBiSGU1ei44b0tfL87x9lhCeESJKmzg/VHi3n6u/0APHxBd2YOjHdyREIIW1u3bh3BwcEMHTrUeuzCCy8EzPtet+T48eM8/PDDfP7553h7SwX8+YgI0PDFnBFc0CuaBr2Rhxbt5qWf0zEaPW7XSyHaRZI6GzteVMW9n+1AbzRx+cA4HpyS6uyQhBB2kJOTQ1RUVJNjfn5++Pv7k5ub2+w1Op2O66+/nmeeeYZevXq16XXq6+upqKho8hDg563mnZuHcM+EbgC8ufo4d326g0qpjBWdmCR1NlRVr+fuT3dQWadnSHIoL1zVH4VC4eywhBB2olSefQtVq9WYTM2PGD355JNERUVx3333tfk1FixYQHBwsPWRmJh43vF6GpVSweMX9eTV6wZYe9ld9n8bOJxf6ezQhHAKSepsxGQy8Zev93CssIroIA1v3TQYHy+Vs8MSQthJVFQUxcXFTY41NDSg1WrPGsGz+OWXX1izZg0hISGEhIQwadIkAEaPHt1iojd//ny0Wq31kZWVZds34gGuGJTAV3ePIi7Yh4ziai5/c4OssxOdktrZAXiKd34/wfL9+XipFPx31hBpLiyEhxsxYgQlJSUcOnTIOpW6du1a6++as27duiaVrrt372bSpEn8/PPPDBgwoNlrNBoNGo3GxtF7noGJIfz44Dge/GIX648V89Ci3Ww6XsJfL+2Dr7d8wRadg4zU2cDmEyW8uCIdgL9e2ochyaFOjkgIYW8TJkxg4MCBzJs3j7KyMvLz83niiSeYOnUqPXv2tJ4XEhLCW2+9BUBgYKB1lC4kJISAgADrcT8/P6e8D08S5u/Nx7cP58HJqSgUsGhbFpf+33rS82UdougcJKnroLLqBuYu2o3RBFcNTmDWiCRnhySEcAClUsn333+PTqcjKiqKxMRE4uPj+eyzz5qcp9Vqqa+X3Q8cRaVUMG9qDz67YwRRgRqOFVZx2f9t4P11J6Q6Vng8hamlFb1urKKiguDgYLRaLUFBQXZ7HZPJxF2f7uDXgwV0jfTnxwfG4uctM9pCOJqjPvMt0el0KBQK1OqzP//l5eX4+vo2O4VqMBiorKwkKCio2aKL5jj7vbqTkqp6Hl28l5XphQCM6hrOy9cOIF62ahRupq2fexmp64D/bT7FrwcL8FYpef36QZLQCdFJeXl5NZvQgXn6taU1cSqVipCQkDYndKJ9wgM0vD97KM9f0Q8/bxWbTpQw7dXf+WzLKRm1Ex5J7iTn6VhhJf9YZt6v8fGLesoWYEII4YIUCgU3jkjipwfHMSQ5lKp6PU9+u59Z72/hVEm1s8MTwqYkqTsPBqOJvyzeS4PeyMQekdw2JsXZIQkhhGhFSoQ/X909imdm9MbXyzxqN/XV33lz9TEa9EZnhyeETUhSdx4+3JDBrsxyAjVqFlzZTxoMCyGEG1ApFdw+tgs/zx3PmNRw6vVGXvr5MBe/vo7NJ0qcHZ4QHSZJXTudLK7m5V8OA/DkJb2IDZYFt0II4U6Swv343x0jeO26gUQEeHOssIrr393MA1/sIk9b6+zwhDhvdk/qVq1axdSpU+nRowczZsxg+/btrZ7/f//3f6SkpDR59O/f395htonRaOKxJXup0xkZkxrOdcNkux4hhHBHCoWCywfFs3LeRGaNSEKhgKV7cpn88lreWHmU2gbDuZ9ECBdj16Ruy5YtTJ8+nbFjx7Jo0SK6devGxIkTOXr0aIvXlJeXExoaypo1a6yPH3/80Z5httn3e3LYklGKr5eKF66UfV2FEMLdBft58dwV/Vj6p7EMTQ6lVmfglV+PMPmVNXyzM1uqZIVbsWtS9/zzzzNx4kSeeeYZBg0axH/+8x+Sk5N55ZVXWr1Oo9E0GalLSnJ+Q9/qej0vLDfvGvHAlFQSw6T7uxBCeIq+8cF8fc8o/nP9QOJDfMnT1jHvqz1c+n/rWXukCA9s6So8kF2TurVr1zJt2rQmx6ZPn86aNWtavS49PZ1+/foxbNgw7r//fvLz8+0YZdu8teY4BRX1JIX5cfuYLs4ORwghhI0pFApmDoxn5SMTeHR6DwI1ag7kVjB74Vauf3cz20+WOjtEIVplt6SusrISrVZLTExMk+MxMTHk5OS0eJ2/vz+PPfYYn3zyCS+++CIHDx5k8ODBlJa2/GGqr6+noqKiycOWskpreHfdCcBcHOHjJZtDCyGEp/LxUnHfxFTWPjqJOeO64K1WsiWjlKvf3sTNH2xhZ2aZs0MUoll22wLBaDT3/fljl3UvLy8MhpYXoD700ENNuqsPHTqULl268NZbb/Hkk082e82CBQt49tlnbRB1857/6RANenNxxNTe0XZ7HSGEEK4jzN+bJy/pzW1juvDGqqN8vT2bdUeLWXe0mPHdI3lgcirDUsKcHaYQVnYbqQsMDESj0VBS0rT3T3FxMZGRkS0H9IftcgIDA+nXrx8HDx5s8Zr58+ej1Wqtj6ysrI4Ff4a92eUs35+PUgFPz+gtxRFCCNHJxIX4suDK/qx6ZCJXD0lApVTw+5Eirnl7E9e9s4k1hwtlzZ1wCXZL6pRKJUOGDGHjxo1Njq9fv55hw4a1+XlMJhOnTp0iLKzlb0MajYagoKAmD1t5Y9UxAGYOjKdnjGyeLYQQnVVSuB8vXzOA1Y9M5MYRSXipFGzJKOXWD7dx0X/W8c3ObNmdQjiVXQsl7rvvPr755ht+//13AL799lvWrVvHvffeaz3ntddea9KH7pFHHiEzMxOAhoYGHnvsMTIzM7nlllvsGWqzDuVV8OvBAhQKuH9SqsNfXwghhOtJCvfj+Sv68fujk7hzbBf8vVWk51cy76s9jHtxFW+uPkZZdYOzwxSdkN3W1AHMmjWLEydOcPHFF6NSqVAoFLzxxhtMmTLFek55ebk1iQMYNmwYF154IcXFxVRXV9OzZ0+WL1/ertE9W/m/1eZRuov7xZIaFeDw1xdCCOG6YoN9eWpGbx6YnMb/tpzio40nKaio56WfD/PGqqPMHBDPLaOT6RMX7OxQRSehMDlgIUBDQwMlJSVERkaeVThRXl5ORUXFWb3oysrK8PPzQ6PRtPv1KioqCA4ORqvVnvdU7LHCSi589XdMJlgxd5xMvQrhwmzxmXcXnem9upt6vYEf9+TxwfoMDuad7sIwNDmUWSOTuKhvrHRPEOelrZ97u47UWXh7exMbG9vs70JCQggJCTnreGhoqJ2jat2bq49jMsHU3tGS0AkhhDgnjVrFVUMSuHJwPNtPlfHxxpOs2J/P9lNlbD9VxrNLD3L14ASuG5ZIWnSgs8MVHsghSZ27Ka6qZ+meXAAemJzm5GiEEEK4E4VCwbCUMIalhFFQUcdX27L4Ymsmudo63l+fwfvrMxicFMK1QxO5uH8sQT5ezg5ZeAhJ6prx/e5c9EYTAxKC6ZcgayGEEEKcn+ggHx6YksZ9k1JZc7iQRduyWJVeyM7McnZmlvPXHw4wrU8MVw6OZ2xqBGqVXesXhYeTpK4Zi3dkA3D1kAQnRyKEEMITqJQKpvSKZkqvaAor6/hmZw6Ld2RzrLCKH/bk8sOeXCICvJnRP47LB8UzICFY+qKKdpOk7g8O5Go5lFeBt0rJpQPinB2OEEIIDxMV6MM9E7px9/iu7M3WsmRnNkv35FJc1cBHG0/y0caTJIb5cmn/OC7pH0vv2CBJ8ESbSFL3B0t2mPelvbB3NCF+3k6ORgghhKdSKBQMSAxhQGIIT8/oze9Hivhudy6/HSwgq7SW/645zn/XHCcl3I+L+sUyvU8M/WUET7RCkrozNOiNfLfbnNRdNSTeydEIIYToLLxUSuv0bE2DnlXphSzdk8uaw0WcLKnhrTXHeWvNceKCfZjaJ4apvaMZ1iUML1mDJ84gSd0Z1hwupLS6gYgADePTWt6fVgghhLAXP281M/rHMaN/HNX1elYfLuSnfXmsOVxErrbOOkUb6KNmUo8opvSKYkL3SJldEpLUnWnJTnOBxJWD46UCSQghhNP5a04neHU6A+uPFvPzgXxWpRdSUt1gLbJQKmBIcigTe5gTvD5xsg6vM5KkrpHJZGLziVIAZvRvvlGyEEII4Sw+Xiou6B3NBb2jMRhN/9/evQc1eeZ7AP+GBAK5kBCuoggIgiDQesEjrsfaWqnVdaSn2y5qt8u4u23d3XFdd9rR7lm37jjTnd0/2unsadfTzvF0qk7bHa3WaUvPqrV4balcpLqiEO4olxACSQgh8Jw/wLSpUomAbxK+nxkG8vA+b348JC8/nvf9vQ8qmsz4v8tt+OxKO662WVFab0ZpvRl//bQa0Vol/n12FJbNjsbS2VGI0ni/OhP5HyZ1I7psTlj6BiCTAWm80zcREfkweZAMCxINWJBowI5HM9DUZcfJ6nZ8frUDZ2pM6Ojtx6GyFhwqG75OfE6cFktTo/CD1CjkJhugUfLPfyDib3VEbYcNADBdH8a1+YiIyK8kGFT4SV4SfpKXhH7XIL6qN+PUtU6UXO3A5es9uHKjF1du9OKt03WQB8lw3wwd8lIi8W/JkViQGAE1k7yAwN/iiNoOKwAgJVojcSRE5C9sNhteeuklFBcXQ6FQoKCgADt27EBIyO0vWBdC4MiRI3j77bdx9epVxMfHo6ioCBs3brzHkVMgUyrk+MHIrNz2R+fAZO3H2VoTTl/rxDmjCY1ddveKFv/1WS0UQTJkTddhUbIBi5IMWJgUwaILP8WkboRxJKmbFa2WOBIi8hfr169HbW0tXn/9dTgcDvzsZz9Da2sr9uzZc9vt9+7di6NHj6KoqAipqakoLS3FM888g9bWVjz//PP3OHqaKiI1Sqy9L959Q/1msx1na004bzThC2MXWrr7UNHUjYqmbvx3iREAMDtGgwWJEe6P5Cg1Cy/8gEwIIaQOYqL19PRAp9PBYrEgPDx8TH02/W8pTlxpx+6CLDy1OHGSIySiiXQ37/nxKi8vx/z583HmzBksWbIEAPCPf/wDhYWFaGpqQnz8rSvSuFwuKBSe/0u/8MIL+OCDD3Dt2rUxPa8UPysFtqYuO0rru1Ba34Uv6rpgHLkc6dsiVMGYNzMC8xL0uH+mHjkz9NCFBUsQ7dQ01vc9Z+pG8PQrEXnj5MmT0Gq1yMvLc7etWrUKQ0NDKCkpQWFh4S19vpvQAcDg4CDkcl7HS9JJMKiQYFDhP+YPr3dusvbjQoMZFxrMKGs0o7LZArN9ACeutOPElXZ3v1nRatw/Q4/sGTrkzNAjc1o4wkL4WpYSkzoA/a5BNHXZAQApPP1KRGPQ3NyM2NhYj1NSWq0WKpUKLS0tY9pHXV0d3nrrLWzbtm3Ubfr7+9Hf3+9+3NPTc/dBE41BpEY5vGrF3DgAw6stXb7eg/JGMyqaulHe2I3GLjuMHTYYO2w4VD78epcHyTA7RoO58TpkTw9H1nQdMqaFswjjHuJIA2gw2TEkAK1SgWgt7+VDRHc2NDR025m34OBgDA4O3rG/yWTC2rVrMX/+fLz44oujbvfyyy9j165d44qVaDxCFEG4P0GP+xP07rYumxOVzd2obOpGVbMFlc0WdFr73VW2B8uGt5PJgORINTLiw5E5LRyZ8eHIiAtHbLiS1+hNAiZ1AGrbR4okYjR8kRHRmERFRcFkMnm0DQwMwGKxIDr6+5cZ7OrqwsqVKxEREYGjR48iOHj0a5N27NjhMZPX09ODhISE8QVPNE4GdQgeTI/Bg+kxAIYru2/0OPB1Sw++brHg6xYLLrX24EaPA8ZOG4ydNnx08bq7f4QqGHPiwpEep8WcOC3S47RIi9VyVm+cOHoAjJ3DF4WmRPHUKxGNzaJFi9DR0YGamhqkpqYCAM6cOQMAyM3NHbWf2WzGypUroVKp8Mknn0Cj+f7reJVKJZRKnkEg3yaTyTBNF4ZpujCszIx1t3da+3GptQf/uj78cbm1B8ZOG8z2AZwzmnDO6PmP0YyIMKTHapEaq0FajBazYzVIidYw2RsjjhK+malLiWGRBBGNzYMPPog5c+Zg+/bt2LdvHwYGBrBz504sXboUWVlZ7u2SkpKwc+dObNq0CRaLBStXrkRYWBiKi4vvmNAR+bsojRIPpEXjgbRvZq8dA4OoabfiX9d7UH2jF9Vtw6dsO3r70WzuQ7O5D8e/VZABDC8