{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Region"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import k3d\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import discretisedfield as df\n",
    "\n",
    "p1 = (-10e-9, -5e-9, -2e-9)\n",
    "p2 = (10e-9, 5e-9, -2e-9)\n",
    "\n",
    "# region = df.Region(p1=p1, p2=p2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "p1 = (-10e-9, -5e-9, -2e-9)\n",
    "p2 = (10e-9, 5e-9, 2e-9)\n",
    "\n",
    "region = df.Region(p1=p1, p2=p2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-1e-08, -5e-09, -2e-09)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "region.pmin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1e-08, 5e-09, 2e-09)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "region.pmax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2e-08, 1e-08, 4e-09)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "region.edges"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 0.0, 0.0)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "region.centre"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8.000000000000001e-25"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "region.volume"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(6.4678781719693765e-09, 5.479942032693809e-10, -5.080028830467005e-10)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "region.random_point()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Region(p1=(-1e-08, -5e-09, -2e-09), p2=(1e-08, 5e-09, 2e-09))'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "repr(region)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "region == region"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "region != region"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "region == 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "region != 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(0, 0, 0) in region"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "region.pmin in region"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "region.mpl()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'A')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111, projection=\"3d\")\n",
    "region.mpl(ax=ax)\n",
    "ax.set_xlabel(\"A\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "region.mpl(figsize=(5, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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p4LanuFsIB4NBfvvb32IYBgMHDuSII46gR48eGa+FV199lZtvvpkPP/yQHXbYgSlTpjBu3Liyfg4+KWVAqpgtndm5xOyP+IjJxmRWqavYQ+zBjMQM6kV91r8phgxy7SC5p6Ck+qUUO3m85lgzjXajE+qrqkpdXV1Wx7GP4iB1nULQXXRnjDmGMeYYAL5SvnLc5su15SzRl7BEXwJBqBE1DLAG0Mfqw0HWQUywJmQ8dmokNXXqVFatWsXy5cu5/fbbuf766zn66KO3Wc+mTZu44IILuOqqqzjhhBN4++23mTx5MnvssQdHHnlkEZ9KeviklILU8dj59swGmKPO4Zf6L9msbGaMNYa7zLvSzjtzQ2pU5YRcc2pEJ4+T6lOStVmqqtLc3JzRcZwrQvRRWewiduE08zROM5Oa5HplfXJ37wczZ4PeQIPeAAImNE7I8W5bsdtuuzFmzBgmTZqU9XVffPEFRx11FCeddBIA/fr1Y8CAAbz++utlJaXMW0bbISzLIpFItHBma5rm/CwTtrCFyUxmojERC4vpienMNGfmJKRKwL3mTAQiLQG2kv73lmURi8Vobm6msbHR8b2EQiHq6uoIhUJOZOWj9dBVdOVU81Rui93GRfGLMIQBgoyCeKnYf//9ueWWW5z/37RpE6+++ip9+vQp63H8SImtW/3yJsskZqfDq8qrTNQn8h/lP/S3+zPDnMHeYu9qLLsF3K1Rcq250N0398BIt7YWCCQ1jGw9rn0kUUz6lg9sbK4PXM+twVvpLDrTQXSgmebcf5hmfYVgy5YtTJ06lX79+jF8+PCCj5cN2/2jTt7EbjFbOrOzVeDb2Nyq3crRxtH8R/0Pl4hLaEg0tAohSRLNtWaJUnxKksBjsRhNTU00NzdjmiaaplFTU0NtbS2hUCgvB3FrCOuVIofWQIQIk0OTuTV4K73sXixuXoyK6szyg8qc76effsq4cePo1KkTd999d9kj5u02UkrXhE3+yyVmf8EXnGWcxfPq83QX3flr/K8cbxxPnOx/Vwm4d9fyRTm7BEiSckdSsqwhGExaD7INh/RRHL5WvmZceByvaa9xpHkkf4v+jR3FjkSI5DXdJhX5PiDefPNNpkyZwsknn8yll15akRR+uySl1K1+KQwDOSONJ9UnOU8/j2+VbznBOoE/m39mJ/Kb5lpOSAJN7WSZDyppnpS7fW5TqRTOU93G8vXbA8oZsaxT1zE2PJbP1M84I3EGd0bvJEjyARBRInSzt/YfL+dxN2zYwJQpU5g8eTLnnntuWd4zHba79E2K2ZKQ3MJwNkSIcJF+EaON0TTSyB2JO5hnzisLIRWaxrinv+a7Ze8+RjXLTNyO4cbGRqLRqFOPpaoqoVCIYDDoN9bPE89qz3JszbF8pn7G1bGruS96n0NIkLxO3elbOTFv3jw2btzItGnTOPTQQ51/t99+e1mPs91ESunq1uQgyFyRxjplHWfqZ/KW+hZ97b48bD5MP9GvbOsqBO7yFhndFYrWbPLm9sjU1NQQj8edUdqyAt7LbuPWgkAwzZjG5cHLCRBgRmQGp5qntniNiYmpmIRFZTSlqVOnMnXq1LK8VzZsF6SUOlFE7h7lasImENyn3sdl+mXElBhTrancaN6Y9kkk37tS6YjcXXOTaLFCsWzy5oWC3NT0M7VNR7mNnK0ldJdyXBOTS4KXcH/gfrraXZkdmc2P7B9t87oIyVbGxXQt9ZKbv12TUrq6NZn25BKGv+EbztPP42ntaXYUOzIrMYsT7BOqsextkG95S75o0U/JY0jXpmN7NnJuYhMTwxNZqi/lAOsA5kTmOMMeUhFRkqRUqUipWmi3pJRJzM7nYl6iLGGKMYUvlS8ZZg/j/sT97MquVVp5S+Rb3lII0qVvlXCWlwOpJCU1wFAolHPmWlvHR8pHnB4+nXe0dxhljuKByAN0oEPG18tIqRhNyUvffbskJSlmw9Yt6nx6ZseJc7l2Obfpt6ELnRvMG/iN9ZuMHQIrCXe6Vm5tpS23LmmrRs5CI5ZV2irOCJ3Bt+q3XBC/gBtiN+Qs6I4qyfFYhUZKXvqcoJ2RUqqYnU6HyYT3lfeZxCRe01+jt92bGeYMfiS2zdurgXw1r6Lfv500eXN7pGQHBJnuuUlKXhNeu/kyYY4+h1+EfoGFxe3R2zk7cXZef+drSh6Du/1GoWL2THUmv9V/S5PSxJnWmfzR/GPWMLnccF8QlUjXUtGWI6VsyMfICTi7fNUkqXxueoHg94Hfc3PwZjqKjsyIzGCENSLvY5SiKfmkVEa4xWzpdTEMIy8x+3u+55f6L/m79nc6io78zf4bo63RRTXxL3b3zT18sFLpmoRcX3uJlHIhnZEzHA476V5q29hKklSu944S5fzQ+cw35rOnvSdzI3PpYxdW6OpHSh5AqpgtBe18xOwVygomGZP4RPmEgfZAHko8xD7GPpgU5o4uFwzDqFi6lortdRiljI5isZgzhSZdA/7UtrGVxnplPWeEz+AV7RUGmgOZFZ3FTqJwU26UpKZUI2qcn+Xb1M4npTLArRPIMF0O8svVFfJm7WZu0G4A4HLzci63Lq9Yu4dcqEa6lgov+ZRaE6nNzuQObbmNnNki6LfUtxgbHssn6ieMTYzl7ujdRU9HlulboX/vtZ3XNkdKuZzZ2QoE/4//Y7IxmRXqCnqIHjyUeIjBYnCL966WryO1b3YxKNo8uZ1GSrmQ2oC/0kbORdoiJoUnsUXZwhWxK/hd/HcZp+rmA8cSUKCmJLMMr6BNkVLqRJFUMTsbIc1X53OBfgGblE381Pop95j3sAM7VHH1W5G67mJJqVjy9LJ50kvINV67FCPnn40/c2nwUgwMHog8wGhzdMnrLTZS8hIhQRshpXyd2enC0Caa+K3+W2ZoM6gRNUxLTGOSPamkJ1KmNebz5eYrwlcS7XX3LR+UEgmnG5Mtux9kM3K6j2liclnwMv4S+As72zvzaORRjrCPKP3EyKwp+T6lMqMUZ/YaZQ1n6mfyvvo+h9iHMMOcwX5ivyqtvCWy9fqu9pNqe9l9qzRS+3FlMnLK63Qzm5kcnswifRH7W/szNzKXnqJn2dZTSqTkpWjJ061LTNNsUUibT/9pSN5sd2h3MNQYyvvq+/za/DUvJF5oNUKSXplMvb6r/aRqS2UmbQXZOnKGQiE+VT9lVN0oFumLOMY8hkXNi8pKSLA1UkrtPNnW4NlIyd3AvxBn9ju8w/nG+byovkg30Y2/xv/KMeKYvI5Z7hvTPeaoNdO1VGzP6Vu14DZyvma8xunB01mvrOcC6wJuV29Hr9XL7jZvVpK9uUOiZaSUj9DtJXiWlAp1ZkPywz9IOQhLsegsOjPOGkcttSRIZJwmWikUkmZWG376Vj3M1+czNTiVBAluid7CeYnziBEjoSZaaFKpU2uLISlHU6IwTclr8CwpQXGicB11NIpGNrOZP+l/4k/8iY6iI0fbRzPCHsFIeyR7sVfZhW438i0Abi1In1IxzvW2jmrdpALBzYGb+X3w93QQHZhnz+OoxFHO79N5pEo1cjqakvB33yoCRVGKakexO7vzOZ/zTvwdXlBfYLG6mCXKEp7QnuAJ7QkA9hR7OgR1tH10WawB0pIgiTRXe93WhCRkP32rDKJEuTB0IXONuexh78H8+HwO1g52Ipl0KIeRM52m1BbhWVICikp7aqihmWY60YmT7ZM52T4ZgA/5kCXqEpaoS2hQG7hfu5/7tftRhcrh4nCG28M5lmMZqAwsKooqpMSlteGkb63sU2qLqUUubFA2MD40nlX6Kn5k/YjZkdnsqhXei6sYI2c6TSlf86SX4GlSKgZhwsSUGDZ2iz5Ie7EXe9l7cY59DiYmrymvJaModQmrldWs1ldzIzfSQXTgKP0oRtojGSlG0lv0zklS+Za4ZEOxxbyF/J3cLPAd3ZXBO+o7jA2P5WP1Y05LnMa90XvLFrXkY+SMqTHAj5Q8BynyRYhQS23a1+joDBADGGAN4ArrCjazmRfUF1iqLmWxupgntSd5UnsSgD3EHkmC+iHV60IX533cu2u5SlyyodLRgnv3Utd1atUfPhcVh0x9lIal2lImhieySdnEpbFLuTx+ufMwq0REmM7IGQ1F0YXODnU75LVTLeFHSnmi2A8qH1JKRUc6cpJ9EqdwCioqH5gfOKneUnUpD2gP8ID2AKpQ6S/6M8IewbEcyyBtEJZpORXnXoR7FzAWiyX1Lj0BYRCKIBxOPlXdJsD2llK5UYkb8H7jfi4OXoyGxvTIdE43Ty/7MXLBsiyaRTNhJUxTU5MTSQHU1dW10KO8/hDy5p1UAqSbtZh56hJ7sidn22czy5zF5/HPeTH+IteY11Av6lmjrOEm/SaG68PZkR05VT2Vaeo03uM9KrihVxRSzabyhlRE8r8xa6vRT3rCamtrqampabez2MpJuBYWlwUv4zeh39BZdObJyJOtQkgSzUozIbHVXhCPxxFC0NTU5ETy4XDYGa2uqirffPNNwZ/Jv//9bwYPHpz7hUXCs5FSsXAiJSVCoTve6cyTGhpHiCM4wjqCy+3Ladabed5+nud4jsXKYp7SnuIp7SkgmeqN0Ecwwh7BMHsYO7JjWc6pULjTynS7gKmaknxdKBSisbFxm52f7W2CSD7YwhbODp/Ns/qz7Gftx9zIXHqJXmlfW63oM0q0hUdJIlPb4PXr1zNx4kQ0TaO+vp4hQ4Zw/PHHZ4wmhRDMnz+fm266qaIPrHZHSlLkk20cygV5o9aatRxvH8/xHA8k26G4U70HtQd5UHsQRShOqjfCHsFAMZAAgbKuKds6sxGI3H1L9SnJGyfdzo+78FSmAl5rzl8tfKZ8xtjwWNZp6xhmDmNGZAad6dzayyJCpEVzuExkKElqp5124qmnnuKLL77g9ddf5+WXX2bUqFEZCee+++7jmWeeYerUqUyfPr1i5+FZUipVUyolfUtFNjNkT3pyln0WZ4uzURSF1YnVLFGXsFhdzCplFa/qr3IzN1MrajnKPooRIumP2lfsW3YDZ77ud5m+5etTSld46m7OX6oTuS3hNfU1xoXH8bX6NWfHz+YPsT9UvVogE6JKtEUvpXygKAp77rknffrkbr172mmnMXXqVF5++eVil5gXPEtKxSIswqCUJ1IqpOYOkhHI4eJwDrcO5zLrMrawhWXqMhYri1msLuZp7Wme5mkAeogejLRHOqL5DsoOJd3QhXSwLMWnlNqcXzqRZSTVWi1lq4F/6P/gvFCyTOSm6E2cnzg/rwdLvi1pS4FA0ExzwR4l+bp80LVr16LXVwjaHynJ9K1ETakcU2k70IEf2z/mx/wYLPiET1qkeg9pD/GQ9hCKUDhMO4zhynBG2iOpF/V5p3qFDByQF2g5fUq5nMhe0qOK1XYEgtsCt3Ft8FrqRB2zI7M5zjquAissHnHiyd3UNu5RgnZISuVI32S6VkjNXT4dBvZgDybbk5lsT8bCYq2yNmng1JawUlnJa/pr3MIt1IpahthDGCmS/qj9xH4Zn8iFFP3Km7KSXQIK0aPaAmLEuCh0EbOMWfSwezA3MpcD7ANae1nboNhWuF5sWeNZUir2gypF6JbHlClKJaGh0V/0p7/VnyuUK9hsb+YFXnBSvWe1Z3mWZwHYTezm1OoNt4ezEzs5xFlMBFLNLgHZ9ChFUQgGg54dFvmt8i0TQhNYoa/gMOswZkdms4vYpeD3qcbum5yO2xbHK7nHjIGHSQmK+zLlk6JQUnKbzVpDC6mjbuuungWf8mmLVG+mNpOZ2kwUoXAohzJSjOQY+xgGMrBgobW1ykxS9aja2lps225RGV+O6SHlwPvK+4yuGc1H6kf8JPET7ovel3a73SuQmUFqgzevDqJ0G45Tj+9pUioGLXxKecItEssdpdbG7uzOJHsSk+xJ2NisVdayREuS1Eu8xOvq6/yBP1Cj1jip3gh7BPuL/XOKr15q8pZIJFqUSpSrMX8peEF7gZ+Hf873yvdcHLuYK+NXtqij9CKcSKnAtiVQOCkNGDCA1atXF3wcNyQhvf3223z++ec0NjYC0Llz5/ZHSvJJkY+mVI2ptOWAisrh6uEMVAfyu8Tv2CK2sFxdzlJtKYuURSzUFrKQhQDsKnZtkertzM7bvCcT8kMAACAASURBVF8mn1JrI1tjftnKphR/VD6RwwxjBr8J/gYFhfsi9zHeHF/UuRR63FIhM4NCG7y1lqb09NNPs2zZMj777DO+//57vvvuOwAikUg7JKU807dCOlrmi1K+3Gx/m9rsro46jrOP40T1RGzL5hO75a7ew9rDPKw9DMAh9iEOQR3BEQQIOD4lr3cJyNcfVQ79z8LimuA13Bm4ky52F2ZFZ3GkdWTJ71stFBspVXtowH/+8x8eeughNm3aRCgU4rjjjmP//fena9euGIZBc3Ozt0mpmCeM/FKykVKlptIWS26Z/i7fSK4HPZhoT2SiPREbm38p/3IMnCuUFazV13IrtxI2wgyyBnGwdTDANiPKqzmMs1Bk8keVQ49qpJFzQufwlPEU+1j7MDcyl96idyVOo2LIpCm1tg0jFdFolC5dunDWWWfRq1f6shxPk1IxcCwByrbpW1tJ16D4SE5F5VBxKIdah3KxdTFNNLFcXc4SZQmL1EUs1hezWF8MwHxjPrZiM8wcxjBrGL1If5F4Ean+qHR6VLoZbKn4XPmc08On82/t3xxlHsXMyMyyDymt6u5bEZpSNdGvXz/69esH4BQJp3bYaLeklBop5XuTeyFaKMYnlQm11DLKHsUoRmHGTD4TnzFPn8eVoSuxsZllzGKWMQuAQ8QhHBU4iuHmcOqt+qJn2rcGUvUo2SHBPYMtlZzWqGsYFx7Hl+qXTIpP4o+xP3qmZKRQFKspyddVG7K3l23bfPLJJ84mk2EY7Y+U0qVvlUrXyo1Cy1qKwa5iV35q/pQruZJTzFP4ZfyXNOgNLNWWskJbwdrAWv4U+BMhEWKQNYjh5nCGW8Ppa/et6LCFciNdVbxhGKiqSm1tLfOt+UzSJxEhwg3RG7gwcWGbOr9UlKIpVRtyVP0333zD3/72N1auXOkEDZqmeZuUivnA3Olbtqm0XoMkpEK2v4vdOXGbJw+2D+bg+MH8ml+j1Cosii5iqbaUpdpSluhLWKIvAaCb3Y1h1jCGm8MZZg2jm+hW8HFbC1KPEkJgBAxutm/mauNqwoR5jMc4yTgJU6mcP6qau2/F+JSqDdu20TSNxx9/nL///e8MGjSI3XffnaamJmKxmLdJqRjIlCOqRJ2ptNX6YopN/VRVrcpIJklgmcyTNdRwjHUMI82RAHypfEmD1sBSfSkNWgOzjdnMNmYDcIB1AMOt4U6q1xZqruLE+YX6Cx7SH2JXe1fmROZwsH0wMS1WlB7lJbSl8UryGn/jjTc4/vjjufLKK1v8vt2RkoJCWISJECk6XavmE0amlrZtV+2Y+Tq6u4vujDfHM94cj43NOnWdQ1IrtBWs09ZxZ+BOQiJEvVXPCHMEw63h9LP75V09X61z3shGzgyeyYvqixxqHcrsyGy6i+5AfnqUV0thJErRlKoNKWwfeOCBfPXVV2zatIlOnTo5v/c0KRXK4jJdq6GGZlFcQW7ViMGVWsqZcdWCHEZZiE9JReUg+yAOsg/iosRFNNPMSm0lS/VkqtegN9CgNwDQ1e7aItUrpl6snPhA+YAxNWP4j/offmL/hGnN07L2b0/Vo3RdR9d1gsEgQogWJs58UJXdN9qOpiSv9TFjxnDxxRfzv//7vwwfPtxpxexpUioEcsxRIpEgbITTWgK8gtSdwGoRUmrrklLKTGqoYYQ1ghHWCAC+Ur5qkerNMeYwx5gDQD+rn5PqHWkdWdVUb5m2jAnhCXyvfM9/Jf6LG7iBOIV1f0gkEtu0ZvFavZ5M3wrVlForfVMUhbVr1/Lll1+yZs0ali9fTjweT+7KVX1FFUCq47mGGjaxqZVXlR5e2AmsxDDKXcQunGGewRnmGQgEb6pvOmL5Sm0lb2pvclfgLoIiyJHWkQw3h3MCJ7AXe1WsruwR/REuCl2EQHBP5B4mMxlVL+1YmYZEtrYela51iVchhe4777yTvfbai+uuu45OnToRj8cxTbNtk1KmftRhwnzFV62ypkxPJy8ZN7NpSuVINRQUDrAP4AD7AH6V+BURImlTvau4ip1rd2aYNYxh5jCGW8MdnacU2NhcG7iW24O301l05m+RvzHEGlIRscKtR0nrQaoeBZVP4dpSpCSPGYvFGDNmDD/60Y9a/N7TpJTtA3Ona6kfvBzdXQxKKVDMdAHk08y/msiUvlXqpgkTTqZv1nAAvla+pkFrYFloGc/xHHONucw15gLQ1+rLcGs4w8xhDLIGFdwupJlmzg2dyxPGE/S2ezO3eS77iH3Kfk7pkG5qiNSjZJuWSrUKlppSW9gFlXLF+PHjaWhooFu3bvTo0cNxd3ualNLBPT4oUwpUQw2mYpIg0eoO3XK6s8uFajZ5S4duohvjzHFMYQpbmrbwlvqWk+qt0FbwlvYWdwfuJiACHGkd6YjmB9oHZk31vlS+ZFx4HGu0NQw2B/NI5JEWE42rDalHBYPBrKOryhE9F2sJaA3IB/+bb77J448/zsqVK9lvv/3o0KEDoVCobZFSvhGHu/tka5FSrtlr6V5fjTXB1kjJC61LFBT62f3oZ/fjl4lfEiXqpHoNWgPP68/zvP481wSvYSd7J462jmaEOYJh1jB2Fbs67/Nv9d+cHj6dz9XP+VniZ9wRvaMqI61ywZ1CZWoVXA49Kp150quQ16FhGJx66ql89913bNiwgU8//dT7rUvcN2q2MUepcPfp7kjHiq4xHQpN10rpLlDMzp2XmrylIkQoqTFZwwBYr6ynQWtwSmHmGfOYZ8wDoI/Vh+HWcFSh8kDgAZqVZq6NXcuv479O65Pymm8nXWuWYv1RESVCUASd79bLdW8S1113Xdqfe5qUoPCIAyo3kDIfyLy4mk7yfCF75xTjU2otdBVdOd08ndPN0xEI3lbfTpbB6Et5SXuJe7V7gaT36pHII5xsntzKKy4O2fSofEZXRYm2iSjJjWg0yurVq9mwYQPBYLDt+JQKrQeD0scsFesbUlU1q9bVmpBPYCFEMqcXCkLxFmnmgoJCX7svfe2+XJi4kChRHtUf5aLwRRxjHuNJQip6rFMGf1Sm0VURJVLRmW/lhhCC2bNn85e//MV5iCcSibbhUyrmBs/UvqRSkNv91SwVKQQy9Y1EIliWlYzmalRs1aaurq5NjTxyI0SIw+zDANhL7NXKq6ksco2uipKcjuu1FDUTGhsbueeeexg7diwnnniiM37L8z6lUscslXN0dya43dnVLBXJB5lSX9u20dAwbZPG5kan1ktVVcLhsENSbYGopC4mdxS3F6TqUZHaCJ2VztTUJB/IMrPIRlKtOfOtsbGReDzOJZdcss3vvHUXlQnFjlkqFNIrFY/HPfd0UlU1a28mFdXRlKSOYds20WgUy7IwDIO6ujpqamqclMGLkOeQjyu8NaKIahxTCEGECCE7RFNTE5FIBNu2URTF0WmCwWDa77C1SCkUCjFq1CgWLVq0ze88HSlBcV9qizFLJYzuzramQsX3XCjnxZFPl003KaXCrWWkllG4m/V7gYidSEl4kzSrARubqBJ1HsZSFFcUhWg0mlaP+vTTT1m/fj2HHHJIXsd46623uPrqq/nggw/o2bMn1157bd5/mw5CCDZt2sS1117LF198QdeuXenQoQO1tbXeJ6ViUMn0Ldd2fzHkUs6bO1+zpoa2DSmlW0e6MorUiSKVcCjnC1m/t72lb244HQIytC9Op0d98MEH3HHHHaxfv56BAwcyduxYhgwZkvbvY7EYU6dOZerUqYwZM4YFCxZw/vnns3jxYmprM3dbSAfTNNF1nU2bNvHNN9/QvXt3pk+f7tS9CSHaKSlVKH3L5ZVq7bnssjA5n+gtW6SUCekmimTbEaoGCknfWgNV7Top8qt7syyLgQMHMmvWLCKRCKtWrcr6EFu1ahWqqjJ+fHIG3ujRo5kxYwYvvPACP/7xjwtaq64nKadbt27cfPPNTp9ueV15XuiGIkd3uy0BZUIhN3y1IEmwmFa6CkrJ5slMO0LhcPLzr0ZzNHkOXiWlakD25y7Up6QoCl27duUnP/lJ1td99NFH9O7dcuRUr169+PDDDws63ttvv82//vUvxo0bR01NDfvsk74m0fOkVAzcju5S4aXq/kwwDKNgs6Ymtk3fSoX8jDKZ/yrRd6iQ3TcvzkErBwqNlNzIJ7Jvbm52HjQSoVCIaDRa0DoDgQCrVq3ivffeY+jQofTv358OHTps87r2SUqieJ+SOwWrxBTdckLTtKKLfVXUipaZpJr/0gnmUHp643VLQFVnvlVoJFY4HN6GgKLRqGM/yBe9e/dm6tSpPProozz44IPMnz+ffv360bNnT+rq6giHw96fkFss5JdTiqbkxep+N2Q6WewFr6GVtclbLqQTzA3DcC7sYgVzGe15lZSqgVKm4+YTKe2111488sgjLX720UcfceKJJxa4UujTpw/XXnstixcvZtGiRTz11FM0NjaiKArNzc0kEgnvk1IxwrEjdBehKcnjSVG3EJQidOf7d+500rZtRzgsFMUI3eWC+7NtamoqSTB3NCXhTU2pGhsfjqZUYNfJfNdWX19PPB7n4YcfZty4cSxYsIANGzYwePDggtcq75GRI0cycuRINm/ezMcff0xjYyOGYdCjRw/vk1IxKNYSIG8OoOr6UT4RT2o6WcoF35qklIpSBPO2YAlo6zPfAoEA06dP53/+53+47bbb6NmzJ9OmTSs4fZPrgq2O844dO3LQQQe1eE27JKViat/c2/2yj7aXUO50Mp1PqdrItmWdr2DudUd3NVCN6bh9+vRh9uzZBb1/NrhLstzfiaIo3ielktK3PEnJi9v9bpRzfY6NAKXVSSkf5BLMNTsZIWmKNyOlahBhJk3JywQsIyU5iNUNz5NSMXDStxxjlrzWOzsVlbQjpNt9a23zZz5IFczjgThoEDbC1Bq1LcpgvIJq7b5VSlMqN3K1B/KmOlgiDAw0oWWNlKRukUgkykpI5fqi5e6U7DFTDrjXVgmfUrUhhCBuJdNZM246haiymDgcDhMIBDzXvaHcqLSmVE7IB9+iRYtYt25d2te0y29LQSFMOCMpGYZRker+cr1Xvt0HSolsvCR0lwK3JcC2bRKJBJFIxGmNoSgKoVCI2tpaJ/WrZoRQzd23tjAdVwYA06ZN44ILLmD58uXO7+TD1/OkVGyBa7oxS4qiEAgEnIs329+31jwsKbJXQt9yn5OKiqV406FeCLJZAqRY3tzcTHNzszMEUbbzqFZLFl9T2hbRaJSOHTty00038eSTTwI430W71JQguQPn9il5XT8SQlS1nEVD88Q0k1KR7+6bvEFjsRiWZWWcbOuVliyFoC1pSvKY3377LXfffTerV6/mxhtvpLm5mTFjxrSN3bdiESbMN3wDeN+dLXcgqkmY7SV9k9FeoT4lt2AOOLYDd0uWcgjm1bjx25KmJGFZFsFgkAsvvJBQKMStt97Kli1b+PnPf+59Uir2S62hJjn3zePb/ZIwSykZyRfu96907Vu1UK7WJaktWeRGQygUKrklS8V33yhOU2oNyPu5sbHReQBMmTKFTp06cdNNN3l/7lspCBOmmWZMy0TYhV0UUlOq9MXkJsxqGzbbTaRUgYJc27Zb6I7uJv2KolSlJUshkNaXtjBiSZJS37596dy5M5CMmsaMGUOXLl245ppr2icpaZpGDTUIRRCxIxWrni4WXmiH4pNSAcdIadJfyDy2quy+FRkptaYn7d5772XnnXcGkverEIIRI0bQs2fP9kdKMvpwl5p4iZS8Iri3t/Qt335KpUY2meaxZRu9XfHatx82dOQ1X0hxd2thl112afH/ci17772390mpmOp5y7IIBZJE1EwzO7BDJZeYN3K1062mONkezJPQ+u1wZTGxWzB3j96GZCRQyQdQlCiKUAgSdH7mhbSyWHielPJBumZs8qkhQ9vWRi7BvdiLqCTzpGIjEChsbdfi9TKTVHitdYl79LacoycjKXcv6nKSVERJZgPye8wHXv6u2wQpZYsgMm33Oy1xleaKjFnKBvd6K60fldLkDWhBSm0RxVoCqgFJPNFoFCHENlNt3Y3tSolsUiUKr9sBcqFNkFI65Jq9Vs0puW602Hb3iH6UDjLdsbHbdNP91k7fCkGqYO4mqVyCeTZElajTAroQeLUmsE2SUj43e1iEQan8lNxMyKUftQYMw0DXdSzLcm5iCwu9bV4GQOGDA7wyITfTuKpsgnkmRIhQR13OY7YVtImr0f0h53uztxizVOXvp9zTc8sB2VEzHo9jGAaGlvRFGUEDzdQ8O6klF7w+OCBf5BLMsznMo0qUne2dCz6mHymVAYW4s4vpPimRq99LJsgZbFLQ9Arcn1s8Hk9qGGEBOljCoi5Yh6qqCCE8NZI7H7TXwQGpgrnbYZ4qmDfT7GtK1Yas7i9ELC7n7Ld8IMNveWN7Ae4hlfKzk+SjiKS4HYlHMOLJqCkcDqOqKjU1NS0Iyivnkw5e15TKscOVzWEuVEFCSVBLbcFk5O++lYBitBnpbq2GpuS2JMh+PYU+qcq9RStJUjaJc6e/ALryw4AEYWEL2yEhGVGlahzu9KEcT+FyPc29ZglIRSUiFvfDuUlpgjqoUWqch0k16igriTZBSsV8yE76VsbR3ekga9a81IFA0zRUVd2GkFp0nvwh3VF1FYNkeqfrutPaQz6d3XPaZBW9FGm9MDW4EEtAW09r0kE+dANWgKZoclyV7BNVV1eXVTD3aqTkzcdLGVBpS0C+DeOqDdlVM5WQ3IgRY7mW7Ph3UeAiHtcfJ14TdwhGdr4UQjj6RTweJxqN0tTU5ExLDQaD1NXVEQqFMAyjdToZelhTqubQAKkpuVO9xsZGJ+oNh8PU1tYSDAb5/PPP2bx5c9HHvP7667n55pvLsv50aL+kVOBEEzdypVKqqrbQaloT7rVKQTsejzsXZyq+4RtOCJ7ARmUjilB4TH+MnwV+xs7szAhtBH/U/8hb2luoWjJ9kzYCeYO5Saq5uZmmpiZM02yVjo7gSt/a76WcFbLBWyafkhTLm5qanO6bjz/+OCeffDJjx47lzjvvZOPGjXkd67vvvuOyyy7j4YcfLtv606FNfJPFPIHll1RuTalSAwdKgXsjQGpvtm1v87m9pbzFUaGjWKmtZLQ5mo3mRl62X+aqxFX0t/vzkvoSVweuZkB4APuF9uOXxi95UnuSZrXZqYyXqWG6KKqxsZFYLAa0jKIkqVUC7cUSUCzk9Z3P7pvUCy+88EIWL17Mb37zG0zT5Ouvv87rWOPHj0fTNEaNGlWexWdAm9CUioH8knKNWSoE+epH1U5jUgXtdJHec+pznBk8ky3KFq6IX8E16jWoqkq/aD/60Y/LuIwNbGCxtpiF2kIWa4t5wHiAB3iAgAgwyB7EKGsUo6xR7CP2Sc6N+4GUbdt2jiudyalaVOpWdrnSmu09fZO1nYW2wg0EAtTX11NfX+/8zDRNmpu3vV9UVaWuro6HHnqIbt26cdlll5W26Bxot6RUik8pFYXUr1VTSJU7fdkEbYFgmj6NS41LCRBgRnwGP9N/hm3bTlQjsRM7Mc4axzhrHBYWr6qvslBbyEJtIQ1aAw1aA5dxGb3sXoyyRnGsdSxD7aGE1eQN4SYn9z/p2ZK7lLL2C3Ac5sV+boVOyG1vkA/dQn1K6T6Ll19+mcmTJ2/z8912242lS5fSrVu3ElebH9otKZViCXBHGtWqXyvUsCmjtmxbwAkSXGxczF+Nv9JVdGVubC5DAkNalDdkgobGAHsAA+wBXJ24mi/5kkXaIp7TnmOJtoT7jPu4z7iPkAhxlH2UQ1K9RC+gJUHJdbqjKHcFfTpDYL4oxBLQ3nbeYGukVEztWyqOPPJI3n333ZLfp1S0CVIqSlMqQ6SUriWKF2AYhnMTu4Vod8TxHd/x8+DPadAaONA+kPmJ+ewd3NtxdBeK7nTnTOtMzrTOJEGCVeoqJ4qS/wD2s/fjGOsYRlmjGGQPcnr8SOHdneYBzk5esS1nvdwloBrpm7S8lCNS8graBCkVg3xHd2eDHAjpFaQ6tIUQRKPRFuOCAN613uUn2k94T32PE8wTmGnPpLPR2WmhUSoMDIbYQxhiD+H6xPV8qnzKc9pzLFSTad7dxt3cbdxNrahlmDUsGUUpx9JD7QEkCUraKSRByShKnmdqy9lMUZSXNaVqwJlkUqCm5GW0W1LS0AiIQMGRkrwhoDIDIYtFOoe2TDPd3pRl2jLGB8azUdnIxeJifq/+Hk3Vyj4N2I3dxe6cbZ7N2Zyd9ECpy1moLeQ57Tme1J/kST05bLCf3Y9R1ihOVE+knnrMmImu69tEUfJfrsb9pmlu95YAP1JqQ5B9ugshJbd+JImpmOOWu/ra3cjOffOmXlgztBn8KvArAO6N3cu5+rkA2MImGAw6pST5tMMoFkGCjLBHMMIewR8Sf+BD5cNkFKUt5EX1RW4zbuM2bqOT6MSIwAiOtY7lGI5hFzXZszlVi8oURcniVFnDZ6gGXms5XtXdtypOMrnpppsq+v5tgpSKZXU5ZikfeFk/Apx1pdths7C4yriKPxl/oovowqPxRxlpjHR8SxLuanPZs6fSpSJ7ib2Yak7lfOt8rKDFEnMJz/AMz2rP8pj+GI/pjwFwqHUoo+yk5aC/3d/p8ZQrijLDJqhQE6yhVqltEUW50R5LTGBrpORO39r6ubYJUioWNdQ4jtds8OIEXRkRSD0l0w5bI41MDkzmaf1p9rX35bHEY/QN9E0raKe6vCURS33HXfNWTqiqSjAYJB6Pc4x1DMdwDH9M/JH3lPcckfwl9SXWaGu4ybiJHcWOjLRGMsoaxUhGsqO6o7N++V+HnESSnGKRGM00t4ii3EMk2/JNmg3ppuO2dbR7UtpIZgt9rpa61YQ7HUsnaKdzaH+qfMro4GjWqesYZg3jUetRuga6EovF8iIWd5Qko6hAIODoNuWIouR7pq5JQWE/sR/7mfvxK/NXbGELz2vPJ0lKXcgcfQ5z9DmoQuVw+3DHcnCwOBhd3RpFSU1JsRVM20yrRYXDYedzlel5NVDV3Tfha0pVRSXSN6/2z84maLvxivoKY4NjWa+s55zEOdzBHYT0UNE7bG6xPLUrgIyiCjU5yh20fNbUgQ6cZJ3ESdZJCATrlHWOWL5KXcVqbTXXcR3dRDeOtY5llDWK4QxHKMn3NVQDTdFapHhy3e7JIuUaxe0VtIamVGm0CVIqFjXUEFNi2zTHz0c/kkRQzA1eLIlKMsglaP9d+zvnBc4jQYJb47dykXYRCorj+SkVqf2jZb2btBzkI5YHAgFUVS1qTQoKB4oDOdA8kIvNi/mO71iqLXVI6mH9YR7WH0YXOh3pCMAH2gccLg53JrO4tSj5X4BIJOKckzuKytZu1stIpynlAz9SKgOKIQinTzcRaqkFKq8fFRuuu20ImQRtgeD3xu/5vfF7OogOzI7P5mTj5KRLOlE5PUySkDuKkmJ5uihKkle5SHIHduA06zROs07DxmatupaFalKLekV9BYBh4WH0sHsk6/PsURzFUdSpyWb6bl+Um6hkFJW6o1dI0/5s8Orum9f1tTZDSsXA7equU+o8ox+54da1gBZPdTciRJgamMo8fR497Z48lniMQwOHkkgkqvp0TxdFSZKSUZ0sJakEVFQOsw/jMPsw/tv8b44LHscybRk/NX9Kg9bA/cb93M/9BESAwfZgxxe1r7Iv8VjcccO7yUmSR6oW5W7a74U2NemQqinlS4R+pNRKkE+PqBrF0A3P6QduQVs+zTVN20a7+YqvGBccxyvaK9Rb9cw157JbYLe8Be1KQkZJiqI4U2ClflMNy4F0cj8QfwAFpUUR8VJtKUu1pVzKpexl78UoIymWD2FI1iLiVC1KivXyuylHFFUuFLv75tVJJtCGSKmU9C2uxz3nP0onaEejUacvNiRv+DX2Gk4zTuMz9TPGm+P5s/gzNUZN2UpGygH3lr/b5Oi+oYsVy3PB3SVAQ2OgPZCB9kCuSVzDxtBGnrGf4WmeZom2hGnGNKYZ0wiLMEPtoU4rlj3FnlvfL02Nnru7aLrRR5miKOm2ryQiSgRNaBgYzjG9cl0UizZDSsVApm+bE5sL/qJKEbpzIZNDG5KaktRuntafZmJgIk1KE9db13OpcimKUj5BuxzItOXvdo/DVsuBJFw3SZWCdK1LZNTWzerGhMQEJjCBOPGsRcRyR28QgwioAWeNqRGUjARlFCXTPHcUVU1fVJQoYcIFj17307dWgGEYVR+zBLlb6bpnsGUTtO/Q7uBK/UpChJgVm8XpxunO64LBYEWijkJRyJZ/JSwHkHSzq0J1bkr5+aS6ugMEGGoPZag9lBsSN/CJ8olTRPy89jx3GXdxl3EXdaKuRRHxbmK3bc4hlaTcn4emadTUJK+7anw3ESIFe5RyXaOtjXZHSm6dJqSFWnV0d+q68nFox4lzUeAiZuoz6W535+/xv1MfqN9mxLM76pD6RjWF2FK2/DOJ5XIHspD6PBt762SWNGlkJuwh9mCKOYUpTCFKtEUR8T/1f/JP/Z8AHGAf4KR5AxjQwriZTotyR1GhUGibqSLljqIiSqRgPUkOTfUq2gwp5fMhpvqPajTXmKVWTLPzdWh/y7dMCE5gmbaMQ61DmWfOo1ew1zY3WaWijnxR7i1/dxqXajlwE1S687GwknpShjQyH4QIMdIeyUh7JLckbuED5QOniHiZuox1xjr+aPyRzqIzI6ytRcTdSHZizNQW2N1yRUaV5d7RixChi+ji/H9bd3NDGyKlXEjnPyplzFK5Qtx8HdrvKu8yOjiaD9UP+Yn5Ex60H6Sj0THnTZZri76cXQHcqWOlbBWZzkfOm0s9HwsLjeT5lkv831vszd7m3lxgXkATTbyovuhoUPP1+czX5wNwmHWYU0R8mH1YiygKaOHjAlpEuu5Bn6VEUVElWrBx0utCeLsgJbdO40YpY5bKgXxbjixVl/KzjyNJdAAAIABJREFU4M/YpGziksQlXK9c7wyGLFhjqVA9WyatptLIdT62mkzfivms8kEttRxvH8/x9vGIhOAd5R2HoFaoK3hde50bjRvZSey0tYhYGcmuwV2dh5Cmadu0YpGDPoEWUZQk3nyiKIFIakpF9FLycrTUpkkpV0P/cg4PKGZdbkFbpmupF8N0fTr/ZfwXGhrTY9OZrCcbt5cjNSpXmleIVlNJpJ5PIBBAIJIN/X4YMVXJtFVBYX+xP/ub+/Nr89dsZjMNWoNTRDxbn81sfTaqUBkgBnCsOJZjtWQRcbryF7eumCmKyjYuPUECS7HaVddJaEOklHoz51O/5pSZVHh0txupQxszRUcmJpcZlzHNmMZOYifmxOdwtHF0xVKjYtO8UrSaSsLpMyUSqEpyInC1xf+OdOQU6xROsU5JFhGr61gSWMLTPM1KZSUrAyu5lmvZxd6FY+2k5WAYw+ikdgIyN7STUVS6cenuKCqdcdLXlFoJ+davVdsSICMkwCGkdIL2JjYxMTiRRdoi9rf35/HE4+wb2LeqkUg+aZ7cMfSSURNwumjGYjHsULLYurXFf1VROSJ4BIfED+HX1q/ZyMYWRcQz9ZnM1GeiC516u97xRfUVfbNGUfJhAttGUd+b3wPtqz83tEFSyqQfpUOpY5YKseK7Ize5xnSE9LHyMaODo3lbfZtjrWN5xHyEnQI7tWokknpDy7Hk0pGcrvSltSALZuX377YESFRT/If06W0XujDaGs1oazQ2NmvUNU4R8XJ1Ocu0ZVzFVVmLiFP/mxpFNeqNYEAHvQM1NTWYpukI59ngR0plgtQQChFqqyV0pwraiqI4UzjcT+gV6grOCJ7BBmUDFyQu4FZuJWgEPRWJCCGcAuFoNJrWE9UadV+ZhHZpnsyGdFFhuVoCS0LK9lBRUelv96e/3Z/LzctZz/oWk4jTFRHLScTywZguitqibAFAT+hEE1HHvCn/m8+IKi+izZASUHD9mpO+lXF0dyrSCdqyVMR9Qz/Mw5yrnIuFxZ/if+IC9QLPlYyk2/JPlxZVs8e3e13SVuGGtATki1wtgd1tgXOhWL2tK10Zb41nvDUeE5NX1FcyFxFb6YuIAZpF8roO2kGnqFuK48A2I6rcaXmhuPfee5k7dy6NjY3sv//+XHXVVey7774Fv08+aFOkVGxBbiUiJffOXyZB27ZtTNvkWq7lVuNWOovOzBFzOMY4xpMtVHJt+WfzEFVKt8m181coKW3z90VaKOTrSo1ydZIaU71dz/8k/ocvlC9YpC5yCMpdRCwnEY+yRtFT9CShJq+fWrW2hcDtNm7Ktcp/Y8eOpXfv3hx99NEMGTKEnXbaKecaH3vsMRYsWMDDDz9M9+7d+ctf/sJ5553HkiVLKtJtQBFtJLZzV2rni++U7+ge6M4p1inMMecU9LdS5E13THcr3WwO7SaaOCdwDgv0BfS2e/NY4jEOMA5wSEzX9YyN0qqJcmz5yxta05IEUY40L59IZJ/QPoQI8Ub0jaKPkw4yKpRdN93fkUyRKuWNkogTZ6W60hHL31bfdn7Xx+7DfvZ+LNAXcHX8ai41L3Ui2Obm5hZpntQJATZs2MDKlStZtWoV69at45///Ce1tbVZ13H//ffTpUsXTj31VAAaGxvp378/DQ0N7LrrrmU/7zZDSkKIghuHRZUonQOdOcY+hn8m/lnQ32YiJbegnc2h/YXyBWOCY1irrmWoNZRHzUfpHuie9sZ3P8kqIcRmQyW2/LPd0PlebtJQmOvG3yu8Fx1EB/4V/VdZ1p4JknTd9XnV7s/1f8r/OeUvDWqDM6nnaOtonrOfQ9O0beQAd7oqH5yBQMBpAyxhmibNzdvKHKqqUldX1+JnTzzxBDfccAMrV66sSKTUptK3QiGdruVK3/J1aK9R1jAmOIYv1S+ZaE7kbvvurD2QKuXCzud8KrHlX+rul2EYaFp+Lu1S07d8IXch5cNR7lBWM9LtKXpyjnkOU8wpXG5czp3GnYRFmOvs69ISEiSvp1SxPJ2m9PLLLzN58uRtfr7bbruxdOnSFq+75ppruO666yrWKK5dk5KCQo0obEpuJuTr0P6H9g+mBJKV57+P/56L1YtRtfyr6avlt5GkVw2hvRDSLXRdAlGVkd2SgOS60mk2lbIcuCEQ/Lfx39xl3MU+9j48Zz3HHtoeeX1ecldYFgW7ceSRR/Luu+9m/ft//OMfXHvttVx11VWcdNJJRZ9DLrQZUipmx0AIQZhwSaSUTtBO97QRCG7Rb+HawLXUilrmxudyqn6qY/IrBpXy27jNh9VGNtKVRFvIumSXgEpCEmWmdVUr0hUILjEuYZoxjT52HxZaC9lN3S0vQhJCYBhGWkLKB/fccw8zZ87k3nvvpb6+vqj3yBdthpSKRQ01RVkCZFqWT8uRGDEuCFzAbH02PewezIvP4/DA4WUvGcl08bt/l42gqlHlXwjcpCt9UEIIQqFQ3qRb6fQtFyGlIp0RtRw7lDY2vzV+y3RjOn3tviy0FtJd7Z7XukolpPnz5zNjxgweffRRevfuXdR7FII2RUrF9unexKaCjyV3kdzemHSEtJ71nBE8g1XaKg63DmduYi49gz0rXjJSqH+otar8cyETUeYbcVhYaKIypFRqROkmVii+JbCNzS8Dv+Qh/SEOsA/gOfs5uqpdq0JIAH/5y19oampi9OjRLX4+b968ipBUmyKlYlBDDV/xVUF/IwVtIOsO25vKm4wJjuH/1P9jtDmav9p/pWMwdw+kciOXf8i2bXRdb/Uq/1RkI8p8I450ZSblgCSkco6KKkYvtLC4IHABj+iPcLB9MAvtheyk7FQ1QgJYuHBhSX9fKLYLUiqkINctaLu/zFRCWqguZGJwIluULVwRv4Krlas9U7zqfvrKIYvyApWRVGtX/BfijcoWcVhYaMpW60E5kFpfVwlkepC4LQcxK8a5+rnM1mfT3+rPM+IZuihdqkpIrYF2T0phwpiKSYKEM4YmHVJ7M8nCR9mLWv7ctEzu1e/lMuMyAgSYEZvBBH0CUL72sOWC3FqXRNlaZSKpKNWs6Y44rPDWzpOlnlNram7uNSuKgq3ZTAlMYY46hwFiAE/zNJ2UTu2ekKCNkVIxmpK70VsmUkp1aLs9SPJC0TQNoQv+K/Bf/Fn5M91EN+bG5zLYGOwZ4diNdFvrrVEmkopymjUFAluxUW3VuVmLPScvaW4xEWOyOpl/qP+g3qrnKZ6ik9LJ2dLPtgHQ1gkJ2hgpFQNpoGymmY503Ob3qQ5tSN+fe4O1gZ/pP+N55XkOsg/iH+If7BnYs4Xe1Nppm0S+Am02EbYSXptymzXFD9Mg3JaAYs7JU4REjDMDZ/Kk/iRDrCE8IZ6gg9LBebik2wBoamoiEonQoUOHNk9IsB2QUraWuPk6tD9QPmB0cDTvq+9zgnkCM6wZdAl0afF0bu3WHlBa+uFOiSrhtSnEpZ0vLH4gnww+pWw7lO4oKhQKeWITIEqUCcEJPKs9y1HWUSwQC6iltsXDJd05rVixgiuuuIL99tuPo48+mhNOOIEePXq04pmUBu8OFE+DYgyUDimltMR12qm6HNrpjvGi+iJHh47mffV9fp34NfPEPHYwdiAajba4QKLRqHPDGYZBOBx2JqdWA+6nfamppPuc5Hnquk44HCYYDLbYncwH7hlx5YwmJSnls/smU9dYLEYkEsE0TTRNczxR7nKM1kCECKcHT+dZ7VlGWCN4kieppTbr7p88p6FDh/LCCy9w/vnns379ep599tkqrrz8aPeRUmr7knSCdqZ6oIe0h7gocBEKCvfG7uUc7ZysJRBuzaaaLVkr2di/VFd5oebDQiBHdhdjCZBE5I52q1FvmA7NNDM2OJYGrYHjrOOYxzyCIpiXHcGtIQ0dOpShQ4dWYcWVRfsnJREGJfnFZxK0UwnJwuJK40ruNO6ki+jCo/FHGWmMxLbtvG+ubDdzOQmq2o39CympqHQ5S670LRPSfWat1d+7kUbGBMfwovYiJ5onMkeZQ0AECiak9oR2T0oyfYtpMXRVzylob2ELk4OTeUZ7hn3tfZkfn0/fQN+SRdBKiMqpW/7VRjYzIFDxXUknfSvA0Z2rOVs1+3tvYQs/Df6UFdoKTjFP4VHlUQxh5G3YbI+EBG2MlIrRlGT6FlWiOQXtT5RPGBMcwzp1HcOsYcwyZ9Et2K3saVE5WsxWs8o/H8ib2bIsgsGgc9Om61VeLhSiKUFxu3+VKrbdxCZODZ7Kam01p5mn8YjyCLrQ8yYkN/m3N7QpUioGtUqyq94Wa0vWliMvqy8zNjiWb5RvOCdxDreL2wkb4YqnRcXoUK1Z5Z8NmbStStkNpKaUT/qWb9O4rMcrU7Ht93zPKcFTeFV7lbHmWGYqM9GE5hPSD2i3pCQF7ZAIJTUl0YxlpW+aPleby9TAVBIkuDV+K79Sf1X27et8kEuHko3GvGjWzDbVo1LDB/KNlNxpbrmQq9g2E/FuZCMnhU5irbqWCeYEHlAeQLEV4gmfkCTaFCnlm765BW05AaJJNKXtgXSDcQM3GjfSQXRgdmw2JxknOeOFWhvui97dpsTdB7u1a9igMLG9nK5yW8kdKaU2Z6sU8iHer62vOTF0Im+obzDRnMh0ZTrY5P2A2R4ICdoYKeWDVId2QA2ABmbAJGgnjYWmaRIhwnmB85ivz2dPe0/mxedxaOBQz0YhgUDASYu8UsMGpbu0S9kAyGUJqKQdIRvSEe+32recGDiRN5Q3OMc6h3uUe3xCyoA2ZZ7MBTkdRN68QgiCdvIC32JucSaIfh/+nuPDxzNfn0+9Vc+L8Rc5LHiYM6/NS5A3aSwWa7FrKI2A5TA3FgvDMMo61aNQI2o2S0BrEVI6fG59zkh1JG8obzDVnMp96n3oqt7iwZIN5SCkDRs2UF9fT0NDQ0nvUw20m0gpUw9tKXQ3k9SUXrf/v70zj4uq3P/4e/YZQCXXlMwlLdFyCbgumJjmEgJquWXqDcVcsn5p1y3FQOWWmplLai6pmeZCKiCay3UpL5SSJiqmZqYolmsiOjDr7w/uOc4M68AMDDTv14tXeRjOPGeWz3me7/J5jtNf2p9r0msMMQ1hpXSl2JrhKr1rAsVJ+ZdVPZQtzs7+2SYAhCW55TJPmEHZzpRcKRFwXXKdYFUw56XnGacfx6eyTzEajIUu84QMMThuhjRt2jT++uuvUp+nLKhQopTf3d+2Qlv4AgqPVZtzG3KzySZRlki4MpwHkgdE66KZIpmCXCYnR5djt7Wssynpl74smmyF85XVl942qCx6DylyP74K6aN+NmeYs5WUq5KrBKuCuSi9yHj9eObJ5mEyPtq/sKAbSkxMDKmpqQQFBdG1a1eeffbZUrXAfP3112g0GurWreuQ63I2FXr5JmxzI7yxtoIEj4onj0mPMVA5EBMmNuZsZJpsGjKpTFz+uEL/moCjvvT5XZew51dJr8sVZiFGoxGdTsfD7FzzPplZJl6XUD9U3lyRXKGHqgcXpReZpJ/EPNk8cYZUEMJ1/etf/2LKlCkYDAamTp1KYmJiicdx6dIl1qxZQ1RUVInPUdZUqJmSJcXdFFJjzs2+HZcdp7a5NttzttNO2a7AgHZhdUPODig702SsqHooQdTLY2wlRYgpYQYkWO08XJYeUbZcklwiWBXMFekVpumnES2LxmgwFrsjQKPR0K5dO9q1a8fEiRNLPA6DwcCkSZOYNm0a3t7eJT5PWVMhRam4liMAVagifmhvSG7wtuptwoxh9DL0whdfJBQcEC5LU7Sy9PSx97pcyW/IEkGUlDIlBv2jsRXWIiIIl7O4KLnIy6qXuSa9xgf6D5ghm2HX66ZQKEQHi9KydOlSfH19CQoKcsj5yooKs223gCBCwoeroIJIS05ximRFMrvluznAAQyS3A9IE1MTQo2hhBnD8Df529XYKQReLbfaLukH3pld/iUZi/Blhkc7w7rC2GxJlabSXt2eccZxzMmZU+hjba/LGXHD85LzBKuCuS69zmz9bKbKppabIAH07NmTmzdvit+PrKwsNBoNY8aM4c0333TY8ziaCidKer1evJsXNDuyxdJg7K75Lt/KviVBlsBe2V5xT7jHTY8TYgwh1BhKJ1MnlBQ/41GaD3xZd/nbgzA24XUuz3ooW6RSKadVpwmQBDBOP445+sJFyRJh+SqTyRxW53VWcpZe6l78KfmTObo5/Ev+r3IVpPzo0qULkZGRvPjii059ntJS4ZZv9gqSbRbLG28GGQcxyDgILVoOyg4SL4tnl2wXqxSrWKVYRTVzNXoaexJmDKObsRueeBY5Jttq3uI0bZZ3l39h2IplSeJQzkKYWWbrs0Fpv5+So5flZyRnCFYHc0tyi/m6+bwrf9flBKkiUeFmSg8fPsRkMhUrRWpPetiAgSRpEvGyeHbKdpIuTQdySwq6GLsQagwl2BhMTWoWe6yF3ZFdqbjPluI0rwrXJZPJyjSgbNljl0wyXdRdmKCfwCz9LIed355Zb6oklRB1CLclt1moW8g4+Ti3IJWSCidKlhYZBZm0lTYwa8bMz5KfSZAnEC+L56z0LABSs5SOpo6EGkMJNYZS31zfrvNafpEtr8OV3oKSeGmXRbwG8s7ekqXJvKR+iYn6iUTpoxz6XFD0Mu+E5ARh6jDucpcl+iWMlo+28usqCrcg5U+FEyVL8hOopKQktFotPXr0cNjS4lfJr+IM6kfZj+Lx1qbWhBnCCDWG4msuPJMH1ml1IYBc1jONwnDE7E0ikYgJAEfGoYQsmqVYHpEeoYe6B5P1k5mhn1Gq8xd3DMLPj6YfeVn6Mve4x+f6zxkhH+EWJAdRoYsnRXsStRq1Ws3XX39NdHQ0Pj4+Dk1dNzE3YYJhAgdyDvDrw19ZqFtIV2NXTktOM1M5kwBNAK3VrZmumM5R6VGxUdR2rJbG/kKhnFarFWNRKpUKtVpdrH4oR6NSqRyynBRaffLbdKCkBZvCLr+2szd7Td5Ki/CeHco5RA9pDzLJ5Eu+JEIRYdUaUhSlEaSUlBT69++Pn58fL730Eps2bSrReVyZChfoLoiUlBR27tzJ5s2bqVevnhiIFYLQUDLnSlvqUpcIQwQRhgj+4i+rTN4CxQIWKBbkyeSppepCU/62gXIhmCyRSKxmgs7CWa0ZjggoFxbfEl0C7LDDLS1J0iT6qvqiRcs6/TpeV7wuvm/FTW6UVJDu3bvH2LFjiYyMpFevXpw9e5bw8HCefPJJOnToUNpLcxkq9EzJkoCAALZv346Pj48YC1CpVGg0GnH2IWwY6aglkpDJ26DbwBXtFbbmbGWoYSh6iZ5VilX0VvemoaYhEaoINuk3kWnMLPKctjMNZ7a8CDuuCluUOxt7Z4eCC0FB2cmSbhxQUr6Xfk8fVR+yyWa9bj2vK15Hp9OJs9/8ZoeZmZls27aNjIyMUi/ZMjIyCAoKIjQ0FKlUSosWLWjbti3Hjx934FWWP5VmplTYLMi2GNB29uGIGZQGDcHGYIKNwWImL1GRSLw0ng2SDWxQbkCtUNPV2JUQY0ixMnn5zTRsWyhKukwt7yrtoja/FMZYWENyWYrSQelB+qv6Y8DARv1G+in75TvztX3PDAYDqampLFmyhFq1atG7d28iIiJKNAZfX1/mzZsn/vvevXukpKTQu3fvkl+YC1KhA92lxVkCBRb1UTnZTs/k2Rsod6UKcluEZZAwaypsKbRbupt+6n7M1s1mvGG808a0T7qPQapBmDCxSb+JPoo+dr12wizw5MmTXL58mb59+5Z6TPfv3+fNN9/E09OTFStWlOtGmo7mby1KlhSn1KC4FBajETJ5CbIEjsqOisfbGNuIAlWcTJ4l9qTkXbmCHPJmAAsT30RZIgNUA/hQ9yHvGN5xyni+lX7La6rXkCJli34LIYoQu147Z2TZ0tPTGT16NPXr1+fTTz9FrVY79PzljVuU8qGkAmVvJ/11yXUSZYnEy+I5LD3ssJ68ggTK1QWpqIC77bV9Y/qGAfIBzNHNYZxhnMPHkyhL5HXl68iR843+G3oqepa7IJ05c4aIiAjCwsKYPHlypZohCbhFqQhsNyAsaIvv0sZobDN5lj15ocZQQowhdvfk2Rb/AS65ZAP7M4BSqZQd8h28Jn+NheaFjDWOdWhfXpwsjmHKYahQsU2/jW6KbuUuSLdu3SI0NJTw8HCXbqgtLW5RsgPBZtey1EAikXD8+HEef/xx6tev75AvhW1P3m3JbQC7e/IEhCptg8Hg0CZUR6FWq0vk0xQri+Wfqn+yQLeAsYx12LXFymIZrhyOBg07dDvoouxS7oIEsHz5chYsWICHh4fV8WHDhjF+vPNiamWNW5RKgdFoZOPGjSxfvpzly5fTuHFjhxv2F9aTV5xMXkFV2uXVu2ZJaY3jtsi2EK4KZ6FuIRGGRxmt0lzbJtkmRipH4oUXcbo4gpRBLiFIfycqTUlAeZCQkMBXX33Fxo0beeKJJ/IEmB0hUHLkdDJ1opOpE/P086wyeYnyRBLliQVm8gqzrrX18haqpsuqJ88RJQliRbdN8WR+PuVqtTrPUtyWr2RfMVo5mmpUI14XT0dlR7cglQPumVIp+Ouvv5DL5Xh5eVkdd2apgSWFZfL6SvoSZgqjia6J0zJ5JUUQJHt6xfLjK9lXjFKNYmnOUv5p/GeRj7e8NqEeSliKr5Ot4y3lW3jjzS79Ltoq2tolSEqlErncfY93BBU+dD979mzmzLE2+EpKSiIkJITWrVszePBgLl265JTn9vb2ziNI8GjzSI1Gg4eHh1XdjSPvAUJP3sGcg/yqze3Je8n4Eqekp5ghnUFreesie/JsccZmA5ZIpVLUanWpBQmK3owyz+Mtrk2ovFYoFKzTrGOsaizVqc4e/R67BEl4fdyC5DgqrCjdvXuXKVOmsH79eqvjt27dYty4cUyYMIGjR4/SoUMHxo0bV27d95ZNw8IX2xkCVddcl5HGkeyR7OGa/hqrc1bTx9CHDEkGCxQLeFH9Ik+rn+Zdxbv8R/ofdBSd5RKWco5qrnV00aYgSiWp6BaubaFxIWMlY6llrsV+0378Ff6iX1dRs1uz2Sxu/llS0tLS6NevH61bt6Z37978/PPPJT5XZaHCitLgwYORyWT06NHD6vjevXvx9fWlS5cuKJVKxowZw40bNzh16lQ5jfQRzhQoyxmIl8HLqidvS84WhhqGopPoWKlYSZg6jIaahgxXDmeHbAcPeFDk+S135dVqtRiNRmQyWbF35bU0Z3NUxs8oKZ1LwGL5Yt5Tvkdtc2326vfSStqK7OxssfVFcJ/Iry/PEYKUk5PD6NGjeeWVVzh27BhDhw5lzJgxPHhQ9PtRGlyxRs0SlxUlg8FAZmZmnp+srCwA1q5dS0xMTJ706G+//cZTTz0l/lsmk1G/fn1+++23Mh1/UdgKlFqtFmMd9gpUflt7C2jQ0MvYi+W65fym/Y3d2bsZox9