{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "A notebook to create the logo of the Axelrod-Python library" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline\n", "import axelrod as axl\n", "import matplotlib\n", "matplotlib.style.use('classic') # Use the classic style which is what the original logo was built with\n", "from PIL import Image" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Playing matches: 100%|██████████| 15/15 [00:00<00:00, 72.42it/s]\n", "Analysing: 100%|██████████| 150/150 [00:00<00:00, 606.02it/s]\n", "Finishing: 100%|██████████| 23/23 [00:00<00:00, 2878.64it/s]\n" ] } ], "source": [ "players = [axl.Cooperator(), axl.TitForTat(), axl.Alternator(), axl.Defector(), axl.Random()]\n", "tournament = axl.Tournament(players)\n", "results = tournament.play()\n", "eco = axl.Ecosystem(results)\n", "eco.reproduce(35) # Evolve the population over 100 time steps" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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RkYjncbuB4jSHOQxhCIEn/wmtWrndjoiIiEhUiNiAuYAF9KMfgQfvhWuucbsdERERkagR\nkQFzKUt5hVcIdO0MHTu63Y6IiIhIVIm4gLmCFfSiF4Ebr4W77nK7HREREZGoE1EBcy1r6UlP/Fe0\nhkcfdbsdERERkagUMVeRb2UrwxmO74LzoNe/3W5HREREJGpFzB7Mt3mb7HMaYV9/ze1WRERERKJa\nxARMc+qfcAYNcLsNERERkagXMQEz+PAD4ImYtyMiIiJSZkVOIjPG7Q5EREREhEgKmCIiIiJSKihg\nioiIiEhYKWCKiIiISFgpYIqIiIhIWClgioiIiEhYKWCKiIiISFgpYIqIiIhIWClgioiIiEhYKWCK\niIiISFgpYIqIiIhIWClgioiIiEhYKWCKiIiISFgpYIqIiIhIWClgioiIiEhYKWCKiIiISFgpYIqI\niIhIWClgioiIiEhYKWCKiIiISFgpYIqIiIhIWClgioiIiEhYKWCKiIiISFgpYIqIiIhIWClgioiI\niEhYKWCKiIiISFgpYIqIiIhIWClgioiIiEhYKWCKiIiISFgpYIqIiIhIWClgioiIiEhYKWCKiIiI\nSFgpYIqIiIhIWClgioiIiEhYKWCKiIiISFgpYIqIiIhIWClgioiIiEhYKWCKiIiISFgVKWAGAgEm\nTZpEjx49GDduHL/99hvvvfdegec8//zzTJo0iY0bNx631rRp0+jZsycTJkxg3bp1BR47sqaIiIiI\nlF6xRXpxbCwdOnQgLS2Ns846i5SUFDZu3MiSJUu48MILCzy3UqVKjB49mvLly1OxYkWstaSmpnLx\nxReTnJzMddddx/79+7npppsAmDRpElu3bqVLly5s3LiRL7/8kssvv7wo7YqIiIhICShSwDxSYmIi\nDRs2LBAuk5OT6dChAwAZGRnccccdDB48mIYNG3LJJZdwyimn/KGO1+vFcRwqV67M2rVradiwYYFw\nuXTpUpYtWwaA3+8P51sQERERkSIKa8AEiIuLY8GCBbRu3foPj5UvX55Jkybx5z//GWstHs/Rj9Cn\npqaSnp6OMQZrLZUrV2bWrFm0a9cOgJYtW9KyZUsgJ7ROnTo13G9DRERERArJzJ8/37rdRFFkZGTQ\nvn176NsXWrRwux0RERGRwsvIgPbtmTFjBuXLl3e7m0LTVeQiIiIiguM4fPTRR3Tp0iVn5x05pyXO\nmDEj5FoKmCIiIiLCqFGj+Oqrr7jzzjvzttWvX59p06aFXEsBU0RERET4/PPPefXVV7nyyivzrpOp\nW7cuO3fuDLmWAqaIiIiIkJmZSc2aNQtscxyHmJiYkGspYIqIiIgIDRs2ZMGCBQW2LVq0iEaNGoVc\nK+zTFImIiIhI2XPPPffw5JNP8s033+Dz+XjzzTdZsGABffv2DbmW9mCKiIiICGeffTZDhgyhcuXK\nNG/eHMdx6NevH40bNw65lvZgllbWgs8Hhw7l3NLTc275fz50CE9aGiYtDRsM4px9Nhy+Va7s9jsQ\nERGRMiY5OZlHHnmkyHUUMN22axd88QWeH36AtDTsoUPYzEzIyoJgMOc5MTF4YmOJjYkh3hiSHIcK\nwSBVfD6qANVyS/2wciVbY2MJZGVhatTANGuGc845OYGzYUOIi3PrXYqIiEgp17lzZ6655hpuu+22\nAtu7devGyJEjQ6qlgOmG9HRYsADPrFk4v/5K1YQELs/Oph5QG6gHNMi9nQqUCwZ/D5vH4/eD388G\nYNzevXzx5Zcs//ZbDvh8YC2ehg1xmjf/fS9nzZpgTDG+URERESkr9u7dy4wZM9i/f3+BvZiFmaZI\nAbOkBAKwbBme2bNxFi8mIT6etllZvAQ0y84O61B/Bnrl3sjMJAB8Dny6bh3fbNzIxpkz8WVlQcWK\neJo0wWnWDJo0ybkdY314ERERiWxxcXG888479OzZk5dffplnn32WmJgYTCF2RilgFidrYc0azNy5\n2M8/xxMIcL7PxzPWcn1WVom1EQtcnXsjGITMTHYCHx88yNwlS/jhxx/ZFQxiatbEdu0Kl1+uw+ki\nIiJRqHr16gwaNIhnn32Wp59+mpdeeglrbch1tLuqOOzcCWPGYG69FR55hNNmzqRfRgZer5dvreV6\nt/sD6gD/BGYBO7OzSfX76ZKSQsyAAdCxI0ycCJmZLncpIiIiJa1ChQr07duXhIQEHnvsMRzHCbmG\nAma4pKfDzJl4HnwQbruNauPG8fCuXewJBNjg9/M4pXt3cRXgAyDT66VHWhpJI0fCTTfBiBGQmup2\neyIiIlLMkpOT8+7Hx8fz0ksv0bBhQ3w+X8i1zPz580Pf71mKZGRk0L59e+jbF1q0KPkGDhzAM3w4\nzty5JMbHc3XueZXnlHwnYeUAbwEvJyay3+/HXH019pZboH59t1sTERGJXBkZ0L49M2bMoHz58m53\nU2ileada6RYMwpQpMGIENaxlWDBYoudVFjcP8C/gX9nZTAKe+Owztsyaheeii3C6dIEzz3S5QxER\nESmqnTt3UqdOHQBSUlKO+bx69eqFVFcBszB+/BHTrx8xe/fygtfLv93up5h1ADr4fCwCHlyyhBVL\nluA56yycrl3hr3/VVEciIiJlVPfu3Zk5cyYAXbp0+cMV49ZajDHMmzcvpLoKmKHYtQvPO+/gfPst\n7YJBxltLBbd7KkEXA8uDQdYB965axYJ//xvq1s258vzSSyEmxuUORUREJBTvv/9+3v2xY8eGra4C\n5snwejHjxmE/+ohTPR6mBAI0c7snF50OzLeWvX4/D27ZwqdvvokzeDC2Vy8491y32xMREZGTVKtW\nrbz7hw+Vh4OuIj8ea+HrrzGdO5MwfjzDAwE2+nxRHS7zqwFMANK9Xm7evx969oRZs9xuS0RERAph\n8uTJrF+/HoC1a9fSqVMnbr31VtasWRNyLQXMY9m8Gc+//oV5+WXu2L+fQ14vd7vdUymVCIwDBgQC\nMGAAZsgQKMScWSIiIuKeiRMnUr16dQBGjhzJpZdeSps2bRgyZEjItXSI/Ejp6ZhRo7BTptAUmBoM\ncqrbPZUR/wLODAS4dsoUnG3bcg6ZJya63ZaIiIichIMHD1K1alWCwSA///wzL7zwAnFxcfzjH/8I\nuZb2YB7mODmHd2+5hUozZjA1GOQnhcuQXQ2s8nop//33mIcfhn373G5JRERETkJCQgKHDh1i1apV\nJCcnk5iYiLWWQCAQci3twYSc9cLfeAOzbRtP+Hz0Qcm7KM4Etnu9NNuyhc133w39+kHDhm63JSIi\nIsdxySWX8MQTT5CdnZ2ziA2wYcMGateuHXItBczPP4c33uD/gkEmW0s1t/uJEJWAjX4/Vx48yPwH\nHoCXXoK//c3ttkREROQYHnnkEebOnUtsbCxt2rQBIDMzky5duoRcK3oDprWYkSOx48fzWiDAM273\nE4E8wJeOw6M+H2/36gUPPACFOI9DREREil9sbCzXXHNNgW3nFnL6wegMmD4fntdewyxZwieBANe7\n3U+Eews4JxDg/iFDYOtW7MMPa1J2ERGRCBZ9pxqmpmIeeYTEb79luc+ncFlC7gW+8vuJnT0bz9NP\nQ2am2y2JiIhIMYmugLlpE9xzD/U2bWKr10sTt/uJMq2AdV4vlVauxNx/P+za5XZLIiIiUgyiJ2B+\n/z3cfz8Xp6ayyefTxTwuOZWcK8zP2LED7rkHVq92uyUREREJs+g4B3P6dHjrLe4NBBjqdi9COeCX\nQIDr09OZ8eij0KsXtGrldlsiIiJRLyUlhbVr15J5xKls7dq1C6lOZAfMYBAzdCh28mTeCgR4xO1+\nJI8HmG4tz/r9vP7yy5hu3bC33ALGuN2aiIhIVJo2bRqDBg2iUqVKJOZbic8Yo4CZJysLz4sv4vnp\nJ+YEAlzhdj9yVK8BTQIBbh81CpOWhr3/frdbEhERiUpjx47l+eefp1UYjipG5jmYe/ZgHniACj/9\nxGqvV+GylLsNmOvzYT/9FCZPdrsdERGRqJSenh6WcAmRGDDXrYO776ZhSgrbvV7+7HY/clKuAob4\n/TB4MCxe7HY7IiIiUeeCCy7gp59+CkutyDpEvmgRvPgifw8EmGVtBKbnyHYfsD4QoO8LL8Bbb0Hj\nxm63JCIiEjWqVKlC7969adWqFdWrVy/wWLdu3UKqFTkBc8YM+PprngwGedPtXqTQ3gRWBwLM6NED\nhg2DunXdbklERCQqbNiwgUaNGpGSkkJKSkredlOIC3AjJ2B+8w2jgkHucLsPKbKp1vKX7GxWPf44\nduhQqFTJ7ZZEREQi3oABA8JWK2KOIo8IBBQuI4QH+F8gQM39+zFPPw0+n9stiYiIRI3U1FTWrFlD\nampqoWtEzB7MP7ndgIRVPLDK5yN540a8r72G89xz4ImYv4dERERKnYyMDPr06cOiRYuAnEPjF110\nEU899RQVKlQIqZb+xZZSqwawzOvFLFmCGTbM7XZEREQi2tChQzl06BDDhg1j5syZDB06lIyMDIYV\n4t9gBUwp1ZoA0w/PkTl1qtvtiIiIRKzvvvuO5557jkaNGpGUlESjRo3o1asX3377bci1FDCl1Lsa\n+K/fD++8A0uWuN2OiIhIRPJ6vX84FF6hQgW8Xm/ItRQwpUx4EHgsEIDnn4c1a9xuR0REJOI0btyY\nkSNH4jgOAI7jMGrUKM4888yQa0XMRT4S+foDawIBZj35JAwfDnXquN2SiIhIxHjwwQd54okn+Oyz\nz6hduza7du0iJiaGvn37hlxLAVPKlOnW0tTr5dfDc2RWrOh2SyIiIhEhOTmZDz74gMWLF7Nnzx5q\n1arFBRdcQLly5UKupYApZYoH+NHvp8G+fex95hls//4QH+92WyIiIhEhKSmJK664osh1FDClzIkH\nfvb5OHX9enyvv47Tu7fmyBQRESmEDz/8kC5dugAwcuTIYz4vetcil6hSi5w5MpsvXox57z3sPfe4\n3ZKIiEiZ8/PPP+fdX7ly5VGfE91rkUvUOQeY5vNxzYQJORf8XHut2y2JiIiUKX369Mm7r7XIRXK1\nA94OBGDQIPjuO7fbERERKbOOFTAHDRoUci0FTCnzHgbuDwbhxRdh71632xERESmTvvjii6Nunzdv\nXsi1dIhcIsK7wOxAgK2vvILTv78u+hERETlJKSkpAFhr2bFjB9bavMe2bt1KfCFma1HAlIix0O/n\ntF9/hU8+gY4d3W5HRESkTOjSpUvehTyHryiHnMDp8Xi4++67Q66pgCkRIxl4x+fjwWHDoEULaNjQ\n7ZZERERKvbFjxwJw11138f777+dt93g8VKlSRXswRR4APnQcljz/PPa99zQJu4iIyAnUyV16efbs\n2WGrqYApEedzx6HGnj1kDxmCffRRt9sREREpM9LS0vjll184cOBAgXMx27VrF1IdBUyJOOWAqV4v\nbaZPhwsvhPPPd7slERGRUu/HH3+kd+/eGGPIzMykXLlyZGVlUatWrZADpi61lYh0FdA1EICXX4a0\nNLfbERERKfWGDx9Ox44dmT59OuXKlWP69Ol06tSJjoW4cFYBUyLW+0BtrxdPnz6Qbze/iIiI/NHW\nrVu57bbbAPIOj99+++1MmDAh5FoKmBKxPMACnw/7ww8wa5bb7YiIiJRqsbGxecGyQoUKpKWlERcX\nx4EDB0KupYApEe1M4FWfL2cpyW3b3G5HRESk1GrYsCErVqwAoEmTJgwaNIgBAwaQnJwcci0FTIl4\nzwDNHAfzwgsQCLjdjoiISKn08MMPU61aNQDuu+8+0tPT2bRpE4899ljItXQVuUSFBcEgtbdtwz96\nNLZ7d7fbERERKXVOO+20vPu1atXijTfeKHQtBUyJClWAj7xeOo4bBy1bQtOmbrckIiLiusPrkJ9I\nvXr1QqqrgClRowNwneMw/cUXsaNGQYUKbrckIiLiqvzrkB+NtRZjDPPmzQuprgKmRJVPrKVmejoH\nBw7E6dXL7XZERERcdXgd8nBTwJSoEgvM83ppsXAhfPklXH652y2JiIi45vA65OGmgClR5zygh9/P\nm2++CeecA7Vqud2SiIiI62YdZ85orUUuchLeACYHg2x86SWcQYMgJsbtlkRERFw1ZsyYAj8fOHCA\nYDBIjRo1FDBFTtbXfj8N1q/HTJiAvfVWt9sRERFx1bhx4wr8HAwGGT58OPXr1w+5liZal6hVBxjq\n9WLfew8it321AAAgAElEQVTWrnW7HRERkVIlJiaGu+66i48++ijk1ypgSlTrDlxqLeb55yE72+12\nRERESpX09HTS09NDfp0OkUvUm+041EhNJWvwYJzHH3e7HREREVeMHDmywM/Z2dksXryYli1bhlxL\nAVOiXiIww+vlslmz4KqrtMqPiIhEpZUrVxb4uVy5clx11VV07Ngx5FoKmCLApcDfHYfP+vTJWeUn\nLs7ljkRERErWgAEDwlbrhAFz1KhRJCUlkZKSwmOPPXZSRd977z26d+8ecjNz5szh4MGDVKhQIe9y\n+Dlz5pCSkkKjRo1o1apVyDVFTtan1lJ13z7848djb7/d7XZERERKnOM4rFq1ij179lCzZk2aNGmC\nxxP6JTsntQezQ4cOTJo0CYAlS5awadMmKlWqRP369VmyZAl+v5/OnTszc+ZMqlatys6dO1m/fj0L\nFy4kOzubu+66i9dff52mTZuyY8cOatWqRZUqVTj77LM5dOgQTZo0AXIWXO/WrVuBcwDKlStHfHw8\nfr8/5DcnBQWAg0Bavtvhn73ARUBj4Ngrkka2csB/vV7u+eCDnBV+CjEtg4iISFmVkpLCs88+y7Zt\n26hcuTJpaWk0aNCAV199NeSpik4qYH7yySesX78egIyMDKpUqcLatWupX78+LVq0IC4ujs2bN5OV\nlcUdd9zBhg0bWLZsGTfeeCMrVqxgw4YNNGjQgI4dOzJkyBBuueUWhg4dStu2bU849uG9lsOGDeOK\nK64AYOnSpSxbtgwg6oOnBb4DvgD2AfuNIdUYUoEDWNIspFtLBuDLfY0B4oBYAzEeg4k1WCDT61Db\nQAcL1wP/l/u8aHI3MMAYVr/xBs7AgWCiNW6LiEi06d+/P+eccw7vvvsuSUlJZGVlMXjwYPr160f/\n/v1DqnVSAfOmm25iwYIFLFq0iE2bNnHqqafiOA6QM0eSyf1HuEKFCsyfP5/09HTOP/98Jk+enLcH\n87vvvgMgLvfcNmMMW7ZsIS0tjaa5F1XUq1ePiRMnUqdOHfbu3cumTZuw1rJmzRpiY39vtWXLlnlX\nNGVkZDB16tSQ3nRZZ4EfgXHAGCAV8FQyZJezkJB7SyRnl1w5oAJQHqgIVAJbDnyew4HT5t6AdEj5\nDt79xTBsn8UAbT0e/uE4XA1UL9F36Z7Zfj9/Wr