MkBoznOClxKiREq3BrGg1ojU8jfttTOrw7cpXztQR0dgoFAocOXIEGzZsQEREBIaGhpCXl4f9+/d7bNfQ0OAubtizZw8uXLiA2NhYj8QPAOrr6+9V6ESSCg2WI2u6DlnTdR7tXTYnqm/0oqa9F1fbrLja1ovaDis6rU60dPehpbsPn1/t8OijDVVgVrQGs6LUSP7WR1KUekouhTb1fuLvEEK478kzi7czISIvpKWl4auvvkJnZyfkcjkiIiJu2aaurg4GgwEA8Oyzz+LJJ5+812ES+QWDOgR5KZHIS4n0aDfbnKjpsKKm3YraditqOqwwdtjQZLaj1+FCZdNwwcZ3RWmUSI5SITFSjaRIFWaOfE40qKFTBeY99iY9qTMajfjb3/6GhoYGzJ49G1u3bkVcXNyE97lbHb396O13IUgGJEaqJuU5iCiwRUVFjfq9pKQk99c6nQ46nW7UbYnoVhHqEOSqDchNMni0OwYGUW+yoa5juBDD2GFDvcmG+k4bTDYnOq396LT2o7TefMs+w0MVSIxUY+bIPfoSDGFIiBj+ero+DCGKoHv1402oSU3qamtrkZubi/z8fBQUFODAgQNYuHAhysvLR60Ou5s+41Ezcup1pkEFpYI3TSQiIvIHocFyzIkLx5y4W1dYsPQNoMFkQ12nDQ0mOxpMdjR22VBvsqOjtx89DheqWiyoarHc0lcmA+LCQzEjIgwzIoaTvBkRYZgeEYZ4fRim68MQGuyb+cKkLhP205/+FJcuXUJpaSlkMhmcTidSU1OxYcMG/PnPf56wPt/lzTI6+8434D8Pf42H5sTgf4pGr1gjIt81lZbOmko/K9FksDtdaOrqQ4PJhsYuO5rNfWjssqOpy44msx2OgaE77iNSHTKc5OnCME0f6v48TReGeH0oYrShkAdNXAGHTywTVlxcjC1btrgrU0JCQrB27VoUFxePmqDdTZ/xYJEEERHR1KEKUSB95N543yWEcBdmNHXZ0dLdh2bzcOLX2t2HFnMfbM5BmGxOmGxOXGy+daYPGF5dI1arRJxuONGLDQ/FNF0oYnWhiAsf/ogJV074jN+kJXV2ux3t7e2YMWOGR3tCQgLq6uomrA8wvmV0akeKJLjmKxER0dQmk8kQrVUiWqv0WEHjJiEELH0DaOnuQ2u3Ay1mO65bHGi1OHC9uw/XLQ7c6HFgcEigdaQd6B71+Z57IAXbH50zYfFPWlLndDoBACqVZ/GBSqVyf28i+gDjW0bnhqUPACtfiYiI6PvJZDLoVSHQq0IwN/72RU+DQwIdvf240ePADctw8tfWM5zsXbeMfG1xoN81BP0EV+FOWlKn0Wggl8vR1dXl0W4ymaDX6yesDzC+ZXQ+3boMN3ociFCFjGl7IiIiotHIg2SI04UiThcK3Ga2D/hmxi9oAq+7AyYxqVMoFJg7dy4qKys92isqKnDfffdNWB9gfMvo3FzahIiIiOheuDnjN9Em9UYsTz/9NN5//333ndIrKyvx6aef4umnn3Zvc+DAARQWFnrVh4iIiIg8TWr165YtW/Dll18iJycH2dnZqKiowKZNm7B+/Xr3NlevXkVxcbFXfYiIiIjI06QmdcHBwXjvvfdQXV2NxsZGpKamIjk52WObDRs2IC8vz6s+REREROTpnqz9mp6ejvT09Nt+Ly0tDWlpaV71ISIiIiJP9ySpu9duLpLhzf3qiMh/3XyvT+ICOT6DxzeiqWesx7iATOp6e3sBYMy3NSGiwNDb2wud7vb3jgoUPL4RTV13OsZN6tqvUhkaGkJrayu0Wq17ubHR3LynXVNTE9dRHCOOmfc4Zt7zZsyEEOjt7UV8fDyCgia1qF9y3hzfAL727gbHzHscM+94O15jPcYF5ExdUFDQLUuN3Ul4eDhfiF7imHmPY+a9sY5ZoM/Q3XQ3xzeAr727wTHzHsfMO96M11iOcYH9Ly0RERHRFMGkjoiIiCgATPmkTqlU4o9//ONdLzM2FXHMvMcx8x7HbGJwHL3HMfMex8w7kzVeAVkoQURERDTVTPmZOiIiIqJAwKSOiIiIKAAwqSMiIiIKAAF5n7qxcjqdOHv2LCwWC3JzcxEfHy91SD6vsbERVVVVMBgMmD9/Pi+K9cIXX3yBuro6PPzww4iKipI6HJ936dIl1NbWIisrC7NmzZI6HL9UV1eHyspKREdHY/HixZDL5VKH5NMcDgfKy8thNpsxd+5cJCYmSh2S37DZbDh69Cji4uKwfPlyqcPxeVarFefOnYNcLseSJUsQGho6MTsWU1RdXZ1ITU0VqampYvny5SIsLEy88cYbUofls1pbW8Xq1atFUlKSWLNmjcjIyBAzZ84U586dkzo0v3D58mUREREhAIhTp05JHY5PM5lM4uGHHxZRUVFi3bp1Ijs7W/z+97+XOiy/86c//UmoVCqxYsUKkZCQIObNmyc6OjqkDstnvfnmmyIxMVEsXrxYPProo0KtVotf/OIXYmhoSOrQ/EJRUZEICQkRK1askDoUn/fOO+8InU4n8vLyxJo1a0ROTo6orq6ekH1P2aTukUceEcuXLxcDAwNCCCH27t0rFAqFuHbtmsSR+abq6mrx0UcfuR8PDQ2Jp556SiQnJ0sYlX/o6+sTOTk54i9/+QuTujHIz88XCxYsEBaLRQgx/Fr78MMPJY7Kv5w9e1YAEP/85z+FEEJYrVYxd+5cUVRUJHFkvmv//v2ivb3d/biqqkoolUrx9ttvSxiVfzhw4IBYuHChePLJJ5nU3cHp06dFUFCQ2L9/v7vNaDSKixcvTsj+p2RS19bWJmQymTh48KC7zeVyiejoaLF7924JI/MvBw8eFADcf3zp9jZv3ix+/vOfi2vXrjGpu4PS0lIBQJw4cULqUPzar371K5Gdne3R9tprrwmVSiX6+/slisr/ZGdni9/+9rdSh+HTampqRFxcnKiurhYbN25kUncHa9asEcuWLZu0/U/JQolLly5BCIGsrCx3m1wuR2ZmJqqqqiSMzL8cO3YMCQkJXOfvexw6dAjHjh3Dq6++KnUofqGkpAShoaFYsmQJSkpK8PHHH6OpqUnqsPxOVVWVx/ENALKzs2G322E0GiWKyr80Nzejurr6lnGkbzidThQWFmLXrl1IS0uTOhy/UFJSgvz8fLS0tODIkSM4f/48nE7nhO1/ShZKWCwWAIDBYPBoj4yMRHd3twQR+Z+PP/4Ye/bswb59+6QOxWc1NjZi8+bNOHr0KNRqtdTh+IX29nbodDo88sgjcLlcUKvVKCkpwdatW/Hyyy9LHZ7fsFgsyM7O9miLjIwEAB7jxsDpdGLjxo1IT0/Hxo0bpQ7HZ+3YsQPTp0/HM888I3UofsHhcKC3txdffvkl3nzzTeTk5ODy5cuQyWT48MMPkZGRMe7nmJJJ3c2KTavV6lGFaLVaERYWJlVYfuPUqVN44okn8NJLL2H9+vVSh+Oztm3bhqysLBiNRhiNRrS1tQEAjh8/DgBYunSplOH5pNDQULS1teGFF17Atm3bAAAnTpzAihUrsGrVKjzwwAMSR+gflEolrFarR9vNxxNWZRegXC4XCgsL0djYiM8//5wV/qOoqqrCa6+9hldeeQXvvvsuAKChoQHd3d149913sWrVKuj1emmD9DEhISGQyWQoLy/HxYsXodfr4XK5kJ+fj1/+8pf47LPPxv0cUzKpS0lJATA8k5KUlORub2howOrVqyWKyj+cPn0aq1evxvPPP48//OEPUofj027+F3b48GEA3/xRPXXqFDQaDZO627j53nz88cfdbQ899BD0ej0uXLjApG6MUlJS0NjY6NHW0NAAmUyG5ORkiaLyfS6XC+vXr0dZWRlOnjyJmTNnSh2Sz5LL5Xj88cdx+vRpd1tTUxMcDgcOHz6MvLw8JnXfERQUhOTkZCxbtsw9NgqFAuvWrZu4v6eTdrWej0tNTRW//vWv3Y8rKioEAHHs2DEJo/JtZ86cERqNRuzcuVPqUPwSCyXurK2tTYSEhIji4mJ3W0tLiwgKChLvv/++hJH5l3feeUcEBweL1tZWd1tBQYFYunSphFH5NpfLJZ544gmRmJgo6urqpA7HL7FQ4s5+85vfiMWLF3u0PfvssyIzM3NC9j8lZ+oA4JVXXsFjjz0GhUKB5ORkvPrqq1i3bh1WrFghdWg+6cqVK1i1ahUyMzORkZHhnm4HgDVr1kCr1UoYHQWKmJgY7Nq1C0VFRfjd734HtVqN119/HYsWLUJBQYHU4fmNwsJCvPHGG8jPz8dzzz2HsrIyfPLJJzh58qTUofmszZs349ChQ9i9ezfOnz+P8+fPAwASExORl5cncXQUKF588UXk5uaisLAQ+fn5uHjxIvbu3Yv33ntvQvY/ZZO6H/7whzh79iz27duH8vJybN++HZs2bZI6LJ9ltVrdp6Zvnk68admyZUzqxkCr1eLHP/4xoqOjpQ7Fp23fvh3z5s3D4cOHIYTAli1bUFRUhODgYKlD8xsKhQLHjx/Hnj17UFpaisjISJSVlSEzM1Pq0HyWwWDAj370I1RUVKCiosLdvmTJEiZ1Y5SXl8dCnDuIiYlBWVkZ/v73v6OkpATx8fG4cOHChFVZy4QQYkL2RERERESSmZL3qSMiIiIKNEzqiIiIiAIAkzoiIiKiAMCkjoiIiCgAMKkjIiIiCgBM6oiIiIgCAJM6IiIiogDApI6IiIgoADCpIyIiIgoATOqIiIiIAgCTOiIiIqIAwKSOiIiIKAD8P0WXwviLlNtCAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rc(\"font\", size=10)        # Set all font sizes\n",
    "\n",
    "plt.subplot(2,2,1)             # rows, cols, active;  where active is the plot that is currently active\n",
    "plt.plot(x,y)                  \n",
    "\n",
    "plt.subplot(2,2,2)             # add labels, legends to each subplot separately\n",
    "plt.plot(x,y*x)\n",
    "plt.xlabel('my x')             # format each plot as previously shown\n",
    "\n",
    "plt.subplot(2,2,3)\n",
    "plt.plot(x,np.sqrt(x))\n",
    "\n",
    "plt.subplot(2,2,4)\n",
    "plt.plot(x,1/(x+1))\n",
    "\n",
    "plt.tight_layout()             # keep labels from overlapping"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Contour plot of 3-D data: z(x,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#--------- Set the X,Y,Z data\n",
    "Lx = 6\n",
    "Ly = 6\n",
    "nx = 100 \n",
    "ny = 100\n",
    "x = np.linspace(-Lx/2,Lx/2,nx)\n",
    "y = np.linspace(-Ly/2,Ly/2,ny)\n",
    "X,Y = np.meshgrid(x,y)\n",
    "Z = np.sin(2*X)*np.sin(3*Y)*X/Y*np.exp(np.abs(Y))\n",
    "\n",
    "#---------- make the plot\n",
    "plt.subplot(1,2,1)\n",
    "plt.contour(X,Y,Z,20)          # 20 is the number of contour levels chosen\n",
    "plt.subplot(1,2,2)\n",
    "plt.contourf(X,Y,Z,20)         # contourf is a filled contour plot\n",
