{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load Python libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "get_ipython().magic('matplotlib inline')\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from numpy.random import normal"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Generate random numbers simulating gene-expression values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "geneA = normal(size=1000)\n",
    "geneB = normal(size=1000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Plot the values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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FhaRu2GC173U6HdnZ2WRlZZGVlXXb7MyloEdRDbUBbmRZgWvVejduw/GFC+ns6nrFXIDm\n2t54E49yrZZz1dXNtl+SJLp6eDR53yt+fhuRfsOGm2nttVotQhOlIYqLi433aqkbpObUKdwCAi3a\nqImL4wFHJzx8fbmvmx1nqyotzv3h3DmO5GTj378/YLnjmUajYeY/3sC/keIqb/duxs6YYXat+nqJ\nrWvWEDY4gc+XLsU7MIB9x4/z1ZgxxhWL2YokIpI5ixbx9/Hj0fTuzcrkBQRHRQH6oLa6IeGt8efq\n8MADPPr739M9KIi6ujqKMjLw7NWLuttgZy4FPcqKoJW5GfvCGrTeY5KSGJOUROrKlVfMiG3chqEv\nvkRZo1nj1ba98YzaXa2mJC/PYiZqmNFKksSJggLsnZ2bvKdhxePq5UVJrvVrefj6mhkOX19fCvfv\ntzi2cP8+Vq1dazFjbnyvxuedLy+nvl5n2R/1ElVlZZRrtfpS2BkZZufqdDpK8/N4ZtJkQgbGEDIw\nhhHjx/Nd8RG0JSXG4+pqfyM1ZQk5O9PJ2ZnO2iXv8OtPFy3aUZyVxXPTpnEkO4cR48fTN24QwQNj\niB8zlunz5uHQaEVSXV5O5ZkzrNi8mZP19QgISJJMNydnRk6YgL2Lq9XvuEyrZeiLLxE8MIZ+8QmM\nfm0K1RUnW7yaUWj7KCuCVuZmFfK6Gq13U23wCwunXKs180ub5gJc7W5NoigycPhwVi1MRhMZCUDm\n9u34BAVRtHcP1Vot86ZPZ/5bbyE10uIb7mu64nFyc2XZ3DkER0Vjo7JBm5tHzCOPWMzqQ0ND6dyp\nE6kpS/AJ1u89rM3N5afvv+fZ5IVWN7QxuGKsra7GPvMMKatWERo3yKyNRQcO4NLTk45338X+TZvo\n6uDAhqXv0qPhnsX79tF3ULxFf/n378+yjz5C7e2NVqtFHRaGf0QkFaWlAIycMJCC3btY99ab9Bow\nAIDjefnc00HFrnVf4B0YYHHN7oGB1Jw6ZXxNkiR2rV9vVuY7MCqa1JQlhMTEIIoirl5ebPl4NSEx\nscZjyrVa/MMtd2nzCQ6i8tixO7Lg3O2IYggUmsS2g4qsr9dz8WwNcPXlBKwlljl5eODq4MCYpCRE\nUWTJlCmX5aONBvqmXFum2a06nY5pc+bQb/gjjGzYNL6xwRJFkUVz5zJn0SLONwyOdwkiAQMGWFQt\nbTyw+fv58epLL13eSGbKFHJzc/Hs1YvUlBR8GhLFtLl5uPuoue+BLgRHRRMcFc2yWTN5e/580tLS\n8PDw4NnXX2fF5i0W/STaiNzn6sqilSsBuN/ODlHUVzw1bVvyzJmX3VgNn+2TTz5hz3dlVvv/fHk5\nkiQhiiIVpaWoAwONxsW9YbXQ08+ftNS1OLi6Uq3V8tqECaxZsdzY98X79uHbYHyul7aUn9CW2tIW\nUFRDrUxb0HQ314ZPly1rUuffkrZfa2JZS3IQDK+39B6GoLa2wd2TceIEQQNjzI4xVVc1pZry9/Mz\nKpcMm9a7ennx4T8WEhQZSWl+AQOHD+fk0aNkbNvKgKQkZEmiLCcXBHjilYkWqinvgADsXV1xV6tJ\nTVnCiPETWvQ86HQ6BiQkMG7WbLPjl82ayX/++U+S334bRx8fjhYV8f258wQP1CuFDPLTsycrcJQk\nPD09eeqpp1CpVBZ5HtbUT6kpKTzx4ovsWLWyRc9pW0hyvJa2tHeDochH2xFtIQv3WtvQkvNuVGKZ\n4V4OajVnqqooLyzkby+8wFMjRwJX3j7R9PyaU6coOnCAx194EXe12tielm5DWXToEFPnzsOpVy8E\nQaDwwH5AIGnUKJw8PEhNScGzTx8c3NzMXGtL//4qtp060Tc+wSzzeM+GDUYpbFVZGZs//QRNpH4l\n1dx3kZ2dzZsffUR1xUmz1YmzuxsT//AHNBoN2dnZzHrjDYa9+FKjwXwJP549S/jgwc1mKRv6zd7b\nm9o6HYcyDuDZqxe1Fy602KhfacJwqwbcq5l4tSXjda0ohqCd0RZmHrcq8xYsE8syt27FzsWFzl27\nIl28aNWYjBwzht6xcWxZswaAwIgBSLp6qrVHWDBjRrNJXqbn79mwAR9NMMiw79tvce7uzv3dulF/\n8SIzX32VwICAJrX2+TvTCffwAGDN+vUEDU5EFEWjMTFo+3N37WLfxm95MXmhWX8c3JFG4Y4d3HPP\nPXT18KCboyN5+/YxZNTTOHl4GF03509W4KJSmc3UrWFop2lMwXTP5tDQ0CY/S8bWLYiiDf3i4419\n1NTK41oyuRu3sanclg62trdswG1pnk1bWKnfCNpFGWqFy1xNcLetteFqz2ssK60qK6OznR1uPj6o\nVB0oqa5m8owZbFy3zviDy83NxUGtZvfXX3P3vfeYu07i45m7aBHTJk40S/JKfucdnnj4YdTe3kiS\nhINabTHztnNxxt23F7a2HagxUe5Yo6qsjJw9e/itTse509W49PHDw9eXitJSKkpLcVerjTkRurpa\nnLp3t/DJy5LEvfb2PDtsGL0bVgr/OHbM6G7x0QQj10sc2LoNv7B+nLax4atx45ocGA1xGP+ISGNM\nQZIkjuflISUmNqvosbFRYe96WSnUnEjhZj2fjZ8FsAzatwZ32m5s7cOsKdxWmP7IDGqWEeMnEBaf\nQEhMDCPGT+DHS5cskr1qTp2iq6MDPo1moqIoYq9WmyWi2bm6cf7nn9l++DArNm9m9htvcOzwYWMS\nmtl9ExL0ssux44xyyMbSUf3xXzF6ylTCEhLo07cfFy9cIDUlhXOnqzl3uprUlBQunDmjnz2np1NT\nVcW56svv5ezaxcEdO/D09+fAiRO88e67dOzUiekTJ7Jx1UpGjB9PyMAYQuPieH7BAqorTuIfEUn8\nmLHMWbTIaiKXKIpMe+UVPl+8iK2ffsKWj1fzzsRXuM/FhVVbtzJyzBhsVCqrMtjCA/uNK5mrobkE\nQmvvNZfkCFyV8ux6Ey+vJ+HydkZZESjcVK7kNqooLbWaIRzQfwBarda4UbxGo+F8eTn3u7s3cR/Z\nmIhmOsgbrusfEcl/Z0zHw7dXs/c1DEAajYbHH3qI1Q3yzzOVlXj5+xuPd/Xy4tuPPuIvc+YYXwuO\niubf06dRd+EC9997HyP//vfLSqeISP49fRovLEi+PPONimbu4sW8+tJLhCcmWpVoVpSW0sHW1qj/\nF0XRLGmvoLCQ+W+9hYO3N2XFR/ALCyN62HCOFhbgGxKKf0Qk8958k8cfeoiPTaSs1VotnTt1sviu\nrlQqvLkEwubes6YEmz5xIkWFhU0O6IZB3/D9G3ewu47Ey5ao0gz3u9Wl1FsTxRCY0Bb89O2JK/VX\nUwOD6Y+sKerrdagbkswM93hj7lz+/Le/ceHMGYIb5RlUFBXSoyEztqlBvn9iIulffokmJsbyhiaU\nHj3Kwnfewd7HB/eAAI7s20cfb29+NTmm8tgxwuItcwL6D04kwrMHmSdPmr1XeewY/ROHWDU8xcXF\nSJKk/xwmriTDZ2us/ze4Tj5dtoy5ixcb6y6NNtkkJiQ2lo/fXMygxx6n8swZdh89ikdQEEf27+eP\nzz7LiClTLLYGLcvN49knn2iyXyRJYs6iRagjo4xxEf9GbWnKxdN4QxuboUP1BkytJnfPHos9HI7n\nF/APrdZYkyn5nXe4dOk383pR1+hCasnmOi01GLcLSrC4gdtBIXArDdmV+utKwTbDIGTXsye5e/fx\n3NSpZsf9d+brPDFkCLlHjuBoUqBtxPDhvPf+B1ySJQIGRCBJEtXFxcydNpUZ8+cz9MWXqCgt5dzp\nakKsSEMjevbkk3XrcPf3J2//fvMBVtJvFP/Lr5cY9uKLxtd1Oh0fzJrJ/Xb2xlwFQ7mMkBjLe4S5\nu7MhIwN1sMYYGyjXaqmpqqRv3CCzAf98VSUlmZmcv3iRLvb2+DS4J0pyc/nlp58Z9NhjnD9zxup9\n+nt4sP/4cX699BsqlYq+gwaZHZOxdSsFe/cw7vWZFp9x7cqVxtVT6mef8cFHH+Hbv3+z6qE1a9fy\nzooVBDWUpTCVoPb38ODAiRMtKnbY+NmoKitj1/qv6OnnT6eOtlRrtVz88Ud+97f/M7a7rLiYs1WV\n9ItPuOL1byTtfXKoBIuvgrYasLoabmS9oivRkv4yBHcbB0tNg21rV6zgk08+oUyr5ePFi/DVhCCI\nIgX791FfX8+X27czdsbrZvdIXbGcrRu+Jjc315jk1eHxx5j35pvoVCqWTnmNfvEJFGdlWqwajufl\nMToxkS8//ZT8/HxKe/Xii+XLjH1WrdXy+EMPkWZSfwj0s/m+g+JBEFiZnExwVCSyJJG5fTvB0eb3\n2LdpM2VOjrj06cO56mr2b9rEwOHDja4kp+4eRtWSXC+R9sU6oh8Zzm+5uWaurOCoaJbNmUNJbg5d\nHB2tfg8VJ0+Ss2cPzj160NXB2jEybmofi1XI/T08Sf3sM6Ps9otvv+WJSZObffYlSWL155+bGc7g\nqGhSU1JatPuaKY0DsS6enowYP4G01LXERkTgm5jIqq1bLdptrV6UNW7k4N0WRBy3glYf4QRBWCYI\nwmlBEApaqw1XWyqhrXEz6hU1R0v6q/ToUXL27DELpFaVmWfAiqLIqFGjuFelQmVri72bGw5uboyZ\nOo2Hnv0DgVFRVu+Rn59Pv379eOaZZwgNDeXvM2dy/uef6eHnR+RDD1OSm8ulH37g66Xvkrcznbyd\n6XwwayadXV1ZtXUrvx83jg62tjw1ciRrV640q8lUr9M1OeDYu7gQFBFBNydn7FxcGTZmLKkpKWSl\npXFwRxprl7yD7d13MezFl+hnDHyPZ9MnH5OakkL/xMF89cH7hCcmItVLlBbkE//kk4iCiK5OR3V5\nudln1cQMpLyoiO/LyiyCm9VaLTmHDzP6tSn00oRQlHHA4pj8vXvpam9v8TlsVCo++Ogjq/WgrH2X\nhu+8h5UgvTooCG1GBk899dR1BWFFUcTB1ZXevXtbHbjd1Wqr9aIaX7+piqsKzdMWVgQrgBTgw9Zu\nSHulrUndJEnii2++sTJ7XELXe+4xC7aJosgTDz/M9sOHjYlXhtdbqlH/8dIl83tF64O2rn36UFNV\nxaHMTPPEsYhI5i5aZHSPmPaPr68vS1eb19tx9fLim1UrGTZmLJnbt5sFiJ948UVWzJtHwsiR2Dk5\nc77mjMX3ENhgPGpOneKue+7h/OlqCvbt4zkT33TfQYOMOQiG10RRxDMwkMdiYvjCpOxDtVbLEw8/\nzJ5jxxBFkbPV1Vz65VdWJicTMGAAsiRxJCeHHr69yN6xg34JCWYz+9L8fHqHh9+QSU69Tscfn30W\nlUrVIp+6IRZyZN8++vQfYLYFp2kgtnGgFqBzp05sb7SCM73+7bCyby1a3RDIsrxHEASP1mzDnaYQ\nuF6u1F+5ublGv365VgvoZ3Q9/fxJ8Otj8YNUe3uzp0FLb3AluXp5sf3zz8wGZIN7J+jvfzeeq9Vq\nCRgwwGLwDU8cgp2zM33jE4gf+ZTZIGvNPWIgNDSU+zp2ZNmc2XT39cXOyYmS/Hzu6dSJbz9cxbAx\nY4w1hgyz7odHj8bF09P4WRsjSzJHsrMpLcjnpYX/oKK0lOBoy9WOOkivEvJoSLIzbHqv9va2CG7m\n5uYa++xoQT5/nTsX0AfKJUm/t8C506cZOm4s/54+jfDEIcZM5phHHuHsyYoWfZdX+s5/OF7GiFkz\ngSsHYU3dlz79+7NizmzjFpyNB3VrRmXR3Lnmu7s1un5bmxC1J1rdELQF2rtC4FYbspb01/kzZ4wJ\nUnC57r7a29tq+6fOncvh7GxjsHT/po1c+uUX1i5Zgpe/P4C+tEHv3vzeJMHK19eXnQ3GwxTBJDxm\nKsU0JF0Z3CON9xEuOnQI246dCA4OBgRydu7CRqpn2ODBHK+txc3LixHjxxsHXFmWcWrINHZXq9m/\naaNFbCJ31y6cPT2JSHqw2edJV1fL4cxMaqoqKc3PJ3rYcIrTdxj93KYDmeE7v6+bnVleheHz1VRW\nItqIdPdWExo3iNpLl3Dx9GTkhIH6vkzb3uIify39zg3HWRtwrc3WA6Oi2bD0Xf7vmWcIbTSoN2dU\nlAH9xtMmVEMNK4KvZVkObOJ9eebMmca/Y2NjiY2NveHtaM8KgdaoV9RUf+l0OvrHxzN41NMIgOEJ\n2/rJxxwFRSf1AAAgAElEQVTYvt2iXIIkWd9K8r2pU3Do1o2fL14k9vej8DBJQjOtCWTt3MZuluz0\ndOycnY2z7dSUJfgGBvLHoUOvWFZgVXIyzh4edHVyIizBXLWyZc0atLk59E8cAkDB/v3YdrTFLywM\ngNzdu7m/Wzfue+AButg7EJaQYLV9kiTxn9dn0F3tg6iy4dTx43Tu1InF8+Y1+R3m5eczfuJEekdH\n0zfusmJIkiS2rFnDA3Z2hCUkULB7FyUZGcYS1ldTD6oxOp2ONQ0lPporfdGYG72XtjXaUk2j1iI9\nPZ309HTj37Nnz769VEOzZs266fdozwqBlmijbzRN9dc/334bVcdOfHeoiHJtCf79wxEFEcHGhjfe\neIMhQ4aY/Qhzc3PpERxkMbMckPQgh3btJCQhwSJ+YLrcXzBjun5j+oa8g72bNhE+JMl4vL6W0RY0\nMTGcqaykcP8+QKCm+rRZ8LEp10JQVCRdHRw5sGUzfQeZ70Fw/vRp/jJ3HksmT0IEJrz5FqIockKr\n5VR5ORdqahgy8ilcvLxITVliPH/g8OGkpiyhp58/NioVmdu2MmzMWNy8vIzX3r58Gf5+flb73pBI\n5h8VRcb2NKMLzSjF9PdHpepAasoSOtTXs+nLL83KfQNkZWVdLq8dGnrFZ7+xMs1a6YurHWhlSaK4\nuLjFxzfHlVYtt1JZ11o0niTPnj27Ree1lRVBD/QrAqvfyJ1QdO52QafTERYXxx9nz7G6ufy/p0+j\nd2gouu+/N/4Is7OzWbZxI8GNdP85O9M5V1WFIIokjHzK7D3DTFKj0RiLoZUePcry1avxaJChFmUc\nwMPHhzOVlXpN/uOPI4qXC8T9e/o0/vPmm4SHhwNNz1oP7khDV6fDzcuLbz/6EE30QLONcFw8PTm4\nI43d69Zxb5cueAYEcKKkBL/wcC6cPsOhzExGvPQSNioVmz7+GL/wMGxUKvL37iUoMhJdnY4Oth0I\njY0zu2/mtm0k+PWxiGM0LqBn5+JM8cGDePbpw+mKCsZMnWbW5xvee4/1az41vlZQWMjUufNw7t0L\nQRQp3Lefzp06sqiZ1Udzs21DqfLSo0f54ptvzPI+TLctbXz+yWPH2LhqJeGJiRbHXw+mxshQ1VaS\nJN5ISSF+7LgmVwu3I+1m83pBED4B9gE+giCcEARhTGu36XbhWuuyXE89lzVr1tA3IaHJzeXDE4dw\ntLCIuNHPMXXOHHQ6HRqNhhMNP1bTNpTk5ePg4mLcYMXwellxMUf270e0sTFKBVdu3syb//o3T0x+\nlfDERMISEnhuylQqy8roPzgRzcBoPHv3NrqXRFGkX3w8Wq3W+FmDgoKsSiAL9u2ng20H9mzYwANd\nu1FTVWnc3tHF0xPQB4QdevYkICqaqrIyEp/6PWWHDuPg7kbcY4/x9coVSJJEcGQERfv3U/dbLXff\ney8hMbE4e3hYlayayjxNv5dPPvkEey8vdn/9NT0DAqgqKyPyoYdxcu+OgGAhQ+0RFGgcGCVJYu6i\nRQx94QX6xSfQN24Qo6dMoU6lYsqcuU1+302tluy9vUl69FGWb9zIOytWED92nFUJs2G2vn3Fcgp2\n7yJ/ZzobV61k3KzZN1zybFipdrC15ffjxrFi82YWrVzJA56e7VYifrNpddeQLMujWrsNtyPXugy+\n0nnX62MVBOju60PlsWO4+PmT9OijvJWczNxp0xg3fjx9ExIQBJGSPH2d/uL0HSyeP5/5b71Fhwce\noEyrxS8sjAfc3Bg3fjx/njsPUdRn7vYbPNjih+4fHs7pykpsO3Y0tt+gTJLqJVatWUO3hsG8/scf\n6R8UxNdL38Xd35/aujoK9u4lJDYWzcAYNANj+Nf0aVz64Qfcn37GbGZZeGA/dbW1XKg5g19YmFmV\nU9BLWlcvWsQvP/5I6KA4bDp04Neff2HVwmT69AvjUEaGRZDZVOZpWqpZkiQObE/j5x9/5OypKv4y\ndx6nGnI0/vDaaxYrMVNyc3Ox97FMMvMJDqb6xAmys7ON9Z1aQm2djn7Dhje40KznfRhceKbuy+Li\nYgQr9ZVulMKncXDakAmuYJ1WNwQKN55r1VNf6byWFP166qmneCchgTGvz2T/pk0Wg1tJXj7qQP3x\noo1Iv2HDmTxjBp07dyZ88GBOVVRQdOAAPXv3Zs9nqfx59GgCAwL4dNkyHnnqKfzD+5O3ezfuPmr6\nmujjAbCyAJbqJS6eO8t3hw7j4OZmthdBVtp2VLYdUTs56zOFCwu5qNPx448/cnbvXup1OvoOikeW\nJZbNmYMmZiB9Y+OwPXeWpa/9nfDEIciyzKHMDNy8vDhXXc3xw4f1A6uV1ZCPRoMoCITGDaKitJTY\n3/2OjatX4+Dmho1KRWrKEtRBwdTrdBwrKiTmkUc5e7KiScXNyuQF+If3Z9mcOfgEB9HFwYH9mzZh\n5+JsJkM1VY9JkkR9fX2Tz863335rbK+pobdRqcjYsgX/Rsq0Q5kZjH5titG4XgnTuNKBEydadM61\n0HgFo1d0bbLIBFck4npa3TWkcOO51kzpxucZZs/CPfeQlZVlNXt56pw5ZGVlGZfzKpWK1yZMYMWc\n2XRzcmLFgvlkbtvakHm7hIiHHyJn5y7q6+v1+/yq1fx46RLxY8fh6NGDH89fIGHESLr79uLXeon1\n+/czcswY/vn225y/+BMyMqFxcZw5eZIfzp0ztt1drabEZOMUQ/urDhXx6tixvP/O22alnkNiYnhh\nQTIPdOtKcHQ0oXFx/GXOXGoqqxg1cRK//forg0c+hYObG6X5BYTGxSFJEkWZGRy78D0Dkh4kY+sW\nzp0+Tdxjj5MwYiQjJ7yM7V13U3TgwGWplAk2NjZkbNvKx28u5tzpai6cPs1dd99Nx06d6BsXx4jx\nE7BzduZCzRkGDEnCycOj2VLNwVFROLq785c5c6iprCI4KpoR48dzQltCSU42Bbt3sW35MmZMmoQo\niuTl5/ParFns27QJnU5n1k8leXlUHD3K5xs3seC//+WDb74xZuVKksT8t97iwdHP6ctp70wnOz2d\n91+fQY+G1YW+//NanFl8q8tBGwL0qxYmk7cz3aJv7nSUFYGCVfTqk/X4aIJ5wNGRafPm4+DVEzBP\nEnPx82fRypXI775rXB08/thjPDJ8OGvWrOG4izObduzArocnXezt+Xr5csLiEzh7qgpdXS15u3cT\n0CBr1JeOvuzS6BsfT2pKCo89/zwr5szhT6Yln6Oj+c/rrxPz6O9QqVRUl5fz88WLLH3tNbwDAuji\n6MiJ/HwWz5tLvU7H4UOHmij1HGycPYuiiFdAAB8vXkRYQgLnT1eTuc08k7hv3CBSU5bg7OGBvYsL\nds5OXDhzhowtm/EODMLNqyf+4eEc2LLZYvZ5rKgQO2dnRk542fi6JibGTErq4etLTWUlR/PzKNm7\nh9cnT6autrbZ76pxnoR/eDjuKhseSkw06vPz8vP508svExI3iPurqnhn4iv4h/enq6MjBfv3cemX\nXwCIfPhhaEg8ixo6lDmLFjEsPp7vf/kFXW0tT7z4onGf5v6DB3PkwAHKGmozRQ0dalRCGYrHNZWL\nc7Nzd6zl1jh5eODq4MCYpCT9iucWKOvaC21CNXQlFNXQ1dESPXVT54147jm8B0Sw55sNPDPJPH1/\n+dy53HP//fiGGCpk5mHv4ox3YBDuarXV65tdc8MGnmlUEmD1okX0Cg3B0b271YqhOTvTqf2tFlUH\nFSExsWZF7HJ2ppO7cxdBUVEcTEvTb1oTrEGWJA5lZlL/6y/cfddddOvRA1mSeMDBwaJ6ZXZ6OnW1\ntTh7eODs6cl/pk9n6Jgxxp3HrFUYzU5PJyc9nXGvv272WVYmJxPQP5zi7Gz8+oWx59tvGJA4BJsO\nHTiUcQAHd3ccXN2sXs80x+G/M6YzqWEvZoP2/Uq5Ejk70+nmpL9GVloaP9ScQf7pJ2ZMmoS/nx/D\nR44k5KGHzVxjB7ZsxrZTJ+665x7q63SMmjjROMi7ennx4T/+gaSrI7Ch7HTB/v0AJI0ahYunJ+lf\nfE5N2XF6aIL16qP9+7nX1pZxTz+NV0/9pKGxi8naM9fSfauvNj7VFvYCb22U6qN3MNc62yo6dIhL\nl35Dm5NNn779LGbPAREDcHBzN2r6g6MaZuW/e8zM9WSQdIL+x+vUqxc2KhX+A/pbXLNXSAgF6enE\nP/2M8fjGNfkBLtTUWGQq27s4Ez9iBJ+9m4K9i4tZ9U7H7t35atkHBMTEItqIaHNyqfiujNA48zyA\njK1bCB88mLNVVXzz4Sp6hYZyoeYMGVu24B0YiGhj2V+yLNHd1zLgGhwVSTcnZ5x7ePLl+/8lIimJ\ns1WnOHzwIEFRkdTrdOh0dRbX09XVUpydzbnqU2hz83j4uTH8a9kydHV1jBo1ClEUqav9jdSUJXgH\nBlKv0/HdoUPEPPKo0VAUZWQwcNhwdDodxwoLGTF+PIBx4xs3Pz/SvvjczLgHR0fzwZzZqGxscHRz\n5/OlS439u2/jRup1dYwzqf4aEhtLasoSdn71FY+/8AKl+fmMmzX78vsxsXy99F2jVNMgI21OqGCI\nGRQUFvL7ceOajD9di/ihNXJr2ivKiuA25mpmUKariKbq+R9MS8Pe1dVYxgD0Gnt7F/1rBbt3EeXt\nzRfffmv8wR7PzaWzqyuefv5NXrP8SDGnTpxAlmXsXVwsavKPmjiRZbNm8fyCBWaD+L+mT+MBOztE\n0QZ1YKCxHn9Tmbtvv/J/OPfwxFcTjCxjNYnLcJ4kSayYNxdZhrEzZpgVR1u9eBF+YWEWuv+cnel0\nsbNn22efkTBypFkmdGpKCk+8+CKfL33XfL9lSWLZ3Dn49x+AU/fudLC1Zc+GDXj5+3G26hTanGxG\njxxJhU5Hr7Bw3pvyGj6aEH44W4OvRoMkSezftIleIaF0sbcnK207A5KSCG7IhSjYvQsXUeTT9esZ\nkJRkloEM+g3st6em4tTD06wIXllxMTWVlRaZ1Dk70zldcZKThw/RLynJIvfjYFoa+zdv4sXkhS1e\njV5pBQvcFhvJtwbKiuA25WoGd1OFxpUwDRQbFRaNFD+FB/QbuTS+h+H9aq2WL7Ras6Qd/4hIls2a\nScTQYVavebSwkOihQ9m5fj0///CDRU3+5XPn8OXb/