diff --git a/iMinuit.ipynb b/iMinuit.ipynb index 0826732b6f55bfa6f003357af9468fbf20033cfe..0dc9f81c23aaeab85560f6d0a17ecf9f4e43c0af 100644 --- a/iMinuit.ipynb +++ b/iMinuit.ipynb @@ -83,7 +83,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -186,7 +186,7 @@ "------------------------------------------------------------------------------------------" ] }, - "execution_count": 22, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -224,7 +224,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -250,7 +250,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -445,7 +445,7 @@ "------------------------------------------------------------------------------------------" ] }, - "execution_count": 24, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -458,7 +458,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -505,7 +505,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -530,7 +530,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -557,7 +557,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -660,7 +660,7 @@ "------------------------------------------------------------------------------------------" ] }, - "execution_count": 9, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -679,7 +679,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -729,7 +729,7 @@ "---------------------" ] }, - "execution_count": 10, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -741,7 +741,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -771,7 +771,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -821,7 +821,7 @@ "-----------------" ] }, - "execution_count": 12, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -833,7 +833,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -870,7 +870,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -891,7 +891,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -1050,7 +1050,7 @@ "-------------------------------------------------" ] }, - "execution_count": 15, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -1061,7 +1061,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -1164,7 +1164,7 @@ "------------------------------------------------------------------------------------------" ] }, - "execution_count": 16, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -1175,7 +1175,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -1209,24 +1209,24 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "<matplotlib.contour.ContourSet at 0x116874950>" + "<matplotlib.contour.ContourSet at 0x120abe7d0>" ] }, - "execution_count": 18, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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G2oj/R+D+EGTOt/Xp0cRSoxTg0qBDsRUn/AJYqpRa9S/XNAI+BDoppW56jSfuPcDcGVSWbY8ydxMqYy6QgyqIA/ECj4cQtxYOPZd/jOtUa6WXILMP06IGMPPotyw/u43TGfFMatLXaQU//o6IDnxeRiGQ+YGtYqfXhFIbp6pxa+AyoRTbO3sBcFgpdc1uYCJSGVgF9FdKHbN/LBOICZX5EargEmKIBH0EiDtYk1BpryJB6+01f02CTT4k5KZjVdZyO6v8HYNOz7i6XajuXYF3Dn5F763T6VChPu0r1KeJf6TTA9b/FEtsYqkKwHuCliOuUWK48p3XFugP7BeRPYW3/ReoDKCUmge8BAQCcwpnDJZ/SyG6Hkrl22aR+bsQr9FgqIPovP68P3MJypr8x4GPMwgye2NRBaTkZRFg8rrxA8oB3SpFU9UzmCWnf2ZN3C5WnNuBr9GDdiF1uLNCfdoE1XKaaIqITSxFIOsjVO5P4DW6sKhG8VVm0tAAFwqlUmorN1ihKqUeBx53fDQd5O1E/GYi+kCbbWsW5P2MyngfTG2dKpJgm1ECJOSm3TJCCdDIvwpT/KuQbcljR8IxNl09xKYrh1h3IZYm/pG807Qf/m7OeT1EBLxfAre2qIwZqNTxkDkPvMaA6R5tOa5RbJSLtYyIHqXzRmUtArcoyD+AKrgMokc8+9v2MZ1MUKFQxuemU8vp1ks/7gY32oc2oH1oA/KtFr69uJd3Dn3Fo9vnMrVZf6p7hzplHBEB891g6gA539oEM2U0GOqD91jEdKdTxtHQuB7lZnNNfF5CxBuVPgPQIW6tEdO9YIxCWTNQlnNOPUENNnsDf8ZT3soYdQburxTF+y2GkG+1MHjHPH6+etipY4joEPfOSNB6xPcdUKmo5KGozE+cOo6GxrUoP0KpDwPPweiCViFeT4DOFyzHUVkLUYn/QaW/bivz5SSCTIVCmasJ5e/U94vg49YjqOwZzPjYJbx1YDUZ+TlOHUPEgLj3QII2gKk9Kn0SKi/WqWNoaPydciOUUJiVo3Kwpk9GZX+Osl5F3NoggZ+j8/8AspehrElOGcuoMxDhEciR1AtOsVdeCDH7Mr/lUB6p2o6v4mLou20Gv8Qfdfo4IkbEdwrow1ApY1AF8Td+kIaGnZQroQQg50ewnEY8h6PznoCYOyI6H1vpNUMDKHCesEUFVCM2+bRLg7DLIma9kTG1O7Gg1XC8DCae3LWIV/etJKcg36njiM4H8ZsNKt0mlsq59jU0fqfcCaXK+Roxd0GMdVEqz5b3nbsNlf4mGGuDobbTxooKqEamJZdj6ZecZrM8Ud8vgsVtRjGoenu+vribMTELSc/PduoYYqyN+LwJ+btsHSCdtGLQ0Pgr5U4oxdwJlb0Ca/oUyPoMlfU5KmcDYqiOeI1BxHntD6ICqwEQk3jKaTbLG246A8NrduSNxn04kHKe4b9+SEJuulPHEPeuiPczkPsTKv4+VPaXWuqjhlMpf0Lp3hXx6FfYhTEP0fki7r0Qz8dtGTxOJMjkTVXPYGKSTjrVbnmkY8VGTIsaQFxWIkN2vM+e5DNOFTPxfBwJXA2GqqjUZ1DJg1GW806zr3FrU+6EEkDM99oydDweRTwf/aOntCtmGdGB1dmbfFbbpywCLYNqMrv5YLIKchm6cz4Dt89m3YVYcp20dynGWkjAMsT7JVtFqYQuqMwFLiuMonHrUC6FEmyi+Huq2+8C6YpMjuiAamQX5HEwNc7ptssjDfwi+PL2p3muXjdyrRZe27+SBzZPZt7x750SSiSiQzwfQYK+AVNbVPo7qPS3taW4hkOUW6H8qyi6MtWtWUA1dAg7E467bIzyhrvBjZ6VW7K87VhmRQ+igW8EC09u4undS5w2Mxd9qK03j8dAyPrYlvqooWEn5VYoiwtfNw/q+0WwPcHu4ke3LCJCi6Aa/F/UAF5p9B92JZ1m6pF1TrUv3s+DuTsqYxoqa6nTbGvcWtxSQmnr/e18WgfV5FDqBVLyMl1i/1agU1hTHolsx8pzO1l9/len2bW1yJ0EprtQaa+hstc6zbbGrUO5KIpRFKzp0yFnDQSu+Z8SbM6gdVAt5p/4kZ0JJ7g3rMiNJF2OpcDK9kNn+OqXgxy7EI9edOj1gl6nw82gx81owM2gx2Q00KR6GB2a1qRySMk19hpZ+15OZlxh8qE1nM64yuDqHfB183DYrogB/Kbb2uOmTkDl7UC8xv1RaUpD40ZIWdvkjo6OVjExMTf9OJW3G5XUFzweRufzklN9KlBW7vtpEm2Da/NKowedatteNu09yVvLfiQ+NRN/L3eia0cgQIHVSoFVkZdfQJ7FQp6lgIzsXE5dsgVq16oUTIcmNYiuVYn6kaGYjMX7XZphyWHmkW9YExeDl9HM49U70KdKG6fsMytrJirjPchaDOJeGBnxMLZC/Bq3OiKy69/q4d4yM0pxa4ry6A9ZS1DmrohbM6fZ1ouOlkE12JFwvMQrnlutivfXb+eDr3dSt3IIz/btQLsGVTEarl/s9mJiGj/tOcGPsceYt247AAa9jnpVKtC8VgQP3tGYED/X1930Mpj5b4Me9K7SmhlHvuZgalyRRPJI6gXq+IZf9xrReSI+z6E8HkSlTUKlT4Ksz8DnBcTU1llPQaMccsvMKAFbubWErrbZRNBXTs3SWX8hllf3r2Rhqyeo7xfhNLs3Q3pWDi98/C0/7z/NA63r8/xDHeyaEaZkZLP31EX2nLzInhMXOHDmMjqdjgda1+PRe5oTHuTrAu//iVKKPKsFk/76M76E3HTGxnxM2+DajKh1T5Ftk7vRJpYF58DcFfF926nvCY2yxfVmlLeUUAKo3M2o5CHgOQqd9xin+ZWWn033zVNoFlCVd5v1d5rdopJvKaDfpKWcvZLMhN538uDtjZwWFnUhIZWPv/uNNdsPYbVaaVu/Kve3rsftDavdcKbqSmyxsrbnmJ6fzaSDq/E1evB0vQfQF3FWr1ReYcfHmeDWFvGbjegc3xfVKHtcTyhvqVNvADHdAeb7IfN9VL7zYh99jO70r3o7W64eZl/yWafZLSo/7j7OyUuJvDmoE73vaOzU2NHwIF8m9rubta8Pov/dURw6d4Wn56/j3uc/4L0vt5KW6dyak0Xl9+e4L/ks3kZ3xtTuRHJeJnkFlpuw4YZ4jUJ834a87ajkQSirVmNU43+55WaUAMqahIq/DwyRtpQ3JzWryrbk0WPLu1TxDGJeiyHF2tNl4OTlpGZms+rlR9HpXDuupcDKzsNn+fKXA/y05wTe7iYGd2pJ7zsaF+vhj1VZSczNYMD22bQNrs2FrERqeocxtk4ndMhNv/4qZwMqZRwYaiABCxFdgIs81yiNaDPKvyG6AMRnIuTvAScGIbsb3BhcvT27k8+woxgzdQ6eucz+05foe2cTl4sk2A552jaoypSh97Psv4/QILIi077YQreXFvLJj7Fk5bgmXvV30vOzKSg8NAs2+/Bp29Ek5qbTu3JrBla7Hb3o7PqSEvO9iP9csJxGJfaz9V3S0OAWFUoAzA+AWztUxlRUgfPqSXaPaE6Yuz+zj23AWkzFGHYeOQdAl5Z1i2W8v1KrUjCzRvdg3theVA7xY+rKzXR5YQHz1+8gO9c1hXQ3XznE5ENr/vj7ePpl3HQG2oc2INDk/cfrnmnJ5UJWEmvjdhU5GUBMtyMBC8B6BZXUD2U555LnoFG2uGWFUkQQn1dBWVDpU51m16gzMKzm3RxLv8QPl/c7ze71uJyUjp+nGW8Pc7GMdy1a1KnM/Kce5OOn+9K0Rjjz1m2n12uL2LjnhNMLUtwX1oTM/BwmxC7h24t7WBcXSz3fSuRZLVisBehER57Vwsyj37Dg5E/8knCUwTvmcTClaGXXxK05ErAYrBmFYnnCqf5rlD1uWaEEEEMl8BwIOWtQ+QedZveeio2p4RXK/OM/Fsus8nJyOqEBPi4fpyg0qlaRqcMf4MNxD+LlbmL8+2sZN28N6VnOO/Ax6PS80aQvTf0jOZQaR5vgWnQOa4qbzoBBZ9tvfm3fSnQIg6q3560m/bgvrAlH0y4WeQwxNkQCPgGUbRmef8Bp/muUPW5poQQQz+EgvrZyXE6a+ehFx8Bqd3AuK4Ft8a4vlpGQmkmgT+kKaWlWsxKfPv8w43rdzrYDZxg4eTnnriY7dYyHq7ZjXN2uNPSrzOnMq3/cvuT0FlLysxhZ617C3P0ByCnIJ/Um21DY6lt+CuKJShqAyi+eFYJG6cNlQikiESKyUUQOi8hBERl7jWvqiMh2EckVkQmu8uW6fuq8balseTsgd5PT7N4V2oAQsy/Lzmx1ms1/w9vDRHp2rsvHuVkMeh2P3B3F3LG9SMnIpv/by5ix+mf2n76E1eq85binwURibjpp+dlcyUnlSOoFhtfsiJfRjE50xCadYv2FXXQObwrAtvijfH52O5ezU25oWwxVkMBloPNDJQ9DWbS6o7cirpxRWoDxSqm6QCtgpIjU+9s1ScAY4F0X+nFjPPqCPhKVMQWlih6Ddz0MOj0PVm5FTNIpjqW5tvlYiJ8XV1MyXDqGI0TVqsSS5/rRqFpFlv4Qy8DJy+k88UNmrP6Z3HzHX28/N086hTXFx+iOSWdEECq624p7pOVn8+7hdTxbvzs5ljzmHNvAghM/cSUnlQG/zOJYEZbjog9F/OeDykMlD9HiLG9BXCaUSqlLSqnYwt/TgcNA+N+uuaqU+g0o0T6jIkbEewJYTkD2SqfZ7RHRArPeyPKz25xm81qE+HmRkJLp1FmaswkP8uW9UT34YfIwXn/0PupVqcCi72IYNn0lCanOKU+nlCI1P4uzWQkcS7vEhawkRv32EXeG1KOOTxifntlKoJs3LzTsyeja99Ensg3nsxKLZFsMNRC/WVBwDpUyymUl+zRKJ8WyRykikUBTYGdxjGcXpo5gjEJlzLT1AHcCPkZ3uoY3Y8PFvU7vPPhXQvy8sFitJKVnuWwMZ+HjaaZLy7pMHf4AU4Z05VhcPAPeWcaek473WxcRqngGMbLWvUw/+jXLzmyjRWB1hta8m68v7CbI7EPLoBpU86pAvtXCliuHybPeRBaPqRXi+ybk7UClPodSzm29q1F6cblQiogX8AXwpFLKrjWLiAwVkRgRiYmPj3eug3+OgXg/B9YEVOYCp9ntU6Ut+aqAVedc9x1RqbBIxalLRZsdlRbualaTjyb0QacTBv/f50z5fJNTYi9bBdVkYasnmFDvfkbWuhershKXlUQD3wgivUIAWH72Fxr5V+bu0IbkWS0sOb2FWUe/5WT69YPMxb074jUOctahEu5H5e5w2F+N0o9LhVJshf6+AJYqpVbZa0cpNV8pFa2Uig4ODnaeg39D3BqDuQtkLnDapn0VzyBuD6nL8rO/kJDjmr2tRtXD0Imw63jZO2ioExHC5y/0p/cdTVi2cTd93lzC2SuOn457GGytiUWEo2mXOJsZT+vgWgB8e3EPF7KSaB5Yg4OpcbyybwVH0y4SYPLimd1LOZVx5bq2xWs44r8YAJU8AGvqC9q+ZTnHlafeAiwADiulnBfR7WLEewKIAZU63mkHO6NrdyLPauHdw65pQ+DtbqJu5RB+O1o2+1h7mN14tk97PnjqQTKz8xj07mccPnd9sbop+wYTFlXAtvijfH1hN2viYmgeWB2zzsj2+GNU8gjkjcZ96Rd5G7V9wriQlXRDm2JqhQStBc8hkP0FKqEzKuc7p/msUbpw5YyyLdAf6CAiewp/OovIcBEZDiAioSISB4wDXhCROBEp0chp0YcjPq/b+kJnvOcUm1U8gxhS4y5+unKQjVecF9j+V5rXjuDAmcsuSxssDqJqVeKjCX0wuRkYOm0l89fvICnN8X3XKp5BjK7dieVnfuG3xJMMqHYHHSo04FTGFTIsOfSv2g6AY2kXsagCqnuFFsmuiDs676eRwJWgC0SljMKaPllrjVsOcVmpF6XUVuC6lQmUUpeBSq7ywV7EvQsqbxtkzkO5tUJMrR22+XDkbXx3aR9TDq0hOqAa3kZ3J3j6J9G1I/j4uxh2n7xAm3qRTrVdnFSp4M/HT/fljaU/MG/ddhZ8+yv3Rdfm8c4tiQi2v59P88DqNPWPRETQi464rERWx/3GK8fxYVcAACAASURBVA0fxNvoTkpeFodSLxBq9seou7lqUmKsD4ErUelvQuaHKHTgNb5Yq0dpuJZbPjPn3xDvF0BfFZX6NMp646XYjTDo9Exs0IOk3AxmHf3WCR7+L02rh2M06Nl5uOwXcQjx82LmyO6senkgPW9ryA+7jzNs+kqHZ5cGnf6Pgr7nMxNp7FeFur7hZFly2ZV0ksOpcTT1r0Kw+eYXNbYQs5fBvV9hIeDp2syyHKEJ5b8gOg/EbxpYUwpDQRx/09fzrcRDkW1ZHfcbsUmnnODln7ibjDSrEc4vB8841W5JEhka8MfeZXJ6Fk9/sI58S4FTbIeYfdkWf5T1F2KZcmgte5LPUMc3nPahDey2aSu08hK494bMuZA5yym+apQ8mlBeBzHWRbyftaU2Zi1yis2hNe4mzN2fNw+svqkYvqLQpn4kJy8lcjnJdTGbJUG9KhV4uf897D5xgb5vfsK2A6cd/uKq7l2ByU0fZl/KOSq6+/FIZDu6VbpmzdabQkSH+LwG7r1QGe+hMuY4bFOj5NGE8kZ4PAKmu1DpU5xSYcjd4Maz9bpxPiuRleecG4PXpl4VALYfOuNUu6WB+5rXYdoTD2ApsDJ69peMfG+1w18I9f0ieK5eN4bWvJsK7n5O655pE8s3wNzdtgTPmOcUuxolhyaUN0BEEN9JhaeaTzkla6d1cC1aBdXko5MbSc1zXjZNtYqBhPp7881vR51mszRxR6PqrHxpABMevIP9py8xZOrnXEpyLH7RVQcuInrE9y0wP2ArDp35oUvG0SgeNKEsAqLzR/z+z5bnmz7ZKTbH1O5ERn4OC09tcoo9sH3o+93VjJhj5/+oel7eMBr09OvQjHlje5GalcvQqSs4cSGhpN26JjaxfBvMXVDpk1GZC0vaJQ070YSyiIhbc/B4FLKXo/J+ddheDe9QulaK4vOz24sU4FxUHry9EaH+3sz6cmu5PnWtHxnK3DE9ycjJo8+bS5i48Bun1ru0WAuYdfRbh7OpRAyI7xQwd0Klv4XK+sxJHmoUJ5pQ3gTiNQb0lVCpL6CU4/Ufh9W4G4NOx+xjG5zgnQ2T0cCwrq05ePYKP+0p3y0M6keGsvqVRxnYMZqNu0/Q69VFrPx5n1Nsn89KZMW5HYyLXUxGvmPV2W1i+a6tR1Paq6g8x7qIahQ/mlDeBKLzsGXtFJxBZTge+hFs9uGRyHb8cHk/+1Oct1Tu0rIukaEBzFnzCwXW4mlwVlL4ebkzpkc71rw+iJZ1qjB5+UZinZDzXtUrhDca9+V4+mX6bp3Oz1cPO2RPxGgLN9NXQqWMdmpDOw3XownlTSKmtuDey5aBke/YhwfgkartCDR5M+XQWvKdFC5k0OsY1qUVpy8n8fP+006xWdoJ8vXkrcc7Exbkw7MfrmfvqaL3x/k32oXU4cOWw/AxejA+dgkT9ywjKdf+wzzR+SD+c0DloJJHopTz+ghpuBZNKO1AvJ8FnT8qdaLDhTM8DCaeqXs/R9IuMO/4D07yEO5qWpPQAG+W/hjrNJulHW93E1OHP4BRr2fQu5/x9vKfyHCwRUZ9vwgWtRnBsJp3s+nKIXpvneZQz3Yx1LDtWVoOoFKf1cSyjKAJpR2Izg/xeREsB5wSiN4+tAE9I1qw5PQWhz6Ef8Wg1/FQ+6bsOh7HkfNXb/yAckK1ioGseGkAfe9swoote3nozU+4kuxYvKVRZ2Bw9Q580nY0IWZfJsQuYacjYmm+G/F6GnK+QSX2ROUfcsg/DdejCaW9mO4rDESfgbI4vr/4ZJ0uVPMK4ZV9K0h0UjX07m0b4GEy3lKzSgBPsxtP927Ph+N6k5KZw4iZq0jOcLwaeVWvEOY0f5zKnkFMiF3Cb4kn7bYlXkMQ/wVgTUUlPojK+AClnJOeqeF8pKyFkERHR6uYmNJxaqgKLqMSOoOxIeK/EHEws+Nk+hUe3T6bJv5VmRE90CmZIlM+38iKzftY/sIjVKsY6LC9olJQUMCPn/zMtwt/IjU+DZ1eh06vw+hmoPEd9WnbsyW1o6ujN9xcpZ6bZdexOEa+t4qIYD8mPnwXTaqH3/hBNyA5L4MRvy4gLiuJ6VEDiQqsZrctZU1Cpb4Eud+BsTniNxnRO+6jxs0jIruUUtfMY9VmlA4g+lDE+xnI2w6ZjqepVfeuwFN1urAz8ThLndTmdvB9LfF0d+ONpT8UW/OxzNRMXrz/baY8NpuUq2lUqR9BeM2KhEaGYPY0s2rGesa2mUh3v4E8e+/rbF8b47KYz6halZg+ohsZObkMevdzJn70jcMdK/3dvJjdfDBhHv48FbuI3Un2H5iJLgDxew/xeRssh1AJD6DyDzjkn4bz0WaUDqKUQqU+DTlrEL95iLmDw/ae3/Mpm68eZkGr4dTzdbxc57odh3hp0Qae69uB3nc0dtje9cjLyWNk8+c4f/Qio94bTJehd/8jTTA9OYNd3+3l4LajbF8bw5Wz8UTUCeeegXfSaXAHfIOcX7s5OzefhRt+Y/H3MXh7mJgzphc1w4McspmYm84Tv37IlZxUZkY/RmP/Kg7ZU5ZzqKSBQDYSsAwxVHXInsbNcb0ZpSaUTkCpHFRiPyg4jQSuRAzVHbKXlp9Nv20z8TKYWNJmFEadY/WVlVKMfG8V+09fZsWLAwgN8HbI3vX4fvFmJj86i5dWTqBdz5Y3vN6Sb2Hj8m18/cEPHNh6BA8fd3pP6Eb30ffh6evpdP9OXkxgxMxV5FkKmDWqB/Uji1bN/N9IyElj+K8fkpCbxpwWjzv8xaYsZ1BJfQEzErgc0Tvmn0bR0ZbeLkbEjPjPBjGhkkc43GjKx+jOs/W6cSrjKotObXaCf8LEfndTYLXyzmc/OWzvevywdAuValXkth4tinS9wWigY/87mLbldT7YP5Um7Rvw8UvL6Vf5CZa8ugJrEQLmY3/czy9rfivSeNXDgvhoQh+8zG4Mm76SXcccC04PMvswp8Vg/Nw8eTr2E8dTHg2RtkMelYpKHoSypjhkT8M5aELpJERfEfF7DwrOFzYmc+wEs11IHe4JbcRHJzfdsCtgUQgP8mVo51Zs3nfKpQUzLp++So1m1eyqyhNZP4JXVz/D3F2TibqnESf3nUGnu/5bNC8nj8QLSUwb+j6fT/mqSOOEB/myYEIfKvh7M2rWKrYdcCwoP8Tsy7vN+pNhyeGZ3UsdrjMqxvqI31ywnEUlD0VZS3+/9vKOJpRORNyaIz4vQO5mVMYMh+2Nq9sVD4Mbbx5YjVU5nor4UIemVAzwYcaqn112sJOTkYO7p9khGzWaVuWlFROYuOzJG17rZnbjjj5tiKgdRl5O0Rurhfh58eG4B6kaGsi499c6nPZYwzuUlxv+hwOp53nn4FcO/3uJqZUt5TF/ny3lUeU5ZE/DMTShdDbuD4H7g7bGZDnfOGQqwOTFuDpd2Z9yjpXndjrsmsloYFS3thw5f5Wvf3M8/fJa+If6kXzFOctFo5vxhtdY8i3MfOIDgiMCeeTF/wAU+QTd39uDuWN7ER7ow/j313LmsmNVnDqENmBw9fasvbCLkb8t4HK2Y6+DmO+xVUvP+7mwHUn5ztsvzWhC6WRsfVNeBmNT25s7/4hD9jqFNaFVUE3mHNvg8AcP4N7o2tSrUoHZX20jJ8+5rSgAgsIDuHy6+DKBPp+yhounLjPhoxGALX7zr8v+G4mmr6eZmSO7oxPh8akr+H7XMYdClYbWuJsXG/TicOoF+m2bybcX99htC0A8eiNeEyBnHSr9jXJdOq80owmlCxBxs+1XijcqZaRDVdFFhOfqdUcBr+5ficXq2N6nTic81et2riRnMOsr58Rq/pU6LWpy5uB50hJd17fn3JELAPy8aiebPtvGuA+ewOhmpKCgAL3+fwPYi3IYVCnYj/ef/A8hfl48++F6xr+/loTUTLt8ExHurxTF0rZjqOYVwkv7PuflfZ879u/mOQQ8BkHWJ6iMmfbb0bAbTShdhOhDEL8ZUHABlfaKQ7bCPPx5uu797Eo6xSwn1K6MqlmJvnc24dOfdvPzfud2g2zSwdbFcO9m1+Qv52TlMnPEB7zSczLL3lrFqPcGU6lmRaxWK3q9/g9hjI9L5NdvdjN7zEIWvrDshnZrhAex+NmHGNujHdsPneHxqZ8T70BgerhHAPNaDGFIjbv45uIeXj+wyu59SxGxFWJx7wWZs7Gmz9BmlsWMJpQuRNyiEK9RkLMGlV20E9l/o2ulKHpXbs2nZ7by9YXdDvs2tmc7alUK5uXF3zkkCH+nTosaeHi7s+u7vU6z+VfMHibeWPc8eTn5XDkTT6Pb6wE2MSkoKECn0xEfl8jCF5exc/0uakVV49yRC7z1yI3FxaDXMfCeaOaN/Q8JqZkMm77S7pkl2PqID6lxF8Nq3M03F3cz48g3dgucbUvnDXD/D2TORmVM08SyGHGZUIpIhIhsFJHDInJQRMZe4xoRkZkickJE9olIM1f5U2J4DgdjFCrtFYeLZzxZpzNRAVWZdHA1h1IdO6U1GQ28NbgzOXn5TFz4rdMK/BqMBpre1YCYDXtc9kE2e5iY9PVE7nusPd8t2kRaUjoigl6vp6CggI8mfkpolRB6PdWV+wZ14Ml5Q/Hwdi/SMhygcfUwZo7szuXkdIZNX0lSmmPhOYOqt6dPldYsO7vNobhYEX2hWPaxHRZmvKuJZTHhyhmlBRivlKoLtAJGiki9v13TCahZ+DMUmOtCf0oEEQPi9y6gK4yvLHoIy98x6PRMavIQgW5ePLN7qcNVhqqGBvBMn/bEHDvPJz84r8JQm24tuHI2np3rXVu1aMjk/tRpWZPvF23m0mlbrOn693/A3cudjgPuIKy6Lavl0zdXkXQ55Y/9y/y8G/8bNKtZiZkju3MpMY3hM1aSnG6/WIoIT9Xpwn0VmzDn+Hd8eb5owfHXtqVDfF4Fj36Q+QEq/W1NLIsBlwmlUuqSUiq28Pd04DDw97Io3YDFysYOwE9EKrrKp5JC9OG2FhL5ex1uIeHv5sXkZo+QmpfF83uWOVwVvVvr+rRvXJ15635xWnOuDv1uI6xGKB9N/LTIszh7qVwnnNsfbI3ZwwRA4sUkakVVwz/UD4Cfv9jB6QPnGD51IABL3/iCuU8tYsF/P72h7ehaEUwb0Y3z8Sk8NW8Nefn2v9Y60fFSw160CarF2we/ZONl+wtfiOgQ75fBYwBkLUSlv6mJpYsplj1KEYkEmgJ/DwYMB87/5e84/imm5QJx71y4vzTP4S6OtX3CeKFBT/Ykn2H6ka8d80uE5/p2wGgw8MbSH5zygTMYDTz6Wl9O7z/HttWOd6y8EcGVAvGv4Edebj6nD5yjRrOqmD1MHPn1OGvmbqDn2C5cPn2VhS8s4+AvR7hvUHsO/nKkSJk8LetU5tWB97Lv1CXe+XyjQ6+PQafnrSb9qO8XwQt7P+PXRPubv9kOeCbaOoNmLbY1LdPiLF2Gy4VSRLyAL4AnlVJ/T4S9Vp7bP96JIjJURGJEJCY+Pt4VbhYL4j0R9FVQKRMczuG9N6wxD0fexopzO9h0xbET5mA/L57s2Y6YY3F8uc05Jb5uf7AVoVVDWDVjvVPsFQU3k5GIWmHMGD6f7xZtYlK/Gdwz4E4CKvqxd+NB3MxujJ07lFpR1ek2shMXT1wu0oz3nqjaPHZvc1ZvPcBLizaQ7kB7CXeDG1ObDaCyZxDjdy1xglg+bwsfyv4UlfayJpYuwqVCKSJGbCK5VCm16hqXxAERf/m7EvCPrlBKqflKqWilVHRwcLBrnC0GROeJ+E0Fa2Jhy1vHZm8jat1DHZ9w3jjwBVdzUh2y1aNtA6JrVWLaqp8dbp0AoNfr6TG6Mwe2HmHv5oMO2ysqQyb3p33f28jPzWfwWw/TccAdnNp3Dku+hTbdoqlQJZjUhDR2rIuhbuta6HQ6lFJYbrCsHvFAG4Z0bsk3vx6h7xufsPvEBbt99HXzYHbzwVTyCGD8rsWO9eARsQWkew6H7M9QaS9qy3AX4MpTbwEWAIeVUlP/5bI1wIDC0+9WQKpSqlz38RRjA8R7nK2ideYch2wZdQZeb9yHfGsBL+9bQYEDswkR4YWH78ZqtfL0/HXkOrAf9zudhtxFaGQwM4bPJy+n+HKVez7ZhS5DO3LHg60B+GbBj1SpF0HVhlVQSrF11U4CKvhRv20drp6LZ8bw+bwz4D0+nXSt73Ibep2OJ+5vw4IJvdHrhSdmfOFQ5aEAkxdzWzxOZc9gJsQu4Zf4o3bbsonlU+D5BGSvcPh9pfFPXDmjbAv0BzqIyJ7Cn84iMlxEhhde8zVwCjgBfACMcKE/pQePQWDujsqYgcr+9w9nUajiGcSEwmD0T07/7JCtyiH+vP7ofRw4c5lJy350eGbi7mlm7LxhnD968boi5EoSLiTi5edBxwF3ALZ6mXHHLlG5XiXyc/OZ8thsvAO8eOTF/7Dz61i+W7TpuvYaVwtj8TMPER7ky1Nzv3KocZufmydzmg+mmlcIT8d+ws9X7U93tYnlk395X62z25bGP3HlqfdWpZQopRoppZoU/nytlJqnlJpXeI1SSo1USlVXSjVUSpWuirwuQkQQ3zfArY1tCZ67zSF7XcObcXdoQ+Yd/56DKedv/IDr0L5JDYZ2acXa7YdYvtGxPGWA6Hsa0/6htqx4dw3xcYkO27tZAsMCMHmYePae15jxxHw2Lt9Kzahq1GlRg7Vzv6NOi5oMfuthqtSLoHZ0dXKzbrz/6OflzuzRPfFyNzHqvdWcu2r/frOvmwezmg+mhncoz+5eymYH9pv/eF8Zm9vqDOTdWk3lXImWmVNC/JEPbqiOShnlUPEMEeH5+t0JNvnw4r7PyLQ41st6aOdW3NGoGlO/2MxvRx0TXoBBb/ZDWVWRUgmdjYjw0ufjaderNTWaVuWZj0fR4aHb2Pz5dtKT0hn81sMAXD0Xj06vI6yGLfbyRrPp0ABvZo/pidVqZeTML4hPtT+7ycfozqzmg6jjE8Zzez51MHTIDfGfBfowVPITTukQqqEJZYkiOm/E/wMQL1TyEFTBZbtteRvdea1xby5mJfPS3s8c2q/U6YTXH72PiBB//vvR1w5npoRGhtBr3P18v3gzW1c7Xi7OHroO60iXoR3xr+DH8dhT/Pjpzzwx7VEAstKz2bflMFfOxlOpVhhAkQoPVw0NYOaoHiRlZDN8+hcOpTt6G92Z2fwx6vlW4oW9n7E3+azdtkTnj/jPB1Rh4V/HDvo0NKEscUQfahNLlWETS6v9J85N/CMZV7crP8cf4f8Or3Voj9HL3cTbgzuTnpXLK0u+c3i/csArD1IzqhpTH5/L1fMJDtlyFC9/T+q1rkVAqD/pyRns33KIzSt+4b7H2lOhSvBNPdcGkaHMHGFLdxw6bYVDefNeBjNTmw0g1N2Pp2OXEJdl/1aFraXEbFvFfa3wr8NoQlkKEGMdxG8WWE46/KbuXaU1j0S2Y+W5nXxyxrHDnVqVgnmyZzu2HjjNZ5sdK3JhdDMycdmT5OdZmDZ0XomGsPiF+BJ39CKv95nK/z0+l51f76Zdz1a07BIFFG02+VeialVi1qgeXE3JYMi0FQ6FV/m6eTAtaiBWFE/tWkRafrbdtsStuW3PMm+HrdaAFjZkN5pQlhLE1LbwTf0LKtWxWLhRte/l7tCGvHf0W76/tM8hv/rc2YTbGlRl+hdbOH7BsZlgeI2KDHqzHzEb9vLjUsdE3BHcPc28t+MtmtxZn4797+DhF3pxz8A7HbLZtEY4s8f0JDEtiyFTV3Apyf4mY5U9g5jS9BEuZCXz7O6lDqWpinsP8BwB2Ssh8wO77dzqaEJZihD3nojXGMhZDZnz7LajEx0vN/wPjf2r8Mq+FcQm2d88S0R4pf89eHuYeGb+OlIzc+y2BfDAyHup17oWs0YvIO54yYbM3v/EvbTt3oLAiv5Osde4WhhzxvQkJTOHJ2Z84dBr1TSgKi827MmupFO8ffArh744xWssmLvYqg1llUyYVllHE8rShudIMN+PypiOyrW/ArlJb+Tdpv1tRX9jl3A6w/54vwAfDyYP6cqlpDReXuRY4WC9Xs9zn4xBb9DzSo/JZKXbv7QsjTSsWpGZI7txKSmdCe+vJd9if2XzTmFNebx6B9Ze2MXi01vstmMLG3oH3Nqi0v6LyvnWblu3KppQljJsBVpfB0MtVMo4lMX+8BxfNw+mRz2KUafnyV2LSMmz//S6aY1w3n68C6O7t7Xbxu9UrFqBicuf4vzRi0wdMrfc7Z01qR7OK/3vYdfxOIcLjQypcRf3VGzE7GMbWHfB/rhIWzjabDA2QaWMR+U63i/+VkITylKI6Dxsb2qsthhLZf+sK9wjgHebDSAhJ40XHQwburNxdaqHBdn9+L/S7K6GDHy1D5s/337DbJiSIDsjmwJHZoMt6jCsSyvW7jjER986Un9SeLFBL1oE1uCN/V/wkyMxljoPW9iQoSYqeZTDVaxuJTShLKWIobKt4K/lCCr1JYdmJQ38Ini63gPsTDzO+8d/cKKX/4tSiqspGZwuYtvXPs92o/Gd9Zk1egEn9ti/j+psLPkW/tt5EtOGvu9YR8YurejUvA6z12xj3U77M25MeiNTmj5Cg8LybNvjj9ltS3Q+SMBHoK+ESh6GynNNy47yhiaUpRgx3Yl4jYacryBrqUO2ukc0p1ulaD4+tYmNV1xTzScrN5/fjp7n6flr2X/6xgc1v+9Xevt78ULXt0o8vvJ3DEYDTdo3YMPHG1n+9pd22xERXu7fkea1I3h18Xf8tMf+kmruBjemRQ2kuncFntm91LEDOl0AErAQdP6o5MdR+fYX5LhV0ISytOM5AkztUemTUHm7HDI1oe791PUJ57V9KznjwOHOv+FpdqNLy7qM6dGOlxdt4HLSjeMJg8ICeHP982Rn5DCxyySyM0rH4c6AV3rTod9tfDTxU75fbP9+npvRwLThD1CvSijPL/ia7Yfsz7jxNrozM/pRKrr7MX7XYof6JtkSHT4GMaGSH0NZztht61agSEIpImYRGSciq0TkCxF5SkTMrnZOo7Dsv+8U0IejUsaiCuwXOJPeyDtNH8ao0/Ps7qUO54TDnznR+QUFfzQou71hNaqHBRKXULRiEVUbVuGlFeM5dyiOqUNKNhj9d0SE8QtG0PSuhrw7aDY/f7HDblseZjfeG9mdqqEBjJ+3xqFalv5uXsxqPghfNw/GxCzkZLr9aa9iqIwEfAyqAJX0KKqgXFc4dIiizigXA/WB94BZQF1giauc0vhfROdjy9xR6aiUMShlv8CFuvvxZpOHOJuZwKv7HathCX9msRj1eqxWm8At/j6GhNRMIisEFNlOVMfGPPZmPzZ99gufvWP/cteZuJmMvLr6aeq0qsWkftM5sPWw3bZ8PM3MGd2T0ABvxs7+klOX7E9PDDH7Mrv5YNx0BkbHLCQhx/7gdjHUsO1ZqjRU8mCU1Xmti8sTUpRvbxHZq5RqfKPbioPo6GgVE3NLVGP7Byr7a1Tqk2C6C/Gbia2AvH0sO7ONaUfW071Sc56v3/2m0/YAvvn1CIu+j6F+ZAUuxKeSmplDoI8neRYLgzu1pEXtiJuyq5TirUdmsHHZNp6cN5QuQzvetE+uID05g9Gt/kt2ejazY94hKKzoXwB/53JSOv3f+RQvs4nFzz2Et7vJblsn0i8zaMdcanuHMafFYIw6g922VO52VPJjYLoH8Zth1/uhrCMiu5RS0de8Uyl1wx/gY6DVX/5uCcwpymOd/RMVFaVuZawZi1XBpZqqIHmcsloLHLI1++gG1fyb59W0w+uV1Wq96ccfPHNZ3Tl+jpqzZpvKyslTJy7Eq4TUDId8ysvNUxO7TlIddQ+qn5ZtdciWMzm1/6zq6vWwGt36eZWTleOQrZhj51X0iGnqqblfqYKCm3/d/8qGi3tU82+eV1MOrnHIjlJKWTM+UAWXaiprxgcO2yqLADHqX3TnuktvEdkvIvsKhfEXETkjIqeB7cDtTpNyjSIjnv0Rr3GQs9bhQgdP1OzIg5Vb8emZrSw4+dNNP75elQrMGtWDLftOcSwunuphQQT6eAK2PcvfOXc1hdjjcazZfvB/br8WRjcjL34+jgbt6jDl0Vkc2GZ/nU5nUrVBZZ5ZNJojO0/wdv/3KLjB87geUTUr8VSv29m09yQLN9gfYwlwT8XG9Iu8jc/Pbeebi7sdsoXHYDDdh0p/F5W73TFb5YzrLr1FpMr1HqyUsv8Iz05u5aX3X7Gm/x9kvg8egxHvZ+xeKlmVldf3r2L9xVierNOZfpG33bSNLftPse3AaUZ1a4u3hxlLgRWD3vYdvHzTHo5fiCclPRs3o4GLiWkseqbvDW2mJaYzps1EMpIzmL71jT/qRJY0X0xbx7zxi+g94QGGTO5vtx2lFC8s/JZvY44wc0R32jaoarcti7WAUb99xMHUOBa0GkYtH/tfK2XNQCX1hoJEJGg1oi8dr3tx4PDSuzT93OpL79+xWq2qIPUV21IpfZZDtvILLOrZ2E9U82+eV6vP/WqXjasp6Wr9zkPqanL6H7ct/PZXNeH9NWrn4bMqPsW2JB8/b43ad+pikWyeP3ZR/SdkkOodNkSdPRxnl1+uYPrw99Xd8h/16zexDtnJyslTfd5YotqOfU8dOXfFIVsJOWmqy09vqW6bJquU3EyHbFnzT6qCy01VQXwPZbU6ts1QlsDepbdG6cXW0/nFP5tJZX5sty2DTs/rjfvQOqgWbx380q7SbMG+XlQNDeDAGVu4ytYDpzl9JYlH7oqicfUwgnw9Sc/OJT41E10RZ7+Valbk3Y2voKxWJrR/mXNH7A+rcSbDpw4kskEEkx+dTeKlZLvtuJuMzBzZHW8PE2Nmf1mkuNN/I9DkzdtNHyY+J40X932GxWr/1oAYqiG+k8FyAJX2aqkI1yppNKEsw9hiLCeB6V5bQHrWCrttGXX/3959h0dRfY8ff5/dzaYQUgm9qRthXQAAIABJREFU995BUKqgCIIgYkFQQRRRFBsqCjawi10UFSmCiqKggl2UooD0DtJ7S0hISC97fn9s8OfHL5KwM5vGfT2Pj+BOztwJcnJn5t5zXLzY4sa/S7Ot82HnR4Oq5ejavDYAOw7FUqVMBDUrRBEY4OJUchpjp35P81oVaVTd25cmJR8tbKs1rMLE354GYMzlE4rE7p3A4EDGfno/6cnpjB8wkcyMLJ9jlY0I5c2RV5OWkcU9b8/jdKrvpdnObFVdEbeTly1WuJeg7rntb7+AtM98jlNSmERZzIm4kIhXwN0RTRqHpn3nc6wgp5uXWwymQnAkD6/7mIMp57/Wz+NRUtIz2bLvGG3qVaF0SBBxiSk88/EvNK5enuu7NGfjnqM8MuVbJsz6mRdm5/0SqWr9Sjz3/VhSklIZ0+MZThyI9eXybFW9URVGTxvJ1uU7mHTPh5Zi1alUhpfv6MP+EwmMfn9Bni+8zqVflTbcUqMz8w6utFSaDfDWRnV3RJMmoJnWO3IWZyZRlgB/d94LaIUmPoRm+v4m9UwrAoD718wg8TxLszkcQqkgN01rVmTCxz/z1R+buf3VOTSsVo4uzWqxeMNuflrzF5Wiwxh7Yzd2HIplTj7aTNRuXoMJ34wh7tBJhjcbzcrvLb7htUHna9tz/cN9+W7KQv78zlpr2IvqV+WJwZex6q+DvLfA911AAHfWvezv0mw/HPE9wYk4vT+EneXRUyMu6I6OJlGWECLBSOS7uVVhRqLZvi9IqFIqmpdaDOJoWgJj1vvWiuCWy1tz46UtQbxVdG69oi2b9h7lWMJpWtSqxKirO1I6JIhLGtXI1y04QNNODXlv/UTK1yjLM9e/yp6NBb7o4v+4+enrqdawMm/c+T4pFrtV9m7XkH4XN2bajytZvcP3OqQOcfBEkwG0jKzB+E1fsvrkbp9jiSMCiZwC6vEW0PDkrzJUSWMSZQkijnBvR0fIbVOav73WZ9MiqgbjmvRnTfxent/ylU/Pu/p3aEK/ixvTs219klLSWb51P42ql6NbyzoArNlxiNU7DtK2ftV8x6xQsxzPzB9DSFgwj1w2nv1brfcdt8IdGMADU+7k5OF4Jo2aajne6Gs7UzUmknHTfrDUSsLtcPFSy8FUKRXNw+s+Zvfp4z7HElcNJHIy5Bzx9gpXa+1AiiOTKEsYcVVFIt+BnEPe4qwWOjqeaUWw4PBapu+xVhH7+1XbCQ4M4PJW9QBYt+swy7buo12DajSsVo6dh+NYuf0Af27Le5ZYplI0Ly98EofTwUPdnmbHGt9nTHZo2K4ug8YN4OePFluqNATeAhrP3tqT+NOpTJj1s6UXMmEBwbze6hYCnQHct2Y6sVb2hLtbem/Ds9ajp0aj6vtz1OLIb4lSRKaKyAkROWtJZhGJFJF5IrJRRFaKSGN/jeVCI+7WSPgLkLXSckfH22t3o0eFZry78yfm7Pd9t4bb5SQp943u18u2sGjDboIDA2hZpxIL1+3k/ne/Zvm2/Uz4+Be+WJL3M8sq9SrxUm6yvKfdY3z87Jc+j80Og8ZdQ5OODXh71Iecik20FKthtXLc3fcSfl2/i09+tfYstkJwJK+1vJnErFSe2Pi5pSIoEtQDKf0oZPyEnn7R0riKG3/OKKcDV5zj88eA9araFLgZeMOPY7ngSHCf3KK/1jo6igiPN7mGTmUb8PK2+cze94dPca7u0ARBuO+dr/l88XrvLXiLOuw5Gs+XSzfy+KDu3Ht1R167sy9LNu0lMSU9zwRfrUFlPtj0Kp2ubc/0x2cz941vfRqbHZwuJ/e9dwfpKRnMfNr3ZVpnDO7Wii7NavH63CWs3G7tJUr98Eo81OAq1sTvYdZea22CpdQQCLkFUqdbWrtb7PzXSnQ7/gGqA5v/47NvgQ7/+P1uoFxeMc3OnPzzeDyak/Cgd/dO6gJLsTJzsvTh3N07s/Ys9TnOsfgkzcr2FvP4ZtlmHfrybN2896iqqqZnZumnv67Vlz777bxiZmdn65NXv6jdZYB+9tJXPo/NDm/c9YFe7rpOd2/YZznW6dR07f/UdO364Dt6KPaUpVgej0cfXfeJtvthrG5OOGAxVrbmxI/UnKN11ZP2g6VYRQlFdGfOBqA/gIi0BaoBlc92oIgMF5HVIrI6Nrbw19AVF942pc/lLht6BM30/TYuwOHi2WY30K18Y9746ztm+PjMslxkaVxOB3uPxTPtx1Xc178TjaqXJ8fj4XBcIofiEmlSw7sgXfP5yMDpdDJ29v10vq49Hzwyi8kPziAjzXpRYl8MGX89YVGhvHr7u5YKZwCEBgfy2p1Xke1RHnxvPmkWFraLCGMa9SMmMIxxGz6zVLTZu2xoYm5Hx9FoprWlUcVBYSbKF4BIEVkP3AOsA866DkVV31fV1qraOiYmpiDHWOx511hO8q6FSxiBZvlejcflcDKh6fV/r9Gbuvs338eFdydP05oVSM/MZveRk8z+bT1Z2Tlcmru753wKfQS4A3j043vpM+JyvnxtAcMa3l8oy4fCoktz1xu38teq3cx/9yfL8aqWjeT5W3uy83AsL3x2/hWe/mdsAcGMb3YdR9MSeHnrN5ZiiQTlLker4O0UmuN7IeLioNASpaomqepQVW2O9xllDFB0WvGVIOKIQiI/BHGj8TejWb53BHQ5nDzd9Dp6VmzB5J0/88GuhT7FKR8VxraDJ3j1i8W88sUivly6kSC3i4ev74o7wOXTCyin08mod25n4q9PkZOdw5geE9i4xPdr9VWX6y+mSccGzJn4jaWWt2dc0rgGQ3u0Zf7yrZZ67gA0j6zOrbW68t2RdZYWo0Pu/1cRb4InCU0aU6L3hBdaohSRCBFx5/72NmCJqvq+fsE4J3FVQ6I+BglG429Bs3zvD+0UB080uYbelVrywa6FPt2GB7ldTBt9PcGBATSuXoGebevzwIDOOB0OVNVShe1mXRrxwk+PExjs5sEuT/LxMwX7RlxEGPBgH04ciGPJF9Z22Zxxe6+LqF4ukmc/+cXSLTjArbW60jSiKi9u+Zr9ydYeZUlAfaT0w5CxGFJLbncYfy4P+hRvgd96InJIRIaJyAgRGZF7SANgi4hsB3oC9/prLIaXt5nULJBQb7K00NPZKQ7GNe7/923414fOv0ZoeKkgRvRuT9+LG9G8ViUAy0nyjGoNKvP+ple59MYOTH9iNrMmfEGahQXc56td71ZUqV+JWRPm2DKrDAxwMW5Qd46cTOKd+cssxTpTLSrA4eShdbNIzrb4fQm5CQI7o6dfsvRopyjzW6JU1YGqWkFVA1S1sqp+qKqTVXVy7ufLVbWOqtZX1f6q6nu9KiPfxFUFiZ4Fjghvm1ILL3gc4uDJJgNoV6YOz2+e51O/8H8nRTt7tQSXCuLBD++iQ/+LmPHkZ9xa/94CK9XmcDgY+sxADmw7zE8zFtkSs2Wdygzo2JRPf12Xr77p51IhOJLnmg/kYOpJnto4B4+V9ZUiSNgL4AhDEx8okTt3zM6cC5A4K3lnlo5oNOFWNNP3ivEBDhcvNh9Ew/DKPL7hM9ac3GPbOFWVzKzz32f+T+7AAJ78YjSvLZ1ATnYOD3R6nO+mLLT8Rjo/OlzdljqtavLVW9/bFnPU1R0oGxHK2Gnfk2zxzX7r6FrcV68XS05sY8ouay+KxBmNhL8I2bvQ0y9YilUUmUR5gRJnBSRqJjjKeosdWKg4FOxy81qrW6gUEsXotTPZnmjPrO3tr//g7re/Ii3T2jM5gMaX1OeVRU9TqU4FXhs+mZduedvvLx9EhC7XXcyejfttq6MZGhzIM0Ov4EhcUr5K1OXlumrt6V2pJVN2/+rTHcE/SWBHCBkKqZ+g6b695CuqTKK8gImzfG6yLO9NlhYaSoW7Q3iz9VBKBwRz75rpHEixnhhqVYxmzc6DPPDuN6RnWptZgnfb4+u/P8PNT13Hr5/8zsPdn7ZcHi0vF13ZEoBVNpaFa1mnMsOvbMd3K7ezYIW1t/oiwiMN+9IwvDJPb5xjqXgGgJR+EFwN0cRH0RxrsYoSkygvcOIs670Nd1byVhyyMLMsFxTOW21uRVW5c+UUS+W9AHq1bcDTN/dg5V8HuPH5j1m3y/pMVUQY/PgA7ph4M4d3HmNc7+f58LFP8Hh8f0Z3LlUbVKZMpSjWLtxka9xhPdvSsk4lnp/9K/uPW3u8H+gM4MUWgwhyunlo3UySs3x/xijiRiJeBTK8tVFLSPEMkygNxFkGiZwJzoq5i9K3+RyrWqkyTGo7jGCnm5GrpvLG9u/I9KGe5Rm92zVk0j39yczKZtgrn/PC7F/JsvgWWUQY8EAfPtr9Nlfe3p3ZL8zj4e7jObrX/hmQiNDysqasW7jJ1mTsdDh4dmhPApwOnv3kF8uPEcoFhfNCixs5kprAWzt+sBRLXDW9/ZwyV6DJr1iKVVSYRGkAuQ/jo6aBhHhvwy1Us65TugIzL76b/lXa8vG+3xmy7B12nz7mc7x2Darx+bibGNi1BZ8v3sB4i+XHznAFuLh38nDuf38EO9fuYWSbMSz9coWlHjhnU79NbU7HJxN/zPf6oGdTLrI0d/a5mNU7DrF0s/W9Gs0jq3N9tYuZd3Ala33omfRPEjIAgm+ElClo2gLLYytsJlEafxNnRW+y1Czv0qEc3xcjB7vcPNKoL6+2vJn4zNPcsfIDDqX6vs0tJMjNQ9d14c4+7fn2z228O3+5LclSROh1WzfeWf0ikeXCGX/tK1xbbhgfPfW5bTPActXLAnB8n/11Cvp3bEK1spG8Pncp2TnWxzuizmVUDI7kuc3zyMix9gNDwh7LrTPwmKXdYEWBSZTG/xBXbW+VdM9JNGEY6rG2WapD2fp82O5OAEavnWmpGAPAbT0v4qr2jZjy/Z88MuVbTiWnWYp3RqXaFXh37cs8s+BRWl3WlJnj5zCuzwsc23fCcuyw6FAATscnW471bwFOJ6Ou7sC+Y/F8tcz33VZnBLvcPNboag6kxvHhbotLhsSNRLyVu2b3rmLdRsIkSuP/EHczJOJtyN7tfWZpcQFxpZAonms2kH3JsTy9yfri5scHd2dUvw4s2rCb656ZactLHvCuubyoV0se//xB7n5rGJsWb2VYw/uYNGoqx/f7PhtMOulNkKWjQm0Z5791aVaLFrUrMXn+ckvtbs9oW6Y2vSu1ZObepexIsraw3fv8e1LuD95RqNr7WKOgmERpnJUEdkDCX4KsNeip+1G1tjynbZnajKrfk0XHt/LmXz9Yum12OhwM6dGGjx4ZSEhgAA9M/oZj8actje+fRIS+I6/gw22v0+WGS5g/+SeG1hvFu/dP96lV7rqFm3C6nFSpV9G2Mf6TiDD62s6cSk7jjXm/2xLz3nq9CA8I5pnNc8n2WHx5FtAECZ/grbhfTBejm0Rp/CcJvhIJewIyFnp7hlt8Jjiw2iVcW7Udn+z7nUk7frQcr36Vsrw5sh9Z2Tk8+uG3ZFjcxfNvZauU4aGpI/lo99t0v6kzX731HYNrjOSRy8ez6od1+Rr/3k37+XHar7Tr3ZKw6NK2ju+fGlQtx6BuLZn7+ybW7DhkOV64O4QHG/Rhe9JhZlqsig4gwf0gZAikzkRTC7dthy+kuJVGat26ta5e7fuWO+P8afJbaPJbEHwDEjYWkUDfY6ny4tavmXtwJUNrdmFEncss7+/+cdVfPDr1OypFh3H/gM50bVbL1j3jZxzde5xfPlrC9x8uJPbQSSrWKkejDvVp3qUx7Xq3+p9EqKos+3oVLw+dRHBoEC/98gRV6lWyfUz/lJaZxfUTZuJwCJ+Nu4nAAJeleKrKuA2z+fX4Ft5rO5ymkfnvlnn2eNlowjDIXI1EfYK4m1mKZzcRWaOqrc/6mUmURl5UFU2eCCkfgKseEj4RCajnczyPenh+y1d8fWg1t9fuxu21u1ke48rtB3j580XsPnqSdg2q8vywKwkvFWQ57tlkZWaxcNZSls9fzdZlf3EqNgmH00GZSlF/J+iMtExOnUikWsPKPPfdY5StWjAFp//ctp8735zL0B5tuKdfB8vxkrPSGbzsLVSVWZfcQ+mAYEvx1JOAnrwGVJEyCxBHKctjtItJlIYtNGMRmvgYeBKR0g9AyFBEfHt641EPz26ex/zDa7ijTneG1brU8viyczx8sWQDr81dSv0qZZl87zUEBwZYjnsuqsqONXv4Y96fxB35/291RYTmXRvT5fqLCXD7dwz/Nm7a9yxct5PvnrudyFBriQ1g86mD3P7ne3Qp15Dnmg20PFvXzNVo/I0QMgRH2GOWx2cXkygN26gnHk0cCxkLwd0OCX8RcVbwKVaOepiw6Uu+O7KOkXV7cEvNzraM8df1u3j4/QW0qVeF54f1IsKGZFGc7Dl6kgHjP+KuPhdzW6+LbIk5Y89iJu34kccaXU2/Km0sx/MkPgVpnyJRnxeZW/BzJUrzMsc4L97y/+8gYc9C1kb05NVojm/Lc5zi4PEm13BFheZM2vEjL2/9xvI6S4BLm9fmyZsuY82OQ1zz9Ay+X7m9RLcp+LeaFaK5uGF1Pl+83nKZujNuqtGRttG1eWXbAvYkW9/qKaVHg6McmjQW1UwbRuhfJlEa501EkJBrkegvQDPRhJGo+rbw+0xbiRuqXcIXB/7kht9f54/YvyyPsU/7Rsx69EYqRocxdtr3PDLlW3L8VPiiKLqxWwviklL5ac0OW+I5xMFTTQYQ4nIzbv1nlvbvA4gjFAl7GrJ3QMr7tozRn0yiNHwmrtreSjHZ27zb1HyctbkcTh5ocCUfXHQHIU4396+ZweMbPuNUZqql8dWtHMP0h2/grj4X88vanbw73/cycsVN+wbVqFkhipm/rMHjsWc2XSYojHGNr2FX8jHm7LfeC0iCukJQLzT5XTR7lw0j9B+TKA1LJLALEno/pH8LKVMsxWoaWZWZl9zDbbUuZeGxzYxaPZVUi7fiToeDYT3b0u/ixkz9YSWf/LqWrAKobl7YRIShPdqy83AcP6+1Z1YJ0LFsfdqXqcu0Pb+RaPEHGeCtMiSl0MRxqIUdW/5mEqVhXak7IKgnmjwRTf/FUii3w8XwOt15qcUgdiQdZdyGz8ix+BdIRHjkhq5cVL8qE+cs5pqnZrBgxdYSfyt+RZt61K4Yzbvzl9n6w+GeeleQnJXOtD2LLMcSZzQS9ihkrYXUj60Pzk9MojQs8zaXeh4CmqCn7kUzFlmO2aFsfUY37MPvsdt5ddsCyy9jAgNcvDOqP2+O7EdocCBPzPiRkW/OtaXNRFHldDgY2fcSDpw4xfzl9lXvqV26PL0rt+Lz/cs5nGpDoYugfuDugCa/6vOLQX8zidKwhThCkMip4KrnfbmTYX3b24Cq7RhUvQNzDqzg3Z0/WU6WIkKHxjWYNeZGxt7YjVU7DnLfO1+X6GTZqUlNmtaswHsLltvSTuOMO2p3x+VwMGnHj5ZjeX/QjgcUPVU0q6KbRGnYRhxhSNRUcNVGE+5EM/6wHPOeelfQr3Ibpu9ZzMRt8y1VHjrD4RCu6diUp2/pweodBxny0mxWbve9UHFRJiKM6N2e2MQUlmyy1prjn2KCwhhcvSO/HNvEplPWv3fiqoyEPQlZqyHlHRtGaC+TKA1biSMCiZoOrhreEm0WGpaBd1nKo436cWPuzHLCJuvVbM7ofVFDXh1xFclpmYx440vue+drDsbaW4W8KGhdtwqhwYEs37rf1riDa3QkOrA0r2371pYfYBJ8NQRdhSZPstS7yR9MojRsJ45IJGoGuKqhCXegmSutxRPh3no9ub12N749spZxG2aTZXEd3xmdm9Zi7lO3MKpfB9bsPMTtr84hLjHFlthFhcvpoF2Dqizfut/WhfchrkDurtuDzYkHmXvQ2p/xGRL2FDiroKceRD3WmqbZyW+JUkSmisgJETlr2WURCReR+SKyQUS2iMhQf43FKHjiiEIiZ4CrsuXujuBNlrfX7sa99Xrx6/EtjF47i/Qce3Z0BAa4GNKjDR8+eB1JqemMfn++bTtaioqLG1bnxKlkdh/xvR3H2fSq2IKLomsz6a8fOZ5mfTYujlAk4jVvoV8La3Pt5s8Z5XTginN8PhLYqqrNgC7AKyLi9uN4jAImzmhvsnSUy02W1ntoD6rRgccaXc2KuJ2MWj2d5GzrFb3PqFs5hqdv7sHGPUfp//QMPvp5NUkp9sUvTO0bVgNg2dZ9tsYVEcY06kcOHl7c+o09fYwCGnv7g2cshLRPbBildX5LlKq6BDjX2gEFSou3FElo7rEl68e4gThjkKiPwBHj7cGTsdhyzH5V2jCh2XVsOnWAQX+8xW/Ht9g287isVV3euKsvFaLCeH3uUq547APenLe02K+5LBdZmhrlo1i5/aDtsSuFRDGizmX8HrudX47Z1L88ZAi4O6FJz6NZ2+2JaUFhPqN8G2gAHAE2AfdqUV6ab/hMnOW8ydJZEU24Hc+phyw3mrq8QjMmtRlGsDOAR9Z9zD2rp9lSrAGgY5OafPDAtcweO5hLm9dm+k+refTD74r97XjrulVYt/uwX3YmXV/tYhqGV2bitvmWt54CiDiQ8BfBEe5tReKxHtOKwkyUPYD1QEWgOfC2iISd7UARGS4iq0VkdWys/S0/Df8TZ3kkeh6UGgnp36JxvdA0awvJW0bVYNbF9zC6QR+2JR5i0B9v8eb27215AwveW/FnhvbkgWs68cvandwz6StiE+3vpFhQ2tSrTFpGFlv32fMD5Z+c4uCxRleTlJXGG9u/syWmOKOR8JchZw+a/JItMX1VmIlyKDBXvXYBe4H6ZztQVd9X1daq2jompmAqRRv2E3HjKH2vN2E6K6GJD6CnRqA5vnf6czmcXFetPV92epDelVoya99SJm6bb+tLgMHdWzH+lh5s3HOEAU9/xPzl9t3qF6RWdasAsGqH/bffAHXDKjC4eke+PbKWXaeP2RJTAi+GkEGQOhvN2mlLTF8UZqI8AHQDEJFyQD1gTyGOxyggElDPW7C19KOQuQKN64dmW1u0HOEuxdjG/bmpRie+OPAn7+2ytuf833q3a8jssTdRq2I0T370E/e/+w3JadZrZxakyNBgaleMZuMeay1oz2VwjY4EOgL4dJ/1zQZnSOjd3sIZyS/bFvN8+XN50KfAcqCeiBwSkWEiMkJERuQeMgG4WEQ2AQuBR1Q1zl/jMYoWESdSaigSPRdQNOF2W9bN3V23B30rt2bq7t+YsWexrTO/auUimfLAdTw4oDPLtuzjlpdmF7sF6pVjIjgWn+S3+OHuEK6s1IIfj24gPsOexxTiiEJC74SMRWjGMltini9/vvUeqKoVVDVAVSur6oeqOllVJ+d+fkRVL1fVJqraWFVn+WssRtElrlpI5LuQczi3ALC1tZFnlqt0L9+ESTt+5K5VH3Igxb6fvw6HMKhbSyaN6k/86VQGPfcxE2b9zO+b9xaLlz1lI0I5ccq/z1kHVruETE82Xx78076gITeBoxJ6+sVCKcdmduYYhU7crbxvOLNWo4ljLP9FcIqDZ5pdz5iGfdmedJhBf7zJ9N2LbNv6CNCmXhU+emQglzSuwU9rdjBq0ld0e/g9nv/0V1uLT9itbEQoSakZpGX4rxBItdAYLompx5cHVpCRY895RAK9De2yt0H617bEPB8mURpFggRfiYQ+COkL0NMvWL5ldoiD/lUv4vMO93NJTD3e2fkTt654l9NZvrWsOJsqMRE8P6wXC1+6gzdH9uPSFrWZs2QDw1+bU2TfjpeNCAUokFllfGYKPx3daF/QoCvB1Rg9/RqqBbsRwCRKo+goNRxCbobU6WjSE7aU24oJCuOFFoN4ofmN7Dx9jKc2zrFt+dAZ7gAXHRrX4OmbezDxjj7sPnqSm174lD+27LP1PHYIDHABkOHnxwRtomtRO7Q8n+77w7bnxCIOJGwMeI5BynRbYuaXSZRGkSEiSOmxUGoEpH2GJj6Eqj23bpeWb8x99XuxNHY703YvsiXmWc/TvDbTRl9PSGAA97w9jwcnf8ORk4l+O9/5Op47kzwzs/QXEeHGGh3YlXyMRce32BfX3RYCu6Ep76E59u5bPxeTKI0iRURwlH4ACR3tvQ0/dQ+q9izDua5qe3pWbM77uxby9aHVts8sz6hbOYbPxt3EqH4dWL5tP9c8PYPnP/2VQ0XgDfmJhNMEBbgILxXk93NdUaEZ1UvFMHnnz7Y+H5bSD4Gmo8mv2RYzLyZRGkWShA73FnLN+DV36ZD10mciwqON+tEkogrPbp7LoD/eYtHxrX5ZPB7gcjKkRxvmPjmEnm0aMO+PTfR7cjqPfvgde44W3Ezo33YdiaNCdBjeEgv+5XI4GVHnMvamxPL9kfW2xRVXTe8jmrTPC6xupRS3HQatW7fW1atXF/YwjAKiaV+hiWMgoCkS+QHiCLcc06Mefjm2ifd3LuRAahz1wypxZ53LaB9T14YRn13sqWQ+/nUtXy7dRFpGFle1b8SIPu39fgv8T4diT9H3yWnc3qsdI3q3L5BzqipDlr9DQmYKczreT6AzwJ64nlT0ZG8gACnzDSKBlmOKyBpVbX22z8yM0ijSJLgfEvEGZG1B42+y5bmUQxxcXqEZszvcyxONryExK5V710z367PLmIhQ7uvfiW8m3MoNXZuz4M+t9H1iKuNn/sy6XYcLZEvkl79vwiFC/w5N/H6uM0SEkfV6cCz9lG3FfSG3R1PYBMjZiyb7v3WEmVEaxYJmLEUTRoKzAhI1HXFWsC12liebCZvm8sPR9Yyocxm31upqW+z/cjgukSnf/8lPa3aQlpFF5ZhwrmrfiGs7NfPL88Mdh2IZ/tocWtetwsQ7+tgePy8jV33IzqSjzOv8EKVc1md/Z3hOPQLp85HouUjAWUtF5Nu5ZpQmURrFhmauRhOGg4QiYY9DYHfbnrXlqIenN35RoMkSIDU9k1/X72L+iq2s+usgIYEBDOjUlEHdWhITbs9t+e+b9zKOU7cBAAAXqElEQVRmyreEBgfy7r3XUKN8lC1xz8fWxEMMWf6O7d9b9SSgcT3BWclbP0CcPscyidIoMTRrK5o4GrJ3gfsSJGws4qptS+x/JstLYuoxql5PaoSWtSV2fuw8HMf0H1fx4+q/cDiEBlXL0bRmBZrWqECzWhV9ep45+7d1TJyzmLqVY3jjrr7EFOAz0X+748/3ScnOYNYl99gaV9MWoIkPIKUfQ0oN8TmOSZRGiaKaBamfoslvgqZCyGAk9G7EcdZypuclRz18su93pu7+jfScLPpXactttS8l0l1wCebAiVN89ccm1u8+wrYDx8nI8i6tqV+lLF2a1aJr89rUrhj9f2bT8UmpbDtwnG0HTrD1wHG2HTjO8YRkOjetyXO39iI40J4XKb6asWcxk3b8yHddxlAmyPqf1Rmqip4aAZkrkOgFiKuKT3FMojRKJPXEo6dfg7TPwRGJlB6HBPe2JXZCZjIf7FrIvIOrCHIGcF/9K+lb+ax/h/wqKzuHHYdiWb3jEIs27GLj3qOoQnipIAJcTgRvoY7sHA8nk7xVwEWgWtlIGlQtR8s6leh3SWOcjsJ/b7sj6QiDl73NE00G0LtSS1tja85RNK4XBLRAIj/06ZGMSZRGiaZZW9GkpyFrHRI+EQm+yrbYe5NP8NLWb1gbv5eJLW+iY1lrLwysiktMYfHG3Ww7cMI7k1JQFEGoWSGKBlXLUa9KDKHB9r0wsYuq0mvRC7SMrM6zzQfaHz9lFnp6PBLxHhJ0/s9BTaI0SjzVDDThdshchUS849NflP+SnpPJ8D/f52DKSaa2v7NAn1uWNOM3fcGSE9v48dKxOMXeWa5qNhrbDVzVcER9dN5fb9ZRGiWeSCAS8Q64GqCnRtm6YyPI6eblFoMJdLoYvXYmcRmnbYt9oWlfpi5JWWlsTTxke2wRF1LqJm/V/KyttsY2idIoMcQRikRNAWdlNOEONMu+El/lgiN4scVgjqWdot/ilxm/6Qu2Jx62Lf6Fok10bRwIy2N3+OcEwdeBhKApM2wNaxKlUaKIIwqJmgYSjp4ciOf0m5arpp/RLLIan1wyir6VW7Pw2GZuXj6J2/98j5+PbiTHdFrOlwh3CPXCKrI63j/tscQRBsH9vQVVcuzr2GoSpVHiiLM8UuZLCOoJKW+jcX3RTHuea1cLjeGhhlexoMsj3Fe/F3Hppxm7YTYPrvmI9Bx7EnJJ1zq6FptPHfTb90tCbgGy0dRPbItpEqVRIokjCkfERCRyCpCBxt+IJ/FJ1GPP88XSAcHcWL0DX3R6gIca9GFF3E7uXjWVxMxUW+KXZK2japKtOWxI2O+X+OKqBoGXQuontlVCN4nSKNEksBMSvQBChnqLAcf1RLN32xbfKQ6urdae55oPZFviYUas/IDYdP91OSwJmkVWwykOVp/0X3dqCRkCmgBp39gSzyRKo8QTRwiOsEeR6DlAtrfbo8fenjGXlm/M662HcDQtgZuXT2LxcXvfupYkIa5AGoVXZo2fnlMC4G7rXQGROt2WykwmURoXDAlogoS/Djn70cRHbS9t1ia6Fh+0u4ModygPrZvFuPWzScgsmk3GClvr6FpsSzpMcrZ/moSJiHffd/YuyPjNcjyTKI0LigS2Q0qPhowfIWWK7fHrlK7AjPZ3cUed7vx6fAvXL32dhcc22X6e4q5VVE1y1MNGPz2nBCCoNzirosmvWW6BbBKlceEJuRWCeqLJr6Bp39k+s3Q5nAyrdSkzL76biiFRPLr+Uyb99aPfevQUR7VCywFwMNV/bTFEApDQ+yD7L0hfYCmW3xKliEwVkRMisvk/Pn9IRNbn/rNZRHJEpOAL5RkXHBFBwp4DVz008T40fiCa8aft56lVuhxTLrqD/lXaMmPvYh5aO4uUbHsapRV3Ee4QXOIkLt3Pu5yCeoGrPpr8hqX1tP6cUU4HrvivD1X1ZVVtrqrNgUeBxaoa78fxGMbfxFEKiZ6DhD0NOYfRhJvwxN+CZq6z9Twuh5NHGvbloQZ9WBa3g9tWTObPuJ22diUsjhziICawNCcy/LtCQMSBlH4Qcg5C2hyf47hsHNP/UNUlIlI9n4cPBD7111gM42xE3BAy0LuTI3U2mjIZjb8eDeyChI5GAuxpNiYiXFutPdVKxfDYhk+5Z/U0SruC6FC2Pl3KNqRdmboEu9y2nKs4KRMURmx6AfQ8d3eCgNbe3jpBVyOOkPMOUejPKEUkBO/M88vCHotxYRIJRErdgpRZ6O0nnrnOmzAz19h6nrZlarOgyxhebjGYTmUb8kfsXzyy/hMu//VZHt/wGUlZabaer6iLCQwj1s8zSsh91FL6QfDEQur5VxUCP84oz0Mf4I9z3XaLyHBgOEDVqlULalzGBUYcIRA6HIL7ovE3owm3QeQHiNu+gr1BzgA6l2tI53INyfbksC5hH4uOb2HewVVsTTzEqy1vplpojG3nK8rKBoWxIs5PxTH+Rdyt0MCuaMoUCBl43m2PC31GCdxAHrfdqvq+qrZW1dYxMRfG/0RG4RFnOSTqI3CURRNus22f+L+5HE7aRNfioYZX8W7b20jJTmfoinf9V1mniCkTGEZqTmaBveCS0PtBT6Mp75/31xZqohSRcKAz8HVhjsMw/u3/J8tyucnSvvqWZ9MsshrT2t9FheBI7l8zgym7FpLpyfbrOQtbek4mguB2+N458XxIQH0I6gMpM1HP+e3J9+fyoE+B5UA9ETkkIsNEZISIjPjHYVcDP6lqir/GYRi+8ibLmd5kGX8znqSnUI//FmZUCI7kg4uG0718E97ftZCBv79RomeXsRlJRAWGEuAouCeAEnw1kA5ZK8/r6/yWKFV1oKpWUNUAVa2sqh+q6mRVnfyPY6ar6g3+GoNhWCXOskj0bAi5AVI/Q2O7oylTbKtx+W8hrkCeaX4Db7QaAsC9a6bzyLqPOZZ2yi/nK0wn0pMoG2hfN8Z8cbcGgtCMpef1ZUXhGaVhFGniiMQR9iRSZj64W6OnX0LjrkDTv7d9V88Z7WPq8mmHe7mrzuUsi93BNUte4fnN8ziQEueX8xWGE+mJlA06v5cqVokEQuBFYBKlYfiHuGrjiHwfiZwGUgo9da/3+aWfZpduh4shtbowp+P99Kncim+PrOPapa8xZt0nfuk5U5By1MOx9FOUtbG/d36JuyPk7EOzD+T7a0yiNIzzJIGXINFfIaXHQuZSNGm832aWAOWDIxjTqB9fdX6IW2p2YuXJXQxZ/g73rJrGX0lH/HZef1oWu4OU7AxaRNUo+JMHdvL+OzP/s0qTKA3DByJOpNQtUOoOSPsc0uxrO/BfygSW5q66Pfimy8PcXfcKticd5qZlb/P4hs84nFq8dv9+eWAFZQJL06VswwI/t7iqe6sKncftt0mUhmGBhN4PgV3RpGf9UljjbEJdQdxcsxPzOo1mSM0uLDq+lWuXvsar2xZwNC2hQMZgxeHUeJbH7aRf5Ta4Cmhp0P8R2NHb1jafj01MojQMC0QcSPhE7wzl1D1o5toCO3doQBB31b2cLzs9wJWVWvD5/uX0Xfwyd66cwoLDa0ktopWK5h5ciUOEflXaFNoYxN0JNBXyuZnAJErDsEgcpZHIySAONP4GPCcHoGnf+O0lz7+VDQpnbOP+zOs8mjtqd+d4+inGb/qCnr89z1Mb57DpVP5fWvjb1sRDfHVwJZ3LNijwN97/w90WCMj37bf48yG0P7Ru3VpXr/bPljLDsEI9yZD2FZo6E3L2giMGCbkBgm9AnAW39VZV2XjqAAsOr+GXY5tIyc6gVVRNhtbqQpuoWohIgY3ln347tpknNs4hyl2KN