Highest Value Palindrome.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Highest Value Palindrome"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.display import Image\n",
    "from IPython.display import display"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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o2WvpYkHRP4t97/0P312/SfQRZXTH0vl//3ezNn5a+rm68z0vvvuDhHkzb3Z1/c0/DhE9zVWb/GOK+GT0EUs3MDoBAAAAAAYg7kFiwvTfmIOE6JQD3Dh46HBwYbq5uUX0+V9/9U/mnmZEAXrHzj88+9zUHzwy8v2wj0gKz3T9uUkdHR0itBiZZH/JAZEiPtpaaIwQjEg+Inh884FhL778m9qz57p3J8TAHw/M63/zZpfYcNHT8Y6E2F2yFwAAAADAgKcPg8Sp0zVGEdmcGao/Pyn6/MsDw0IFCYOurltHPz327HNTfjoqXhT9O8OOHIwonT/08H+KBYm/ooDur0blWltJhIcLFy4uWPTaf8Y88VLKXBEnupdkHIOE+F9suOjpGCTE7pK9AAAAAAAGPH1Ytaml5ZJRRDZnBlGGFn2MhxTJXqERxfpPyyv+I+onYpIPN+eHzx5mmpr+W0zy9C+fezl13v/7f7/x3Yd+/Keyo3JYZFy+3Prbt94Z8t0fLFj06mfHq7zenQgVJMSGi56OQULsLtkLAAAAAGDA04eNrUUR+VsPPiSKyF+cqZW91ONfJ76QHHnRXIxZduTT56e8+Hf/9MCipa/XNzS4Trl9x06xlGkvzRL/iwgh/vc3jSj540F9lIi4caNzzdvr/v37jz4R/0vjYUpygBuOQUJMPvGFaaJn8ONfxY4K1focAAAAAGAAElGQ6B6i3LzstQxRSt6xc7fspV5I98muQJ8IEXP7tLziFwnjvzP04aw1PlFSD1OsX/ZaulhK9lu/E/8bJfXHYrUg8fEnu6ZMe9kYJ3LEhHPmL/7bb/xr8kuzztRGVNnJMUgIPinaI3pu+/gT2a1eSPdqWkbkKQUAAAAA4I7Th0FCUPHnz7714EMvJL1klJJFqTo+YfzIx57s9hOZxHwuXLg4Ztyv9DK6c8lb9H/ql8/5C/EiSHzzgWEiSIj//2t6atmRcn0sz4i5pb+RJWY7/eVwrUTEaCJF+IOEWLr43x8SxIb/4ulnH4t9SvQ0+ixaulzsos+OnzA6AQAAAADuCvo2SIhS9Y6df7j/nx+cu2DJvv2li5e9PnjI0D8eOGQU8XuCvyAejCi7/90/PRD901hjKeJv6pyFIkj8ds3vRAm+h4sOP7kIDDE/HyOW9dDDI4wgIf6J+flTy15L92eJuroLPxz+s8lJM7YWbF+VueaxJ54Wu4h6TQAAAABwd9G3QUIgCtDVn5+cPXeRKGEvS8s4f/5CT170FgmixJ7/+20nqj+X3Xrp/7PjJ97/YHOY+NEriI3dX3LApkhQ4q8/SAiuXr0qdsUvEsbPnD1frKd5EAAAAADAXUGfBwkDUVaO/FaAGDkS5Ni9h5yvG3LsHtPDeyMAAAAAAHeQfgoSkXPm7LnHYp+KxF6PEr+e+pJtEY7m/36bnAAAAAAA4F5lwAWJri6H2kHB7ttf2os3BwxsiwhlX9ePAgAAAAAY+Ay4IAEAAAAAAAMfggQAAAAAAHiGIAEAAAAAAJ4hSAAAAAAAgGcIEgAAAAAA4BmCBAAAAAAAeIYgAQAAAAAAniFIAAAAAACAZwgSAAAAAADgGYIEAAAAAAB4hiABAAAAAACeIUgAAAAAAIBnCBIAAAAAAOAZggQAAAAAAHiGIAEAAAAAAJ4hSAAAAAAAgGcIEgAAAAAA4BmCBAAAAAAAeIYgAQAAAAAAniFIAAAAAACAZwgSAAAAAADgGYIEAAAAAAB4hiABAAAAAACeIUgAAAAAAIBnCBIAAAAAAOAZggQAAAAAAHiGIAEAAAAAAJ4hSAAAAAAAgGcIEgAAAAAA4BmCBAAAAAAAeIYgAQAAAAAAniFIAAAAAACAZwgSAAAAAADgGYLE15nOzk75HwD0GV1dXVevthfv+2P7/1wT/8u+/cLNm137Sw6IpcvuvkRs2qlTNSV/PHi8qrqfNxMAAAYmBImvLe9/kPv3g78zZdrLshsA+oCmpv9+ZsIL/9/fDF687PX/72+/OX5S0s2bN+WwbnHr1q1z5+pmpM4rPfAn2Ss04mN+36D7N2zcLLu9Ixb3aXnFq2kZsjsEnZ03n31uiljWY7FPPf7E09Nf/g2/UwAAwN0XJKp8MxIW7W6UXd2mct2UGQt2NMiurx2icPBSyjzxrS/KGbKXhdqts1KX/KGXNr9+94IpM9ZVyK67jD5f+V7d1d6pzVs4MW1fjz8vA5peuiZ0h0uXLj/8aMw3Hxhm/EIv/or/X541/2a3frAXH9ujnx77rxdTBv31P6ev+m3XrVtyQAjE+HFjEsUSvzxTK3t5QaztkU+PjU18/m/+Ycjv3n0/zNJENPrGt773w+E/+7L2rOg8f/7CQw+PiPn5GO5LAADc4/RxkNBLaQl2c6rk4O5AkIiQCxcuXrxYH+KbvjY3ZcbsbRdkVw8hSISjV3e1d2o3zU1csOOOLb5fuINBYvuOXSKub/zwI9l9+/am3I9En9wtW2V3ZIhIsKd4/4RJSf/n77659LX0yKsqiQ+4mFZ2RIyYKv/328eMnfC3//ivIkKEzwNi6Espc8VGvZ7+pux1+/bSV9NFn0/L/yy7AQDgnqQ/gsSSzeXHjpitvSwHd4evW5C4fjizZ8mq/7mQt9Cy6wgSXx9qt85ZXlQvO+4W7lSQEGV4o4T9+clTstft2+J/0eeFpJciLN+LYvrHnxSNGferqB//NCvbd+lST66O7ojFieQw7If/GTcmcXPe78NHCIPOzpsPPTxCbNS76zfKXrdvv7PufdFn5RtZ3YgxAADwtaE/gkTvltK+ZkHixiFfD2/RBHPz5s29xSXNzS2yu5cRZU3rriNIfG04U5g8hSARKTdvdn3/R1oJ29woQvwv+ghdy+j+CPHt73x/9W/f9trkoOxo+a+nTt9fckB2uyHWVkSIR6If/8+fPfHR1sLOiBty3LjRaWzRrj8Uy163b3/8iXYrZkRMXCRRBAAAvq7c0SDR1VK1I2fJrNREvcrTxHm+opprcpDO5SP5y+epobPSt57SvmiNQsOF86Vr0+bqg1Inp+UcOB/6O/habbEvfXKyXqsqee7sNYf1AocRJC5cKMlZkpJqDFriK71wQ59Ep/384dz05f4Jl6wvv6y+MRt3LNcKLl0tx9Yvn5gkRvCViQk9b86lY+sWGp1Sf2HItM6Jc1bnHglEAm3zfZVihKIsfdp5hbZaKxcufvWDH/90wqSp3/jW9z7cHKhxYcWSo7TNWba7se10UdZSfXPEyq/eWnnFGGrh7I4F000rbBxc4ygfuVKVv/plfWji9KXL86vbzQWM0FtkRVuxdZWdjYdznY+L0xllLkca23K5q6HMpx+apNQFxoELHCxxwuQea9bHFsiVbzm2afXLxuqlpK8tse7UHhwOe2Q1n41JqclpvqJqp1M33LnktousWArZ2samF9Vfqd3hCz5SF7YZ+8evP99eq93j/5gsXL4p8EGwDDLp397AOS8OhG9fbeADoW9Fxe32mt2Zc7TJX8637DlttRfsMGWD0xtmzEiYkXsqsOiGokUzEsXOV9sY/poQck20faJlp8tHco1zO/OwPmEEZ6zIDP/rr74hytOOQcLc04YRIZ4a96tvPfj97LW/60ZZ/NSpGrGIV19/Q/zdt780/F0BsSYiQvzoJ4+JCFGw7ROv9xBEAjG2yBxaxAxFn3/7j0fCbCYAAHztiShIrPvwownTfyMU/8heEeJU7AvQVZ37um/rntMX2q60n6/c/sbchCRf2XU5sHFneuKU1Nm+3QeOVFdVlhdvyi+7pPXXCg0z5k6evnxDaW1j25XGM4fXLRB9cqrUhBauV69LmZE4a3XunvKqyupjpbs37DytD9DKMRNT5k5clHvgTEt7W0tt6YbZSTMm+ir95bHLxTnLc3YfMw31l3X0IJFf5FuY/Hp+sb+ylvfNuXH1Sm3eUpFDDohJhFf1EkzX6Q1inRds0FfsQlX+mslT5q6rkAUfbfPX7ihaZsyq/FhVg7kAKb7UfzY6/p117xulmV9PnR6ijGIp3Wqbk7QwedbCjPzy2ia18o6/TN+41t52OHPKjNl5p7UVbrtyQyxeP8qTUxYmry6sOi96GutsKj2H3SIr2opNnrVQHJfi6gsOx8XpjDKXlbVtmZO7ff3qdfqBuFCRvyR5xst51QfWyK1rPLMvM8VU4lcrPztn3ynzyu+MaOXDHw4d865uKFrmn9WVC9WHi3Jyis/rQ2yEO5fcdpEV884xNlYcaHGk9BPbeqSuXWkv9SVMWbr1lH42tsltPPWBWPrSdfrH7UJFYUbKjMm+SqMKv3ZWJ6VvrW650SVO5tpisZ4p+bXqjLtcvDpxytyM/EqxFcbnNFHkVTlU24q123YvmL587Y7Dx46UV120lPv1O3WrD7TJTu1WSdIMMbcN1bKHXidwRuYhbSrXa0K4NdH2yfLcHTnJ+lVCrEmtuM5EdsZ+8cUZo4RtLkwbHz1bTzN/LD0U/dPY7/zHjwq3f9LV1Z16QeJDPWly8kdbC6tOVIsFPRb7VJhscKb27Pce+rG4LOwpLuleNSSxuFfTMsSCRGKRvW7fTvzVZNHnr/7+W6E2EwAA7gXcg4QID8avjIbesoRTsS8k5pGvl2eKgnuew6NItEKDKE+YKwOFXsqF/KVaCcyhyKqVY6w/cOpl0NC1jOylVZFD1paHaxEZ2eYEL1Rb5xk5x0zrfGr9XH/BV9/8GQu2qWKulT179//rd6PEF/+76z8QX/Mvp86LNEhMmbFkj+kWRFfluiRTErBgmVZD39KEtH3myt3m3RV+i6y4HRenYx18aDIPBRZ2eU96gm1bqnInTlm6/aL+v7Hybxw2H8oLIt0l5VTp69CTw6Fj3l3a/5F+HMxYttptF1kx7xzXI3W7IsceIM8Xvjxl7tojpu039p6Wf7R7AhM/MJK5zsUds/1lff2ct+yZS/uW+H/vN7ZiynJ5FIJp0lZ17RHZpR2F9MKt6TOS/R+iipxEtar6UQh9TQi/JsY+sR7iCM/Yg4cOi0+ZMDhI/K+/+qdQJWxRmn//g9wRMXHRP3siL78wxCc0HCJCGOHhzd+uFcsyN/UORsx/2fIMkVue/uVze/eVdGNxgtM1X4gFLXst3egUM/n2d74v+hAkAADucdyDxITpvxFFJb+iUw6IBONL2mqI4qnAVMyq3JDoL+pZ0QoNohQluwzMZTUzLUXLZiSsLZddFrRJLGUgQXApyoRWVrOUVkOOqYhoc4KKgNo6J+b4f3fV0H+dTS9q0v7XNl+VcYPJyy/4Y+khUcL45fgXxNf87ws/lgPsWPaYvg6mX381tDKiVmnHgaC9rR/l5cWWqlCm7XLZIitux8VcQFSYi8IO26JNbt355pk4rbzeVMAoEPfocOiYd9eF7fO037mPNVl+fY8A07nkuousmHeO25FymM/lnSKGWYroxq2ABTtbjJMkULIXmIOEds7bDrHWukbtTG0rjIpJIdBGVpupLWj2tgZtVefI0vyFvIX+/12uCeHXRN8n1qtHpGfsqdNa/SJhcJD4lweGhS9hi7K4+HjGj/vVA9/74eqstz2V77cWbC898CcxydjESX8/+DuNjf8tB4TmypWrvt+9F/Xjn/1s9BiRQ7zGCTH+6iwttPx66vTifaViua8u12pVaVWbupVMAADg60F/BAnbU5sCdRi6rlwozV++aKGsMq5rlJYshRsrloKRxFxWMxOqv8BpkK0U1VRZ5EtPVvXUNS2l1aDV69bmBA3SVsw/uUm5Yk6bb+fw0WPiOz5sO0jL5jutnucgYSvcm+bpskVW3I6L07LM+8RhW4IL2eaZOM3Q1LPnh8O6RW3VuUu0M2riEt/W0guWZiRmQp9L7rvIimUNXY6Uw3y0yQNbHdBYAe2Xe61qk55MrjccWDM3IUXeKtFna59KU55UTlthRatSZTST0FZ74dYz5rbglpshTkchMH+XNXHYJy4H3U9LyyXxQRMGB4kfDv9Z+CBh0NWlvThixGNxP4p+/Hc5G27e9FAov3jxq7/7pwcmvjAt8gpL4oKwY+cfhnz3B2INP/6kyFOc6Ozs3PFJUVLyzKQXUz7ZtXv7jp1uFxkAAPj6c+eqNnVp9cUTUtZsP6JVa9aq2uvf38bIDsVBRfhCg5UwhRWnQaZSVHtFzuQpM2S9eb3pgrZKYUqr3d2coEHaVP4WCCav3dC/ryMoud5e+UaW+I5f8/Y62e2AZfOdVq+Xg0SYLbISNHPBnQ4SPTscDlt046LIqFrL5sRZaw4E36cKey657yIrljV0OVIhgsSCwlr75l9pN5ofdF2p2rR0onFxSEp9OWt3rboXpM9WNf4xey1Qtcm+FTa0ykvazSWtcpq84aA1udbq4Ol3Rfwb4nQUAvN3WROHfaJNG8kZK8rQg4cMFZ+1L0zvg/vyTK3oMzZxUuQlbJEEamvPTZ85Z9QTCSvfyBQJxDUbiOGZv31bLGhz3lYxsqfSvBi59OCfxoyd8INHRn64OT+SacXijJAjlmWs25uZb4mlr/W9qw8HAIB7lDvX2Lo6d6KtWrNeK1qOfEQUaEJXbQpdaLDSsH1BuKpNoUtjVw6kB1UlzwlbWu3u5gTNSi/BO6+zhmvJVZRCnnwq8f/83b9cvnxZ/P/4E087Nei0bL7D5vRmkHDZIivhj4vjsjrLssIemgiChF5Rx4RxNLW6LT09HKFPztu328q1JwGsKbc3kg5/LrnuIiuWNXQ5Ug7zMYYeC1XUvFSakbx8u+Mz07QY4HzO64TeLX7aSpdra6t9GP03H7S2Cumll1XGMHC5JoRfE4d9EukZK4rUcxcsFeXp7TuKZC/tFXVFos8bq9cYBe7IEeO3trYl/mqyKN+vylzzVX1DmDl0dnZG/zR2yL