diff --git a/statistics/probability_plot.ipynb b/statistics/probability_plot.ipynb index a330557..9f9844d 100644 --- a/statistics/probability_plot.ipynb +++ b/statistics/probability_plot.ipynb @@ -11,7 +11,6 @@ "cell_type": "code", "execution_count": 1, "metadata": { - "collapsed": true, "scrolled": true }, "outputs": [], @@ -323,9 +322,9 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD8CAYAAACMwORRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD8CAYAAACMwORRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3XmUXOV95vHvr6u7qpfqfdHSaqmREQKxGIQGsAEbL9ig\nSUxiOxm8BJuxD+MknpiZ5Jw4yRmcwSfJSU7GmXEwJhgrgAcTG6+yR6zGNsYJQgtaEEKWgEbqkkAt\nqbu6q7q6q+r2O3/cEinaJXVJqq71+ZxTp6rufbvqx0X96NV73/tec84hIiLVpa7UBYiISOEp3EVE\nqpDCXUSkCincRUSqkMJdRKQKKdxFRKqQwl1EpAop3EVEqpDCXUSkCtWX6ot7enrc4OBgqb5eRKQi\nbdmy5YhzrneudnOGu5kNAPcDC4EZ4G7n3P+Z1eYa4IfAK5lN33PO3X6yzx0cHGTz5s1zfb2IiGQx\ns1fzaZdPzz0N/LFzbquZtQJbzOxx59wLs9r9wjn3G6daqIiIFN6cY+7OuUPOua2Z1xPAbqB/vgsT\nEZHTd0onVM1sELgE2Jhj99vMbLuZPWxm55/g528xs81mtnlkZOSUixURkfzkHe5mFga+C9zqnBuf\ntXsrsMw591bgH4Ef5PoM59zdzrk1zrk1vb1zng8QEZHTlFe4m1kDfrA/4Jz73uz9zrlx51ws83oD\n0GBmPQWtVERE8pbPbBkDvg7sds596QRtFgKvO+ecmV2G/5fG0YJWKiKFF41AZCtMHoHmHuhfDe06\npVYN8pktcyXwe8BOM9uW2fbnwFIA59xdwIeB3zezNJAAbnS6xZNIeYtGYM8GaGyDcB8kY/77lWsV\n8FVgznB3zj0N2Bxt7gDuKFRRIlIEka1+sIfa/PfHnyNbyyLcR+NJvvzkXv70unNpbAiUupyKo+UH\nRGrV5BEIht+8LRj2t5fYaDzJx+7ZyAMb97P70Oz5G5IPhbtIrWru8YdisiVj/vYSOh7s+0Zi3HPT\nGi5Z2lnSeiqVwl2kVvWvhqlxmB4HN+M/T43720tkdrC/4xxNmT5dCneRWtXe7588rW+G2GH/uYQn\nUxXshVWyVSFFpAy095fNyVMFe2Gp5y4iJaVgnx8KdxEpGQX7/FG4i0hJKNjnl8JdRIpOwT7/FO4i\nUlQK9uJQuItI0SjYi0fhLiJFoWAvLoW7iMw7BXvxKdxFZF4p2EtD4S4i80bBXjoKdxGZFwr20lK4\ni0jBKdhLT+EuIgWlYC8PCncRKRgFe/lQuItIQSjYy4vCXUTOmIK9/CjcReSMKNjLk8JdRE6bgr18\nKdxF5LQo2Mubwl1ETpmCvfwp3EXklCjYK4PCXUTypmCvHAp3EcmLgr2yKNxFZE4K9sqjcBeRk1Kw\nVyaFu4ickIK9cs0Z7mY2YGY/NbPdZrbLzD6Xo42Z2ZfNbJ+Z7TCz1fNTrogUi4K9stXn0SYN/LFz\nbquZtQJbzOxx59wLWW2uB1ZkHpcDX808i0gFUrBXvjnD3Tl3CDiUeT1hZruBfiA73G8A7nfOOeAZ\nM+sws0WZnxWRYotGILIVJo9Acw/0r4b2/rx+VMFeHU5pzN3MBoFLgI2zdvUDB7LeD2e2iUixRSOw\nZwOkJyHc5z/v2eBvn4OCvXrkHe5mFga+C9zqnBufvTvHj7gcn3GLmW02s80jIyOnVqmI5CeyFRrb\nINQGVuc/N7b5209CwV5d8gp3M2vAD/YHnHPfy9FkGBjIer8EODi7kXPubufcGufcmt5e/cERmReT\nRyAYfvO2YNjffgIK9uqTz2wZA74O7HbOfekEzdYDN2VmzVwBRDXeLlIizT2QjL15WzLmb89BwV6d\n8pktcyXwe8BOM9uW2fbnwFIA59xdwAZgLbAPmARuLnypIpKX/tX+GDv4PfZkDKbGYeVVv9ZUwV69\n8pkt8zS5x9Sz2zjgDwtVlIicgfZ+WLnWH2OPHfZ77Cuv+rXZMgr26pZPz11EKk17/0mnPirYq5+W\nHxCpMQr22qBwF6khCvbaoXAXqREK9tqicBepAQr22qNwF6lyCvbapHAXqWIK9tqlcBepUgr22qZw\nF6lCCnZRuItUGQW7gK5QFak8J7kRh4JdjlPPXaSSnORGHAp2yaaeu0glyb4RB7zxHHv5WT72VI+C\nXd6gnrtIJclxI47YTCPrHtukYJc3UbiLVJJZN+KITaW587HtvBgLKdjlTRTuIpWkf7V/443pcWKJ\nJHc++hyTE6Pc9MHfVrDLmyjcRSpJ5kYcMS/Iukc3MjThuO6DN3PFJReVujIpMzqhKlJhRut7/ZOn\nE1dzz01ruEI9dslBPXeRCqLpjpIvhbtIhVCwy6lQuItUAAW7nCqNuYsU00mWDjgRBbucDvXcRYrl\nJEsHnIiCXU6Xwl2kWLKXDrA6/7mxzd+eg4JdzoTCXaRYciwdQDDsb59FwS5nSuEuUiyzlg4A/PfN\nPW/apGCXQlC4ixRL1tIBuBn/eWrc356hYJdCUbiLFEtm6QDqmyF22H9euVY32pB5oamQIsXU3p9z\n6qOCXQpN4S4yH05hPruCXeaDhmVECu0U5rMr2GW+KNxFCi3P+ewKdplPc4a7ma0zs8Nm9vwJ9l9j\nZlEz25Z53Fb4MkUqSB7z2RXsMt/yGXO/F7gDuP8kbX7hnPuNglQkUumOz2c/fhNreNN8dgW7FMOc\nPXfn3FPAsSLUIlIdTjKfXcEuxVKo2TJvM7PtwEHgT5xzuwr0uSLlL9fMmJVr/W2xw/62lVf5d1BS\nsEuRFCLctwLLnHMxM1sL/ABYkauhmd0C3AKwdOnSAny1SIkdnxnT2ObPjEnG/Pcr18Kq33yjmXrs\nUmxnPFvGOTfunItlXm8AGsys5wRt73bOrXHOrent1R9uqQJ5zIxRsEspnHG4m9lCM7PM68syn3n0\nTD9XpCLMMTNGwS6lMuewjJk9CFwD9JjZMPAFoAHAOXcX8GHg980sDSSAG51zbt4qFiknJ5kZo2CX\nUpoz3J1zH5lj/x34UyVFak//an+MHfweezIGU+OMDVyuYJeS0toyIqdq9uyYxath/OAbM2PGBi7n\no98+oGCXklK4i5yKXLNjDm59Y+leDcVIuVC4i5yK7Nkx8O/Pka2axy5lReEuciomj/g99mzBMPFj\nB/nY4wp2KR9aFVLkVOS4D2psPMr/+uUxBbuUFfXcReaSfQIVg/gIdC6FYJjYeJT7frqdxycuVLBL\nWVG4i5xMrhOocSA1RTw2zpd+eYzHJy7kr256v