diff --git a/elaborate_example.ipynb b/elaborate_example.ipynb index e7fd18e..0794d5a 100644 --- a/elaborate_example.ipynb +++ b/elaborate_example.ipynb @@ -788,18 +788,113 @@ { "cell_type": "code", "collapsed": false, - "input": [], + "input": [ + "# TODO: ", + "# - mention or demonstrate twinx(), since intelligene and inanity are of different units", + "# - sharex and sharey that can be passed to subplot/subplots", + "" + ], + "language": "python", + "outputs": [], + "prompt_number": 274 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# scatter plot point of no return", + "plt.plot(x,intel)", + "plt.plot(x,inan)", + "", + "plt.xlabel(\"HUMAN PROXIMITY TO CAT\")", + "plt.yticks([])", + "plt.xticks([0,.8],['FAR','NEAR'])", + "ax = plt.gca()", + "ax.spines['top'].set_visible(False)", + "ax.spines['right'].set_visible(False)", + "", + "ax.xaxis.tick_bottom()", + "", + "# point out ax.transAxes vs ax.transData ", + "", + "plt.annotate(\"\\nINTELLIGENCE\", (x[40],intel[40]), (-10,-40), textcoords='offset points',", + " arrowprops=dict(width=1.0, headwidth=1.0, shrink=0),", + " ha='center'", + " )", + "", + "plt.annotate(\"\\nINANITY OF\\nSTATEMENTS\", (x[60],inan[60]), (10,-45), textcoords='offset points',", + " arrowprops=dict(width=1.0, headwidth=1.0, shrink=0),", + " )", + "", + "plt.scatter(x[:51:10],intel[:51:10],c='r', marker='*',s=150, label='Smart enough to save yourself')", + "plt.axvline(x[50], color='r', linestyle='--', label='point of no return')", + "plt.legend(loc='best')" + ], "language": "python", "outputs": [ { "output_type": "pyout", - "prompt_number": 232, + "prompt_number": 275, "text": [ - "4.0" + "" ] + }, + { + "output_type": "display_data", + "png": 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JyXbJBWDt2rXs3LmTmzdvEhgYyNixYwHYsmUL06ZNY/v27QQHB1OhQgU6duyY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\n" + } + ], + "prompt_number": 275 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# scatter plot point of no return", + "plt.plot(x,intel)", + "plt.plot(x,inan)", + "", + "plt.xlabel(\"HUMAN PROXIMITY TO CAT\")", + "plt.yticks([])", + "plt.xticks([0,.8],['FAR','NEAR'])", + "ax = plt.gca()", + "ax.spines['top'].set_visible(False)", + "ax.spines['right'].set_visible(False)", + "", + "ax.xaxis.tick_bottom()", + "", + "# point out ax.transAxes vs ax.transData ", + "", + "plt.annotate(\"\\nINTELLIGENCE\", (x[40],intel[40]), (-10,-40), textcoords='offset points',", + " arrowprops=dict(width=1.0, headwidth=1.0, shrink=0),", + " ha='center'", + " )", + "", + "plt.annotate(\"\\nINANITY OF\\nSTATEMENTS\", (x[60],inan[60]), (10,-45), textcoords='offset points',", + " arrowprops=dict(width=1.0, headwidth=1.0, shrink=0),", + " )", + "", + "plt.scatter(x[:51:10],intel[:51:10],c='r', marker='*',s=150, label='Smart enough to save yourself')", + "plt.axvline(x[50], color='r', linestyle='--', label='point of no return')", + "", + "plt.axvspan(x[80],x[-1], color='r', label='Toxoplasmosis danger zone!', alpha=.1)", + "plt.legend(loc='best')" + ], + "language": "python", + "outputs": [ + { + "output_type": "pyout", + "prompt_number": 276, + "text": [ + "" + ] + }, + { + "output_type": "display_data", + "png": 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tIyIigpJv1opmFL8g5BRzczh+XNqTbOBAzV9seSfEm82+e/ix3kzNBpIHFLjk\nIpPJGDduHFZWVigUCmbMmMHu3bsB6Q1wxIgRVKpUCS0tLRYsWMDdu3dVPZL32+nWrRs1atRAS0uL\nfv36ZWvifdeuXUyaNIlixYqhr6/PDz/8wMGDB9P0oj5m8uTJGBoaYm9vT/Pmzbl169Ynta2jo8PM\nmTORy+Xo6emxYcMGFixYgJWVFVpaWsycOZPDhw8TFxeXbu/iYz0OmUzGkCFDKFOmDDKZDG1t7XTj\nFwsXhNygUMCRIxAaKm3ZHx+vmTiSU5IZcWYK8+tMxsbQSjNB5CG5l1zmzpXWD75/ZHSx1/v3/4yL\nwooXf7cxnJ2dHYGBgQAEBQVRokQJ1W36+voUKVJEdfv7bFIV+TYwMCA+G3+175/L3t6e5ORk1fBT\nVhQtWlT1vaGhoer82W3b0tJS9YYPEBAQgIuLC+bm5pibm1OlShV0dXV5/fp1lmN7n62tbZbjF4Sc\nZmAABw5Ibx2urppJMGvubUFLrsXIyv3Vf/I8KHeTi1L54ZFZcsnK/bLg2bNnab5/+yZnY2OTZo4l\nLi6OV69epUkiOeX9cwUEBCCXyylSpIjG27a1tcXT05PQ0FDVERMTg52dXbpDYHp6esTExKj+/TlJ\nSBByi64u7N4tXXTp6goJCeo795PIZ8y7vpwNjX8qdFfiZ6TAvQpKpZLVq1cTHBxMZGQkixYtoueb\n8na9evViw4YNeHt7k5SUxOzZs6latSoVKlRIt53MWFhY8Pjx4wxv79WrF8uXL+fFixfExcUxc+ZM\nunTpgoGBwSc/r7cxfW7bI0aMYMaMGfz3338AhIaGcuTIEUCayJfJZGmem4ODA6dPnyYgIIDo6GgW\nL16cbnwfi18QcpuODri5gZYW9OihngSjVCoZeXYqE2uMpKJZ2dw/YT5R4JKLTCbD1dWVFi1aUKxY\nMYoUKcLChQsB6NSpE1OmTKFly5aYm5vj5eXF/v370zw29ffvf4pP/e+ZM2fSq1cvzM3N2bdv3wdx\njB07ls6dO1OzZk1sbGyIj49nw4YN6baV0fN4/99vf/axtj/W1owZM3B2dsbJyQkTExNq166tmsg3\nNTVlwoQJODo6Ym5uzuXLl+nQoQNdunShUqVK1KlTh7Zt22b62nwsfkHITW97MFpa0HOUea5P8m/z\n20dgbDCTaozK3RPlM5+0K/LcuXPz7EZ5pUuXZuPGjbRo0ULToQiC2uTl/5OakpAALh3iMDNJYduv\nYchz4aOrS+YVAAAgAElEQVR0YEwwNf5sxdF226ldpHrOnyA3qGlX5ALXcxEEQQCpB7NvXQjPX2ox\nZrppjl9oqVQqGXF2CsMq9s0/iUWNRHIRBKHAMjAA980heN3RYer3JjmaYLb47eVJ5DPm1P425xot\nQArcrsiZTbILglD4KIyVHN32mqY9imBhZsx3Y6M+u80nkc+YcmkhJzq4FeotXjIjei6CIBR4FuZK\nju14zdpthmzZ+2krNt9KUaYw+PQEJlQfQQ1L9e8PmF8UuJ6LIAhCeooVTcFjRwjNelhiUySFds0/\n7UrLVXc3EZsUK1aHfYTouQiCUGhUKpfEnxtCGPC1GVdu6GT78XdCvFngtYKtzX5BWy4+m2dGJBdB\nEAqVho6JbFwWRpchFjx+qpXlx8UmxdL75BiW1ptJedMyuRhhwSBSryAIhU7nNvE8eRZFxy8tOH/w\nFaYmH19GNunSAqqZV2RQhZ5qiDD/Ez2XXPK5lSrVZceOHbRt2/az23m/5osg5HXjhkTTvGECPUeZ\n87Eaegf9j3Ek4CRrnReLnSayqEAlF2NjYxQKBQqFArlcjqGhoerfu3bt0nR4eVK/fv04duzYZ7cj\n/sNlLr982ChsVswLRy6HcTMzvsjyefR/jDw7lR3NV2GmZ6reAPOxnBsWCwmBuLgca+4D+vpgYZHp\nXd4W4QKxDYwglXROXWpAEN6nrQ27fwulUdci/LrRiPHDotPcnpiSSO+TYxhbdTANbRw1FGX+lHM9\nl9xMLJ/ZflxcHMOHD8fCwgJLS0tGjhxJfHw8CQkJ1KpVi1WrVgGQnJxMo0aNVBtdenl54eTkhEKh\noFy5cqqiYyCVQR41ahRt27bFxMQEJycnHjx4kO753d3dqVGjBiYmJtjY2PDdd9+pbouKiqJXr16Y\nmppiampKnTp1CA4OBqTywbNmzcLZ2RmFQqEqR9yvXz9MTU2pXr16mk/Dnp6eVKtWDYVCQfXq1Tl5\n8qTqtrVr11KiRAmMjY0pWbIk27dvB2Dz5s00btxY9fzHjBmDhYUFJiYmVK1alTt37qT7nHx8fKhb\nt66qXPT7tWRcXFywsbHB2NiY+vXrc+PGjTSvXUYlpAEOHjxIiRIlsLCw4KuvvqJp06Zs3LhRdfvK\nlSspVaoUJiYmNG3alIcPH6puk8vlrFmzhooVK1KpUqUP4h47dqyqN6tQKNDR0WHevHnAx3/fmcV8\n48YNGjdujImJCSVLlmTr1q3pvm5C3mOiUOK+OYRFq4w