DVXNVNss387rqdZ7UPMkA5QDWy9Zzm9vFek7L5lphO3S1Wp2vQFmOz5FfiNJYl3wi/4QpyinUNdVlv34/rRStxMZfoUFZq9WKdVNKpZLMzEzmz5/P999/D1DqJdsPP/yAVCpl8ODBKBQK+vXrR82aNTl8+HCpzmvLF198wffff09qaiqAU2bqjsRlF8JHjx4lPDw8z3EfHx8OHDhAnTp18v07rVabJ86j0WjQarVOGacjsCxytK2FKmz7KHjUNlIcn+/iZPJkZhmBpkC7evLyy3YJG2oKSyFn+JDbG1MSmCufS7QyGh+TD3v1e2mmaFbg+CwbhzUaDbVr12bt2rW8//77dO7cmblz55Y4znbp0iWrGyhAo0aNHHoD1el0SCQSEhISSEtL48knn6R79+50794dDw+PYltLlyUuK0odOnTg3Llzdv+dRqPJ01mu1WrzzKhcFUuBAuuGVMtMnlD9XK1atRJ94SVIaGNuQxt9G2boZ1hl8r6Tfcd3su+YyETaGNsQZsx112xmblZkJs/ySyxYj5jNZtRqtcO9oex1CTBj5kP5h8QoY6hvqs8e/R6eUTxTbOtfuVzOiBEjGDVqFHfu3OH06dOlCvw/fPgQjUZjdUytVtu9VXthKJVKwsPD0el03L59mzlz5rB582Y2b97MZ599RvXq1UvV5+kMXEsiHUDjxo2tsm1Go5ErV67QpEmTchxVyRFmQhqNBo1Gg0KhwGQyMXfuXKZPn+6wGUh+mbyuxq6ckp4iWhmNv8afNuo2xc7kCZa4QpDcGd5Q9izfzJiZqZhJjDKGhqaG7Nfvt0uQbGNI1atXp1OnTqUaf3430OzsbKfcQKVSKXXr1mXevHmMHj0ak8lE7969uXz5sstsdS5Q6USpW7dunD59mr1796LT6Vi2bBmPP/44zZs3L++hlRqhyHH69OlcvHiRWbNmIZVKHWpcB7mZvAhDBPE58VzWXhYzedck14qVycvPnC2/QLmQyVOpVCUSqOI6T5oxE6mIZK5iLk+ZnmK/YT9NFE1KLEiOwvYGCrlLOkfcQG2vSxi7QqEgKCiIOXPm0KhRI9544w3u378vhg5cgUonSrVq1WLp0qUsWbKEtm3bkpSUxOLFi11qeloadDodTZo0YfXq1VSvXh21Wu3UWihbd82iMnk6hU6MIRWG0WgUBUroyStuJk88x/9mSoVuvY6ZKYopLFAsoKmpKfsM+2gkb1TuggTQvn17dDod69evR6/XExsby61bt+jYsWOpzmu5HEtOTmb37t2kpaVZXW/Dhg2ZPn06NWrUYOrUqWLsyRVwV3SXkJCQENLT00UhqFevHomJieU8Ksf6QhWGZU9egiyBq9KrwKOePGGfvBrUsOu89lSUz5PPI0oZxY7sHXQzdcvzezNmJiomskyxjGamZuwx7OEJ+RMuIUgCv/zyC1FRUZw7d44GDRoQFRVF69atHXLutWvXsnjxYsxmMz4+PvTv358hQ4ZY3bzoUyy8AAASnElEQVS2b9/O1q1bee+99/D393eJ+JJblEpAdnY2zz//PEeOHKF69erlPZwCKcjVwOHPg5nTytPESePYwQ7RXbMkmTxLihKoj+QfMUs5i4TsBLqYulj9rQkT4xXjWaVYRQtTC741fEs9eT2XEiRHYykoGRkZjB8/nrFjx1KvXj2WLVvG77//TlhYGMOGDbOyshk+fDiNGzdm5syZ5Tl8kUq3fCsLzp8/T82aNV1akOBRJk8w57ethXLU/UitUuOHH9Ozp5OSncJJ7Ulm6WbhZ/LLzeIpJ9JM04yOqo7Mlc/lrOQsZop+7vxaXiwD5WZp7jlsA90mTLytfJtVilW0NLVkr2Hv30qQrl69Snp6Op6enrRq1YqmTZsyY8YMGjZsSHx8PF9++aUo7EqlkokTJ3Lp0iVu3LjhEoWVFedVL2MMBgMPHz7Mc1wqlZKWloZcLmfgwIFcvnyZ5s2bM23atDw1J65EcUsN7CU/czYhkzfBMIHrkuvslO0kQZbAYelhTshOEE00TU1NCTGGFNtd09KQX7gWszxXYFRyFTKjLPd6MDJGOYYN8g20MbZhl3EXteW1i51mr4iCBI/eu9WrV/P555/j4eGBVqsVSw68vb2JjIxk1qxZ7Nq1i+zsbEaNGoVEIqFu3boYDAbu3btH7dq1y/MyAPdMqUCOHj1KQEBAnp+wsDAAnnvuOebPn8+hQ4d49tlnGTlypEPrS5xNfqUG9s6girM9U11zXUYaRhY7k6enaF8lQaB0xv89r+l/O+hqFIxWj2aDfAP+Jn/2mPZUekGyfK+Sk5NZu3YtkydPZuDAgXh6evLGG2+Iv3/ssceIjIykSpUqnD59WrS0qV27Ni+88ILLfH7dMSUHYDab8ff3Z9WqVbRp06a8h1MqimO7UlpzNsh11zwgO0CCLMHKXdPb7E1PY09CjaFFumvOUMxgvmI+B7IP8LzpeSKUEcTKY2lnbsdudlONaqIbQVEfc0cL0tKlS9myZQtZWVn4+voSGRnJ008/7ZBz58fu3bu5du0aDx8+5J133kGn05GUlER0dDT16tVjw4YN4mMzMzORSqV4eXmJFd1CL6Mr4J4plYDNmzeTlJQk/lvw5RFaKyoyRdmupKens2vXLnEDxpJSUE+el9mLTfJNxerJE0oCjBh5Q/kGsfJYAo2BJBoSqWquSk5OTrG2Q3e0IG3bto24uDjWr1/PDz/8QPv27Rk1apRT4zXr1q3j448/5tSpU2RnZ6NUKunQoQMzZswgIyODoUOHio+tWrWqlSABLiNI4BalEnHjxg1iYmK4fv062dnZfPTRRzRu3JhmzZqV99Acim3T8O+//05ERESpZkj5IfTkfaz/mF+yf+GI9giT9JNoZG5EojyR0arRNNI04mXVyyyTLyNdkmsJLIhStDyaHfIddDJ2YqdpJ94yb9FqpSBvqCtXrvD999+j1WodvmS7e/euuAWSXC5n2LBhZGRk8Mcffzjk/PmJ26ZNm+jevTspKSkcOnRIFKbAwEA++OADfv75ZyZOnGj1N67W8ybgXr6VAL1ez8cff0xiYiIPHjwgICCAqKgo6tWrV95DcxparZaXXnqJ999/n+Dg4GLt8OIICnPXlCPnmOwYAC8aX2S7aTteUq987X8tkUgknDx5kiVLlnD27FkCAwMZMGCAXUWLhSVCbBvC4+PjiYmJITk5udRCYJll++9//0tWVhYqlYrOnTsD8MYbb3D+/HlmzpzJCy+8ILoznDhxgubNm1O1atVSPX9Z4BYlN8Xmxo0bebIzZVULBYiZvHhZPN9JvxP3yfM3+vMf03/wlHoWKUiW41apVGRmZnLo0CH0ej0DBw4s9liSkpIKdbEQOHr0KKNGjWLmzJmEhoYW+/wFjVl4bZcsWcLq1avx8vIiKyuLoUOHMmHCBCB3dxOhDSkwMNAqrOBKsaOCcIuSi5OWlsaMGTP49ddfadCgAdHR0Q6r+HUGlr7XzvQn/4u/+ET2CYnyRH4w/4CXpOgZkoDgWuDsL+eOHTuIjo4mMjKSV155pVTnshSTX3/9lbfeekv0Ezty5AiLFi1i+PDhojCFh4eL2bh27dqV+lrKEllUVFRUeQ/CTf7k5OQwcOBAhg4dyqeffopKpWLatGm89tprKJXF35SyLLHcGSW/Qk1HCZQaNS+aX+Rt2duoJCqXE6TPPvuMzz77jMWLF9O9e/cSn+eTTz6hdu3a1KiR266zc+dONm/eTP369RkyZAi1a9fmqaeewsvLi6VLl6LT6Wjfvj19+vTh6tWr9OvXz2U/KwXhmpEuN0DZORM6C0fUQhVGQXvaFURZCdI333zDunXr2LhxI+3bty/Vue7cuSPOOO/fv89vv/3GkSNHuHz5shif8vb2pn///rz77rusWbOG2bNnA/DRRx/h5eXlUrYkxcEtSi5MWTgTlhWO3uHFVQUJYMWKFTx48IB+/frRpk0b8efixYt2n8tgMPD5558DUKVKFQYMGMDw4cM5fvw4q1atEh/32GOPMWDAAMLDwzl27Bg6nU4UM1ePIdlScUpX/4aUhTNheSCUGthufllcVwNXFiSAPXv2lPocwuswYMAAFi9ezNmzZ/H19eXxxx9nwIAB5OTk8PHHHyOXy8WqbW9vbyIiInjrrbdyewMraLjYLUouTFk6E5YX9gqUvYIElKkgOQrhup988kmuXbtGQkICvr6+ANSoUUMshpwzZw5SqZRhw4YBubMpoFji7qq4l28ujDOdCV2RwnZ4ycnJISoqitTUVLsEqaSulq6AyWSiZs2aTJo0ibVr1xIfHy/+rkaNGgwZMoQxY8bw73//m4SEBKu/raiCBO6Zkktj6Uw4aNAg4uLiHOJMWBGwdDXIzs5m8uTJyOVyUZCLMxOoyIIEjyqu27dvz+DBg5k7dy4KhYKXX34ZgJo1azJw4ECqV69Oly5dCjtVhcI9U3JhlEolK1euJDExkX/84x989dVXLFu2rFIt34rDzp07qVKlCgsXLqRq1aqoVKoiM3nOEKTY2Fjatm3r0HMKFNYX5+npyaBBg+jUqRORkZFs3bpV/F2dOnUYNGgQnp6eGAwGp4ytrHEXT7rJl9WrV7NgwQIUCoV4bOXKlfj7+5fjqPJi62ogNOA6WpDS09Pp27cvMpmMH3/80aHntmT//v1ie4jtbPD3339n27ZtrFy5kldffZUuXbpYzZBccQ+3kuAWJTf58t5779G8eXNGjBhR3kMpNkLLi6MFyWg0MmTIEJ5//nliY2OdJkq3b98mMDCQadOmWXX123Ls2DGWL1/OgwcPUKlUBAUF0bFjR6dao5Ql7piSm3w5e/Ysr776