9vcSrVSZQplHGd4Tg4GTcFRZh4AIrJGVc+6sd8kSsOwmaoHMv9AUz+CjMVAAAT1RsLGIY7SBTqW1OwM5h1cxcf7lhKXcZpG4ZUZWqsrHWLq4ZCCuaFUVT7au4RJO36kcXgVXm45mOjAgv0+nHVcyW+jyW8hZf9EHBEmURpGYdHsvWjqLEidDa5aSOSHBTq7PCPTk82CQ2v4aO8SjqQlEOoKonFEFZpEVKVpRFUaRVQh1BVk+3mzPNm8sOVr5h9ew2Xlm/B4kwEEOQNsP48vNHMVGj8IiZiEBF1mEqVhFDbN+B09NdJ7Ox45FXEVTrnAbE8Oi05sZdXJ3WxKOMDu5OMoiiDUCi1Hu5g6dC3XiEbhlS3POLcmHuLN7d+zNmEvw2p15fba3QpsFpsfqpno8dYQci2OsMdNojSMokAzN6AJt4MEeGeWAfULe0gkZ6WzJfEgm04dYH3CftbG7yVbc4gJDKNLuYZ0KdeIFpHV872MJ9uTw2/HtzB7/zI2nTpAiNPNww370qtSCz9fiW888UPBcwJHmW9NojSMokKzd6Hxt4KmIBFvIYEXF/aQ/sfprDT+iP2LRce3sCxuB+k5WQQ6Agh0/m+FH+H/vxBSvDlEVcn05JDhyaJySBTXVW1P78qt/HJLbxdNfg9NfgWJWYbDFfOfibIoVDg3jAuGuGpD9Gw0fhiaMAQNHoiUfghxhBb20AAoHRDMFRWbc0XF5qTnZLIibhfr4veSo56/E+IZZ27ZzxAEhzhoE12LS2LqFqnb7P/kbuf9d+a5NwuYRGkYBUycFaHMXPT065A6Hc1YBOETkDN7kIuIIKc79/a74LcZFpiARt4CJ3kkymKQ8g2j5BEJxhH2KBL1GUgImnAbnsQxqKcAuhIafxNxgbsNZK4453EmURpGIRJ3c6TMV1BqBKR9jcZdiWZuKOxhXVAkoCnk7DvnMSZRGkYhEwnEUfoBJPoLEDcaPwhN+6awh3XhcJTP+5ACGIZhGPkgAY28yTKgOZo4Gs/pV7y7fAz/cpbL8xCTKA2jCBFHFBI1FYKvg5T30FMjUY/pvedXjrJ5HmLeehtGESPihrAJ4KqLnn4OjeuGBnZDgi4D98Xezw375GNGaRKlYRRBIgKlboaABmjqJ5D+HZo2x7uUJbALEngZBHYqMusvizUJB879w8ckSsMowsTdBnG38da2zFyOpv8EGQvR9G8BNxrY0VuVyFmpsIdabIkI6iwHbPnPY8wzSsMoBkTcSGBnHOHPIjF/IFEfQ8iNkPknenJAgVZWL5HyeE5pEqVhFDMiTsTdBkfYY0j0HJBQNP4mNHVuYQ+t+MrjOaXfEqWITBWREyKy+RzHdBGR9SKyRUQW+2sshlFSiauWN1m6W6NJY/AkvYBqTmEPq/iRiHN+7M8Z5XTgiv/6UEQigHeAq1S1EXCtH8diGCWWOCKQyCkQMhhSp6IJw9Gco4U9rOLFc/KcH/stUarqEuBczYZvBOaq6oHc40/4ayyGUdKJBOAIewIJGw+Zq9C4K7wlxAqowVmx5zl+zo8L8xllXSBSRBaJyBoRubkQx2IYJYKE3IDEfA/uDmjyK2hcHzTjj8IeVtGXU3QTpQtoBVwJ9AAeF5G6ZztQRIaLyGoRWR0bG1uQYzSMYkeclXBETvLejuNBE4biSRiF5hwp7KEVSao54Dl3XinMRHkI+EFVU1Q1DlgCNDvbgar6vqq2VtXWMTEF35jJMIojCeyElPkWCb0fMhahsZfhSXwMzd5d2EMrWjwngexzHlKYifJroKOIuEQkBLgI2FaI4zGMEkfEjYTeicT8ACHXQ9p8NK4XnoSRppzbGXk8nwQ/7swRkU+BLkAZETkEPAkEAKjqZFXdJiI/ABsBDzBFVf9zKZFhGL4TZ0Uk7Ak09G40ZSakzkIzfkYD2iKhw8Hd0btt8kKUsSzPQ0xzMcO4AKknBdI+R1OmemdUAS29vXvcrQp7aAVKNQeN7Q6uKjijZ/5nczGzM8cwLkDiKIWUGorELPQuKco5iMYPxJNwJ5q9q7CHV3AyloDnMBIy8JyHmURpGBcwEbd3SVGZn70vfTJXoHG98SSOQ/NYMlMSaNon4IiBwO7nPM4kSsMwEEdI7kufhRByE6TNy31LPgbNXFkiK61r9kHvjDL4OkQCznmsSZSGYfxNHFE4wsYiZX6A4Ksg/Uc0fjAa1x3P6TfQ7AOFPUTbaNpswIGEXJ/nsSZRGobxf4irCo7wZ5Cyy5DwieCsBinveBPmyYFo6hxU0wp7mD7TzHWQOhsCL0WcprmYYRgWiAQjwVfhiJqGxCxGQh8ETzyaNBY90QVNfhf1nC7sYZ4XTVuAxt8Ejkik9CP5+hqTKA3DyBdxlkdC70DK/OAtHBzQBE1+DY3tjOf0q6jnXDVwCp+qoslvo4kPQEAzJHoO4qqar681idIwjPMiIt7CwVFTkOh54O7g7Rh5oguepGe9L0mKGNUMNPEhNPlNCLoaiZqGOCLz/fWmZ45hGD6TgEZI5Jto9i40+QPvjp/UGaijArhbIAEtwN0CXA3yfLPsL+qJRxPugqy13iVQpUac9y4kkygNw7BMXLWRiBfR7Hu8zc+y1kHmOjT9u9wjgtCAxt7k6b4I3O0KpO2uZu9CE+6AnBNI+OtIcC+f4phEaRiGbcRVGVy3INwCgOYcg6x13rfMWWshZTqa8oG3z09gVyTocu8+c0eIbWNQVe85U2dA+k/elzZRsxD3WYuT5YtJlIZh+I04y4OzJxLUEwDVdMhYjmb8DOm/oOnzgSBv292gyyGwK+II8+lcqpmQ/j2aMgOyN4OEQcgQpNQQJI/mYXkxidIwjAIjEgRBXZGgrmjYeMhcjWb8BOk/e5MnDlSCziPiP4r6aDaQBc4aSNhTENQXcZSyZ9zFrXqQiMQC+wvgVGWAuAI4T1FxIV2vudaSy8r1VlPVs1YGL3aJsqCIyOr/KrlUEl1I12uuteTy1/WadZSGYRh5MInSMAwjDyZR/rf3C3sABexCul5zrSWXX67XPKM0DMPIg5lRGoZh5OGCT5QicoWI/CUiu0RkzFk+ryoiv4nIOhHZKCK+7YEqAvJxrdVEZGHudS4SkcqFMU47iMhUETkhImft7Cleb+Z+LzaKSMuCHqOd8nG99UVkuYhkiMjogh6fnfJxrYNy/0w3isgyEfF9S84ZqnrB/gM4gd1ATcANbAAa/uuY94E7c3/dENhX2OP247XOAW7J/fWlwMzCHreF6+0EtAQ2/8fnvYDvAQHaAX8W9pj9fL1lgTbAs8Dowh6vn6/1YiAy99c97fizvdBnlG2BXaq6R1UzgdlA338do8CZPVXhwJECHJ+d8nOtDYGFub/+7SyfFxuqugQ4V4HEvsBH6rUCiBCRCgUzOvvldb2qekJVVwFZBTcq/8jHtS5T1YTc364ALN8ZXeiJshLwz+J5h3L/2z89BQwWkUPAd8A9BTM02+XnWjcA1+T++mqgtIhEF8DYCkN+vh9G8TcM752DJRd6ojxbUbp/LwMYCExX1cp4b9dmikhx/L7l51pHA51FZB3QGTgMZPt7YIUkP98PoxgTka54E2X++j2cw4VeFOMQUOUfv6/M/721HgZcAaCqy0UkCO9+0hMFMkL75HmtqnoE6A8gIqHANaqaWGAjLFj5+bM3iikRaQpMAXqq6kmr8YrjzMhOq4A6IlJDvFVEbwC++dcxB4BuACLSAAgCYgt0lPbI81pFpMw/ZsuPAlMLeIwF6Rvg5ty33+2ARFU9WtiDMqwTkarAXOAmVd1hR8wLekapqtkicjfwI963wlNVdYuIjAdWq+o3wIPAByJyP95bsyGa+zqtOMnntXYBnhcRBZYAIwttwBaJyKd4r6dM7vPlJ4EAAFWdjPd5cy9gF5AKDC2ckdojr+sVkfLAarwvJj0ich/eVQ9JhTRkn+Xjz/YJIBp4J7flQ7ZaLJRhduYYhmHk4UK/9TYMw8iTSZSGYRh5MInSMAwjDyZRGoZh5MEkSsMwjDyYRGkYhpEHkygNwzDyYBKlUSKJyFciskZEtojI8MIej1G8mQXnRokkIlGqGi8iwXi3b3a2Y8+vcWG6oLcwGiXaKBG5OvfXVYA6gEmUhk9MojRKHBHpAnQH2qtqqogswlvMxDB8Yp5RGiVROJCQmyTr4231YBg+M4nSKIl+AFwishGYgLcdgGH4zLzMMQzDyIOZURqGYeTBJErDMIw8mERpGIaRB5MoDcMw8mASpWEYRh5MojQMw8iDSZSGYRh5MInSMAwjD/8Ps39UgMQiMJUAAAAASUVORK5CYII=\n", "text/plain": [ - "<Figure size 432x288 with 1 Axes>" + "<Figure size 360x360 with 1 Axes>" ] }, "metadata": { @@ -1236,12 +1236,13 @@ } ], "source": [ - "m.draw_mncontour('a','b', nsigma=4, numpoints=100) # nsigma=4 says: draw four contours from sigma=1 to 4" + "plt.figure(figsize=[5,5])\n", + "m.draw_mncontour('a','b', nsigma=4, numpoints=100) # nsigma=4 says: draw four contours from sigma=1 to 4v" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -1263,7 +1264,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -1285,7 +1286,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 22, "metadata": {}, "outputs": [ {