5eTbtBZEzrizBWNuI6TXHaSi6/KtADYtl\nZObMmfj6+vL48WMePXqEr68vM2bMQFdXl+3btzN79my8vb1ZvHgxSqWSGTNmEB8fT8eOHenduzeR\nkZFs27aN4cOHp6mm6ObmpiqD3KxZM3r37p3u+c3MzNi3bx8RERH8+++/bNu2DTc3NwA2bdpEbGws\ngYGBhIeHs2XLFvT19VWP3bNnD25ubjx//hx/f38aNGjA6NGjCQ0NxdHRkVmzZgHw8uVLXFxcmDt3\nLpGRkcyfPx8XFxcCAwMJCwtjypQpeHp6EhUVxfXr13F0/PBT2JEjR7h8+TL+/v5ERERw6NAhrKzS\nr6jXq1cvWrduTXh4ON9//z3btm1LMzTm6urK06dPCQ8PT/e1yaiE9IsXL+jfvz/r1q0jJCQEBwcH\nLly4oGp7586drFy5kn/++YeIiAjat29Pjx490rTt4eHBtWvXuHfv3gdxr1q1isjISCIjIzlz5gzm\n5uZ07do1S7/vjGIOCwujbdu2jBo1ioiICI4ePcqECRO4fv16uq+dkPeUsk9mx6pQ+o41xz9AWkF2\n6Mlxdj86xLbmv4oaLZ+gULxibm5uzJ49W9U7mD17Njt27ACgatWqqnooy5cvV71Jnj59Grlczrff\nSvsGNWjQABcXF1VSAOjSpQuOjo7I5XLmzp3L7du303yKfqtx48aqmjGVKlWiT58+nD59GpDmiV6/\nfq3q9bzteYA0jzFo0CCKFy+OiYkJ7dq1o0KFCjg7OyOXy3F1dVW9+bm7u+Pg4KB6o3VxcaFmzZoc\nOHAAXV1dtLS0uHv3LrGxsVhaWqb7qd7IyIjIyEi8vb1JSUmhbNmy6RZS8/X1xdvbmzlz5iCTyahb\nty4uLi5pdtDu27cvenp6qjLKvr6+qh5ZZiWkDx8+TJ06dWjfvj0g1Z5JXVn0999/57vvvqN06dIA\nTJkyBV9fX/z8/FT3mTp1KsbGxujqZrwtR3BwMF27dmXVqlWqejUf+31nFPPBgwepWLEi/fr1A6BK\nlSp079493VIMQt7V0jmB776KousQC+4GPWXY6Um4tfiNIvqZD8cL6SsUySUwMPCDssBBQUGqfw8c\nOJCnT5/SoUMHypYtq3qMvb19mnZKlCihepxMJsPOzk51m4GBARYWFumWTD5z5gyNGjXCwsICc3Nz\nVq9eTXS0NLY7YMAAWrZsSc+ePbG1tWXChAkkpKpwlPrNXVdXF2tr6zT/fls6OLN4DQ0NVZ/4ixUr\nRrt27bh79+4HcbZo0YJRo0YxatQorK2tGTJkCOHh4R/cLygoCAsLC/T09FQ/S50AEhIS+OabbyhZ\nsiRmZmaquFLPiWVUQjooKIhi720JnrrtZ8+eMX78eFWJZktLSwBV4oL0Sy6nlpiYSI8ePejfv7+q\nkFxWft8Zxfzs2TMuXbqkisnc3JydO3cSGhqqur9Y8JA/jB8WTZWqETTeNZppNcfRwKaOpkPKtwpF\nckmvLHDqN+kxY8bQsWNHPDw8OHfunOoxAQEBadp5+vSp6g1GqVTy/Plz1W2xsbGEhISk+0m/T58+\n9O/fn6CgIEJDQxk7diwpKSkAaGtrM3/+fO7du8fly5c5duwYmzZtSvd5ZPYGVbRoUZ4+fZphvO3b\nt8fT05PAwECqV6/OsGHD0m3n22+/5fr163h7e+Pv759u1Ulra2tCQkKISzUPFhAQoIpv69atnDx5\nknPnzhEWFqYqO52VapQ2Nja8ePEizc9Sl622tbVl06ZNaUo0R0dH07Bhw4+2/da4ceMwMzNTza29\nPW9mv+/M2Nra0qpVqzQxRUZG8ttvv6nuk5ycTJky4sK7vE8JHUfC6wpwcbymg8nXCkVy6dWrFwsX\nLiQsLIzw8HAWLFhA3759AemN0MvLiy1btvDrr7/y5ZdfEh0dTePGjUlJSeGXX35BqVRy8eJFDhw4\noPqkC3Do0CGuXbtGcnIy8+bNo1q1aqqeT2oxMTEYGRmhra2Nl5cXO3bsUL0Rnz59mvv37wPSsJSO\njg7yVFWNUr8hZ/bm/MUXX3Dr1i3+/PNPAA4cOICXlxedO3cmKCiIo0ePEh8fj7a2NoaGhmnO8db1\n69e5fv06KSkpGBgYoKenl+79KlSoQMWKFVm4cCEpKSlcvXqVgwcPpnm+WlpamJqaqsowp5bZ8+jQ\noQPXrl3Dw8MDkIbBUieXESNG8MMPP6iGEaOiojhw4ECG7b1v3bp1nD59WrWg4a0mTZpk+vvOLOau\nXbty48YN9u3bR3JyMikpKXh5eeHj45PluIS84Zc7G7gf4c3ZwYtZtFLBhWvZ3yJGkBSK5PL9999T\nrlw5ypQpQ+nSpSlbtiw//PADT58+ZcKECWzduhVDQ0P69OmDo6MjEyZMQF9fH3d3d3bu3ImJiQn9\n+vVj7dq11KxZE5B6Eb1792batGmYm5tz8uTJNOPzqXsZq1atYtq0aar5nu7du6tue/bsGZ07d8bY\n2Jjy5cvToEEDBg0alG47mZVetrW1Zf/+/cyePRtjY2NmzZrFX3/9RdGiRUlOTub777/H2toaExMT\nPD09Wbt27QdthoaGMnDgQExMTLCzs8PExIQpU6ak+5ru3r2bY8eOYWZmxvTp09NcQDlo0CCKFSuG\njY0NVatWpXbt2ll+HnZ2dmzbto0RI0ZgYWHBjRs3cHJyQktLmmTt378/I0aMoH379piYmFCxYsU0\nyeVjw09ubm48fvyYYsWKqVaMLV68GD09vY/+vjOK2cLCAg8PD9auXatakfjtt9+m6dkpFAr8/f0z\njU3QLM/nZ1l8czV/td5IldJ6bPgpjF6jzHkVUijeJnNczpU5fm8oI1eoqTxnVgwePJjixYuzYMEC\nTYdS4JUsWZL169fnyE4CBZUoc5yBLL4vPY54SoNDndnZfBUt7JxVP5+y0IRb97U5si0kV8oka0S+\nK3Ocavlsrsjt9rMpK/MHwqc5efIkkZGRJCcn89NPP6mGKQUhN0QkRNL5+GCm1RybJrEAfD81gugY\nGT+sNNZQdPlXzl2+/JGr5wua9IZJhJxx6tQpXF1diYuLo0KFCvz5558YGhpqOiyhAEpKSaKX52ga\nF63H11WHfnC7jg64rQmlTnsrWjSKp6FjogaizJ/E3hifKKMVXcLnmz9/PvPnz9d0GEIh8M2FOaSQ\nwq8NF2T4YdHONoV1S8LpN9Ycr2PBmJmKUYusKCijiIIgCNmy8s4f/PPiPHtarv1o4a8ubePo0CKe\nUd+ZZbjBpZCWSC6CIBQ6h54cZ9HNVRxuuwVTXZMsPeanWeHc9dVm8x6DXI6uYBDJRRCEQuV84FWG\nnp7IoTabKG1S4uMPeMPAAHatDmXKQhP8HmW9gmVhJZKLIAiFhnfYA7r9PYxtzX7F0coh24+vVimJ\nWd9EMXD8xwuMFXYaSS4pKSliKa8gCGr1Ivol7Y72Y2m9GbSzb/7J7YwdHI2BgZKf1orlyZnJleTy\nscSx/ddf2f7rr7lxauETiUqJecugQYNU5RQAli9frqqzk3pDTCFrQuJCaXu0H6MqD2BgBdfPaksu\nh80/h7F8vRG37okFtxnJleTSu107EhMzXg/ufeQI9//3v0zbOPfvv5907pMnT+Lo6IiRkRFmZmbU\nr1+fq1evflJb2eXv749cLldtSllQzZ07N812L0LOS30dVWxsLNOnT+f06dNERERgbm6u4ejyl8iE\nKNp59Ke9fXOmOnyVI22WsEtm6cwIBo43J9Um5kIqOZ5cAgMDib9yhX+OHEn39sjISIz9/DD28yMy\nMjLd+wQEBDCiZ89sv0mHhITQpUsXvvvuO6KioggODmbx4sVpim/llqRUA7BiyE8AaSfkz/H27ygo\nKIiEhAQqV66cE2EVKrFJsXQ6Pog6RaqzpN6MHL3w+UvXWEoWT2Lez4oca7MgyfHkcuD331kWGsqZ\nDMq8/m/nTr548oQOT55wZNeu9Nv47TfGR0Zy4U1Brazy9vZGV1eXHj16IJPJ0NHRoVmzZlSrVg2Q\nSvo2atSICRMmYGFhQbly5Th//jybNm2iVKlSmJub8/vvv6vay6w88dteyh9//EHp0qVp1aoVTZs2\nBaTKkwqFgkuXLn0QY0pKCrNmzcLOzg5TU1NV6eLUbW7dulVVxnf27Nmqx2ZUrvntc3t/i5TUQ12B\ngYG0bNkShUJBvXr1mDlz5gf3//vvv6lYsSLGxsYMGzYs3STp4eHBokWL2L17NwqFglq1aqlib926\nNQqFguLFi/PLL79k+Hs6cOAA5cuXx9jYmGLFirF06VJA2jizbdu2FClSBIVCQatWrVSlEnbv3k3d\nunXTtPPzzz/TpUsXQPp0P3r0aKytrTE3N+fLL78kNjb2g3MnJCRgaWmZpnxzUFAQRkZGvH79GoAV\nK1aoCrS1adNGFUN6PdNmzZqpSjCn/vuytrZm/vz53L9/n4YNG2JsbIylpSWuru+GZD5WGlkmk+Hn\n50eVKlUA6e+qVatWGb6uQloJyQn0ODGS4ka2rG70Q47vqCGTwfql4WzYacj122L35PfleHLx9/Sk\nLKC8f5/ExETaOTkxvnp15jo6MtfRkbtLl1JDqcRBqeTOkiWqn4+vXp329euTkpLCf2fPMjA2lr9T\nvdFnRZUqVUhOTmbIkCEcO3ZM9WaR2uXLl6lTpw4hISH069ePnj17cuvWLR4+fMj+/fsZP368qqhV\nZuWJ37p06RI+Pj4cP35cVV0yPDycyMhInJycPjj/4sWLOXnyJDdu3CAkJAR7e/sPaqtcunSJBw8e\ncPbsWZYsWaJ6I8yoXHNWjBgxghIlShASEoKbm1uabf/f8vDwwMvLi/v373Po0CEOHz78QTvt2rVj\n+vTpqnLAXl5eAPTo0YMaNWoQFhaGp6cnixcvTvfxAEOHDmXz5s1ERUXh6+tLu3btVLd9/fXXBAYG\nEhQUhK2tLSNHjgSgU6dO+Pj4qLbaB6nk8dvqj+PHjycoKIiHDx/y4sULIiIiVGWIU9PV1aV3795p\nttzftWsXrVq1wtLSksOHD7No0SJOnDhBaGgoDg4OaXaxft/72wBdvnyZqlWrEhQUxPTp05k5cyad\nOnUiKiqKwMBAJk+eDGStNLJSqaR8+fKqcs3h4eGcOHEiw1iEdxKSE+i1rxe6ch02NV2ea2WKbaxS\n+HFmBEMnmpHJTECh9Fmv+PkzZ2hXqRJzGzVSHTXf1Cbp9Pgxs52dcVAqeRQQQJPr15l77RoLHj1C\nBsiABY8e0fvaNcxu3eKFnh4jJk3i8MGD2Dx4gD4Qd/s2J44dS3O8X0gqNTMzM86ePUtiYiJDhw7F\n2tqaDh068PLlS9V9SpcurXpD6tmzJy9evGD69OloaWnRokULjI2NVXU4MitP/Nbs2bPR1dVFV1c3\nS8NhGzZsYMGCBVhZWalKAB8+fDjN9uwzZsxAW1ubGjVqULNmTVU53czKNWcmNjaWI0eOMGfOHHR0\ndChTpgyDBw/+IN7JkydjaGiIvb09zZs3T1M/PjWlUpnmsX5+fty+fZuFCxeipaVFxYoVGTFiRIax\nGRsbc+/ePWmI1NiYGjVqAGBubs4XX3yBlpYWBgYGTJ06VfV6Gxoa0qVLF3a96e36+fnh4+ND586d\nSUhIYNu2bfz4448oFAoMDAyYMmUKe/bsSff8AwcOVLUDsG3bNtUc0q5duxgxYgSVKlVCS0uLBQsW\ncPfuXXx9fT/6OoO0g/PQodIeVXp6ehgbG/PkyRNevHiBtrY29erVA7JXGlkMs2bP28SSokxhd8vf\n0JHnbq9iQI9YbKySxeqx93xWcmnYuDFjZ88mITCQKefPM/f8eXq9KfPrFBfHosuXWXTlCq0MDNjZ\ntCnLUpWrfWt9kSLs1dNj0LVrWLm6YtGtG8P++w+Ab2/fRr9dO/TbteN5+/b8OGYMCekMdaRWrVo1\ntm3bxrNnz/Dx8eHVq1d89dW7SbzUlQXflum1srJK87O3Q02ZlSd+62Mldd8XEBCAi4uLqhxulSpV\n0NXVTdPLKlq0qOp7Q0PDNKWMMyvXnJHXr1+TnJycpixz6u8/dt6PCQwMxNLSEgODd1cu29vbp1vy\nGWDPnj0cOnSIkiVL4uzszJkzZwDpk/mgQYOws7PDzMyMRo0aER8fr3pz7du3ryop7Ny5ExcXF/T1\n9QkODiY+Pp46deqoXtf27dsTERGR7vmdnJwwMDDg1KlTeHt78/DhQzp37gxIQ2SpX2N9fX2KFCmS\n4XN53/t/D4sXLyYhIYG6detSuXJl1q9fD2StNLKQfYnJifTe15vklGT2uu5FV0s3188pk8G6JeEs\nW2eEz0NxceVbn91X7Ni3L2P//Zepzs7c0U67LC8I+KZ6dZr89Rcb/vmHoOrVSf0ZTAno1K3LIX9/\nTrRujZa+Ps6A0ZvbbQBnIMDCgoAhQ3C/f59S6VR6zEi5cuUYPHhwuvXisyKz8sTpycqYrq2tLZ6e\nnmlK4sbExKT7Zv++zMo16+rqEhMTo7otdbKytLRES0srTVnm1NUds+v952ljY8Pr16/TzHEEBASk\nSVapOTk54e7uzqtXr3B1dVVVe/zxxx95/vw5N2/eJCwsjHPnzqXpJbVq1Yrg4GBu3ryJm5ubqpqo\npaUlOjo6+Pn5qV7TsLAw1fBmer788ku2b9/Otm3bcHV1RVdXV/VcUr/GcXFxvHr1ChsbG9V9Mnqd\n02Nra8sff/zB8+fP+eOPP/j666/x8fHJUmlkIXve9liSUpLY13OfWhLLWyWLJzNnQhTDJplRwBeL\nZlmODEQWs7Nj/qFDHHyvCM1lAwO6LVtGrfr1iY+PR//BA2SAu6kp7qamyAD9Bw8wNjZm+bFjXPjm\nGzzf21r9V1tbLNevZ+aGDar/3Bnx9fVl9erVqk/zAQEB7Nq164OJ4KzKrDxxeszMzJDJZDx+/DjD\n+4wYMYIZM2bw35veWWhoKEePHs1SPJmVa65RowZ37tzh5s2bJCQkpNlV2MDAgA4dOjB//nwSExN5\n9OgRmzdvzvS5ZDYUY2lpSUBAgOo+5cuXp1q1asyaNYvk5GR8fHz4/fff6dOnzwePTUxMZM+ePURH\nRyOXyzE2NlaVUo6JiUFHRweFQkFERMQHhdh0dHRwdXVl0qRJhIaG0rp1a0DqXQwYMICJEycSFhYG\nwMuXL/H09MzwOfTv358///yTHTt2MHDgwDSv8YYNG/D29iYpKYnZs2dTtWpVKlSogK2tLVZWVmzb\ntg2lUsmOHTvw9vbO8BwgLV54OyxrYmKCXC5HLpfj4uKSaWlkMRSWPbGJsXR164oSpdp6LO8b82U0\nycky1m0X5SEgByf0j+zcSeenT4kHVlta8hpoFRvLqS1bAPj74EEaP37MrDJlSF6xgqSff2ZWmTI4\n+/tzwt0dmUyGmYUF9qk+FQJYxcRQNIu9FWNjYzw9PalRowZGRkbUqVOHsmXLsnLlSiDzUrXpeb88\ncY8ePTJ9rKmpKRMmTMDR0RELCwsuX778QZszZszA2dkZJycnTExMqF27dpp5nMziyahcM0jDgVOn\nTlXNE9WrVy9NW+vWrePJkydYWFjQp08f+vTpo3pTT++8mdWrcXV1JTY2FlNTUxwdHQHYt28fN27c\nwMzMjBYtWjBlyhQ6deqU7uM3bNhA8eLFMTIyYtWqVaq5mW+//Zbw8HDMzc2pX78+LVu2/CCGvn37\n4unpiaura5r4V61ahbm5OZUrV8bExISmTZumWRH2Pnt7e2rXro1cLsfZ+V2BqE6dOjFlyhRatmyJ\nubk5Xl5e7N+/X/WarF+/noULF2JpaYmXlxeNGjXK9DU7e/YstWrVwsjIiA4dOrB06VLKly+Publ5\npqWR329L1A7KWGR8JB12dsDcwJw9Pfagp62nkTi0tGD90jBm/6ggMFjsrJVjZY6ntW3LYE9PfqlT\nh2Fr1rBjzhw6njrFsbJl+eHGDUa2aYN2dDTT3NywfzOmHfD0KYt69ybZ2Jh1x48zrVUrvvf05Ddb\nW26UKUOX27dpEhHBquHDmf5mrFrIGbNmzeLBgwdpJrYLm6FDh2JnZ1cgascU1jLHobGhdNjZgerW\n1fnti9/Qkr8356GO8uvvmbzAhMBXcrb+Eqb2c2dJfipzHBUVxT9eXuwbNowVZ89Sq04dfnR358nc\nuVx8/pzrV67QZcwYVp45o0osAPYlSrDyzBk6jx5NWFgY8ffv82316jjt3cvvZ88Sv3w5y0qXJvjK\nlZwIs1Dz9fVVDeHcvHmT33//XTWJXRi9ePGCv/76i8GDB2s6FOETPY94TpPNTWhQvAHrOq77MLFo\nyJwJkZw6r8up8+ofmstLciS5REREsGjzZqavXYuOjrTsTyaT8eWkSaz991+USUl84eKCltaHv3wt\nLS2+cHHh2MGDhFepwsJz53B8M9TQfehQhpw8iVd8PA8fPsyJUAut8PBwOnTogLGxMW3btmXkyJHp\nzokUBrNmzaJy5cpMmDCB0qVLazoc4RN4v/Km0R+NGFBjAMvaLMtTw4bGRkpWzItgzHTTQr01TI4N\ni32u5OTkdJMPoFqhlXqMXRCEdwrTsNjFZxfp6taVJa2W8GXNLzO/swaGxQCUSuj4pQVNnBKY+lXG\nqxY1Ij8Ni+WEjBILoFphIwhC4XbQ+yCddnViY+eNH08sGiSTwcoF4fz4mxEBLwrne1fhfNaCIOQr\nSqWSny/8zJgjYzja7yhfVPhC0yF9VJmSyYz5Moap32etjHJBI4oRCIKQpyWlJDHeYzynn5zm/JDz\nlDQrqemQsmzqV1FUamLN2cu6ONcrXBMwouciCEKeFRobSsedHfF77cfZwWfzVWIBMDJUsmRGBONn\nmxS6K/c/qeeir69faCYPBeEDp05Bs2aajiINddQsUjfvV9503tWZ9uXbs6zNMrTl+XOgpU/XWNZs\nMWTzHgOG9M58b8SC5JNWiwlCoSaTScuBhFxzxO8Igw4MYnGrxQypNeTTG9LQarH3XbulQ8cvLfA5\nHYSJQsN/O4VttZggCEKKMoWFpxcy3H04B3sf/LzEkofUqZFIhxZxLPyl8FStFD0XQcgu0XPJFSGx\nIQz4awAR8RHs7rGbYooc+ISdR3ouAP8FyqnWwprrx4IpWfzzSmB/FtFzEQShsLj+33XqrK9DRcuK\nnBx4MmcSSx5ja5PC2MHRzPqxcPReRHIRhOyaM0fTERQYSqWSlZdW0nZ7W5a0WsLytsvR0Sq49egn\njYri79N6eN3Jn4sTskMMiwmCoBEhsSEMPTSUp+FP2d1jN+UsyuX8SfLQsNhba7YYcsBDn+O7QjQT\ngBgWEwShoDr79Cy11tWilFkpzg85nzuJJY8a3jcG/wBtjv+rmboz6iKSiyAIapOQnMA0z2m47nVl\ndYfV/Nz2Z40V99IUHR1YPD2CKQsL9oWVIrkIgqAW94LvUX9Dfe4E3eHGyBt0rNBR0yFpjEv7OAz0\nlew6YKDpUHKNSC6CIOSq5JRklp1fRpNNTRjlOIpDvQ9hY2yj6bA0SiaD76dGMHe5gsRETUeTO0Ry\nEYTsElsfZZnPKx8ab2qMu687l4ZdYkSdEXmqsJcmtXBOoESxZLbuM9R0KLlCrBYThOwSF1F+VFJK\nEssvLOfH8z8yt+lcRtcdjVymgc+yeXC1WGrnr+rQZ4w5vmeC0FPX1JOaVosV/MXWgiCo1ZXnVxhx\neARWhlZcGnaJMuZlNB1SntXQMZFqlZLYsMuQrwbFaDqcHCV6LoKQXaLnkq7I+Ehmn5rNrtu7+KnN\nT6UjoBoAACAASURBVPSr3k/zQ2B5vOcC0qaWnQZZ8OBcEIYGavi7Ete5CIKQHyiVSnbf2U3l1ZUJ\njQ3lzpg79K/RX/OJJZ+oUyORBnUSWLOlYM29iJ6LIGSX6Lmo3A++z9ijY3kV84rVHVbjXMJZ0yGl\nlQ96LgB3vLVp2cuSRxeCMDLM5b8t0XMRhDxK7C1GaGwo33h8Q5PNTehcoTPXRlzLe4klH6lWKYnG\nTgms215wei+i5yIIQpYlpSSx/tp65v07D5dKLixovgArIytNh5WxfNJzAbhxV5sOAyx5dD6QXC0s\nKlaLCYKQVyiVStx93Zl6Yiq2xrYc738ch6IOmg6rQKlZNQnHGolsdCsYK8dEz0UQhExdenaJyX9P\nJiQ2hKWtl9K+XPv8M1mfj3ouAJe9dOgxwpwH54LQ1c2lk4g5F0EQNOl24G26unWl+57uDKo5iJuj\nbtKhfIf8k1jyoXq1EqlcPokte/P/3ItILoIgpOH72pd+f/aj1bZWNC3ZFL9xfgypNQQtuZamQysU\nZn0TxaJVxiQlaTqSzyOSiyBkVwHdW8z7lTf9/+xPoz8aUblIZR6Me8C3Db7FQKfg7tybFznXS6Bk\n8eR8v2OymHMRhOwqYNe53Am6w6Kzizj+8DjfOH3DOKdxmOiZaDqsnJHP5lzeOv6vHhPnm3DrRDA5\nPgop5lwEQchNFwIu0HlXZ1ptbUU1q2o8/PohM5rMKDiJJR9r3SQeLTl4/JN/C6mJpciCUIikKFP4\nn+//+OnCTzwJe8KURlPY3WO3GPrKY2QymDw6iqW/GdO+Rbymw/kkYlhMELIrHw6LxSTGsP3WdpZf\nWI6RrhGTGkyiR5Ue6GjpaDq03JVPh8UAEhOhXCNr9q0PpW7NHKwopqZhMZFcBCG78lFyeRr+lDVX\n1rDRayP1i9dnYoOJNC3ZtPAsJ87HyQXglw1GnLuiy551oTnXqJhzEYQ8Ko/vLaZUKvF85EmPPT2o\nta4W8cnxXBh6Afc+7jQr1azwJJYCYGifGP45r8uDx/lvGbjouQhCARESG8KWG1tYe20tulq6jHYc\nzYAaA1DoKTQdmubk854LwKylCl6HylmzKDxnGhTDYoIgfEyKMoVT/qfYcH0DR/yO0LFCR0Y7jqah\nfUPRQ4ECkVyCXsmp2MQav7NBFLFI+fwGRXIRBCEj/mH+bL25lVW//4GlgyFjmoymX41+WBhYaDq0\nvKUAJBeAIRPMKFcqielfR31+Y2LORRCE1MLjwtnktYnmW5rjuN6RoOggOhXpS/TKKjTWaykSSwE2\nfmgUa7YakZiDi8Zym+i5CEIeFp8Uj8cDD3bc3sGxh8doXqo5/Wv0p1OFTuhp6xEaGoqT00L09RM5\nd+57FIpCPL+SngLScwFo7mrJyP7R9O4S93kNiZ6LIORRuby3WGJyIkf9jjLowCBsl9my7MIyWpZu\nyePxjznQ+wA9qvRAT1u6ctvc3Jzlyzvx/HkxeveeJz4MFmDjh0bzywZjTYeRZaLnIgjZlQvXucQn\nxfP3o7/Zf38/7j7uVLCsQM+qPXGt4oqdid1HHz9lyi+sWaPFxInazJs3Kkdjy9cKUM8lORnKO1uz\na3UoTrU/Y3xMTOgLQh6VQ8klPC6cow+OctDnIB4PPKhuXZ3ulbvTrXI37E3ts9WWUqmkbdtv8fKy\nxs2tOS1bNvjs+AqEApRcAJavN+LqTR12rg779EZEchGEPOozksuj0Ef8z/d/uPu6c/HZRRr/v707\nj4u62h8//hqGYZdFBARBRVABkU0t7WJuGZJaroS3W1n3PnJp0auWmnpde9w0yyVLH1/zZpYNSy6l\nooYW/jCXrggmhV1TUEFTQdn3YX5/EJ8YB0QURfH9fDzm8Zk5c87nc5jy857P+Zzzng59GdF1BMO7\nDqetTds76lZubi5/+ct8KivVJCbOxtn5Pv5t+3ulhQWX3DwVnR5z4eS+K7Rzvc1pyRJchLhPNSK4\nlFWWcfD8QXb/tpu403HklOQwtPNQhnYeSph3GDZmTTuGfvhwMqNG7aBLl2y++24FavWDt7K7SbWw\n4ALw+lxb7G31LH6r4PZ2IMFFiPvUTYKLXq/n15xfiT8Tz7dnv+VAxgG6OXdjiNcQwjuH09OtJyaq\nuzuP5r33NrJoUQEvvljCmjVv3dVj3fdaYHBJO23KwAhHzh29jJnZbezgHgUXSbkvRGPdkFvsYsFF\nvk//nv3p+9l3dh969AzuNJjnuj/Hxmc24mjleE+79+ab4zl6dDZffNGG0NDdREaG39Pji7vLt3Ml\nPt6VbN9rQcTwO5yWfBfJlYsQjXSp4BIHzh3gwLkDJGQkcLnwMv079mdAxwEM9hpMV8euzZ56paSk\nhNDQN7l2zYb9+yfRqVOHZu1Ps2mBVy4AMTssWPe5Nd/F5DS+sQyLCdH89Ho9Z66f4eD5gySeTyTx\nXCLZxdn07dCX/h36069jPwJdAlGb3H/3Nk6d+o2wsE9xcckjMfF9zM0f3F81vG0tNLiUl0OHR134\nPjYHH+/KxjWW4CLEvVdcUczxS8c5dOEQhzMPc+jCITQmGvp26EuoRyih7UPp7tL9rt83aSqffrqd\nqVPPMmxYLps3L2ru7tx7LTS4AMxZ2oqiYhUrF+Y3rqEEFyHuLl2VjlPZp/jvxf/yY9aPHM06StrV\nNLo5d+Mxj8d4zP0x+nj0wcPWo9mHue7E3/++mO+//4kTJ/7z8KWHacHB5Vymmh5D2nD+v1ewsmzE\neVqCixBNR1el4385/yPpUhLHLx0n6VISyZeScbFxoadbTx5xe4Te7r0Jdg3GwtSiubvbpCorKyks\nLMTe3r65u3LvteDgAjD8xdaMDC/h5ciSW28kwUWI21NUXkTqlVROXD5Byu8ppPyewskrJ3GxdiHE\nNYQerj0IcQ2hp1tPHCwdGn+ABQvuen4x0URaeHCJ22/O/Pdb8d+47FtvJMFFiJurrKrkt2u/kXol\nldQrqZy8cpKfLv9EVn4Wvk6+BLgEENw2mKC2QQS4BGBv0UTf3O9CbjFxl7Tw4KLTgfdfnNmy/joh\n3W8x35hkRRaiWmllKT9d/omYn2NYmLCQyK8i6b62O63+3YphXw5j88nN6PQ6xvqN5evIr8mfnU/S\nK0l8+synvPHoGzze4fGmCywPMBub6mwAGRkZmJiYsGbNGuW91157jc8++0x5XVlZiZOTE7NnzzbY\nR//+/enVq5fy+tixYwwYMACAhIQEhg8fzsaNGwkODiY4OBgzMzMCAgIIDg4mIiKCrl27Ulr659qM\noUOHEh0dbdTXgwcP0qdPH4KDgwkICGD9+vXKewsWLMDd3V05xttvv32Hn8yDS62GlyOL2aC1au6u\nGJFFlOK+oKvScSH/AqdzTnP62ml+zfmV/+X8j1+zf+ViwUU6OXTCp40PPm18GN5lODP/MpOubbpi\npbn//lHdr2pPSnB2dmb16tVMmDABjUZjNGEhPj6eHj16sGXLFv79738bvHf16lX27NnDkCFD6jzO\n+PHjGT9+PACenp4kJCTQunX1D5nNnj2bd955h8WLF7N9+3Z0Oh3PPvusQfuzZ8/y3HPPsWfPHnx9\nfcnLyyM8PBw7OzsiIiJQqVRMmzaNadOm3elH0iK8OLaE4CedWD4vD0vL5u7NnyS4iHumpKKEjNwM\n0nPTOXPtDGeuVz9+u/YbGbkZOFo60sWxC50dO9PVsSuDOw2mi2MXPO090ag1zd39FsXJyYnQ0FA+\n++wz/vGPfxi9HxUVxaRJk1i7di2HDx+mT5/qLMsqlYoZM2bwzjvv1BtcbuZf//oXwcHBjB49mtmz\nZ7Nz506jOuvWrWPChAn4+voCYGdnx7Jly5gxYwYREREAMlxfS/t2OnoFlbN1tyXPjWrEjf27TIKL\naDLFFcWczzvPudxz1du8c0owycjNIKc4h/Z27enk0AlPB0+8Hbzp37E/Xg5eeLX2kquQe+ytt94i\nPDycl19+2aC8tLSU7777jvXr15OTk4NWq1WCC0CfPn3Ytm0bCQkJjZ7abGlpyfLly3n88ceZMWMG\nXl5eRnVSU1OZOnWqQVmPHj04efIkUB1YVqxYwRdffAHAsmXLGDx4cKP60dL8PbKYtZ9bS3ARD56i\n8iKyCrLIys8iqyCLzPxMLuRf4ELeBWVbWF6Ih50HHew60N6uPR3tOxLmFUZH+450tO+IWyu3+3Il\ne6PdkFvsQeXp6cmjjz7Kl19+aVC+c+dO+vfvj5mZGSNGjGDBggWsWrXKYOhs7ty5LFmyhKVLlzb6\nuMOGDcPBwYHJkyfXW6euK5OaMhkWM/b0k6W8OseOMxlqvDrqmrs7gASXh5perye3NJfLRZf5vfB3\n5XGp8BKXCi5xseAilwovkZWfRZmuDLdWbrRr1Q53W3fcbd3p0roLT3g+gYedBx62HjhZOz0wK9fv\nSAuahvz2228zZswY+vXrp5RptVp++OEHPD09Abh27Rr79+/niSeeAKpP7gMGDGDu3LkcOXLkto5r\nYmKCiUnd/690796dpKQkwsLClLKkpCQCAwOV1zIsZsjcHJ4bVcKn0VYsmXmbqfibmASXFkSv15Nf\nlk92cTbZxdlcLb5avS26ytXiq1wpuqI8Lhdd5krRFSxMLXCxdsG1lSttbdpWP7dxxa+NH66tXHG1\ncaWdbTscLBwe6FXqom5du3bFz8+PHTt28Mgjj5Cfn8/BgwfJzMxEo6m+z7Vx40a0Wq0SXGrMnTuX\nCRMm4O3t3aR9euWVVxg0aBCjRo3Cx8eHvLw8Zs2aZTRUJgz9PbKYIX9zZOGMAu6Hn/GR4HIfKteV\nk1uaqzyul1zneul1ZXut5JrBI6ckh5ziHK6VXMPC1II2Vm1wtHLEycqJNlZtcLJ2wsnKCZ82Pjhb\nO+Ns7YyLtQvO1s5Yau6j6SXirqr95aD28zlz5hASEgLA9u3bGTRokBJYAJ5++mlmzpxJeXm5wf7C\nw8NxdnY22OeNX0Dq+0Jysy8qXl5efP7554wfP57S0lJ0Oh2vvfaawawy+aJjzN+nknZtdXx7wJzw\ngWXN3R1ZRNkU9Ho9ZboyisqLKKooorC8kMLyQgrKCqq35QUUlBVUb/94nl+WT35ZPnlleeSV5hls\nK6sqsbewVx4OFg44WDoo29YWrau3lq1xtHTE0cpReW5u+hBmvhWiPi18EeWN/u8LK779f+Z89X/X\n668kK/Qbptfr0el1VFZVUqGroKKqwmBbriunoqp6W64rp6yyrHqrK6OsssxgW1pZavAoqSyhpKLE\naFtcUUxRRVH1trx6W1xRjNpEjY2ZDdYaa6zNrLExs6GVWStszGywMbPB1tyWVuataGVW/bCzsMPW\n3FZ52JnbYWdhh525HVYaK/lmJkRTeMiCS26eig6PupBx5DIO9vWcu1vKL1Fm5mfy1Oan0FP9h9YE\nKz169Hq9sq3SV1Glr0KPHl2VTnmt0+vQVVUHkBufV1ZVYqIyQWOiwdTEFI1ag8ZEo2zN1GaYqc3Q\nqDWYq80xU5thbvrHVm2Ouak55mpzLEwtlIe5qTn2Fva4mroqZVYaK6w0VlhqLLHWWBu9tjazxtRE\nRhgfGpJbTNyn7O30hPUrI2aHJROeL27Wvtz1K5eyyjJ+zfm1en+olP3WvFapVJioTDBRmSiv1So1\nahM1KlSoTdSYmpgqZTc+fyhmJ4n7i+QWe3A8ZFcuADvizVn6kQ0Ht9fzK5UyLCbEfeoBDS7z5s0j\nJiYGC4vqnxRwdHTk+vXrFBYWcvXqVWXq8dq1a+nduzdBQUH4+vqi1Wr59NNPWb16NQA///wzPj4+\nqNVqhgwZQteuXXnzzTdxd3dXjqXVarGwsKBTp07MmTOHxYsXA5CdnY2rqysTJ07kww8/ZMGCBXzy\nySc4OTkpbRMSEkhOTmbgwIF88803DBs2DIDhw4czY8YMVq1aRXp6ulG/P/74Y7KysliwYAFqtZrK\nykpef/55Jr7wwt3/cO8jFRXQrocLh7/JrnvNS0sZFhNCNL+EhAT2799PamoqGo2G/Px8SkpKcHFx\n4cCBAyxfvpwdO3Yo9dPS0rCwsODo0aMUFxfz0ksv8dJLLwHG+cI+++wzxo0bpwSfGhkZGXh6ehIX\nF6cEl9jYWPz9/f8cvbjJgkh3d3feeecdJbjU1N+6dSuAUb+Li4sZOXIkx48fx83NDZ1OR8bRo031\nET4wNBqIfKaEL7ZaMn9aYbP1Q8aUhHgIXL16FScnJ2WKsa2tLS4uLkDdCxK1Wi3jxo3jySef5Ouv\nv25w//WNcFhZWeHr60tSUhIAMTExREREGNSvq61KpSIwMBB7e3v27dt3S8csLCxEr9fj6OgIgFqt\nxqtjxwb73hI9P7qEz7dYNesFtgQXIR4CYWFhnD17Fl9fXyZNmsT+/ftvWr8mCERERKDVam9aV6/X\nEx0draTADwkJoazsz3UWkZGRREVFkZmZiVqtxq3WsExNnrCatoMGDVLKoTqDwJIlS27pb3R2diYs\nLIyOHTvy17/+lU2bNqHT3R+pUO61noEVmKr1HDnefAlfJbgI0VgPYG4xW1tbUlJS+Oijj3BxceFv\nf/sbn3zySZ11jx07hpOTE66urvTr14+UlBSuX69/3YRKpSIyMpLk5GSSk5M5fvw45uZ/rrcKCwsj\nPj6eqKgoo/T6NcNiNW1vDHp9+/YF4IcffgAaTvuyadMm9uzZwyOPPMLKlSt58SFd1a9SwQtjSvj8\nq+ZLBivBRYjGekCnIavVagYOHMiCBQtYs2YNW7ZsqbOeVqslLS0NT09PvL29yc/Pr7dujZud9DUa\nDT169OCDDz5g7NixRnUbChi1JwTcisDAQKZOnUp8fDxb4uJuuV1L89yoEmJ2WFDWTIv1JbgI8RA4\nffo0GRkZyuvk5GQ8PDyM6lVVVREbG0tqairp6emkp6ezffv2mw6N3cqM0unTp7N06VLs7Q1/EfRW\n2g4ePJjc3Fx++umnmy4uLioq4tChQ8rr5ORkPFxdG9x/S9XBXYe/TyW7v7doluPLbDEhHgIFBQVM\nnjyZoqIiKisr8fb2VobFaucES0xMxN3dnbZt2ypt+/btyy+//MLly5dxcXGpM39YdHQ0Bw8eVMrW\nrl1L27Ztlbp+fn74+fkZHU+lUhn8NgtU5ze7MU/ZnDlzGDFihNFxa9fR6/UsWrSI8+fPo1arsbS0\nZNOqVbf/obUA454pIeprS0YMKW24chOTdS5CiJbrIVxEWVv2NRO8HnPm4vHLWFv9cS6/R+tcZFhM\nCCFaqDatq3isZzk79937hLYSXIRorAf0hr54OEX+MTR2r8m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} ], - "prompt_number": 232 + "prompt_number": 276 }, { "cell_type": "code",