4JdyorCXeRkcp1A7VxKzAvyu5t62BfVUIyUJ425\ni5xMjuUFYjONrHtsk8bYpayp5y4yW/YY+7FXIDUNXcsAiE2lufOx7QzFQgp2KWsKd5Fss8fY01Ow\n/xkAYk2LuPOx7UxOjHLTB2/mCgW7lDGFu0i22WPsnYMAJI4Os+75/QzFQn6wX3JR6WoUyYPCXSRb\njouUYo2LWff8Ae6YuJp7blqjHrtUBJ1QFck26yKl42PsL2qMXSqMwl0kW9bNrWOJJHc++lxmjP23\nFexSURTuItna+2HlWmJekHWPbmRownGdxtilAmnMXWTW+uxjnRfy0ad62Kcxdqlg6rlLbTs+9TE9\nCeE+YrEJHrj/q0yMvKoxdqlo6rlLbcua+hibSvP3Pz/IeCzAXe8yzlewSwVTuEttO7oXpsaZio/x\n490xEpPd/Odr3sr57dOlrkzkjCjcpXZFIzA6RMIzfrB7kngizudW1rO4eRya+0tdncgZUbhLbZm1\nbkw8tICfbt7J5JRx7YXLWNw8DSMvwKrfLHWlImdE4S61Y9a6MVNDz/KzPUfZPtXLxy8Is6wlBcF2\nf3+7eu5S2RTuUjtmnTz98d4UqSmPj18YZtlbr/HbTI9DfXNJyxQpBIW71I5ZJ09fmgxx8zndLA7G\nwM34yw5MjcPKq0pdqcgZU7hLbchx8vTmlfUsXrzcn+MeO+yvK7PyKg3JSFVQuEtt2PcEiekUe3dv\noyfVyNXnns/i9gaIHYR3/qkCXaqOwl2qXzTC1N6fseElj4nUAP9xIEXv9D7gfOgcULBLVVK4S9WL\n7XqEnXsPsCCZ4OrBJfQuOgcCAZiZge4VpS5PZF5obRmpamOHhtj05Pd5JdnCef2d9AXTcORXkJiA\n+Ii/xK9IFVK4S9UaOzTEo/feTsP0Ua4dqKN7wTIItoDzIP46DF6tIRmpWgp3qUpjh4Z44P6vYpNH\nGDxnNb2hFERfhfBCWLAKQq2w4tpSlykyb+YMdzNbZ2aHzez5E+w3M/uyme0zsx1mpn/nSkmNxpPc\ne989NMeGeE+/Y0ndEWjL9NqPvQTOqdcuVS+fnvu9wHUn2X89sCLzuAX46pmXJXJ6RuNJ/uif/h/L\n41t473mL6B5YCem432tvG4DWhdB9tnrtUvXmDHfn3FPAsZM0uQG43/meATrMbFGhChTJ12g8ycfu\n2Ujr6A4uOW8FA93N0NQBvav8XvvRPdDcDSvXqtcuVa8QY+79wIGs98OZbSJFczzY943EuPWKLgZW\nroFkAlKT/vh611nQ0geX/xcFu9SEQoS75djmcjY0u8XMNpvZ5pGRkQJ8tcibg/3+D/VzTsMIHNgI\nFoB0EqbGNM4uNacQFzENAwNZ75cAB3M1dM7dDdwNsGbNmpx/AYjkLRoh9vKzfOOxTQzGQnzx+iu5\nNLUR2hbBVBTwwJuB3vP8i5Y0zi41pBA99/XATZlZM1cAUefcoQJ8rsiJRSPEd/yIOx/fyQuxJv7r\nVf1cenQ9eB50DsKS/wCNHeDSMHFQ4+xSc+bsuZvZg8A1QI+ZDQNfABoAnHN3ARuAtcA+YBK4eb6K\nFTkutusRHvvFL1mUSPCfLnwLy3ob4YAHsdegaxm0dPsPN+Ov+KhglxozZ7g75z4yx34H/GHBKhI5\nmWiE+POPMPyTO2lLtXLZuRewpD0Akc0QaPSXFMiWjPlL+YrUGF2hKpUjMxTz2M9/xoFUGxf3t7Jk\n5qA/FBNshvQU1AX8uym5Gf95alzrx0hNUrhLxYi9/Cxf+bfDxBJTnLdyFT3hBsBg/KAf5ukpWP0J\n/zZ5scP+s8bapUZpyV+pCGOHhnj64W+