ySiwa9ret9+g+Kxd3Wl2iTPAPSF19SBgRbH\nRw8bjr2LC4Iocqq8nH5xg4xGwHCMd2AAOTvTOVpQSHB0NGdPVfPPv71MYGQUXR0cOLgjjZ59/PQl\nnh2djP0FkLdnLyqVCk3MQOOqYuDw4bh4euITHETlsWMMHP4IKxbMRxMZhSgKZGzdSs/AQDre1YkD\nmzejq60l7vHHjS4cx+7d+fjLL3Hv2ZO8ffuIGjoU0caGH86epV5XT97u3Tw/f4HRUOln7SkENvjG\ndTod3+zaxdDnxnCh5ozF926jUhE8cCB2Ts4W/dXUsyUKAkMHD6bG2vsC+AQ3vQWoteexJeIGpZjc\nzaVZQyAIQgxwQZblAkEQRgADgWPAe7Is/3YrGqhwmVuVIm9QWKSmpOAdEIDKRuR4fj7Cb78Zk4Pg\ncs37kMhItLt3mZVGNr1WaNwgPpw9C6/gYFYtTMavXxiijQ2lBQVEDxvG7g0bGJCUxAUrJZz7xsbi\nKooctxIwNQxW/RIS+PeM6di7uiKKIvX19dRL1iWSQkNAVpIkaqoqLd6X6iXydu/moT/84fJg7O7O\n/k0b6ekfwJ9mzWb9+//FVhA5W1WJIIps/+wzZGRsO3bk6YmTzAyZYYVhwMXTk4ABA9i85lOcHBwY\nN2s2KpVKr5gpP0EXRwd2f/01/YcMMRqZ4Oho3ps6hb/Om28c8IOjolm9eBEhsTFm9X5MA8fuajUH\nd+4kKDIKD19fMrZssTTEBYWEJyZytlFfuKvV+uqvsebVX0vy8vjlp59wdHUhy4qc9HBWlrHOUkuR\nJIkzlZWUa7XGDYwUbi1N9rggCEuBecAHgiCsBkYBRUAIsPzWNE/BgKmW/GZsPtNYzufi6ckTL75I\n8d49aA8cwDM4mOD4eFbMmU36F58b5XcvjxnD2IceInXlSquVRQEkWaZHYCAXq6sZP3o0A9XefF9z\nhpETJlCv01lo7k0RRZGNaWkcKyqykBrmpO/A1cuL6vJyOnbqRM3Jk9RUVrJ17Rryd++xOD5z+zZc\nG1YAAlB0IMPimKKMA7j7qI0JYQap6fPzF1Bz8iQAP1y4wKjXXjNm5j43dSo//3gROycnY1VSQ6yj\ni4M9x4uLKcnLx72hFtJ3RUVMXvoedLoLUdTXB0pNWYKMTEVJKb/+/DMXas4YN/SpLi8nfHCiMZBr\n6Jc+/fpx9tQpiz6r19VTnJ3N2iVLCImJpYOtrZlxz9mZTlZaGqsXvcHA4cNxV6vJ2r7d4jn6+fvv\n2bB0KZnbtnEwLY0VC+bz88WLJI16muDYOB4c/RzLZs0kb2c6B9P08uBBjz9BaX5Bi2WhBYWFvJGS\nwv12dpyrvryBkek5t1pqeifSZIxAEITDsiz3EQShE1AJOMiyXC8IggAUNFUX6KY0UokR3JLqjdZU\nFo33jpUkiQ1L32Xmq68SGhpqoRCy5ss1nRUbatP8ftw44kY/x8G0NDp06GAhozSc++9pU+mXkIBr\nTy92rV+POjCAs9XVlOTmYmtjQ6e77uLnS5f467z55ufNmEFXB3t8gvXBT21uHh3vvotTZWX0H5LE\n2VNVCILA+dNn8GnYalGbm0c3J0fOVVfjGxJiGc/YkUZdg4LJVH1UVVbGpk8+JqD/AGw6qDiUkUFd\nbR3B0VFIunr2bdyIi2cPPHr1Nha8Sxo1iqqyMro5O5OxZQsjxo+n6tgx1r3/X15a+A+L/vPy98PB\nzd0sPpO1fTu7vvqS/3v7HbPjP5gzm8SRT9G94VjTfpUkiXKtlm1r1zBmuj72UVZcTGl+nkVfOLu7\n8X/P6IP4mzZtouDUKeJHjDT7zvN3phPu4cGHqak89spEVCqV1T2Iral1mnpeVi1MxsXenpmvvmoZ\nLL6DFUDXwo2IEVwCkGX5kiAI5bIs1zf8LQuCYCl9UGj3NFZZSE3sHdujwQdsbRb/+EMPsXrpu3QP\nDERXL1FaUEDMI49cVvM0bDXZ09lZv2HK4MHk792LJibGOGNVBwUZs2ttbG0RbWxw8fQk4uGH2Lpm\nDUERkQxIepDDWVmcPlFuMTiJokjfuDjsnJ2xaXCbPPlSFP+aOhXvwAD2fvsNPf38OF1RwejXphhn\n2k++FMWHCxdyrvoUvpoQi88mSRKbV3/EsHHjzF7btX49z02Z2sgltMTohgmJjWXFgvnYOzvz3JSp\ngH5w9uzTh+rycqNSZ+PHHxP54EMWn0UdFMSu//2P8W++aXbfvN276HTvvcaMZFmWyNuzBw9fX3r0\n7m1clXgHBrBiwXwCB0QgI5OTnk7dpUvk79zJ+TOnOV5YSN/ERBJGjDQqtkZOGEjR3j3GOJMoipze\nvNniOxdEkd69e/PHZ59l9b/eo0eD4e1y990k+PVB7e3dpFqnqdiAJjKSMUlJZoN8ayuArre0Slun\nOUPgIAjCK+hX0Yb/0/C35UaoCjeV6918pqUPsmmAOTs7u8XtM41feAQFkbV5M939/HnypZeoPHbM\n6P+VJIna2lo27drNCwuSEUUR1576Es2effzwDggge8cOQmJjGDnhZXJ37SInPR0HVze+WbXKLLkr\nJDaWD+bMRjLJkjV+Dhu97z40LhaAbZ+lcumXXzh59ChhgxPZu+FrPHr1YsX8eQRGRCCKNmxLTeWH\nC+d56uW/sWHVKouEsKL9+3lw9Gj2bdqMpqHsc0VpqdXgaONEteCoaKorKhAa/P7qoCAO796Fra0t\nXn37UVFaSndfHwQrclVdXS3dXJxZMWc2oXGDqNPV8d2hQ/o22Ig4urrx7Ucf0d3XB01UNAe2bsHe\ndRclubkNbjcbfv3pJ44fOcK9ne+jS+fOXFKpyNqxg5C4WILj48ncvh179+7GFYck6XeDkxITkSSp\nyefveH4B/9BqcerVC4+gII7s388fn32WEdcxUDc1ybga8cON5E4oX92ca2im1TcakGW5ZYWubwCK\na0jPtS6PGz/ITZX7bWwsoGWyPWtLfJ1Ox5JJk3Du0QOfIL27oSQ/n7OVJ3n8wQepQjDKPQ3X2Pzx\nxzxgb2+sxumuVpO3exf1Oh271n9N3GOPWSRjZW3fzv7Nm6y4U5bwxIt6IyRJEl+vWI6Xvz9O3btz\nKDOTZyZNBmDtkiXGwKwsSZw/c4aQmBhOHjtG2hef06dfP2RJ5nBWFkFRkRzJzsHexYVyrRa/8DDO\nnarGztWFsHhLmaUhwQsgY+tWyooPow4MpDS/gK4ODjwRG8Njv/sdAxIGk/j005w/XU1pfoGFe2z1\nokU8M3kyOp2ON8e/REhsLINHPkVFaSlnT1VZnKPT6fj39GlGQ3u5Ty5LY629v2zWTMLi45GBzO3b\n8QkOpquDg/F5AVrkOmyprNP0uYHL22yW7t1DasN+0q3NtSZnthWu2zV0Kwd6hZZxLcvjlhaga2rW\n05LEtNzcXBzUarNEMFEUubvzfYyccFkOqomJ4f1ZMzl16hQ1MmYqEVEU9Uqi/Hw63n0XoN+u8pef\nfiLuscfx7x+ObCUoXl9fj1dAICuTkwmOigSgKCODH86dZ+unn9LVyYms7du5t/P92NioKC0owMHV\nDdAPPL4hGmOCXLlWayxc5+blxTOTJlNRWsrhzEyihw0jc9s2C1975saNnDxaSt9GiWoleXmMGD/Q\n+PehzEyCIiMozS8gauhQNq5ayRMpS8jOzsb2rk58+f773NflAZJGPW3cE9k01wEgJz2dHr17Y+fs\nbFQUbfn0U0Lj4sy+j8pjx+ifOMTKKiXI+B0ZjJ/p+33j443+/rGvz7ycO2HyvLTEddhSWaco6hMf\nJ8+YwY+XLhEwYACyJHHp0m8UHTrUJmbcd8o+yEoeQTviWvyUubm52DeS5Imivo684UE2NRagHyDv\n62bHnEWLSF25slnjI0kSW7ZuJXPHDn2ClaDP+vXy9zcGW01rE/Xo1ZujJyvw1IRwrrqa/Zs2MXD4\ncBzc3SnJz+fF5Muz1OCoaP41fRra3By6OjiQuX0bmpgYswH34Pbt6Op13HXPPXRxcORsVRWyLDMg\nKYl6XR35e/fQKySEwowD/PLTRcISEhBtbPTS2EaZw43zJwyD7fbPP6N3375m6iZRFPHs3Zt+SQ/i\ndfddfPbmYnoE60stFO3fj4xA7q5dxliHoSyDZqA+KN43Lo5/vv02a9Z/TeigQSDoVw3r/vNvIpIe\npPrECY4VFfHYn/+CIIr62ElgIOrAIDK3bcfRvTtuXl5oYgZazVa+FmRJRhRFekVEWEhS7b29+eST\nTxg1atQ1uQ6bwt/Pj86dO5uvKuIGXbFSrsKNRTEE7YRr9VNKkkRdneVAUVunM8rxDLOe6vJyY6E5\ngMozZ0j97DNGPPlkk22as2gRlWfOmJUiCI6KZsnkSfiFhZuVhdi3cSM//fC9+bHR+nLKdb/9Rvjg\nBAuD1T9xCLWXLrH32410vOsufT2fhpnjkZwc/cwZsLFR8b/3/0vHTp14ft58QG/QHNzc2fnVl3Rz\ncDSrcxQSoy+XIMuYDfxRQ4eydMpr9E8c0rALWS51tbXWionq2ygI5FVUoKutZeeXXxIQEUFQVBSl\n+fnUVFUiCIJZkTlD8PfsqSoyioqM+ykY2vSf12fQxd6ew7t34e7qiqOHh8X+AiGxsfxr+jT6DYpH\nFGD3+vXG7G5RFHH18uLrFcut5ADkM2L8QHQ6HRtWrjBub2l4v6KoEMmzB2cqK83yRQB0DZVgv9q6\n1Vi/SJIkjuzbR5/+A4zxEkNiYUtLOze1P4LpRKU1ud7YXHtBMQTtgJa6d5qiKCPDosbOocwMGDbU\neIzcoH4x20wlKpoP3nqT9z/8kG49emDv7MyZBgPk7+fH3MWLUUdGYWclEcw7MJCS/DyeN5F1drF3\noObkSYtjAyMiqPutFtHGxqLtsiTx04Xz2Np24K9z5wKXfcnHioro6uiEvasr7mo13x06RN9BgywM\n2sXzFwgfYll51Ms/gLLiw/x7xnTCEhKQJZkDWzYTlpjI+TOn6RUSysgJA8nZuZOta9egUnWwSMg6\nkpPDqIkT+eTNN5mU8u5lN9jAGH0pin5hFt9PvU7HwbQ0BjfUETJtU9+4QaS+m8KAIUMAeHfyJKIa\nNn4xPS4sPoFvVn9Ez169iX30d9RUVbJj3Re4evbku0NF+IWFGRMCRUHg4I40fIKC2PW/dRRlZdEr\nJJSVycn4h4cj2ohkbd2KQ7duZJ48yf12dqSmLGHgcP02nIYMcIME2LB/hGOvXvj078+/przGXffe\nR/DA6Kt27bRkotKaGNxXN6tKalvhioZAEARHYAHgIsvyg4Ig9AEGyLK87Ka3TgG4Pj+lKIp49upl\n9DuDXiPuaXI9jUaDduZMfML7m88QS0u5x8EBG5WKrs7OFDeUJjYUMmvcJlM62trqZ6yN2mxtsBdF\nEScPD3as+8Jillp1qIgRw4aR6e5ufN0QgD1/+rSxCmhFaSkevXyRZUuD1sXegZpKyyxiQRTo7uPL\nY399nspjxzicmYGdiwsOLq58V1hkjF+ExMRQmp9Hz4BAViyYT1BkJIIgsn/jt4QNSaKitBS/sDCL\nz9o7tC9p/1tn4c767lARNh07cbriJAe2bMHJ3Z3uJn3p378/nn7+uKvVdO/Vm5qGrFvAJPNWxsnN\nzWyV0zduEP+d+TrjZs7C1tYWSZJIS13L8IgIlkx5jTVr1vDhZ58bg8SGOMe6f/8LLy8vhr90uc9C\n4waxKnkB/v37c7SwyCgBliSJHy9dMrpyJEniSG6uef2kq3TttGSi0pq0tnT1VtCST7MS2Ay4NPxd\nAvztZjVI4cai0Wiou3CBJ158kW5OznRzcubJl16i7vvvjcogURT547PPUt/ga9ZnuqZw7nQ1ju7u\nnPptlp4AACAASURBVDl5Eif37owYP549Gzbg4O2N1mRgsrYhyYWKCmxtO5i1xV2tpmDfXotjDVm3\nILB2yRIyt20jc9s2tn7wAREhIZSVlVFvRSKqq6tDEzPQ+KO0c3YmJ32nhZzTw9eXwgP7Le