0avvgi56IfERGRKLB69Wpee+014uPjAUhKSuKh\nhx6iQ4cOIdcy8+fPt+FusCRlZGTQvn17vgCucLuZYvYLMBYYbQy7rCWmiiG7mYWLgYQwDxYEVgI/\nQIUUQ2bAcp7H0MmxtCfyD6U/AfQvVw7GjoXKld1uR0REokVGBrRvz4wZMyhfvnyJDn3nnXfSt29f\natSokbdtz5499OjRg1GjRoVUS1eRl3LrgfHAKGPYZC3xFQ1ZTS1cAv5yxfi3QQzQPOeWjoVt8P13\nll83eHgmM/IPpb8JfBAMsn/wYJxnnnG7HRERkWLXsWNHnnvuObp27UqdOnXYuXMnH374IR07diQl\nJSXvefXq1TthLQXMUmgLMAF43xhWW0tieQ+ZZzvwf5BVyaUdzg1ybhk4kJF7KH2VYdh+i7E5h9Kf\nchz+5k53YecBpnm9XPTll3D11dC8udstiYiIFKt+/foB8OyzzxbY/ssvv2CMwVqLMYZ58+adsJYC\nZimxE5gIvO8xLHcsSUmGjDMttIbMqo7b7RVUHrgc/Jdb/EHgZ5iy1GH6drjB46Gf45Dsdo9hcCFw\nbSDAjP/8Bzt6NOSekyIiIhKJxo4dG7ZaCpgu2w708Hj42HEol2BIPz0nVGbULCOnxsYAfwH7Fwhs\ngxmfWKam5pzD+Cw51xWVZROAKqmp+MaOxd55p9vtiIiIFJs6deqErZYCpkuygH7G8Iq1mAoW5yZI\nP7WMhMpjaQDZ/7TwE7w12zDEa3kTuIucHFoWJQLDvF7u+OijnLkxkyNh36yIiMjRLVq0iOnTp7Nr\n1y5q165N+/btueSSS0KuE/rU7FIkFpgENARejwHvNZD9uIVTXW4snJpD5lOWAxfBox442xhOfLZG\n6dUVaGYt5j//AVvG/wgQERE5hrlz5/Lqq6/SoEEDrrvuOho0aECfPn2YM2dOyLW0B7ME/QTcbww/\nWYu3OXCtLbu79k7EA7SBrFaw7hNLu3VwqcfDIMehsdu9FcLsYJBT1q/HzpmTc9GPiIhIhJkwYQIv\nv/wyLVq0yNt20UUX8c4775zU4jj5aQ9mCdgNdDOG84Hv61m8jwE3ELnhMr9EsLeB7yGYX93SFHjI\nGPa53VeI6gFP+Xzw9ttw4IDb7YiIiITdrl27OO+88wpsa968Obt37w65lgJmMfIBfYE/AePLQ6Ar\nBO8BonHe7prgf8gSuBVGJRmSgf78vnxlWfAaUNtx8LzzjtutiIiIhF2tWrVYvnx5gW0rVqwoMPH6\nydIh8mJggRnAQwb2eQxZl1u4WOfuAXAmZPZ0YCH0XmAY4Fjezp2wvSysDDTd66XlggU5h8nzHUIQ\nEREp6zp16kSvXr1o164d9erVIyUlhdmzZ/PAAw+EXEsBM8xWAQ8aw3fW4m0CXG8jb5mbcGgFmRda\nMqfBLSvhXGMYaS1nud3XCZwP3BQI8Ol//oMdMwYSwr1Gp4iIiDvatm1LUlISM2fOZOnSpdSqVYsn\nn3yS1q1bh1xLATNM9gO9jGG4tVDbErgZqOp2V6VcHHATeK+E78dbWuyAT4HQTiMueWOBKgcPkj1m\nDPbuu91uR0REJGxat25dqEB5JAXMIrLA+8A/ASfJELjBwhkuN1XWVIbAfRCYBdctzVkH/FFK7yHz\neOB9r5dbxo+HK66A005zuyUREZGw2LlzJ1988QW7d++mVq1aXHnllYWagF0X+RTBAeAmj4cHDaS3\nyj23UOGy8NqB/1p4CrjP48Hvdj/HcTPQAnLmxnRK2VKeIiIihbBs2TK6du3K4sWLycjIYMmSJdxx\nxx0sXbo05Frag1lIS4CbgAMJFu+dQG13+4kYLcBbEz78wLLaGqZaW2rPNJgVDFL3t9+wM2fCtde6\n3Y6IiEiRDBkyhH/961+0a9cub9ucOXMYMmQILVu2DKmW9mCGyAFeM4bWwM4zIOtJq3AZbsmQ9ahl\nWTk418A6t/s5hlrAcz4fDB4M+/e73Y6IiEiR7Nix4w8Tql911VXs3Lkz5FoKmCHYAVxqDK8Yi/8G\nsJ2JjsnS3VAJsh+zbK8L5wJfut3PMTwP1HMcPG+95XYrIiIiRdK4cWNWr15dYNuaNWto3Dj0Nfh0\niPwkzQZuBbIrg7cbUMnlhqJBLATuhcAUaPsTvA3c53ZPRzHT5+PcRYtg6VII8RCCiIhIadGsWTN6\n9epFmzZtqFOnDjt37uSzzz7juuuuY9asWXnPy38I/VgUME/AC/Q0hnetxX8ecJ0mTC9xN4C/Djw6\nB1YZwwBrS9WO4+bArYEA4994A/vRR5obU0REyqS5c+eSkJDAggUL8rYlJCQwd+7cvJ+NMQqYRbUO\nuNEYNsaA/2bgdLc7imIXgK8WjPjI8qs1fOLYUrUT+QNgckYG3okTsV26uN2OiIhIyMaNGxe2WjoH\n8xjGAM2ANbVtzoU8CpfuawhZj8CiBPirMWxyu598YoF+2dnYDz6AffvcbkdERMRVCphHOAR0NoZ7\ngOzWELgfSHS5KfldFch63LKpZs6h6UVu95PPg0A9jwfPsGFutyIiIuIqBcx8/gc0MTAlAbz3Ape5\n3ZEcVRz4H7SknZ3zKxrjdj/5fOz14sybB2vWuN2KiIiIaxQwyZnbsh9wIbD9tNy5Leu53JScWCfw\nXwHdgaeMoTSsp3MJcKG1mIEDweqCMBERiU5RHzAPAe08hl4G/O3B6YoufSpL/g/8neFtY7nV4ykV\nIXOS48DGjZDvKjwREZFoEtUBczM5F4ssjIfsR4G/ut2RFMoZkHUfTMfhEWNwe79hPeBOnw/efht8\nPpe7EREROXnz5s3jySefpHv37gCsWLGCb775JuQ6URswvyXnIpHfakDWE5ZSu+C1nJzakNUV3sPy\nijFud8MwIDEjAzNxotutiIiInJRPP/2U4cOH07x5c3bt2gVAxYoVGT9+fMi1ojJgjgNaA2lng/8h\nC3FudyRh8SfwdoBXrMXt67hjgTe9Xuzo0Zq2SEREyoQpU6bQp08funTpgsndWZOcnMzWrVtDrhVV\nAdMCvYE7AN9lYDu53JCEXxPwXQ0PA5+63MrDaNoiEREpOw4cOMCf/vQngLyAWVhREzCzgA4eD30N\n+G8hZxemRKa/gf//ctaO/8rlVsYdnrZo7VqXOxERETm+Bg0a8NNPPxXYtnz5cpKTk0OuFRUBcydw\noTHMjrVkPwg0drsjKXZXgK85tAN+OuGTi08r4AJNWyQiImVA165d6d27NyNGjMDv9zNmzBheeeUV\nunbtGnKtiA+Yy4G/AKsr56wAQ023O5IScwNk/xkuBza42MYnjgMbNsDChS52ISIicnwXXHABL730\nEr/99hu1a9fmxx9/5PHHH+f8888PuVZEz/g4HegE+E4D53YbBXFajmRvg0PDoPVO+B6o40IPh6ct\nGvXWW9gLL4T4eBe6EBERObFzzz2Xc889t8h1IjJyWaCvMdwEZF8Izh1E6DuVE/JA4B7YW8VwuTGk\nudTGMCBe0xaJiEgpdvfddzN58mTS09OLXCviYpcPuMsYemHx3wD83e2OxHUx4H3Q8lsSXG0M2S60\noGmLRESktGvTpg1Tp06lQ4cOvPrqq3+44CcUERUw9wOXGsOEGPB2J2cmdRGAeMh+0PJTLHQ0hqAL\nLTwC1DUGM3y4C6OLiIgcX6dOnRg1ahRvvvkmsbGxPPvss9x+++2MGzcu5FoREzDXA+ca+LE8ZP3T\nQgO3O5JSpwJk3W+Z57Hc49KSkuN9PuwXX2jaIhERKbWaNm3KU089xccff0xycjIjRowIuUbEBMwH\ngJR6kP2YhYpudyOlVnXIugvGYfm3C0tKatoiEREp7VJSUhgxYgTdunXjl19+4aabbgq5RsRcRW4b\nQ+AWt7uQMqEBZN8C/cZZagP/LOHhP3EcGqxfnzNtUWvN+C8iIqXD559/zuzZs1mxYgXnnnsuDz30\nEJdccgmxsaHHxYgJmIQ+RZNEszPBdx30mAa1yFn1p6TUA+7w+xn99tuatkhEREqNESNG0LZtW3r2\n7EmdOkWb2C9yAqZIqM4Dfzrc8SVUo2QnHBgKjEtPxztxItx2WwmOLCIicnTjx48v8hrkhylgSnRr\nBf5DcP0yWAi0LKFh48mZtujRDz6Aq6+GatVKaGQREZHfLV++nL/85S8A/Pjjj8d83nnnnRdSXQVM\nkWvAdxD+vgZ+AeqW0LCPAK8bw87hw7FPPVVCo4qIiPzumWeeYdasWQA8+eSTR32OMYZ58+aFVFcB\nUwSwN0PWIEPHg7DAWmJKaNzxXi+tP/8c/vEPOP30EhpVREQkx+FwCfDll1+GrW7ETFMkUiQe8Ha3\n/GAsL5bgsK2Av2naIhERKQWOtZeyMMFTAVPksEqQdRO8DoTvb7gTm+Q4sH49fP11CY4qIiJSUP/+\n/Y+6feDAgSHXUsAUya8JBJpCB2BnCQ3ZAOjq82Heegt8vhIaVUREpCB7lCNpBw8eLNSV5ToHU+RI\nN0LmZkOnQzC/hM7HHAaMT0/HN3EiVtMWiYhICerUqRPGGLxeLzfffHOBx9LS0rj44otDrqmAKXKk\n3PMxvx8Er2B4vgTOjYwH+nu9PDR6NLRpAzVrFvuYIiIiAN26dQNgwIAB3HXXXXnbPR4P1apV49xz\nzw25pgKmyNFUhqwb4dVPLK2BS0tgyAfJmbYo5d13cZ57rgRGFBERgbZt2wJQv359mjZtGpaaOgdT\n5Fiagr8J3ATsLqEhP/X5cBYuhJ9/LqERRUREchwOl1lZWezYsYOUlJS8W6i0B1PkeG6CzC2Gm9Nh\nnrXF/hfZ+cAVjsOX/ftjR4wAj/4GFBGRkrFz505eeeUVfv311z88FupE6/rXS+R4PJDd3fKdsbwW\npvVZT2SStXhSUmD27BIZT0REBODtt9+mcuXKDBkyhKSkJIYOHUrLli3p2bNnyLUUMEVOpApk3QAv\nWUtJzFRZBXjC64V334X09BIYUUREBH755ReeeuopTs9dWa5Ro0Y88cQTTJo0KeRaCpgiJ6MZ+M+C\nG4E9JTDc60DlQAAzalQJjCYiIgLBYJBKlSoBkJiYSHZ2NjVq1CjUOZgKmCInqyNkVDTcYgxOMQ/l\nAUZ7vdgpU2Dz5mIeTUREBOrWrcvGjRsBOPXUU5k2bRqzZs3KC52hUMAUOVm552MuxvJGCZyPeT3Q\n1Bg8WqdcRERKQOfOndm3bx8At99+O6NHj2bAgAHceeedIdfSVeQioagC2ddD7ymWS4BLinm4qYEA\nDVetgsWLoRArKYiIiJys1q1b591v3rw5U6dOxe/3k5SUFHIt7cEUCVVzCDaGfwD7inmo04DOfj9m\n0CCtUy4iIiUqNja2UOEStAdTpFBsJzjU33BrJsxxind+zPeBTw4e1DrlIiISdofXIT+Rjz/+OKS6\nCpgihZF7PubXb0FfY+hZjOdIxgN9vV4eGT0a/v53qFGj2MYSEZHocngd8nBTwBQprKqQfS38e5rl\n/4ALi3Goh4H/HF6nvHfvYhxJRESiyeF1yMNN52CKFMV5EDwDbgD2F/NQk3w+nAULYNWqYh5JRESi\n1Y4dO/jwww8ZNGgQANu3b2dzIabLU8AUKSJ7Cxwsb+jsMRTnZEJ/Ay53HEz//uAU90ycIiISbX74\n4Qe6devG8uXLmTt3LgD79u3j3XffDbmWAqZIUXkgu5tlgbUML+ahJlqL2b4d5swp5pFERCTaDBs2\njH//+9+8+eabxMTEAHDmmWeybt26kGspYIqEQ3XIvgweBTYW4zDVyF2nfPBgrVMuIiJhtW3bNi65\nJGeG58NXlickJOArxDR5Cpgi4dIKbA1D52JeSrIPUCkQwIweXYyjiIhItKlRowbbt28vsG3Lli3U\nrFkz5FoKmJIjAMV6AmGU8N1hWW4sA4pxDA8wyuvFTp4MW7YU40giIhJN2rVrx4svvsj333+P4zis\nXLmSN954g/bt24dcS9MURTMv8Ct4lntwNuXuc0sEk2Qw5Q1UBKe8A+WBcvz+/fD9JCDGndZLrYqQ\n3RaemQVXA2cX0zA3AucYwy8DB+L06wclsDa6iIhEtg4dOpCZmckLL7xAZmYmPXv2pH379tx4440h\n11LAjDYBYH1uqFzjYGLjcXxXAE8ABrI2YrM2Y/dvB3YCezCx+zAxaViTiXV8EHDIOwYclxtIKxic\nMx34C1DFpfdWWrQE+xPcvMPwg7XEFdMw0wIBGv78MyxZAhddVEyjiIhItPB4PNx5553ceeedpKam\nUqFCBeLiCvevmAJmNHCALWBWGOxKC3hw/H8DnsL6rj/iyZf/4eU2kHMr6ACwDvwbsf7fsAfX49k7\nBeerfXhO9eC0cKAxFFu6KuUCt8OGvvCKY3ixmFb5OQ241e9n/MCB2L/+FeLji2UcERGJPlWrVgUg\nMzOTcePG0b1795Ber3MwI5UFdgCfAX2BMQaWnwX+IeD3A4uBI8NlKKoA5wM3A08DI3B8e8H+D2dT\nG5gWC2+AmWFgO9F3fmcSZN1gec1a/leMw4wC4g8ehEmTinEUERGJdCtWrGDChAl89913ADiOw6ef\nfkrnzp1ZuHBhyPW0BzPSpAIrwfxosGkWE5OM9XcDemApVwINnAfMBr8DDIef+sIP6zFVDPZ8C83I\nOX8zGjQF53/QabNhlbUkFsMQeeuUjxqVs0559erFMIqIiESy6dOnM3DgQCpWrMihQ4e49957+f77\n70lJSeH++++nTZs2IdfUHsxI4AOWghnqgbfA8011bOpD4OzC+jcDz0OJhMv8PMB92MC6nD72d8fM\nrwh9wTPWA2uAYAm35ALnNtgRC88U40U4DwP1jcEzZEixjSEiIpFr8uTJ9O7dmylTpvDMM88wYsQI\nateuzahRo2jbti0eT+hxUQGzLAsC/wMGgPkiEbujE9jVOYeqeRuo5W5/eWoBw7G+g2Dn4ay9ECZ5\n4E1yDuHvcbm94hQHWR0t71hL6AcYTt4nPh/O/PmwcmUxjiIiIpFo9+7dXHrppQBcdtllWGt56KGH\nCn2BDyhglk0WWAvmvwbmxEDW41hfBjAOONPl5k7kcuAb8GdB9mt4ltWHwbl7X1e73VsxOQOCZ8Kt\nwKFiGuJvQDvHwbz8MmRlFdMoIiISiWy+i1FjYmIoV64cSUlJRaoZlnMwx40bR40aNdiyZQstWrQg\nGAzSokWLkOuMGjWK22+/PW/9SzmK7WDmeLApFhv8BzmXeVRwuanCiAeewfE/A/yG3fEkTPwU09CD\nvcaJuKmObCdIfcPwmB9GOMVzxdNka6l+8CAZQ4ZgH3usWMYQEZHI4/f7GTlyZN7PPp+vwM8A3bp1\nC6lmkQNmVlYWlStXJi0tDYCUlBS2bNlCgwYN+OSTT0hMTOTKK69k7NixtGjRgq1bt1K7dm3Wrl3L\nY489xvTp09m2bRtXXHEFKSkpzJ07lxo1arBu3TrS09O55557ePrpp+nQoQMtW7YsartlVyp4vvDg\n/OpgbUuwHwPJbncVJqcBn0BwDfx2Dby9IWdH5wVEzkTuMZDV2fLB+3ATOZOwh1s8MN3r5bJZs6BV\nKyjEH3kiIhJ9zj77bFbmO8XqrLPOKvCzKcR1BEUOmN988w179+5l9+7dZGdn06JFC2rXrs2vv/5K\nuXLlqFq1Kjt37qR69epcddVVjBo1iquuuordu3cTDAbxer3UrFmTlStXUq9ePf7+978zbNgw7r//\nfiZOnMj+/fs5/fTTozdcZoJZaLBLLdbzJ3DGkzM9UCQ6ExtYD7yD+epx+CGAvd5GTo4+Ffx/gS7L\nYR1QrRiGuBToHAgw9pVXYMwYqFAW926LiEhJGjhwYNhrFvkczC1bttC1a1ceffRR5s+fT82aNfn2\n229p3Lgx2dnZOI5D/fr1C1yBFBMTgzEGr9fLrl27iImJwVpL/fr1+fTTT2nRogVjx44lNTWVatWq\n/eHqpaVLl/Lf//6X//73vwwfPryob6F08gOLgAHAD1XAmYgNbCByw2V+D2P9+7H728AoMFMNZLrd\nU5hcD1nlDPcV4oq8kzUGqJaVhWfQoGIbQ0RE5HjM/Pnzy/QU2BkZGTmLsN8O/NntbsLAAX4GPgPj\nTcD6XyBnIvNo9Q0m7gasZx+0BZoDZX3Z7R0QPxQ+BDoW0xDfA+fHxUHv3vB//1dMo4iISNhlZED7\n9syYMYPy5f+/vfuOs6K6/z/+OrOFZXfpLCAgSsdGCCixRBPQGE0IJIpiiy0S0ejXFL/EEjUxQWPJ\nV6O/RFQUBDsIalBEQWKlWwCVjkhdylK23DJz5/z+mN0FlCa7c8vu+/l4zGPh3rt7Phwuc9+cmXNO\n5i4crVnk6WQlmJEGXnWg7GqsW0b9DpcA38e6myA2HF5zME+YzF/W6DCIfw9+RbDbexiOB65zXbjn\nHti2LaRWRERE9k4BMx1sBWesA8+A3fRj8LYCI9FGS1Uc4B7w1mDX94JHwEwzwQLzmepscBsbLnNM\naLto/hNo67o4994LIe2HLiIisjcKmKlkgY+Bf4Nd3QMSS4Ep1Lk1empNW/A/CiY6zW4IDxtYmuqa\nDl30Mss71jI6pJ/vAG/H49j58+HNN0NqRURE5JsUMFMlAs54B14zkPgrNvEZ0DXVVWWIIVh3B5Re\nCC+Aed6Bnamu6RC0gNhpwVaPq0NqojvwJ9eFBx6ATZtCakVERGRPCpipsBr4F9hlzcBbCPwp1RVl\noGzgGUgshBWHw0PAR6mu6RD0g0QLw0XG4IfUxJ1AZ9/HGTEC/LBaERER2UUBM5kSwNvAU0DZOcHk\nFY5JbU0Z71is+yV4d8NrYD7IvCnm8cssH2N5OMQ2/uu6sHgxvPxyiK2IiIgEFDCTZRuYJwxmZg74\n44GXUPfXppsg8Sz2bTBvG0KbOROGxhD5MQwnvO3Y2wP/iMdh5EhYsyakVkRERAJKOMmwAPgXUHwU\n1t0IDE5xQXXVhZB4GfshmKkZFjJPBL8tnGtMaJPjfwt8x/cxf/0rJBIhtSIiIqKAGa4omJcceAXw\nbqmcyBPGBoGyy0DwpmHnGcyrhtBubAyBdymsyoJbDmHP14P1diJB1ldfYZ5/PrQ2REREFDDDshb4\nt4HFjSAxHxiR6orqkf7gzcIuygoCfqYM1uVB5DzLQ9YyI6QmmgOjYjHs6NGwfHlIrYiISH2ngFnb\nfDDvGngSKD0L624Beqe6qnroBHA/gaXZmBecYG/3TNAd3KNhCBDW/juXAadYi7nzTohn8mr1IiKS\nrhQwa9MOME8a7HtZ4I8D+zrajSeVjsG6n8OqBphnMmjnn8FQlm+40nFCu430Dd8nd9MmzOiwlnkX\nEZH6TAGztnxGMJFnY2dw1wCXpLggCXTGusthXSHmKQPRVNdzEByIXGaZ4vuMDamJQuCFWAw7fjws\nWhRSKyIiUl8pYNaUC86rDkwE4r/DesuANqmuSvbQFuuuhE3NME8aKE91PQehNcR+AMOAFSE1MQj4\nSdWs8kgkpFZERKQ+UsCsia1gHjPYhXmQeB/4v1RXJPvUEuuuhpLWmCcMlKa6noPQDxKtDOcZgxdS\nE5OspWDHDszIkSG1ICIi9ZEC5qH6HHgEbElPrFsMnJLqiuSACrHeKth5BIwysD3V9RyYe7llsRNs\n9xiGXOA/sRj29ddh3ryQWhERkfpGAfPb8sBMMcFGPN7/QuITgjvaJDPkYb1lmLIe8DiwNdX1HEA+\nRH5u+TvwYUhN/BC4yPPgb3+DsrKQWhERkfpEAfPb2B5s98hHuZCYDtyb6orkkGRjE4sg0icImcWp\nrucAjgOvK5wH7AypiXFA82gU8/e/g82kLZBERCQdKWAerGXAv4HN3Sq3e+yf4oKkZhzw50CsHzwB\nrNYNOu4AACAASURBVEt1PftnL4BteYZrnXB2+XGA92MxzNy5mGefDaUNERGpPxQwDyQBZpqB54D4\nMKy3GGia6qqkVjhg34b4QBgNrE51PfuRBZFfWsb7lhdCauIoYGw8jh0zBubMCakVERGpDxQw96cU\nzBgHZmeD/wrwSKorklC8At7FwXXijamuZT/aQfxkuBJYE1ITFwPDPA/uuAPWpfmwroiIpC0FzH1Z\nRbBw+obDse5aYGCKC5JwPQ2JfkHIDOtGx9pwJnjNDUOMCW2L9UeA77gu5qabtD6miIgcEgXMr6va\nS3wcEP0l1lsJtEp1VZIMdhom1hHztIFYqovZt/gVlk+M5T4Tzv2YALMSCQo3b8bcdZcm/YiIyLem\ngLm7cjBPG+y7DvjPA2NRF9UnDtZbANsaYSY44Ke6nn1oBJEBcLu1zA+piTxgdiyGmTMH89xzIbUi\nIiJ1ldJTlTUEs8TXtAZvJTAkxQVJahRi3U+wqxzM1PBGCGusNySOhMEGKkJqonrSz+jRmvQjIiLf\nigKmBWYSzCIu/znWXQd0SG1NkmIdwXsLOw+Ynepa9s2/BIpzDL91wvtnfDFwtSb9iIjIt1S/A2YM\nnPEOTHfAfxyYRH3vEqnyQ0g8AlOBpamuZR+yIXKxZYzv82qIzYwEenqeJv2IiMhBq79paiuYRw12\nWSF4C4CrUl2RpJ2rwf8feBHYkOpa9uEIcI+HXxLuCkszPY/CzZtx7r5bk35EROSA6mfAXAyMBLu9\nN9YtBo5JdUWStv4JiTOCVQV2pLqWfRgA8SaGi4wJbV5SPjAzFoPZszHPPx9SKyIiUlfUr4Dpg5lu\nghEp9/fgzyOYLyuyH3YqJt45rZcvil5umYnlnhCXLjoGeCoexz75JMydG1o7IiKS+epPwKwAM87B\nzsoC/z/AP1JdkWSMyuWLtjfGjHcIbYXzmmgG0XPgDmt5OcRmLgGGeh7cfjusXx9iSyIiksnqR8Bc\nD/zbwNoicFcBA1JdkWScfKz7KXZ1VvouX3QcuCfDBcDHITbzGHCcJv2IiMh+1P2A+THwBFB+JtZd\nD7RPcUGSuY4Adxp2PjAr1bXsw5ngdoIfE+68pFmeR+GmTZr0IyIie1V3A6YH5j8OTAYS94B9g7r8\nx5VkOQ0Sj8GbBJPF0pB/CexsajjbGMIaX9SkHxER2Z+6mbh2gHnCwIJcSHwADE91RVKnXAX+72E8\nwe0X6caB2DDL0hy4xDGENb54DDA6Hsc+8QTMmxdSKyIikonqXsBcBTwCbO6MdTcAJ6e4IKmb/gH+\nWem7fFEeRH5led1a/hzizPJLgasSCU36ERGRPdSpgGk+NMEHfvQSrLcMaJrqkqQus69h3K6YcWm6\nfFFriJ4Hd1vLCyE28zhwrOtq0o+IiFSrOwFzKti3DfhPEqRMkbA5WO8T2NEE80KaLl90NLg/CEYa\n54TYzOzKST/mzjvBdUNsSUREMkHdCZgljcFbBFyR6kqkXgmWL2JNFmZKmi5f1A/cbnAWsCakJvKB\n+bEYuR9/jHPrrRCPh9SSiIhkgroTML0XgaNSXYXUSx2w7gzsx4S7AGUN2AugvIXhx8ZQHlIbXYEl\nsRh5CxZghg+HaDSklkREJN3VnYBJdqoLkHrtFEiMCJbFKk51LXvhQPzXli9zYUiIe5YfASyLxShc\nvBjzhz9ARUVILYmISDqrQwFTJNVuBv8UeC5NJ/00gMivLW8by80hzixvC6yMxWiyYgXmhhugrCy0\ntkREJD0pYIrUJvs2prwxzisOoS1AWRMtIHIBPGgtY0NspiWwKhajxZo1mOuvhx3puJaTiIiERQFT\npFblYt338ZdaSNe1x7tB/HS4CvggxGaaEoTMNuvXY667DkpKQmxNRETSiQKmSK07Frx/whRgXapr\n2YdTwT0afgp8GWIzhcDKeJwOxcWYa6+FzZtDbE1ERNKFAqZIKK4HeyY8D6FtCF5T50NFkeFMY9gZ\nYjN5wHLXpUtJCeaaa2DjxhBbExGRdKCAKRIW+xom2gIzKU3vxwTcX1vW5sFgx4S6Tnw2sNh1OXbH\nDrjmGli7NsTWREQk1RQwRUKTjXVnYlcCM1Ndyz7kBDPL3zeW34c4sxyCk80nnscJpaVw7bWwalWo\n7YmISOooYIqEqit4j8E04KtU17IPzSByEYy0lodCbsoBZiUSnFZeDtddB8uWhdyiiIikggKmSOh+\nBf4vgvsxw9pGp6Y6Q/xn8L/APUkYyXzH9zkrEoH/+R/4/PNQ2xMRkeRTwBRJigmYeBvMBENo2+jU\nVB+Inwt3WMstxoR+2+gUazk3FoPf/Q4WLAi5NRERSSYFTJGkcLDebOxaB/NeuCOENXIcxC6CB7Bc\nF+KWklUmWMsv43G48UaYPz/k1kREJFkUMEWSpgO4z2DfsbAy1bXsRzeIXg5PGstlxuCF3NxYYJjr\nwk03wcx0nQ0lIiLfhgKmSFINAf+X8CJQmupa9uMIiF4FLzkw2BjiITf3CPB7z4PbbsM8/TT46Xof\ngYiIHAwFTJGkG4PxjsC8aAh18cmaaguRYZY3s+EnjqEi5Ob+ATydSOCMG4czfLj2LxcRyWAKmCJJ\n52C9ObAxGzMjje/HBCiCyG8sH2ZD/5B3/AG4GFgRj1O0cCFccYVmmIuIZCgFTJGUaIV1J2A/tLA0\n1bUcQFOI3GBZkAffN4atITd3BLA+HmfA9u1www