xKJHi/csC9LUGoOFsmDgEk0ehfbE/1XHJpcClpS5XpOQU\n7lL2ji8C1pRwXHveEvrCMzCyB3pWQvsSaOuH7rdoqqNIFoW7lLXjy/b2Th7h7SsHWBJMQKgHelb4\nM2NSYTjrnXD2ezX8IpJF4S5l63iPvXfyCJdfcB5LOgIwcdi/6jQQ9Hvs7/gThbpIDgp3KUuj8ST3\n3XcP7XF/2d7u9BB4g9DaB4EQ9J3rnzBVsIvkpNkyUnZG40m+cOc3eHv8MW5YFKW7JQiJUTi8C1JJ\nfyaMpjiKnJTCXcrK8WD/nfF1rOpM0xWY8qc51tUDAS3bK5InDctI6UUjENlKfOw17n1qiHfHn+OC\nBU2E2xfBRMQ/cdqyAOqD/vK9WrZXZE4KdymdaAT2Pg5DvyAR7OKfXmikI76Pd/VN0t7eC/X10D7g\nLymQOOovBKYeu0heFO5SGsNbYOt9cOwVpusaeXLPBAunPN51divtDX2QnALz/JOnxwO+6yzNZRfJ\nk8Jdim94C/zkdvCSpBLj7DhaTzjluGTFuSwKTkJTL0y97N/UOjHmB3sg6C8toF67SF4U7lJcx4N9\nbD+pUBdDR2KE0x7LFy+jO5SAhhaY8aBrOTRlluxt6vSDfYmWFRDJl8Jdiicr2NMzxquvj+Cl0wx0\nhAjXxSER8C9Mau6GcJ8f7P2X+lMe1WMXOSUKdymOaMQfY/eSJENdDL92mGYvRmtnN+GmJkjFoT4E\nfedpKQGRAlC4S3FEtoLzmA51s+PAARq9Ono7umkNzPg31OhYCu+5TUMvIgWicJf5F43AS0+SPBZh\n5/5jpNMpFi/up7U+6S/Xq2AXKTiFu8yvzJTH5MhL7Bgex6WnOLcvTGe4BVJOwS4yTxTuUniZK045\nuhde/jmJxh4ePdRBT/oY5/eF6WxthZkpf9lezYIRmRcKdymsaAT2bIDGNpgaJ5ma5vn9LzGWXMCa\ncy+l00bAS0HHMi3XKzKPFO5SWJGtfrCH2piKR9l4yJhJzrB2EPoWLQTXBxOvw1verWAXmUcKdymc\naAReWA+TR0nOOLbvjzKaCnF1fxvdDQlwzl+6ty6g5XpF5pnCXQojGoFt34SJg0wTZMtwnGBqnHf1\nhGhvHwTMX93RAlpGQKQIFO5SGPuegOFNJJPT7H89QirVyoqBpbTXT/nz2Je/E7pX6GpTkSJRuMuZ\nG94C275JauIIv4oGmEiHuKQ7RVtDEuobYfAquPq/l7pKkZqicJfTd3w99u0PkkzE2D+WZsZLc35P\nC22dC/zlBDoH/R67iBSVwl1OT9Z67KlElBeOGG1eguUdzYSDAZg8BoGGf1/4S0SKSuEup27WeuxD\nRxKEPI/OvgHC9Um/TTIOZ10NF39UY+wiJaBwl1OTYz12vGkGOpoIBz1o6fOXFJjxdJGSSAnVlboA\nqSA512NPsaijiXBjI6SnwUv6wa7pjiIlpZ675Geu9di9KWjqggs+rPXYRcpAXj13M7vOzPaY2T4z\n+3yO/Z80sxEz25Z5fLrwpUpJ7XsCRl8hlRjn1deOkPRmaM1ej711Mbz/r+FS9dhFysGcPXczCwBf\nAa4FhoFNZrbeOffCrKbfcs59dh5qlFKLRmDPIyTjUSIjx2j0pukKN9PS3AzJCS3bK1KG8um5Xwbs\nc8697JxLAv8C3DC/ZUlZ2fkQqSP7eO3wYeq8FJ1trbQ0OAW7SBnLJ9z7gQNZ74cz22b7kJntMLPv\nmNlAQaqT0otGSL6wgeeP1RP1QnR1dBCun4FACOrqFewiZSqfcLcc29ys9z8CBp1zFwFPAPfl/CCz\nW8xss5ltHhkZObVKpSRiux7hwKHXCHoTLO1uobWlJbOkbxgWXaxgFylT+YT7MJDdE18CHMxu4Jw7\n6pybzrz9GpDzN945d7dzbo1zbk1vb+/p1CtFNHZoiE1Pfp9IuoWlnc20N9aD86ClF+qDMHhlqUsU\nkRPIJ9w3ASvM7CwzCwI3AuuzG5jZoqy3HwB2F65EKYWxQ0M8te7zLJweYnV7gtZAyg92NwPxI9C+\nDFZcW+oyReQE5pwt45xLm9lngUeBALDOObfLzG4HNjvn1gN/ZGYfANLAMeCT81izzLOxQ0M89s9/\nyaVTz7GgvYlwXQq8Ov/2eI2d/kDd2/5AUx5FylheFzE55zYAG2Ztuy3r9Z8Bf1bY0qQURuNJvnPv\nP3B1YhOLWxxNDQZ1YUjF/V57UzusXKuxdpEypytU5Q1jh4Z46J+/xAcSP6ArNEOwoQ3SU2ApaGz3\nwz3UquEYkQqgcBeIRog//wi7nnyQdyQP0d4cJBhwkE5AXRDqG2BqzA/2was1HCNSARTutS4aYfLZ\nb7DjmSfoTL7GsnCaJjPA/J6688Dq/JtaLzhfvXaRCqFwr2XRCFMP/yVHXnyaZV6CznCIpoagv7qj\nGQSbITnpj7d3LYcrdBJVpFIo3GtVpsd+5MWnGfMaeEtbA03eOKQ8qK+HGfz57MEEtC7UlagiFUbr\nudeo2K5H2P7ME9R7kyxvg5bmsH8za5f2gz0QgEA9LLxAwS5SgdRzr0HRvc+w/4mv0Z0apb2lhRam\nYXrGn8M+NQozKeg4C956o9ZmF6lQCvcaM3ZoiK3f/iv6UpMMhOtoqneQSvm99OQ4tPRAz0p43+0K\ndZEKpnCvBdEI7H2cxIGtDO3czPLUYdp7l9JUF/eX7bWA364uAL0rdeJUpAoo3Kvdiw/D0/+b9PhB\nXp1ooC09wYKWOppsHMKLYboRJo9COgUr3qebWotUCYV7Ncr01Nm1Hg5uwpuBw6lGnDfDklCCYKgT\nUgmYnoDOQWjuhmRcwS5SRRTu1SYagW3fhNd2wNEX8ZyRSE0R8jwGwwGCdc0wHYeWbphJQ2IUZjw4\n5zoFu0gVUbhXm31PwPAmGD+ANx1nNAkBz2gN1REMzECgCbxxqA9BuBd6VkBzD1z0u6WuXEQKSOFe\nTTI3smbsAOnJMeLT0wQ8R0uwgaDN+D10NwVNHf6J0wXnQ/cK6F+tXrtIlVG4V5OdD8Gxl0knxhmN\nx/G8enoaUtQHgLqQvx57wGDVb8Fln1agi1QxhXu1GN4Cz/1fUqk0R+NTmDdDV6NRb40wM+0v2du+\nBK68Fc69vtTVisg8U7hXg+Et8JPbSSeivDZZR9xrYllLiGCd5580bV4EV9+qq01FaojCvZJFI7Dj\n27Dtm6QToxyenKHeS7K0tYWmcI9/1WmgHi7+OFz6iVJXKyJFpHCvNNEIRLZCZDO89HN/Vkw6yXgS\nAp6jvamexnrzlxKoD0HXRVqDXaQGKdwrSTQCezb4Qy37n4GJg3jpJGNJMC9JZ2MDwYYgBEKAg9bF\nupG1SI1SuFeSnQ/B0C9hbD/EDpO2ekaTdTjPo72pmWCd86c74qBjqZbqFalhCvdK8eLDsPleCATB\nm8Kb8ZhOxkl5jfQ0Bgg2hf0lBOoCCnYRUbhXhOEt8OQXITUJZqRnZphIpjEPehvSNDR2AeYHe9dZ\nCnYRUbiXvcw0RyZeh4YWvGSCo/EpnBegM2g0mIOGJsCDBWv8xb8U7CI1T+FezqIR2HofeElobCed\nTjIST5L06ulrCRGq86CpEwavgsUXax67iLxB4V6uohF46u9h6F/BS5JydUQnJkh69XS3tdAUqveX\n6r3ub9RTF5Ffoxtkl6