57tKCA\nsIQEVCoVNioV3xUXow4M5ELNGXR1taxMTubgjjSytm+jpuoUu/63DmcPD44WFrL9s88IT0zERhDY\nuPojq30viAJyfT0rk5PJ2ZlOzs501i5ZQq/QUB6ws8Pe2RlVBxVp69axMjmZk8eOkbF1C87dPTiS\nk82yOXP4/swZsnekca662phpfPLYMXJ37aavFUPbLz7BuG0lwC9nz+EfEMDTf/oTGzIy6Nn3chKg\nIc4RPWw4Hbt0sbhWUEQkxw8fNtubuaK0lIABA4zHVpSW6ndea2KSciVMJyqmfeTZzCSjNRBFvXS1\ncRLl7UJLPpGdLMupgAQgy7IOaHqvu6tEEIQkQRCOCIJQIgjC32/UdW8nrifF3rC03bFqJT+cOc0P\nZ06TtnKFxc5MI558ku/LytDpdMYZdcjAGPrGDeKZSZPZtX49AD7BQdScOoWvry/H8/S14w2JYNnp\n6WRu28a25ctYPH8+NSUllst7QTCWJcjcto2VyQvo6uDAqoXJuHt78+tPFynamU7nX37mxMkKjtfW\nUinD3k2bOGlSYkGSJHJ2phMcrVfmuKvVlObnExgVia6Rq0EU9fWF/jVtKtnp6WRs3ULK31+lpqqK\n3J3pZO9I4+sVy3l+3nz6xg0iZGAMT0+cxF333EPtpd8oKy5G1UFF/JMjcHRz5/zp04x65RX6xScQ\nGhfHn2fPYf/mTZYlLbZtw39ABEEREWZG+Eh2Nn98/XXCBg/Wl6iYMoW7772HL9//L+pgDUeLirB3\ndSU0Lo59mzYyfNwfCYmJIWRgDCPGj+fL9//Lye+OIVnZcrJep+NITnbDgPoOtb9dYv6bbxI/Zizq\nYI3VFRmC1Q3VUKlskH/91ewzVZWVIdW33GUjSRLZ2dlkZ2dbdfVoNBpqz58nLCGB2t9q6eLgaDFR\nUbj5tCRG8LMgCN1oeFYEQegP/HAjbi4Iggi8C8QDVUCWIAhfybJ85EZcvy1wIzISr9dP2ZKlrSiK\nzJg8mVemTMG7n+VeBAbpoSzD+RMn9CuNhhr5PsHBqAMDyN6RRgdZZve2bahUKh5/+GHeWZhMUKRe\n1qnNzSNp1NNUHD2Kqyji7u1FVE9PBEGA/uEIgkDv50YTFBREZGKiea372FjemzqF/olDkOrrOZSZ\nwYCkJD579126OjoAUFVeztnqau6+5176DjJ3NZytOkV4QgJ1tbWcr65GHRSEk3t3ijIOYOfiSk8/\nP2OhNkPguKdfH3asW0dXR0f+ahLUbVwO40xFBaKNDSsXLCAwIgKpvp69335D527d6ObowL5Nm3h+\n/nwqjx3jYFoa3oFBVvo3mPu6dOVYQQF/nXf5XsHR0Wb3EkWRAUkPsmPdF3x3qMjicx7JzkYdHExX\nB0dGTniZtNS12Lm4GBVQ1irAfldUhCzLFgUFT5eU8Mbcubw6Ywaq++7j+/Pn8Q8P51BGhvG++mtu\ntLjm6ZISbIYOZeSYMc0KHAx7YJyrPoWqg4r0/63jvo4dWWzSBwo3n5YYgleA9YCXIAh70WcVP3GD\n7h8GlMqyXA4gCMIa4BHgtjAENzIj8Xr9lIal7ZXukTxzJis2b7b6viRJ5KRt5/133iE/Px91WBj+\nEZFGbfofZ86iaO8e8vPzCQ0NRe3tTUhUFA84OgH6sgWiqC8B/fG6dQRFRnK8pAT/8HA6dOhATWkp\nwRoNqampaBpp40VRJHxwItUVFXS07UDX++7DztkFQcjGzskZSZKwtbXlhfkLqC4vN5aq0NXVcSQ7\nm/gnn+TMyQqc3ZzpYGuLnbMz7mo1uvp6MjZtYkBSEudOX5azunh6oupgS11tLcENO3SZtsW0wueu\n9ev569x5gD6RLH/vHiIeehgblQ0ZW7dSe+kS/3l9BmHx8ZQdOsT93bpZqHIABAE8/fyavJchNiLL\nEn7h4QRFRJrFfnJ37eZ+u276ktZbtqCyteVCTQ1dHB2N1xo4fDirFy+id2hfBFHgcGYmg554ElEU\nWblgAcGRkahUNlRrtYx85BFenTGDrh4edO7WjdpDh3Dz8sbNy9u4JaWNSsXPF3/i4zcX0zu0LzYC\nlGRmMu6ZZ5j35pskmJQkbyxwMIggTHdeC4mJZfvyZfj7+TX7rCrcWK44ksiynAPEABHAXwA/WZYL\nbtD9XYEKk79PNrzW7rkZ1UJvhZ8y9P/ZO/OwqMr2j3/mMC5lZS5soiICorJvAgIKgkruqampLVTv\nW+/PtMU3e9139E2zN812tzRT00rTcgFERAEVh0XUAQlRURb3sgyGc35/zMxxhhkQCxVrvtfldcks\n5zznzMxzP899f+/v19+fch0rRw9R1GrYZO7exWfvv4+PrlNYPyZHNzeZumgIX19firK0+X9Dk5b8\nrCxCBwzg7E8/8dx/JhMYFY1Pj563vT+iKGKlVGLbti1jhg3TmdFPwD8yEoWgoFvv3giCQBsnJ8IH\nDOBoUhKXy0pxDwwkZfv3ZKYcwMHZmfysLKyUSjYuXcqx1FTGLVxIQK9ecuoleds2NBoNh+LjcfP1\n1c7Q1aBvdK8uMXEqO4cXZ8wkSJf2+de8+Tz86CMMfOEFCo7l4ubnR2uHNqxbtIgje/fKSqV5mZmc\nzT9Fazu7Gs+lvwfHDx+mtZ0dbZycGDF+vJx28g4NJbBXlHwd369aSbtObmQdPGikKuvm70/qzh/J\nz86mUdOm/PDFF0iiNrh0d+pAbEwMU954g3eWLcMlKJgWtrZkpRzA2cOTfVu3YufoyIjxE7hSXkZl\nRQWxU6YwZuK/OaM+Sf6RDLqEhpJSUEBxWRnnCwspUqvlYrdh7aBGEoSbW53qCxbUH+pKH+0GdNC9\n3k/XtvzFXRuVGcyaNUv+f0REBBEREffy9HeMB7UjURAERg0ezMJZM/GNiESStJTKx1u2pFmzZkZM\no9vxqwVBYMywYSxdsADvsFvpoZ6DB5OTlmpErdSzlBTNmuHq6sr7n68wYRAVHs/l999uIvx6A9c+\nfWQzelEUUe1Lxj8yUn7t/u3bjTyF/SIjWTF3DmsWxBEzegz7t28nuG9fsx4Izp6erJw7l/7PP8d3\nn37K5ZJSkxRM6s4ftRaXF0popZu8tYVTU90h/8hIkr75xsgmMiCyF6vj4shKSeH3m7/R5KGHuPnr\nDTISE4w6hUVRJG33LgKjoig9e5aTR48SMXQoO1avlpk2en+F1J078dP9LgRBoFt0b1rZ2qJs3IgV\nc2bj2T0UkDi0ew8tbGxw9vBAEASyD6by9UcfYtOyFa8MGogoisxcsIDop0dzqeQC+VnZ+EdGotFU\n8tuNXzi6bx9+PXuaBKhLFy4YpfO8dFam3aKjUAgCqTt3Ytf2L7HOa7BISkoiKSnpjt9XF/roWsAZ\nyORWkVgC6iMQFAPtDf5uq3vMBIaBwIK7B1EU2bB1K7EzZsqqnP+aH8fm5cvp9Xys0db+dnWL7Jwc\ntuzYgSRJtLCxRRAERk7QFne/+/wzWtvZA+hki7W8/8dtbZm3ZAm/Xb+mTVWEhwG3AkjxTz+RvXcv\n+adOyavcs/n5+EX0JC8zE5/w8BonZJ+wcFTJyVRUVNTqgaBQgG9YGLvWfYmrlzdWVlZ8MnUqAb2j\nUSi06ZRBL71EVaWG/Kxsik6eNNJNqo5LF0pM+gkEQcAnPIwWNrbs2biBpg83o+/To0neuJHlk/9D\nSEwMoqaKgtxjDH7xJao0Wl59TloqO9etozEKVsfF4dm9O2KVhtz0Q8SMGWN0jqvlZeQeSscjOBj/\nyF4c2buXRx57jKbNmjHGgCygb667dP4Cq3ftouD4ca5e/5krZWWIoohCAXbt29PGyYmAyF58NnsW\n+VlZOLu7IyitWLNwAdJvvxGo25EZXmNgVC9a2trh1KULPmHhrJg1E2/djrLGxcQdNKRZYIzqi+TZ\ns+umFFSXHUEA0PUuqb4dBlwUCoUjcAEYBTx9F85zz/EgdSQaFrRFUcTWzQ2lUimvNPUGK2fUahTN\nmslSA7XVLURRZMrceQz4v/+TG7xcvb0pPXOGQwnxdPbzJ+vgQbzDw014/349I/h05ky8QkJopQsW\n+vpCyZkieo0Zw5KPP0ZTqZH9GRTCLeOVFjbW8irdEJIk4dujB/EbN+Lbo0eNxdMThw/z87XrBPfp\nAwrIU2XSL/Z5vv3oIwb/82XGvjWJkqIiDu7Ygau3F9cvX+aT6dPwi4wkNy3d5HjHDx/Ctt0ws/de\n36fQys6ets7OuAZ1g6wsTh5V0crGxqgrGcA7NJSCQ4dYNG8e//f66yRu2Uw7Z2du/vYbNu3aySkY\neycn8rKyjdRafcLDWfb2JEL6mtp+dvLxobR1a5pb2/DL9TSenzLFaPeybvEiegwcRFtXVxo1amyk\nIeXXM4LNi94xG1glCeI3bqT/c8/RxsmJwKgouYakX0xMmTsPu86dtbuT1IM0b9q0wWgN/V1Ql0Bw\nDLBDO1HXK3RGN68Cu9HWK1ZIknSivs9zP/BnmT73CtUL2nqzeTBeqbeytePHdWvp5OvLwdOn2Rob\nKxe+zaW5MjIysO/SWc7Zjxg/nrP5+RxLT6PfM8/S0d2d84WFrJw7Fz+DhivQadL36MHR5H30HvW0\n0aSal5nF8HHjaN+lKxlJe1kVNx/3bkEcjo9nQGwsw8eN41x+PsnbtpmklnLSUukaEEjUiBHs/HId\nfhERJh4IOampXCot4d9Ll92aQHWWk14hIah27SRh00auX77ChHfflTV5ej45lI+mTMHNz4+Pp08j\nsFcUAIfi42nUpAmpu3aayFrrJR8ulVxAELROZdmpqXgGBaMQBHLSUikpKpI5/KC10nxx7Fji3nsP\nz4hIMvcn08nbh9N5aj6eNpXgPn1BAZuWLSVy2DCT+xoSE8OlkhKz3wWFQqDk7Fmzu5cuAYGoM1Xs\n2bjR6Dr0z7sFB3NapTKxrizIySF22jQTmQw9PNzdkSRJthnV+zVMmTuPbRu+alC/lb8y6hIIWgPH\nFQrFIUD2KZYkaVB9DECSpJ2A221f+ADibnck/llqqjnpCkOzeZOVeoTWGD1q+FMQFl5r96harUZR\nbbJwdHOj7Nw52SxG799rbrOpEBT8/ttNyouLEQSBhM1fU1lRQWBUNJuXL8fFy5M+I0dxNHkfxw8d\nolvvaMrPnWPvN1to5+rKL9ev8eW7i2X/XNX+FMSqKho3acLV8nKqNFV8PH06wX1666ivWg8Er+4h\nlJ8/b5a5c2hPPBpNJUG9+6BQKNi8fPkthpFSSVDv3li3bUvE0KEs/89/UCjglflxXCgs5GRGBqvm\nz8cjOAhlo8bkZWbSY+BAitRqMvYm8dyUKXzz0YfETpkqn9s/MpJNy5bKXbuiKHL1dCGKrl0oLi3j\ncScn/CN7kZep4tdfbhjJSreys5etNQ0hCAJn8/JNqKJ5mZlIktZ4/uKF8ybvs7IS6OznTycfX7PH\nVQgCY4cPZ93yD2jj7oFgJcjpPKVSSScfb4rUanlHrP/u5ubm0qZrF1kBVg87Nzfmzp3L1KlTjQTw\nLLg7qMsdnnW3B/FXRl1om38E9UFNNSxo61NAAAGRkXwxexY+0aYicIZUxtoK325ubixft87sqly/\n6gOwd3Qk8ZstJgXSwwkJ/CsuTp4E/CIiWB0XR9quXbwyd6485oJjOUbyBgFRUaxbtIjHW1szYvx4\nigsKkESRhx95xCid4RMezkdTp/J4a2uslEpemqm139BSK02vp0qjobKygnELFpoERpnjr7Riy0cf\nEjl0GF4hwRxNTmbFnNkERffGuk0bfjqeS+a+fVhJ0NHbi90bvsK9WxC+4eGsWRCHo6up+FpHdw92\nfrmO1vb25KSlcePqVT4uL+c5g0WFVrhvgdF4Hd3c2LtlMwFRUUb3NftgKk2bPXxLvE8Sydq/n5s3\nbvDkK/9CU1HBsbR0M7LaWbKs9t4tW0yOW5qXx4jJk3Hu2JFFq1fj6uMrp/NAu5M5tG0r7y1cyLHc\nXPm7q1apcHL3MLnfCkEgKSuL7dHR/GfCBIYNHWryGgvqD7cNBJIk7dPl8F0lSYpXKBQPA2baEy24\nV/izInTVYZgCAshKTWXIE09w7g5ortV3J/7+/jzWtKmxjeL+FK6UlhitRtu6unLj6lUTu0UXT08T\nKWSv0O5cKimR31uTvIFHcBCiKLJ5+XKcPT25eOG8trBpUsiMYscXawjt149LJRdQqzLpNWw4uzd8\nZaJ9s3P9ep4YM7bGwNjO1ZVT2Tn4hYdzPHkfdq6utLS1NVrh65viAnr35uj+FBNW0+q4OLP9Bdcu\nXUIQrHio2SM80rw5Tp27mIzDMyTEqNcg++ABrl6+zOq4ONyDglA2akReZiYxo0dj5+jIpmVLuXjh\nAoWqo3yybBlNmjZl/pIlKJo1o52ri06m2xNJglPV7EbbOjvz/fIPcNLZUhqmPP39/ZE++MBAE+mW\nZtSurVu1hAEDo5fHWrUmYcsWWhl4LADkpKXSa+gw2ru5sXDWTAYPGmTZGdxF1IU19A/gn0BLtOwh\nB+BjtN3AFtwH1Bc11dfXlwXvv8/xjAyjVbVPWDgJK1cgAaKuGKtX/FSrMhk5oYdR4bum3cmiuXP5\n97Rp7P1mC2JVFZ7BwXiGhLBi9izcdO5XJWo1Y4cPZ+0331B+/jwuXl54BgWTe/gQ5wsLjfLjdwLr\nNg74hPdg5dy52HfoYJSm0sNKqaRJ04dMGE2gYNOypTh7eCJJEiczjuDsYX6nVaWp4vihQxz88UfC\nBw7kRNJe9u7cyfr16zmgK1gbCsaFxDxBWfE5vMNNm9Tcg4IoUqvlNIleoG7khNcoKSpi39bvKDt7\nDlcvb5NxSLp+BFEUOX3iBAd27OD1xe9yRq1Gnamis58/vj1urdBdvX1I/vZbvlq9Su4L2bhqFRkZ\nGcx+5x2GjxvH2fx84jduJHbatFsmNaLIzUuX2PrVV2RlaSVGDFOeNdXG4mbMQKlUkpGRYfTdVTZu\nzM1fb1B+/lYKUJIkFApBFuLzjYhkw4YNjB07to6fvgV3irqE2HFo+wjSASRJylcoFDZ3dVQW3BMI\ngsDw/v1JOH7cNKi4uRHm4sKq/70nu0eJmipuXLtG8rffUHHlCjPe0to91rQ7+WqFVqC22WOPEdT7\nFgOn//OxZPywgzfGjqXRgAFMnTuXRx59zIipEhgdbZIfz8/S9jHqV801yRtk7k/BO7Q78V9/zUOP\nNKONUweyUg6YpJ/ys7Lo/+yz7N++HWcPD8rPF5OflU3M6NHYtGvHe2++ARK88d57iKLIJ9Onmaxc\nU3f+iHXbdrh4evDDmtVMnjCBY7m5fPbFF9jpVV91O63UnTtpZW9H5v799H16tMnnoQC++fgjugQE\n0MrenmOpqXiHhVGkVpO2axfBfWO4XFoi02QNryUjKYlff75OC2sb7B0dCeqt7bFQCALWDg7yTkGP\nqspKxj413CiVKAgCgYGBxM2YIU/krp4erJozG7+eEVwuK+XymTO8q0vZ1bTgqGttTBRFUrZvN5Iq\n13syDDL4Pllw91GXQPC7JEkVCl13pUKhUGJeo8qCe4T6pKa6uriQYiDmZgjnjh1N3KMCoqLYvvwD\nvvvqK7MrPLi1O1m/fj1XfvmFl+fMNWHguHlpJ6D5S5bg1buP2cYup67u/LhuLTZt25GTehBQ4BMe\nzodTJhMS8wQAVy9d5vM5s/EODdUVYVXc+Pk6LWxsafboI3IgsXfsoJVF6OqOwkrgVHYOPQcPlhlN\nu75az5HERJ4YM5aSM0Xs27qVp197nd0bvuLLxYux79ABpVKp9VOwsiLh66+5crEcx85d+PX6Nazb\nOPDCjJl8/L/3uHz1GrEzZrBizhxj+mZYOB9NnULk0KGk79ljMpkfSognfOBAFAqB/du/55HmzRGs\nrLhcUsJvN25o2UVWVjLTyVBa4ucrl2nr6sqoCa9xNj+fS6VaZlBNFNncQ4doEh7GSAP2lx4e7u5M\nevVV1Go1bn36oIyNZfr8+bT39sa2XTvmL1ly23qUudqYfseiN7MpLigw2+/RLbo3Gp3arCiKqJL2\n8uG0qfWi22WBedQlEOxTKBRTgIcUCkVv4P+A7+/usCyoDfVJTfX19WXmf98xof2dzspGjI426x7V\n3ssLlUpFYGBgjccVRZFU3Yq2+vtdvDy5WFKCWq2u1dNAoVDQ0sYWGwcHucD82YwZdA0IQJK0nbQP\nP/oYXiHBlBWfJzc9jcihQ+kxcBDffPoJITG3+PLaCX8CP65bR256Gq+/9z8u6OQPHJydKS8upu/T\nT2Oto87qC50+YWE0b9WaH9auNbLR9IuI4JPp0xny0ktkH0hBIQiUFhVRdOYMkU8O5UJhId2izMhE\nR0eTtT+FoN69+XDKZO3K3cqKtF27GPKPf9LW2dlsEdy3Z082Ll2KQqENKMPHjeNIYiKSKKLRVNKh\na1c66Lj41Sd/beBYilPXrigUCgqOHaOvzjpTrMb+qp7m+273bm7evMmAca/+qXqU/rg2rq60aNeO\nZRMn4uDiQkcPU00hTWUFxw8fpry4mKN79zL5tQkcP3HiT5EjLEGkdtQlEPwHeBHIQas19APw+d0c\nlAW3R31SUw1VRAHUKhX8dpMpc+bgrKNfGkJTJTJ59myWLFiAt7c3J2fO5NFWrY30hFQHDuDQoQOP\ni6abR7FK5NLp04ghIYiiWOOq9Vh6Gs9PnmJ0XYFRUbLsgXWbNowYP4GSoiIKjuUSPWIkGk0l+7d/\nT5v27REUxvdDEATs2rfnxvXrfD57Ft2iokEBP6z9QqsIamVlkkIBKD9/npA+pg5n/hERZO5PRhAE\nqjQavv30E1pYW8veCQor08/DykqJT3g46Xv2aCUqzp/naPI+op8aQVtnZ6DmIngnHx8kSdIxhCS8\nQrojiiKSKHE2P5+OXbrKr9XvGpw9PJCQuFxaxq8//8KjzR8zsc7U15Z8fX1N0nyPtmpt1lXuTupR\nGo2GKXPm4NevPynbt9PJ14eeQ4eSuvNHLl8sN2GWlZw8yciBAxEEgQ+nTTUpMMOdBaP6FH/8q6Iu\nrCER+Ez3z4IGhPqgpmZkZNDcwQEXL633r75oeiQxkdb29hyKjzf5oZ7KyWH4mxNly8JOwcFcPF9M\n0rff4ODUkUulJfR9ejQVN2+S+M03JlTDY2mpKEWR9DNnUKWk4BUWTviAAayYM4d2nTrxeOtWHEtL\np30nV5MfuaaqitM5ObT39JRX79X7HQIie/HJtKkoRREfgwKpti6g5cu/Us0reOPSpahVR02uNS8z\ni269e3NJx603pNkKVlao9u1DUDaiUaNGhPbrj1hVxaHEBPqNfYZjaWkmwS1t106aPNyMl+fMAbST\n/uPW1nX6rDSVFVwuK6dKU2nk+xzQqxefz5lNevwe2ae4jZMTw8eN4703Xie0Xz/+OWcO2fv3c7ms\ntMaJsyYSglkPgxpguPL29vZm85YtLP/sMzqHhpKyfbuxFWp4OKvj4ti4dCluvj5IEmQkJvB5NWHD\n2tKPtwtG9c2w+6uixkCgUCgGA20lSVqu+zsdrQQ1wNuSJH19D8ZnwV2CKIps+vprPl/3JR0D/Llc\nXkaeKpMeg7T+uIIgYKVU3pItDgjEyqBJSBAEI8tC0Nobrpg7h9ipWpZJkVqNo1snE5vMts4uuPr4\n4NSlC9bt2rN6QRySJOETHo4oVpGVcoAOnd3Iz84mesRI49x2ehqDn3iCjNOnQapZ6C0wujdn8tSs\nmDUT/8heiJJEfnY2rt7eCFaCyes7unflalkpK+bOwbt7KCgU5Kan4dS5M/kHUrh48SL2HZzkFS0S\nHE5MxKlrF9QZRxm/aBGCoO0OzsvM5OL589h36MBH06YSEBmJAgXHDqXT2c+fk6qjZKakkKdS0cnX\nhyYPPUTqrp04ODvT1tm5xiJ49sGD2LV3xNuMLLZ3aChn1Hkm99qvRw8cOjojCAKXCk5pmWC6Yrve\nqvLEgQNooqPJ1wU4Q7RzdSXh66/lAKMfy+nMTJN6lOHKWxRFDk+ciEYUiRkzlrxMldnPySMoiGsX\ny7l84QKXiopMgsCfxYMq/nivUduOYBJa7R89mgCBQDNgFWAJBA8osnNymLNoEcVlZTz3H4PGJF0h\nd/i4ceSkpcrP9Rg4SKYg6nPnRWq1kWWhfqXc1tmFc/n5dOjSRU75DB83Thawe+rVMNa+81+iR45E\nFEUqbt5EqWxk5L0bGBXNpmXLGBT7gk69MhqFQjuxOXR0pmPHjiSnp5OuVhMzxjylULAS8I/shb2T\nE2tmzUQBPDtrNhcKC+VCqiEeatqUia+8gpthamjgAO0k6+1NeHQ0W1d8bsRw0TZyxdHF30+eWJO3\nbTMSdIscOoz3J77Jky+/Iqe5IocN4+Pp0/jn7DkyLVNfBA/u0xdREjlXUMC6xYvwCAoCtOm6yt8r\nuHqxHPsOjqbXK1ih0WgYOWGCvGMZOaEHGXv3kpuejnp/sszymjJ3Hk1bteJcQQEeQUE4+Qfw+oyZ\ndHDrxKnsbKN6EQAKhdznoamsJCslhWF9+8jpJP21V195e4VpG93auboSv3Ej1m1MlUebNm1CRGgo\nXbp0qTF3/yDpdj2oqG1f1FiSJEOvgBRJki5JknQGbTCw4AGE/gfrGhpmvpDr6cmWdxfzWNOm8uPt\n3dy4UlZm0iQk6RrODD2Ordu0IXnbNs4XFiIIAmEDBrBqzmzZJnPHhx/i1Lkz5wsLWbd4ESePHqVr\nN/OOaKIoEtirF5UVFbLN4+WyUlZ99RUXr1xhYOwLpO3aRYZO19/wGnMPHUKpVPLNRx/h27s3fn36\nsmbeXH7KySZr/36T15/OysJNt3Ks7vmgUqlo26ULgWaKv+7dunH9yhX01pQtbIzTPEqlkh6Dn8UK\nbgAAIABJREFUh2BlZWWUlw/sFSUHR/1jAb2i2L/9ey6eP0+PQYO4eeNXSs+do4XObcw/MpLiwkKy\nD5j6PuekplJerBXu1ftDAJw4coRGjZS8PX48Xp6eeLi706RJY0rOnOH5KVPo1rs33Xr35rnJkykt\nLibmmWdZMWsmR/cmcjghgY1LlxIzejQjxk+gtb09l0tKuHjhPOc0Glbt2sXI2Fiyc3JqXHl7hmjZ\nQf2eeYb0PXtMxl2al8fo0aNr9djQkyMSVq0ke38y2fuTiV+5wsRu1Rz+jM3r3wmKmkRFFQrFKUmS\nXGp4rkCSJOe7OjLj890l8dO/HzIyMli1axfNrW24VFqCX4+eRs9n7ksiNiaGJk2bGrGS8g4donGT\npnTw9gLgwsmT/P57Bf1eecVEUEwURdYsXIBfaCil+flMmzhRLqB6e3vTb9gwyq9c4eU5c2WqY/Vx\nHN2XRCs7e0rOFHG5rAwbh7bkZWYSPnAg3376CSExTxAQGYlGo2HF3Dk0b9nSqNh94+dfkKo0RI8c\nZVTE/vrdxfz68880bdkKNx2//1h6OtfKy+k5eDAApzOzqKz4HVddofzkwYO0aNeOlnb2sueBfD+T\nktj91Vd06NKFTt7eSEicys6RNYgADickYNO2rVEh2txj6Xt2I1aJtHd1Zf/27XTy8UGjqeTkkQy6\nduuGWFVFa3t7vlvxOW0cHY2u9+erV+n/zLPs3/49Hbu6Y6XrJO45eDDlZ4oIcXKiS5cuiKLIotWr\naWlvb3LPD8XHI1gJNBIEbEQR1dlzxIw17qZO37MbJAjq00f+rONXrmBQdDRpZ87gY+aY1g4OOHXp\nwrmCAhI3b6aznx9NmzaRmW53m/kjp6yqMez+DsVinXeMqbNSNdSWGkpXKBT/kCTJqEisUCheBg79\n2QFacH9RE1On/NQpeXVWnZUEGP19LDeXcW++SRczOWvf0FBCnJwYPXWq0fsAfvv1V7nhqaZxaFVG\nw9izYQPRI0agELSKpGfz83Hx8kL/zS4uKCAwKgqfsHA5JRI+sB0/rF2LX4+eXCkvI333bnlidvLz\n49L58/QdM1bulm7UuAnj/ntLRtmjeyibli2VUyRdg0P43xuv