diff --git a/Introduction-to-Pandas--master.ipynb b/Introduction-to-Pandas--master.ipynb index e7697a2a01dced02817477a2f349638b6a1e77af..7b7402329c6f545771f095d0477601d47acab88c 100644 --- a/Introduction-to-Pandas--master.ipynb +++ b/Introduction-to-Pandas--master.ipynb @@ -2328,12 +2328,19 @@ "text": [ "id,Nodes,Tasks/Node,Threads/Task,Runtime Program / s,Scale,Plastic,Avg. Neuron Build Time / s,Min. Edge Build Time / s,Max. Edge Build Time / s,Min. Init. Time / s,Max. Init. Time / s,Presim. Time / s,Sim. Time / s,Virt. Memory (Sum) / kB,Local Spike Counter (Sum),Average Rate (Sum),Number of Neurons,Number of Connections,Min. Delay,Max. Delay\n", "5,1,2,4,420.42,10,true,0.29,88.12,88.18,1.14,1.20,17.26,311.52,46560664.00,825499,7.48,112500,1265738500,1.5,1.5\n", - "5,1,4,4,200.84,10,true,0.15,46.03,46.34,0.70,1.01,7.87,142.97,46903088.00,802865,7.03,112500,1265738500,1.5,1.5\n" + "5,1,4,4,200.84,10,true,0.15,46.03,46.34,0.70,1.01,7.87,142.97,46903088.00,802865,7.03,112500,1265738500,1.5,1.5\n", + "5,1,2,8,202.15,10,true,0.28,47.98,48.48,0.70,1.20,7.95,142.81,47699384.00,802865,7.03,112500,1265738500,1.5,1.5\n", + "5,1,4,8,89.57,10,true,0.15,20.41,23.21,0.23,3.04,3.19,60.31,46813040.00,821491,7.23,112500,1265738500,1.5,1.5\n", + "5,2,2,4,164.16,10,true,0.20,40.03,41.09,0.52,1.58,6.08,114.88,46937216.00,802865,7.03,112500,1265738500,1.5,1.5\n", + "5,2,4,4,77.68,10,true,0.13,20.93,21.22,0.16,0.46,3.12,52.05,47362064.00,821491,7.23,112500,1265738500,1.5,1.5\n", + "5,2,2,8,79.60,10,true,0.20,21.63,21.91,0.19,0.47,2.98,53.12,46847168.00,821491,7.23,112500,1265738500,1.5,1.5\n", + "5,2,4,8,37.20,10,true,0.13,10.08,11.60,0.10,1.63,1.24,23.29,47065232.00,818198,7.33,112500,1265738500,1.5,1.5\n", + "5,3,2,4,96.51,10,true,0.15,26.54,27.41,0.36,1.22,3.33,64.28,52256880.00,813743,7.27,112500,1265738500,1.5,1.5\n" ] } ], "source": [ - "!cat data-nest.csv | head -3" + "!head data-nest.csv" ] }, { @@ -5505,7 +5512,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 720x216 with 1 Axes>" ] @@ -5517,7 +5524,7 @@ } ], "source": [ - "df[\"Presim. Time / s\"].plot(figsize=(10, 3));" + "df[\"Presim. Time / s\"].plot(figsize=(10, 3), style=\"--\", color=\"red\");" ] }, { @@ -5529,7 +5536,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 720x216 with 1 Axes>" ] @@ -5541,7 +5548,7 @@ } ], "source": [ - "df[\"Sim. Time / s\"].plot(figsize=(10, 3));" + "df[\"Sim. Time / s\"].plot(figsize=(10, 3), style=\"-b\");" ] }, { @@ -5556,7 +5563,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -5568,8 +5575,8 @@ } ], "source": [ - "df[\"Presim. Time / s\"].plot();\n", - "df[\"Sim. Time / s\"].plot();" + "df[\"Presim. Time / s\"].plot(style=\"--r\");\n", + "df[\"Sim. Time / s\"].plot(style=\"-b\");" ] }, { @@ -5584,7 +5591,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -5596,7 +5603,7 @@ } ], "source": [ - "ax = df[[\"Presim. Time / s\", \"Sim. Time / s\"]].plot();\n", + "ax = df[[\"Presim. Time / s\", \"Sim. Time / s\"]].plot(style=[\"--b\", \"-r\"]);\n", "ax.set_ylabel(\"Time / s\");" ] }, @@ -6146,7 +6153,7 @@ "outputs": [ { "data": { - "image/png": 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kz74QXmTuC8FeiMrhehLw+/247bbb4PV6AQDve9/7cOrUKbfDICKk9kKcnuV5pxdiJG13ueReiBjm3gvx3rgP0m6gotISUpZu1Yt33nkHW7Zswb//+7/jzDPPLOiYwWgM+VsfiMgNUdPEcFzHcEzHcFzHSDyOobiOkbiOcT0zIaRTBdChaej0aOjwetDp0RJ/2j0aeyEWiQqgy+fN+XzJJobffPNNXHfddfja175WcAIAgMnJMKJ69mWCC5Hc0FNOyjGu+cT0ZjSKFyIRjBsGWlUVK+vqEp2LpYzLDeUYV7FjagBwBoAzoAIe1VonA9l7IZwhpgm7F8KQwGBcx2BcB0KRlPfN1guR3FFdrF6Icvz/EFhYXB5VQVegzJLA0aNHcdNNN+GOO+7A2rVrSxECFcGb0SgOhkJQYU0kBk0TB0PWejqLnQiovM3WC2E2+/DOaDCj3LXQXogWRcm6aRB7IebO9STQ19eHG264ATt27MDKlSvd/vZURC9EIlAxs365BwCkxAuRCJMAJahCoNPrgceb+ek0uRci26J9ziDThL0Vaa59IbL1QrQrCnzshcjgehL43ve+h2g0ivvvvz/x2JYtW/DZz37W7VBokY0bRsba5Zr9OFEhknshsu0LMZm0aN9o2kR1ob0Q2aqY2lUV9TWaIFxPAnfeeSfuvPNOt78tuaBVVRE0TSQXIer240QLJYRAi6qiJc++EKNp8w/OXUR6L8SJLO9fJwT8wSkskZnLfzdUcS8EO4Zp0aysq7PmAKSEBisBGPbjRMU0l16I0bRy13BSL8TxaCzb28NrbxyUrdy10nshmARo0Tjj/sWuDiKai0J6IZzkEPGpOBmMJCqapp1eCCnRbxjoz9MLkbLchp0gllTAvhBMArSo3u/z8aJPFaVOUbBUUbBU06xSzKTLYjRtX4jkctepAvaFUDGzL0T6RHVLmewLwSRARDUtubfFHwriAtWT+CDjEwLdmobuPPtCZFtuI9ELAWDENDGSZ1+IjIlqe+Mgt/aFYBIgopqV3tsyqRs4GLUu1rPd0RayL0RyiavzdbZeiGxakhLEacJAXcxIJAvPIiYIJgEiqlkZvS1CwLAfX8iw5mz7QjgbB2XbFyK9F+KPAH6bti9Ec1IvRMow0zx6IZgEiKhmlaK3RbEv4O059oVI74UYTdoXwul8mJISU7qOP2XphWh09oWw7yJO93lxdp54mASIqGaVW29Lrl4IZ1+IYNJEdfq+EDG7kmlaSkzrOk7YCcKvx7EO/pzfk0mAiGpWem9LTMqy7W0RQqBZCDTn6IUIJU1UJ89FzFaiyiRANc2NVU+pfKX3tvg1FRf4Ku93QAiBRiHQmNYLEX/rDeD13wFnb8t5LJMA1SyuekpAam9LuS4lPR/xt95A7BdPoKF5Sd7XMQlQzeKqp1QVpAQmxiAG+6EM9UMM9kMM9cNz/I9o0nVonbnnAwAmAaphXPWUKophQIwOWRf5wT77Yj8AMdQPEYvOfnwOTAJUs8qtMoQIABCLQQwPJF3o+xEeGYR3sB8izwcUKQTQEYDs6ob0dyN6/B3EDR2qvyvvt2MSoJrFVU+ppELT9kXevtjbwzkYH4VI2/pdwlpmAgCkxwP4uyED3TDtv6W/G7LDD2gzH2nMt96A/l9PQTXyb8dbkiTw1FNPYffu3YjH47j66qtx1VVXlSIMqnFc9ZSKTkpgcty6wA/2WUM39qd7EZzKf2h9A2SgGwh0w3fGGQg1d8D0dwOt7UABXcGe950NYJ1VHZSH60lgYGAAO3bswOOPPw6v14stW7bgwgsvxFlnneV2KERc9ZQWh2FAjA7PXOSdC/7QAEQ0kvdQ2dJqfZoP9ED67U/3/m6gqRmw56ya2hthzqNqyfO+s+E5+9y8r3E9CRw6dAgXXXQRWltbAQBr1qzBwYMH8eUvf9ntUIiI5iYesy7szqd5ZzhneAjCyFzCwWGN1/sTF3vT3w3Z2WV90q+rd/EHyOR6EhgcHITfP1OyFAgE8NJLLxV8/JIl9ch9qgvT1t64wHcojnKMqxxjArLH5YyZKrDWZ4mnjau6oRzPVznGBJRPXOHXX8HU//014qMjiLd3oPkTn0Td6ctg9p+C7DsFs/8UzL5TkP2nIEeGrSGeXDQPRHc3lJ7ToHQvhehZav0d6IJI6/Kdq/mer9nKHFxPAjLLCZzL1myTk2FE9fwTHfmUazNIOcZVTjEJOHfGAh1tDZicCEMDoCgKVACKlBBCQJGAYv86SQBBw4BuupMMyul8OcoxJqBM4pIS+u+PQX/2/0AzDNTrcah9J2EcexHhWcqEk8frzaRJWrR2ZB+vn4oByL51ZSEWcr48qoKugDfn864nga6uLhw5ciTx34ODgwgEsq3ITbUk+SKvCGsp3lwX+YDPCyHsumiZ9A72187nDC+ANkVFRAWmdQNmCe4MqAyYJjA6nNJIJQasMXvfbOP1zS1WyWWgG9LfAzPgjNcvSYzXVzrXk8BHP/pR7Ny5E6Ojo6ivr8fTTz+Nb33rW26HQSViXeytC71HCOtiL0TGJ/nE9TrLRX6u369eAl5NxbRpImqY83kbqgTxeFp9vd1INTwAkWXJZYcEIH11MBoaIBsaoWsexA0TddfcCNQ3uBd/iZTkTuArX/kKvvCFLyAej2Pz5s1YsWKF22FQkTkXe1UAmhDQ7E/0KgBVWh+iUi/0mZ/kF5MqgSVCIOrRENQNGLwrqFyRcEojlVV+2Q+MDWfU1yeTmgbYk7HW8E0Pwsf+H/RoFLB7QzRVgR6OAK1NNZEAgAKTgK7r0NL22JyYmEBLS8u8vum6deuwbt26eR1L5UUIQCD1Yq/BSgJq8qf6tH+bpbkGC/gk4LHvCiK8KyhfUgJTk4lGKiW57HJqMv+hdXWQgZ6k8foemJ1dQHtnxni90tgM+V9PQcRigMcDMxaDNHT4PvJXxfzpykreJPDyyy/jxhtvxPDwMD71qU/hnnvuQVNTEwDg6quvxr59+1wJkkpPCEBB0jCOokCFhIq0IZyyuNjnp0hgiaKgTlEw5eLEMWWRGK8fSOmcFUP9EJFw3kNl8xKrtj6Q1D3r7waaWwoer3caqmIv/gZyfAya3w/tQyvtx2tD3iRw77334pvf/Cb+7M/+DNu3b8fWrVvxgx/8AF6vN2uVD1U2Z3JWQEBRBBoUBbpHy3Oxn/mHVmm/DlJaq4a2qSpCikRIN3hXUEx6HGJ4MNFIFZ0YhufEidnH64UA2jqyX+wXabjG876zExf9sqhaclneJBCJRLBq1SoAwLe//W3cdNNNuP322/Gd73zHleCoOJIv9qoi4AGgKgoUKaEKkRizb/VoiFf4xX42QgKNEPB6VEwZJu8KFioSzmykGuy3ummTfnkMWP0cDqlqgD+QWAfHtLtnZWcA8OQub6SFy5sETNPEyMgIOjo6AAAPPPAAtmzZgn/+53+eU20/lUbGxd6uxlGlhJJ0sU/5ZF/Eydly5pECbYqKsCIRMgwwF+QhJRCcTFn0LDFePzmR/1BfHWSgG57TT0e01Q/p74L090C2dQBcvbUk8iaBa665Bhs2bMA999yDVatWob6+Hrt378bnP/95DAwMuBUjzSL5Yq8pVsmlU3bJi33hBIAGCPg0DVOmidgsqy9WPdMExkfsSdn+1MXPwqG8h8qmJdan+i67vt7fZQ3hLGkFhEBTeyNCNTbsUq7yJoH169djxYoV8HpnbseWLl2Kffv24cc//nHRg6NUuS72zid7hRf7RaFKoEUoiHgUTOt69d8VOOP1icXP+mcWP9PjOQ9LjNf7uyC7euxmKvtiX18eS0LQ7PImgVOnTuG9731vxuMtLS344Ac/WLSgal3yxd5jX+xThnHgbo19LXKazHyahqBdTlrxImF78bO+1Av+2DCEmfvnk6qaUV8v/V2QnV2Al+P1lS5vErjhhhsSZaA33ngjdu7cmXhux44d+MQnPlHc6Kqcc7FXhECdEGjSVOtiD6upSkH2iz2v8+5R7CYzX6U0mUkJBKfsi3wfYpMj8Bw/bl3sJ8fzH+r1QXZ1A84ql86f9k6O11exvEkguQz0+PHjOZ+j/JIv9lrSHwUzF/t2rwcGIilXeJ7hclGGTWamCUyMQRnoS1zwE5/uk8brdaRW4QCAbGy2x+t7Uksu7fF6qi15k0ByBVB6NRCrgzLlXBcHuT7ZZ3xJZcxpMvMpCoK6Ad2ND0K6DjGSbby+HyKee7weAGRbB9SlpyHe7rfLLrshO7uBxqbix00Vo+A7AZqR62JvrXaZawE0XuyrgZT26qSaimkpEV6sJrNoJGmzkr5EU5UYnWW8XlGAzkCimcpZJsEZr29rb0SYVTiUx6x9AhMTE5BSwjCMxNcAYMyy3nY1SL/Yz74Imv0lr/ZVT0igyW4yCxbaZCYlMD2VuvCZ8wl/Yiz/oV5f6vr1/qTNxTleTwuQNwm88cYbuOiiixIX/gsvvDDxXDUNB+VaBE0BKm5dHHKXVwq0KyqmFTnTV22P16dc5J1P96H8n8plY1PqfrOBpPH6AjYXJ5qrvEngtddecysOV1gXe8DjdM/ai6ApEGW44iWVO2noMIeHYA72QR04BTkxBO+7x4GhAYh4/l2kZGt7ouTS2nPW6pzleD25zfX9BNygJC2C5qyL4yyCFvB64FHVqlgEjRYu/urvEX3uFzBHh6G0d8K3ag08Hzg/5TUyFoU52A9joA/mYB+MQetvc3gIMFOHRZPvj2fG65PXw7Hr6311Lvx0RLNzPQkcPXoU9913H3RdR2trK+677z6cdtppc36f9HVxNABalkXQ0i/2ihC82BMAKwGEn/gRhKZBNDTCnBhDaO//hvf8vwBUBeaAdcGX46P538jrhRroRv17zoDe2gkl0AMEehBq70QU1TNsStXJ9SRwyy234OGHH8a5556Ln/3sZ7jnnnuwe/fugo+vUxT4PAoXQaN5kVJCjo/CGOxDeP+PIUPTkKYJ6HFrLB9A7NCzWY8VjU1QAz1Qu3qgBLqhBHqgBHogWtogFAV+fzOGhqYSr2+BREQIBLm/MZUxV5NALBbDzTffjHPPPRcAcM455+CHP/zhnN6jHsL+B8WLPeUmDR3myFDi07w52G8P5fQDsWj+gzUN2vvOmbng+7shAj1QmprnGIVAXVKTGfc3pnIkZImaAUzTxPXXX4/zzz8fX/7yl0sRAlUBMxpBrK8P8VMnEes7iZj9d3ygH8hXxqwoUHw+wOOBWt8AaB4IRcCMxeFpb8dpX/vGosc6bRiY0g1UwSpEVEFUAF2+3Gs8Fe1O4MCBA9i+fXvKY8uXL8ejjz6KWCyG2267Dbqu47rrrpvT+46MBGEuYFnH9Fv2clGOcZVTTOZ00JqMHeyDd2oE0++8a43Xj43kP9DjhRrogtq1NDF8owS6oXQEoL/5KsJP/AiGM4wYjUHqOrwrPzWvn7uQ86UIICQlIi7tZFauO2UxrrlZSFweVUFXoARJoLe3F729vRmPT09P4/rrr0drayt2794Nj8dTrBCowkgpISfGElU4zvCNOdAHOT1zcc2286yob4DavRRqoAeKPYSjBHogWtshctTXW1VAn0upDqrLUh20mERiQbo5NJnBLm1WrX2R46aJqCk5z0CLoiQTw8uWLcPdd99dVQ1nZCmo5NIwrPF6p9zSKb0c6gei+cfrRUsb6k4/HWabH2pXD4TfuuiLxuZ5/T55PnB+US/62VhLTwi0q1aTWcgwcs5rKQLwKQrqhdXbIiVQJxQ0aUAMQMgwEK/6DQ+omFxNAq+88gqeeeYZnHXWWdiwYQMAIBAI4JFHHnEzDCqSjJLLyXGEfvYDeD98IYSmJdXXD+YfrxcCSmfA+lQf6IYa6IEI9EANdEPU1ZfVMNWC2Psb+1QVQSntuwIJKa1S5npVgc+ugANSCyCEBHwAvIqKqApMV8Iy11SWXE0CH/zgB/H666+7+S3JBWZoGuZgH8JP/QQyHLKWGYnHAUMHAMSe+0X2AzUP1EC3VYHT1QPFb4/XdwYgtNoZJtQg0KYImAIw7aI3LcuaVNkIAHUS8DkL2uW5qyDKpio7hmnxSSkhJ8dnSi4HZjpnZXCWT+WKAu2M90IJ9CQ+3SuBHoi2jpzj9bVGSuuCrs7zAu4saFenaZi290dmLqBCMAlQCmkYMEeHYA70Yyw0itDb71hLJgz1A5FsU7JJPF4IrweKXXIpFRUyHoNobkHj9be48wPUOE0CLUIgZu+ERjQbJoEaJeMxmEMDqROzg/0whwYSwzihbAcKAaXDmpR1xuqVQDdUfzf0d95C+IkfQSoqoGpAPAYYBuo+eZmrPxsJeKW150GdomBCAJw7plyYBKqcDIdmFj5LlF72wxwbzt9qrWnw9iwFOrpS6+s7uyBylPWWouSSchMSWOLRENY0BNmxTDkwCVQBa7x+IqXk0lkqQU5N5D1W1NVD6epJfLJXAt1W2WV7JwJdLXOuwilFySXlp0igRVEQVcScehOoNjAJVBBpmjBHh61P80kTs8bg7OP1YklL0oU+aXK2uYX9GjXA6U1oU1RE7JJSNpsRwCRQlmQ8PjNeP5g0lDM8AOh67gOFgNLeaV3su5Iu9v4eiPoG934AKlsCQH1SSalby1dQ+WISKCEZDiWGbYanRjD9zp+si/7oLOP1qmavh9MzM17v74Hizz1eT5RMkUAzBOo1q1EtZnBZu1rFJFBkUkrIKXu8fqA/ZWcqOTkzXp91PZy6equ2vqt7Zrw+sBRKeyfr62lRaBBoFQJRj4Igu45rEpPAIpGmCTk2AmPglFVXnzRuP+t4ffMS1J3+HpjtgdQhnCUcryd3+CTg1VSE7K5jzh3XDiaBOZJ68nh9/8x4/dCAtTtVLsnj9cmTs/5uiIbG6lkPhyqWsNcycrqOWVJaG5gEcpCRcEa5pTnYB3NkaJbxehWqv8squwz0QAkstS/2XRCe3Gt6E5ULNVFSqiBoGCwprXI1nQSs8frJlHF6Z9xeTo7nP9hXl6jCUQPOFoTdUNr9EKrqSvxExWKVlALtioqQvdw1c0F1qokkIE0TcnwExkA/xo6MIvTHdxJLJchw1sUREkRTc1rJpX3Bb2njeD3VhAYI+DQNIdNEhENEVafikkDosUegfujCrF2pUtdhDg9YE7MDp7KO1+dcD6etw1rWuHvpzK5UgR4oDY3F/YGIKoAqgSWKAp8iMG2Y3MimipQsCbzyyiv467/+a7z88stzOk5OTyG074fwDV0MpaFxphLHGa8389Q7qyq8XT2QnV1pk7NdEF7fAn8iourmdB17uJFNVSlJEgiHw7j77rsRj+eppsnBHBsBxkYRfeqnuV/k9c0M4dif6q3Nxf0IdLexCodoAbiRTXUpSRK4//77cfXVV+PYsWNzPzjpk75oaoYaSFsiIdDD8XoiF3Ajm+rgehJ45plnEIlEcNll81tjXgt0AZoHWnMzTv/6/5rXe/j9zfM6rtjKMa5yjAlgXHPhRkxSSoQME0HDQKFb2bS1l+d8W7XFNVutYtGSwIEDB7B9+/aUx5YvX45gMIhHH3103u9rGiaMWAzev1ozr2Gdcm3KKse4yjEmgHHNhdsxCQHE5ewlpW3tjRgbnXYtrkJVY1weVUFXIHePUtGSQG9vL3p7e1Me27t3L/7lX/4FV111VeKx9evX47HHHkNTU1NB7ysam1H/sYu5Zj1RGRJypqSUXceVwdXhoM985jP4zGc+k/jvc845B/v375/TezRc9T9gsjyNqKw5XccxRcEUu47LGpeiJKKikBLwSKBNUdHs0aCwWKMslTQJvP7666X89kTkAmcjm3ZNRb2mgqmgvFRcxzARVabkjWw8vCsoGxwOIiJXaRDo8Gho8WhQmQxKjncCROQ6IQQ3sikTvBMgopJxNrJp0zTUqQrnC0qASYCISs4pKW3xaNAUpgI3MQkQUVmQEvBKayObJk0Fc4E7mASIqOw02ENE9RwiKjomASIqS85GNi0eFR7eFhQNq4OIqGxxI5viYxIgorLnbGSTXFLKXLA4OBxERBVDsTeyadM0+DhfsCiYBIio4mgSaBECSzwaNHYdLwiHg4ioQs10HYcL2MiGsuOdABFVNGcjG3Ydzw+TABFVBafruJVdx3PiehIYHBzEtm3bsGHDBmzZsgUnTpxwOwQiqlLcyGbuXE8Ct956K1avXo0nnngC69evx7e//W23QyCiKseNbArn6sTw6OgoXnvtNXz/+98HAGzatAkrV650MwQiqiHJG9kEpUTMMEsdUtlx9U7g+PHjWLp0Ke677z5ceeWVuOmmm+DxeNwMgYhqkAaBVqFwI5sshJTF6bs7cOAAtm/fnvLYsmXL8OKLL2L37t1YvXo19u7diyeffBJ79uwpRghERBkMKRHUDYRME7VQUaoC6PJ5cz5ftCSQzbvvvotPf/rTOHr0KAAgHA7joosuwu9+97uC32NkJAhzAcXAfn8zhoam5n18sZRjXOUYE8C45qIcYwLKIy5DANOmiagxkwza2hsxNjpd0riyWUhcHlXB2YGWnM+7Ohx0xhlnoKurC8899xwA4Fe/+hXOO+88N0MgIgJgr1IqRM1vZON6x/CuXbtw11134cEHH0RTUxPuv/9+t0MgIrKJxEY2IUXWZBWR60lg+fLlnAMgorLTAIFWjwdhVUHEqI35AoAdw0RECR5F1NxGNlxAjogoSa1tZMM7ASKiLJyNbNo1FQ2aimptL2ASICLKQ1T5RjZMAkREBajWjWw4J0BEVLDq28iGdwJERHPkbGTTXgUb2TAJEBHNk1IFG9kwCRARLUClb2TDJEBEtAgqdSMbJgEiokXkbGTTpqnwquV/iS3/CImIKlClbGTDElEioiJySkpDUiJchiWlvBMgIioyIYFGu+u43EpKmQSIiFxSjhvZMAkQEblqZiObJk1FqXOB60ngxIkTuOqqq7B+/Xr8zd/8DU6ePOl2CEREZaHBHiKqL+EQketJ4KGHHsLatWuxf/9+XHrppdixY4fbIRARlQ1VoqQb2bheHWSaJoLBIAAgHA6jrq7O7RCIiMpKKTeyEVK6u2XOu+++iy1btkBVVcTjcfzkJz/BsmXL3AyBiKis6VIiqBsImwvf61gF0OXz5ny+aEngwIED2L59e8pjy5cvRzQaxbXXXouLL74Yv/jFL7Br1y48+eSTEAU2U4yMBGEuoNDW72/G0NDUvI8vlnKMqxxjAhjXXJRjTADjKpQugGnTRENLPcZGp+f1Hh5VwdmBlpzPF204qLe3F729vSmPjY6Oore3FxdffDEAYM2aNbjrrrswNjaG9vb2YoVCRFSRnI1sGlQVU0JAL8Jndlcnhtva2uDz+XDkyBEAwNGjR9HY2MgEQESUk0CjpqJNK05JqasTw0II7Nq1C9/61rcQiUTQ2NiInTt3uhkCEVFFcjay8Wkapk0TUWPh8wVACaqDVqxYgb1797r9bYmIqoJqb2QTUxRMGQb0BS5GxI5hIqIKs5gb2TAJEBFVqJSNbObZdcwkQERU4RQJNAtlXhvZMAkQEVWJ+Wxkw01liIiqTPJGNvosNURMAkREVcjZyAazDA9xOIiIqIops1SQMgkQEdUwJgEiohrGJEBEVMOYBIiIahiTABFRDWMSICKqYUwCREQ1rOKaxZRF2FFhMd6jGMoxrnKMCWBcc1GOMQGMa67mG9dsx7m+0TwREZUPDgcREdUwJgEiohrGJEBEVMOYBIiIahiTABFRDWMSICKqYUwCREQ1jEmAiKiGMQkQEdUwJgEiohpW9Ung6NGj2LRpE9avX48vfvGLOHnyZMZrTp06hQ9/+MNYv3491q9fj2uvvbbkMcViMdxyyy3o7e3Fpz/9abz11ltFjSnZQw89hJ07d2Z9zu1zVWhcpThfp06dwlVXXYXLLrsM119/Paanp7O+xo3z9dRTT+Hyyy/HJZdcgsceeyzj+VdffRWbNm3CmjVr8PWvfx26rhcljrnGtWvXLqxevTpxfrK9phiCwSCuuOIKnDhxIuO5Up2r2eIq2rmSVW716tXy1VdflVJKuXfvXvmlL30p4zUHDx6U3/jGN8oqpn/7t39LxHT48GG5efPmosc1OTkpb7/9drlixQr53e9+N+tr3D5XhcZVivO1bds2+Z//+Z9SSil37dol//Ef/zHjNW6cr/7+frl69Wo5NjYmp6en5bp16+Sbb76Z8pq1a9fKY8eOSSmlvP322+Vjjz1W1JgKjeu6666Tv/3tb4seS7L//u//lldccYU877zz5PHjxzOeL8W5KiSuYp2rqr4TiMViuPnmm3HuuecCAM455xz09fVlvO73v/893njjDWzcuBFf+MIX8Prrr5c8pl//+te48sorAQAf+chHMDY2hlOnThUtLgB45plncOaZZ+Jv//Zvc77GzXM1l7jcPl/xeBwvvvgi1qxZAwDYuHEjDh48mPE6N87XoUOHcNFFF6G1tRUNDQ1Ys2ZNSiwnT55EJBLBhz70obyxuh0XALz88st45JFHsG7dOtx9992IRqNFj+unP/0p7rrrLgQCgYznSnWuZosLKN65quok4PV6sX79egCAaZrYtWsXLr744ozX+Xw+bNiwAY8//jiuvfZa3HDDDYjFYiWNaXBwEH6/P/Hffr8f/f39RYnJsWHDBmzbtg2qquZ8jZvnai5xuX2+xsbG0NTUBE3TEt9vYGAg43VunK/0nz0QCKTEku3cZIt1sc0W1/T0ND7wgQ/ga1/7Gvbt24fJyUk8/PDDRY/r3nvvxQUXXFBQzG6dq9niKua5qrj9BHI5cOAAtm/fnvLY8uXL8eijjyIWi+G2226Druu47rrrMo698cYbE1+vWrUK3/nOd/D2228nPq2XIqZsFGVxcna+uGZTrHO10LiyKeb5OvPMMzNeJ0Tmuu3FPF8OmWU1+ORYZnu+WGb7vo2NjXjkkUcS/33NNdfgjjvuwFe+8pWix5ZLqc7VbIp5rqomCfT29qK3tzfj8enpaVx//fVobW3F7t274fF4Ml6zZ88eXHHFFWhrawNg/SI4n/BKFVMgEMDQ0BCWLVsGABgaGsp5m7hYcRWiWOdqoXG5fb7i8TguvPBCGIYBVVVzfr9ini9HV1cXjhw5kvjvwcHBlFi6urowPDyc+O/FPDcLievUqVM4dOgQNm/eDKA452auSnWuZlPMc1XVw0EAcMstt2DZsmV46KGH4PV6s77mxRdfxM9+9jMAwOHDh2GaJpYvX17SmFatWoX9+/cDAI4cOQKfz4elS5cWLaZCuX2uCuX2+fJ4PLjgggvw85//HADwxBNP4BOf+ETG69w4Xx/96EfxwgsvYHR0FOFwGE8//XRKLKeddhp8Ph+OHj2aN9bFNltcdXV1ePDBB3H8+HFIKfHYY4/hkksuKXpc+ZTqXM2mqOdq0aeay8gf/vAHefbZZ8vLL79cXnnllfLKK6+UW7dulVJK+aMf/Uj+0z/9k5TSqmK4+uqr5dq1a+XGjRsTlTuljCkSichbb71VXn755XLDhg3y5ZdfLlpM6b773e+mVOGU6lzNJa5SnK8TJ07Iz3/+87K3t1dec801cnx8PCMut87Xk08+KdeuXSsvvfRS+a//+q9SSim3bt0qX3rpJSmllK+++qrctGmTvOyyy+Q//MM/yGg0WpQ45hrXwYMHE8/fdtttrsUlpVWl51ThlMO5mi2uYp0rbi9JRFTDqn44iIiIcmMSICKqYUwCREQ1jEmAiKiGMQkQEdWwqmkWIyoFwzDwgx/8AE899RQMw0A8Hsfq1atx88035+wBISonLBElWoBvfOMbmJiYwL333ovm5maEQiF89atfRWNjIx588MFSh0c0KyYBonk6fvw41q1bh+effx5NTU2Jx4eGhnDs2DFceumlJYyOqDCcEyCap1deeQVnnXVWSgIArJUnmQCoUjAJEM2ToigwTbPUYRAtCJMA0TytWLECb7/9NoLBYMrjAwMD2LZtGyKRSIkiIyockwDRPHV1dWHdunW44447EokgGAzim9/8JlpbW1FXV1fiCIlmx4lhogXQdR0PP/wwnn76aaiqilgshosvvhg33ngjS0SpIjAJEBHVMA4HERHVMCYBIqIaxiRARFTDmASIiGoYkwARUQ1jEiAiqmFMAkRENez/A05Wq2zRuD5jAAAAAElFTkSuQmCC\n", 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xjF1c7RVMpw0DpzNUMNXZejClX0Gwgqmy2EtcsyWI9DJXKQTs/5cTg33UVIhGohiOpq9k5Ha+xwMAOG7kvg0XkwDRPNFtFUzp0iuY7OsPiQqmyTwrmOylrqxgqjy5GvXlfM8svtf5Hg8u1OpyvoZJgMgBuSqYQrb1h/Q+TOECK5jsVw8tnF6iPDAJEJWYN88KpsG0XdQzVTBJAO3jY2iBSNkDkbiLHBeoCWASICpbhVQwDdoSxbBhwARgAhiIxjAATFug1jHVYiP9PhANrGCqKSVJAnv27MGhQ4cAAKtWrcKdd95ZijCIKla+FUyTXh0nxyeTVw8j8R5MMQADhoGBDAvUbiGmL07HE0Udp5iqjuNJ4MiRI3j55Zdx4MABCCGwZcsW/PjHP8bll1/udChEVclewdTa0oBhc2rgtvdgSl9/GE9UMCmVVwWTff2hXdPg5tVDRXI8CXR0dGDHjh1wu90AgHPPPRc9PZnuSUVE803LUcEUsVcwpe2BmMizgsmeGOzN+nQmiLLleBI4//zzk3/+3e9+h+effx7f+973nA6DiNK4hUCnrqMzRwVTpvtApFcw/T5LBZO9tPXsoITHMNDCFhslJ5QqTceL9957D7fccgu2bduG6667Lu/39YcjyL31gUrp7eAkfjo8hsFoDO0uHatbF+CDDbnrlKlyKaUQMEycicYwEImiPxrDmWgUA5EYzkRjiM4wvEgA7S4dHS4dHW4XFsZ/73DpaNY1Joh5oAHwe9xZny9JEjh27Bhuv/123H333Vi7dm1B7/3/B0YRjpkzvzCL1rYGDA8FZ/3+YinHuAqN6b1wGIcnJqDBusSMwdrmflV9fXL3Yinicko5xlXKmOwVTING6i7qEdNE7o42qRVM6X2YilXBVI7/D4G5xeXSJJb6mrM+7/h0UG9vL2677Tbs3r0bK1eudPrbUxG9EgpBw1TrWhcAKIVXQqF5TQJUGXJVMC1orcfvbC020nsw5VPB1G5bc7AnClYwFcbxJPDNb34T4XAYDz30UPKx66+/Hp/61KecDoXm2YhhwJt2dqbHHyey02xtMNLFlMJIlvUHewVTr2GgN0sFU3va4nTia1YwTed4Eti5cyd27tzp9LclB7RoGgKmCfs5Xyz+OFG+cvVgslcw2W8QNJRWwXQyFsPJDAvUTel3kYtfQbTWcAUTdwzTvFnp9eLwxASgVMqawEqvt8SRUbXIt4LJfhVhr2AaVwrjWSqYWqSEbzKIBYaadhe5al6gZhKgeZOY938lFMKIYaBF07DS6+V6ADkiVw+mYI4riEQ6GDFNjEyEpn2uROpd5OydXBdUQQ8mJgGaV+d7PBz0qawIIdAoBBqlxNlZejAlmvMFXRI9wRCGDAPD8ZsEmQAG46/J1oMpkRTsm+UqpQcTkwAR1Sx7BdMHXC6rFFOzSjHN+AJ1+g2CEiWuQO4KJo+tB1M5VzAxCRARZSBti8jnpT0XUwrDGW4QNGgYCMTXH8I5KpjqRWp7b/sVhNMVTEwCRFTT3guHk+tYHRMBXKK5ZpzS1IVAh66jI8NziQqm9KsHewXThFKYyFbBJGXKFUS7puGcsBuaUkWpYGISIKKaZd/l7hUCYzEDh8PWvP9s17ZyVTBNJqaX0m4QNGiaiCQqmOL7IVIqmMbHITB1Fzl7H6a5VjAxCRBRzZq2y10IGPHHi1HgUCclFkmJRWmP2yuYMl1BxGDdY3jENDFimng/bYHaXsGU3sm1XeZODkwCRFSzymWX+0wVTGKBF78dCkxbfxjJUMH0XlqC6HTp+Lq/Jev3ZhIgoppVCbvchRBodemAy4UPZLiL3EwVTPk06iOqWfZFQW5uqz3pu9wjSlXULveZKpgGfvc+gn0ngQvOyfoZTAJUs9IXBQOmaQ0ImP2iIFWW9F3uHbqGSzzVcSKg3n8PTf/5HBa2Lcz5OiYBqllsfU1A6i73cr2fQEFiMYgzfcALB1E/Pgqvyj0hxCRANatcFgWJZiU+2Iv+0xB9PRD9vRB9vRCD/RCmicS9xHQt9+5kJgGqWZWwKEiEWAxmz0nId9/PONhnozQdhtcL1Z5pS9sUJgGqWWx9TWUlFrMG9sQg39dr/flMH0JpJyt2yuOF8ncB/i6Yvm6Y/i6ojk5Ezwwg/OIP4WlYkPPbliQJPPfcc9i7dy+i0ShuvPFG3HDDDaUIg2ocW19TSRiGNdj39aae2Z/py31mn2WwR3MrkGG3sKulzXr8nV/mDMfxJNDX14fdu3fjmWeegdvtxvXXX49LL70U552XXuBEVHxsfU1Fk2mw7++FONMPkWPdSXm8UL5OwB8f6H2daFp6LkaVN+Ngn4vr3KVwLV2W8zWOJ4EjR45gxYoVaGlpAQBceeWVOHz4MP7mb/7G6VCIiOZu2mB/GqK/Z+bB3u2B8scHe18XVPwMP9OZvWxrAIpUteR4Eujv70dHx9RChc/nwxtvvOF0GFThBBL/ToTtz4CprG32Kq/3CwgBmObMryeyBvsBa4Dviw/0iWmcQgZ7XxdMX5c12JfBfQXySgKxWAx6Wke80dFRNDc3F/wNlZr+z62Qu+8sWFCH6c1XC9Pa1jDHTyiOcozLyZjsPwUaBKSwGmNJIaAJa7i3HhNo9zdPvcb282MohZhSyd9jpkJMWUlCFwJ6/HdNCOhCQAqBScNEwDAQzfCzWaha/39YiHKJa/KdtzD+f36G6NAgom3taPzYx+FtbYfZcxKq9xTMHuuX6usFcpUPu92QXYsguhdBdi2C7D4Loqsboq0dYh4G+9ker5lq3XImgTfffBPbtm3DmTNn8IlPfAL3338/GhsbAQA33ngjDhw4UHBAfr8fR48eTX7d398Pn8+X9/vHxiYRjmVfPJlJuW4GKce45iOmxFm6gIAmBTRYg7YUAjLxvFKQwjqjlypxUmANyIayKnbsLbE6OpowMDCedwyJJooxhZwnEKYAgoaBmDm7ZFCt/w+LoSziMgzEfvEazJd+BM2IoT4ahX7yD1BH/y+m32l4inK5rTn7zgzTOJkG+5HJOYc6l+Pl0iT8PnfW53MmgQceeABf+cpX8Md//MfYtWsXtmzZgm9/+9twu90Zz+jz8dGPfhSPP/44hoaGUFdXhxdeeAFf/epXZ/VZVB7sUzNa4oxbSmvAB5K/A0Dyx0alfYLt69n+bGWT78d5FODWNExIhUnDwCxzAZUb04xP48Tn7BOllwN98BjZTwsKHuwrVM4kEAqFsGrVKgDAo48+ittvvx133XUXvva1r836G/r9fnzxi1/EZz/7WUSjUWzevBnLly+f9eeRc5Jn9ULAZZtSEUpBEwJSWWfdSgHpk+yVMp4KBTRAwKvrCJgmwsbsrzrJYfbBvt+2SDtwGiLDHbwSlJQw6+ph1DVA1dcjqumIxmKo//yXqmqwzyZnEjBNE4ODg2hvbwcAPPzww7j++uvxj//4jwXN46dbt24d1q1bN+v3U/HYp29cQqBOk8mz+sQZvUT6Gf3Umfw8n8SXjKaAZiEQdukIxAwY1fIXqwamCTF0JrXGvr935sHe5QISZ/T+bqiOTgRfOwIzHALiZcK6JhGbDAFtzTWRAIAZksBNN92EDRs24P7778eqVatQV1eHvXv34jOf+Qz6+vqcipGKIDHYy/jZfHKhND4/LxXQ4XYBQlbsWf3cCWuKSNcQVAqTMaOG/u5lwDSBoTOQ06Zx8hjsOzqhOtOqcVrbpw3sutuL8H8+BxGJAC4XzEgEyojB85H/Uey/XdnImQTWr1+P5cuXw+2eWlTo7u7GgQMH8G//9m9FD47mxn5WL9Pm6vM5qyeLUEAjBLy61WsowsWC+ZU+2Ccaog30QcSiWd+mdBfg65w6s/d1WnP2GQb7bFznLgWwDpHXfg41Mgy9owP6h1fGH68NOZNAT08PPvCBD0x7vLm5GRdeeGHRgqLCzHRWr8VLJCt5rr4c6BBolhpCGhCMGTA5RVQY0wSGByH7ehANDEL/7e/j8/enCx/sO7qAtoXzMmXjOndpctAvi6olh+VMArfddluyDHTbtm14/PHHk8/t3r0bH//4x4sbHSWlnNVLARcAzX5Wb1+UBap2rr7UBIC6+BTRhGkiZJhMpOkSg32yEVrP1DRO/P63UUyvX1e6bs3Z+zrjg318GmeeBnvKLGcSsJfqnThxIutzNH8SO1mT0zfxM/u8zur5v8QxmgIWSAmPFAgY5qz3FlQ00wRGBiH7sg/2mShdh+zshrHQH++NYw34ioN9SeRMAvYKoPRqoLlUB9W69A1UOoAmTQNcujVPz7P6iqAU4IZAq9QwKRWq9l9EcrC3tUpITONEI1nfpjQd8Pmhko3Q4oN9aztaOxbU3LRLucr7SoAKl+2sXrNV4CTO6pt0DaGUDVMlC5sKJADUQ6DZpWNCkwhX6hSRaQIjQ9aZfb+982UBg328Gid5Zs8b9JS9GfcJjI6OQikFwzCSfwYAg7fgA5D5rN6aq1fQkDZ9A/Csvoq5pUSzlAhLicAc2k8UnWkCo8OQ9rLLvvg0TiSc9W1K04EOf3znbBdUfJFWtXVwsK9gOZPAu+++ixUrViQH/ksvvTT5XK1NBxVyVp8c6OM40NcOa4oIaC2H9hOmCXPwDOQ7v5maxpntYN/Rad2mkIN91cmZBI4fP+5UHGUh/azeBUDGz+olBHSe1VOeHG0/oZRtGsdWZ99/GqFIOPttCTUtPtinTeNwsK8pNXmPYfsGKnsPHMmzeppn89p+IjHY21slJDZX5Tyz14CFfludPQd7mlK1SSDTWb0mJVp1HVLXWYFDDiqw/YRSwOgwRF/v9JYJuQZ7Ka12CclpnC40nb8Eo3oTB3vKquKTgH2w16WYmq/PclZfp0kEONBTCUxrP2GYqYO9/cw+nL2jvTXY+62z+Xh7Y+XrglromzbYF/O2hFQdKi4JCAh4NDnjYM+zeioXSimo0WEYfT0wT/fA6OuBHj+zRyj7DUeUlMBCn7UwmxzsO6HafYBecf90qUxV3E9Si5TWPyoO9lRmlFIwR4Zg9PXC7OuZGvRnGOwhJdRCH1R8Q5UZb52gFvo52FPRVeRPGAd7KiWlFNTYCIzTPTD7e63f+3ow3t8Lc3Ii+xulhOzwQ/N3Q/N3Q/q7IP3d0Dr8iOha7bafoJJyPAkcO3YMDz74IGKxGFpaWvDggw9i0aJFTodBBACIvv0rhF/6EcyhM5BtC+FZdSVcH7wYQPbB3ujrmfHMXi70QetcBC0+0Et/N+RCP0SWM3u3QrL9xARvbUkOcjwJ3HHHHXjiiSewbNkyfP/738f999+PvXv3Oh0GEaJv/wqTP/iutZjq8cAc7MfE974J7axzgHAo/8He3wXNvwjN5y1BsL4VssMPoWerzs8u0X7CvreAuYCKzdEkEIlEsH37dixbtgwAcMEFF+A73/mOkyFQDVNKQY2PJhdnwz89DBWaAGIGoKY2cxnv/jr1jULEz+y7ofkXWWf1vi5IX+pg39TRhNDA+JzjlApT7SdiBmKc/6QicjQJuN1urF+/HoDVl2jPnj247LLLnAyBakBysO/rTanIMft6oHLN2QMQbg/gdsOzYpU1Z+/rts7sXYWf2c9Fsv2ErmFClbj9BFU1oYrUKvTQoUPYtWtXymNLlizBU089hUgkgh07dmB0dBT/9E//BJfD/8CoOiilYIyOItJzApFTJ61fPdbvZjBHbbwQcPn8UNEooGkQHg+ElICQUJEI9JYWLPryPc79RfIQNk2MxwxE4v9cBQAtvpPdgOK0EWWlAfB73FmfL1oSyCYYDOLWW29FS0sLHn300ZT7F+djcDAAcw6nRB0dTRiYh0v2+VaOcZVLTNaZ/RjM/h4Yp3vgHj2D4O9/b53ZT+Qe7Kfm7Lsh/Yuss/uOTgiXK7kmIHQdcLmBaAQqFkPdhk8nF4cLUfzjpRARAkIpq81J/FETgKEUIgAmDDPltpflertExlWYucTl0iSW+pqzPl+SheHFixfjvvvuq7lOpJSbUgoqMA6z75RVa2+fxrEN9tP20goB2d4Rn7OPD/a+TkhfV85pHGug/3RKdZDXVh1UfgTctr0xKvmodf9jHYCHt72kAjmaBN566y28+OKLOO+887BhwwYAgM/nw5NPPulkGFREuUou7czA2NQgnxzse6EmAtk/XAjItoWoO/tsGG1+a3HW3w3p64RwFXZFmeD64MVlPOgXTlNAk5Co0wUCXFCmPDiaBC688EK88847Tn5LcpB9ekXUN0CNj2Lime/As3IVhMc7tVDb1wMVnHmwnzqz704Z7Mtlmqqc6RBoEUC9pmFcCFYYUVYVuWOYyo8ZGEfo8AEgEoEKh6xF11gUME2EDx3I/CbbYC99XdA6F8VLLzutKh2aI4EGXUOrrmFScRMaZcYkQAUxg+OZp3GCuc/MZXuHtUDbmZiz52DvFKG4CY2yYxKgjMzgOCYHTyD8zm9SmqHNNNjD5YL01kN4vYCuQ8UMoLEJTV+405nAKaupTWgCQcNElJcFBCaBmmcGx625eltfHLOvByowjlzDfaY5e2NoEKH/vd8a/BMll0YMdavXOPb3odysTWgCLqkhpAETc73bGVU8JoEaYQYDKYN8YtBXgRmmcdoWTk3j+Loh/N3Q/F0Zp3G0sxZDuFwVVHJZuwSAOhUvKY3vSGYuqE1MAlXGnAjCPH0qOVefnMYJjOV8n2xtTzmzF/4u+C9cisHxaEHfv9pKLqudTN7tTEcwfrcz5oLawiRQodREEIbtjD7/wb7N6mffaTVCE74uaL4uaw4//bVeL1BgEqDKpCugWQhEXDoChsH7GtQQJoEylzLY23raq/HRnO+bGuzjZ/a+7qyDPZHF2pHcJjVM8L4GNYNJoEwYwQBiv30vZUOV0dcDNTbDYN/SZk3jcLCneVQPAY+uswVFDWAScJianJi2OGv09WA0n8HeXmfv77J643jrHIqcao2mgAVSwhsvKY3wsqAqMQkUyfTBvjd+Zj+S832ypdW672yn7T60vm4O9lQSSgEuCLRIDWENCLCktOowCcyRNdj3ppZf9vVAjY7kfJ9obk1O42j+brQtPQ9j7