/9QPzz/ge5YondWNyn5RXDfvifsfG/3PjhlvD3T7b+/uNvfOt7819ZZqQOMW3cmMT//Tf/fPHiV8YIAABwbxJRkOg+TgUXiVZk0asrKLTfHf0jh29sHabQYEWvehGysXXo0pheksg6HCjhdVVrT590Ka12Z3OCC2pGdZGiEOUe15Lr/pIDolSRlJwivuyz3/rdtJdmO/3iaNl8h81xCxKzzU1X3Yqn4bfISvjjIovUGaWmI3rtsNi3bofGJUjYQqNWWlWtmXt4OMKcnAJt8mW7zYvWCH8uue4iK5Y1dDtS+nysZW6tsXXI9dfHX2NtXaPQz3n/852CCLdbFNpJmLw5f605VmmpICd380Lzbne5JoRfE6d9EvkZ+8muP4iP23O//i+jHC/+iv9Fn11/2GuM4BUxB1Gm/838xWIm+/94SPYN4kT1STHCq2kZYuQn4n9ZsG2HHOARsbgLFy6OGfcrMbcwj5B6y/euGGHytJeNvHH8RPXf/uO/rshYbWy1RtuFqupQz3QGAICvLf0RJJzfbK1/uycuy9ceGNpUeyx/zeSUuZNN3+iNO/Tnpa7fV3Wm5UJ1+YEdOUV6YcKl0GDjWqX++Nc120tPX2iqrTqyL/eDw3q5zaU0ppUkpszN3KM/8rJ637oFqWL1/Mt1KK12d3Nu1+Rrz9/MO609tvJiixZdumq3LpiRkLx8w57yU+dbaivFyBuWZ+0zFu1acj1/4aL4yl/2WvqRo+XffGDYH0sPygEWLJvvMUhcOfDGjIQU3wH9YamNlyIonobdIisux0XeLEpZs73iQrs8NAtnLwh7aIIL2eYV1v6fO3uBenatcezEOgQe/9qjw2HdouoNS3KKxKmo1ZO5cGqP9tjWwIL8uJxLrrvIgrcg0VaaIcrcaw7rj51tMRJObf5S49Q9Vn2h8Yz+DOV0X7GxrOunc+cF6j0Kza+8uHzYJ1Zb7NgDlbWN508fO7Jva9byDfKcctqKILQW1TPmTjQ3Z9d2ztyJMyyNvF2vCeHWxGmfRH7GipT+ZpZWyUd84jo7O43HpL6ZtTaS+kLhEUX2MPcYxLJ+Oip+8n/NeOqXz8X8fEwPF2ekF9nhhMgtDz08orW1dV/JgXff++AHj4xcl7PBtFD9sRbyJh4AANxD9EeQMJczdGWpRXsXlXpFlF67WqsabvpG72w8bHqD27zVxWe1vt6ChKDtdOAVYMlzl3xQrf8w6VYa095fpl5HlZK+4XCL9uyXMKXV7m6O9uKrHT75KrTXS+WP0zf096PJV7+lTl60ekNxrXF7xLXkKsoEKbMXDI36yfd/NKJAe1C9YwnDsvkeg8Tt283lG/QWw2JLtZ+KXYungtBbZMXtuAi0t7/JF+dph+ZIy+Xi1f590q0gkXPMtHrycJvpweGwblFDmS89Wc5Heymh/c13irDnUgS7yIS3ICHK3Oq9bInT/c9Bspy6iSnLl+eUXrguDkR17qJUrXQe+I3gsP7Ki8A9ivZT+9RL4sQMFy7JKqzS3wbjvBXBaA9csj3cSa/JZi2zRnJNCLkmTvtEI9IzVvvE/enwkaWvrRz5+JOvLs84XHa05ykiEurrG996e93+kgPhM0CvILbxq6/q1/refSz2qTcz3/r85Cnrw5o6q3LmJiSvOSAPLgAA3Cv0cZCAO4Eox3R2urfXBOgJ2l079QDWALJhg+y6d7gpStYR5wfx2YwEOXaPkbNzQ44dGjGO2MpIxgQAgHsEggQAdAfz4wcC1OQnWxt4gA2RN6a/POelmQFfTp2XMnvBrLmvzJm/eN7CZQsXv7Zo6fLFr65sbu6FVgcNDY3mZWmLmzUv9TcLZ89dNGfBkvmviMWlLV72+pJXVxAQAADAKwQJAOgONyo3TJ4yN2OH1rxHfzpqS21p7uzkMA2sQePWrVv79h/YX+Jur1SREjOxzdbRfftLudUAAABeIUgAQDe5fCR/+SLZ8CAhKTV50ercMG/ZAwAAgK8XBAkAAAAAAPAMQQIAAAAAADxDkAAAAAAAAM8QJAAAAAAAwDMECQAAAAAA8AxBAgAAAAAAPEOQAAAAAAAAzxAkAAAAAADAMwQJAAAAAADwDEECAAAAAAA8Q5AAAAAAAADPECQAAAAAAMAzBAkAAAAAAPAMQQIAAAAAADxDkAAAAAAAAM8QJAAAAAAAwDMECQAAAAAA8AxBAgAAAAAAPEOQAAAAAAAAzxAkAAAAAADAMwQJAAAAAADwDEECAAAAAAA8Q5AAAAAAAADPECQAAAAAAMAzBAkAAAAAAPAMQQIAAAAAADxDkAAAAAAAAM8QJAAAAAAAwDMECQAAAAAA8AxBAgAAAAAAPEOQAAAAAAAAzxAkAAAAAADAMwQJAAAAAADwDEECAAAAAAA8Q5AAAAAAAADPECQAAAAAAMAzBAkAAAAAAPAMQQIAAAAAADxDkAAAAAAAAM8QJAAAAAAAwDMECQAAAAAA8AxBAgAAAAAAPEOQAAAAAAAAz4QOEq11Re/MT4yLHjzo/vsG3T/4kbGJqetLLl6XQ+8SGvJfECtvd2JBgxwOAAAAAADdIUSQqNs5bVhQ+Vvz4WmFdXKcCLl+cMmQvim7RzDnuyhInN00QazbyqOyEwAAAABgIOMUJK5XrYwxytxDR8/PLTpe11pXVbRp6WhRatd6xq2s8HBfonXX/D4qu0cyZxUkXlhf3dba6ncA3lepynxU270ECQAAAAC4K3AIEq0fp+qF7/tHZFXJXjodRzNH6P3vS97ZqvcpS9c7B2WW6Z0aRzONafUCcdvJfH/8UKaXiwFywkUHO1rKM5PjHhT/D4melFVuzFbQ7Tnb8AeJLRdlHyttJz/OnCarbz08YuLS9RVtcojAWOKY3LO3b5/9eOmYR4beNyi5sFH1f9RX2VlXlJ48TFuNocOema9P21aWlTpCv5nzYExq5uHA3BqOFmSmvjBam4lc1pZqNbTxYObEh/X+fkOtMAAAAADAgCA4SLQVpYYqyzZtmWgMWlqi/6bvUty/WJCo/2/RHCSGjB0tb31IR6SXd+iz6facbYQNEk2Fybbiu3DopHxVd0suMTXzrWSjoYhcH9k/bnSckQr8TpiWHGftE5d53JjX9ZJltpG1oca9HbWxZgkSAAAAADCgCQ4SdevHGGVZUyFeoYq8L2zRC9suxX0NlT2sFZD8RefBSbmVjW2tjVXrk4xy9oT1Z8wjeJ6zjTBBoqN0pREPRiwrPtva1lpX7pProEZWSxQOfiR5XpYvM6v4rLn/kOT1x5taW5tK0v35IW7JnjrRp/J9mT1+9Ja6q3Px4JaPq8626//XFUwybqekFsubMPatAwAAAAAY0AQHifKVRpnYqYDuDwBGebfHQWKsERs0jmYaJe+Zu7QKP70dJCwm5jeJQWVpRqe8u6Jx3PcjfYRJhdoIgcAwsUDLD35U/8H+eyB16g7JooPGHZXb1w/OM/o43SdxWHmCBAAAAADcVdzZOxKmGwWqtpIs5fd5kFCTTzCFBH+NKaP0r5ZorFKA4P7+ld/sf6SVymMqSMg2EjHWylQECQAAAAC4O+nLNhIaAyRIWJ/apK183wSJwJiWINFQKGs6DX5kwsw0X2bWykn6M5oIEgAAAABwlxIcJExPbVJNnw1CP7VpfpF63JL/DkBkQeIx1Rb5dse+pcaE1qpNnudswx8kgttIlKUbLSLcqzb1OEioVX3UVymHBq08QQIAAAAA7iocgkTk75E4u1kW7hPfrWpobWs4XjDT+KE9UCBW9zeGJG853dba2nSyzpwT7h+ctL6srq21rniJXKIs8Xd7zjbCBAmRi4zYENTYWjb47oMgkVnZqQ1rLVWRzB8kVIYZkX5QbG9rXV2DP94AAAAAAAw8nIKEIMI3W1/cKZ8+5DdmrJE3/L+s++9vSPWqPipIDB1snXzEqip5D6S7c7YRJkiIwFQWeNqS3+DHv/Y8SNyufMv+WNhpydp7rE23U+QL6ZSOKwwAAAAAMFAIESQE15tK3pmfKF/Wdv/gR8ZOW5Rb0igH+uk4XTDvGX2cIdFjFhWcbJc3CkxVdALvaNNmojdHVkEis6SueOUL+uTD4qaZXkgn6N6cbYQNEoLrZ/f4TC+km+8zvUKuF4OESGYl8tV16kV1Z3LHiKGmelmB7dXWJLPEvC8AAAAAAAYYoYNEX6KCBL+7AwAAAADclRAkAAAAAADAMwQJAAAAAADwDEECAAAAAAA8c2eCBAAAAAAA3NUQJAAAAAAAwDMECQAAAAAA8AxBAgAAAAAAPEOQAAAAAAAAzxAkAAAAAADAMwQJAAAAAADwDEECAAAAAAA8Q5AAAAAAAADPECQAAAAAAMAzBAkAAAAAAPAMQQIAAAAAADxDkAAAAAAAAM8QJAAAAAAAwDMECQAAAAAA8AxBAgAAAAAAPEOQAAAAAAAAzxAkAAAAAADAMwQJAAAAAADwDEECAAAAAAA8Q5AAAAAAAADPECQAAAAAAMAzBAkAAAAAAPAMQQIAAAAAADxDkAAAAAAAAM8QJAAAAAAAwDMECQAAAACAu4murq4bN25c94IYX0wlp+8lCBIAAADQJ9zSEWWXXi++ANzLiA+UDAfe6d0PI0ECAAAA+oRdf9j7WOxTMT9/Svz97PgJ2RcAeobXexFmxLRyLr1BrwWJ2ryFE9P2NcquAUDb4YzpCzdUdsrOHtC4Y3nClJwq2eWBKt+MhEW75T7pvfXpJm4r0O3NVFSumzJjwY4G2dUjenFWX1ssZ1f/UL97wZQZ6ypk193IHdhp3aebn4Ief5Bd6Ov5h2HAfcvcpfTvB/mPpYdyt+TfN+j+7wz9UXd+B7Wsbe3WWalL/hDJhyLyMXtGW3Vu2tzEKTMSklJnF9TKnqFw2/PtpWsmzsqtui47I+KOFy0GBuaLg+s16g5+EfTiRUxmgu4i59IbOAUJ/VxPUCZOX7gkq/BYk8tpWrtpbuKCHRdk1wCgrTQjKXXtkYETJHptfbqJ2woQJO4uCBLdgCDRc+5kkBho3zJ3Kf3+Qf5z5XERJBKemXjr1i3ZK3KsQSI3ZcbsbZGcApGP6YWKnIQpy4vqZdft21eK02YkLsuvOn+l/fzp2mbZNySuQaJkTWJyzjFvQeJOFy0GBuaLw4AOEr13EZOBoLvIufQGIYNEZumV9raW2sryY3vyl88SaTu96KIc3gtcP5x5h76KukHvBImBRtAh8LqZF/IWWks5X/MgEbS9d5i+P7tqt84xf2X2uPwxAD71BImecweDBHSL3v4ge+e3a94RQWJF+mrZ7YneWdugndA9bEGirXT5lBlrj8iuIO78nu8zeml/9g0DOUh4JNx+loEgEv7nau2f//SnI3VXZLeGnEtvEDJIWM71a+VrZ8xIyDrcW5Wqbhzy3UVfRV/LIBF8CDxupji/baWcr3eQCN7eO0yfn11nCpMtv7319FtwIHzqCRI9hyBxl9HbH2SvdN26PTZxkggShds/kb080StrG7wTuoctSIRftzu95/uQ3tqffcPXJ0iE3c8yEISn6dPfvfT8qJjYqOjYqKTCr2RfDTmX3iCyIGHs9xm5p7R/ta83MbS9ZnfmnNSEKTNeztfu0pgPjHYUl+1ubDtdlLV0YpJWP2rivNVbK6/oA68cW7dQq1Do1/FwNlcX+dKTp+sjJKW+nLW79pocYqe5PDddLiUhee7s9A1lxk63bIW+zpWdjYdzl6Ro6yzGXOIrvWAKRu01+9YaNR3N6usWfFJePpK/fF6qUS1ygW9fqHWznKwe10ekt9o9OWrowuWbyi87VC5tKFo0I2FtuewS6D+QJKTtuyy7xVW8cl2SXhwJrIDzITA281hb9Va1P01HzcrZHQuMQ6PUZ2uUey5cKPGvdtBGXast9qVPTtYmSZyzOvdIi+xvx1aEunahNH/5Inl0ElPSN5gm1Hayr1LMuShL36h5hdrpaD4rAvoPYuh9a1pDcXCT03xF1Z0httdC2HNew+HK5XBK3G6vKlyuf6wS5/iKarQTy/9BS5y+NHNHbbsxupphrThvl8hT8eX0wqo2OdQg9ImqLy7oU+znwrbl1r2n7zpjhY9cqcpf/bK+Q8QqLc+vbg+cmaGOVGSfevMKix04K33rKf1+fVdL1Y6cJbNU/3lyz+hE8lEK0LOdZsE44pe7Gsp8+r4SI6/XT6SulmPrjb2XOjkt95iptkP7+cO56cvl2SXW0xjfT3P5BnkJMiYMyq6ms3rikpziwE6wID/I2sjGPhdzyzlwXtuTl/ekJ0xJL75kjCi5cdiXOGXp9vOy04JpiVod17zTYr+6Xyh6drzCXIqDrqjpRfVXanf4Qp2NgY+5SYds5j4ry5VBG+p8QdboxolhWVXtnMw3D9VmKLY6MLmvzNhdEZwPvf1B1hBHITGn+naT+XSVJ5gjXV1d//jNf/u/93/r0iXte+nmzZs7i/asWr2m5I8HjRFsaBcl9QHUvvqbD2fqFysd+1dD6EMcGNN5J1inFVebzJ3a6e1CIEg0lOXIvScVX0MmurfnjQ+X+p6yXA8TU5Yvzyl3uGwa8/R/JZm/+8wlIiuRHETT0rWh/hMsxP60IOd/vjSiK611/hqOX8TGgBBHzXxxCHMNNLBcSTRMsw1Z3LJjfNIbtSth6KUEFU4siw575XHdzzIQhOdyXXnJn/5U8qf3Zw68ILF22+4F05ev3XH42JHyqovajrMfxaSFybMWZuSX1zZdaT9fuf2Nuf4cf+Pqldq8peJqeKDtSrvwquXclVTlL88qLK6+IEa4UFGYkTIjcU25w4f8evW6lBmT3yjUaii2tdRW7tuaVSjrF1q2QlvnybMWTlyUq8+zpbZ0w+ykGRN9lXKeYmRR2s47fVlMe12cUmsmT5lrbK3A/tkuXp04ZW5GfuWFtiuNZw6vWzAjUZxMTqdd0BkT8frcvn3qg7kJSUvXldY2qj0w2VfpL0T6uZC3UB0XDe1H36QZiVNWH/B/YrVEu3DrGcsKOB4CfTPnirUyNs121CzcuNbepl3cZ+ed1iZvu6I/AEDbqIkpc8VGHTjT4rBRXac3iOO4YIM+9EJVvraT11U4FoYC3wE6Vw6sXb1hh34uNdUeyFlqLvdoO3ntjqJlqbN9uw8cKT9W1XDDOCvWHL5wrVOsamNFrliN5cWBgk7ofdtQtMy/hlcuVB8uyskpFgty3l4L4c95geVkMAg6JTLzCjNWFx4TS2+qLV67MDHJd6CycLY8SS5UbUoXF6PMw/Lzon8kxfFas/2ItiHGqZiQssHfUC/siaotLvhTHODalfZSX8KUpVtP6WdIm36Y9BWenLIwebXxiTMOYkRHKpJPfeNOsYHGcayuqiwv3pRfZhR5u6pzX/dt3XM6cFom+crkZrp/lMz0bKdZ0I74nNzt61ev01fsQkX+kuQZL+dVH1gjz4HGM/syU1Sy1blcnLM8Z7d2fNV6BvLbtUpx0vo/Haf2bJidPHfyDNO+vVS6PEld64x9G6K6qfogLzVWTO0x8XUlLm7lmUkzluwx/zrQWbbG+tODH/2qmLgop6i0vKqy+tie/NzD2oTuF4qeHC99oaEuxcFXVPGJE2ejvkvtZ6N2OiWlb61uudElTr/aYrEaKfm1juUDt1kZXzTi6Kh1zl8iOnvtxOisytGvSPr44qzLTdOPlzq42gwX5Rf5Fia/nl8sLnFHarWDFeH50NsfZIF2FMS005dvUCusfYhm5IRqInzy1On7Bt0/NnHSrVu3RIp46OH/nDFr3uNPPP3+B7lyDDMXtRPAv13HxIqlzBXrZr5ORnaITWM67QR9Wvkt0H7+9IEdG9b+wfJjijOBINF5Q0x4qnC2rAd+pV183Zjp1p7XP1yysHGjcoM4+eWnrKm2ak9hZp5TKUifp9w/YUpEVlwPon41FkuXX2dFa8U5oL6vHTfNijb/eUtnqyut8T1rvtKGm3+oL+KwR818cQh3DdSxXEkiLm7Z0JYyQ2xj4JOr7UPbUmyFE9uiw1953PazDASRUZ5xx4NEV+3Wef6ivPb5FJ+l7dZrVtBRtH5d+X8X1zF/WiIh5PjaqjqVdAWWrdDXWRS4Tdd98zz1EyJQHBfn8fYFMyZ+cNrosCxd/yZesE1uiMalfUtMxTszwWdMhOtz+3zhy1Pmrj1iOm+qcic6/mpYuUG7xMtjoZUJJn5QuGHGjMxDcn202SblVIkFWQ+rZXE6ep9wR82K5YKu47JRF/KXiuvUMdM2nVo/11zMMhE8cxPWtdJ2shjZfES0a70pSt2+fWztjIT0UnldCLdvteVazvwAYVcpgr1nORkMgk8JsTf8e6+rWhzHRNOVV3y7F6cFbkDpG74wt8bo0rl2WDs5jSW6nKj64oI+xRZsN/EF+grbCp0O2+XH06deX+GX89weeyLw9FGy0rOdZsE44pmHAieS9nu/aXs1jFMrxE4277raTXpp23RWth/yidyo5qYX9xftMJVc9VaeTj+vGCuWUWqal3EB138xtX/otIYrtmhhoC/RfEIqXE91O16Ol/Z/6Eux5WRzORu1u7X+CTUu7pg9Ze6Gatllwe3E1q5d1qMj5iYm6Z0TQ7siWca/3dWwfVHg4BoznLi23FSy8XA+9PoHWRtT7EnzB8xyiO28t2GTCBLZb62rb2gU/xw/Ub1q9Rrxz6tpGXKMAFcOvGE/6y5oP0BYzh+1JuEPsXlMh52gbYX1HkJE2OYTdsO7seftn4VQR8SMeR20/61LDIHLQXS4Gl87ttZ06QjeNCv6/Jdqv2D60ecvj4jL/LVj57hXwxy1oN0Y8hooMI/sobhlJfiTfvt65TrxrW1eithk8xeKbdFu50P4/SwDQWTc2SDReaPpdJER5uTXoXaM/XvKT9BRtJTkjM+8/wwwf1oiQtubTuPrp+PkN3bXWm+ZaVi2QltnyxVHYDpC2vrMMZdoQwcJreCeXtRkdBhoNRC0u3hBBJ8xEa7P5Z3ii8fyGTe+7xfsDKoLpPeXP7frl/u1Rzq15coGLZ1lWep/ywo4HALXo2bFepnWCL9RLdpvDNa9pFeat+1Mg+CZm9HWyj9U21gjKfnRFur/BVTDHCTC7tsL28W1ZsEGp2eUhV8l971nORkMXE4JfXJzvTXrTLT/LUUugX64jS11OVG1xQV/ii2YTkiJvsLmezuC4BPJhOVIhR3TWOGQZW4r2spH+FGy0bOdZsHhiGvLtW6C9UNnQ5uDPJraBcd2rOVpKfdetVaSs378tbuRtjNZx+lUNN269N+i1GkvXm26XWBGW+Js61eggdP8w1woBB6Olzbz0Jdiy4fI5WzUVinZXFJxCxLhZ2U/OkZPp3aDDvsn7IlhLOiYNbDpPeVx0f+3nc8ezode/yA7fYi0wxrq8jh12kwRGz7YtPnfv//ojU7t0vrq8jcef+LpqhNBB6OrfO2UoLNOO2Mt549aUPhDbF2loJ2gh8Ol6w4HfaWGxzafsB/wbux58/96ncO5GTtOW6rYBWNehzAlIisuBzH4jBVU5CT6Lx3Bm2bFaf5XDqSrK63L/EN+EYc5auaLg74bQ18DrSN7KG5ZcVyKdnPDvBRb4cS6aPdPYtj9LMJA7SfZ2W8Gm1feZISFAHcmSIgg5ddfXVvH+ZIRdBRtlyT9sht5kGi7cGDT6tlzzDVlQ4x/fp9eyTv15fQNRRWmA2/5hDuts/kI6b8JaffTxddCV2djqW+y6SvHvLb6//5VMun0JRp8xkS4PtqEtvnrBu92+eE0vuS0z6H23aNXcNJPXz1ayNPUsgIOh8D1qFkJ3oTwG6UNtW2OruOHxDarzsaK3WvTFso2M7r+oZadbGBcTNccbtQ+KZ2XqwsXmKo2uezbtupcvU7nxCW+raUXTFdwp60z4br3HNbT5ZRw2PnmmTjM0NTT7UR12RyN4EuY9RQysG54uCPltIsChBvadUWvsb1QVpnVjfSjbaVnO82Cwwq77rGmSq3pl2o8oClXxvFwmHrq8wmsT0CHPea4J009tS/pieuNq1von7GdjrWB0/yt52pPjlfYS7Hl8LmdjXqZI31rtf7Bv95wYM3chBTLnZAALrNy/rA4nksCh/0T9sRwno9pEocZejkf3E9LHetSPF5yQ+wiQVfXrX//wU8e+N4Pn/v1tJz3N1Z/flIOcMRpxaw9LQsKe4itqxS8E7quVG3S6qAnTl+emX/4glvJW2Kbj+MK+/G+521H4cIe38viQ5S8cHnO7qpQj+C3zTNUichK+IPocMoJzAsK3jQrjme1v6f7/EN9EYc+auYlOs7f3NM8svZ/4BMU0PF8NuNpKX4sPd3Oh/D7WYSBgR4kZLU/oa3mXwRXVaf96yVIqFqSeqUxPcBoezP0+KKweOaw0aomcVH+KSPyWI6Q0zpbj1B7Rf5s9bWntQ48FciI5rXV/1f1vM3a95JG6DPGZX20CRcU1toWIXQ69Noq6QlYq7RgxH2tybV+19Lc5N96ygYfAqeD0stBwt/GwOS1Gw5f7eZZXavy6fUXjcqO2h7Q1sq/IMfP6u3z+7QamfrR1FoKmn7AiGTf3rgoCnz61WrWmgPyVxOnrTPhuvcc1tPllHDY+eaZOG64v6fbieqyORrBlzDrKWRg2nCXI+W0iwKEHNql1ZdNSJF1bf2tcSL/aJvp2U6z4LDCYfdYe0XOZPERyNl36rypVZJcGcfDYeqpzydwTQ5ouquucNyT5p56TRv9126t4pa1eoMfp2Nt4DR/07na4+MV5lJsOXwuZ6NR5lg60SgWGM12QxUWXWbleHSczyWBw/4Je2I4z8c0icMMvZwP4Zfux7SUblxynXeRoOm/m+8bdP+ESUkF2z8Z+diT4v+PP9klhwXjtGLWntYFhTvE1jGDd4LB9YaqHTnaszSSFmYUO6y/Hdt8HFfYj+c973Ssb1ypFbFczwazN1Ub99UtOMzTqURkJfxBdFgNgXlBofanwvGs9vd0n7+O0xexjtNRMy/Rcf7mnuaRtf8jLm6Z8bQUP5aebudD+P0sA0FkDIA2Ehbcr6pO+9dSKnI8AH7kvSFT+VK79xR6/ADnd4gEItsvWrbCaZ0tR+jKgTdSFxSY7qibsB3XiCtghDljXNbHWKLtZndIqnMnahOe3jDD/7u79kPjxA9Oa/Px3160HtbgQ+B0UBzKsorgTQi/Ufqs7NUDQmGalf4cKmsdbv22vlqQ42f11KaFk9eWO94R9rBv28q1FpampkH2rTPhuvcc1jPkLXsDh51vnon2v70mg+XecdgT1WVzNIIvYeGvem5HymkXmTgiFue0wtrpbS3sNnn6aFvo2U6z4LA54faYvhRbXdgc/9HUKvDYK1Dp1Tzkpum3Fh0rGgWjr5i9xqD5hrtxyy7zcKc2pvVKG8CxkomO03E0nas9PV7hLsWWD1H4s1FwqTQjefn20E8TCuAyK61apseqTZGfGPLbza1qk3WGXs6H8Ev3E1hKdy65Ia8n2z7eJcLD6qy14v8ztefE/5P/a8atW7eqPz+1tWC7MU4A45y3VSnRKiyFOH/CHWLrmKGvCRpdV45p2cmxjp8V23yc9mQAr3ve8VhLOi9sS9euTsEV98Osg7lEZMXlIDpWNA1UPXLbn65XWtf5m7F8EZuwHjXzFum7Mdw1MGjkiItbJjwtxY+lp9v5EH4/y0AQGV/bIBHqyGmzslST1duYOn+6bGhLkd/Hlq1wWmfLEdJGyLDWVPNj2Ryj2kwELfoFoc8Yt/Ux7u8H7WRn9C+VzM35s00PdtTWeUF+bpapHrz1sAYfAtejZkXbBOs3mctGGbehI3utoWlW+mr7245raA2hAgty+qxqq528yVoP24+XfavNfNluvfAXvL0WXPeeVmqcY3loTOhGhAYOO9+8sdr/thKb3jJYlgBcTlSng2VDO3bWa73TlSGw4W5HKviUs6CvsENja201LN8u+jNMI/9oW+jZTrPgcMSDlxvYY/rRNJc79cb0/qOpf/1YnntzoyLHtPf0xrUpOVVOPy7a0FfMWhDUl6WqM2mcWj830bd7+yLnQoZO+MbWoU/1nh4vbYRQl2LLhz382SjQZrvGVoPZGbdZaf/bGluf0S4joRtbR35i+D84prlbnm7iuMM9nA/60nvzg2w5CpKQ15OFi18T4eHzk1rJqkFvbG20sU781ZSyI8G/K+llTevM9RULcf6EO8TBY4b9jUAbQRYK289WnwpVj8h2KJ32ZACve975WCuMaYO/jcOtg/bBdGzi5XIQ9UbDtsbQWlsyS2PrcPvT4UqrP58g0vlb0eYmv4itmI6aeYuMcybMNdCy+Z6KWyYclqK/cs25SbfC0tPtfAi/n2UgiAznINF2oarapSlIJNyZIHG7Jl97xFXe6ca2K40XW2xBU29jNGPBJuMJjOXb35g7OWWu86erfl9men5xpf4sMONRcVPmrqvULwGWrXBaZ8sVobN2k1aq85toema/bXMuH/aJlU9eXXhALPf86WNH9m3NWr4h+OMd7oxxXZ/btflLtUdhrt93rPpC45nqY6W7N6T7is1fRQG01qITZ8y1nLLaZ2PuRNPjm+yHNegQuB81C/rjNVJ8B/Rn2DVqAcZto8S344IZCcnLN+wpP3Vee2n6gR0blmfts33MdMyz0qp0iwUV6w9HC34spuNn9XLxanm/29D6zP7Q+7Z6w5KcolL9hr6xLK1Fo7Gg4O214L73qnP1mi2HjScqinM1ecFScf0KfUo47Hzzxmr/z1s6e/ryDcZD66r32Z9kGu5EdTpYNtpKM/SmJtreON+iXcSdrgymDXc5UuE/9YLGHfrjX9fvqzrTcqFanB45RWK+euE+cVl+JI+DlFg/SmZ6ttMsOBzx4OWa9pgWpKfMzdzjX26qdlnzn7r60zwT5aOTxd7LnT3d9vjX8swU7Rb/9tLq2qYLp46UF+f7FnzgUETQVkx7KKF8PKtxCTU/lFDjTGGyWJz4igrzZBK9iqlYJe0CK3ZF6e6127TFuZzqPT1e4S7Foa+oEsu6XT+dK05I06ysb7Qw4Torvb6WtvMr9Me/HtGfSB7m8a9eTgyBduYnBR0vVXpw2uEezode/yA7XXKdrye3bt16LPapb3/n+zdv3hSd4q8RJLq6uv7rxVTx1xjNgn6dlE9HNa6Ts0KfP+EOsXXMoJ1Q9YH25GutnqG6DmgHVIyp30AL3L6zYTuUTnsygOc9b/3/D77lm7S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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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cl/JWBiGEEEIIIa5HFwaHVi8YKuZbDcbbFH7zVdQ7Fad454EQQgghhJDrNLowOLRRwSCEEEIIIYTcyNGFwYGCQQghhBBCCAk6ujA4UDAIIYQQQgghQUcXBgcKBiGEEEIIISTo6MLgQMEghBBCCCGEBB1dGBwoGIQQQgghhJCgowuDAwWDEEIIIYQQEnR0YXCgYBBCCCGEEEKCji4MDhQMQgghhBBCSNDRhcGBgkEIIYQQQggJOrowOFAwCCGEEEIIIUFHFwYHCgYhhBBCCCEk6OjC4EDBIIQQQgghhAQdXRgcKBiEEEIIIYSQoKMLgwMFgxBCCCGEEBJ0dGFwoGAQQgghhBBCgo4uDA4UDEIIIYQQQkjQ0YXBgYJBCCGEEEIICTq6MDhQMAghhBBCCCFBRxcGBwoGIYQQQgghJOjowuBAwSCEEEIIIYQEHV0YHCgYhBBCCCGEkKCjC4MDBYMQQgghhBASdHRhcKBgEEIIIYQQQoKOLgwOFAxCCCGEEEJI0NGFwYGCQQghhBBCCAk6ujA4UDAIIYQQQgghQUcXBgcKBiGEEEIIISTo6MLgQMEghBBCCCGEBB1dGByaKBjn//MfvxURQgghhBBCfuGRmqALg0MTBaP+8mU6BiGEEEIIIcSKFASpCbowODRRMAAAAACg+SgYAAAAAFxDwQAAAADgGgoGAAAAANdQMAAAAAC4hoIBAAAAwDUUDAAAAACuoWAAAAAAcA0FAwAAAIBrKBgAAAAAXEPBAAAAAOAaCgYAAAAA11AwAAAAALiGggEAAADANRQMAAAAAK6hYAAAAABwDQUDAAAAgGtuwIJxbG3oTTf/ShJfoOcAAAAAuD40q2BUFW+aEzmoUwdzWN+pX2h04opdJy7oC1udKwWjsmBFfHSvnl2M9dx08x09B42O31R4Wl94w6gqSZWteLijsRUduveKTMyu1JcAAAAAbaLpgnFhV0IPNaC3JyT5sL681bW4YMgW9VJlyS8dBs3ZdVEv1DyHlw2VX5yzS0+66VDyALlJDW9jVeacAFvRYeSSQ3oBAAAAoPU1WTDKloSokWtkYk5JRWVJ/ta1CdFDx22o1pe3vhYWjGObhutxeZfQBZvyD5yoOFCQumDkHWqdHSJTj+kFm6EooZvxW9eiYBR++HQT21i21tiQTiMTNhTsqyzLXzZF98Bp29vszSUAAAD84jVZMArmqGFrQyPdqrL0ZTNGD+inBujtHh40esH2ilp94ZVdCcbvdkssrC1Lj480D7Lq2OmlKUv2SD+pzl8Q3aOT8Vt39IxOyPM0Ft0fBi05dHFfyowB5vE/d4TMWHHA895CwIJRuT0xeqg6iOuOniPHfVxQpS/wV7jAHLjf1HHchhN6lulwSmQ7c7VdFxQZ055rCU2xFjuxIsy83rC1FTJVuT0hTB9h5cnIFUY50Yv1+rTswoG1k1/qbqy209DJKSWecb/vekwVKSO9a6g9kW0VHk9sN8PrwoGiw9auvlK2Yqi5sG21AAAAQCtrsmDoP9L/qkPkkuJA71qoI3l80y5ikx7jqoJxU79e/czzBLwZOjqyn++cfgnfmr/iGdn36DdIjfh1OkSuKPNZwCoYF/YkOg8W8t4GH9bmJOTrOZaCOWolA8yjv5oqGPnx5s8+8SkYv+o5yPdWdRyeojagqYKhd5pPAhYMX55Ni85oqFwBAAAA11rT52BUpOo/7RtvPoxMTD/kVzMuFm5em32g2vzzfHV+vKoNT+u2YI2VpZ98e6Kq6kS2XkDSb/rWMplT+KnnrYMPfd468CxQfXjrHHXwT7uZ5sE//gXDcxBXz4R8c2RdladOGuk4PcdxQsXF7ZPV7wb4M79n3H/THKN7NFUwDJ6t8z1EylrPzT1mZhyuqq4qy5je05zTYU62cYuaKhiGpt44criQOcPcjYG2GgAAAGgtTRcMGZXvS5lh+2N8x15TNtmOzPHlN+b2TLazBsplnnpgnSpgDfrVMlZ/8J5L4BmRd0sslCm/guFZYehy9f6AKFsywJijG4udfzmxs4qBOcp3oWDMMOuEwdMfVO+6BgVDnY/R4Ps2AAAAQCtpTsEwXTyR/XG0VTPaWcfh6HMwPB9i64lfwfAO062Bu7cP+A6mA3UAz/FI5nFNfgt4riJAnKPzVn0Hw3YUls+SbhcMb7tI3lej5wEAAABtotkFQ6kqWRKhzqaITK2U8XrRHHXwz01dekTOSFiQmBBtfGyrpOmC4R24u1Mw7ug5qNcA33zseAfDvXMwDNdDwfC2i7UNvq0EAAAAtJYmC8bFC77DVp+hsGfcPNr61Fq/Mbdn8moKhvdkZX3IU+BDpA4l9zInbStsjPUpUp5TrrWGPkXKdpyVp4E0t2BMSfdswOFPB5lzfA+RUptjyo9XtS3IguFpFz3ezGizryUBAAAAbJoqGDLO7tB9+LTk1Jyiw1XVh79d63O+slUwUs3B/cWyFfr9DTcKxk39pm8oqbCdBa5P5PArGLZv6ljyre45F6rKCjdkqHO+/TX3ezAKpqs53Wakl1VXVZVlx+s3Z7wF49vEruacHvHbK4yTucsq7OdwGyd5b9pXWV3xbbK+Rs/bJvmz1QJPT95snsWek+D5JC6rYHjeaemZkF1pXPvhY45Ttz3t4lcjk/edlmW88Zy7AgAAALS2ZhQMPfa1x/Pn/9MZ4/RgXaddRLQa9ba8YLTr4PvJttbQ379g2IbaPrEG6/6a903eFwvf9/sg3Y69+plzvIc2eWqAjrpGT8Ho0NHz6VsqHYerGmZ8rq7/l6O36zfInOO9zZ53WnQc7894a4wjDW44AAAAcK01eYhUdWFK4rgw/T16v+rQvVdkQqrtCzEufJs8LsT8vrkO3QdMW7uv5mL2TKMYtLxghC4vKVw2ZYDxTXwdO73U1BftVZWkxkf3Mr+VT2J+19528/2EBpwuMpbvqb8pz1h+waZ9/u94OL4KUL1lYTt3wvtVejd16RGWkG2swTP0D1u7b4/eOe0etn/RnqEqL3G0uvZO/UYvKKjSXcXWDWpKVkzzfnXgnBy/TwemYAAAAOB6FORJ3q0gYH+4kVhDf+d55AAAAMDPHAXDdRQMAAAA/HJRMFxHwQAAAMAvFwXDdRQMAAAA/HJdfwUDAAAAwA2LggEAAADANRQMAAAAAK6hYAAAAABwDQUDAAAAgGsoGAAAAABcQ8EAAAAA4BoKBgAAAADXUDAAAAAAuIaCAQAAAMA1FAwAAAAArqFgAAAAAHANBQMAAACAaygYAAAAAFxDwQAAAADgGgoGAAAAANdQMAAAAAC4hoIBAAAAwDUUDAAAAACuoWAAAAAAcA0FAwAAAIBrKBgAAAAAXNNEwai/fPn8f/7z44ULhBBCCCGEECKRgiA1QRcGhyYKBu2CEEIIIYQQ4hepCbowODRRMPxWRAghhBBCCCESXRgcKBiEEEIIIYSQoKMLgwMFgxBCCCGEEBJ0dGFwoGAQQgghhBBCgo4uDA4UDEIIIYQQQkjQ0YXBgYJBCCGEEEIICTq6MDhQMAghhBBCCCFBRxcGBwoGIYQQQgghJOjowuBAwSCEEEIIIYQEHV0YHCgYhBBCCCGEkKCjC4MDBYMQQgghhBASdHRhcKBgEEIIIYQQQoKOLgwOFAxCCCGEEEJI0NGFwYGCQQghhBBCCAk6ujA4UDAIIYQQQgghQUcXBgcKBiGEEEIIISTo6MLgQMEghBBCCCGEBB1dGBwoGIQQQgghhJCgowuDAwWDEEIIIYQQEnR0YXCgYBBCCCGEEEKCji4MDhQMQgghhBBCSNDRhcGBgkEIIYQQQggJOrowOFAwCCGEEEIIIUFHFwYHCgYhhBBCCCEk6OjC4EDBIIQQQgghhAQdXRgcKBiEEEIIIYSQoKMLgwMFgxBCCCGEEBJ0dGFwoGAQQgghhBBCgo4uDA4UDEIIIYQQQkjQ0YXB4TotGMf37srJ+u64Yz4hhBBCCCHkeoguDA7XW8H4PnXSGyHP9uncXfJBvv+lhBBCCCGEkOsiujA4XG8F4/jerB05WTtS33uVgkEIIYQQQsh1G10YHK7TQ6SOrBhPwSCEEEIIIeS6jS4MDhQMQgghhBBCSNDRhcGhVQvG8fyVC97/wJlN+/yXpGAQQgghhBByPUcXBgcKBiGEEEIIISTo6MLgwCFShBBCCCGEkKCjC4MDBYMQQgghhBASdHRhcKBgEEIIIYQQQoKOLgwO11nBOHPqeKWRPUve6Nz9vS/Nn49XnvNfjBBCCCGEENKm0YXB4foqGPlz1Xd4+4W3MgghhBBCCLm+oguDw3V6iBQhhBBCCCHkeo4uDA4UDEIIIYQQQkjQ0YXBgYJBCCGEEEIICTq6MDhQMAghhBBCCCFBRxcGBwoGIYQQQgghJOjowuBAwSCEEEIIIYQEHV0YHCgYhBBCCCGEkKCjC4MDBYMQQgghhBASdHRhcKBgEEIIIYQQQoKOLgwOFAxCCCGEEEJI0NGFwYGCQQghhBBCCAk6ujA4UDAIIYQQQgghQUcXBgcKBiGEEEIIISTo6MLgQMEghBBCCCGEBB1dGBwoGIQQQgghhJCgowuDAwWDEEIIIYQQEnR0YXCgYBBCCCGEEEKCji4MDhQMQgghhBBCSNDRhcGBgkEIIYQQQggJOrowOFAwCCGEEEIIIUFHFwYHCgYhhBBCCCEk6OjC4EDBIIQQQgghhAQdXRgcKBiEEEIIIYSQoKMLgwMFgxBCCCGEEBJ0dGFwoGAQQgghhBBCgo4uDA4UDEIIIYQQQkjQ0YXBgYJBCCGEEEIICTq6MDhQMAghhBBCCCFBRxcGBwoGIYQQQgghJOjowuBAwSCEEEIIIYQEHV0YHJooGOf/8x+/FRFCCCGEEEJ+4ZGaoAuDQxMFo/7yZToGIYQQQgghxIoUBKkJujA4NFEwAAAAAKD5KBgAAAAAXEPBAAAAAOAaCgYAAAAA11AwAAAAALiGggEAAADANRQMAAAAAK6hYAAAAABwDQUDAAAAgGsoGAAAAABcQ8EAAAAA4BoKBgAAAADXUDAAAAAAuIaCAQAAAMA1FAwAAAAArqFgAAAAAHANBQMAAACAaygYAAAAAFxDwQAAAADgGgoGAAAAANdQMAAAAAC4hoIBAAAAwDVtXDDy42/+1U2SkSuO6Tlt42JRQr+Ov7qpy+gNJ/QcAAAAAMFrRsHYlWB2AL8k5OuLW+R6KRjH1oaq7Yov0HMAAAAABO+XWDAOLxsqVzpnl540Xdy3YUnCguT803oaAAAAwFUIomBM31pdVWXlor60ZdqiYBQldDOu1LdgAAAAAHBBEAXDOSI//KnxVsCvbuo4bnO1mnNhV0JXc+GuswsuWP1h2vYLpwsSIvvdIT936D58QUGVWjpQwajYtTYhemSvhzua87v0CJuxolivXKjlu35YdMVaoSwTmWh/56HqUMaSadG9enYx19CxU7/ohBzPmRWV2xPC1Hwr5lUHPESqqiQ1Plrfkk79QqclF3qv5cSKMGN52fALB9ZOfql7O1mmQ/cB09buq9FLAAAAAL9ALSoYxrsBPc1xeYcZ2cbA2jPZbU6+Oc7W/aHDoF5qvic94o364V3AWzAuZs9U1cKefnP26DdM9PI9B/XqYF9A5iQUet5TUUdA+abj8FSjY3iuzp4GCsaxTaM72Rcz0yFyRZm6WBeMdv0G9fBdpl3Epgq1CAAAAPDLc7XnYFgD8W8T1Qi7x/sF+5aPNC/tODnTtw8Yw+7kwsrqqsqiJRGqPwxdcsi+gO0QqWPbV2woOqzeByhbO1wViegM9aaHtyGEJGSXVVdVlaVPe1rNmZ5nLiEuFqWnbN932rwNVQVzdOdJLDQvDNyX/AuG1XP6Td9aVlVVfXjXEn1Lwtaa/UEXDEnX6LVq0xL1nJGeEgIAAAD84rS4YFy5WPh+P3Nmx3bmELzdtO3q3Qnh6QODVJ0w7EowjiYyDy6SqQAFw4dnHK+H9dbyHb314NtEdVBWaErgT5j1/IrnrPRmFYyC6WrSti2FC1STiUytlCmrYHhvedXmKeYczu4AAADAL9fVnuRtP9PgYpF+l0Cij5XSAvQHz1Be9QHnAvocDH0GhSf+BaPBFQp9DkY/87wIb4IpGNY6l3vfjKhIUe/PqF+0Cobt07QCrhkAAAD4JWnhORimY5v04UNG9LFPSrAFoyI1UrWCdg8PHTc7MWHBnOHmJz41v2Bc2JOgT4ro1G/0NFlD4rgQ9SsUDAAAAOCaa3nBqE6PNk9XsM7kDlt7WF9k9YGnE77Vcy5kzlBrC3SIlGfUbp0v0eAhUk02luhUzyc+eeYEd4jUHFWZmj5EioIBAAAAeF3tIVKe78Go2jzFfM/B+JgmKQ/q/QfrD/+ewf3N7SKW5JdVV5VlTNcHU+mG0EDBSCisNS6tyvG8HXEVBcOoAVcuHPKcJm41Ac85Gz3it1fIhpSVVcim+BeMi/nxqk44TvIOSTbrEwUDAAAACOBqT/JWA+vTGePUsFu/a+F5N0MKgFkxPMN9ff63lR7vFwX8mNrCD9X54lb6jY40P3O22QXDU3isdBweqQ67spqA/qI9T8xV+ReMK1dqPB8/ZY/jY2opGAAAAIBdSwrGxexp+rNcrSOgvCN1s3J4+kBCdlnGnJHmWded+o1u7Iv2yrLjIzuZbeSOntEJedVXDiUPMNfW7JO8LxYumzLA/AqLdg8PnZxScuHi9unGCr1NwPvVeMYX+SVky61xFgxRU5a+wPZFe9FLbF/nR8EAAAAAAmhGwWiBAH0AAAAAwM8XBQMAAACAaygYAAAAAFxDwQAAAADgmmtbMAAAAAD8olAwAAAAALiGggEAAADANRQMAAAAAK6hYAAAAABwDQUDAAAAgGsoGAAAAABcQ8EAAAAA4BoKBgAAAADXUDAAAAAAuIaCAQAAAMA1FAwAAAAArqFgAAAAAHANBQMAAACAaygYAAAAAFxDwQAAAADgGgoGAAAAANdQMAAAAAC4hoIBAAAAwDUUDAAAAACuoWAAAAAAcA0FAwAAAIBrKBgAAAAAXEPBAAAAAOAaCgYAAAAA11AwAAAAALiGggEAAADANRQMAAAAAK6hYAAAAABwDQUDAAAAgGtuqIJxfEtseNTiPXoKAAAAwPWmWQWjZn/motkxoeFRIeFRoWOmToxfml58Tl/WmlpSMOrPFaXMHztGbULcoq2lNfoCAAAAAK5pumDU7EkaFR4VOT81d2fBbsnW1ITZMYt21OqLW9PVF4zaoqSYkIgZi7ceKK8u37916cSIqNi0Cn0hAAAAAJc0WTBOp8+MCpmXd138vf+qC8bR1LHhUQk7zutJaU07EkPD4zPO6EkAAAAArmiyYFSkT4sKSSzUU06nitMT4yPNQ49CIqLHLthSag3jjT4Qn37iSmVOUqy5QNj05N2njEvO7kxWc0LHxy/dedpcWhQulv5QWFuerZcPHTMjLqW4pl5fHKBgnCpIjp8RFqFWnpRR4q0Qdmc3xYdEJBVZ6xH1BYvCo+Iy2uJALwAAAODnq8mCUZu/MCokKml3tZ72V5QStyA1o7i8pvpc+Z7UueOjQhcWXFIXGX1g6tKU5LikzP1Hz9UcLUyeHR0yObUoJ3Hs/NTdh07XnCjNWBgTEj5j/VH1C0bBGBs7I3KeeWl1eVHKwlHhUaOSim0rtBWMMzlxEVGj5qUWycpPlOYmzQiNiE8/pi+0K0qMCpm2pVJPKUZxCk0q1lMAAAAA3NCMk7yP50htCImYGrcsr/RME6deVKbFhYQnFakJsw+ELrAdXnUmc7rMmWkb69cXL42KmrhOnQ5hFAxpIOW2txrMFcalHzcnfAqG2XympVV6Fz6XMdtWb7xq8xdEhSwq0FPaudz4Rt+ZAQAAABC8ZhQMcen07mXzx0bqw5xyjwY+EsmwJ8mvYPgehmRUCE+dUOyHYBmXhn12wPzZozonzlqJT8EoXhwRFbvJOrzKUL5yakjEUn3tXoGP8gr0tgYAAACAFmlewVDqayv3bFk0LTokPGbxHk/HqC7PXTZ/4iT9IbZmfAqG7znZRoXw/fgm/4Lh+HAn20z7Cs2fPddoj+favXgHAwAAAGglwRQMpb5ivVSCSanl8vOxLbHmWRDmKRNm5XC8g3FNC0ZCzrmaar8EeHeFczAAAACA1hF8wbCdaLH/s5iQqOT9tlMmjM9ralnB8B/0N3SIVH3h4gi/o60aVJMx3/9TpC7mJfApUgAAAIDbrqJgnDeOOJpsvINhvDOg3srQjNOsW1gw/BpL5bpGT/Ien1TU8PkgXubJ5XwPBgAAAHCtNVkwCpdOmr8oJdP4Dm8jmcnvTg31nINxKU+G6VGxywrLq89VHipYPy9m1PiYFhaMsPExYdOSc5v1MbUFCeOjQicsXJ9TXHqifP/OgoyUxNjPAh/1ZLzZ4vtN3qP8ziYHAAAA0GJNFoyK/MT4yAnR+hzuyJiJ8Sm2T5E6X5qWONbzpXgJaQdqjA7QwnMwSku3Jk0fH+1dp/WGhnOF1QcyEuNHmR9vFRIRHTk7cfWeho56ctxU+xFTAAAAANxwNedgXDPO+gEAAADgRkLBAAAAAOAaCgYAAAAA11AwAAAAALjmuioYAAAAAG5sFAwAAAAArqFgAAAAAHANBQMAAACAaygYAAAAAFxDwQAAAADgGgoGAAAAANdQMAAAAAC4hoIBAAAAwDUUDAAAAACuoWAAAAAAcA0FAwAAAIBrKBgAAAAAXEPBAAAAAOAaCgYAAAAA11AwAAAAALiGggEAAADANRQMAAAAAK6hYAAAAABwDQUDAAAAgGsoGAAAAABcQ8EAAMAdly9frjfpaQD4RaJg4Geurq6uaO93q9asq6iodL7qy2jgx59++ubbvdk52w+VHm58WLBqdeo7s+fKr+hpk6z/4KHDctF3+/YzqgB+yTZ/8eXTfQb27D3wt3+4LXvbdj23FclTkFyv33MUALS+lhaMosSokGlbKvUU4IrCxeFRsWkVeupqyavsrHfn3fI/dz78+LMxsdPv69x96PCIlDXr9MXmAt/uLb6/S49n+rzw+hvjf3XTzX//8OOGXpu/P3joz7fdK6MH+wLrN2z+zc1/aX97p3fi5g18cZhkQ9rmtn5199l7NTkLwyYkF11UU1fjev4/XpkWFxKeVKSn3Het19+I0pVTw2Zn8tTaUse3xIZHLd6jp661gwdLU9dvlKcUeTIpPXxEz732ampqivYWf/pZ8oAXh/k9RzWLz14qXT0hevoXzXn6bf6SAH5xGi8YFenTokLCG4g55qBg4Bpwp2BsyciSl/ms7Fw1uWFjukyGDhtlvc8gF8mcmNgZanL7v/NlcsuXmWrSrr7+8tjoyXKp/cVbXtRvv+ehtE1fqPUdO/bDf91yq8ypq6szL28rvgUje2FoZNJuCsZVacuCsSwmNDatXE/harVuwRDy9PKb3//lT7fe02rvZ9bV18tT0zN9X3i6zwt+z1HN5VswksdHTVzXnIde85cE8IvTeMGorSwq2L1TJXPRpKiQd1M8kwW7iyou/awLRvnKqS0f495ArqftdadgLPggUV5uJWrEX1dnvAxLDh4slcnz589LGZDJS5d0H5BX5Zt++z/DR0U6RwbJK1aPmzhFFra/eO/eU6hWmJVtHAsh8+VSmVz6+XK1QBtxZ+9ZKBhtUjBwVUpXT4pLP64nDK1eML75dq88Cfx1fExrvpEpT3HyrPXO7Ll+z1HN5cpeupiXwH8WAB7NP0TKfDcjsVBPefx8C4a8ULk5SrvuXVfb684QeW1q2p9uvWdkxF/Vq+3Xhd/Kq+///V27CxcuyGTJ9wdlUmLVCXlVVpXj5MlTao6y/0BJz94DMrJy/F68j5YfMw6v6vvC2bNnZVLW0+GuB2WZbbk71AJthILhGgrGDeZQamR4GxeMv3/4sTwJrFi1Vk+3orYtGJd2JPKfBYDFnYJRfjRn0eyYUOPQqehRs5Nyj9bqi01nd6bETY42Lo2Ijk3MLD2v55tPasaLwdmdybFjjMOuEvLMXzxfmpEYPyrSmBM6aX7yztPm0oGcKk5PjI80f1dWPnbBFndWfjhN/YqVxZnG8++infpyUZMxX+ZP33pOT4s9SaHWa5v9WsbMiFtWcDbgu+XGr8xYf0xPif2fxYSExyy1PUkbQ5yIpCL59frTRWlJ0yeYezI8KmxyYnqJubVFyWG+v2I4mjpWb/L50q1J08dHqw0JmxCfsOnAJb2Qh3N7Pa803vvOvGcz1DUGYAxqFxdeqSlKjZtkXFfoJH3zakq2JKg5Y2YkpJXWqMVFQ5tj8B0i15/OXxgTMj6pyHN5g48oBxn0W/1BvfpK31BzsrK3y6SktlY/XOVV+fGe/WRO2qYv1BxRf/nyi0Ne3fJlVtY2Y3m/F29ZlTWZtsk4BKvjg93q6gLe2Y1vsi/j0RuffvxcUcr8sepRND5+UbbtUIRm7z3fIbK6m2or85L1QyIyZnpiTrn9AVF/evcSz0N3fPzSnadLV061CoaxNvnZWCYuLEKWScxXv3uqIDl+hjnHvKlbbXe02pYTVypzktTDLGx68m6zwVn/N9UVmUtrzbyL1dbtNq59qrkrvM8/Z7fGh4THZ5xRC2qX8hKN/3FH9aQP+yaMmTp9pfHfRK+/uni156KwyfNXF9r+1zd1RzS+t2tKMj3PnLaYe9un13keD6VpiWPVHpNnlZTiGu8Dzee/uRVnzzS2aOaWyuoD6Qsa2CLRyL3pS63tbH1FfqL5eJA7a4n5XOd9hMg9ou9uD9tNlSft+BT7pcZWy6vM+dL0BeYdOjlVPeib83goX6eu0Yr5sDd2XdTineZ/pYC7rmX3oB95NggdNkqeB0rNEzDq6uo+S14569156V98qRa4pppfMIynZc/+NF43T+UlyJbqp33/p9/dy/Sus8dc2Fry3O7F6j+gJ+qha3sdlCuKnJ2YXmw+2cqdEhEVueyA8TOAnyk3CkZUzKgxcUtzSiurz1UeylscK3OSrJNKz2bMDw2PmZtSWO65NFRe3tSTu/HUH5eclhQ5YX7yVuOwq1IZDdQfWDo+KjR2ae6h0zXV5UUpC0eFxyze08D4oiglbkFqRnF5TfW58j2pc+UXFxboJ/+WrPzS+Zpq4wl34soDsmbJpUvGH/jDPrOeEGvzF0SFyotZfI710lsu47BJ5svhxeLF5rWYN+x0aU7KdJm0ttrOeE85Ki7DenU3rkVW63dFIQvyjI2qL05+N3H11gOyJ2uOFq6fFxMSkZhv7Ofy9ZOjwpYUm8tr5SkzQqKS99dfqdwUHxoxY7F579QcPZCbtnTRF45DZgNsrzHb+F3jvisoPWFcY/qiGTLZwH1hvNIkrEydOz91t+zbE6UZi6aGRiTmFqZOnJZs7ofyomWyNk/NEw1ujrC/wp0vSowJiYxP99Swxh5RgchrrdQAdbjU4JdHWO9ObMvZIXMkVgORJdVbEElLPldzxIcfLX4vfr5cFLBgKLKGjZu3dLj7wbvuezhv51d6rlNjm+zLePTGTIydOjEpc//Rc7I/c5Nk50fFbrJe9Zu59/QQ2V4wRk2YGqbvFHlwLp0oj7fEQs+QydzbngdMeXHm4tjoUeNjfAtGSnri1Mh3UzKMQyVLjfduzOHCqHnmXS93dFqSrHNUYqH+r2Fsy9SlKclxaluOFibPjpaBY1FO4ljr0SIF0jbub/5dbG5dzKgJMxb77AoZi8t/roKECN8/Acj/poVRIbMzjdvsx9yE0GlJ6TkFRYXFu7emJOcZv+hZ/1R1Y/T67X8jb+qOaGxvm1cau/LAWVn+ogy7jaej5P3qMmfBiIqcMDVS7TH93GW7l43/5vGri09fqr9y6cfSDLkZ41NKG9pjEVNlVdb/a/8tavze9GWsbVLy+iXz1f4v35MyPTJq7Mri3IV6/ZWHMhPGe3uC3AVFSeYDzFxe7tzk2eb95fnfbWz1orT0mdETE7fkeg7Ebe7j4fy5mpxEeSCt3m88idVUm89U5q4bNd7YdUXy8HPsuhbdgw7/+c9//viXux/o2kOeE9SpEUNeCZ8xa879XXoEHPSrZ6fmaM6ZXc0tGMf0XWzskBOlu2WHjI+RfWJ2BmF/AjHvr/GJuUdlZ9ZeOlG4VF7fva963iUv/XiudOWMkPDEXGPPn6v5UZ7nK9JnWq+28mSSl56UlKH+jxcuNdqI7dUTwM+PGwXD78/n5hO6fqoyX+Nj13meysWZzOnWKNNcUtrIbtuQ1RwZ+8zZvyTG9vrUGHM04BlLtXTl9idZQ1FSVEhsmn69N7YrRsZMYeHWS5Gxf0LN/WNci7xE2a7lyrE0uTHesbXXaXkKDllUoKeMtx3mr06Zr4uKqC9cLDvQdjO8bPvZ+GOtz1DVrENm5dB/EWya//aq+27sSuN0BY/zuxc1truMi6xX/fripVFRoeOX2j6/6FzGbNvG+rE/bLw3Ro13veOPJh5Rgciru7zi3nrn/aPHRO8t/s566a2rq5f58npsvXIfO/aDTErem5ug5hR/t//5F4acP28cUtVQwcjetl3GE3fc22Xw0BEbN33RxEu7nc8m+zIvCl2QZ3sBrjV3hflellPgvWfw+U+h7iazeVp8FihJkXFGwg7bY/d8nuxwn4IRHhW2qMB+w4xRu/2uv3KlZmdSmFUYnNti3mXGGFFP60fLRHW3BnMXq9szN8d2g+tLV0/W/xP9/3ebfd63cigBNkFR6/f5lUb+SwrHHdHI3jZ+lkvNn00V62O9f1xwFgy/amRbwHjysf1VwnjCmShPyz5/c9Ca2qKm7k1fam32B4z5XOS7f4y3WD3v06p3Vu0PsPqK9fLM6fnDkPmC4nvvB/Vffk+ST1kSTew6h2DuQSd5NpBniXfn/K2y8oT8sHHzlqRPl8kPUjCkJOiFbGa/+75c2pzIGr7bZ3uwBGIVjIDX5XEud57/XVxudIOATyDGz7Y/gV25slP28PzcajVhX9K5Z4xLAz+/XamtLC4u1ysB8PPkyjsY9tdIYXvSMf5QYRwdYWP+kT7JfOkzn8p9XorMAbe+1MM8stNvJQ0wXl08T3AtXbnPU6cwl/Q8sRqHNiXtvmS8MCfsMF/nzLGL+bO5o/yH0eZM9UaEL+N9D88ONJ6gpcMYt3zq6kPmLOOQYs/P/mxP395rNxWbr+jmgMBsOzMW5zV8mJnmv73mzvQ5fMtgbHjA22P8us8QJ9B+aOx13b45+saUFiVNDY2Y6vOeSeOPqEBkxF9bW1dbWztzVvzv/3z7p58l19cbHUDmL1+5Wl6PU9dvVEumrFnX+/kXZc7CRf9QCwwbMTp3e566tJF3MOrq6+Uq1Jsk8hrf6Ku7nX2TfZmPXp/XdWHcrYFHjYH2nr4rfV/1jYt87yafMVnlOhlnJO32ufnme2g+BcN3AGeuU3cDizlmjVTtNMC2OH/F9vQSzF1s3h5ruKN5/0/5/vcxDmv06eGWYrm1/ptgCrT+wM+EHv53RGN7W1Zu/SnB0ETB8Hs82O5Z4ybpva00UTAa2aKm7k1fAdbmfN4wb7zaJ+o2+z7A1Ex9vxhb7deig/ovb9u9WhO7zimIe9Dp3fj58iTwZWb2H9vffcl8I1gqxzN9X1i1OlUt4EeeTIy3J3ypM7ad9O80rFnvYNQXLHLexcb/lIBPIMbP3lcWEUTBMN5aD41duvtEoCoI4OfuWpzk7X3SMZ9xPAdl2qPWY3vh8TB+139hIw08oVeX5y6bP3GS/SBmn4LRgpX7PHUaqnPiPKdhGFtttAXzQCm1LcbIWz3tOn7R1ODYWpUB4/XYGiUYL5/eHWj1t/pz5TkpcdOm6kNazXg20OfYD58/3NafK1pmHJocOiYuISWv4T8a+d/swK/BAfaq4tzqAA8Yn53Q2OYYawsbb96t8+x/xW/qEdUoeYX+8233qg6g5tTW1c2cZbwkP/ZE7/DRY4e9+nqPp41zMNQJmp98umzWu/PUK7u8XlsFw3bahQ+Z+9LQkWr9gUcDjW2yr4D72T6zqb1n3Re+92OgB6dtwBTwUWqfGeBREfghYbv3G/if2NCjJai7OOCj1DbTfvSg8Qaa9xBKuwYf1QHX7/vAbvYdodmHp+af841DpOQ21ddW5iSOsrUCn/si0C203zbz7wjxq4vNYfTFilzjnCWfv7tbmtiiJu9NXwHW1sAQX60z8NNgo49A8yq8+9abQLen8Wu3+NzsltyDvuQZ4Kln+8szgOTzf60o/MZ3N197zSoYAe9in5n2rTZfWcYn5h4zS8KZA6tnRoXG53jeDvLZPwEeDNXFydONMz3Cpieuzim3nTIE4OevFQqG56BMe86bz1YBnumM37XOBLDl/CXnc5PnQFLzWGHzj9zGU7/nCa6FK/d96jQZe8D4a5Z5OIf6k5jxN1HzDXTjj6Z6Pzh/0RD4lVWYfx001ma876+HF8ap3kZbsBWYeuN41pDxC9fvNA6ON/80ZlyRdwPVcQhHZUnj5vkfB3KxoijNPMU2YurcDP/bZvK/2QFeLUTAFydD4N3l94Dx7oQmNsf4WV7V8g8bx+c4blXDjyhfMsrft/+A9VorPzzao5e8AFvneauZBw58/8GH/0jfklFXV6fOwfgya5ssEBIaNvjlEWPGTZKX7Xfi5s6cHS8XPdP3BflZImuV3/X70txJsdPVMgEOmG7yHrRrfBDQjL1n7TTf+9HnIq3R4Z2wzwzwqAj8kGh8zOq8Gd7lg7qLAz5K7TO9Rw+q/1/+D2hTg4/qgOu3bVowd4TmOzyt2ZMy0TOuNU4v3u/9b+tzXwS6hT63zfg7wowwNT5Wp+028KeEJraoyXvTV4C1NTrED/w02Ogj0LyK5j4eGr92i/dmt/getKuuPif//e/q9PDqNevVd+3NnBWvL2uAPHs0n/6dhl2DgnHlyqVy45Qe9dCKjJm+pKDS2EuKz5KBHlqGS8cK083PAAidsDDX7y1xAD9f17ZgyHOx36ck+QjwTGdeS0OH6fsyRuHm4N5ydlO89wmuZSsP+NJiXKNsrPGeg+c9Yt0KjDV73kn3Pa1CM6860CFSxhGx8UaLOKu6ippntIX5uWc83UOow2PsT94n/DbQ+GPt2JRyc5/7f3iOVn9ut3Ecf8CjRBzbaxyZENwhUr67K8ADxvtoaWJzvGur2ZEYaj8Ho/FHlI00hB7mR0It+jhJzZEX3cee6C1zBg5+RRWM8vJjO3cV1NT8pBaQmerlWX4Qqes3rlqdaiXT8zG1Wdm5krq6+okx02TOm1OmWy/nU96aKXN++4fbAhSMpu9BG/PRG7vJ98A2tQapoM3ee8L3VT/Ao9o+YDIOkYrwH4TvXuT9Px5oDBHo+CLHIVK+m9noo6XZd7Ewb4//IY76mUFNmEfwJ+TVGkv6Pl14BTxoxBRoe203NZg7QvMZnp7LnRcduzbQOU1+T60B9qHvbTuTMzcybr3vx/cF1MQWNXlv+gqwtkaH+OopuolDpPxeUIJ5PDR+7RbvzW7pPehjfdpm+e//0tCR8nP95Su3tLvT