0/ihh/A1UErVi7XZtGtrIsus1yAC\n7eT5yrz58vWLomj2sdz0Q3iHhrJt1SoGxsbKLKKAyF6sXrCA3278wqDYF2j60ENIkkT5eW0BW5Ik\nlI0aY+voSFCfvqTt3k2Hzp0ZOWEC5wsLOZSQgKJPH9LOnOG0SkWlUkmVrj5guMuzUio5mpREt8gI\nnJyc2JG83+g7o69T9B4xUn6spKiI4rIyUk+fJvPgQbyqfY5q1VEKjh3jcmkpVRoNti1bEO3hjquL\ny12xWzWHuy3++FdAbTsCG+A7tIqjR3UP+6OtFQyRJKn0nowQy46gPiGKokzFM/QJqNJouHq68I5X\naL0HDsS5WxAB1VbK2fuTiY2JoVHjxkbUPf3qupWDg7wi1WsdOXt4IIpVHEtPp0MnN6quXeP69Wv4\n9+svB40itZry4nP8lJvLiPETTHYUoigaCcHpH1u3eBGj35xI5v5kLpWUyJ29RWp1rTsSRzc3NBoN\nn0yfTmDv3hxLTcXHwG3NVbdDCojsZfT+wwkJXCy5QPm5czzaoiW///abURG36cMP8fPVq7h3C6JK\no6HgWA49Bw/RcvvNXMPRfUm0sLFl57q1BEZF4xcRoVXzPHsWu3btOJWTzfnTp/EIDkbUVKHan4xL\n166cyskxcg07V1DA1s8+IzA6WtYf6jFokE5/aBkunp78dOQwC2bOZMnatZQWF+Pipb3G/KwsWtnZ\n4ebrJ3tVGI5T+zlupaO7B40bKTmUkEAnb29atG7NybQ0/vHss4x46inLJHwP8ad3BJIklQHdFQpF\nL0Df9bFDkqTEehrjXx4NsYlFn2/Vb5W7+Hjf+pHOmnlHY1SpVHQOCeGEKtPIU0DPKvF++22efvFF\nU1568TnUR1W0sLaRJ/ih//oXH731b0YMGcJLs2fTuHFjrJRKps2fT3lxMQqFgsTNX/No06ZIEnQf\nMphPpk8jMCqa7NSD8o6iuoew/pq7BASyat5cJAkeefxxCk+cQBAEbZ3jNmuMI4mJBPXujV9EBAXZ\n2UbaREVqNeXnTU31RLGKny9d4uFmzXBwciIgKsqoiJu5P5mWNraUnD3LtUsXTbj91Q3r9Y87du6M\nWFVFSVER6bt308nXh0ulJagzM42lGiIi2Pzuu3QzUJCVJR3i4kwK3k0fbkbEkCGcKyjgpWeewdfX\nl1NvvWXkVOcT3oNPpk0jYqjWZKf6vdY37SVs3IBXmzYs/+9/ZQaa79SpDeL7b4F51KWPIBGwTP53\niIbcxGKyVf4TP1JDZzD9ijcrJYXXXniBrKwskwKio5sbP65dy6OPN5cn+N0bvuLnK1fpNWwY5YLA\nko8/ZuqbbzJtfhwD/m+cAT01ku0fLmf0k0+yYOlSgvv0wdrBAS9dKqeTjw+lZ8+ZdSezshKIHjmK\nHWtWo6mokH0Osg8e5PrVK2ZMYzJl2WV9UVwQBHoOHqxVavXxpuzcObIOHKDJQ01NZJtL1WrmTpzI\n/731FpqqKgKiouRJ/ZZ43wQUgkDjJk1M7n91P2C9DHTp2bOk7dqJde4xgnVOY6Iomncd6xZI+YVb\nflI1UW29unenlZ09do6O5CbEM2LWTFQqFa4+Pmxevlz+XA/++CNd/f347n/v0TkkhLLiYppbWxv1\nVlgplZwrLMTawYG1CQmUqtV1KupacH9h0XW9C3gQmlj+aL7VEHpan0f3UNmBTBRFHGxtGfHUU0Z1\nAaNzK60YY2Dkrjdg0eeXxe6h/HvKFJwCAkwmLbvOXXDu2BGbli1RCFYyQ8avZ0/O5udTVlzMyYwM\nE7N57UQ6nsCoaGzatpUVPv0iIli9YAEfT59OYFQUSBJHEhJoLAhk67qGr50poujsWfwiImRtoiK1\nmm8+/pjxixZRdvasrl8hElBw8dQp4qZPJ1OlooO7O9ZtHIw6t1X793P14kWOJCbSyEogY+9eU92h\nPbvx7RnBxQsX5KIvQG56Gl6urvxUVsaV8jIAMhL34tfTOLWlv1+Xi4qMpa3N7X4kKMjKJP9AipFM\nSUsbG3oMedJoJ3PsQApvPvusHICmzZtHwbFjdPL1RdIxpwy1pRra994C87AEgruAv0sTS/U0Exhr\nHvn6+jJz4UIjXvrpkyfxC+9hunr18ZFTIYIg0KJ9e8A0tSkIAvn5+bwbF8c/XntNTkndKjz/SMSw\noVodnz59TZrg9P8Mj+cRFETrNm2w0nXQ/mPOHNb+97+UX7jAlTNnWDx/PgUFBSycNRPfCG0tJG3X\nTmza2HMi9SBF2Tm0aN6cy2XaiRkF5Ofn88XXm+no749gJSBJ2gneuo0DPqGhtNR5MR/+fhuf/u9/\nTI9bIPv25qQepHWLFqRu24aiSWPC+vXTCeF9x6NNmnCiqIiXDTqjvbqH8tmsWSaF7NK8PBbPn8/8\nd9/F2tUVSRTNBp3zuceYOWmSEYXTMMgb7mRK8/Lw1xVbRVGkUZOmDH7lFYoLCrhQVCSTAAzvr6GE\nRUNLlVqghSUQWPCHIYoilRUVTHr1VUDHFqqmTT92+HDeX7gA71BtgXXf1m2EDxhw22M/1qo1qv3J\nJtLR2QcPENbRiSqNhk/ee48ZcXG09/JCEAROZ2bRqKqKvCNH6BYdTWZyMtEjR8qMHlEUUe1P5qUZ\nM43OpRAErKrpDHmHhdLKzp52I0Yyf8kSNq5axeBBg3hn0SK+++EHwp54AgSB01lZVFZUMPSNN+Vx\najQa4mbN4h/VlEc3LVuGT3gPUnfuZIROyuLni+VoKitp2rSJ7Nvbe9TTpGz/ntAhQ1AoQJWSQisb\nG1o2a4Z/166crqgwmkSVSiWu3l58MnUqof20qqz6gAzaTcDFkhIkUUSpULBlyRLcgrrJr4ubMcMk\nZWkuyF84eZKnBgwwmtQfa2OvTR/5+nDt0kVa2JhXqM8/dYqFS5c2yFSpBfcxECgUiuFobTC7AIGS\nJB2t/R13F/VZ2P07dEJWr4HUlAse8dRTbN6xQy6wDn7xRZK++85EskCtUhHc11ZWA/3p+HGslI34\ncvFi3Pz8UAgChxPiqdJoSDtzhkPnzlGqVjNv2jS5R0F/b9evX8/B06fp/9xzJG/bxpUyLcFNlbyf\nq+UXOX3iBArdzsDB2Zmc1ING9pn6MelTKkYr2pMnecFwNR4WzpqFxjaRxQUF+BukpkAvY+HOskmT\nCB9oHAjVajV2nTvj1KULGo2G9UveZaxR6qwX25d/wMa1a9mwYQOnzciGP/p4C4b1e4InYmKM7sXI\n2FiiX3hRZoh594pCU1nByYMHeenZZxlRC5XSUI5asLLiW7WalIICUgoKWLh0KU/GxFB48qTcga5l\nES01Wy/ZrFYT/cKLlpRRA8X93BHkAE8Cn9zHMQD1X9i9XcrkQced1EAEQWDGW2/J90ISRW5cvWKU\nMz+cmEjFzZtcKtEWNnesWU33fv2wtm/D1pUrsXZwQIE2Z20ozSx2D5VX64bnHD16NBtGPY1XWLhc\nuygtLub3m7/h17MnSd9+i0dwMAqFgu9XruTmb78aXZ9GoyF1506aNH2I/s8+Kz9eY/dscIgJw6d6\nVut8YSE5aamE9e/PpZISVsyZQ8yYMZTm5eGm4/gXFxTw9YfLCdXRZQ3P0cHHh6ysLEaNGsX70dEm\n4njZ+5P5JD7eyM5RL9YGZoT5ekWxZdVKRjz1lNnPuPpvIn33bp547nm5t0HsHsrKRe/gERRktAPs\nMWgwq+Pi8NM5sJWo1Qzv35+UggJLyqgB474FAkmS1AAKvePNfcLdKuz+lZtY7rQGUv1e/GPQIOa9\n+y6XL1zQ2hJKkrEpvK4h6/E+rQnu0wenLl0oUqvNSjObO6coivxy/Tqbli3FxcuLqkoNR5L28vKc\nuWxevtzICc0/MpJPpk1jw/vv4+LpyfUrl8nPyqJ7zBMoBIFtq1Zi3aIFvpMn11j81u8e9HBwdtY2\ntOkma60G0Vb6Pj1aFq2zbuPAthUrmPLG6wAcS07m2q+/0iUgAIVg+pOQRJETJ04AMOnVV3lHV68Q\nJZGMhASmvPFGjZ6+Z9RqWthYy97K+jpJTZ+Xud+EtsnuVs+AIAi0dHTEysr4nG2cnPAN7U53XSez\n/r7VZH5kSRk1DPztawR3s7BbH8ycBxHm0mz64rFKpaJKo2HDypVkZWVx4sQJ0tq1M7n/rt7elJw9\nS+OmTep0voyMDEBLXxz/73/TJTQMnx49WDVvHh7BwYT0janREcs/qhdVFRVcLiul7Nw5Xp4zF9DS\nLWPGjOXQ9u/JyMgg/9Qp0nfvNjHxKTl5kgvHc7l04QKClcDJoypcvDxZt2gRbn5+XCkvx8nd3awM\n83+nTyO4d2+u/3ZTPu+mZcuMVvznCgrk7uCDp09zJiuLif/6F8s/+ww7V1e6x8Swads23Dp1MppA\nfX19mTJ3LjcqNXTtFsil0hJSd+40kr8wh5p+E9V7G6zt7SnKzjaR+j6ydy8vDxkiq4jWlCotUavZ\nolYTZUkZ3Xfc1UCgUCj2ALaGD6GtXU2VJOmOXM5mzZol/z8iIoKIiIh6GKEFfwS11UCsBgxgZGys\nyQoPMK4p6B7v0qULaWfOmJyjSqPh50sXOVdYiE9YeI1SFKezsvjPwYO06tCB1ra2HE5MJPrp0Vwp\nL9Pl6iNpZWtnVnFUD0mUSNuzh7YuLngEB8v5dL3X8I3fK5j+3nu0c3XFqkkTvnx3Me7duhnp53u4\nuxMzZAgdAgIRBAWt7Oyo0mi4dOECLe3suFpebjYIBURHc7Oi0ojuamgqI0oiRxITjZrFvMLCWTBl\nCoNefFH2Tq7uNKZHo8ZNGGsgFW6oMHunNavqvQ1lp04xd+pU/vn66/j1ipIVYp947nmjlJ0gCIwa\nPNiIdXU0aS8j+vfnTGXlX55ddy+RlJREUlLSHb/vrgYCSZJ619exDANBfeJ+FnYbYuexOZgbpzlG\nyZMxMfx72nSGT5xovMJbtAgJzBYLJ7/+utlV9rXThUwaP56Cn35iy8oV2Lq5YdfWgRWzZsoqoIWZ\nmZw5c4bQAQNBAdlpaXT09MLRzY303btlYTRDOWxzwaTweC527dtTpFbTsUtXk3y6T1g46xYtwj+y\nF749I1g5dy6//3ZTaxIfFUWVRoNSqWTx/Pn847XXZEmHIrWaSyUl+ISHs2LOHLMyzAqFwJXyMqMm\nOH2vwu4NG9BUVpptFguOiWHnl1/y4owZRqmejIwMo2vr4ONt8l69wux7Cxea/c7V9Js4mphAt6go\nrpWVyjWvyooKukVH87itdvx6mfLL54vlyVwURTZs3WrUpfzCjJl8s+RdOnfvXvcvogW3RfVF8uzZ\ns+v0voaSGrpvdYL7VdhtyJ3HcGvyzz91ii07dmDbuTNgPM6Nq1aRkZHBnvh4skpK2Lx3r5Y3X23i\nsXZ15WJJicnjNi4uzIiL44nnnpc7k6u7VAUGBho1p3l7e5OVlYUoisxSqYzE4nx0+vegXVXv2bSR\nqkoNPmHh9Bg0iM3Ll9O6jT2r4ubjGRyMYGVFflY2PQcPpuRMEc1btiRh82aiR4wwGWtnf38SNn/N\npQsl+PXsiUKhIG33buzaOsipqRMnThit7OVdTHg4/Z55hm2rVprtYL5++TLn8vPx6xlhlOe/Wl5O\nUJ8+cuOYIRQKaO/WyShVc7msjNnvvEMHnbzyyYMHce0WZPJeQaFg4axZRt+16sHe3G/is/ffN2Jo\nCYJARkYGCkEwa/Gphz7VpFQqjV7nFhTEaZXKZBHwV2LXPSi4n/TRIcAyoDWwXaFQZEqS9MT9GMu9\nLuw2pM5jc6v9zKws/j11Ki3at+dcwU88Z3A/DMd5LDeXd5Yt43EnJ9x79ORYehpNHn64zucuv3CB\n9t7etHV2ltk9gLzK1sOwvpCVlSX/39GMppBHUJDOGc2NTt4+HD9ymI+mTcXZwxMXD3cOJSTQyt4e\na4e2CIIg5+JLzhTRqFEj+vYIp0JTaTJWQRDIU6n41/xbOj2+PXvy6fTp/PfyZex0Es+qlAPYOnag