NoBJ75KrzyFKQTpNNJxsePEfeMnnAj4ZmYP4f9qv+mYBeRnNRzL0c7H/Jv\ntpGeJD0T4Gg8yYwHveEmmlvC0Hq2TpqKyEmp515uMguAkRgl7Ro4GpvE8zzawy001834y/Uq2EVk\nDuq5l5PjJ1DNSNc38Xo0gfMcXa0tNNcbhNrhrR9RsIvInBTu5WTfEzD6CikPjkWj4EFna5jmYD2Y\n+TfX0DoxIpIHhXu5ePFh+Nd/JJ0YZ2TSI+UZfc31NNXPQCoOXcvhCq0TIyL5yWvM3cyuM7M9ZrbP\nzD6fY3/IzL6V2b/RzAYLXWhVe/FheOx/kE6Mc3jSw7w0fU3QFO6AYCv0rYL3/7WGY0Qkb3OGu5kF\ngK8A1wOrgI+Y2apZzT4FjDrnzgb+AfjbQhdataIR2HgXqRnHvskWPM/R0RKiKdToLzegE6gichry\n6blfBuxzzr3snEsC/wLcMKvNDcB9mdffAd5jZla4MqtYZCupqTh7ogESntHWvYimphYINECgSSdQ\nReS05BPu/cCBrPfDmW052zjn0kAU6C5EgVVv8gh1rX3UhUK8pTtEe0sIWnqgrgE6+nUCVUROSz4n\nVHP1wN1ptMHMbgFuAVi6dGkeX10DmnsILLqQVYmjYAHwUpAYBQwu/4xOoIrIacmn5z4MDGS9XwIc\nPFEbM6sH2oFjsz/IOXe3c26Nc25Nb2/v6VVcbfpX+z315ddAU5f/12RbP7zvi3Du9SUuTkQqVT49\n903ACjM7C4gANwIfndVmPfAJ4N+ADwNPOud+recuObT3w8q1/n1RWxdCc48f+Oqxi8gZmDPcnXNp\nM/ss8CgQANY553aZ2e3AZufceuDrwDfMbB9+j/3G+Sy66rT3K8xFpKDyuojJObcB2DBr221Zr6eA\n3ylsaSIicrq0cJiISBVSuIuIVCGFu4hIFVK4i4hUISvVjEUzGwFeLdLX9QBHivRdp0s1FoZqLAzV\neObmq75lzrk5LxQqWbgXk5ltds6tKXUdJ6MaC0M1FoZqPHOlrk/DMiIiVUjhLiJShWol3O8udQF5\nUI2FoRoLQzWeuZLWVxNj7iIitaZWeu4iIjWlKsPdzLrM7HEz25t57jxBO8/MtmUe64tUW9nfjzaP\nGj9pZiNZx+7TRa5vnZkdNrPnT7DfzOzLmfp3mNnqYtaXZ43XmFk06xjelqvdPNY3YGY/NbPdZrbL\nzD6Xo01Jj2OeNZb6ODaa2bNmtj1T4//M0aY0v9POuap7AH8HfD7z+vPA356gXazIdQWAl4DlQBDY\nDqya1eYPgLsyr28EvlWGNX4SuKOE/3/fAawGnj/B/rXAw/ir418BbCzDGq8BflzCY7gIWJ153Qr8\nKsf/55IexzxrLPVxNCCced0AbASumNWmJL/TVdlz5833dL0P+K0S1pKtEu5Hm0+NJeWce4ocN4PJ\ncgNwv/M9A3SY2aLiVOfLo8aScs4dcs5tzbyeAHbz67fPLOlxzLPGksocm1jmbUPmMftEZkl+p6s1\n3Bc45w6B/wcE6DtBu0Yz22xmz5hZMf4CqIT70eZTI8CHMv9U/46ZDeTYX0r5/jeU2tsy/5x/2MzO\nL1URmWGCS/B7ndnK5jiepEYo8XE0s4CZbQMOA4875054HIv5O53Xeu7lyMyeABbm2PUXp/AxS51z\nB81sOfCkme10zr1UmApzKtj9aOdRPt//I+BB59y0mX0Gv1fy7nmvLH+lPob52Ip/GXnMzNYCPwBW\nFLsIMwsD3wVudc6Nz96d40eKfhznqLHkx9E55wEXm1kH8H0zu8A5l32upSTHsWJ77s659zrnLsjx\n+CHw+vF/PmaeD5/gMw5mnl8GfobfM5hPBbsf7Tyas0bn3FHn3HTm7deAS4tUW77yOc4l5ZwbP/7P\neeffDKfBzHqKWYOZNeCH5gPOue/laFLy4zhXjeVwHLNqGcPPketm7SrJ73TFhvscjt/TlczzD2c3\nMLNOMwtlXvcAVwIvzHNdb9yP1syC+CdXZs/Sya69FPejnbPGWeOuH8AfCy0n64GbMrM9rgCix4fp\nyoWZLTw+7mpml+H/Lh4t4vcb/u0xdzvnvnSCZiU9jvnUWAbHsTfTY8fMmoD3Ai/Oalaa3+linlku\n1gN/POsnwN7Mc1dm+xrgnszrtwM78WeD7AQ+VaTa1uKf9X8J+IvMttuBD2ReNwIPAfuAZ4HlJTh+\nc9X4N8CuzLH7KXBuket7EDgEpPB7RZ8CPgN8JrPfgK9k6t8JrCnBMZyrxs9mHcNngLcXub6r8IcG\ndgDbMo+15XQc86yx1MfxIuC5TI3PA7dltpf8d1pXqIqIVKFqHZYREalpCncRkSqkcBcRqUIKdxGR\nKqRwFxFCPS5wAAAAGUlEQVSpQgp3EZEqpHAXEalCCncRkSr0/wF7jW2nubKJBgAAAABJRU5ErkJg\ngg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -354,9 +353,9 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD8CAYAAACMwORRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD8CAYAAACMwORRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nUriLiOQghbuISA5SuIuI5CCFu4hIDvr/jMoiWPRhqKgAAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -385,9 +384,9 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjAAAAEoCAYAAABGnMsEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngg==\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjAAAAEoCAYAAABGnMsEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ncQFjZmZmpeMCxszMzErn//+Qsp6VgfYMAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -406,7 +405,7 @@ "v_max = max(dt['x_M'].max(), dt.index.max())\n", "ax.plot([v_min, v_max], [v_min, v_max])\n", "ax.plot(dt.index, dt['x_M'], 'o', ls='None', alpha=0.3)\n", - "ax.axis('equal');\n", + "ax.axis('equal')\n", "\n", "ax = fig.add_subplot(122)\n", "ax.set_title('P-P Plot')\n", @@ -414,7 +413,7 @@ "ax.set_ylabel('$\\hat{F}$')\n", "ax.plot([0, 1], [0, 1])\n", "ax.plot(dt['f_bigote'], dt['f_gorro'], 'o', ls='None', alpha=0.3)\n", - "ax.axis('equal');\n", + "ax.axis('equal')\n", "\n", "fig.subplots_adjust(top=0.8, wspace=0.3)" ]