3w0ktg03QrJBER2SsFTJGUGQj+MJgAbE91LQdQ\nEITMZQVwojFsCLk5B/iPtfzb83Aeewzn9tuhPF0XERURka9TwBRJqUcwiW6YFwyhT9euqTyI3mBZ\n0xS+Z2B1Epq8BlgUj9Nk7lzMlVfCihVJaFVERGpKAVMkxWxiNmzJxbyV5vdjAuRA7DrLxpaGE4Al\nSWjyKGBjLMZpW7bANdfA668noVUREakJBUyRlGuKdV/HzrOQCRvaZIF7jWVbO/ge8GkSmswF/uv7\n3OO6mAcfxNx1F0SjSWhZREQOhQKmSFroD4m/wivAmlTXchAc8IZCaSc4BZiVpGaHA3Ncl4J338UM\nHQpffZWklkVE5NtQwBRJG3+CxDnwDOk/6aeSfylUHA39gLeT1ObxQHEsRp8NG2DoUJgxI0kti4jI\nwVLAFEkr4zHuUZhxBmKpruXg2PMh2hvOBiYlqc18YG4iwS3xONx1F86DD0I87P2GRETkYClgiqQV\nB5uYBzubYMY7kCk7Jg6E+CkwBPiV41CWpGZHAO94HrlvvIG59lrYuDFJLYuIyP4oYIqknXys+xF2\ntZMZM8ur/AjcK+C5HEt34L0kNXsawSXzo776Ktj955VXIJHOe3CKiNR9CpgiaakjuK9j51j4KNW1\nfAtHQGS4ZUN36A/83hiSMde7MfCZ6/KXaJSsRx4J1sxcuDAJLYuIyN4oYIqkrR9B4gGYDKxKdS3f\nQhbYC8G7EEZmw7HG8HGSmr4dKInFOGPNGvjd73D+9jfYGvbmliIi8nUKmCJp7bfg/xKeg9A3Aa9t\n3SHyv5ZVHSzfA+40JimbFTUG3rSWWYkEbd57Dy66CF58Ebx03ypJRKTuUMAUSXtjMYle8LSBSKpr\n+ZZywb8C3J/D3x3LCcYkZfcfCBaBXxeP8494nJwnn8RceinMn5+k1kVE6jcFTJEMYBOzMWXNgz3L\nM3H+Si+I/AEWtbb0BB4ieRPkfw9sj8UYuGED3HQTzp/+BMXFSWpdRKR+UsAUyQi5WPcTWJeDmZJB\nM8t3lw/eMIj/GP5o4AfGJG3TonzgZeBTz+OIOXPgkkswY8dq7UwRkZAoYIpkjPZYdzr2Y2B2qmup\ngZMg+luY2xx6AGMBm6SmewIrXZdHPY8Gzz6LufhimDkzSa2LiNQfCpgiGeX7kHgEpgLLU11LDTSB\n2PWWitPg18BAx7A5ic3/GtgRi3Hhli1wxx04N94Ia9cmsQIRkbpNAVMk41wN/jXwAiQ1lYWhP8R+\nA9MKoCvwEskbzcwl2PZ9qevS/dNP4YorMI89BmXJ2odIRKTuUsAUyUj/Bu9kGGegPNW11FARRH9n\n2XE8XAz0MoapJC9odgU+9zye9jwKJ02CwYNh1CjYsSNJFYiI1D0KmCKZyr6DqWiNec6QlAUmw+QA\nAyB2IyzobBkEHG8M00le0LwY2BmN8nAsRrOXXoLBgzEPPwybM32YWEQk+Wo9YI4ZM4bx48fz7LPP\nMmfOnD2eGz16NDP3c0P9mDFjSGgPYZGDlI31PoXiBpj/mOQlsTAVApdA7PfwcUfLT4ATjeGdJJZw\nHVASjTLO82j12mtw4YWYe++FdeuSWIWISGbLDuOHnnPOOWRlZXHbbbfx6aef4vs+5513HsuXL6dv\n376MGjWKJk2aUFRUBMCWLVvo2LEj69evZ+rUqbRs2ZJly5ZRVlbG0KFDuemmmxg8eDB9+/YNo1yR\nDNYK674Hn/XFtDLYU+pCygQag70U4tth7suWM7+EExzD333L95NUwiXAJbEYrwL/M306q6dOxTnt\nNPxLL4WOHZNUhYhIZgolYFaZM2cOvXv3xnVdtmzZQqdOnWjXrh3r16+nffv2bN++nZKSEq688koA\nFi5cyI9//GMee+wxhg0bxvjx4ykpKaFr1657hMs5c+Ywd+5cAFzXDfOPIJIBjgdvLHb6L4N9Eo9L\ndT21qCnYyyG+DT6cZOn/FZxUGTRPSlIJA4GB8TjvAle//z6L33sP5/jj8S+/HHr0SFIVIiKZJZSA\nOXHiRFzXZejQoZSUlNCiRYvq0comTZrQvn17Kioq6NSpE40bN2bChAnV4XPixIn06dOHZ599lrKy\nMpo3b47j7Hklv2/fvtWBs7y8nFdeeSWMP4ZIBrkE/NUw6U8QB/qkup5a1gzsleBuhfcnWX6wFk51\nHP7u+5yQpBJOA77wPD4Chs6bx0fz5uEccwz+FVfAd74DJkMXwBcRCYGZMWNGRl9TKy8vZ8CAAcA0\n4PRUlyOSYv8Psq4P/imcnOpaQrQZsiaBWQ+nOw53+z7fTXIJy4BfGcN7WVk4nToFI5onnqigKSI1\nU14OAwYwefJkCgoKUl3NIdMscpE65TpIPAXTwcyoIxN/9qYIEr8G7xqY3tqnLzDAcfg0iSV0Bd61\nljWex5nLlmH+/GfMZZfBlCkQiSSxEhGR9KOAKVLnXAqJl7EfgJlah0MmQGvwrg6OqUU+fYDejuFx\nIFmrWLYHpljLlnicIWvWkPvwwzBoEObvf4eFC8HW5b8AEZG9U8AUqZMGgTcNO89gXjXgp7qekB0W\njGYmroePe1h+l20oAoY4DtNIzh+/OfAcEItEeNZ1OXr6dPjDHzAXXADPPANbtiShChGR9KCAKVJn\n9QdvFnZRFs4EB+rDErMtgPOh/E8W93x4qbXPz4A2wK0kb/v2C4FFnsc21+WGTZto9swzMGRIsOf5\nO++AVr8QkTpOAVOkTjsB3E+wy3IwzztQn3LN0ZC4GqK3wObT4IFGhh4E62k+AZQmoYSmwANASSTC\nh77PDz/6iKy774af/zzYJWjlyiRUISKSfAqYInXeMVh3CXyZh3naQCzV9SRZLtAfIn+wJH4D87pb\nbsg2tAQuchzeJjmX0E8CpltLNBbjgYoKOkyeDL/+Nc4VV8DLL0NpMiKviEhyKGCK1AtHYN0VsL4x\nZoyB+jrJuQgYElxCj58HL7by+QnQFrgNSMZ4YjbwW+DLeJzViQQXf/klDR97DH7xC5w//xlmzYJ4\nPAmViIiERwFTpN5og3W/hC1FmCcMlKW6nhQ7BhLDIHYLFH8f/q/QoSvQwxhuA+YQ/shmB2AsUBGJ\n8EoiwXffey8ImT/7WfD1v//VkkcikpFC3SpSRNJNU6y7CrO9B4xaC1dYaJLqmlIsFzgDKs7wYSss\nmWm5f6nh3p2WhsBAYxhkLT8i2IkzLAOBgb6PH4vxLPDvd99l7uzZeK6L07s3fr9+cPLJ0KS+/4WJ\nSCZQwBSpd/Kx3kpM6bHYx5fAFQSzryXohwEQxYIL8fnwzALLxGJDNGE5yXEY7PsMADqHVIIDXAJc\nYi1Eo7wO/HPuXN5dtIjofffhHH00/umnw/e/D5Vb8IqIpBsFTJF6KRub+Bwq+sKo+XA50DrVNaWZ\nHOBE8E+EciyshPfn+HzypcPvoz6HG8O51jKQYFfOnJDK+EnlQSTCbOC+zz7jzZUrKX34YZyOHYOw\neeqpcPjhIVUgIvLtKWCK1FsO+HMgdgY8MQMuA9qluqY01ik4yvBhJ6yeZfl/iw3/KrFkAWc5Dr/w\nfc4gWHczDN8DJgBEIiwB7lm5kv+sX8+WJ57AtG6NPf10OOUU6NoVsrJCqkJE5MAUMEXqNQf8tyH+\nCxj9MlwAdEl1TRmgMXAmxM+0wQL2C2HiRz5vrjeUeZb2xtAf6G8tpwIdAVPLJXQHngSIRlkP3Ldh\nAxNefJG1zz8PWVk4vXrh9+0L3/0uHHkkmNquQERk3xQwRQSYBN4wePZRnO86+Gf60CDVNWWILKBX\ncJRhYRus/cQybhlM2mIoj1uaAT90HE73fU4FjqZ2l/BoS7Cg+wPxOHHgec/j+dmzmblwIdtjMcjL\nw+nTB/+EE6B3bzjsMAVOEQmVAqaIVBoJ/kXYBQNgSRmca4OhN/l2mgH9wPaDUiyUw9ZP4aWlPlM3\nOkSjPnnAKY7DGb7PacB3qb17OHOBSysPKiooA8aUlzPh3XeZP28eZZEIpmlTzAkn4B9/fDDC2bJl\nLbUuIhJQwBSR3ZyGdUvAvRDGTcAcb7Bn2CC1yKEpIJgFdHLl/ZtxKFsEU7/weX+9g1vuY4DjHYcz\nfZ+Tgd5A81pqvhC4rvKgooItwOPbtvHyW2+x4P33iUYimFatoG9fbJ8+0KuXlkISkRpTwBSRr8kG\nxoM/HT4eBIsrgtHMI1JdVx2RS5Age0M5fnAP5xL44DOfj9Y4mFKfCgttDPQ1Dif5Pn2APtRO6GwJ\n3AzcbC1UVLAaeKy4mMmvvcYX06bhRiKYoiJMz574xx4LRx0FnTtDtj4uROTg6YwhIvtweuVo5nnw\n1KuYvgZ7ug1vPZ76KovgpsyjIVK1d9BW2Pg5vPqlz7RNDpQFobN1Zeg8uTJ09qbmS5geAYwARvh+\n9ez05zdvZvr06SycOZPt8ThYi9OpE36vXnD00cFRVKT7OEVkn8yMGTNsqouoifLycgYMGABMA05P\ndTkiddQUTM5gbEEkGM3UkovJtxX4AvgS8ov3DJ0n7BY6v0uw5Xpt8YA3gYnAB9nZrMzNJR6JQKNG\nwaLvPXsGo5zdu0PDhrXYskg9VV4OAwYwefJkCgoKUl3NIdMIpogchLOx7jbYMQhGv4E50WD7aTQz\nqVoA3w+Oit1GOou/gMlf+rxd7GDKfcr9YBWloxyHPr7PccAxlcehXGLPZrfF3j0PPI9NwAs7dzJl\n1iw++vRTNvk+Nh7HadcO+53vYLt1Cy6rd+wI+fk1/7OLSMZRwBSRg5QLdgrYV2HuEPgiBoOtFmdP\npb2Fzh2wcznM/spnTjEU7nDwoj4RC02Box2H3r5PT3YFz287pacVcH3lQSQCwFzg+bVreXfdOpbN\nmMFOz8PG45gWLTDduuF37x6Ezs6doU0bXV4XqeMUMEXkWxoYjGZuHwBPTMecbLA/tDqbpIsmUDUr\nyAKlVcFzG2xfDh9+5TNrExTscHCjPlGCnFoVPI8DulYebTj4BeJPqDyonDwEsAj4z9atvD9zJovm\nz2dDdjZuJAK5uTgdOmCPOgrbpcuu0U5dYhepM/SRICKHIA/sNLATYPYlmC/i2HNtsOK3pKdmVKdA\nn92C51bYuhzeW+PzwSYo2OmQiAX3dzYAOhhDD2M4xverg2dXgq3rDxQ+j608AIjHIR5nJ/BGLMa0\nZcuYv3w5Kxo23DXaWVSE6doVv0uXYG/1Dh2CrwqeIhlHAVNEamAw1v0JlPwERr0DfQk2zG6W6rrk\noLWoPL73teBZAbGvYNkay7JNlikl0LDMwYsHl9sbAEcYw1GV4bMLu8JnK/YdPhsD51ceVaOdPrAA\neG3zZj7YvJklc+eyITeXSDwOrotp0gRz+OHYTp2wRxyxK3wWFYFTm3siiUhtUcAUkRrKB/tfsC9g\n5t+AnV2M09HB/54fpA19/memfKBH5UEwm7w6fJZDbDUsXWdZWmx5fZshrwy8uCVSOffrMGM40hi6\nWUsnazmSYEmkIwkuve/+tnCo3m0z4LrguvjAEmD6jh3M3bGDzxYt4sv8fLb7PoloFLKzcQ47DI48\nEr9Tp13Bs21byODZtyJ1gQKmiNSSIVh3CDAPf9X/wlfvQAMbjGh+F2iU4vKk9hRQvXYngIvFrXqu\nHNx18NUGy1dbLO9ug4alDjkRcN1g9DMbaFUZQLtYSxdrq8PnEQR3WuQQBM+jKo9qlfd37gT+63l8\nsGYNn6xZw7JZs9iYkxOMenoeNGyI06oVtGuHf/jhwf7rhx0WTDBq0wZytT2VSJgUMEWklh0PdgZ4\nUfD+gnl/JHbGdpweDn5fP0gRmkBcdxUA3SqPShF8IlW/iYK3DtZvtKzfZPlwG+TtNORGTPXldwjm\nKrVxDB0wdLSWw62lHexx/AwYWPVzdxv1XAXMjET4ePVqFq9ezZeOw4a8PEqtxYvFwPeDdTzbtIH2\n7fHbtw9CZ1UILSqCrKywe0qkTlPAFJGQ5AF3Y+N3A9PxF/8Rls7HNDLYEy18B9DcjfonD+hceVSK\nYolSmSxdoBi2b4LtWyyLt1nYCQ3Lg1FQ37VEfYtHcB9okTG0NyYYAfV92gGHEYyEfo9gMlIj38dU\njnx6BPd7zi4tZUFpKUuXLWN1djabcnMpTyTwY7FgCaXCQpzmzTFt2pBo0yYInS1b7vlVk49E9kkB\nU0SS4HSw8yCxHbv9Jszb47BvVmB6GuwJWktTdpMDtK88drPHKKgP7ITYRli7ybK2xDJrB2SXQV6F\ngxO3eJ4laoOX5gDNTXBZ/jAMh1tLW2s5FjgDaO15wUHwofixtSwqLWVJaSmrVq9mLbCxQQO2ZWUR\n9X0S8XgwCtqgAaZpU0yrVtCmDX7r1kH4bNkSmjWD5s2Drw0aJKfvRNKIAqaIJFFTYCQ2PhJ4ERbe\nDguWYFpWjmoeC+jWODkQh+Ct1JTqSUgQjE6WVU1EgiBd7gB3CxRvheJtloU7LZRBToUhL2IwcYuX\n2DOMNgOaO4ZWGNoAJ/k+RbEYLYGWBDsilQHrYzE2FBfzZXExXy1cyPrsbLbk5lIOuJ6Hdd1gpnxu\nLqZxY0yzZtCiBbaoCNuiRRA+dz+aN9eoqNQZCpgikiLnYxPnA2uxm27EvDERO9nFaefgH+kH1zjb\nE1xSFTkUDkFabEawosFugolJdtcDVWF0M2wqgU2llsWlFsqBCsiLGnJiBuNaEgmL60O88lvzgKYG\nWvgJvhON0hoo8n2aEHz79nicHVu2sHPLFsqWLaMMKM3JoTQnhwognkhg4/EgjObkYBo1Co6mTbHN\nmuE3awZNmkDjxnseVY81bKidkSTtKGCKSIq1B57Hxn3gP/hrXsRs/AA7ay24CUxLBzpa7BEWDufb\n72socjB2D6N7scd9olViwDaIlsDGHbBxp4WyylAagdyYISducFzAsyR8i2uD20xxXbJdlwKgtTE0\nwYKBuOsSKykhXlKCu3o1LsHrvexsEtnZ+MbgWwuJRDCxCYIJSQ0bBqG0cWNo1gzbpAm2cWMoLNz/\noXAqIVHAFJE04QCDgEHY6jVv5mG3PAMl0zELlmJjMSgwOB0N/hE+dACK0FqbkhoNCBb1bLP3p+NY\n4l8PpRAkxu3g7YQdO2BHWXDZnorKIwrZMch1HbI8yPLASSRIxDw8u2vktFoiAWVl2LIy7IYNez6X\nnR0E0KoF6X0/eL3nBb83JrhHND8fp7AQ06gRtlEjKCzEb9QI8vMP7sjL06L3sgcFTBFJY8cHhw82\nBrAeysfiL3odZ9mn+O5OyALncAe/ox8MhjYnWHNTn3WSrnII/mNUtO+XeIC3+/2ku0sQjJLuJAim\nVeG0cuSUKEEKjUN23CPH9cn2wCQA32IrR1GjEFyWj0YhGsUvKflmW46zK6BWBciqEdREIgisVXJz\ng7CalxccDRtiqgJoQQG2oCAYMd3t+T2+fv3XDRoER3a2RlkzkAKmiGSQtsBNwE34MYAK8Cfgr5yE\ns3YWvt0Erh+ss1lgcJoabHOwzfzg0nrVxJDG6OwnmSuL4D3c+MAv3W9QrRIjCKmV95tSTpA+Y0DU\nh7gf/DoOVdfss1zI8QyOa7CuJeGBG48H95KWllb/6G+M3xqzZ2CtCo7WBmG1aoTV2j2/Jzs7OHJz\n9zwaNPhmQM3PDx7PzYWcnG9+z94e29trcnI0KlsDOsWKSAbLBy4FLsWvvm5YBnYOlH2MX/YZrF2J\nyV6Dyd6Mn6gALxF86jUEp4kDzcFv5gfBs0nlj2xAMHMjj+AsqcETqcsaVB4tDv5bEkBib5f/v84n\nCKVVI6sxC1EvCKxVR7zyq8uuEBvb/TGL8VyM50JZBD9xEAVWBdiqEFt1VLF2z6Mq2H5dVSDOytp1\nu0FOzq7AWxVEq459BdXc3D2/t+rXVT+36tc5ObtuX8hwCpgiUscUAv0rj4D1giMQBz6FyDz8yCLY\nuBycr3ByirG2FOsnIGF3Db0YIBdMroE8g8kDGoJtaLF5dlcQrQqlOQRn1qyD+KrBEanrHHYF2Bqw\n7GU0dL/84PAJhnGrguxuo7DEKp+L7/Y1zp63GbgWXC84vFjwuihBwvZ3+3owxVWF3apR0aqvVcF3\n99HcOiDjA6at/ot4HJiWylJEJOM0BnqD37vykvvuIsAWsCUQ24aN7YDSUmz1dcTKbzAEH6Km8qg6\nJdmvHfviVB5Z7Aqdu/+8qmP3x519/H73Wqp+Nnv5Wbs/v7dfwzdHbff13P6+Z1/ffyA1HTHWiLPU\nRNV/Gmtd1a0KBxiC9YDZu+ebzJTxATMSqdrb4YWU1iEi9ZTlgJ8X+1U50ELduComIrUkEolQr8Dv\n+AAACgxJREFUWFiY6jIOWcYHzBYtWvDTn/6UYcOGYTTL7JA9/vjjDB06NNVlZDT1Yc2pD2tOfVhz\n6sOaUf/VjLWWkSNH0qLFt7gpNg1lfMB0HIeGDRtmdMpPBzk5ORQUFKS6jIymPqw59WHNqQ9rTn1Y\nM+q/mmvYsCFOhs9gz+zqRURERCTtZF1++eV/TnURtaFdu3apLiHjqQ9rTn1Yc+rDmlMf1pz6sGbU\nfzWX6X1oZsyYkdnTlEREREQkregSuYiIiIjUKgVMEREREalVCpgiIiIiUqsUMEVERESkVmX0OpjW\nWsaMGcNrr71GeXk53bp147e//S0dO3ZMdWkZYcyYMYwbN47c3Nzqx04++WRuu+22FFaV3t5++21e\nfvllVqxYQUVFBdOmTSMrK6v6+RUrVvDQQw+xdOlSCgoKGDBgAJdddpk2AdjNgfqwX79+5Obm7rEG\n3L/+9S86deqUinLTzmOPPcasWbMoLi4mLy+PXr16cfXVV9OqVavq1xQXF/Pggw/y6aefkpOTQ//+\n/bn22mvJyclJYeXp42D68IILLqCkpGSP9+btt9/OSSedlIqS085TTz3Fm2++yY4dO8jKyqJbt25c\nffXVdOnSpfo1Oh/u38H0YSafDzM6YL7wwgtMmTKFe++9l3bt2jF27FiGDx/O2LFjadiwYarLywhH\nH300Dz/8cKrLyBiFhYUMGjSIWCzGfffdt8dzFRUVDB8+nLPOOot7772XdevW8cc//pGCggLOO++8\nFFWcfvbXh1Xuuusu+vTpk+TKMoMxhj/+8Y906tSJWCzGAw88wC233MKoUaMA8H2fW265hc6dOzN+\n/HhKS0u59dZbGTlyJNdff32Kq08PB+rDKjfccAM//elPU1RleuvXrx/nnHMOjRo1wnVdJk2axPDh\nwxk/fjxZWVk6Hx6EA/VhlUw9H2b0JfJXXnmF888/n06dOtGgQQOuvPJKXNflvffeS3VpUkf17duX\n008/nbZt237juXfffRff97nyyitp0KABnTp1YsiQIbz88sspqDR97a8P5cCGDh1K9+7dycnJobCw\nkAsvvJAVK1ZQWloKwIIFC1i9ejW/+c1vKCgooE2bNlxxxRW8/vrrxOPxFFefHg7Uh3JgHTp0oFGj\nRkBwNdFxHLZt21bdhzofHtiB+jDTZewIZllZGRs3buSoo46qfiwrK4uuXbuybNkyzjzzzBRWlzmW\nL1/Oz3/+c/Ly8jjmmGO46qqrOOyww1JdVkZasWIFXbp02eN/nj169GD9+vWUl5dr67RvYcSIESQS\nCVq3bs3AgQMZMGBAqktKW3PnzqV169bVH1TLly+nbdu2NGnSpPo1PXr0IBqNsmbNGjp37pyqUtPW\n1/uwyqhRo3j00Udp0aIFZ555Jueddx7Z2Rn7sVnrZs6cyYgRIygvL8cYw+DBg2natCmg8+HB2l8f\nVsnU82HG/kupqKgA+MYe5IWFhdXPyf794Ac/4KyzzqJ169Zs2bKFRx99lBtvvJFRo0bpFoNDUF5e\n/o33Y9UHVkVFhU6oB+n+++/n2GOPxXEc5s+fX31yHTRoUKpLSzvz589n7Nix/OUvf6l+bG/vtd3f\nh7KnvfUhwE033US3bt1o0KABn3/+OSNGjGDnzp1cffXVKao0/Zx00klMnjyZnTt3MnXqVIqKiqqf\n0/nw4OyvDyGzz4cZe4k8Pz8fCEYyd1dWVlb9nOxfx44dadOmDcYYioqKGD58OJs3b2bRokWpLi0j\nFRQUfOP9WHWpQ+/Jg9enTx8aNGhATk4OJ554Iueeey5vvfVWqstKOzNnzuSOO+7glltuoW/fvtWP\n5+fnU15evsdr9T7cu331IUCvXr3Iz88nKyuL4447jssvv1zvw31o3Lgx5557Lvfffz/Lly8HdD78\ntvbWh5DZ58OMDZiFhYW0adOGxYsXVz+WSCRYvnw5Xbt2TWFlmcsYgzEGa7V76KHo3Lkzy5cvJ5FI\nVD+2ZMkS2rZtq/+t14Dek9/01ltvMWLECG6//XZOPfXUPZ7r0qULGzZsYMeOHdWPLVmyhLy8PA4/\n/PBkl5q29teHe6P34f5Za/E8j3Xr1gE6Hx6Kr/fh3mTS+zBjAybAoEGDePHFF1m1ahWxWIzRo0eT\nnZ19UCcLgRkzZlR/CJWUlHDffffRrFkzjj322BRXlr4SiQTxeBzXdQGIx+PE43F83+e0007DcRxG\njx5NLBZj1apVvPjiixlxKSOZ9teHS5cuZcmSJbiuSyKRYO7cubz00kv0798/xVWnj0mTJvHQQw9x\n1113fWPUDaBnz5506NCBRx55hIqKCoqLixk9ejRnn332HkuS1WcH6sO1a9eyYMGC6vfl559/zlNP\nPaX34W4mTJhASUkJANu3b+eBBx4gOzu7+vND58MDO1AfZvr50MyYMSMzovBeWGsZPXo0kydPpqKi\ngu7du3PDDTdkxPpQ6eDWW2/ls88+IxqN0qhRI3r27MmVV15Ju3btUl1a2nrjjTe45557vvH4Aw88\nQK9evVixYgX//Oc/Wbp0Kfn5+QwcOFDrvn3N/vqwoqKCRx99lE2bNpGVlUXr1q0ZNGgQAwcOTEGl\n6alfv35kZWV9Y03Le+65h549ewKwcePG6nUwc3Nz6d+/P9dcc40CZqUD9eEXX3zB/fffz4YNGzDG\n0LJlS370ox9xwQUXaJJPpZtvvpklS5YQiUTIz8+nR48eXHrppXTv3r36NTof7t+B+vDDDz/M6PNh\nRgdMEREREUk/GX2JXERERETSjwKmiIiIiNQqBUwRERERqVUKmCIiIiJSqxQwRURERKRWKWCKiIiI\nSK1SwBQRERGRWqWAKSIiIiK1SlsSiEi9cvbZZ1f/2vM8fN/fY4eb3XfEERGRQ6OdfESk3nriiSdY\nuHAhDz74YI1/lud52kZQRKSSLpGLiHzNnXfeyX333bfHY9deey3jxo0DIB6P069fPyZOnMg111zD\nWWedxaxZs3j11Ve5+OKLmThxIkOGDGHAgAH89a9/JRKJpOKPISKSMgqYIiKHaPLkydx8881MmTKF\nE044AYDi4mI2b97MuHHjGD16NJ999hkTJ05McaUiIsml6zkiIofo/PPPp0OHDgA0aNAAgNzcXK66\n6iqysrIoKiri5JNPZvHixaksU0Qk6TSCKSJyiA477LBvPNasWTOysrKqf5+Xl0dFRUUyyxIRSTkF\nTBGRr8nPzycaje7x2NatW7/xOsfRKVREZG90dhQR+Zpu3boxb9481q1bh+u6PPfcc3sNmCIisne6\nB1NE5GvOPvtsFi9ezLBhw8jNzeUXv/gF3bp1S3VZIiIZQ+tgioiIiEit0iVyEREREalVCpgiIiIi\nUqsUMEVERESkVilgioiIiEitUsAUERERkVqlgCkiIiIitUoBU0RERERqlQKmiIiIiNQqBUwRERER\nqVUKmCIiIiJSq/4/UMsSBrLQizIAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot = axl.Plot(results)\n", "stackplot = plot.stackplot(eco, logscale=False);\n", "stackplot.savefig(\"logo-raw.png\", dpi=400)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": true }, "outputs": [], "source": [ "img = Image.open(\"logo-raw.png\")\n", "#left = 302\n", "#top = 164\n", "#width = 1236\n", "#height = width\n", "left = 302\n", "top = 95\n", "width = 2020\n", "height = width\n", "box = (left, top, left+width, top+height)\n", "logo = img.crop(box)\n", "logo.save(\"logo.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](./logo.png)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [default]", "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": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 1 }