\njZOTjkUziFVx8+nQyQ1JlFgdNx/PkO5IksSh3bup1GgI698PBQrenziR9p1ccXTrTE5aKk+MGYud\noyPpu3ebVWd1MZjINRoN+VlZRgJzXYND+GTaNLyr5fAz9ibywdRbdNmaFiV1+U38mR21QtD2mWxZ\ntfIvya57kHA/WUPfoVU3bRC4l4XdhtJ5bG4CGDFoEO8sW4Z/VDTl54txDw4yO86MjAze+eADo0Kf\nT3g4n8yYQc8hT8orW1EUKc/PN7JI1D9++cwZbNq2lY+rXy1eKzMWtjU3zmH9+hmNS693c6m0hL1b\ntmDt0IZ2rp1QoDW8FxQCx48cpv/zsexet1buYNa/Ny8zk5bNmvH+ypUMfvppxGpceFVystmuWb/I\nSFlvH7T5+03Llso0VztHRyRJ4viRI4xbuBBAluJo/PBDBIf34HBiAhqNhoghQ6iqquJExhFu/vor\ndo6OcjDZtGwpTl27omzUWPZl+HHNarpFRXG15AKHdu3Cv09fo/EplUo6+fpWczrLxFW3q9KnbWpb\nlNzuu1iXHXVtwWLE5MlGO76/ErvuQUJDSQ1ZcI9hbgLQBIewYOYM/qlrmNLnuM1BrVabDWaBUb1Y\nNW8ePj16IEkiF3KPs2DmDACTyWLx/PnMX7Kk1tVk9XGKosijrVrz+Rdf0LxlSzy6h94q7vr40NLa\nhsdbteLZ/0zWUUVvCer5RUTw2YwZ/GfCeNZ8+KGRpMOjTZsy4623UCqVPFOtG1qtysS3Zw+zOj36\n/Lzh3x3dPdizcQPWbdqgVmXyyGPN8Qq+ZeupD3jeoWGo9icT1KcvGk0l+dlZ9Bg0mIBevfjg7Ul8\nOHUKQdHaMtvl0lIunztHJ39/uvr6cHxvIp+9/z4nT55k3ebNOHl7I0qiyfgeb92KR5o3p+L3Cuza\ntWPkhAkcO5AiP18fi5Lb7airBwtJFGXFW/3zlsLw/YUl9N4HNAT7PHMTgJZlc8uOsZ2rK3mZmWbH\n6VZDTlgQBKJGjCAzeR+FR46wdcNXeHl6ypNFbEwMsTExbFq9Gh9v79taEBqOU2+JeaW8jI7dunH9\n2nW+WfIuu9Z/yYjx4/Hr2RM7R0cCe/eukSrqGxFBB0dHtm34ipcHDqCHizNL581j57ffyjnzEU89\nhYONDS1sbGllZ8/ICRPwCe9Beryp1WJOWqrM3NHDSqmkeavWtLSxJahPHwpPHEfQ6RhVR/TIUfj1\n7Em3qGhGjJ9A8rZtAAT3jeGNl16ivdKKcOeOHElK4mhqKm+/+CIv9OvHptWr8fL0ZMsPPzBg3Kv0\nemoEp7JzjMZ3rqCA9D17aPLQQzRu2oS03bs5X1hIYWaWXNfQaDSUFRdTVO37eKfQT+Y1WU7qP/8w\nFxeKsrPpEhpKSkGBbHVpwf2FZUdwH3C/CtR1gWEzkz4tsXpBHB7dgozsBT3c3Xnngw9MVvOZ+1MA\niRaPPsriefOMip/mVn5enp58tWIFGzZsAGDU22+bbYzSG8Mbsnn8ekaw+NVxRAwdZnzfaqEeCIKA\nWq0mMDBQ/mfuNfpuaGsXF0rOFPFTbi6h/fqxadkyrZFPZSWH4uOxN/AoFnWuX4nfbMEnNJTjhw/h\nERSMd2gY2QcPmMhq5B5K1yqeGpxXz9VXKODcuXP069fPiFFmeP/0ncPVaacunp5YKeDI3r38X9wC\no2L6R9OmIqBgzZ49XC4rIz8zE+8ePblUcqvHwM7R8Y4Ktrdjv+mfF0WRLTt2MGDcq/VaG3tQ2HcN\nGTU6lDUk/FUdyu7nF9jQqUxODWk0rJoz26jgKIoin8+cwZuvvIJbp05G46zuBfuTSkV4QADRUVG1\nmpEboibNIv3qXBRFYp58Er+YJ8jPzqKzn7/cHSuKIssn/4fQfv1lGWa9a9bwceNq9FJeOncugYGB\ndZrA1q1bxzf79xMzZqx8zrP5+RxLT6O4sJCQrl0puXaNRi1aUKhW63LxCg4nJjDohRdp6+yMKIqs\nXhDHw488Istq5KSmYd/BkT6jnjY659F9SWiqRI7E76F7jJY2Wv2e6KH3n/YKCzcac+KmjXja23NB\noajRQ9jRzc2sk9uahQtoY23NzEmT6sRgu93nZ/h8WXExzVu3JjAq2vgYOje7P5Ieut35/+6oq0OZ\nJRD8jWHO1PvpIUPYsHUrtp06aVe4WdnMnz5N7hKtjj8TzMwFI1EUSVi1Ul4hajQa3AMCaNqsmbZY\nq7QiT6W1V6ysqKDs3FkKjuUaTWjnCgrYsWoVTu7unPupAI+gYAQrgfysLBpXVTFv2jRtf4IBLbam\nCWTdunUknyogoFcvo8cPxcdz8cJ57Nq1ozw/n+vXrjPszTeNrqO6jeOPX67Drn17FCgoOnmSRk2a\n8ML06UbvWRU3n4qbN401/UWRhJUrmKQ7lv4+13b/Jr36Kqt27TIJBIcTE7Fx0PYzmLPozNyXRGxM\njNmdkv74hlTe6g50hp8fYDQ+fc2punfCHw0Edfn+/N1RH+b1FvzFUVOR78khQ+rsXnanhT7DiUQU\nxdsWKtevX08LW1uen3xLH0jfHdstOhoJTBzSMlNSmPivVxAEgc/OFHGtvAyFQsHDghUaUWT1rl0c\nTUmRVTOh5hSFm5sb769aZZLW+Sn3mMwMKrS14+L5YpPrMJRkaOPkhE9oKPk5OTh2csPq95sM79+f\nL5d/QHsvLyoqNWSl7EfZqBEBBtLb+mM17+DEotWrsXFwYMH77zO8f39cXVyY+uabzF+yxCTF6OHu\nzjvLliFWo53mpKby/OTJMlXX3OdZ0+ddffV9euFCHtNJZ5v7/ACjz9ewr+JOqabm0FDYd38FWALB\n3xzmJvL6YnFU3y0cy801MbLvFBxc6zGKiorwCulu8mN39vBgy0cfYtfekYDIXkYOaW1tbBg1ciSC\nIMjURFEU+e+yZUS/8Cpn8/PxDgur0wTi7+9PI1Fk9YIF+ISF6jwRDhIzeoz8fkEQUJiZPPVmNPpC\nbF5WNp28vWjdxoFmzR6mk6sr2zZulMfHwAGo1WqzkhtWSiWuPr40atyY3CMZxOceJzk/n/K8PKZO\nnGjS6AUw/a23mDJ3nhE76sbVqwA1SnbUNCnXJES3ZuECehjQgmuDvua0ZuECfEO1taWGUhv7u8Ny\n9y24K8jOyWFkbCyrdu1i1a5djHj+eabMnUdU7At4hYXjFRbO0Dcncjg+vlb2VJ8+fRCrqkyOL4pV\nzJg0iYeVVqxZuICjSUmUnj1LTnw8MyZNMpqk9fUK/YR4JxAEgQ//9z80N3+jhY0tmkoN3qGhRqJt\n7VxdyUlNNbmOAz/sIHHLZsrPF1N+vhhNRQVZB01ZRobvEUWRQn1gMHg8LzMTUaNh5/ovGTlhAgG9\netHC1g6X0DCmzpuPr6+vSV3Gy9PThB219tNPSVi1kmMHUmTJjsx9SWYZW4aoafXt3k3bwGc4Vv3n\nZ44dZ+foiIONjRF7rC75fD3LKSMjQz5eQ2Df/VVg2RFYUO8wXD2CtoHqxi83eFxpZTSRKJVKHLt0\nZcXcOfiG99AqUp44QdyMW3nzwMBApsfFERAVZbRyPZudzZjZsxkzejSHDx9m9+7dOHZ0YvSM6TXK\nMetxp6thH29vPl+6lGnz5tHOw4PMgwfx7dHT6FoebdKED6dMJiTmCZ34mopmjzUn1kDy2q9nBJ/N\nnMHpkycpUatlgb5GLVpwIuMoTR56CK/Q7jxkbc0n06bJ5jbZBw9w/eo1juxLwiPIVBTv0rVrbNy0\niadHjTIZuyAIJuwow3SgXrIDTPn/1dN45tC4kZLD32/j54vlgCn7rSZ23J0Uc2uTY2mo7LsHDZZi\nsQX1Dj2bpbVDW3nCkqpEsg4eIGb0GKPVdEZSEq1sbVHoip/5B1LYtHq10Q85OyeHuYsEGRxwAAAW\nuklEQVQW0crZBYCLp04xY5J2MqkLa0S/mpw8ezZD35yIUqkkM2U/qTt3EhDZC4VCQUZiAqMGDWKi\nQcG3OvTH2RMfT2JKCm7BwSgErUVmyflifKOjsWnbDtD6B1wqLaG1fRtAG/T2b9+Oi6enTrr6BJUV\nFQye8Brrl7xL4yZN5JqDKIpsXPo+wTqxOf0OQq+R9FPucRO2z+Z332X31u/qbQI0ua8nT3L9+nWe\nNFAyFUWR+JUreGvcOPLz83FzczPLFrvbhAILfbRmWFhDFtwTmPsRZmRksPLHHzmhyjSZsAzlF6oz\na6BmBom589RlkjCc0ERR5HB8PC5eXpzOy+OZSW/LapgOzs6sfee/ONjYGK1YDc9rpVRqC7O6Y+Wl\nHyL26VF8u3MnrqFhXCkvk1k4R/buJfvgQXzCw0CC9D17GBgbe8vhS0fV7Dl4CCePZmDn6Ci/t0it\nNsvoObI3kcTNm4keMdKEeZO5L4kX+/Wrt9qOufu6/cMPadq0CXa64JB36BCNmzSlg65Ifzeom+Yo\nsvDnKKd/J1hYQ38xNMRVT01bdl9fX9QzZ9IpKNgkp9zR3YPETRtpbW+PKiWFvgZF19pgroB9O9aI\nr6+vSYHTKyycL+fNxTciwkQN0zs0lBY2tsxdvJivVqxg85YtfL52LW66gvah+HijHguvsHAWT52K\nm7+fLH3to5uwTmVn8bxBqsUnPNzE4cszOITjR45gpTTfdVwdCoW+38O8KF59oab72sHbi+f69JGD\n8DsWU5m/DCyf1gOA6oXXhtCWb1gH0Bd/o2JfYO7ixQC89MwzVJmZsJo2acyg7t2JjYnBwdYWO0dH\n+TmNRsNJXdH1z8gd6FHThGavyyebgyAINHr8cQY//TQJx4/jEhTMCVUmlVVV+EdFmxwroHdvjiYn\nc76wUKax7tm4ARdPrxrppHqIokhLG2vO/1RInkGBuJ2rq9Hf+tfmZ2Ux+vU3yNi7974VSA2L77bV\niu/VqaP1AUtB+N7AEggaOGqbcOtjsvyjuN1qfMRTT3G1sNDsD3j06NEEBgYy4623ZJ2hpC2bWTVn\nNp2Cg1mzZ0+dgt0fnSSs7e05o/M0MHxfXmYmDs7OFKrVDBz3KoFR0fj17MmI8eNR7UtGMnO/rawE\nhv3r/0jcvBk7R0dGjB/PYy1aUlWlMXltdYevkpMnuX72LNcuX+LXX35h9YI4DicmciQxgeKfClk5\ndw6qvYns+Wo97098E1uHNlwuuYB1ixZsWbKEzH1JZO5L4vsPPmCqmdqGOaZNXVBfk29t56/r2ARB\nuK0elQV/HpYaQQNHQ82R1mVc5jqXqzNG9BPC7HfeMdagqWOHaG3nqK2GMPXNN5k2f742mFkpyUk9\nCCjwCAlBIYkmMggZexPJPHCAWAM1U8Max6H4eH6+dBHbtm356aiKi1evmnQNfzxtKiG9e2OlVMrj\n/P3mTZasXUvJuWJa2Fhz9eJFrl26REd3d87l5tKydWscvbUuY4VHjxLq70/v6GislEomTZ9OS0dH\nrO3tKcvPr1HaAe48f3+7z+529ZnqPSOG5/8jY2uIqdEHAZZi8V8EDTUQ1DgRrFzBRgPWT11+wH/2\nGms7R00Tmoe7OyOefx7X0DAjZs4nOjN5vbeuHkf3JVF+/jx5mZkE9+kLCgVHEhMIiYnBJyycwwkJ\nFOYeg5s3eWHMGLanp1Ny9pzc7axWZWLn0Ib+QUGycqs+175mzx48uofKaaN2rq4cTkjgTFaWLFtx\nvrCQ5G1bcfbwoEmTJqTv3s0Tzz1vVHxOWLWSr1asQKVSGTGkDJ+/k/z97T672u5tTUHiqxUrapWl\nsEzw9QtLsfgvgj/iAHUvVk/6LXv1ztXHHnqIY7m58uquvrqUzaEu11mTjEZGRgZ2nTvLhjJ6hMbE\ncDI1FW+DPgFRFMlKSaHy5k3+NT9OZhr9Y9ZsNi9fjkdwCAXHjjFi/HgAvl25AgkYPm6c/NqnXg1j\n75rVeHh6yswjuEXL9OgeKheuRVGk6GgGnXXdt6KoV16dYNTVW734rHzsMWKeHEqnoG50DAxk8/Ll\n9Bg0SHZLu1Pphdt9drXd25rShhs2bLDIQjRAWAJBA4d+wq1r08y99EL2cHenadMmWOv0Zp6brLU/\nvFPmyB8JdvrrtHF1pfzCBS4XFbF4/nyz4nh3GoxeeuYZI/vEQlUmgyIjKRZFE6aRs4cHK+fOZcDz\nz8tjt3VzI8zFhS1rVsvHUO9PZtrEicxfssTEDWz7hx8Sv3KFTMssUat56dlnSdEFkbP5+Wa9FQy1\njERRpFCdx/PVGtiq03PrG3cz0Ftw72AJBA8A6uqpbE4P5m5S+lQqldlV9R9ZedY12Bk2hwUPHcrB\nHT/QydeHlnb2/OO11/hMZ3p/O1gplaTv3m3WON2cfaJKpWLVrl0mx5GQ6D1qlFGTHICriwsbV60i\nIyMDtVqNW58+VFZU3JaWqT8fwJbYWMTuoTVeg2G2tEitxiPElK6rDxbtXF3vmSl8bYF91Ntvs/XF\nF/+Qx7EFdw/307z+HWAg8DtQAMRKknT9fo2noaMuK68HWY2xLsFOvwuwdnXFyd+fHavX8PKcOUZc\n/Wnz5rFt48Zag54oisxfsoQnnnteVi2VJMhITODz99+X32t4v2qa3FR7k3hx1iyjY5fm5eH99tts\n2LiR/334IY4eHticPo06La1GkT1zn68+ONq4uJB14ICJJMbRxAQCIiMpLy7m6L59+EdEmF5rlUi+\n6ijq/cn3THqhtsCuVCotshANEPetWKxQKKKBREmSRIVCsRCQJEkyuyT4OxeL7wT3urB8L/Xgq5+r\nJm37unTYGt4nURTlIu3Vkgu8UMt7qxdHC1WZRAQHkZ6dbZTWeXrIED5ds4Zrv93EK7Q7oiiiPnqU\nnk8+ya4vvjAx/qntfunrIPmnTrFlxw6sdUXtsvx8pk2cyLGcHLalphIxbLhZI57tyz9g5qRJdTYK\nqk/UVsOxsIDuDRp8sViSpHiDP9OAYfdrLH8V/JFc+5/BndYv/gzM7XbMWVLe6XkFQZBz/tfKSmt9\nrYe7O5NefZU98fEkpKTQOSSEoooKFECYiwvOHTsiRkczZ9EiKpVKo3x9QGQvNi1biouXF9uXf0AH\nnVPZ7e6XfqfQqHFjNu/YwcWSEqPnRo8ezdY9exAEQW5oc/X2pkqj4erpQuJmzLhvbl217WIttYWG\nhQZBH1UoFNuADZIkra/hecuOoI6oC3e/vnEvVnfVdzvmdIrquhv5IzsZwyL877//TsGxY/QYNJg2\nTk5GOjzCo49SqdFg266dWa2gq6WlvBUbe6seUIf7VRfO/pxFixAeeQRJkrhUVMQ/n3uOEU89ZVlp\n/83RIHYECoViD2Br+BAgAVMlSfpe95qpQGVNQUCPWQZ52IiICCLM5EMtqHthuT5xL1Z31Xc7giAQ\nNmAAn82YQVBvrfRD9dV1TUJ1KpWKYf36sbkaU6emlbm5Irx/ZC+jQGTXubPMnjp5NMPsNUiidpK+\n0zTN7Wo/jRo3RgG0bqNVOuXGDbp27WoJAn9DJCUlkZSUdMfvu6uBQJKk3rU9r1Aongf6Ab1udyzD\nQGBB7fgrbrtrSkOtWLbUrDuXORrtqMGDtX7Musf0KR1XF5daA2ZNE7EhfVMfnNq5unLwxx+5UlZm\nUtzNST1Iq+aPG/VZ/FnIQcpQ/C0s3CL+9jdF9UXy7Nmz6/S++8kaigHeAnpIkvT7/RqHBQ8O/iyN\nduGsmcTOmHmr27Z7KFvMpIOq7yRuB1EUyUlLlT2Qew4ezM7161kdF4dnSAiSJHLyqIqYMWOxc3Ss\n1z4L+vR5YJliFjQc3M/lwjLgEWCPQqE4qlAoPryPY7HgAYF+t1NbeqWmFbxvRKTc6auHolkz1q9f\nLwufmVN6tVIqzYqwZR04wNWSC8SvXMFjTZvKz7VxcuLZt9+m6tcbnD6ei7VDW8b++98mHb53cs0W\n4TUL7ibuJ2vIvHGrBfcUf7bQ+6DSALXaPdtw8fLk4OnTbI2NZeqbb5rt/J2/ZIn8nGFa6rXYWG1a\nydeX7Jwc/j11Ki3bt8fa3p7S/Hwmjh9PSkGBScPdH0FNuyFRFO8pU8yCvyYaBGvodrCwhu4O6k2h\n8g++/26hJpbNCl1qSBAEs4yj7cs/wNHbG+9qbB99H4avr6/ZoFfdBe1MVhbzpk3Dy9PzrvRZVA++\nstLnPWSKWfBgwKI+akGt+LPNYPeymeyPwByN9ukhQ9iwdSuKZs143NaWgEhjjkLmviQulpQQPdLY\nBL62hrw6yzHX0yRdU/D1cHd/IHdmFtxdNAj6qAUNF39UjkK/Gj1x4gQ2rq4NtkhZUyrlySFDWL9+\nPQdPnzZ5jyAIXC4qQhTFOqdZ6nIf64vOqy+CRz73vFzr6BocIhef7/c9t+DBhSUQWFBnVE+BqFJS\nsG7X3kRwrSFD7saNjUWsRu8szctj8fz5JrWAP9spXV90XpVKRaMWLdi8fDmdfLWdyak7d2LX1qFB\nBF8LHlxY9o9/U9ypHWF1y0yfHj157j+TSd62VT5GQ/KSrc3nuTYWjo+3NxtXrSI2JobYmBg2rV5d\naxrnXnrqiqJI4cmTjBg/Hr8ePfHrobXRLKx2/vo61x+xubTgwYSlRvA3xp3IUdQkaHcoPp7rF8ux\ncXBoMEXKutYv6ovxdK9kPQ4fPsyn27eb2Ggeio/n5YEDCAwMrJfzNFQSgAV3DkuNwILboj7kKJo2\naUxE9+506dLlrspZ3MmkXdf6R32lbO6VrIcgCDRq1Mjk8caNlPV2vnvtaWFBw4DlU/2boy4NWvD/\n7d1rjB11Hcbx71OJBLlovBUDAmJBpRhYjIAiYSGiiAnUgCg1IajxEuWSaJQIxAIhhvBGDOgbuSQQ\nCImaoAiIJbAaNVZiKZRbaaOBglDQWA2SkMo+vpjZerp7dvd0u3v+MzvP59WZOXPO/vbcfvO//Wbm\nLpCVK1cuaJnjmbp5mmLQ13FXjIyM8NLGjVPeg5c2bZq3bqjZkmgsTmkRxECGWXK611zOUIddjntY\nSr0HsfhljCB2yrBXEs/1YjslynEPy0K+B01fHxI7J2MEsSDaUtm0RDnuYVnI96CprY62ljJpi7QI\notFyhlpGk354M4tp7lJiIhaNxdzNEzPLicCuSSKIRaVJZ6gxPHMdI4pKxghiijb/mLZlbCKijdrz\nSxC7pA1z8SMmG2YJjy5L11AHpJ+1vza3kLokY0RzlzGC2C79rFNlJkq7JGnPTePHCCRdAZwOjANb\ngHNtv1AqnuiO1NNpn4wRLaySn/irbR9hewS4C1hVMJZFLf2sO0o9nYgdlbx4/cs9m3tStQxiATR1\ntWhENEPRMQJJVwLnAFuBE23/Y5rjMkYwD9LPWsngeXRFIwaLJa0GlvbuAgxcYvvOnuMuAvawfdk0\nz5NEEPMqM1GiCxqRCAYl6Z3A3bb7fgsledWq/w8hjI6OMjo6OqToYrFKCykWm7GxMcbGxrZvX375\n5c1OBJKW2d5U3z4fON72WdMcmxZBRMROavz0UeAqSYdSDRI/DXy1YCwREZ3ViK6h2aRFEBGx8wZt\nEaRTNCKi45IIIiI6LokgIqLjkggiIjouiSAiouOSCCIiOi6JICKi45IIIiI6LokgIqLjkggiIjqu\nZK2hiKJSfTSiklpD0Um5eH10QauuRzCbJIKYT7lCWXRFis5FTCMXr4/YURJBRETHJRFE54yMjLBl\nwwbGx8e37xsfH2fLU08xMjJSMLKIMjJGEJ2Ui9dHF2SwOGIWmT4ai10SQUREx7Vm1pCkb0oal/Tm\n0rFERHRR0UQgaX/gZODpknHMl7GxsdIhDCRxzp82xAiJc761Jc5BlW4RfB/4VuEY5k1bPhyJc/60\nIUZInPOtLXEOqlgikHQasNn2+lIxRETEAhedk7QaWNq7CzBwKXAxVbdQ730RETFkRWYNSTocuA94\nhSoB7A88Bxxt+8U+x2fKUETEHLRm+qikvwJH2f5n6VgiIrqm9GDxBJOuoYiIIhrRIoiIiHKa0iIY\nWNMXoEm6QtLDkh6S9CtJ+5aOaTJJV0t6QtI6ST+TtE/pmPqRdKakRyW9Jumo0vFMJukUSU9KekrS\nRaXj6UfSDZK2SHqkdCwzkbS/pPslPSZpvaQLSsc0maTdJa2pv9vrJa0qHdNMJC2RtFbSL2Y7tlWJ\noCUL0K62fYTtEeAuoIkfll8Dy20fCWwEvlM4numsBz4F/KZ0IJNJWgJcB3wcWA6cLem9ZaPq6yaq\nGJvuv8A3bC8HPgR8vWmvp+1XgRPr7/aRwCckHV04rJlcCDw+yIGtSgS0YAGa7Zd7NvcExqc7thTb\n99meiOuPVLO2Gsf2Btsbaeb40dHARttP294G3A6cXjimKWz/Dmj8JAzbL9heV99+GXgC2K9sVFPZ\nfqW+uTvV9PtG9q3XJ82nAtcPcnxrEkGbFqBJulLSM8BK4Lul45nFF4B7SgfRQvsBm3u2n6WBP1xt\nJOkgqjPuNWUjmarubnkIeAFYbfvB0jFNY+KkeaBEtaALynZWWxagzRDnJbbvtH0pcGndb3w+cFnT\nYqyPuQTYZvu2Yce3PagB4ozukLQX8FPgwkmt60aoW9Ij9bjaHZIOsz1Q98uwSPoksMX2OkmjDPBb\n2ahEYPvkfvvrBWgHAQ9LmliA9mdJfRegLbTp4uzjNuBuCiSC2WKUdC5V0/GkoQQ0jZ14LZvmOeCA\nnu2JRZExR5J2o0oCt9j+eel4ZmL735IeAE5hwH74IToOOE3SqcAewN6SbrZ9znQPaEXXkO1Hbe9r\n+2Db76Jqho+USAKzkbSsZ3MFVV9no0g6harZeFo9ANYGTRsneBBYJulASa8HPgvMOjujENG816+f\nG4HHbf+gdCD9SHqrpDfWt/eg6qF4smxUU9m+2PYBtg+m+lzeP1MSgJYkgj6avADtKkmPSFoHfJRq\n5L5prgX2AlbX08t+VDqgfiStkLQZOBb4paTGjGXYfg04j2oG1mPA7babmPRvA/4AHCrpGUmfLx1T\nP5KOAz4HnFRPz1xbn7A0yTuAB+rv9hrgXtt3F45pXmRBWUREx7W1RRAREfMkiSAiouOSCCIiOi6J\nICKi45IIIiI6LokgIqLjkgiisyS9XdKtkjZJelDS7yUNpXBcXQK8WGmPiF5JBNFldwBjtpfZ/iDV\nKswFr8Ral1deAhxfr1CNKCqJIDpJ0knAq7Z/PLHP9mbbP6zvX1JfwGdNffb+pXr/CZIekPST+uI+\nt/Q851GSxurWxT2Slk75w5WzgZupViU3rnR1dE8SQXTVcmDtDPd/Edhq+xiqaw98WdKB9X1HAhcA\nhwHvlvThumDatcAZdeviJuB70zz3Z6iuX3A7VanyiKIaVX00ohRJ1wEfoWolHAN8DHi/pE/Xh+wD\nHAJsA/5k+/n6ceuoKuP+Czicqn6TqE6y/tbn73wA+LvtZyU9D9wo6U22ty7oPxgxgySC6KrHgDMm\nNmyfJ+ktVFVFoSpqeL7t1b0PknQC0Fux9TWq75GAR20fN8vfPRt4j6S/1I/Zu47jhl34XyJ2SbqG\nopNs3w/sLukrPbv37Ll9L/C1ussHSYdIesMMT7kBeJukY+vjd5N0WO8BdUvhLODwnpLqK0j3UBSW\nFkF02QrgGknfBl4C/gNcVN93PVWXz9r6B/zF+vjJDGB7m6QzgWvrmvWvA65hx4uWHA88a3tLz77f\nAu+TtHTS/oihSRnqiIiOS9dQRETHJRFERHRcEkFERMclEUREdFwSQURExyURRER0XBJBRETHJRFE\nRHTc/wCtOxEYY3hqyQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x107cc4fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(geneA, geneB, \"o\", color=\"#99C1C2\")\n",
    "plt.xlabel(\"Gene A\")\n",
    "plt.ylabel(\"Gene B\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