+trNlDXrzEX8rV6X1rP3QMmTzz7/2JO9u3brKc3k3ge63XFvl7/ccf+f/nLP7/90+69//5f/9zd/kjXr32lYswqG+Wj3f24xjqlrYKuLUyLHJ+0O3Fd9lgz00LKpLjA++yTgW4gAfo6uccEwX90b+gSSgE/96r1+74CyYcZV+xzBbJ5DbD3BtWzlaiv8X2iNl7rE5OUzbKcMGrtl4vKUBNt1Gc+zfid5H7I+NDYAY/lJKcmLbJ8EZb6iL1qe4v1Md+NVzWdkb34Kp88GGnOmpaUnNvokbqynwXNOfLb3YuHiKP+TvI3D8e1nzXr5viYZAjxgvI+WJjbHvjbzzHLreI/GH1E2tXV17W/vJC+3s999X82RziCv2TJn8lszZVJeg8dNjJVJ63vx5AeZtH+ElF2m+bXfPXsPkPXIpBSMYSNGy5xn+r5gvZy/HPaazHnimecDvMA34x70Mh+9vmemmvtBHZ4exN7ze9V33k1qbZ6HmTneWrzH9kA1HwaNFgzz7HO/04KlFsqg0HaSt+9mNvpoafZdLMzb43fKsvEOnv1D1fYviQlN3LJ+mlm/A2v8JG+/7bXd1GDuCM2+t80F5vqeHmAJrmAYq13oe2ZFYE1sUZP3pq8Aa/PZQJP9xps/+57kbZ6Ubz/J2+8FJZjHg3ntvm2k8V3X0nvQx9S3ZxlPIJ8aTyDSK+TnLt16yg9rUje8NnpcwEG/zJRnkuakttatT5Ey/qTlt5PNHRJ4q42LJqWUBn5FcSzpaI92xp07c4v5nMZJ3sDP3zUuGPJ8nZc4Kjwqcn5qbmFp5dEDu3dmrl4Qt1StJtBTv/F6ExsVEhm3dGvB/qOnSwsLctOWxi3I9L0Kg/mR9lGxy9RnFxasnxdjfJ6m9WrXspWbf1w0jtLJNT/ZsFK9IWCcSx0TFuXzkmOUlqgY28dJybUYb7uHTli4fo/5yYY7zc/PbeSjVI0T7IzV2m6tMeIJi4rxNijzVTZ0ZkoDHyxoMk/1DjX/XqvnyB30WdyitDzj40H1p476fnqPV4DtrdmTNCo8euKSPPPjLA9kGJ+U2tjH1Pq+EjdaMJrYHN+1nS9YFOUdYTT2iLKRGhA6bNSQV8KPHdNjgcwsoyH8sf1d6m+K8ho8ZuybMid9S4ZM7i3+rtNDj4+dMEX1BzuZIy/wKWvWycJSJw6VHlHLyMv5/V167Pn6G7XY6dNnZDwhy2Rl56o5PppzD1rMR6/3szX9PqY2mL3nOwR03k1+AyZz8CH/QTwfU7t0muNjav2Hp3IHFRp/m5yWrD79ef9W46M8vSPCAP8Tm3i0NPMuFsbtiZox0fMxsup5wPgjgn38J/+/ZHc1METWzOMtZRMy1DXmbFm0zqgogbbXdlODehgrPnu7tnSZ8ek9VuzfFRNcwbh4IHmydz2Shr5lpYktEo3fm74CrM05/va98ZVp8aERjvvLUwkCvaAE8Xi4Up0zV27twjzzM2dPG2PZxnddS+9BL3k+kZG9/PdXH1QtTxEPd39WjfVfGfF60V5v470WjBJSXz8rbp7cAPUua1VVtfo0iwCKk9X+tLY6ckLDW30qJ852dorvF5v4Lml+Bl3sygPy1FF57PSlK8VLpyel55if/+t5IOlnMOPtcT6mFviZu+YFQ9Ts936ZlPENVgtSi9R4PdBTv+GS/Zt9okdNm780I+AfUM7bv3YqIe1AjbFCz6tdS1dufNvUUvMEtZCIaM976ObhT36vLubnb/g/V8q1WN9W1sgX7WnGYQl+n51ifmiVzweY+H81UrVRY3w30PzAH9/jQCrzvN8hZez8Rr4lKsD2yn3nuVLzK8wa/6I931fiRgtGE5vjeAgZH5QZs2invvYGH1G+5BX3tchxnR95UprG4Jdfva/zYxMnT7MfvJSZnftA1x4vh70mTeMP7e+SH5ztQsyYZZx9IS/bVmbMmnP5sjGGmDkr/r9uufWloaMkzw0cMmDQ0MOHyxr682Ez7kEP9ejd6X2sGl9FZ/sosObvPd8hoPNucgyYHF+0VyMPxcYLhrB9cVugL9rz28ymHy3NvIuN27OowPbFcObox/9Ta4xPTfD7oNIATti/aG9GnPl1MYG21+emBvUwNnj39vn9y+LCJixcn2N8S49Krgxww6PmZhvvaQRRMM4XJ0+LNsbfnvXs3plnDtwDvKfR5BYZGrk3fQVYW1MFw/jrtfW9dbLTnF+05ygYopmPB+H99sYx5mFyje+6Ft2DPuR/vfoDhPrvL//Ofvf93/3xf2Xm+wkfNvSc4Ap5IpJrebRHr//3N3/606333PtAt8ee7HNXp4eHvBKul3Dw3+rzxv+RAFt9LGfuhOiJSzKth6i0u8WxUca3rPgtaTBfkdVTx7s5Z69U5FtfgyuvZRNsXxUqdwpftAf83DW/YOD6Z35mjt+HKv6yyev6li+zVq1el5G57UjZUWd/qKurLy8/9lXBntq6Bj4cylyJXFhff1mWkX8lFZXeg8z2fP3NqjXr0jam79tfErCfXI1AoyJcJfOv1H4fVNr2jI+Q8jk4x2S+g+T4O07jjDdRfQ4WNZmfesdDqDVVVp6oqvJWOuN5o67u2A/Hr2m7UOSZRz01yROa9YO+7OqZhw46Tx00DqQMULEAwI6C8fNxaU+D34eFGwwFwz3Gn6sDf7BBmzKOEnGM0upLkycFPp26EcZ3gDr/6l+S0vBX6ADNYb5j76i7NTkLrZPyAaAhFIwb3/lzxuHye1KmRzb7VEhc5ygYLXap+rRxBtTWpEi/L5a+TlwsXjw+atS8LftPmB+6apyQkLd0WnTI+KSiho5DbMClwqWjwmPmphnHvpurOl2akzyRZwO0WOWm+FDje1rL1UO0prq8KGXhdfofCsB1hoJx41MnzEVExy5p/EwP3DgoGC1mfiJqVEjkVOu06euOcepInPX9bmET4uKWNfJVmI05uzMlbpo+RUGeCiKnzU/me83ggvNS0a2z+EIiYyJnJ6Xv8f2IWwAIhIIBAAAAwDUUDAAAAACuoWAAAAAAcA0FAwAAAIBrKBgAAAAAXEPBAAAAAOAaCgYAAAAA11AwAAAAALiGggEAAADANRQMAAAAAK6hYAAAAABwDQUDAAAAgGsoGAAAAABcQ8EAAAAA4BoKBgAAAADXUDAAAAAAuIaCAQAAAMA1FAwAAAAArqFgAAAAAHANBQMAAACAaygYAAAAAFxDwQAAAADgGgoGAAAAANdQMAAAAAC4hoIBAAAAwDUUDAAAAACuoWAAAAAAcA0FAwAAAIBr2qBg1NXVfVv0XcqadRUVlfX19Xqujcws+f5g1rbt3+07EHABy8lTp2e8M0dWqKdN8isnT576d/5XKWvWy0WXL1/WF7QuuRnHj1dkZuVkZG6rq6tv5GbIRe/MnivR0w4NLSBbV7D761Vr1sn2Nr6jAAAAgNbRqgVDBsqz3p13y//c+cjjz8bETr+vc/ehwyOkaeiLzQUOHy4bMGjoLe3unBDz1kOPPjVjlvSHwENnWTj6zam/uunmOtvYWsbZL4eFy8whr4RH/nVCu/+9b+yEydnbtuuLW0vpkbL7u/SQm/FG1MThoyI7P/KkbPjZs9X6Yl+7vtrz+z/d3kjBWL12vazKvoBs+8qU1N/ectudHbu+HPaarH/Y8Ii0TVtkvl4CAAAAaAstKBj1p/MXTQ0Nj0s/rmc0aWtGlgyUs7Jz1WTapnSZDB02yqoQJd8flDlSCdQ4ua6u7rY7Hxj26usBx82fLVv5bN8QWd4qGLKUjMJlZtHe79QcmZQF3o2f35oj7/r6y4NCh0ujUO8qyFb07T9YbsbGzVvUAnayjLq0oYIhCzzx9HN+C6g9mbbpCzW5t/g7mbz9nof83swBAAAAWtnVFozzpetnR4dGRgdVMBZ8kCjjYIkaB8vQWU1+f7BUJmXmwMGvyGRO7g5zcUPfAS/JnH37S/S0R/mxH+7u9HDP3gOMtXkKhqzwxSGvypxn+r6g5mRm58qkjLxbXi+aX1FkQ37/59vlet+Jm6fmqJ4TPnqsmrTIOqX8SMUyFg5UMGSBKdNmzZg1x28Ba08eKj0sk9aeXPr5crUAAAAA0CauqmCcyls0ISo0Nnn/jqVBFYy1qWl/uvWekRF/VYP1/QdK1LD4h+MVMvnTTz/9+r/by2Tp4SPm4gZZWOYsS16lp03y62PGTZow6a2n+wyUS20F43LstHdkzkzPWPzDxH/K5HMDQ2UIruZcteLv9r8c9pqeaJRclzQcaTXpWzLUnGGvvi43I/79v/u1lJ279sgmZ2TmyKUBC8aqNev+Oi5m5qx4vwVkF7W/vdPIiKi6OmOFVsHYZutmAAAAQOu7qoJxPm/Ru1vKL125sicpJJiCIWQoLNTPiYuXyJi48yNPqjnZ27arUXJtba1aQEydHidzYmKn24fmqes3/vm2e+vq6v0KhpClZFItLP+qt0QWffyJ38j+Ksit6tVvUDOPQbJv5rFjP0gZkJtRsPtrNUeRBUJeCvvoH59kmW+zOAvGodIjPZ5+7mj5MbnIuYDcEusqUtaskwU6PtjNmgMAAAC0iZad5B18wRAy1pdx8D8/+eyP7e/u0q3n9h15av62nB0ySpbYB/H9zEOkRoSPsRpCdfW5B7r22JG3U3qEs2Ao5lUY73LIpTNnxbsy7JZ1/m3Bh1J19HQzyPXu31/S+7kX5WZIkbDfDFnbwo8W937+RfkhYMGQ+a9FjpMqJT8HLBjC3Mz6jZu3dLj7wbvuezhv51f6AgAAAKCNtEHB+PvCj+/v0uO2ux6MiBz3/cFDMkpW82Ws/Gw/46RtKQ9qzsWLF3/3xw4yp2//wVIYZI4s/OaUtyeZo/xGCobM7/ZE7z+0u+v9hIVnzpxt8bsXmlzRS0NHXrrkfYOlEbI5ctse7PrknR27Lvr4E7+3Poq/2/fEs/1/rKmRnwMWjOUrV8dOm6U6SUMFQ35R9uQt7e4cPHRE2sZ0a08CAAAAbaVt3sGora2rra19J26eGjdbf9ov2lssc8ZNnKImN2xM7/rY0zJHhvVq9PzF1sznBoaqnxspGPWXL8uAXq5iyCvhXbr13PHv/EYG33LtzXfp0qUHuvZ4ZcTosqPH9O83TG6h/IpsVKeHegweOvLEiZOe+fW9+g1avnKNmnQWjMrKE8+HvHzy1Ck12VDBkI2qq6s39qRnAVmzvgwAAABoC21QMCwy/v7zbfeqkbGnMxgH/Nx9/yO3tLvzzSlvh7wUFhM7QxaIip4sC8jgvtNDjx8oOSi/KIvX1emCUWt8jZ1apb9dBXtkgV///i9bM7L0LF/Z27b/n9+1u+f+R5/uPVAG/X37D37+hSEDXxw2KHS4tJqXw14LGzF6RPiY8NfHvv5G9BtRE6OiY8a/GSvrbH97pzWpG/RamqI+9Emqzk8//SQ3/W8Ji96e+a5srNQBueVWwZCfzVweO2HK+g2b5Qe1gNUf1AJOsqTsGbUMHQMAAABtqFULhhSDffsPGOXA49EevWRY/EzfF6xhsVx68uSpfy1PSVmzTmbKyF6Nm+Ui+ffeB7uFDhs15a133ombO3N2vPyiXDr3b3+Xn9X7GNXV5+wHI50796MsIPnk03/Zr9fOGOc3m5Scl4aOmDMvQW6k/n0HuSLZTNlYPX3lysZNX6ibsW/fgdra2vb/e5/0mdFjouVmmxti9AfZqNnvvS+Tspm9n39x6PCI6DenGpNm7AvICs2rKLFv0ZhxMbKM7BC/Y7EAAACA1tR6BUNG5z169pNB8KKPk9QcGR8/9kRvmdP+9k5yqVomK3u7NW6WH57uM/C/brm15PuDMrlla+aq1alWNqd/Kb8r2ZC2OW1juvxu4TdF6gsojpQdVWv4saZGLTN/wSI1pyXkKqTexL+/wD6yd1KfjiUba32B4CbPTd311W5Zydp1adZWrF67XhUM6RXSQ7ZmZGVv225dGmiBbFlD/5CXZY59o8ZNnCJzfvuH26wrBQAAAFrfNSgY1eVFxaf1zzZ1dXXq01pnv/u+miMD5b/ccb/MGf9mrBqyyxhaJq1PalJflDFm7KSAA/ra2lq5VCI/qDmp6zeqOZlZ+svCpXKoOevTNqk5V01uQ0TkeCkY9rcmAnpzytvqSq0b9uFHi9Uc6zQMO7XV8q+edvBbwNqT1vcJioe7PyNznnjm+cbLDwAAAHBNuV4wTqfPjAoJj1larKct5p//w4e8En7s2A9qjjr34I/t77KO6hkz9k1rJC3Ly8JP9xl47scf1aV28ivW92bsyNuphvKnT5+5/Z6H3onT5yHIUFud/NDn+cFqTkvU1dX/5ua/qG/ObtzmL4z3K1LWrFNjfbmp6usCZbv8Rv9yq+TSWebJ7vLvkaPlfrdTJoVaQH791Kkzao7sGckPP+hdn5Wtd4XsUjUHAAAAaBOuF4zaoqSYkMiFuWf0tJ2MjF+LHNf5kadCh42SdHzwsQkxb8kI2xp1F+0tvq/zY6+MeH3GrDly6eNP9bV/q7dFxvqPPdlHxtO3tLvznvsfUcdZ1Zkj73UbNskv9hsQKuPvQaGvyvzEf3zS4Dngwdi0ecvgoSP0RKOkRUgZ+PXv/6I2MyR0+D0PPLo1I8vqURbZzE4PPf7r/25/6x33P/jwE9Km5GbryzxHiMkmyL89ew+Ufx/o2kMtoPbkQ48+NfqvE96c/LZscv9BQw8fLvMrMAAAAEAra1nBuCoy1F61et3GTV8cKj0sA2U910PmnK2qzsrOPXu2upGDkaRjyKVW7CceyDheysCq1ak78naeOHnSeRVXR8buQQ3fa376KWXNOrkZe77+5scfjQ+P0hfYyEx1+2s9m+O3mN8CRhezLVBScjAzK2fHv/OPlB11azMBAACAlmiDggEAAADg54qCAQAAAMA1FAwAAAAArqFgAAAAAHANBQMAAACAaygYAAAAAFxDwQAAAADgGgoGAAAAANdQMAAAAAC4hoIBAAAAwDUUDAAAAACuoWAAAAAAcA0FAwAAAIBrKBgAAAAAXEPBAAAAAOAaCgYAAAAA11AwAAAAALiGggEAAADANRQMAAAAAK6hYAAAAABwDQUDAAAAgGsoGAAAAABcQ8EAAAAA4BoKBgAAAADXUDAAAAAAuIaCAQAAAMA1FAwAAAAArqFgAAAAAHANBQMAAACAaygYAAAAAFxDwQAAAADgGgoGAAAAANdQMAAAAAC4hoIBAAAAwDUUDAAAAACuoWAAAAAAcA0FAwAAAIBr2qBg1NXVfVv0XcqadRUVlfX19Xqujcws+f5g1rbt3+07EHABy8lTp2e8M0dWqKdN8isnT576d/5XKWvWy0WXL1/WF7QuuRnHj1dkZuVkZG6rq6t33gyZc6TsaNa23Kzs3Ib2gyywLXdHZlbgBWTrCnZ/vWrNOtnegAsAAAAAraxVC4YMqWe9O++W/7nzkcefjYmdfl/n7kOHR0jT0BebCxw+XDZg0NBb2t05Ieathx59asYs6Q+Bh86ycPSbU3910811trG1jLNfDguXmUNeCY/864R2/3vf2AmTs7dt1xe3ltIjZfd36SE3442oicNHRXZ+5EnZ8LNnq/XF5u18Z/ZcWSBsZOSro954YXBYbW2tvYNIeZA9IAvIHugf8vLgl0fIAvoyc9tXpqT+9pbb7uzY9eWw12T9w4ZHpG3aIvP1EgAAAEBbuKqCcel0UVrS9PHRIeFRIRHRY+NTdp/SlzRua0aWjJizsnPVZNqmdJkMHTbKqhAl3x+UOVIJ1DhZBtm33fnAsFdfDzhu/mzZymf7hsjyVsGQpWTULjOL9n6n5qhB/Lvx81tz5F1ff3lQ6HBpFOpdBdmKvv0Hy83YuHmLZ4H6p/sMlDmqM8hk9KSpHR98zNoPMqf97Z3+2P6urwu/lUlZTFqKLKBWKNSeTNv0hZosKv5OJm+/5yG5LjUHAAAAaBPBF4yLB5ZOiAqdMD9564Hy6nPlxZmLY6VmzM89oy9vxIIPEmUcLFHjYBkuq8nvD5bKpMwcOPgVmczJ3WEubug74CWZs29/iZ72KD/2w92dHu7Ze4CxNs+wW1b44pBXZc4zfV9QczKzc2VSRt4trxfNryiyIb//8+1yve/EzVNzVM8JHz3WPvn8C0PUpNi+I1/mfPDhYnUtaoGZs+eqS0VmVo6xwKLFatLak4dKD8uktSeXfr5cLQAAAAC0iat5B6PmREWNHtKbzufNDY+KTavQkw1bm5r2p1vvGRnxVzWM3n+gRA2Lfzhu/O5PP/306/9uL5Olh4+YixtkYZmzLHmVnjbJr48ZN2nCpLfU+wC2gnE5dto7Mscamn+Y+E+ZfG5gqPW3/6tW/N3+l8Ne0xONkuuShiOtJn1Lhpoz7NXX5WbEv/93ueVy6etvjJdJq28I6Qky57EnesulQm6wTErN0BdfuZK9bbtaQO062UXtb+80MiKqrs6YlF+RSyXbbN0MAAAAaH2unINRkT4tKiSxUE81Sg2g1c+Ji5fImLjzI0+qOWoMLbGfbDB1epzMiYmdrgbWSur6jX++7d66On2gkf0cDFlKJtXC8q96S2TRx5/Yf/3qyK3q1W9QM49Bsm/msWM/SBmQm1Gw+2t1kdQPmbT3h/MXLsgcSXX1j7KA+tlZMCTnzv2o5sgtsa4iZc06uajjg92sOQAAAECbcKNg1BcsCo+K3XRaTzZFxvoyDv7nJ5/9sf3dXbr13L4jT83flrNDjaHtg/h+5iFSI8LHWA2huvrcA1177MjbKT3CWTAU8yqMdznk0pmz4l0Zdss6/7bgQ6k6eroZ5Hr37y/p/dyLcjM++scn1s1wFox/5+2UOZKS7w/KFaleZF9g6efL1QLfHzykZ3n25MbNWzrc/eBd9z2ct/MrfQEAAADQRlwoGGcz5oc27xwM5e8LP76/S4/b7nowInKcDJet5iBj5Wf7GSdtS3lQcy5evPi7P3aQOX37D5bCIHNk4TenvD3JHOU3UjBkfrcnev+h3V3vJyw8c+Zsi9+90OSKXho68tIl7xssjZDNkdv2YNcn7+zYddHHn9hb0xdbMuQie3+YOTte5ki2/9vY9lWrU/0WiJ5kfF6WxNo5Iis7V/bkLe3uHDx0RNrGdGtPAgAAAG2lxQXj2JbYiGadgGGRcXBtbV1tbe07cfPUMNr6037R3mKZM27iFDW5YWN618eeljkyrFej5y+2Zj43MFT93EjBqL98WQb0chVDXgnv0q3njn/nNzL4lmtvvkuXLj3QtccrI0aXHT2mf79hcgvlV2SjOj3UY/DQkSdOnPTMr3+qV//f//l21Tpksb79jTdqJIXfFMkcmf/4U33NBYxNk+X7mJ9DJTlcdtRYhUk2ShYw9qR5Urh9TwIAAABtomUF41RewvioUYmFNXo6ODKw/vNt96qRsaczGAf83H3/I7e0u/PNKW+HvBQWEztDFoiKniwLyOC+00OPHyg5KL8oi9fV6YJRa3yNnVqlv10Fe2SBX//+L1szsvQsX9nbtv+f37W75/5Hn+49sFe/QX37D37+hSEDXxw2KHS4tJqXw14LGzF6RPiY8NfHvv5G9BtRE6OiY8a/GSvrbH97pzWpG/RamqI+9Emqzk8//aTmyPWqGz9zdny/gaHvJyyUnyXl5T94FzCPpJIFpH58mZEtP8uVBqwQsjtkz8gCdAwAAAC0rRYUjOqCxUa7KPD5RKlGSTHYt/+A6hLKoz16ybD4mb4vWMNiufTkyVP/Wp6SsmadzJSRvRo3y0Xy770PdgsdNmrKW++8EzdXRt7qZIa5f/u7/Kzex6iuPmc/GOncuR9lAcknn/7Lfr12ci3NJyXnpaEj5sxLkBupf99Brkg2UzZWT1+5snHTF+pm7Nt3QM8yzxrflL71gw//sX9/yZkzZ+XS/7nt3osXL+qL7Qsc+F6d5D1g0FC1WvMqSuxbNGZcjCwgO8S++QAAAEAru9qCcTXtor5Hz34yCF70cZKaI+Pjx57oLXOsP8zLv1nZ261xs/zwdJ+B/3XLrSXfH5TJLVszV61OtbI5/Uv5XcmGtM1pG9Pldwu/KVJfQHHEcxzRjzU1apn5CxapOS0hVyH1Jv79BfaRvZP6dCzZWOuL8zZ5buqur3bLpPx20d5i+5d7bDC/c9D6sCy5IlnS/nG9WeYXeqxYtUZ+lkv7h7wsk/aNGjdxisz57R9us64UAAAAaH1XVTDMdhGZ1MCRUdXlRcUBPlGqrq5OfVrr7HffV3NkoPyXO+6XOePfjFUD63fMcwmsT2pSX5QxZuykgAP62tpauVQiP6g5qes3qjmZWfrLwqVyqDnr0zapOVdNbkNE5HgpGPa3JgJ6c8rb6kqtG/bhR4vVHHUaxoED38vP3Z7ord5tkDWrj4362jwBI+ACvZ978ZHHe6lJa08+4/k+QfFw92dkzhPPPB9wXwEAAACtI/iCcb5Q2kXI5KW5Owt2+6S40ji653T6zKiQ8JilxWppL/PP/+FDXgk/dkyfZqD+Kv/H9nepcbMYM/ZNmaMOiJLlZeGn+ww896P+5gc7+RXrqyF25O1UQ/nTp8/cfs9D78Tp8xBkqK1Ofujz/GA1pyXq6up/c/Nf1DdnN27zF8b7FSlr1qmxvtxU9XWBsl1qzvcHD8nk6DHRcpHMUbVq1epUqxscKDEKxugxE4yTTcwF/tD+rn97Pj9K7RnJDz8cV3OysvWukF2q5gAAAABtIviCsScpJFwqhDNx6cZwt7YoKSYkcmHAT62VkfFrkeM6P/JU6LBRko4PPjYh5i1zkK0XKNpbfF/nx14Z8fqMWXPk0sef6ms/TMgiY/3Hnuwj4+lb2t15z/2PqOOs6mTt9fXrNmySX+w3IFTG34NCX5X5if/4pMFzwIOxafOWwUNH6IlGqUrw69//RW1mSOjwex54dGtGltWjjAXi5j7y+LODQocPHPzK/V0et7cLIRsyfGRk50eefHPy2z17D5QFNmzc7LeA7MmHHn1q9F8nyDKyyf0HDT18uMy+DAAAAND6WnCS99WSofaq1es2bvriUOlhGSjruR4y52xVdVZ27tmz1Y0cjCQdQy61Yj/xQMbxUgZkyL4jb+eJkyedV3F1ZOwe1PC95qefUtask5ux5+tvfvzxJ7/flUm5nV9mZJccPGQdSWVnblTdzl0F5eXHAi4gSkoOZmbl7Ph3/pGyo25tJgAAANASbVAwAAAAAPxcUTAAAAAAuIaCAQAAAMA1FAwAAAAArqFgAAAAAHANBQMAAACAaygYAAAAAFxDwQAAAADgGgoGAAAAANdQMAAAAAC4hoIBAAAAwDUUDAAAAACuoWAAAAAAcA0FAwAAAIBrKBgAAAAAXEPBAAAAAOAaCgYAAAAA11AwAAAAALiGggEAAADANRQMAAAAAK6hYAAAAABwDQUDAAAAgGsoGAAAAABcQ8EAAAAA4BoKBgAAAADXUDAAAAAAuIaCAQAAAMA1FAwAAAAArqFgAAAAAHANBQMAAACAaygYAAAAAFxDwQAAAADgGgoGAAAAANdQMAAAAAC4hoIBAAAAwDUUDAAAAACuoWAAAAAAcA0FAwAAAIBrKBgAAAAAXEPBAAAAAOAaCgYAAAAA11AwAAAAALiGggEAAADANRQMAAAAAK5pbsGoq6v7du93KWvWVVRU1tfX67k2MrPk+4NZ23K/218ScIGan3765tu92TnbSw8fcS4gc479cHxT+tZ1aZvlui5fvqwvuMbkeisqKzOzc7O3bW/8euWSd2bPlehpB/ndgAvIagt2f71q9bqTJ08F3DO4OsZjsqhYHpMnTpwMuGNlpjwa5Z7dveebxhfY83XgBWxXwX0HAADQLE0XDBk3z3p33i3/c+cjjz8bEzv9vs7dhw6PkCGXvthc4PDhsgGDht7S7s4Jk9566NGnxk6YUmcbjckCRXuL7+/S45k+L4weE/3bP9y2ImVtfb13KC9DtyGvhP/qppt7P/9i6Cvh7W/v9E7c3FYYzx0+UvbEM8/J9b4RNTFsVGTnR56ULT17tkpf7GtXwZ7f/+n2RgrG6rXrZVX2BWTDV6ak/vaW2+7s2HVI2Guy/mHDI9I2bZH5eolfjuq8uWOmLi2s1ZMtYzwm4+b91y23Ptz9mUlTpnt27Bf2HVtbW6seVDNnxw98cdhb02fLHH2Zyb5A3wEvvTH2TfsC1lV0Na9CPez9rgIAAABOTReMrRlZMgjLys5Vk2mb0mUydNioujpdAEq+Pyhzxk6YrCbr6upuu/OBefM/sIZi8ruyQEzsDDX57/yvZFIWUJOymAzKn+0bcurUaTVHJmWBTz9LvqaDOVn5oNDh/1qeopqMXFXf/oPlejdu3qIWsJNl1KUNFQxZ4Imnja5iX0DtOhmVqsm9xd/J5O33PCS7SM35BanOmRsRvWinOwVjy5eZsiczPY9Jqa9qx9bW6h0rP/z+z7ffff8jalfX1tU90/cFaQhWa/VfoLZWFujZe6C1gN9VbNhoPOyNq/gF3ncAAADBaLpgLPggUYZWEjUUkxGYmvz+YKlMysyBg1+RyZzcf5uLGwP3vgNesoZu58+fl2GZLHDp0iVrgecGDpEF1GBOFlMLhI8eqxZQBUNmqsmA3ombK8N3azh4FeR6ZYgpV/RO3Dw1R12vdTMscoPfjZ8vncpYOFDBkAXi5syfMWuO3wLWrjtUelgmrV239PPlagE05NKOxJDEQj3h0NBj8lNzx8qkVEeZfDc+wVzc8F78fJkj5VZ+ti0wX10qPAvsUpMNXQX3HQAAQOOaLhhrU9P+dOs9IyP+KsNomdx/oESGWf/3d+3OX7ggkz/99NOv/7u9zCk9fMRc3CALy5xN6VvlZ/X+hkSGaOpSWc+I17wLyPxRr0fJpDW2UwP95waGWr/idPBQ6ei/TpDF3pzytvys5wZDVv5M3xekxmz+4ks1Z9iro2WF8e//XW2pZedXe2QbMzK3yaUBC8bOr3YPezVi5qx4vwVkn7S/vdPIiCj1bo81SN2Wu0MtgAbU5i+IaqRgWI9JNfqv8+zY7Bxjx9bW1kp9lclPP/OWgU8/S5Y5U96aKXdukwvIpP9V1PlcBQAAABrSrJO8ZWQs1M+Ji5fIMEsGXmpO9rbtauBlP3596vQ4mRMTO13Gas4FZObUt2erBaw5sjY1sJN/n+4zUC5d9HGSurQhsmTB7q9DXwm/5/5Hw0aMLvymyLqRzWRsledX5Ie77ntYrlfWqeYoMj/kpbCP/vGJOtDLWTBk6CkLHDxYqnqR3wIyPLWuImXNOlmg44Pd7CeoNOh8aUZi/KjIqJDwqJCI6MjZienF1h4+X7o1afr4aHXR2PiU3af0BT6Ob4kNj1q0U0+Jmoz58ivTt57T02JPUmh4XPpx82fbNYZOmp+8Ux+x5lC4ODxqcWFteXZS7Bhz4TEz4lKKazzbVJkWFzJtS2X96d1L4sIiZIHE/Ev6xizeo5cpSowKTSq+cqJg6eyYUNmK8OhRs5Nyj5obWF2weJK5aZ7EplWYv+RDdqwa+otVq1Nlx977QDc159KlSzIpyczKUQuIL7ZkyJxHHn9W7o4mF1Bz5IeGrgIAAAANaVbBEKoD/POTz/7Y/u7nBg45dMg45kdsy9mhxmrWKRmi34CXZM6I8DHyW9YC1rhNZqoFXjUXUDOFeRWXx4ybJBfNnN3ck7zltw4eKn175rtduvV8tl/Iv/N22tfZHHJFh0oPDw17Ta530T8+sV+vrGrhR//s/fyL8kPAgiHz5/7t77Jb5IeABUPIRbLOjZu3dLj7QekweTuNo3SaUpE+Myo0dmnuodM11efKi/PSk5IyjqqLaouSYkIiZizeeqC8+lzlobzk2TIZn35MXWpXunpSVNhnB/SU+bZAqIz443Nq9Jwr5SunhkxKLZef6g8sHW9dY3lRysJR4TGL95xXi/kyCsbY2BmR81J3exeOGpVUrI6BMwtGSnri1Mh3UzJ2FuzeWXpW5joKRsj4qZFj4pZ6tmJxbFRIVFLRRbkltTXVB1bL5MI82XYjMjMQ2bEy3FePSfuOlb0td4TEOnFIvDc3QebcdteD8isBF5hjW0DPavgqAAAA0JDmFoy/L/z4/i49brvzgYg3xn9/8JAMvNR8GasNHW4MzXfk6T+VX7x48Xd/7CBz+vYfrMbW6h0Ja9x24YLPAmqmkMUe7dHrNzffuuCDxJMnG/rzeYNqa2v/tuDDdv973/BRkTt3FdjX3AipNHJLHuz65N2dHl6yNNn+Powo/m7fE888/2ONMSAPWDC25e4Y9urrso3yc0MFQ37xga497ri3y+ChI9I2pjfvhpnvEniG4z6Opo4Nj0rYYRv611esnxYVurBAn+NiU5QUFRKbVqkmLhYkRMQsTUkOC0/M10P2inT5RfNIpPKUGTK+321b6/4lMSGTze7hz7htxkW2AmiUCs87IebPUWGLCqwaY3AWjPCYpUV60uCzgHHDGjlESsnMyulw14PymHzx5VftO1buDnVf2N+g6Nvf6LT/33/9WRWMxhfQsxq+CgAAADQkiHcwamvrZPw9K26eGkarUbXI3Z4ncxI++EhNrlqzrutjT8ucl4aOlN8Sy1eulsnU9RvVAimeBUb/daJcqmaKevOvxd8W7e300ONduvUs2ltsv7SZ5FZ99I9PfvuH2wa/PCIre3tz1iDXK78lVyfXKzdMftDz6+t7Pffi8pVr1KSzYPznP//p/fyLxyv0AF6NWe0LKHIbZEwru85awNp1DStfP9l4P2H3CZ/CI8zhe9Ju3xWYM63a4GWcKh0+P7fanDCOhkrafalwcYT0E3O1F/MSjK4iP5823jBJ0huumL8bn35CT9oYBcP2xoipOicuPCouwzj4yl42vJwFIyp5v55SjNV6joZqVsGQHSt71b5jrW5woMQ488c6kK9o73e3/M+dMucP7e9SyzS5gCL9034VM42raPK+AwAA+EVrbsGwyJDrz7fdK4MtGXKp0bsM0T748B8y5/4uPaLfnPr8C0NiYmfIZFT0ZDW+lxGbOgH6sSd6h48e+9zAIZOnGgss/Oifxu87JH36uVrbmTNn9KwgyTVmZG57pu8L78T5D/cboT44SK737Nmzcsv/tmDR2zPfla1Tp4dYBUN+NnP57ZnvSXeSS2WMKnOsYa5awEl+RTqMWkaNaxtTXZw8PTpUhvLTE1fnlFtnOBhD82lbdKex7EkKMKYX5rhfnYZh/OKCvEvqQCk1djcqh6of5psSARJonT5NwOKdqSqQ/c0Jg7Ng+G9F0AXDIveP2rEzZ+kdK/9++lny7fc8dEu7O6MnTb3voe4rVq2RBR7o2sO2wPJGFvAjM/2uAgAAAAE1XTBkOLVv/wFVFZRHe/SSkZYM362Rllx6qPTw0s+Xp6xZJzPDXx8rC8gwWl0qZIGSkoPSQzZ/8aUsEPFGtCyw5ctMdWl19Tn7n40rKirlUon1+U7NJ2PNL7ZmhbwU9tiTfT75dFkjY0F1m+3nW2/c9IW63vQtGbV1de3/976new8cPSZ65uy5UlRmzjY60pS33pn93vsyKX2j+5N9Xhzy6tjoyWoBiX0BWaFcRfY2n3dRxoyLkWVk19m3txGXjhWmJxqnSodOWJhrnmURXMEwR+rGuw31xUuj9DsMxqneUcn7680TMPSqjMH9xJUH9DkP3py/FGD/tX3BqK2tk8ek3Nd62tixxqk7smNrPQe5yV1/4sTJz/+18l/LU06ePLV2XZosMGDQUOvu8FtgTeoG+wJyB/k97G1X0az7DgAA4JepiYIhg7AePfvJuMr6TCcZcj32RG+Z0/72Tmr4Lv/aD0aSH57uM/C/brm15PuDao4UBhmOnzunj8mXBfoNCJVl1NEmXxcWqe+jOFKmz2KW0Z5MSv6WsEjNaQ4ZWX6evPKhR5/q8/zglLXr1W1rhPpMpy7delpj/U3pX6rr/cc/P5VflyHpqtWpKqvXrpcWIRdJa5IesjUjS5qDdWnABWQNI81P431z8ttq/WLcxCky57d/uC24I22qCxaP12dZnN0U3/xDpMT+z2KMoXxxcph1rNSZzOnhMUuLPd3DYA7oFxWYPzfJaAJ+x1M5DpG6hgVDdqx6TL4/f6Ge5bNjjXvzxx9rdu4q+OEHb+VS76GtWKUPeFMLHGtggeZcBQAAAAJqomDIWEqKhIyrZr/7vpojY6+/3HG/zBn/ZqwqFTKklknrM2fVF2WMGfumulT+VSMz6xvK1HeBJy35XC3wj6SlMimRlqIWSF6RouasT9uk5jRObtKy5asee7L3cwOHFOz+Wq22SYs912v9zfvDjxarOd8fPKTm2KnNtL8t48dvAWvXPdP3BTVHPNz9GZnzxDPPN/NGWowR+cwt1scx+Z7kXbp6cuCTvA3GcVCJyctnhMzONH7dYAzfJy5PSbCN+I2TvAN/FJWT0QTUeyCWynXe8y5cKxgNFB65v/x2rOxMvx27LHmVTP51fIw8NmTy2LEf5FceefxZq9f5LSD/SjW1FmjOVVypLi8qDvqjCAAAAH72mn4HI3TYqCGvhMsQTc1RpyL80XMurAy2pEvIHDWwluVl4af7DDz344/m4t4F0rdkyOTe4u86PfT4uImxamAntn6ZJZeuWm0cWyWT9fWXR5rfu9fn+cHWMg2RBeQXn39hSNjIN46UHW1yeTt1veYxXcZ4UTZnpPn9gLIhegTpIauVS9XZ7fLvkaPlflckk0Kf/h4379SpM8b05cuyKyTW39GzPF8JIvtQzTHeXrDeWPBRvHR6UnqO8RGuNdXl+7cunRgRFbtJH5VUmRYfGjF1bkqh+QGvBevnNfQxtSbjTO6YsCifg5rMz4yKsX2clGxDqfHJsJFxS7cW7D96urSwIDdtadyCTP9jsQxGEwgbHxM2Ldn2mba+H1Pb0oJxpXSZsVGri2X9pytP+ZzpLrtWPSbLy/U2q8ekfccuXbbcuC/Mu1Itf3+XHt8Wed918VtgzLhJ9gWacRXGafHGB2H5vpEDAACAZp2D8VrkuM6PPCVDLknHBx+bEPOWahdK0d7vHu/Zr/MjT86YNUcuffypvqWHy/Rlpsws43Nahw5/TZrGH9rf9XLYa/Zfl/WvWp1630PdXxo6cspbM4e9+roM4xL/8YnfKN+P/NaHif988OEnJk+deeHChcYXDkh+RV3v4JdHhA4Lf3HIiHseeHRrRpb9timyXVKKfv3f7W+94365RqlPMkdfZq5H5jz06FP2BWRsKhfJjQyPHCcXjf7rhDcnvy07Z8CgoYcPl3lurTlI9b6xYFeRnxgfaX6NnSRsQvyibPsHxtZW5iU3/UV7mhoK+56hcSg1Un7X9oUYhkundy+bP1ZfafSoafOXZpQGeldENYFS68v+QsfMSEg74PNFey0uGFfOl6YvmKq+gy8uw/+NArmPzMfkk6+PiZ4YM012bP+Ql2XHWmdlVFVVd+nW85m+L8gjtutjT8tjUsqD/UHS5ALWVbzkedjLvzu837JifhtJ5MLcq/wYAgAAgJ+tpguGIiPvVavXbdz0xaHSwzJu1nM9ZM7Zquqs7NyzZ6vVGwJ+6urry8uPfVWwp65OBoGBFqiry8zOzczKkXHembNnnVfh5524eUnmOdwB1hWMEydPpaxZJ01j566Cc+dqAq5PbrDMl9Qa36Bg/FBR6fPprX4L1NXJDO96SkoOynbt+He+/3ss6lNi83z+PH8j8G0CbUT2cFb2dtmx23fkHT5y1H6yviK7+uTJUytT1sq/ztIomlxArmLLl/KwT5WH/cFDPp8HAAAAgIY0t2DAfcXJYb5fV3eDuC4KBgAAAK5PFAwEi4IBAACABlEwECwKBgAAABpEwQAAAADgGgoGAAAAANdQMAAAAAC4hoIBAAAAwDUUDAAAAACuoWAAAAAAcA0FAwAAAIBLrlz5/wFLNIyyrCNizwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "a = Image(r'C:\\Users\\hp\\Desktop\\PersonalFolder\\HackerRank Code Challanges\\Highest Value Palindrome.png')\n",
    "b = Image(r'C:\\Users\\hp\\Desktop\\PersonalFolder\\HackerRank Code Challanges\\Highest Value Palindrome1.png')\n",
    "c = Image(r'C:\\Users\\hp\\Desktop\\PersonalFolder\\HackerRank Code Challanges\\Highest Value Palindrome2.png')\n",
    "display(a,b,c)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4 1\n",
      "3943\n",
      "0\n",
      "3\n",
      "1\n",
      "2\n"
     ]
    }
   ],
   "source": [
    "#!/bin/python3\n",
    "\n",
    "import math\n",
    "import os\n",
    "import random\n",
    "import re\n",
    "import sys\n",
    "\n",
    "# Complete the highestValuePalindrome function below.\n",
    "def highestValuePalindrome(s, n, k):\n",
    "    s1 = list(s)\n",
    "    l = 0\n",
    "    r = len(s) - 1\n",
    "    while l <= r:\n",
    "        print(l)\n",
    "        print(r)\n",
    "        if s[l] != s[r]:\n",
    "            s1[l] = s1[r] = max(s[l], s[r])\n",
    "            k -= 1\n",
    "        l = l + 1\n",
    "        r = r - 1\n",
    "    #print(s1)\n",
    "    if k < 0:\n",
    "        print(-1)\n",
    "    \n",
    "    l = 0\n",
    "    r = len(s) - 1\n",
    "    while l <= r:\n",
    "        if l == r:\n",
    "            if k > 0:\n",
    "                s1[l] = '9'\n",
    "        if s1[l] < '9':\n",
    "            if k >=2 and s1[l] == s[l] and s1[r] == s[r]:\n",
    "                k -=1\n",
    "                s1[l] = s1[r] = '9'\n",
    "            elif k >= 1 and (s1[l]!=s[l] or s1[r]!=s[r]):\n",
    "                k -=1\n",
    "                s1[l]=s1[r] = '9'\n",
    "        l +=1\n",
    "        r -=1\n",
    "    \n",
    "    return ''.join(i for i in s1)\n",
    "            \n",
    "        \n",
    "\n",
    "if __name__ == '__main__':\n",
    "    #fptr = open(os.environ['OUTPUT_PATH'], 'w')\n",
    "\n",
    "    nk = input().split()\n",
    "\n",
    "    n = int(nk[0])\n",
    "\n",
    "    k = int(nk[1])\n",
    "\n",
    "    s = input()\n",
    "\n",
    "    result = highestValuePalindrome(s, n, k)\n",
    "\n",
    "    #fptr.write(result + '\\n')\n",
    "\n",
    "    #fptr.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "https://medium.com/@lonell.liburd/highest-value-palindrome-1275edcd1430"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "s=list(s)\n",
    "    if n<=k:\n",
    "        return '9'*n\n",
    "    mink=[0]*(n//2+1)\n",
    "    for i in range(n//2-1,-1,-1):\n",
    "        if s[i]!=s[n-1-i]:\n",
    "            mink[i]=mink[i+1]+1\n",
    "        else:\n",
    "            mink[i]=mink[i+1]\n",
    "    if mink[0]>k:\n",
    "        return '-1'\n",
    "    i=0\n",
    "    while i<n//2 and k>mink[i]:\n",
    "        if s[i]=='9':\n",
    "            if s[n-1-i]!='9':\n",
    "                s[n-1-i]='9'\n",
    "                k-=1\n",
    "        elif s[n-1-i]=='9':\n",
    "            s[i]='9'\n",
    "            k-=1\n",
    "        elif k-2>=mink[i+1]:\n",
    "            s[i]=s[n-1-i]='9'\n",
    "            k-=2\n",
    "        else:\n",
    "            if s[i]!=s[n-1-i]:\n",
    "                s[i]=s[n-1-i]=max(s[n-1-i],s[i])\n",
    "                k-=1\n",
    "        i+=1\n",
    "    if i<n//2:\n",
    "        for j in range(i,n//2):\n",
    "            if s[j]>s[n-1-j]:\n",
    "                s[n-1-j]=s[j]\n",
    "            else:\n",
    "                s[j]=s[n-1-j]\n",
    "    elif n%2:\n",
    "        if k>0:\n",
    "            s[n//2]='9'\n",
    "    return ''.join(s)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}