gUQdfXOBE5UII8C3LzJTdVhEsiTCk1mnMbJe7BP9rS3+uSkD/bejiaMsykalTmhgAZbSSlbUFQ+JoE0KYO9rae9Gh3O+T6xoCV5Vm/N28encXhmT1VIi7egiEiJcZaUVrSaTQIqFILR35PaDK2/F2pkKOf7rMG+C5p/EQd7qmnWegHQGm9BEYwZKXc1o8pQ9UkgfbDvGe7H5IkTeQz2zfEz+0XQ/F1T0zj1DQ5FTlQZ2IKispUsCbz11lv4y7/8S7z55psFvW/i6SehffjSaa0JrMG+d/qcfdpgH0n7PNHUnLJAy8GeaHbYgqIylSQJTE5O4r777kM0WnhLAnN8FOHv/y+4P/QRQMrkoD/jmX1TM7TOLjQsPgfRlg5IfxeErxuSgz3RvGILispSkiTw0EMP4cYbb8Trr79e8HvV8CAwNorIz/8z4/OiaUFycTZRZy983ZANjQDAWxMSOYItKCqF40ngxRdfRCgUwlVXXTW3D9I06B84f2qw93VB+KcGeyIqD2xBUd6KlgQOHTqEXbt2pTy2ZMkSBAIBPPXUU7P+XFfXIkDX4Wptw6Iv3zOrz+joaJr19y+mcoyrHGMCGFchyimmkGFi3DAQVQqtbeU5FVttcWkzPC+Ucm4df//+/fjnf/5nNDRYf5njx49j2bJlePrpp9HYmN8Z/B923YfoQD/qNnx6Vn3ry3U6qBzjKseYAMZViHKMCQDqWutx8sx42bWgaG1rwPBQsNRhTDOXuFyaxFJfc9bnHZ0O+uQnP4lPfvKTya8vuOACHDx4sKDPEA1NqPvzy3jjEqIK1qhraGMLirJQcfsE6m/4nzD5E0NU8diCojzIUn7zd955p5TfnojKQKIFRYtLhy5FqcOpOSVNAkREQLwFhbJaUDS5dEjBZOAUJgEiKhuJFhRtuoY6XQNTQfExCRBR2ZEKaIJAq67BrXGYKiYeXSIqWzoEWoRAs0uHzimioqi46iAiqjUieVezScUWFPONVwJEVBGEslpQtOk6vJrkesE8YRIgoooi4yWlzS4NLpaUzhmng4io4igFuCHgkhrC8bualVsLikrBJEBEFUsA8Kbd1YzrBYXhdBARVbxEC4pWXYeH6wUFYRIgoqqhKaBFSquklOsFeWESIKKqohTgZguKvDEJEFFVSrSgaNU11HGKKCsmASKqapoCmoRkC4oseESIqCawBUVmLBElohrCFhTpeCVARDUn0YKilS0onL8S6O/vx86dO9Hf3w+v14tHH30UZ511ltNhEBEl72oWlgJBwyx1OCXh+JXAnXfeidWrV+MHP/gB1q9fj0cffdTpEIiIkqySUoEWqaFJ06DV2HqBo1cCQ0NDOH78OL71rW8BADZt2oSVK1c6GQIRUUYCQJOuoU3XEIy3oKiFdkSOXgmcOHEC3d3dePDBB3Httdfi9ttvh8vlcjIEIqKchAIaa6gFhVCqOLnu0KFD2LVrV8pjixcvxmuvvYa9e/di9erV2L9/P5599lns27evGCEQEc2JUgoTpolAzIBR6mBmSQPg97izPl+0JJDJH/7wB1x33XU4duwYAGBychIrVqzAL3/5y7w/Y3AwAHMONV0dHU0YGBif9fuLpRzjKseYAMZViHKMCajMuCZQupLS1rYGDA8FZ/Velyax1Nec9XlHp4POPvts+P1+vPTSSwCAn/70p7joooucDIGIaFYSJaXV1oLC8RLRPXv24N5778UjjzyCxsZGPPTQQ06HQEQ0K5oCFkgJb7ykNFIFO80cTwJLlizhGgARVSylABesktKwBmu9oILLiNg2goholhItKCr5rmZsG0FENAf2u5pVYgsKJgEionmQaEHRUmF3NWMSICKaJ0oBrgq7qxnXBIiI5lnirmYe23pBua4d80qAiKhIZAW0oGASICIqMl0BzYm7mpXZegGTABGRIwTcCmiTGhp1DeWSC5gEiIgcVk4tKJgEiIhKINGCosWlwV3CywImASKiErFKSq0WFM0uvSR3NWOJKBFRGShVCwpeCRARlYlStKDglQARUZlJtKCISIlxo7j3NOOVABFRGUppQaHJorWgYBIgIipjAkCTrqNN11Cna/M+ReR4Ejh58iRuuOEGrF+/Hn/1V3+FU6dOOR0CEVHFkQpogkCrrsGtzd/Q7XgSeOyxx7B27VocPHgQV1xxBXbv3u10CEREFUuHQEuiBcU8TBE5vjBsmiYCgQAAYHJyEl6v1+kQiIgqnEiWlE4qhYk5lJQ6ngS2b9+O66+/Hvv27UM0GsW///u/Ox0CEVFVEMpqQeHVdQRME2HDRKG5QChVnC7Xhw4dwq5du1IeW7JkCcLhMG6++WZcdtll+NGPfoQ9e/bg2WefhaiAmy8QEZWzScNEwDAQtQ3rGgC/x531PUVLApkMDQ1hzZo1+K//+q/kYytWrMDzzz+Ptra2vD5jcDAAcw5b6To6mjAwMD7r9xdLOcZVjjEBjKsQ5RgTwLgKVUhcCkBYAMGYAUMpuDSJpb7mrK93dGG4tbUVHo8HR48eBQAcO3YMDQ0NeScAIiLKTQDwKqBN19CQR8tqR9cEhBDYs2cPvvrVryIUCqGhoQGPP/64kyEQEdWERAsKzFBO6vjC8PLly7F//36nvy0RUU2SM8yec8cwEVENYxIgIqphTAJERDWMSYCIqIYxCRAR1TAmASKiGsYkQERUwyru9pJypu1vDn1GMZRjXOUYE8C4ClGOMQGMq1CzjWum9znaO4iIiMoLp4OIiGoYkwARUQ1jEiAiqmFMAkRENYxJgIiohjEJEBHVMCYBIqIaxiRARFTDmASIiGpY1SeBY8eOYdOmTVi/fj0+97nP4dSpU9Ne09PTgz/5kz/B+vXrsX79etx8880ljykSieCOO+7AmjVrcN111+E3v/lNUWOye+yxx7Le+9npY5VvXKU4Xj09Pbjhhhtw1VVX4dZbb0UwGMz4GieO13PPPYerr74al19+OZ5++ulpz7/99tvYtGkTrrzySvz93/89YrFYUeIoNK49e/Zg9erVyeOT6TXFEAgEcM011+DkyZPTnivVsZoprqIdK1XlVq9erd5++22llFL79+9Xn//856e95vDhw+qee+4pq5j+9V//NRnTq6++qjZv3lz0uMbGxtRdd92lli9frr7xjW9kfI3TxyrfuEpxvLZu3ap++MMfKqWU2rNnj/qHf/iHaa9x4nidPn1arV69Wg0PD6tgMKjWrVun3nvvvZTXrF27Vr3++utKKaXuuusu9fTTTxc1pnzjuuWWW9R///d/Fz0Wu1/84hfqmmuuURdddJE6ceLEtOdLcazyiatYx6qqrwQikQi2b9+OZcuWAQAuuOAC9Pb2Tnvdr371K7z77rvYuHEjPvvZz+Kdd94peUw/+9nPcO211wIAPvKRj2B4eBg9PT1FiwsAXnzxRZxzzjn467/+66yvcfJYFRKX08crGo3itddew5VXXgkA2LhxIw4fPjztdU4cryNHjmDFihVoaWlBfX09rrzyypRYTp06hVAohA9/+MM5Y3U6LgB488038eSTT2LdunW47777EA6Hix7Xf/zHf+Dee++Fz+eb9lypjtVMcQHFO1ZVnQTcbjfWr18PADBNE3v27MFll1027XUejwcbNmzAM888g5tvvhm33XYbIpFISWPq7+9HR0dH8uuOjg6cPn26KDElbNiwAVu3boWmaVlf4+SxKiQup4/X8PAwGhsboet68vv19fVNe50Txyv97+7z+VJiyXRsMsU632aKKxgM4oMf/CC+/OUv48CBAxgbG8MTTzxR9LgeeOABXHLJJXnF7NSxmimuYh6rimslnc2hQ4ewa9eulMeWLFmCp556CpFIBDt27EAsFsMtt9wy7b3btm1L/nnVqlX42te+hvfffz95tl6KmDKRcn5ydq64ZlKsYzXXuDIp5vE655xzpr1OiOkte4t5vBJUhkbA9lhmer5YZvq+DQ0NePLJJ5Nf33TTTbj77rvxxS9+seixZVOqYzWTYh6rqkkCa9aswZo1a6Y9HgwGceutt6KlpQV79+6Fy+Wa9pp9+/bhmmuuQWtrKwDrByFxhleqmHw+HwYGBrB48WIAwMDAQNbLxPmKKx/FOlZzjcvp4xWNRnHppZfCMAxompb1+xXzeCX4/X4cPXo0+XV/f39KLH6/H2fOnEl+PZ/HZi5x9fT04MiRI9i8eTOA4hybQpXqWM2kmMeqqqeDAOCOO+7A4sWL8dhjj8Htdmd8zWuvvYbvf//7AIBXX30VpmliyZIlJY1p1apVOHjwIADg6NGj8Hg86O7uLlpM+XL6WOXL6ePlcrlwySWX4PnnnwcA/OAHP8DHP/7xaa9z4nh99KMfxSuvvIKhoSFMTk7ihRdeSIll0aJF8Hg8OHbsWM5Y59tMcXm9XjzyyCM4ceIElFJ4+umncfnllxc9rlxKdaxmUtRjNe9LzWXk17/+tVq6dKm6+uqr1bXXXquuvfZatWXLFqWUUt/97nfV17/+daWUVcVw4403qrVr16qNGzcmK3dKGVMoFFJ33nmnuvrqq9WGDRvUm2++WbSY0n3jG99IqcIp1bEqJK5SHK+TJ0+qz3zmM2rNmjXqpptuUiMjI9Picup4Pfvss2rt2rXqiiuuUP/yL/+ilFJqy5Yt6o033lBKKfX222+rTZs2qauuukr93d/9nQqHw0WJo9C4Dh8+nHx+x44djsWllFWll6jCKYdjNVNcxTpWvLMYEVENq/rpICIiyo5JgIiohjEJEBHVMCYBIqIaxiRARFTDqmazGFEpGIaBb3/723juuedgGAai0ShWr16N7du3Z90DQlROWCJKNAf33HMPRkdH8cADD6CpqQkTExP40pe+hIaGBjzyyCOlDo9oRkwCRLN04sQJrFu3Di+//DIaGxuTjw8MDOD111/HFVdcUcLoiPLDNQGiWXrrrbdw3nnnpSQAwOo8yQRAlYJJgGiWpJQwTbPUYRDNCZMA0SwtX74c77//PgKBQMrjfX192Lp1K0KhUIkiI8ofkwDRLPn9fqxbtw533313MhEEAgF85StfQUtLC7xeb4kjJJoZF4aJ5iAWi+GJJ57ACy+8AE3TEIlEcNlll2Hbtm0sEaWKwCRARFTDOB1ERFTDmASIiGoYkwARUQ1jEiAiqmFMAkRENYxJgIiohjEJEBHVMCYBIqIa9v8AopnT7jIP2c0AAAAASUVORK5CYII=\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -6189,7 +6196,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x432 with 3 Axes>" ] diff --git a/Introduction-to-Pandas--slides.html b/Introduction-to-Pandas--slides.html index 05d07e71aff244c965491edfd196609871595f5a..4bb45ed9bc3abc7adc33bffc5574ae944e49fcea 100644 --- a/Introduction-to-Pandas--slides.html +++ b/Introduction-to-Pandas--slides.html @@ -14,6 +14,7 @@ <link rel="stylesheet" href="fzj-reveal.js/reveal.js/dist/reveal.css"> <link rel="stylesheet" href="fzj-reveal.js/reveal.js/dist/theme/simple.css" id="theme"> <link rel="stylesheet" href="fzj-reveal.js/custom.css" id="custom"> +<link rel="stylesheet" href="custom.css" id="custom"> <!-- If the query includes 'print-pdf', include the PDF print sheet --> <script> @@ -16717,7 +16718,7 @@ dtype: object</pre> <div class="jp-InputPrompt jp-InputArea-prompt">In [33]:</div> <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline"> <div class="CodeMirror cm-s-jupyter"> -<div class=" highlight hl-ipython3"><pre><span></span><span class="o">!</span>cat data-nest.csv <span class="p">|</span> head -3 +<div class=" highlight hl-ipython3"><pre><span></span><span class="o">!</span>head data-nest.csv </pre></div> </div> @@ -16740,6 +16741,13 @@ dtype: object</pre> <pre>id,Nodes,Tasks/Node,Threads/Task,Runtime Program / s,Scale,Plastic,Avg. Neuron Build Time / s,Min. Edge Build Time / s,Max. Edge Build Time / s,Min. Init. Time / s,Max. Init. Time / s,Presim. Time / s,Sim. Time / s,Virt. Memory (Sum) / kB,Local Spike Counter (Sum),Average Rate (Sum),Number of Neurons,Number of Connections,Min. Delay,Max. Delay 5,1,2,4,420.42,10,true,0.29,88.12,88.18,1.14,1.20,17.26,311.52,46560664.00,825499,7.48,112500,1265738500,1.5,1.5 5,1,4,4,200.84,10,true,0.15,46.03,46.34,0.70,1.01,7.87,142.97,46903088.00,802865,7.03,112500,1265738500,1.5,1.5 +5,1,2,8,202.15,10,true,0.28,47.98,48.48,0.70,1.20,7.95,142.81,47699384.00,802865,7.03,112500,1265738500,1.5,1.5 +5,1,4,8,89.57,10,true,0.15,20.41,23.21,0.23,3.04,3.19,60.31,46813040.00,821491,7.23,112500,1265738500,1.5,1.5 +5,2,2,4,164.16,10,true,0.20,40.03,41.09,0.52,1.58,6.08,114.88,46937216.00,802865,7.03,112500,1265738500,1.5,1.5 +5,2,4,4,77.68,10,true,0.13,20.93,21.22,0.16,0.46,3.12,52.05,47362064.00,821491,7.23,112500,1265738500,1.5,1.5 +5,2,2,8,79.60,10,true,0.20,21.63,21.91,0.19,0.47,2.98,53.12,46847168.00,821491,7.23,112500,1265738500,1.5,1.5 +5,2,4,8,37.20,10,true,0.13,10.08,11.60,0.10,1.63,1.24,23.29,47065232.00,818198,7.33,112500,1265738500,1.5,1.5 +5,3,2,4,96.51,10,true,0.15,26.54,27.41,0.36,1.22,3.33,64.28,52256880.00,813743,7.27,112500,1265738500,1.5,1.5 </pre> </div> </div> @@ -20123,7 +20131,7 @@ Name: C, dtype: bool</pre> <div class="jp-InputPrompt jp-InputArea-prompt">In [78]:</div> <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline"> <div class="CodeMirror cm-s-jupyter"> -<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="p">[</span><span class="s2">"Presim. Time / s"</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">3</span><span class="p">));</span> +<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="p">[</span><span class="s2">"Presim. Time / s"</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">3</span><span class="p">),</span> <span class="n">style</span><span class="o">=</span><span class="s2">"--"</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s2">"red"</span><span class="p">);</span> </pre></div> </div> @@ -20145,7 +20153,7 @@ Name: C, dtype: bool</pre> <div class="jp-RenderedImage jp-OutputArea-output "> -<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAl8AAADQCAYAAAA5xgQ5AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAAsTAAALEwEAmpwYAAAggUlEQVR4nO3df5TcdX3v8edrZn/kx27YJLtklyQQCiGLWElhb5SWWvAHArXSVqpQj1ov96ZaONXTnttje2/V/rjnaFu1P7BS1FzUKmpVlKMI5CK91KrABgMESCQgmIT82Pwkm032x8z7/jHf2Z3d7GY3O7MzuzOvxzl75juf7+c73/d8/J744jPfH4oIzMzMzKw8UpUuwMzMzKyWOHyZmZmZlZHDl5mZmVkZOXyZmZmZlZHDl5mZmVkZOXyZmZmZlVFdpQsYT2tra6xatarSZZiZmZlNatOmTfsjom2q/Wdl+Fq1ahXd3d2VLsPMzMxsUpJePJ3+k4YvSRuANwP7IuKVSdtXgTVJlxbgcESsHWfbF4CjQAYYioiu0ynOzMzMrNpMZebrDuBW4Av5hoh4e35Z0seBI6fY/sqI2D/dAs3MzMyqyaThKyIekrRqvHWSBLwNeF2J6zIzMzOrSsVe7firwN6IeHaC9QHcL2mTpPWn+iBJ6yV1S+ru6ekpsiwzMzOz2anY8HUjcOcp1l8eEZcA1wA3S3rtRB0j4vaI6IqIrra2KV8wMC2f3PhT7vjPn83oPszMzMzGM+3wJakO+G3gqxP1iYhdyes+4C5g3XT3V0o/eu4A33lid6XLMDMzsxpUzMzXG4CtEbFzvJWSFkpqzi8DVwFbithfyaxpb2brnqNERKVLMTMzsxozafiSdCfwI2CNpJ2SbkpW3cCYnxwlnSXpnuTtMuAHkh4HHgG+GxH3lq706evsaKa3f4idh45XuhQzMzOrMVO52vHGCdp/b5y2l4Brk+XngYuLrG9GdLYvAmDbnqOsXLKgwtWYmZlZLanJZzuuaW8GYOuelytciZmZmdWamgxfTY11rFwyn2f2HK10KWZmZlZjajJ8Qe6nx20OX2ZmZlZmNRy+mnm+p5cTg5lKl2JmZmY1pIbD1yKyAdv39Va6FDMzM6shtRu+OvIn3funRzMzMyufmg1fq5YupLEuxdbdvuLRzMzMyqdmw1c6JS5Y1uyZLzMzMyurmg1fkDvp3uHLzMzMyqmmw9ea9mb29/bTc7S/0qWYmZlZjajp8HVhx8hjhszMzMzKoabDV6cfM2RmZmZlNmn4krRB0j5JWwraPiJpl6TNyd+1E2x7taRtkrZL+mApCy+FpU2NtDU3+rwvMzMzK5upzHzdAVw9TvsnI2Jt8nfP2JWS0sCngGuAVwA3SnpFMcXOhNxJ9575MjMzs/KYNHxFxEPAwWl89jpge0Q8HxEDwFeA66bxOTOqs72ZZ/f2MpTJVroUMzMzqwHFnPN1i6Qnkp8lF4+zfjmwo+D9zqRtVulsX0T/UJYXDvRVuhQzMzOrAdMNX58GzgPWAruBjxdbiKT1kroldff09BT7cVO2xifdm5mZWRlNK3xFxN6IyEREFvgMuZ8Yx9oFrCx4vyJpm+gzb4+Irojoamtrm05Z03L+mU2kU/LtJszMzKwsphW+JHUUvP0tYMs43R4FVks6V1IDcANw93T2N5Pm1af5hdaFPLPb4cvMzMxmXt1kHSTdCVwBtEraCXwYuELSWiCAF4DfT/qeBXw2Iq6NiCFJtwD3AWlgQ0Q8NRNfolhr2pvZvONwpcswMzOzGjBp+IqIG8dp/twEfV8Cri14fw9w0m0oZpsLOxbxnSd2c/TEIM3z6itdjpmZmVWxmr7DfV7+Tvc/3eufHs3MzGxmOXwxcsWjz/syMzOzmebwBSxvmU9zY52veDQzM7MZ5/AFSKKzw48ZMjMzs5nn8JVY097M1j1HiYhKl2JmZmZVzOEr0dm+iKMnhnjpyIlKl2JmZmZVzOErcWFH8pih3f7p0czMzGaOw1figmX5Zzz6pHszMzObOQ5fieZ59axYPN/hy8zMzGaUw1eBzvZF/tnRzMzMZpTDV4HO9mae33+M/qFMpUsxMzOzKuXwVaCzo5lMNti+r7fSpZiZmVmVcvgq0Nm+CICtfsyQmZmZzZBJw5ekDZL2SdpS0Pa3krZKekLSXZJaJtj2BUlPStosqbuEdc+IVUsX0FCX8p3uzczMbMZMZebrDuDqMW0bgVdGxKuAnwJ/eortr4yItRHRNb0Sy6cuneKCZU2+4tHMzMxmzKThKyIeAg6Oabs/IoaStz8GVsxAbRXR2b7I4cvMzMxmTCnO+fqvwPcmWBfA/ZI2SVpfgn3NuM72ZnqO9nOgt7/SpZiZmVkVKip8SfqfwBDwpQm6XB4RlwDXADdLeu0pPmu9pG5J3T09PcWUVZT8SffbPPtlZmZmM2Da4UvS7wFvBt4RETFen4jYlbzuA+4C1k30eRFxe0R0RURXW1vbdMsqWmfyjMdnHL7MzMxsBkwrfEm6GvgT4C0R0TdBn4WSmvPLwFXAlvH6ziatTY20NjX4TvdmZmY2I6Zyq4k7gR8BayTtlHQTcCvQDGxMbiNxW9L3LEn3JJsuA34g6XHgEeC7EXHvjHyLEutsX8S2vZ75MjMzs9Krm6xDRNw4TvPnJuj7EnBtsvw8cHFR1VVIZ3szX/zxi2SyQTqlSpdjZmZmVcR3uB/HmvZm+oeyvHDgWKVLMTMzsyrj8DWOCzt8xaOZmZnNDIevcZx/ZhMp4ZPuzczMrOQcvsYxrz7Nua0LfbsJMzMzKzmHrwl0dizyz45mZmZWcg5fE7iwvZmfH+yjt39o8s5mZmZmU+TwNYE1fsyQmZmZzQCHrwl0tuceM+TwZWZmZqXk8DWBFYvn09RYx9Y9vuLRzMzMSsfhawKSWNPezNbdnvkyMzOz0nH4OoXO9ma27nmZiKh0KWZmZlYlHL5OobNjES+fGGL3kROVLsXMzMyqhMPXKeRPuvd5X2ZmZlYqUwpfkjZI2idpS0HbEkkbJT2bvC6eYNt3J32elfTuUhVeDmuS8PWMz/syMzOzEpnqzNcdwNVj2j4IPBARq4EHkvejSFoCfBh4NbAO+PBEIW02WjSvnuUt8327CTMzMyuZKYWviHgIODim+Trg88ny54HfHGfTNwEbI+JgRBwCNnJyiJvV8ifdm5mZmZVCMed8LYuI3cnyHmDZOH2WAzsK3u9M2k4iab2kbkndPT09RZRVWp0dzTzXc4z+oUylSzEzM7MqUJIT7iN3L4ai7scQEbdHRFdEdLW1tZWirJLobF9EJhs8t+9YpUsxMzOzKlBM+NorqQMged03Tp9dwMqC9yuStjnDVzyamZlZKRUTvu4G8lcvvhv49jh97gOukrQ4OdH+qqRtzji3dSEN6RRbfdK9mZmZlcBUbzVxJ/AjYI2knZJuAj4KvFHSs8AbkvdI6pL0WYCIOAj8FfBo8veXSducUZdOsXpZk8OXmZmZlUTdVDpFxI0TrHr9OH27gf9W8H4DsGFa1c0Sa9qb+cGz+ytdhpmZmVUB3+F+Ci5sX8S+o/0cPDZQ6VLMzMxsjnP4moLODp90b2ZmZqXh8DUF+ccMbfVjhszMzKxIDl9T0NbUyNKFDZ75MjMzs6I5fE2BJDo7mv2MRzMzMyuaw9cUrVm2iG17j5LJFnUjfzMzM6txDl9T1NnRzInBLC8e8GOGzMzMbPocvqbowvZFAP7p0czMzIri8DVFq5c1kRI84/BlZmZmRXD4mqJ59WlWtS5k625f8WhmZmbT5/B1Gi5sz510b2ZmZjZdDl+nobO9mRcP9HGsf6jSpZiZmdkc5fB1Gs5tWwjAjkN9Fa7EzMzM5qpphy9JayRtLvh7WdIHxvS5QtKRgj4fKrriCqpL5YYrm61wIWZmZjZn1U13w4jYBqwFkJQGdgF3jdP1PyLizdPdj5mZmVk1KdXPjq8HnouIF0v0eWZmZmZVqVTh6wbgzgnWXSbpcUnfk3TRRB8gab2kbkndPT09JSrLzMzMbHYpOnxJagDeAvzbOKsfA86JiIuBfwK+NdHnRMTtEdEVEV1tbW3FlmVmZmY2K5Vi5usa4LGI2Dt2RUS8HBG9yfI9QL2k1hLs08zMzGxOKkX4upEJfnKU1C5JyfK6ZH8HSrBPMzMzszlp2lc7AkhaCLwR+P2CtvcCRMRtwPXA+yQNAceBGyIiitmnmZmZ2VxWVPiKiGPA0jFttxUs3wrcWsw+zMzMzKqJ73BvZmZmVkYOX2ZmZmZl5PBlZmZmVkYOX2ZmZmZl5PBlZmZmVkYOX2ZmZmZl5PB1GtIpAfDRe7fy4NZ9ZLK+ZZmZmZmdHoev03D5+a38wRXn8fRLR3jPHY/y2r95kFu//yz7Xj5R6dLMzMxsjtBsvOF8V1dXdHd3V7qMCQ0MZdn49F6+9PCL/PC5A9SlxBsuXMY7XnM2v3JeK6lkhszMzMyqn6RNEdE11f5F3eG+VjXUpfj1V3Xw66/q4PmeXr7y6A7+rXsH9z61h7OXLODGdWfzO10raG1qrHSpZmZmNst45qtETgxmuO+pPXzp4Z/zyM8OUp8Wb7qond999dlc9gtLSZ4vbmZmZlXmdGe+HL5mwPZ9R/nywzv4+qYdvHxiiF9oXciN687m7etWsmhefaXLMzMzsxJy+JpFTgxm+O4Tu/nyIz9n04uH+O1LlvOJt62tdFlmZmZWQqcbvoq+2lHSC5KelLRZ0kmJSTn/KGm7pCckXVLsPueKefVp3nrpCr7xvl/mgmVN9PVnKl2SmZmZVVipTri/MiL2T7DuGmB18vdq4NPJa00RPufLzMzMynOfr+uAL0TOj4EWSR1l2K+ZmZnZrFOK8BXA/ZI2SVo/zvrlwI6C9zuTtlEkrZfULam7p6enBGWZmZmZzT6lCF+XR8Ql5H5evFnSa6fzIRFxe0R0RURXW1tbCcoyMzMzm32KDl8RsSt53QfcBawb02UXsLLg/YqkzczMzKzmFBW+JC2U1JxfBq4CtozpdjfwruSqx9cARyJidzH7NTMzM5urir3acRlwV3L39jrgyxFxr6T3AkTEbcA9wLXAdqAPeE+R+zQzMzObs4oKXxHxPHDxOO23FSwHcHMx+zEzMzOrFuW41YSZmZmZJRy+zMzMzMrI4cvMzMysjBy+zMzMzMrI4cvMzMysjBy+zMzMzMrI4cvMzMysjBy+yiiISpdgZmZmFVbsHe5titIpcd9Te/nFj9xHa1MjSxY2sHRhA0ubGpPXBpYsbBhZ19TAkgUN1KWdj83MzKqJw1eZ/NVvvpIfbt/PgWMD7O/t5+CxAV480MdjPz/MwWP9ZCeYFDtjfj1Hjg/y5EeuonlefXmLNjMzs5Jz+CqTS89ZzKXnLB53XTYbHD4+yMFj/ezvHeDgsQEO9OaW/+GBZwH43pY9vK1rZTlLNjMzsxng8DULpFJiycLcz47nnzl63b889BwnBrMc6B2oTHFmZmZWUtM+oUjSSkkPSnpa0lOS3j9OnyskHZG0Ofn7UHHl1p6P/MZFALyu88xJepqZmdlcUMzM1xDwxxHxmKRmYJOkjRHx9Jh+/xERby5iPzUtf56XVOFCzMzMrCSmPfMVEbsj4rFk+SjwDLC8VIWZmZmZVaOS3MdA0irgl4CHx1l9maTHJX1P0kWl2J+ZmZnZXFX0CfeSmoBvAB+IiJfHrH4MOCcieiVdC3wLWD3B56wH1gOcffbZxZZVdY71D1W6BDMzMyuBoma+JNWTC15fiohvjl0fES9HRG+yfA9QL6l1vM+KiNsjoisiutra2oopq6osXzyfdEr87mce5qPf28rhPl/1aGZmNpcVc7WjgM8Bz0TEJybo0570Q9K6ZH8HprvPWrR2ZQsP/NGv8aaLlvEvDz3Hr37sQf7+//6UoycGK12amZmZTYMipve8QUmXA/8BPAlkk+Y/A84GiIjbJN0CvI/clZHHgT+KiB9O9tldXV3R3d09rbqq2bY9R/nkxp9y71N7aFlQz3t/7Tzeddk5LGjw7drMzMwqRdKmiOiacv/phq+Z5PB1ak/uPMLHN27j37f10NrUyC1XnseNrz6bxrp0pUszMzOrOQ5fNeTRFw7yd/dt4+GfHeSsM+bxh69fzVsvXUG9H8ZtZmZWNg5fNSYi+M/tB/jb+7fx+I7DrFq6gA+84QJ+4+KzSKcmvzPrUCbLvqP97D5ynF2HT7D78HG+88Runtx1hJ/8+RtZvLChDN/CzMxs7jrd8OWTheY4SVy+upVfOX8pDzyzj7+7fxsf+Opm/vnft/NHb7yArlVL2H34BC8dOc5Lh4+z+8iJUa/7jvaTyY4fwHcc6nP4MjMzKzGHryohiTe8Yhmv6zyTe7bs5hMbf8p7//Wxk/o11KU464x5dJwxn8vOW8rylvl0nDGfjpZ5yfI8HtzWwx/e+ROfyG9mZjYD/P+uVSaVEm9+1VlcfVE792zZw4HefjrOmJ8LVi3zWLqwAU3xQZHP7j0KQF1KpFMilRJpiVQK0hrdlk6J1PArU96HmZlZrXH4qlJ16RRvufisaW07ry53wv77vnTyzNlUpQTpJLTlAtuY5eHwlgtyLxzoA6D7f72B1qbGae93NjkxmOGlw8fZdfg4Ow8dZ+ehPnYdOk5K4m+ufxV1vjDCzKwmOXzZSa7sPJMNv9dF30CGTDbIRjCUyb1mspCJIJuN4XWZbBS0FazPrxvTd3ibLMPL+fD1B//6GCsWz6dlQQMtC+pZvKCeMxY0sHhBPS3zc20tC+ppaqyr+Oza8YEMuw73sePQcXYdygWsXNDqY+eh4/Qc7R/VP50SCxrSHD0xxB+/aQ3LW+ZXqHIzM6skhy87SX06xes6l5V1n//jTWv40Le30NPbz8M/O8iR44P0nuJ5lnUpJUGsgZb59SxZ2EBrcyOtTY20NTXQ2tQ48r65kYUN6dMOa739Q0mo6jtp9mrnoeMcODb6UU/1aXFWy3xWLJ7PlWvaWLF4AcuT98sXz6d90Ty++dgu/uQbT0xrjMzMrDo4fNmssHLJAv7Pe9aNahsYynLk+CCH+wY4fHyQQ8dyr4f7BjjcN8ihvkGOHB/g0LFBXjhwjO4XD3Gob4Dx7p4yrz6VC2RN+UCWC2iNdSkuWNY8atYqH7QO941+hFNDXYoVLbkgddVZi1ixeEEuWLXMZ8XiBbQ1N07p9h5mZlbbHL5s1mqoS9HWnJu5mqqhTJaDxwbo6e1nf+8A+4/2s7+3n57kdX/vADsP9bF5xyH2946euZpfnx6epVq7soXlLblwlW9rXdhIyuHKzMyK5PBlVaUuneLMRfM4c9G8SfseH8jww+f209bcyPKW+Sw5jStBp+uzP3gegFu/v51XLl9ESiNXh+aXUxJKXnNXkJ56/cj2uatd8+/TyfrhvimmtL+Rfklfpj8m9XWiIZ0inVLFz9EzM5stHL6sZs1vSPP6C8t7bts7L1vFn39rC3c+8vOy7rfSpNy5hA3pFPVpUZ9OUZ9O0ViXe62vG2nL92moK3w/0qchnRpeVz+mbzolMtlgKJNlKJu7UGQwmyWTCQaT9kw2GMwEmWx2uC3fdyibTV6Tv0x2pL1gu+E+mSzZgLrkO9WlNFxTfTo13D68ri5FfUrUFdQ+3C+VGl5uSF7r0ika0qIulRqzbcHn5rety/Ub2Tb/OUn/VMozt2azhMOXWRm98zXn8JaLz2JgKEtEkI3cFZ/ZCGJ4OXnNnnr98PZJv8LPy+TXZ0e2mWx/ESNXoOb7TvT0g6nIRi6gDA5lGcxkGcgEg5lkeSjLQCbLYKZwfe61b2Ao117QNjgUo7YbyGTHPbdvMnWpXCipSyUBJTVmOQlJw32S5YX1daSTvvXp3G1S8mEvJYaD2VD+O2WyDGVzdfcODeVCYP675Ptlk36ZYCCTHQ5yMymVhOB88KtL5wJdfV1hcCwMjfnvnFvOz5Lm7+snMTzDOnbGNJUaPbuan5Ud6XNyv/wM6djlVDKTm5+hza0bWR4125saPfM7vC518vJEs73jthcspyWUGr8u3+fQpqKo8CXpauAfgDTw2Yj46Jj1jcAXgEuBA8DbI+KFYvZpNtedMb++0iVUhUy2IKAloWwoE8OhqDAk5W8UPNv/TzH/nYZDazLLNlgY6pLZvMGhXL/89x7KjIzBYGZkVm/8bXOzeaPCYEFAHErqODGYZSgzxEDSJ8iH/ZFwPhzUx4T2fMAvXB75D4NKj/TMOylMFpwGMBJec6cVpJT7cV8FQW74ldzMcWEQzX3+6L5K+haehjDSNnlfOPk0BApqGP685FSE3HuGv0duuXDd+H3zn1nYlzHvpTFjwejac31zwf2kcWP0furT4rq1y8t/AExi2uFLUhr4FPBGYCfwqKS7I+Lpgm43AYci4nxJNwAfA95eTMFmZpC/iW+aefXpSpdSMvnvBEB13Gt4XJEPZnFySBuZzR09Uztue8HscC4Ijpn5TbbJFIa/7Ojl/KxwpmCGOJOdeEa4cN2EM9Wj+ow/k52/b2L+MwOIZP9Bfn/JazJm2SwE+TrH78uY96PCcMG6k7cd+d+lsC9j3kfBvrNRWM+Ybcd8p8K+xMg45PvMlHn1qeoKX8A6YHtEPA8g6SvAdUBh+LoO+Eiy/HXgVkmKqIX/7jEzs/EMz1QUcTGHVZfhgFYQ1PJBb1T4y44OfBP2TX7Dn61po5jwtRzYUfB+J/DqifpExJCkI8BSYH8R+zUzM7MqkjtPD6iRQD5rHi4nab2kbkndPT09lS7HzMzMbEYUE752ASsL3q9I2sbtI6kOOIPcifcniYjbI6IrIrra2tqKKMvMzMxs9iomfD0KrJZ0rqQG4Abg7jF97gbenSxfD3zf53uZmZlZLZv2OV/JOVy3APeRu9XEhoh4StJfAt0RcTfwOeCLkrYDB8kFNDMzM7OaVdR9viLiHuCeMW0fKlg+AfxOMfswMzMzqyaajb8CSuoBXpxC11Z85WS5eKzLx2NdHh7n8vFYl4fHuXzGjvU5ETHlE9ZnZfiaKkndEdFV6Tpqgce6fDzW5eFxLh+PdXl4nMun2LGeNbeaMDMzM6sFDl9mZmZmZTTXw9ftlS6ghnisy8djXR4e5/LxWJeHx7l8ihrrOX3Ol5mZmdlcM9dnvszMzMzmlDkbviRdLWmbpO2SPljpeqqNpBckPSlps6TupG2JpI2Snk1eF1e6zrlG0gZJ+yRtKWgbd1yV84/JMf6EpEsqV/ncM8FYf0TSruS43izp2oJ1f5qM9TZJb6pM1XOPpJWSHpT0tKSnJL0/afdxXWKnGGsf1yUkaZ6kRyQ9nozzXyTt50p6OBnPryZP90FSY/J+e7J+1WT7mJPhS1Ia+BRwDfAK4EZJr6hsVVXpyohYW3A57QeBByJiNfBA8t5Ozx3A1WPaJhrXa4DVyd964NNlqrFa3MHJYw3wyeS4XpvcKJrk348bgIuSbf45+XfGJjcE/HFEvAJ4DXBzMp4+rktvorEGH9el1A+8LiIuBtYCV0t6DfAxcuN8PnAIuCnpfxNwKGn/ZNLvlOZk+ALWAdsj4vmIGAC+AlxX4ZpqwXXA55PlzwO/WblS5qaIeIjco7YKTTSu1wFfiJwfAy2SOspSaBWYYKwnch3wlYjoj4ifAdvJ/Ttjk4iI3RHxWLJ8FHgGWI6P65I7xVhPxMf1NCTHZm/ytj75C+B1wNeT9rHHdP5Y/zrwekk61T7mavhaDuwoeL+TUx+AdvoCuF/SJknrk7ZlEbE7Wd4DLKtMaVVnonH1cT4zbkl+7tpQ8NO5x7oEkp9bfgl4GB/XM2rMWIOP65KSlJa0GdgHbASeAw5HxFDSpXAsh8c5WX8EWHqqz5+r4ctm3uURcQm5nwhulvTawpWRu0zWl8qWmMd1xn0aOI/cTwm7gY9XtJoqIqkJ+AbwgYh4uXCdj+vSGmesfVyXWERkImItsILcbGFnKT9/roavXcDKgvcrkjYrkYjYlbzuA+4id/Dtzf88kLzuq1yFVWWicfVxXmIRsTf5RzULfIaRn2A81kWQVE8uDHwpIr6ZNPu4ngHjjbWP65kTEYeBB4HLyP1EXpesKhzL4XFO1p8BHDjV587V8PUosDq58qCB3AmFd1e4pqohaaGk5vwycBWwhdwYvzvp9m7g25WpsOpMNK53A+9Krg57DXCk4Gccm4Yx5xb9FrnjGnJjfUNy1dK55E4Gf6Tc9c1FybktnwOeiYhPFKzycV1iE421j+vSktQmqSVZng+8kdz5dQ8C1yfdxh7T+WP9euD7MclNVOtOtXK2ioghSbcA9wFpYENEPFXhsqrJMuCu5HzBOuDLEXGvpEeBr0m6CXgReFsFa5yTJN0JXAG0StoJfBj4KOOP6z3AteROku0D3lP2guewCcb6Cklryf0E9gLw+wAR8ZSkrwFPk7ui7OaIyFSg7LnoV4B3Ak8m58gA/Bk+rmfCRGN9o4/rkuoAPp9cGZoCvhYR35H0NPAVSX8N/IRcECZ5/aKk7eQu8rlhsh34DvdmZmZmZTRXf3Y0MzMzm5McvszMzMzKyOHLzMzMrIwcvszMzMzKyOHLzMzMrIzm5K0mzKz6SVpK7oHMAO1ABugBVgEvJQ8XnukaeiOiaab3Y2a1xTNfZjYrRcSBiFibPOLjNuCTyfJaIDvZ9gV3ojYzm1UcvsxsLkpL+oykpyTdn9yFGkn/LunvJXUD75d0qaT/lzwg/r6Cx938d0mPSnpc0jckLUjaz5X0I0lPJjdSJGnvkPSQpM2Stkj61Yp8azOrCg5fZjYXrQY+FREXAYeBtxasa4iILuAfgX8Cro+IS4ENwP9O+nwzIv5LRFxM7rEhNyXt/wB8OiJ+kdwDivN+F7gvmXm7GNg8E1/KzGqDp+XNbC76WURsTpY3kTsPLO+ryesa4JXAxuRRWWlGAtUrk5mtFqCJ3KPKIPf4lnyQ+yLwsWT5UWBD8lDjbxXs28zstHnmy8zmov6C5Qyj/0PyWPIq4Kn8eWMR8YsRcVWy7g7glmSG6y+AeQXbn/TMtYh4CHgtsAu4Q9K7SvM1zKwWOXyZWbXaBrRJugxAUr2ki5J1zcDuZCbrHQXb/CcjD8Udbpd0DrA3Ij4DfBa4ZKaLN7Pq5fBlZlUpIgaA64GPSXqc3Hlav5ys/nPgYXJha2vBZu8Hbpb0JLC8oP0K4HFJPwHeTu7cMDOzaVHESTPsZmZmZjZDPPNlZmZmVkYOX2ZmZmZl5PBlZmZmVkYOX2ZmZmZl5PBlZmZmVkYOX2ZmZmZl5PBlZmZmVkYOX2ZmZmZl9P8BhuBqHFeby1AAAAAASUVORK5CYII= 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 " > </div> @@ -20162,7 +20170,7 @@ Name: C, dtype: bool</pre> <div class="jp-InputPrompt jp-InputArea-prompt">In [79]:</div> <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline"> <div class="CodeMirror cm-s-jupyter"> -<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="p">[</span><span class="s2">"Sim. Time / s"</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">3</span><span class="p">));</span> +<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="p">[</span><span class="s2">"Sim. Time / s"</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">3</span><span class="p">),</span> <span class="n">style</span><span class="o">=</span><span class="s2">"-b"</span><span class="p">);</span> </pre></div> </div> @@ -20184,7 +20192,7 @@ Name: C, dtype: bool</pre> <div class="jp-RenderedImage jp-OutputArea-output "> -<img src="data:image/png;base64,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 " > </div> @@ -20201,8 +20209,8 @@ Name: C, dtype: bool</pre> <div class="jp-InputPrompt jp-InputArea-prompt">In [80]:</div> <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline"> <div class="CodeMirror cm-s-jupyter"> -<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="p">[</span><span class="s2">"Presim. Time / s"</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">();</span> -<span class="n">df</span><span class="p">[</span><span class="s2">"Sim. Time / s"</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">();</span> +<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="p">[</span><span class="s2">"Presim. Time / s"</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">style</span><span class="o">=</span><span class="s2">"--r"</span><span class="p">);</span> +<span class="n">df</span><span class="p">[</span><span class="s2">"Sim. Time / s"</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">style</span><span class="o">=</span><span class="s2">"-b"</span><span class="p">);</span> </pre></div> </div> @@ -20224,7 +20232,7 @@ Name: C, dtype: bool</pre> <div class="jp-RenderedImage jp-OutputArea-output "> -<img src="data:image/png;base64,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 " > </div> @@ -20241,7 +20249,7 @@ Name: C, dtype: bool</pre> <div class="jp-InputPrompt jp-InputArea-prompt">In [81]:</div> <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline"> <div class="CodeMirror cm-s-jupyter"> -<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ax</span> <span class="o">=</span> <span class="n">df</span><span class="p">[[</span><span class="s2">"Presim. Time / s"</span><span class="p">,</span> <span class="s2">"Sim. Time / s"</span><span class="p">]]</span><span class="o">.