ankPwy6EOJS9FNVcu2LFCpo2bUqnTp2IjY11xFDzYDabqVGjBiNGjODYsWP07t2bKlWq5Imbmc1mAgIC8PX1RafTsW3bNgwGQ4VN/+eHW5RKgaNbJ1wFrVbLpUuX+PLLL5k4cSJVq1ZlxIgR9OvXr7yH5hQK2yJ+0aJFxMfHExsby+nTpx32nLZLM+H/AwIC2Lp1K5cuXaJVq1YFPk5wIoiIiHDYmFwFtyiVAJPJxO3bt6lVq5bVcaPRiEQiqfDr+lu3buHn58drr73GokWLSE1NZfTo0dSqVYugoKDyHp7DKWiL+OzsbPr168fs2bPx9CzYAbMkCOKyZcsWJBIJr7zyCjKZjM6dOxMYGMjChQtZvHixw5+3IuCOKZWA7OxsevfuTVBQEFOnTq10M6X8mDVrFnq93mW24SkLUlJSGDFihBjsNxqNaLVavLy8iI+PL7V/VlZWFpMmTeLgwYN06tQJf39/Ro4cyeHDh1mzZg2TJ0/G19e30gSwi8vf50odiFqtpmfPnhw+fFgs5Fu7di0xMTHcuXMnz+OFdK9Wq2Xfvn1s2rSpTMdrL2fOnGHFihVWx3Jycipct3lp8ff35+TJk6SkpJCSksLy5cupVq0aKSkpDjH08/LyYsmSJWzfvh0vLy+2bt1KaGgot2/f5uLFi8TFxQGu6xDpLP5eV+tAunbtyo0bNzhx4gQxMTHMmzdPtFu1xGw2ix+q6Oho9u3bh4+PD1B4bUp54uHhwZIlS/j2228xmUwkJyeTmJhI3759y3tolQ6pVEqzZs2YPXs2Gzdu5Nlnn+XgwYPk5OSwfft2zpw5U95DLHPcy7cScvfuXSZNmkRqaio+Pj68+eab9OzZs8DHz507lxMnTjB//nzxLms0GpFKpS65/Dtw4AALFiwgPT2dOnXqMH78+EKvz43jOH/+PKmpqcyZM4cxY8YwfPjwCt3LZjdmN3ZhNBrNZrPZvHPnTrOfn5/Zz8/PfO7cuUL/Zvv27eYXXnjBvH//fvEcOp0uz3kNBoNzBu2mQmAymaz+Gxsba+7cubP51q1b5TmsMse9fLMTk8nEF198wQcffEC3bt2QSqXUrFkzz+PM/5uAXrlyhZUrVxIcHEzXrl2BXK/ryMhIFixYwMWLF/nzzz+RSqV5amxcdXnnLFJTU636+u7du8dbb72Fn58fnTt3tmqvqIwIMyHhv9WrV8fLy6vStI8UF3dJgB1kZGTw3nvvce3aNf7v//6P4OBgTpw4QXx8vNVOpPDog3XkyBFu3rxpVQdz8+ZNzpw5Q1JSEhkZGezevZsWLVoQHR1ttU2TEIuqLKUGBWE2m/nmm2/46KOPrIQ5MjISDw8PkpKSOHfuHCNHjqRp06Yu7VHuKLKysjhw4ABXr16t0E3FJaFyfsqdhMlk4plnnmHRokUMHTqUGjVq4OPjQ2pqar6Pv3PnDj/99BPPPPMMderUAXK/gL/88gsXLlwgPDycSZMmceDAAbKysoiLi0Or1QK52/LcuHEDyHUOtBQkcyULAy5fvpwvv/yS0aNHi8cePHjA/v37eeedd1CpVLRs2ZKQkBB27NhRjiMtO7y8vOjTpw9btmzJdyZemXGLkh088cQTREVFWd2pu3btyt69e/O1On3w4AFpaWl06NBBPHb//n2SkpJo3rw54eHh1KpVC29vb1q3bs3BgwdFp8lJkybx+eefM2PGDKZOnWolfMIszHY76pMnT3L9+nWHX7ezefXVV4mLi+O5554Tj12+fBm5XE79+vXFYxXVCrik+Pn50bRp0/IeRpnjFiU7sNw2SGDw4MHExcXRoEGDPI/38PAgPT2dwMBA8dj169c5duwYYWFh4rGsrCxu3rxJ3bp1gdyiPYCffvqJli1bcv/+fcaOHcuFCxe4cOECR4/mbsooGKAJY9qyZYtoBFaR4lG1a9fOk1l6+PAharXa6lhlsAJ2UzTumJIdFBTTsTX3N/8vfXv79m08PT2tWgUuXLjA7du3CQkJEY9dvXqVEydOMHXqVAC2bt1Ko0aNiImJoUWLFvj5+TF8+HDeffddmjZtSlpaGg8fPmTKlCmEhISI4woMDCQ5ORmtVpvH27uiodFo8jhMVjYrYDf5454pOQHhrq/X63n66af5888/AcjMzGTfvn00bNhQjBOYzWbOnDmDVqslODgYgEOHDtGtWzdR7PR6PXq9npYtW/LOO++wd+9emjVrRnx8vOhrDbkzjgMHDlR4QQJo0KABer2ejIwM8VhltgJ28wi3KDkJs9lMixYt+OOPP6yqvD08PKxmSffu3SM5OZmWLVuiVqtJTU3l3r17BAQEiMuXc+fOcevWLSZMmEDjxo2B3J0rsrOzuXHjBnJ57oQ3IyMDHx8fqy9yRcXLy4uuXbsyf/58tFotqamp7Ny5s9RbX7txfdzLNychkUgwGo34+flx69YtAKpWrcqHH35o9bg//viDvXv3itstx8XF8fTTT9OoUSMgNzCenJxM48aNRVeChw8fcv36dRo1amSVmZHJZAV6A1VEZs2axQcffEBQUBAeHh5MnDiRVq1alfew3DgZtyg5EZlMRmhoKEeOHKFnz54YDAakUqlVbKpZs2asWbOGli1bArB582bCwsKoXr06kFtoKZh+CRw/fpzMzEyaN28u1rCYzWbu3r1Lenp6hV3itG3b1srV0dvbm4ULF5bjiNyUB25RcjKBgYFi9k3IltnSvn17MVu2fv16PD09xYBuWloa6enpVsuWpKQkPD09rVLoOTk5HDt2TNwb7O9md+Gm8uD+1JYhBTVUmi2cBNq0aSN6LZvNZjw9PQkICBBLDvR6PWfOnKFRo0ZWnsxXr17lhx9+oFevXsDfz+7CTeXB/cl1ASzFyrIYUiKR0KVLF9avXy8eu3DhAhkZGTzxxBOoVCoAdDod+/fvx2Qyue1F3FR43Ms3F8N2NmUwGMTsGkDz5s3ZsmULer1ePJacnMx3333H66+/jlKpdC/d3FRo3H5KFQyzja+OTqdj4MCB+Pn5MXLkSOrUqfP38t5xU+n4f4xAj+ep2vPYAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "region.mpl(figsize=(5, 5), color=\"#00ff00\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "region.mpl(figsize=(6, 5), color=\"#00ff00\", multiplier=1e-6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "region.mpl(figsize=(6, 5), color=\"#00ff00\", multiplier=1e-6, linewidth=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "region.mpl(\n",
    "    figsize=(6, 6),\n",
    "    color=\"#00ff00\",\n",
    "    multiplier=1e-6,\n",
    "    linewidth=5,\n",
    "    linestyle=\"dashed\",\n",
    "    filename=\"region.pdf\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "588daf93574a461582ff002348e7bbe7",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "region.k3d()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "71b28c52d0f14d2cb75812d6c60d8e5e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "region.k3d(color=756659)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "43577ce271344356aa63df3bc1c6d59d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "region.k3d(color=756659, multiplier=1e-12)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "screenshot vs snapshot, other commands"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d00207802407438c88b63586ea892a5b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "region.k3d(color=756659, multiplier=1e-12, wireframe=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "5d39f4533a6b467fa464efa77c53ef21",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot = k3d.plot()\n",
    "plot.display()\n",
    "region.k3d(plot=plot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "plot.axes = [\"A\", \"B\", \"C\"]"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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