    "plt.colorbar();                # add a colorbar for the Z scale   "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "<a id='object_oriented'></a>\n",
    "## Object oriented interface\n",
    "* [Axes properties](https://matplotlib.org/api/axes_api.html)\n",
    "* [Tutorials](https://matplotlib.org/tutorials/index.html)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "<img src=\"https://matplotlib.org/3.1.1/_images/sphx_glr_anatomy_001.png\" width=600>\n",
    "\n",
    "(from https://matplotlib.org/3.1.1/gallery/showcase/anatomy.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [],
   "source": [
    "x = np.linspace(0,10,25)\n",
    "y_exp = x**0.6 + (np.random.rand(25) -0.5)        # ploting data series below\n",
    "y_1   = x**0.6\n",
    "y_2   = np.sin(x)*2\n",
    "y_3   = np.exp(-0.2*x)*np.cos(2*x)*2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,1, figsize=(7,5))     # create a figure and axes\n",
    "plt.rcParams.update({'font.size': 18})         # change all font sizes (specialize below)\n",
    "\n",
    "ax.tick_params(direction='in', top=True, right=True)\n",
    "\n",
    "ax.plot(x, y_1,   '-',  color='gray',  linewidth=4)\n",
    "ax.plot(x, y_2,   '--', color='blue',  linewidth=1)\n",
    "ax.plot(x, y_3,   ':',  color='red',   linewidth=1)\n",
    "ax.plot(x, y_exp, 'o',  color='black', markersize=6);\n",
    "\n",
    "ax.set_xlabel(r\"$v_{rms} + \\theta$\", fontsize=20)\n",
    "ax.set_ylabel(\"position\",            fontsize=20)\n",
    "ax.set_xlim([0,10])\n",
    "ax.set_ylim([-2,6])\n",
    "ax.legend([\"T (K)\", \n",
    "           r\"$\\Delta_{max}=2$\", \n",
    "           r\"$\\rho$ (kg/m$^3$)\", \n",
    "           \"Exp\"], loc='upper left', frameon=False, fontsize=16);\n",
    "\n",
    "plt.savefig(\"plot.pdf\")                         # for saving file plot.pdf\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "celltoolbar": "Slideshow",
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.14.6"
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