</span><span class="n">plot</span><span class="p">();</span> +<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ax</span> <span class="o">=</span> <span class="n">df</span><span class="p">[[</span><span class="s2">"Presim. Time / s"</span><span class="p">,</span> <span class="s2">"Sim. Time / s"</span><span class="p">]]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">style</span><span class="o">=</span><span class="p">[</span><span class="s2">"--b"</span><span class="p">,</span> <span class="s2">"-r"</span><span class="p">]);</span> <span class="n">ax</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s2">"Time / s"</span><span class="p">);</span> </pre></div> @@ -20264,7 +20272,7 @@ Name: C, dtype: bool</pre> <div class="jp-RenderedImage jp-OutputArea-output "> -<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAYwAAAEGCAYAAAB2EqL0AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAAsTAAALEwEAmpwYAAAoqUlEQVR4nO3de3hV1Z3/8fc3d5IgCEkRAQUtarloVLxVUVoVFFvBR1vpaMWpLZ1ptbVWO3Z0qu1TW62tnWntD0oro1ZbxTtT71oYpVowICCgCCgOQUQugnJPTr6/P/Y+4SQ5JzkkOWefJJ/X85xn77P27bvZId+stfZe29wdERGR1uRFHYCIiHQOShgiIpIWJQwREUmLEoaIiKRFCUNERNJSEHUA7VFRUeGDBw+OOgwRkU5lwYIFm9y9cn+369QJY/DgwVRXV0cdhohIp2Jm77VlOzVJiYhIWpQwREQkLUoYIiKSlk7dhyEimVFbW0tNTQ27d++OOhRph5KSEgYOHEhhYWGH7E8JQ0SaqampoWfPngwePBgzizocaQN3Z/PmzdTU1DBkyJAO2aeapESkmd27d9O3b18li07MzOjbt2+H1hKVMEQkKSWLzq+jr2H3TBgblsOLP4GdW6KORESk0+ieCWPLanj5V7BtbdSRiEgK+fn5VFVVMWLECL70pS+xc+fOdu9z/PjxbN26tV372Lx5M1VVVVRVVXHQQQcxYMCAhu/z58/nO9/5TrvjTGb9+vWMHTs2I/tOV/fs9C7tG0x3bIo2DhFJqUePHixatAiASy65hGnTpnHNNdc0LK+rq6OgYP9+hT311FPtjqtv374Ncd18882Ul5dz7bXXNiw/8cQT232MZJ555hnGjRuXkX2nq3vWMEorgunOzdHGISJpGT16NKtWrWLOnDmMHj2a888/n2HDhhGLxbjuuus44YQTOProo/n9738PBH+Nn3766Q01lJdffhkIhhPatGkTa9as4aijjuLyyy/niCOO4JJLLuGFF17g1FNPZejQocyfP79Ncc6ZM4cvfOELQJBMJk+ezOjRozn00EN59NFH+cEPfsDIkSM555xzqK2tBWDBggWcccYZHH/88YwbN47169cn3fczzzzDueee26hsx44dnHfeeRxzzDGMGDGCBx98sE1xp6t71jDKlDBE0vXj/1nG8vc/7tB9Djv4AG764vC01q2rq+Ppp5/mnHPOAWDhwoUsXbqUIUOGMH36dHr16sVrr73Gnj17OPXUUxk7diyPPvoo48aN44YbbiAWiyVtzlq1ahUPPfQQM2bM4IQTTuDPf/4zc+fOZdasWfzsZz/j8ccfb/d5rl69mtmzZ7N8+XJOOeUUHnnkEX7xi19wwQUX8OSTT3Leeedx1VVX8cQTT1BZWcmDDz7IDTfcwIwZMxrtJxaLsWLFCoYNG9ao/JlnnuHggw/mySefBGDbtm3tjrklGUsYZlYCvAQUh8d52N1vMrMhwANAX2AB8FV332tmxcC9wPHAZuBid1+TkeBKeoPlq0lKJIft2rWLqqoqIKhhXHHFFbzyyiuceOKJDc8VPPfccyxZsoSHH34YCH5hrly5khNOOIGvfe1r1NbWMnHixIb9JBoyZAgjR44EYPjw4Zx55pmYGSNHjmTNmjUdcg7nnnsuhYWFjBw5klgs1pD04sdYsWIFS5cu5eyzzwaCxNC/f/9m+5k3bx4nnXRSs/KRI0fy/e9/n3/7t3/jC1/4AqNHj+6QuFPJZA1jD/B5d99uZoXAXDN7GrgG+LW7P2Bm04ArgKnh9CN3/7SZTQJuAy7OSGR5eVDaB3YqYYi0Jt2aQEdL7MNIVFZW1jDv7vz2t79N2rb/0ksv8eSTT3L55ZdzzTXXcNlllzVaXlxc3DCfl5fX8D0vL4+6uroOOYfEfRYWFjbc5ho/hrszfPhwXn311Rb3k1jDSnTEEUewcOFCnnrqKW688UbOPPNMfvSjH3VI7MlkrA/DA9vDr4Xhx4HPAw+H5fcAE8P5CeF3wuVnWiZvBC/tqxqGSCc3btw4pk6d2tAf8Pbbb7Njxw7ee+89+vXrxze+8Q2+/vWvs3DhwogjTe7II49k48aNDQmjtraWZcuWNVvvxRdf5KyzzmpW/v7771NaWsqll17Kddddl/HzzGgfhpnlEzQ7fRr4HbAa2Oru8fRdAwwI5wcAawHcvc7MthE0W2Xmt3pphfowRDq5r3/966xZs4bjjjsOd6eyspLHH3+cOXPmcPvtt1NYWEh5eTn33ntvm/ZfXV3NtGnT+OMf/9jBkQeKiop4+OGH+c53vsO2bduoq6vj6quvZvjwfbW6jRs3UlJSQs+ePZtt/8Ybb3Ddddc11GCmTp2akTjjzN0zegAAM+sNPAb8B3C3u386LB8EPO3uI8xsKXCOu9eEy1YDJ7n7pib7mgJMATjkkEOOf++9Nr0HBGZeBh++CVe+1rbtRbqwN998k8985jNRhyHAfffdR01NDddff32btk92Lc1sgbuP2t99ZeUuKXffamazgVOA3mZWENYyBgLrwtXWAYOAGjMrAHoRdH433dd0YDrAqFGj2p7tSivUJCUiOe/SSy+NOoQGGevDMLPKsGaBmfUAzgbeBGYDF4WrTQaeCOdnhd8Jl//NM1n9Ke0Luz6C+ljGDiEi0pVksobRH7gn7MfIA2a6+1/NbDnwgJn9FHgduCtc/y7gT2a2CtgCTMpgbOGzGB6MJ1W+3+9CFxHpdjKWMNx9CXBskvJ3gGbPzrv7buBLmYqnmfjwIDs3K2GIiKShew4NAglPe6sfQ0QkHd03YcTHk1LHt4hIWrpxwog3SSlhiOSiW265heHDh3P00UdTVVXFvHnzgODZi+XLl7d7/yeddBJVVVUccsghVFZWNgxR/sorr3DRRRe1voM2qK2t5bjjjsvIvrOhew4+CAlDnOvhPZFc8+qrr/LXv/6VhQsXUlxczKZNm9i7dy9Ahz1EF09Ad999N9XV1dx5550Nyz772c92yDGamjt3LqeeempG9p0N3beGUVAExb30tLdIDlq/fj0VFRUNYzFVVFRw8MEHAzBmzBiqq6sBKC8v57rrrmP48OGcddZZzJ8/nzFjxnDYYYcxa9asNh17zZo1jBgxAgiSycSJEzn77LMZPHgwd955J3fccQfHHnssJ598Mlu2BG/tXL16Neeccw7HH388o0eP5q233kq672RDlMdiMS6//HJGjBjByJEj+fWvf92muLOh+9YwAMr6qklKpDVPXw8fvNGx+zxoJJx7a8rFY8eO5Sc/+QlHHHEEZ511FhdffDFnnHFGs/V27NjB5z//eW6//XYuuOACbrzxRp5//nmWL1/O5MmTOf/889sd6tKlS3n99dfZvXs3n/70p7ntttt4/fXX+d73vse9997L1VdfzZQpU5g2bRpDhw5l3rx5fOtb3+Jvf/tbs33Nnj2bm266qVHZokWLWLduHUuXLgVo9xsBM6l7JwwNQCiSk8rLy1mwYAEvv/wys2fP5uKLL+bWW2/l8ssvb7ReUVFRoyHDi4uLG4YT76ghyj/3uc/Rs2dPevbsSa9evfjiF7/YcLwlS5awfft2XnnlFb70pX1PBezZs6fZftatW0efPn0oLS1tVH7YYYfxzjvvcNVVV3HeeedF/hrWlnTzhFGh93qLtKaFmkAm5efnM2bMGMaMGcPIkSO55557miWMpkOGZ3KI8lTHqK+vp3fv3kmHYk+U6hWrBx54IIsXL+bZZ59l2rRpzJw5s9kLlHJF9+3DgLBJSn0YIrlmxYoVrFy5suH7okWLOPTQQyOMKLUDDjiAIUOG8NBDDwHBOzoWL17cbL1k/RcAmzZtor6+ngsvvJCf/vSnOTsUO3T3hBEfgDALI/aKSPq2b9/O5MmTGTZsGEcffTTLly/n5ptvbtO+3n//fcaPH9+xATZx//33c9ddd3HMMccwfPhwnnjiiUbLY7EYq1at4qijjmq27bp16xgzZgxVVVVceuml/PznP89orO2RleHNM2XUqFEev1uiTV75LTx3I1z/f1DSq+MCE+nkNLx5x5o7dy733Xcf06ZNy/qxO93w5jmr4VmMTUoYIpIxp512GqeddlrUYbSbmqRA/RgiImno3gmjLGHEWhFppDM3V0ugo69h904YGoBQJKmSkhI2b96spNGJuTubN2+mpKSkw/bZvfswNMS5SFIDBw6kpqaGjRs3Rh2KtENJSQkDBw7ssP1174RRWAoFJaphiDRRWFjIkCFDog5Dckz3bpIyC5qldm6JOhIRkZzXvRMGaABCEZE0KWHEn/YWEZEWKWGUqoYhIpIOJYyyCr11T0QkDUoYpX2hdgfU7oo6EhGRnJaxhGFmg8xstpktN7NlZvbdsPxmM1tnZovCz/iEbX5oZqvMbIWZNR84PhPKNDyIiEg6MvkcRh3wfXdfaGY9gQVm9ny47Nfu/svElc1sGDAJGA4cDLxgZke4eyyDMTZ+2rtXxz3gIiLS1WSshuHu6919YTj/CfAmMKCFTSYAD7j7Hnd/F1gFnJip+BrER6xVx7eISIuy0odhZoOBY4F5YdGVZrbEzGaY2YFh2QAg8X2pNSRJMGY2xcyqzay6Q4YtaGiS0sN7IiItyXjCMLNy4BHganf/GJgKHA5UAeuBX+3P/tx9uruPcvdRlZWV7Q8w8Z0YIiKSUkYThpkVEiSL+939UQB33+DuMXevB/7AvmandcCghM0HhmWZVdIbLF9NUiIircjkXVIG3AW86e53JJT3T1jtAmBpOD8LmGRmxWY2BBgKzM9UfA3y8qC0j2oYIiKtyORdUqcCXwXeMLNFYdm/A18xsyrAgTXANwHcfZmZzQSWE9xh9e2M3yEVV1qh22pFRFqRsYTh7nMBS7LoqRa2uQW4JVMxpVSmhCEi0ho96Q1Bx7eapEREWqSEAWENQwlDRKQlShgQ1DB2fQSxuqgjERHJWUoYsG94kF0fRRuHiEgOU8KA4K17oGYpEZEWKGFA4wEIRUQkKSUM0ACEIiJpUMKAfQMQqoYhIpKSEgYk1DA0Yq2ISCpKGAD5hVDSS01SIiItUMKIK61Qk5SISAuUMOJK+6qGISLSAiWMuLIK9WGIiLRACSNOAxCKiLRICSMuPsS5e9SRiIjkJCWMuNK+UF8Lu7dFHYmISE5SwoiLDw+iFymJiCSlhBFXpoQhItISJYy4+NPe6vgWEUlKCSOuoYahhCEikowSRpxqGCIiLVLCiCsqg4Ie6sMQEUlBCSNR/FkMERFpJmMJw8wGmdlsM1tuZsvM7LtheR8ze97MVobTA8NyM7PfmNkqM1tiZsdlKraU9LS3iEhKmaxh1AHfd/dhwMnAt81sGHA98KK7DwVeDL8DnAsMDT9TgKkZjC25sgp1eouIpJCxhOHu6919YTj/CfAmMACYANwTrnYPMDGcnwDc64F/AL3NrH+m4kuqtC/sUJOUiEgyWenDMLPBwLHAPKCfu68PF30A9AvnBwBrEzarCcua7muKmVWbWfXGjRs7NtBS9WGIiKSS8YRhZuXAI8DV7v5x4jJ3d2C/Rvtz9+nuPsrdR1VWVnZgpEBZX6jdAbW7Ona/IiJdQEYThpkVEiSL+9390bB4Q7ypKZx+GJavAwYlbD4wLMue+HhS6vgWEWkmk3dJGXAX8Ka735GwaBYwOZyfDDyRUH5ZeLfUycC2hKar7Ig/vKeObxGRZgoyuO9Tga8Cb5jZorDs34FbgZlmdgXwHvDlcNlTwHhgFbAT+OcMxpZcfHgQdXyLiDSTsYTh7nMBS7H4zCTrO/DtTMWTFg1xLiKSkp70TlSmJikRkVSUMBKV9AbLV6e3iEgSShiJzIKOb9UwRESaUcJoqqwCdm6JOgoRkZyjhNGUBiAUEUmq1YRhZl8ys57h/I1m9mgkI8lmiwYgFBFJKp0axn+4+ydmdhpwFsHDeNkfSTZbVMMQEUkqnYQRC6fnAdPd/UmgKHMhRay0AnZvhVht1JGIiOSUdBLGOjP7PXAx8JSZFae5XecUf9p710fRxiEikmPS+cX/ZeBZYJy7bwX6ANdlMqhIxceTUrOUiEgjrQ4N4u47gUcTvq8HsjsoYDbFaxjq+BYRaaTrNi21lWoYIiJJKWE0pQEIRUSSSpkwzOxZM/uemR2VzYAiV9onmCphiIg00lINYzLwEXCzmS00s6lmNsHMyrIUWzTyC4NBCNUkJSLSSMpOb3f/ALgbuNvM8oCTgHOBH5jZLuA5d/9FVqLMNg1AKCLSTFovUHL3euDV8PMjM6sAxmUysEiVVaiGISLSRJs6vd19k7vf39HB5IxSjVgrItKU7pJKpkxNUiIiTSlhJFNaEdwl5R51JCIiOSOd4c37mdldZvZ0+H2YmV2R+dAiVNoX6uuCQQhFRARIr4ZxN8FYUgeH398Grs5QPLmhYXgQ9WOIiMSlkzAq3H0mUA/g7nXsG/K8a4o/7a07pUREGqSTMHaYWV/AAczsZGBbaxuZ2Qwz+9DMliaU3Wxm68xsUfgZn7Dsh2a2ysxWmFm0t+yWheNJqeNbRKRBOs9hXAPMAg43s78DlcBFaWx3N3AncG+T8l+7+y8TC8xsGDAJGE7Q9PWCmR3h7tHUZDQAoYhIM+kMb77QzM4AjgQMWOHurb6Ozt1fMrPBacYxAXjA3fcA75rZKuBEggcFs69UQ5yLiDSVzl1S+cB44ExgLHCVmV3TjmNeaWZLwiarA8OyAcDahHVqwrJk8Uwxs2ozq964cWM7wmhBUSkUlqrTW0QkQTp9GP8DXA70BXomfNpiKnA4UEXwEqZf7e8O3H26u49y91GVlZVtDCMNpRoeREQkUTp9GAPd/eiOOJi7b4jPm9kfgL+GX9cBgxKPGZZFR097i4g0kk4N42kzG9sRBzOz/glfLwDid1DNAiaZWbGZDQGGAvM74pht9sEbsOqFSEMQEckl6dQw/gE8Fg5xXkvQ8e3ufkBLG5nZX4AxQIWZ1QA3AWPMrIrgFt01wDcJdrbMzGYCy4E64NuR3SEVV18X6eFFRHJNOgnjDuAU4A339AdXcvevJCm+q4X1bwFuSXf/GTfiQvi/f0QdhYhIzkinSWotsHR/kkWXkFcQvH1PRESA9GoY7wBzwsEH98QL3f2OjEUlIiI5J52E8W74KQo/IiLSDaXzpPePsxGIiIjktpQJw8zudPcrzex/CAceTOTu52c0MhERySkt1TAuA64EftnCOiIi0k20lDBWA7j7/2YpFhERyWEtJYzKlgYZ1F1SIiLdS0sJIx8oJ3iyW0REurmWEsZ6d/9J1iIREZGc1tKT3qpZiIhIg5YSxplZi0JERHJeyoTh7nrdnIiINEhn8EERERElDBERSY8SRkvqY9DNRnUXEUlFCSOVfiNg21p4SSOjiIhAesObd0+nXAkblsHsn0KP3nDiN6KOSEQkUkoYqeTlwYQ7Yc/H8NS1UNILjv5y1FGJiERGTVItyS+Ei/4bBo+Gx/4FVjwTdUQiIpFRwmhNYQlM+jMcNBIemgxr/h51RCIikVDCSEfJAXDpI9D7EPjLJHh/UdQRiYhkXcYShpnNMLMPzWxpQlkfM3vezFaG0wPDcjOz35jZKjNbYmbHZSquNiurgK8+FvRl3HchbFoZdUQiIlmVyRrG3cA5TcquB15096HAi+F3gHOBoeFnCjA1g3G1Xa+B8NXHg/l7J8LWtVFGIyKSVRlLGO7+EtB0PKoJwD3h/D3AxITyez3wD6C3mfXPVGztUvFp+Oqjwd1Tf5oI2zdGHZGISFZkuw+jn7uvD+c/APqF8wOAxD/Xa8Ky3NT/GPinB2HLOzBvWtTRiIhkRWSd3u7uwH6Pu2FmU8ys2syqN26M8K/7Qz8LReVQuzO6GEREsijbCWNDvKkpnH4Ylq8DBiWsNzAsa8bdp7v7KHcfVVlZmdFgRURkn2wnjFnA5HB+MvBEQvll4d1SJwPbEpquREQkB2RsaBAz+wswBqgwsxrgJuBWYKaZXQG8B8TH2ngKGA+sAnYC/5ypuEREpG0yljDc/SspFjV79WvYn/HtTMUiIiLtpye9RUQkLUoYIiKSFiUMERFJixKGiIikRQlDRETSooQhIiJpUcIQEZG0KGGIiEhalDBERCQtShgiIpIWJQwREUmLEoaIiKRFCUNERNKihCEiImlRwhARkbQoYYiISFqUMNrr4/dh98dRRyEiknEZe+Net3DgYFj+OLz1JBx6CgwdG3wqjgCzqKMTEelQFrwdtXMaNWqUV1dXRxdArBbWzoeVz8LK5+HD5UF570P3JY8ho6GwR3Qxiog0YWYL3H3Ufm+nhNGBtq6FVc8HyeOdOVC7E4rK4ZsvQd/Do45ORARoe8JQH0ZH6j0IRn0NvvIX+MG7cO7tsHc7bKuJOjIRkXZTwsiUwhLoNzzqKEREOowShoiIpCWSu6TMbA3wCRAD6tx9lJn1AR4EBgNrgC+7+0dRxCciIs1FWcP4nLtXJXS8XA+86O5DgRfD7yIikiNyqUlqAnBPOH8PMDG6UEREpKmoEoYDz5nZAjObEpb1c/f14fwHQL9kG5rZFDOrNrPqjRs3ZiNWEREhuie9T3P3dWb2KeB5M3srcaG7u5klfUDE3acD0yF4DiPzoYqICERUw3D3deH0Q+Ax4ERgg5n1BwinH0YRm4iIJJf1hGFmZWbWMz4PjAWWArOAyeFqk4Ensh2biIikFkWTVD/gMQsG5ysA/uzuz5jZa8BMM7sCeA/4cgSxdazi8mC64L9h4AlQVBptPCIi7ZD1hOHu7wDHJCnfDJyZ7Xgy6qCj4XM3wOyfwaaVcPGfoM9hUUclItImuXRbbddjBmf8AC55KBhPavoYePu5qKMSEWkTJYxsGHo2TJkDvQ+BP38Z5twK9fVRRyUisl+UMLKlzxD42nNwzCSY83P4yyTYlebIJzUL4KM1GQ1PRKQ1euNeNhWVwsSpMOB4eOaHQRPVxffDQSMar1e3J0gQW96BzavhuRuC8pu3ZTtiEZEGShjZZgYnfgP6HwMzL4M/ngWnfBt2bw2Sw5bVQX+Hq8lKRHKLEkZUBp0YvInvoX+Gl38JJb2gz+Ew6CQ45ivBfN/Dg7uq/ngWHHxs1BGLSDenhBGl8k/B5X+FPR9D8QFB7UNEJEcpYUTNLKhdiIjkON0l1Vl4DFxjLYpIdFTD6Azyi2DZY7DiaSjvF34+BT0PSvieUFZWCfmFUUctIl2MEkZnMPH/wXt/h+0b4JMNwXTz6qAs6bMcBqV9mySWTwV3Zo24MOvhi0jXoITRGQw4LvgkU7cHtn8YfjbA9g/2zScml+0fQGwvHHkeFJZkN34R6RKUMDq7gmLoPSj4tGTuf8ILN8FLt0NeAcT2QKw2SDiJ870Pgc98MXi4UHdtiUgCJYzuotfAYPryL4NpXmGQbPILIb846CfJL4Q3Z8Hf/xMOGBAkjs+cD4ecDHn5kYUuIrmhWyaMtVt2csuTb3LT+cPo36tH1OFkx8iL4MjxwS/+/KLUtYddH8Hbz8LyWbDgbpg3LehEP+q8IHkMOV0d6iLdlHknvlVz1KhRXl1dvd/bvbB8A1f95XUK8o0fnz+cC44dgKn5pbk922Hlc0Gt4+3noHZHkGyOHA9DRkNhKRSUBNPCHvs+BT2afC9R85ZIDjGzBe4+ar+3644JA+C9zTu49qHFvLbmI8YO68ctF4yksmdxB0fYhdTuCmoeD01ufd1kCnoEne3xJDNsApx1U8fGKCJpUcJog1i9M2Puu9z+3ArKiwv46cQRjB/ZvwMj7ILqY7B3B9TthtqdUBuf7oK6XcE0XtZ0nfj31+8L9nXer8K+k6afwn3zBSnKE8tUexHZL0oY7bBywydcM3Mxb6zbxoSqg/nx+cPpXVrUARFKUs/8O/zjdx23v7zCFpJLYXBXWF7hvvn8wuB7Xn4wX1QOPQ4MP70T5g+EkvB7cU8lJukylDDaqTZWz9Q5q/nNiyvpU1bEbRcezeeO+lSH7FuacA861+vrwtt69wa39TZMm5btTbgFOEl5/LbgRmV7w/Vrg+PU10IsPq0NpvWxYL0924N4YntSx2z5qRPK2nmwcQWUVwbJp7AUisr2fQpLg/KisLwwvqy0+foFJeGnKJi2dIOCSBspYXSQpeu28f2Zi1mx4RO+e+ZQvnf2ER26f8lhtbuCxNHw2dr4++4m33d9BLu2wZ7wxVbHfAX2boe9O4Nmu9odwTTxe1vec1JQEt4CXbxvvmFa3OR7mGQarVeUkIhSrZOwn7o9sPjP+2pu+fFbsBNrbsVNmggTb9NO0cwY34du0Y5cWxNGt7yttiUjBvRi1lWnMuHOv3P3K2voUZRPWXEBZQ3TAsqKg/ny4gL69yrRHVZdRfyurgMO3r/tYnXBNL+V/07uQT/O3p1BYqkNE0n8E+/nqdsd/NJuNN2bvDy2F/Z8Ajs2pl6XHPuj0PJS91ulTDot9WsVt7K8aF+isrygtpiXnzDNCz6NyvIhL28/18/v8rVBJYwkigvymVA1gF88+xa3Pv1Wi+tef+5R/MsZh2cpMslJrSWKOLN9Samsb2ZjinMPm/PC5NIo6bSQiIrKgnHH3MNmvJaaBfem0XSYorkw1fLY3iC22m2pmx7rwml9bXb+LdPVLImEiaTdCanJ+sMmwrGXZPXUci5hmNk5wH8B+cAf3f3WKOL41zGH883TD2NXbYwde+vYsSfGjj117NhTx869MbbvqePahxYzY+67vPjmBsyMfDPy8wwzyM8zdu6JMX/NFh7511MYfnAvSgpVFZcsMwubpNp4E4cZ5IXNVbkqnhRbTF57g+bA+ljwqoCGaX1Q3qgsFpbt5/oN2zVdP5ZkX21Yv25v4/X3bs/6P3VOJQwzywd+B5wN1ACvmdksd18eRTx5eRY0QxUXQM/my9/64GMWr91GvTuxeqeuvp69seB23Xp3ltQEbdsXTn0VgKKCPA4oKeSAHgXhtJADSgroUZhPLNxH/FNX79SH0/99eyNmcO3YIxsdP7H2a1iSsn3r1Xy0iyU12/jqyYeSlwd5Zg2f/DywJvPx5BesEyTAvDwjVu8U5edR78E51sX2xZsYe/zfI9U6Q/uVUzWod5PzaVydT1a5b1rjtyZrtadFwCzYX3wfFsaU+O/Y1ubHeF9hvMvQE8qTNRjFj71vPh5D127yaJP2JkVJW04lDOBEYJW7vwNgZg8AE4BIEkZrrht3VIvL6+udF9/6kA0f7+bj3bV8vKsunNby8e46tu2qpWbLTnbVxsjPMwrCX8oF4S/qgvzgFzcEv2huf3ZFu2NetHZru/chgSDB7Psl3pAUwuWZvp8kfnxIktjYl/WSlafaliblicdqdOxGcaRO9M3zW7r7bLqsbbE0Wi/JolSrN/1DJOX2KY+VZPvkB2rzPiedMIivjz4sxdqZkWsJYwCwNuF7DXBS4gpmNgWYAnDIIYdkL7I2yMszzh7Wr937cXdqY/FfRo3/Um28XsI8zf+i/WjH3qD2HtYO3J1YPQ21hfpwPuZB7SaoKdFQg4q5s2X7Xnr1KCQ/zxqSXH5emNzy8hpqJsH3hOV5eeTlQUFeHg9Vr+WZZR9wXsJDkk3PJ9nf3c3XaXl5qv0k0/DvlFAT8Eb/ft5QFl+h6fKmtZNgJkktoUltMHFZ4rH3zXuzchJqJqnWSSynUbk3+rloeo7N/20aF3qjZU3WTVja0vVqfpwWtkvyc518WfrbJd2gheJkd5Om+slK/nPYvn0mW1BRnv1mwlxLGK1y9+nAdAhuq404nKwwM4oK2t8UUV6cG5f7m2cczjd1o4BIp5Nr7/ReByS+2GFgWCYiIhHLtYTxGjDUzIaYWREwCZgVcUwiIkKONUm5e52ZXQk8S3Bb7Qx3XxZxWCIiQo4lDAB3fwp4Kuo4RESksVxrkhIRkRylhCEiImlRwhARkbQoYYiISFo69fswzGwj8F6KxRXApiyGky06r86nq56bzqvziZ/boe5eub8bd+qE0RIzq27LC0Jync6r8+mq56bz6nzae25qkhIRkbQoYYiISFq6csKYHnUAGaLz6ny66rnpvDqfdp1bl+3DEBGRjtWVaxgiItKBlDBERCQtXS5hmNk5ZrbCzFaZ2fVRx9NeZrbGzN4ws0VmVh2W9TGz581sZTg9MOo4W2NmM8zsQzNbmlCW9Dws8JvwGi4xs+Oii7xlKc7rZjNbF16zRWY2PmHZD8PzWmFm46KJunVmNsjMZpvZcjNbZmbfDcu7wjVLdW6d+rqZWYmZzTezxeF5/TgsH2Jm88L4HwxfHYGZFYffV4XLB7d6EA9f1dkVPgRDoq8GDgOKgMXAsKjjauc5rQEqmpT9Arg+nL8euC3qONM4j9OB44ClrZ0HMB54muDtpScD86KOfz/P62bg2iTrDgt/JouBIeHPan7U55DivPoDx4XzPYG3w/i7wjVLdW6d+rqF//bl4XwhMC+8FjOBSWH5NOBfw/lvAdPC+UnAg60do6vVME4EVrn7O+6+F3gAmBBxTJkwAbgnnL8HmBhdKOlx95eALU2KU53HBOBeD/wD6G1m/clBKc4rlQnAA+6+x93fBVYR/MzmHHdf7+4Lw/lPgDeBAXSNa5bq3FLpFNct/LffHn4tDD8OfB54OCxves3i1/Jh4Ewza/Fd0F0tYQwA1iZ8r6HlH4TOwIHnzGyBmU0Jy/q5+/pw/gOgXzShtVuq8+gK1/HKsGlmRkKTYac8r7Cp4liCv1i71DVrcm7Qya+bmeWb2SLgQ+B5gtrQVnevC1dJjL3hvMLl24C+Le2/qyWMrug0dz8OOBf4tpmdnrjQg/pkp783uqucR2gqcDhQBawHfhVpNO1gZuXAI8DV7v5x4rLOfs2SnFunv27uHnP3KmAgQS3oqI7cf1dLGOuAQQnfB4ZlnZa7rwunHwKPEfwQbIhX98Pph9FF2C6pzqNTX0d33xD+x60H/sC+5otOdV5mVkjwC/V+d380LO4S1yzZuXWV6wbg7luB2cApBM2D8berJsbecF7h8l7A5pb229USxmvA0PCugCKCjpxZEcfUZmZWZmY94/PAWGApwTlNDlebDDwRTYTtluo8ZgGXhXfenAxsS2gGyXlN2u4vILhmEJzXpPDulCHAUGB+tuNLR9iWfRfwprvfkbCo01+zVOfW2a+bmVWaWe9wvgdwNkH/zGzgonC1ptcsfi0vAv4W1hpTi7pnPwN3CownuOthNXBD1PG081wOI7g7YzGwLH4+BO2MLwIrgReAPlHHmsa5/IWgml9L0I56RarzILjb43fhNXwDGBV1/Pt5Xn8K414S/qfsn7D+DeF5rQDOjTr+Fs7rNILmpiXAovAzvotcs1Tn1qmvG3A08HoY/1LgR2H5YQQJbhXwEFAclpeE31eFyw9r7RgaGkRERNLS1ZqkREQkQ5QwREQkLUoYIiKSFiUMERFJixKGiIikpaD1VUS6PjOL3y4KcBAQAzYCg4H33X1YFmLY7u7lmT6OSFuphiECuPtmd6/yYFiFacCvw/kqoL617ROepBXpspQwRFqXb2Z/CN8x8Fz4FC1mNsfM/tOC95R818yON7P/DQeKfDZhCI1vmNlr4XsKHjGz0rB8iJm9asH7Tn4aP5iZ9Tezl8J3Miw1s9GRnLVIE0oYIq0bCvzO3YcDW4ELE5YVufso4DfAb4GL3P14YAZwS7jOo+5+grsfQzBUwxVh+X8BU919JMHT4nH/BDwb1nCOIXgSWSRyqkaLtO5dd18Uzi8g6NeIezCcHgmMAJ4PXymQz74kMCKsQfQGyoFnw/JT2Zd8/gTcFs6/BswIB8h7POHYIpFSDUOkdXsS5mM0/kNrRzg1YFm8H8TdR7r72HDZ3cCVYU3ixwRj+MQ1G5vHg5cynU4wmujdZnZZx5yGSPsoYYh0jBVApZmdAsHw2WY2PFzWE1gf1hguSdjm7wQjKpNYbmaHAhvc/Q/AHwleASsSOSUMkQ7gwSuBLwJuM7PFBP0Onw0X/wfBG93+DryVsNl3CV6K9QaN3+A2BlhsZq8DFxP0dYhETqPViohIWlTDEBGRtChhiIhIWpQwREQkLUoYIiKSFiUMERFJixKGiIikRQlDRETS8v8BK5MnZilzIYAAAAAASUVORK5CYII= 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 " > </div> @@ -21058,7 +21066,7 @@ Name: C, dtype: bool</pre> <div class="jp-RenderedImage jp-OutputArea-output "> -<img 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 " > </div> @@ -21120,7 +21128,7 @@ Name: C, dtype: bool</pre> <div class="jp-RenderedImage jp-OutputArea-output "> -<img 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1m2OZipxKti89pqsdl7iRAihOutNhFLE4kbROJpIrE0E/E0kZjBRDzNeMz9Z2gsQdqcahvi8yisaQiyY1MdazMhNTe0FsA/SxJUIBCUB7IkURv28o8f2c7HPrSWeNLg3NUIH3SP8UH3OD87dpVX3r4CQG3YQ1vmYTL7UCk87RZPRYiQ4zgk0xbxpEk8ZRJPGpP+2/13LGmQmPazeNIgmjBJGdaMx/XoClV+nVBAY+OaKny6gs+j4vNk/62iq3LuSxiNpTgbS3H20vCCxi8qcwSC8sDv1ehor6OjvQ4Aw7S53D/Bue5xuvonuNw/wfHzQziZkIfPo7KmPkBTjY/GWj9NNT6aatwtFCK3mx8lvUu245BKWyTTFsm0SSJlkUibJFPZ/zdJZH6XvO53FinTXcHEU2buSzEbPo+C36Pi82j4vSp1YS9tjUH8Xo1wQCPs1wkH3H9Cfo2QX5/iTdXQEFqwPb1AIFjZaKqcyyVlybrSu4VGUXqHYrx/aYQDJ6a6k1QFdOqrvPx//vVHlnvYK4qSiNAX/7+HiCcNEnmIB7hfBL/XXXn4PRo+r0pDwEPQpxH0aQQm/ePzKIQDHgKTfuf3qCiiW6NAIJiFfBvxZVnbWs3uaT9LpEx6h2L0DEXpGYzRNxxjcFJRkmBmSiJC99+6lktXx1EUCVWRUBQZTXb/nf1/VZFQZBlVkZnNDsrv8xBPpACHZDJNMpnm6Ud28J29J4s+5qcf2UHQv3Q5nqBfw+/VkJziWtUv9Zjno9BrWqpxL/a4c11PuY55vmNX2veukOtRFLno80ZDlYeGKk9Rj1mJSI6Tz1pEIBAIBILiI2JUAoFAICgZQoQEAoFAUDKECAkEAoGgZAgREggEAkHJECIkEAgEgpIhREggEAgEJUOIkEAgEAhKhhAhgUAgEJQMIUICgUAgKBlChAQCgUBQMkrmoj08HMW2F+cYVFPjZ3Q0XqQRlZ5Kux6ovGuqtOuByrumcruehRijQnHmxnJjrnuwoldCqlpZ7Xcr7Xqg8q6p0q4HKu+aKu16Kp0VLUICgUAgWNkIERIIBAJByRAiJBAIBIKSIURIIBAIBCVDiJBAIBAISoYQIYFAIBCUDCFCAoFAICgZQoQEAoFAUDKECAkEAoGgZAgREggEAkHJKJl3nKDy6Tw/xOvPddI7GKW+yssju9voaK8v9bAEAkEZIURIsCR0nh/i26+exaMr+L0qY7E03371LIAQIoFgHuJJE12TUZXKD1ZV/hUKSsLew10oioxXV5EkCY+moCgyew93lXpoAkHZ8+X/dYQXD10u9TCWBbESEuRN5/kh9h7uYmg8OW94bWg8id879eulqzJD48nlGKpAsGKpqwuiawp9owkaGkKkDYvxsfJpTVFshAitIBYiAktx7m+/ehZFkfMKr9VXeRmLpdG1a7b6adOmvsq7LOMVCFYq39l7klTa5OTFYf7b88f53BO7Sj2kJUWE41YIWREYi6WniEDn+aFlOX82vObRlLzCa4/sbsOybJJpE8dxSBkWlmXzyO62ZRmvQLCS8Xs04kn3b6fSESK0QlioCBSbofEkujr16zJXeK2jvZ7PPLSFmrCPeNKkOqDzmYe2iKIEgSAP/F4Vy3ZIG3aph7LkiHDcCqHUOZZseM2zgPBaR3s9D9y5kcHBieUYokBQMWT/1mMpo8QjWXrESmiFUF/lJW1OfSpazhxLNryWMiwRXhMIlphARoTiSbPEI1l6hAitEEotAtnwWnVAF+E1gWCJ8XlWjwiJcNwKITvZl6o6LjsGIToCwdKjZvK/QoRWOKUsaV4KhAgIBKsHv1clnhIitGJZ6L4WgUAgKCcCXpXhSOVv7q5YEZpc0gzg0RRSmZ8LERII8qfSIgorBb9XpXvQwrQqu0y7YkWo1CXNAkElICIKpcOfKU4YGI2jlXgsS0nFVseVuqRZIKgESr1JejUT8LrS0zdUub5xUMEiVOqSZoGgElioU4ageGT3CvUOx0o8kqWlYsNx5VDSLBCsdApxyhAUB4+uoMgSfcMxoHLnrYoVIRAlzYUiEtGCLI/sbuPbr54lhbsCSpu2iCgsE5Ik4feq9A6JlZBgFSES0YLJiIhCaQl4VRGOE6wuRGm7YDoiolA6/F6N7sEYjuMgSVKph7MkVGxhgqAwRCJaICgfAl6VtGExFk2XeihLhhAhwRREabtAUD5kK+QGxxIlHsnSURHhOJFILx4iES0QlJanH9mR++++4RhvnnyN3uEYW9ZVl25QS8iKFyGRSC8uIhEtEJSW7+w9STTuNrNzHAePrnC1givkVrwIiUR68RGJaIGgPJAkiXWNQXoqWIRWfE5IJNIFAkEl09YcruiV0IoXIZFIFwgElUxbU4jxaJpY0ij1UJaEFR+OE4l0QTEQxS2CcqWtOQTA1cHKLE5YlAh97Wtf4+WXXwbgwx/+MF/84heLMqiFIBLpgsVSDsUtQgQFs7FpTRUAl/smhAhN5uDBg+zfv5/vf//7SJLEb/3Wb/Hqq6/y0EMPFXN8eSES6SuTcpl4S13cUg4iKChf6qp8VAd1LvZFSj2UJaHgnFBDQwNf+tKX0HUdTdNob2+np6enmGMTVDDZiXcslp4y8XaeH1r2sZS6uEX07BHMx8aWMBd7KlOECl4J3XDDDbn/vnTpEi+99BLf/e53835/XV2w0FNPoaEhVJTjlAuVdj0w8zW9/lwnHl3Bq7tfQV1TSKZNXj/WwwN3blzW8bU0BBmNJPBOaleQTJu0NARnHHuxP6ORaJqQT53iDaYqEqPR9LJ9Hyrte7eSr8fv8+BIUx+Kdm5u4NgHQ/gCHoJ+vUQjWxoWXZjwwQcf8PnPf54//MM/ZMOGDXm/b3g4im07izp3Q0OIwcGJRR2jnKi064HZr6l3MIrfq2JMqmyUJYneweiy34MHbmnl26+exbScKcUtD9zSet1YluIzqg3q1/XsSRkWNUF9We5FpX3vyu16FiqI8USKWHxqJVxTlQeAw51XV2SIdq57sKgS7XfeeYff+I3f4F//63/NL/3SLy3mUIJVRjmV1ne01/OZh7ZQHdCJJ02qAzqfeWjLsv2xiy7AgvloX1OFIkuc7hor9VCKTsErod7eXn7v936Pr371q9x1113FHNOqpPP8EK8/10nvYHRVVEeVW2l9qYpbssUZqbSFaZkoisSa+kDFf/6CheHRFDa1hjnTNVrqoRSdgkXoG9/4BqlUir/4i7/I/eypp57i6aefLsrAVhPZJL1HV1ZNdZQorZ9aFVcd8kwR4tV0HwT5sa2thh8fukQ8aeL3rvgtnjkKvpI//uM/5o//+I8LPnEibaGrEhKV2ahpIWSro7y6myNZLf53q720vtSl4YKVxba2an50EM5cGeWWGxpKPZyiUTLbnlgizfBYknjaxFlcfcKKp9QlwoLSID53wULYvLYaj67QeX641EMpKiX1jjNth0g0zfBEgqRhsVq1qJyS9ILlQ3zugoWgqTI7N9Zy/NwQTgU9uZeFgalpOoxNpBiJJEkbFqwyOcpWRyXTpqiOWkWIqjjBQtnVXs9YNE1Xf7TUQykaZZXdMkyb0YkUmqYQ9Gp4dHlVhOqy8f/Xj/Wsmuo4gSjOECycjvY6JODdc0Osb165G3InU1YiBO4aKG1YjJoWHlUh4NfQ1coXo472eh64c+OiN9mVix+bID9We3GGYGGEAzqb11Zx5MwAn9qzvM4iS0VZhONmwnEgaViMRJKMx9LYtj3/m1Y55eTHJhAIloY7tjdxdTBG92BlhOTKbiU0HceBeNIkmbbwe1X8HhVZEmXdMyFKfgWClc/Tj+yY8v+WZU+xvfnYPRv5zmtnef/yGLfsaJnxGGnDYnwsvqTjLBZlL0JZbNshGjdIJE38Po2AZ8UMfdkYGk9et4lNlPxOpdzDleU+PsHS8529J4nG5+6iWhv28uP9F4jHU1OMb7N87oldSzW8olO24bjZsGyHiViaofEE0US61MMpK0TJ79yUe7iy3McnKB/WNASIJU3Goit/DlxxIpTFtBzGo2lGJlKkTRsRoRMlv/NR7n17yn18gvKhtS6AIkt09ZePW3ihrFgRypI2LEYnkoxF01irvHih1G7Q5U65OxSU+/gE5YOmyrTU+bk6FMO0Vva8VxGJFceBRMoklbbweVUC3tVbvFBuJb9HTvXzvVdOl0WOo77Ke13fnnIKV5b7+ATlRVtTkO7BGH3DcdY2FqdJaCko2UoombaKfkzbcYglDIbHk8RTZtGPL1gYneeH+JvnO8smxzFTuDKeMIgmDL749YM88+zRkuZfRDhVsBDqwl78XpWugZVdql0yEfr6D0/w4qFLjE6kin5sy3aIZIoXEmlzlZkAlQ97D3ehqlLZ5DimhytVCZAkTNspC5EU4VTBQpAkibbGIEPjSeLJuavpypmSheMMw+bAe30cOtHHzk113LurlTX1gaKeI1u8EFcNAj7dnQyLeobSU84lvUPjSaqCOqZ17TGg1DmOyeHKZ549iulQVvuqyi2cKihv1jUGOd01xuX+KNvX15R6OAVRMhH68M1r+Mnhy0TiBp3nh+k8P8ym1jD3drRww7rqouZ0jIxBqqbKBH0aHk2GCpCjyU3RyrEZXn2Vl2jSQJGvLbjLKcex2vdVZR9gRqJpaoN6WT3ACPLD51FprvVxuX+CLeuqUeSVN6+VLBzX1T/B43s28uT97TTX+gG40BPhf+w9w395rpMjpweKXvVhmLbr1j2RJm3YrHS37nIv6X1kdxum6ZRtjmM176uavCcp5Ct9KFJQOBuaw6QNm97hWKmHUhAlE6Fo0uDFQ5cIeFX+xS/fxG88uo3Na6oAGBhN8PwvLvAfnz3GG8euEk8Wr8ggZ5AaTTI6kV7Re4zKvaS3o72ezz/RsegcR+f5IZ559mjRiwdWcyFAuT/ACPKnodpLwKtyqW9l7hkqWThOU9wv/b7jPWxtq2HLumq2rKumdzjG/s5ejp8bZiJh8MrbV3jj2FU+tK2Re3Y2UxsuzlOq40DKsEhn3Lr9mTDdSnLrLkZJ71LnlG7b3sT6en/B71/KkONqbqWw2kORlYQkSWxoDvH+pVHGY2mqAnqph7QgSrpPSFPk66rjWuoC/MpHNvPw7es4eKKPt04NkDIsDp3o4833+9i5sZZ7O1qLVhefdetOmRYeTSHgWzmtIx7Z3ca3Xz1LCncCSZv2gp7kyz2nBMU3ZZ1JdL/4a7fO+5pyuR/FQuxJqizWNQY51TXGpd4IuzavrO9qSUXIsGxqQp4Zf1cV9PDonev5yK1rePv0AAff62M8lua9CyO8d2GEDS0hPn73RlprfTMWMZzpGmXf8R5GJ1LUhDzcu6uVrW2zV484jrt3KWVYeHWVgE9DLfMk32Ke5DvPD/G3L5wkZZhoqkI4oOPzqCWvDptOMZ/Y8xHdlSDMxWBbWzUvvtmFZTvoqoxXV9BUeVWEIisRXVNYUx+gezDGjg21pR7Ogihdibblxt/v3dU65+u8usq9Ha3cvbOZzvPD7O/spXc4zqXeCf76Hzqpr/Jyb0cLN9/QgJbJj5zpGuWFAxdRFBmvRyWSMHjhwEUehzmFCK65LyTTJj6PStCrIsvl625USElvdqJNGhaKJGFaDiORJLVhL15dKauQTDGf2PNZVeXzmpW+Uuo8P8SBE30EfRrxpIFh2liWw2N3razrEExlY3OIKwPRFddnqGQiFPRqPH7PxnlFIYsiy9xyQwM3b67nfE+E/Z09nL0yztB4ku/vu8grR7q568Ym7tzRxL7jPSiKjK66E4muKqQhl3/Kh1wfo5RrBeT3qCuy/HEmshOtpspYlo0sge1IRGJpZNlTViGZ+UKOCxGEfFZV873myKn+Fb9Syn7+fq+7AtZUmWjC4HTXGI+XenCCgqkOeagO6lzsncBZCfmEDCUToV/5SHumTHphSJLE5jVVbF5TRcJ0eHH/BY6fGyKWMHjtSDc/P9aDLLttcCczU/4pH7JWQImUWdKmesV8+s5OtGG/xshECttxkCDzRFxe1WFzhRwXGjrLZ1U132uef+Pcim8cKIoSKpeNLWGOfTDEsbODrKv1lXo4ebGiDUzXNAZ58v52Hr59HYfe7+PwyX7Xk86CwbEkXl0h6NPQNWXO/FM+TG+q5/coSMu04bXYeYrsROv3agBE4m5IxqupZWkTM1vIcaFFC/kUcsz2mm1t1Tzz7FHOdo+jKRJVQQ++TGPFlTaBi6KEyqW1PsDJSyO88Ivz/N6nd5Z6OHlRvsmOBRAO6Hzsjjb+8Ndu5bG71hPIPOUl0xZD40kGRuMkkib3dMzcCnchZJvqDY+5JqnOMmx4Lfaejsn7Y3welZqQh7qwh99+fEfZCdBcLHSfVD7ebDO95p6dzRw40cdYLI2uyrkcWiJjkrvSJvDp+6OSabPsVsCCwlBkiQ0tYd45PUDP0MrYvLqiV0LT8egK99zUwp03NvPKW10cPtlP2rQxLQfTMnnpzS4iMYNbt1wrYigUM2OSGk9KBHwaXk1dsk2vxQ6fVMr+mEKe6PMp5Jj+mmeePZp7CKgJeRgYS+A4MB5NIcvSipvAp3/+LQ1BHrildcV9/oKZ2dAc4kJPhNeOXOHXH9lW6uHMS0WJUBZFlnj0zvU8sruNC70R9h/v5cyVMYbHk/xw/0VePXKFu25sZveOJoI+bVHnypqkxlSD4BKZpC5F+KQSjDIf2d3GN188xch4Est2UGQJr67w1Ec3F/U8kx8CAj6NWssmEjMwTIvqwMr0XJv8+Tc0hBgcXJm77SuRpx/ZsehjWEj84mg3T3y4fdFz3FJTMhGqCniIJQ2SaQvbXpqQliRJtLdW0d5aRf9InP3v9fLuB0PEkyavv9PNz9+9yq1bGthzUwv11YtL4pmTTFJ7h2P87Gg33QMx6ha5yug8P0Q0YTAwEkdVZMIBDVVVVtzT95KRW346gMRSLEenPwT4vRqKIlMd0K/b6CoQLJbv7D1JNL641gyf/nA7r73VxRvHrvKJuzcUZ2BLROlse1SZsF8n6HNImzbJpEnatLGXqLSwqdbPL3+4nYduX8ebJ/o4fKqfRMrirVMDvH1qgO0bari3o5W2piDSIiayExeGefHQJcJBD2sag0RiKZ4tsIhgckFCXZWX8WiakUiK1jo/Ty2igGCl73PJsvdwF36vOqXgJGVYRa9Um1ysoCrSqvKYE6xM1jeHuXFDDa8f7eaR3W2oSvmm/0sejpMlCa+m4NMVTMsmZdgkUgam5SyJdU7Yr/PwHW18+JY1vHNmkAPv9TI6keLkpVFOXhplXWOQezta2LGhFrmAfUH7jveAJJFMWRhGkoBPo75G441jVxc8MU6p/tIU/F6NlGER9OuLEqCVvs8ly3KVGk/OoYxG09SItgeCFcDDd7Tx1b87zpvv97OnCEVZS0XJRSiL47gbUv0eGb9HwbAc10YnZWIuQbjOoyncvdPNC528NMK+4z10D8a4MhDl2dc+oDbk4Z6OFj60pQF9Ui4my2y2QKMTKbyZ0t1sh1dFdld+adNekEnqUkyyxfZiKyXLWWqczaE0NIR4/c2L7D3cxf9+5eyKXkkKKpudG2tZ1xjk5cOXufum5pLsb8yHMl2jSWiKTMinUVflozbk7skoZGUyH4oscdOmOn730zv5rU/sYFvGUWFkIsWPDlziPzx7jFffvsJEPJ17T9YWKJIwptgCnekapSbkwZjWBymRtsCB0YkkoxMpDCu/9hFL0e+m3Ns/LIRStGLIOia4+6xEHx5B+SJJEo/dtZ7e4TjHzg6WejizUjYrodmQJNecT9cU7MxEk0y5LRiKex6JTa1hNrWGGRhLcKCzl2MfDJJImfzs2FX2dfZwyw0N3NPRMqct0L27WnnhwEXSuC4NhmXnPPIWapK6WJfsmaikjYqlKDVfiGNCpeTeBCuX27Y20lhzgR8fusytWxoWle9eKspehCYjSxI+3bXOMSwbv1cjokpYZnG3jDZW+/il+zbx4G1refNkP2++308iZfL26QHePj2ApkiEAjqO4+Q+1Kwt0Na2Gh6HOR28J5ukXh2K8tbJAboHY9RV+6bs11iKSXYphK2ULHepef9IHK82/0qyknJvgpWLLEt8/M71fOvl07x/aYSdG+tKPaTrWFEilMVxQJVlqkIeUkkfhmmTSJmkjOKWe4f8Og/dto4P72rl6NlB9r/Xy0gkhWE5jETccuygT8OrT7UF2tpWk5dR6unLblgv4NOoq/Lg2Bbf++k5gClCVMxJq1I2qpaKplo/g6PxeVeSlZR7E6xs7rqxmR/uv8hLhy4LEVoKJNwnUV3VsWw3XFfs6jpdU7jzxmbu2N7EycujvPpWF4PjSQzTZnTC3TXv0WQevm3dgo6bDevZNgyPpwj6VGrCXvZ39i7pRFUJG1WXk8lhtaBfJ55w93DMtZIUJqGCckFTZT52Rxvfff0Dzl0dZ/OaqlIPaQorXoQmo8gSfo8brkubNsm0WdTNsLIssXNjLTs31rLv+FV+/m4v8ZSJbTskUhbf33eBnqEYd+5sJuyfv8Xu5Eo6cPNFZtxgQpFIGlYm7FP8GK7IVeTP9LCaaVkgSaiS2+pjtvs3PfcWTxqMR9M4jsMzzx4V91ywrHx4Vys/PniJHx+8xP/rV3aVejhTqCgRmkx2dRT0OSQNi0SyuKuje3et4d5daxgaS7D/vV6Onh0kkbJ4490e9nX2cvMN9ezpaKGpxj/rMWpCHiIJI1fgAJC2bMK6xthECl1TCHo1PHrx2o2LXMXCmB5W82oKpuUQ9Ov82RxuCZNzb6ZpMTqRBhxqw15xzwXLjkdXeGR3G8+9cZ4Puse4YW11qYeUY9El2tFolE984hN0d3cXYzxFR5Yk/LpKXdhHTciL31vcUu/6ah+fvncTX/y1W3ngQ2vxe1Us2+GdM4P85d938j9ePs35nvEZm0zdu6sVy7JJm1NLjLPdZtOGxWg0yWgkRdrMr6x7PortyF0IneeHeObZo3zx6wd55tmjZV3eXGhJe0d7PffsbCYSTTM0nsK2HUJ+Hb9XK8k9FwgeuHUtVQGdf/j5hbJqereoldDx48f54z/+Yy5dulSk4SwtM66OilRZF/RpPPChtdw3qYhheDzJmStjnLkyRm3YgypLpA2L2rA3VzE3uZKuoTbAXTsar6ukSxoWKdPCoyr4fdqCNrxOp9S5ipW2Eiu0pD3bQjsc1EkZ7naCaMJA1xR8HlXkhwTLjkdX+MTdG/j2q2d5/+IIOzeVR5HCokTo7/7u7/jTP/1TvvjFLxZrPMtCdnXk193cUSJlkkpbRfGt01SZ3TuauH17I6cvj7LveC+X+ycYibhdXRVZwrAS/HD/BT61Z9OUSrra2gAjIzP3ACmWGC3lPqGZck0PNISmvGalVY1NL2nPt/fO3sNdGKZNJG5gZXKSiuy2UPdlcpYrcW+WYGXz4Ztb+clbXfzDzy9w48bastg3tCgR+vKXv1zwe+vqgos5dY6GaZNcoRimRTxpkkgZWAvvOj4je+qC7Ll1HV/+728xMBIjZdhYtkMsaSJJ8MLBS/xhewPVkww4a2sDeR/flmVCAQ2fJ3+r9l99eBt/83wnlm27AmC4bg6/+vC2Rd3LI6f6+e7r51BViaqgTjRp8N3Xz1FV5ee27U25141E04R86pQvv6pIjEbTRfssi8kDDSGqqvw8/8Y5BkbiNNb6eeL+zVOuaSZ6R+LEEgYSEooMlu3aODmGhWXbRbnnxaRcxlEsVvL1+H0eHGnxZjaz3YN/8vHtfPU7x/igN8o9mdB/KSlZYcLwcHTRVWtL0QdFBiwjU1lXpH1H0ViK2rAXy3aIJtwW4Y4Do5EU/++vH2DX5jr2dLSyY3PDrCuh2RgYclcTQb8+p/tClvX1fp56YPN1K5b19f5F3cvvvXIaJNf/z7Qc99+SxfNvnGN9/bXijNqgft1KLGVY1AT1nCdbuVXtra/384UnO4Br37n57pVh2DgOyDIokgzYWLa7og16taLc82JR7L+jUldfllt/pIUKYjyRIrbIVg7ArPfgxnXVtNYH+B8vvk97cwBFXnr3trnuQcVWxxWKBOiajK7pBJ1s7sjEtOyC8zCTq+Cqgx7Cfp1IPE0qbWHZDkfPDnH07BA7NtZy5/Ym2teE814mX7MCSuD3agS86rxGhUuxT2i2XNPASBy4NjFdHYqRTFkE/Rohv5bbZ7OtrXpF5Yrmw2354GA7ErIEkiSjyDYBr1bRPYhWWs5vNSLLEr907yb+6vvvcehE6R22y9TAtDy4VlnnoSbkndfrbTamV8GZtuum/fQDm/ml+zblcgMnL47wzZdO8bXn3+PYB4Nu2CZPHAdiCYPh8STxlLkkbTDmYjaz1cZaf25iGoulqQl5CPhUogmDsYkU1QGdzzy0hdNdY1Oq9mzb7Vj7V8+fKPsKuplorQ8QDnhQFQnbcVAViXDAQ2t9/uHWlUg5VF8K5ufWLfVsaA7xw/0XMMwi5R8KRKyE8kJCVyXOdo3y8+NXiSVN/B6NW7bU0946/+7j+fzkPrS1gTOXR3nz1AAfXBmjdzjO3//sPK+8dYW7b2rm9m2NePX8Pqps+4hEKttufGk2vE5nNk+6J+7fzPdeOT2lGKEq6MHrUad0Jv3fr5zNraQSKZORSDInpCvxaTp7P6pDnhmdFUoZspp+7l99eNuUkOliKHX15VJT6lBjsZAkiV/+cDv/+Xvv8vN3r/LgAt1eiklRROinP/1pMQ5T1kwOM+iqTCJl8fNjVwn7ddY2BDOrnNnfP5efnCxJbN9Qyz23ruP46X72d/Zw4uII47E0L7/ZxU/fucod2xu5a2cz1UHPjMeYjpFpN+7RFAJ+DV0t3obXmehor+dSb4RX3u4mmTbx6ioP376W27Y38Vd//+68E9Pkqr1ILA1ISJKTE6/5KujKbXKYy6OvlCGrmc79N8938tQDm4ty7kpyaZ9OpYUad2yoYVtbNT8+eIl7O1rx6Nf3TVsOxEooT6aXFgNEkyZ737zMFz9zK4Zlk0pn8keLKGZY1xjk6Qe3MBJJcuBEH++cHiBlWOzr7OXAe310tNexp6Mlr7COQ6asO2Lh86gEvOqsScjFTuKT98XUq25o7sCJPnZta85rYpq8kjIybTosGyzLom8kTsinzvo0Xa6Tw2y5t1KWqc90bsu2i3buSnNpn8xyfW5PP7Jj0cewLDuvgoh/9qmb+IP/uo+Dpwb4Rw9uue73acNifCy+6PHMhRChPJktzDA4nsy5eqtemYBXI2m45d7GPKujuagNe/nk3Rt44Na1vHWqn0Mn+phIGLx7boh3zw2xeU0VezpauGFt1bxFDI7j+pwlUxY+r+utp0zKbRVjEp/tD/T5N87lNTFNXjkMjiawbAdZcvfWWJbN6ESallrfgs5drnuPShmymuncHk0p2rkr2aV9uT637+w9SbQI1XH50lTj4zuvnGZwJDrFQgzgc08svc+cEKE8WUiYwasp+HQFw7RJGhbJlIllFebM4Peq3H/LGvZ0tPDuB0Psf6+XgdEE566Oc+7qOM21fvZ0tNDRXoeqzF1nYjsOsYRBImXmVkayJM05iUN+E8pc1XH5TkzZlcOffOMwvcMxJElGksgIuc1svkUrLQ9RypDVTOdOGVZRz12pLu2VGmrctr6Gn7/bw/mrEbavn78FTbERIpQnCw0zOA6oikxQcVdHxiJdvVVF5rZtjdy6tYEProyxr7OXCz0R+kbiPPfGeV55q4u7drrtJnyeuT9W274mRgFvpkGgR83t7CdzjVeHYnmvkGb7A22s9edeP9fENDkcODrhuktYlo0FqKpMTchLMj1zN92VNjmUMmQ107lxqIhw2VJTqaHGqoDOmvoAF3oibGwJ5V0EVSyECOXJYsIMk3sehfwOKcMuOFwnS1KuyOHqYJR9nb2cuDBMJG7wk7eu8LNjV7l9WyN372zJNdmbDdt2mIgbeDUFR5JQZIl4Zk+U+wfm5B3mmqs6bj4mhwPByYmhqkiA5Ja1Ww5NNTOH45ZqcsjHhijf902+X9n/fu5n5+gdigMOTbV+LvVGljyMNdP3uJjVcZVMJYcat7ZV0zMU44PucW5aZk85IUILoBhhBgkpF67L+tYVujpa0xDkqQduYPSONg6+18vbZwZIGzYH3uvj0Ik+dm6q495drayZp4jhtm2NvHDgIkG/Tm3IQyJtkUqbqIqUqQQ0icTSmJbtClXi+nj1bH+gt21vmnf3+uRw4OhEClkC2wHTctAUt+x8bCKFadmz9uLxqDL9o0myE/pTH92yqM9qtjxZVZV/zgm78/wQ33zxFMnMRuRILM03XzzFbz62/brxpEybumovuiozETd44eAlwn4dVZH4oHvM3TslS7TU+Xny/vaiTXbTv8fl5jBQzlRqqDHo02hrCnKpb4L21jB+b/5WYItFiFCJcBzQFBnNf83VW5ElJFhw7qgm5OGxuzfw0Q+t5e1TAxw80UskbtB5fpjO88Nsag1zb0cLW9ZVz1jEMHkfU1ffBK31AZ56YAv7O3u42DfBeDQFSMiShGk52I5F5/mhWXM6C2VyTsc0XaGTHAc747dmO+5qsibkuS4kOFksWur9pE0751q9GOYqtMha+MzEcz87l/MGdMXU9Qp87mfnptybycdPpEzGoylsB8Zj6SmrY8t26B2O8c2XTvObH99WkROgoDzYsq6aKwNRzlwZ45YbGpbtvEKEyoCsM0N9rR8rZRJPGaQNe8Gu3j6Pyn03t3L3Tc10nh9m3/Ee+kcTXOiJcKEnQmONj3s7Wti1uf66IoaZ9jHdurWBvpE4plcjkTKwHUCCgFctauXZ5JyOqspYlo0kyXh0yRWhzI7ugdEE4YCe24Hf0V6/ZJVx89kQzUb/aDIjQK7YS4CNk1mlXX/87Mbc7EJ48keefSCRJJlkyizbaj9BZeDzqGxsCXO+J8LmNVWE8ugOXQyEbU8ZIUkSuiZTE/JQV+Uh5C/MJkhVZG7d0sC/fLKD33h0G+1rwoA7if/Dzy/wH589xhvHrhJPmnMeZ0NzmPFYGl2Tqa/2EQ7q1IU8hAN6USvPHtndhmW5K5iQT8VxwHFca6OspYiiuKuwkUgSy7Jz5y+06dx8zGVDNDfXd+91/3/qD7PHv7Yxd6YjkVtRWbZdttV+gsph89oqVEXidNfYsp1TrITKEMdx3agDk/YdJZLmvK4M05EkiS3rqtmyzk067u/spfP8MBMJg1fevsIbx67yoW2N3LOzmdrwzJVkDVVeIgkDWZZprHbtdiKxFA3V+Vee5Zuoz76mpdYHkkT/SDw3CWdXFrYjMR5Ns6nVFdalqowrtNCiqdZP73AsZ1xqZwSoaVqLjuzxDdNCltzXWjN8toosYWe+D/leU7m5RwhWDh5Nob21ijNXxhjLVKkuNUKEVgC5fUeWTTJtkSzAlaG1PsA/+uhmHr5jHYdO9PHWKdeJ4dCJPt58v4+dG2u5t6OVtY1T+zzdu6uVFw5czDVzG51I4vcoPHrnRjLRuTk5cqo/rzLvmfJJX/z6QcBhNJrGdpzcuUzLyVW+FasyLjtx9wzF3FYUikRVQAfHIZ408y60ePL+dr750ml3b5hto8gyXq/Ok/e3T3ld9lr/9oWTJA0LTVUIajLxlHVt9Sdf2yPl9ep5XVO5ukcIVg6bWsNc7I1wqmt0Wc4nRGiFkHVlCGZWR4ZhkzQWXllXHfTw6J3r+citazJFDH2Mx9K8d2GE9y6MsKElxH0drWxpq86Vg89kvlpf5WMkkiTg01zH5FnO9/wb5wrO2WRXObUhD5G4kStaaK7z5d5bjLLZ7MRtWg6xpAFIYLqrEE2V+ccP519p19Fez29+fFte4+lor+e3H98xxZPQ53XL9zUZInGT7Coq3+q4xebIxCpKoKkym9dWcfLSKO+dG6K5Kj+/ykIRIrQCmdLzyOeQNm2SSZO0OX8xw5mu0SmC8vg9G0gZNvs6e+gdjnOpd4JLvWdoqPayp6OVmzfXz2q+apg2YxMpNFUi4NNnFKP+kTherbCcTXaVoygyTTW+3CrnyY9MDYkttmw2O3FPxFNIkpyrakukLbyehRdhLGQ8M4noUx/dPOVnQV/+5bKLcY8QqyhBlo3NIS70RPifL53kD566eUnbgAsRWuHI0rV9R6ZlkzJsEikD07o+QX6ma5QXDlxEUWQ3t5Mw+PGhSzx+z0b++RM3cf5qhH2dPXzQPc7gWJLv/+ICr7x9hbtubOLOHU2z7h3IOnarqpRpH3FNjJpq/QyOxgvK2SzX5sDsxG1a9pSqNtO0l8X+Z7poLUYMFpMjW2kefIKlQ1FktqyrpvP8MMfPD3Pz5qX7/IUIVQjZYga/R8bvUXP7ZRIpMxeu23e8JxP2cScZXVVIZ36+ta2GzWur2Ly2it7hGAfe6+X4uWFiCYPXjnTz82M9fGhrA/d0tFA3SxGDmRGjySujJ+7fzF8/927BOZu5VhXFCh1lJ25VcVuTy5JbmaZmxltIkcNixrYYMVhMjmylefAJlpa2xiCD40me//kFOtrr5u3YXCiiRLtC0VWZkE+jvspLVVBHU2WiCQNt2v4gTZFzXm1ZWuoCPHn/Zv7Pp2/hvl0teDS3KOLNk/38P997l2dfPcuVgdmT89mV0UgkwbYNNfzTR7ZSE9SJJ81cJ9XFPllP7tY6ebVQSAfWbIm4z6PiODamZWNaDum0xfBYkm1t1cs6toWWnXeeH+KZZ4/yxa8fZO/hLu7Z2Ux1YOH3e7ay9HL14BMsLbIs8WsPb6V7MMo7ZwaX7DxiJVThyJKET1fx6QobW6sYj6UwTIdkysQBDMue1WOuKqDzyO713H/LGl568zLvfjCEaTmcuDjCiYsjrG8Kce+uFratr5nxKckw3RbdTbV+/sWTu+YsYFgoxQwdTQ77pdImiYxRqq4p+DwKB070saElvCwrGVhYSG2m0N2BE30FCX2lGnQKCufeW9bynVfO8IN9F/jQlgbkAvYtzocQoVWDxF03NvH3PztHwK/RUONjIpHGilvcu6t1znde7pvg/NVxqoI6luUwkTCwLIfL/RNcfmWCuiove25q4dYtDWjq9Yvr7MpIV2WCPg29CC3Hix06yob9nnn26IytDhYibgsZ2/Sw3ba2aqLxNAMjcVRFpiroOkTMJgZLJcaiOk4AboXop/ds5K9/cII3T/Zx986Wop9DiNAqYvIkc3Uwypr6AJ/es4m2phCp1Ox7j6bkkjTX3iOWNDBMm0TKYng8yQ/3X+TVI1e468Zmdu9omrGiK23ajE6k0DSFoFdD11yX7EIoxibVmfI2xRC3fMbWeX6I5352jp7ha2LTP5rgbPcYYb9ObdhDJGYwPJ50vfxmMWRdbDXc3sNdjETT1Ab1nOAI0RFM5tatDbQ1Bfnh/ovcsb1p3r5lC0WI0Cpjtkkm6FNnbTExOpHCO6lHkSRJrpNDyuRzn7yRlw5d4tzVCPGkyevvdLtODFsb2NPRQu00pwAHt2XwqGFlxEgtaGW0kNDRC/sv8Mrb3STTJl5d5eHb17KhJTxjBZpXc4+1GHGbb2zZENp4NI2ccUQYnUghSRISEom0RXOtn4BPJ2VYBH3arMJQqBh3nh+atKnWYSySFCapghmRJYlP37uJ//JcJwdP9HHfPJGThSJESABMbTFhmA6JtJmrrKsJeYgkjCmtf7O5pPFoiuFIktqwh1SmrbllO7x1aoC3Tw2wa0sDu7c1sr55ah+e68VoYSujfENHL+y/wAsHLyHh9ktKGRYvHLxETUBH09XrwlhIEpZpLSovMt/YsiG0bAtzSXLtiEzTRlXcf2eZb1VTaB7nuTfOE0ukkSQZVZGwbIgl0jz3xnkhQoLr2NVex6bWMC8cuMhdNzbPGHYvFCFCgim4HWElQj4ttzr62B3r+IdfXCBtWmiKjGG5E929u1qnhOq8ukrIrzMRT5NKW5iWw7tnB3n37CBtTUH23NTCjg21U5KbOTEyLXRVIbAAMZq8qsuGlv73K2enTPqvvN2dEyAARQLLhpGJNOuaproE66pMPGnyjx/ecp2AADzz7NHrQlf5jG062RBazjGcjEkprtecOukPfL5VTaF5nP6ROG57DjL/drAcKfNzQSl5+pEdpR5CDsuyacg0cvzsJ2/k//qbQxw9P8wn9mzK6/1pw2J8bO7vlBAhwaxkV0d37GjG79P4+bEerg7FCPs07t3Vyta2Gl7Yf3FKqE6WJMJ+nYRs8MidGzh0sp/LvRG6+qM82/8BtWEP99zUwoe2NkxZWTmOWwCQzqyMAl4VPc9qurk2dybTZk6Aro3RnfBnC7vNtXk05Fu8k0A2hBb2a4xMpLAdd2OxrLhdZH26guM4ea9qCsvjSEjS1ByglBEkQWn5zt6TROPXN44sNY7jUBvy8D9fOsnVvkhelXKfe2LXvK8RIrRCWU6PL8eBGzfUceOGOizbIZk2SWRMVGcL1dWGvXS01/Hh29Zx9GQf+473crprlJFIih8duMTrR7rZnXFimNy3JLsyShvWnHZAk5mrQsyrq6QMC2XSAWwHPJq7CsknjDX5+JIkLdpJYLIdUU1QJxIzMG2b1roAt21t4HTX2JJ/rk01XnpHEtg4yJATwuZasSdIMDOSJHHD2ioOnxrg6lCMddPMjgtFiNAKYbLoeDWZSMLE71WX1eMrOwbXd05HVxW3Qi5pkpLdBPrkUB24X9yNLWE2toQZGEvw4sFLnOseJ54y+dnRq/z83R7aW8MkUgaxhJkzSN3aVjPFDijg1fBq6ox9d+aqEHv49rW8cPASlk2utYKDw6O717OhJZyXkC+0Am2hrSs2tYanvObx/D+SgnnyI5tzbchtx3HtnzzKdb58AsFkGmt8hPwa566Os7YhUBRPOSFCK4Dp4aa+4TiWbePVi/NkvtAx2I7DB93jSJJES52f5jo/yZSFZdtUB3TuuallRsPT0UiSofEENWEPacMilnQLHz7oHgfcFYxNih/uv8Cn9mzKHcPMbHqNqQYBr4ZPn/q1natC7PFM7Hp6dVz258uxeXT6A0I5OFV3tNfzm49tdx8qomlq8shzCQSSJHHDmiqOfjBE/0iC5rr5mjzOjxChFcD0cJOV6bMdiaXxZfIxS+3xNXkM/ROu27Tj2FwdjCHLErqq0NYU4Pd/5WZ3ZTRDA77pRQxBv87ASDzX2jplWKQMC1WRePnNy2xeWz0ln5MTI8XA79Pw6QoS0nUVYhNxg2jcIJYweObZozyyu42vfeG+gq998vFVxa2wK3TzaDk5VWdzSQ0NoTl7JAkEk2ltCHCqa5QLvZGiiJDwjlsBTPcSU1UZSQLTulbKu9QeX5PH4J7XwbLd8JYsuRPz2SvjnOkapSbsoa7KS8CnTQmfjU6kpnjXTXasrgl5cmWfpuUwMJbk//neuxw80UfKsKaMxbQcItE0w2NJYimTnZvq+CcPb6U6oDM2kSKaMAj4VGpCnkV5ysG1VUsybbnnHE/N6cc2n+/bTPklRZHZe7iroPEJBMuNLElsaA4xNJ5kIp5e/PGKMKZVxWSzyGeePVrw5LYQphtLhv2aW00ludVUcz2ZL8UYVEXGyvSizoqMJLk/33u4K9eAL+TTaKrx5wxUG6p9GNZUg0xFllAVCZ9Hpb7KS12VNzeJj06k+PHBSzzz7FFeeauLyLQvvGk7TMTSDI0n2dAa5l8/dQt1VV4kIJowGBhNYNtOwZP8ZCPSmpCHcFDHqytzhq3mMwFdqDmpQFCOtDWGkCTX0muxiHDcAihVKGV6uElRZAJelXDGKXk58gqTxxDyayQzJp8SmcoqIBzQuDoU45lnj+byHb/68DbW1/vx6Qqf3LOBFw5cIpm2sEybtGWjawpIUm4PkiRBwKfy8V1r6BmOcfTsIImUxRvv9rCvs5ebb6hnT0cLTTXXwgC27RCNGxz/YIhY0qQm7CGZcnNOI5EkNSFPQZP8TKE1y7bnzL3Nt3m0GHZD87HUOadyyGkJSotHV2ip9dM9GLtu799CESK0AErV9Gu27ptLcc7ZJpjpY/BociYsJ6EoMmG/hmHaJFPWlBYGf/N8J0894I71xg11OA784t0eRqIpzLiBokj4dAWQSKamVscBPHjbOt58v483T/YTT5q8c2aQd84M4vco3NvRyn03t+YqdH52tJvRSBJNlQn6NbweL9HENf+1hTJTVZxHU+YUtPk2jy61U/VSPyiVU05LUFrWNATpGY4zNJ6gsabw3JAQoQVQyqZfy2EsOd8EM92hIPva7GQ6Fk0T9Gtzrhx2bqzDth2+89oHhPwarfUB4kmDSDzN43s2XldVF/RpPHjbOlrq/Hz/FxdIGja27RBPWfzk7SscOTPAg7etY+emOkYnUgR9KmMxg3jKQlVkQn6NUK0f27bpPD+0oHs406olZViLWrUstVP1Uj8ozXb85352TqyOVhmNNT5URaJ7MCZEaLlYjlDKQilmaOS5N84zHk1jOw6qIhMO6Ll8yvRjzjSZxhMGIf9U9+yZVg57D3chyRKm5bjmqLpCddDD6a5RbtxQO6Ob96ETffh9Gh7dZiLuti8HGI6k+N5Pz/GTt7pQZAlHklAkMB23gGJ0IoWuSqxtCvHm+33c1F6ftyfATKsWHOZcteSzUph+77L5qmJM2kv9oDTT8U3TYiCSoiplEU8ajE4kOX81wmN3teVK4QWVhyJLNNf6GRhN4DhOwXuGhAgtgHJr+lXM0Ejn+SF6hmJIkuuzZloOI5Ekfo/K8FiSL3794BSRm0n89h7uymvlMHkiiycN+kbimKaNrircu6uVTa1VvHd+iJ++083AaIKakIf+0QS6JhOJpQEJTXHHmJWrsahbtCDhui4oGfs5Bwj4NBJJkw8mxhmJJFwXBlWZcePrZGYS2myOazbyWYksZUhrqR+UvJqc2afmoKpuGDYSM5BkKVMpJaHIrjnri292LagZoGDlUV/to3swRiRuUBXQ53/DDAgRWgClbvo1feKPJoyihV72Hu5CzWxEBdddwLQcInEDXZ06WV7qjXDgRN91k+g9O5s5cKJvikgnUyY4TBGx7ERpWTYjE6ncysSybf7Hy6e5Z2czRz8YIuDTWNsUZDyWxjAtEmkTKWe6CbLsVgg21/ppbQhy9MxgrvrOclxBCvlUfB6NtGlRFdBzLgyX+iIcPzfEwGgCv0flodvXzXjPpodB59tTk89KZClDZtMflCKxNLGkSXzSnqlCz9F5fohIwsSy3VygZdmMRFKuIGVUP/fZSO5+tqXOlwpKS0O26nMsIURouShV06+Znp4HRuLUVXlh0lNvoaGXofEk4YDGaCYcJ0Fus2l1yDPFmeGVt7sJB/XrJtHTXWN85qFrDtReTUaSJEzbmVGsxqNpsjuFJMmhOuRBlqXc8aWk6YYF/TqeFoWhsSTJlNtMz8Fd5QR9KtGEwaf2bOTB29Zy+GQ/+zt7SabdzbKRuEkibePRZD6eWbGe6RrlhQMXUVUZr6YwHkvzP/eeIew/z6fva1/U55vPSmQpQ2ZTGhcOxUimLIJ+jZBfm3fFNV9od+/hLvxeFa+uEImlMS07V2Kf/e8sDqApovS80vF5VHweJReJKAQhQiuEmZ6eVUVmPJrG772Whyk09JKdPGtDHiJxAzMz0Wf38GTRVZlk2qRenXqO7CQ6WaSfefYoyAaKLOfGPFms/ur593AcB02V8eoqkcyKx7LdMm00BdOymYi7m2NN06Im7MW2HZKmjYyDLMuEM11cA16Nj966lns7Wtl7+DJHTrsrI8N0//nxwcu8fLiLkfEksizh0RVGxpOZJn0qpg0/PnQJWZLYualuwfcQ8gvZLnXIbLZW5XOtuPIJEWbFU5KufSccx11Z2ja5/kjZBwSfRylpvlSwPIT8OhMJIUIVz0xPz+GAxkgkRcqwFp2jmuzs3FTjI23aDI8nr2vTnTZtvLqaV/fRofEkVUE9V0QAU8WqfU0VY7E0tu3mn9wVkYSEw+BYEllOoatugYQsS1QF3cZ5Xo/qbkqVJGIJgw/fsmbKeTVV5pP3bOSxuzdwpmuMfcd7uNQ3wchEKvcay3IwEiYSoCoQSxhMxA3WNAbZ19nL9g01OfFcCPmEbIuRW8ynIGUhK658QoSziWdrfYBtbdW8+GYXlu2gKTI+j4KmyiXLlwqWj5BPY2is8OIEIUIrhJkmAFVVaK3zE/Tri85RzTR53rm90c3xTBO5h29fe13uZ/ok2nl+iHjSZHQilUtg+73aFLHKTsbj0TSOA5Lk5Da+grsJ1TBthsfdYoLf/Pg2wK3iO9s1hiRJrG8KUhf24veqJNMWpy6NsO94T8bp291z9NuP38h/+s5RRiauf1pzcJ/mHUBRZUzT5lz3GMPjKbweBb9HQ1Ol63zw5ruX8zW8m36vF/K55VvYsJAVVz6CNZd4drTX51zJrw7FSGdK6YtZ+ScoT/xeFdu5vj9XvixKhH70ox/x9a9/HcMw+I3f+A0+85nPLOZwgjmYbQJ4ahYPs0KYafKcrd3BXG0QspOkR1dIGRam6RYgGKY95ek4+/q/ev4EAIoig2UjK64w2Bn3G0WWCfvUXFVeyrCoq/a5ZqVJk/+x9zT/5GNbkWU4fKofG/B7NSIJgxcOXORxIBIzUGS3WMFyK61zZF12/F4517bcdhziSbfFuUdV8Oc6vhaHheQWCy1IWciKaz7BmuyhZ1kmqiIRDuiokpzpZtvFI7vbpqyodVUWm1lXAWrGD9JYbhHq7+/nq1/9Ks8//zy6rvPUU0+xe/duNm8W/UiWglJV5s02Wc41iWZDO36vgtejMhpJYpgWacPmNx7ddl1vnfY14dwE2D0QdSusJBmPLtFU68fJCMLkY0+fgF86dBmAiYRbKqqHVJIpk7Fokn3He4BM91JZQlXc/MX07UgTcZNEyuLmzfW50ILjQDLr7q3J+ILZVduib21eLKYgZfp3xqvJqJoyRTTycXKYPIaakIe0aRNPGETixnU9rTwZW6nldhURlI6s8bAxzTMxXwoWoYMHD3LnnXdSXV0NwMc+9jH27t3LP//n/7zQQwrmoVSVeQtlcmgn4FXR1WtCMtP4p7ZKcO2AJMkhHPAA1xuAzhU28ntVtyQ5aeLg5icicQNNU0ikLGzrWgm6LLlmsKqquG22bQfTcnjtSDcnLoywp6OFjvY6VEXGAQzDZjyaJjKewJdpJSEvsRottiAl+52ZK4T3QENozoecZ549et0YRjL3uybkyf0sBfSPJmmZto9KGLQujKcf2VHqISyIt0728dapAT79kRvYMs3xJD3NAX8mChahgYEBGhoacv/f2NhIZ2dnoYcTVBALrf6aPAHGEga27bjeb5lw3kIMQLO/i6dc81LHcTerhvw6QT9E4waJlIntgFdT+NS9bvM823H44MoYvzjey8XeCH0jcZ574zyvvNXF3TtbuH17Y64iLOveHUu4VWI+XV1w3ihfilWQkhUz23YYGE1gWjayJPHcG+d54M6NwOwPOTONwe1pNfWCXXdwJ6+iFcHsfGfvSaJxo9TDyJurgzEAvLpSUF+qgkXImeEvbiGVEXV1xelP3tAQKspxyoVKuJ5ffXgbf/N8J5ZtozqSu7nRcX8+2/U90BDKTYZHTvXz/BvnGBiJ01jr54n7N3Pb9qbrju3RXJHKHhvI/S4SS+Pghs0SKTe3oyoSQZ9GdVAnmTbx+zTuunltbgz1dUHuunktl3sjvPpWF0dPDxCJG+x9q4ufvXuVPbtaWdsY5NB7fQyNJ6iv8vHw7jZuaq/HURQCPhWfRy1Ky+MsLQ1BRiMJvJlJPZY0mYibIMFE3EBTZNY1h6bco5kYiaaRJRiJpJAk13LFsh16huMcOdU/53unjwHIbE6Vc6EYgGTaZE1jiGTKnPHzWc7v9kr+O/L7PDjSyumyo4y5q1yvrtJQu3APuYJFqKmpiSNHjuT+f2BggMbGxrzfPzwcxZ7BI2whVFpHyEq5nvX1fp56YPN1raPX1/vzur719X6+8GTHlJ9l3zf52JPDRlkrnezveowYmqq4G3AnUsiS5BZIRFJsaAlTG/Zg2RCdcPNVk5+pQh6FJ+7dyEdubuHAe30cOT1AKm3x+ttXAPBoMiG/zkgkwbf3nuLxe1zjVQlQVQm/113FnbgwzMtvzp3Dm6/U+oFbWvn2q2cxLSfjUOCWsteGPKiqgmXZtDcH+d4rp/mrv3931vPUBnUu9EQApmxEVmWJ5984N6cVUXYM7irSyrhSOHg1d6Pw5NXYkw+1A9eH9fL97ItBuf0dLVQQ44kUsRW0EhqPuCJUHfLMet/nugeSM9OSJg/6+/t5+umnee655/D5fDz11FP8u3/37+jo6Jj/zQgRmolKux6Y+ZqWox/N5I2a/SPxzF4lJ9d2wnVrcNi+oZZt62v4oHucnsEoPo86pZUEuCupt07189qR7kwYykXXZLy6Ql3Iw+ce3znl/Bd6xtnf2YsjgWnaxJImlmXzmYe2AO4k3TMUI5G2cr2hsgn/cEAnmbZy9yb7+vNXx5EkiaqgnssHjUdTxBImddXeKWIwvfNr5/kh/stznciylPPXc4CaoI6iKHzlt++c836+sP8CLx7qwnZsVEXG79WwLPu6sZZDzrLc/o4WKkIrLRz3ztlBRiJJ/u7PP1GQCC1qJfSFL3yBX//1X8cwDJ588sm8BUiwelmufjTTm/BlVxC6KjESSQEOtWEvl/om6LwwTGONn8YaH4bt8OoRd8WTFSKfR+XDN6/h8Pt9yLLkOkpYDmnDJm3YRBMm75wZYNfm+ly56k/f6SaSEZSgTyPg0xiPpXnuZ+dImTaKIpMyLGzbYSJh5MJasaRJLGmgKm6xxPmeEzx2Zxtf/LVb+eLXD+YcC7IkUha2Y89bjdbRXk9rnZ+BseQU81FFkWnIw4b/dNcYddXe68xpgz6NP/tnuxfxSQlWOrGEQcCrzf/CWVjUPqFPfvKTfPKTn1zMIQTLTKm7Yi5XY8Dp1V4tdQFwHPpHkyiyRHXIi8+j0jMUw7ahfzjO2ESKuiovoYDO6a5RdmyonbLyqQ17iaVMGqpVUoZFNGHkNmX+w88v8MpbV7hrZzO7dzS5LSo8KsmURTJl4dEVgl6VMcMmmGnPbtkOiixhO65RLGT2RzkgSTaK5G7YffGQ60Y9U1GGYdloSn7twp/8yObrekBZls0T98+/raKUvbQE5Ytl2YzH0rS3hgs+hnBMWEWUQ1fM5ZzMZqr2mryaSKTM3N4GB9c1vH8kTtrwMJ4RpGTaIp4wMG2He3e18uKhy1iSg0dTkGWJVNqkocrHpb4JJhIGr7x9hTeOXcWrKyTTJj6P+4SYSltMxNPE4mnWN4fxebWcVZBjOZiZcWQ1L1v6rUjkGgPOtJdHkaUppdowd7k2XJ+vuW1707zhq3LspSUoPWMZt5PacOHfAyFCq4hStSefzOTJzO2o6rpiezVlSufTySs2ryaDJBUl9zD5/JFYOpcfkTL7hmxHYjyaZlNrGFmS8GdcghNpixs31hIKeXlp/4VrtkB3rmdrWw1j0RQHT/Tx9qkBUoblNsDDDa+F/BqSJGVyKB6GIkm8CROfR0XXZFJpm5RhkUpbmdXRtfHajrt3Kuu3B/lZK81Wrl3oXrNy66UlKA+GM0UJtZn9YoUgRGgVUQ4hlZxfXMpkImGAAxIOHl3JrcqA3IoNHHpHEmRzOItdvU2eTA3TQpLcSjFZurbtwLScKZOrhIRfV/FpKmtbq1nf4Mc0nSm7ZKqDHj5+53o+eusa3jo1wMETfURiadKG7frQ6Qp372xmbUOAHx28RBITTZGJJd17UBv2EvarXO6LEk+57hDuqsjB79VzK46FWCsVk1L30hKUJ/2jCaqDOnoBdj1ZhAitIsohpJKdtP72hZPgOJkyah2fx82zZA0vsyu20YlUxiJHZiJu0FTrX9TqbfJkOjyWQJIld1OsaWNmwlvNdb4Zjy1Jrm19XdhH2rCJJw1S08q7vbrKfbtauXtnM+9dGOa1I92MTqRIpi1+evQqVQGdHRtqOH91jMFRV1zrqnzcf3Mr29bXcPhkH0dODxJLGqQNC13TUBVpzhXHcjlpLMbvTghW5ZFMuwbF29qqF3UcIUKriHIJqXS01+P3qtRXe6dUek233wG3vFmWXAEwM11TF7t6m8nKpnryXpePzJ+o1zUZj+7BMB3iKYNkysp1pQU3hOb3qDiOTTigkUy73nnjsTSH3u9Hktyqu5BPw3IcXjhwEYA7tjdTHfTwzplBDNMtYrhvVys7N9Yt+cRerOOXQ+5RsPT0DscBaCpgg+pkhAitIorRQqBYk2C+9juqKmNZNo5zza3X7Wmk8MyzRxc1ltnuB5DXsY+fy9yPSBKvpmSa8yncsb2JrW017Dveg6oq6KpC0OcaPEZiKVKGez3xpEkiaeLzqng0mb2Hu65rQ7F9Qy1eXeH9S8N8f98F0qaNJMGFngj/5blOWuv8PPmRzYtq2f36c51c6hlfUBfWuSiH3KNg6enqjxL2a4T9hZdngxChVUehoZtiP93OtyrL7fHxqYxOpAGbkN9LyrBcR23Hua5teCFjmX4/8r3O7OsM087ltnRVork+yKGT/QyOJejqj2I7DooqE/Sq+DwatWEvvcNxAl6VeMrMiVE8s7CrCur4PWquDQW4+5V+tP+S62Lt1ekfjbk+cI7DwFiyoGvvPD/Ecz87R89wHE1VsB23l9NEPI2mym54lNmFY64HkuXOPU4fy68+vG1OBwjB4hmLphiPpblpU+2ibapWjkGRoKRMfrqVJAmPpqAoci6HMx+d54d45tmjfPHrB92238BnHtpCdUAnnjSpDui5Xf4d7fW534FES62PlroAjgPVAZ2wT8Xvc3fs948mGBxNMB51N4Iu13VmX5dIW0i4XmyGBb1DMcYmUhw5M0hznZ+QXwPHYTyWJpEyMCy3EtDnVWmq8RMO6CjytT/i8Wia4fEkluUgy1KmDQUMjiVIJE0u9IxhmA61IQ8NVV68uuuqne/nkP0svv3qWQbG3DbntuNkStUdQCISc5v/zSYc2fePxdJThLrz/BDgrnKz1YFZlir3ONNY/ub5ztxYBEvD5b4JFFlibcPiPUDFSkiQF4t5up1tdfGZh7bwxV+7dcb3zLVi++LXDwIOo1G3xNotrXbNOCeXeRdCvteZfV02Z0VmHKZlMx5NYVgOTTU+FEWmsSZAImUQS7j9d/Z0NPPO2UHAbXWhqRLD4ykyPf1ImzbpiRSKLJFIunuZakIeIgm3nN2yDBJJA1WVCQV0mmr9RKIp8iUroJbtZFpaSLlmf7p6Lfc2m3DMF25bztzjTGPJ7qsSob+lwTRtugdjrKkPTDGwLRQhQoK8WExlXbFzBPVVXteM03GwHLfEWgJkRVr05JPvdWZfl81ZSbgl1RKQMtxJfGQihVeTGY0k0FSFhmovj921gfXNYdY0BKfkf1RZwrQdcCSiCcNtYWE7xFMW/+HZo9ywtorhSBJZct2vJcm1zfEaFleHojRW+ZhIGPh0Nzc1lyNkVkCzYweQMwJo2Q6qIl3XQmP6+yUJ+idSmJbrJRfyazmhXs7c40wPDR5NEU4OS0j3UAzLdljfXBynciFCgrxYzNPtbKuLq0OxgooLHtndxl8+1zllonVwLW56htzeJoUWUeR7ndnX+XSFiYTtdmrNiAO4qyLLsolaNrUhD4riOm/fsaOZlGGxc1PdFJPUM12jvHDgIooiURv2kEibxBMmpmUTT5ocPzeMIkvoqoxhWWiyRNCnoigypmlz27ZGYgmDeNJAV91wn3eWvRtZAQ37tVwzP5BQZDcE6NEUqgP6rPfMqyv0DseQJNl1J7ccRiIZa6QMy5V7nOmhIWVYwslhCbncN0HY77ZEKQZChAR5sZin25kmikgsTTJlXZdXmHyuucaiq3JuxZHtj+M47kbTxRRR5Hudk19nDcWwLIeUYWVsdNwWB+42V4fxaJqqoM7H7mhDwm2m59UU0oZFNGliGBZb22p4HHKro9qQh0/ds5GWugCH3u/j8Ml+kmmLRNrtVKmpCqblUBPSprh+O447CacMC1WW8GSa7qkKuOu0awKqKDI1QZ2JuIFlOrTWB3jy/vb5P1PHyRzLmfQgIFGMrn4LXTXP9NCAg3ByWCKKWZCQRYiQIG+KafkSS5oE/VrBITpdUzBtBwly1jtIoGRCcosJ/+V7ndNfN9mXTs/YAhmmjQPXtVbIXkOt5oppNGGwta1myuooy4bmEJd7I/SPJjAsG9Nycq4KNWEHw3JXYbI8dVIwbQczszpSMxVvXk25Tmi3rK/lgVta8/5sk4ZNTUhnImFimrabm/KpJA17/jfPw0JzjzM9NIjquKWjmAUJWYQIVRCFhqCWehPkTBNFPGG4lWOTWEgZ75r6AH0jcRJpKzcR+nSF5lp/yeyJJq/4fB415wJRHdDnuJ9u+EvPdCGNJ80pTfauhelkqkMe0qZFMmXi1TWGI0m6+qM8++pZZAlqQh4e2d3GjRvrppzBccAwbAwjTTQTbtvWVstN7fVILLznU/Y6m2uvhWOy11nMe5hlvtzj9IeBcusnVCkUuyAhixChCqHQENRy7W6fPlFMbjqXZSFlvNnVldejXpe72Xu4a0nsibIbO3sHozOK9fQV30TcIBp3q+KeefbonOJ+LUwnkzYd1xLIsNh3vCfTeiG7qnNXWiGvym3b1vHTd7rdlZADw5EUz772ATdtGuETd28g6Lt+E6FtOyRSJsmUiaJI+Lwa1ZM89LLXOdd3Yimr38rF1aOUPP3IjlIPYUZePnQJ63AX//KpW9i6vva636cNq6DjChGqEAoNQZVqd/tiJ5v5cjfFnsiyE7NHV2YV68ljynVN9bldU/MXd7fxnifkcXNeEvh0BWtSpEtTZMaiaT64MkZVyIOE5BYlZDa/dp4f5uSlEW65oYE9HS00VPuuO0u2dcVELM3gWIL4RBqf1xX0V96a+zuxlGamwii1tJ1VP/fErllXkS/uu8DahiA1PrWoK00hQhVCoSGoUoWuijHZzJa7WYqJLCvWXl3FMO05O5h2tNdft9JbqLg7jvs5hP06hu1gWe7qyLQcDMvdN5RtnCdJEtUhD6GA26MoljAxLYe3Tw/w9ukBtq+vYU9HCxuaQzMmkx0HEmmTZNpEVSVsB+qrXBFMGzP79S2laepyGbIK8udSX4TL/RP844e3FK0gIYsQoQqh0H08pXTWXkkT2ULFuljifv8ta3j21bME/Bq1IS/RlIEZtbh3Vyv7jvcQSRi5UJ0iy3g9KvVhLzdtrudAZy8jEylOXR7l1OVR1jUG2dPRwo0baq8rYgB3dWSYDoZhEUs5VAV1Al6NtGExHkuLsudVzBvHetA1mTt3NBf92EKEKoRCw1siBp8fWbHW8xTrYon75FVd92CUtQ0BPnXPBlrrgsiSxA/2XyCNG6IzLPez+/Ata9jaVsPu7U28f2mE/Z29XBmIcmUgynde+4CakIc9N7UQ8mu8+X4fY3GDav+1Uu89u1p54cBFEikTb8ZENuTT+MTd65GkScatqzRcttpIpEwOn+znju1N1z1YFQMhQhVCoSGoSovBL1WlX1ask2kTWZLmFetiivvMqzqH3Tua8eoyrx3pZmg8mXPezpZ5y7LETZvq2Lmxlq7+KL843sPpy6OMTqT40cFLbjGER6EmqOcMUx+H6/Ys1YQ87N7RRH2Vn7dPD/DTo90Ytr1ot23ByuCdM4OkDIv7drUuyfGFCFUQhYagKiUGP19V12IEKvu614/1TKmOg5nbPiy9uEvomsTt25vo2NxANOMrN+MrJYn1zSH+SfNWBscSHHivl7dPDeAAiZRFIpXA71HRdZl9x3ty+5Wm71myHYe9b14mljIJBzyEgiohxyESS/MT4dVWsRw+2UdjtY/21vCSHF+IkGDBlGvXzLkq/YBFl6J3tNfzwJ0bc5VB84nefOKevY9XM44LqiLRWh9Y4P2cus8omkhjmrM7FzRU+/j0vZs4c3kUy3GIJ01sB+Ipk3gKYnGDCz3jbGwJz5iAzhZDuAUQBh5Nwe9RpzT0E1QO49EUJy+P8om7NhS9ICGLECHBgijnrplzFQPMJlDPvXG+YEFdTHn75H5E8ZQJDqQMh/7RREH3M7vPyKP6SJnzi1FdlZdIwiDo10mlLSKxNJbtui/8/358ijUNAe7taOHGjXVTWk1k3byzxRApw2IikabarzM0lsDrVfFl2ksIXVr5vHVqAMeB3TualuwcQoQEC2I59xUtdMU1VzHATAJlWTYDI0kaa/1TBPVSb4TTXWPznncxFXDZ+xiJG64DuCxhOxKJlEl1yFPw/ZSkjBhpPlKGRSyRxphBjO7NFB8ABH0qsgzJlIXfqzI4luTqYIzvvn6O6mAX99zUwm1bG/HoSu5904sh7ulowbQdonGDeMJE19z25pqmMN/zc7murAXw5sl+2pqCtNYH5n9xgYimdoIFMTSeRJ9m2bEU+4rma5w2E4/sbsOybFKGheM4U9oRTG60lkiZ9I/EGRxL4uCKUbaBnWHavHioK6/zTj5mPGnQNxKnezBGPGnO21Tt6lCM0UiKVNrCtNyuptl+RMW4n9mVUW3YR3XIc53Nyta2Gh6/ZyNhn0Y8ZVHl13ny/na+8I9u5nc+dSM3bqhFAsaiaV48dJn/8OxRfvJWFy11gdz7kimTsE/j8Xs2Tskf2Y5DMm0xMpFieDxBLGVm7vH14yzkcxYsD/2jcS72RpakLHsyYiUkWBDLta+okBVXPi4KkbRFJJYi6ygt4fb9AfB7NRIpC9ux8zpvtgJuPGXmWnxLOHh0JRdSm2k84K46bMfJma+aloMig5appCuGxVD2vG4fo/XYDrz+TjdXB6OE/Tr37mrltz55I7W1AUZGYrn3tjWF+MzDIYbHk+x/r5ejZwZJpi1+/m4P+zt72bW5nk/cs5Hm2vlNQrOuDDHJbUPh9ap4NBkpc/9L4dghVl75cfhkPxJwx/bGJT2PECHBglho6fGRU/1875XTC/6DLzTUNZ+Lwt++cBIHCU2VkS2brAxE4gZ+r4Zh2WhKfiu9ycfEcdBUhXBAzxmXPvfGebe9w7T8mUeVCfo1JuLpKZ5tlu0Q9qhFsxjKnnc0muZvXziJJEvUVXlZ2xgiEk/z4puXALirduZQS12Vl0/t2ciDt63l8Ml+Dp3oI5Y0OXp2kKNnB9myrop7O1rZ1DpzEcNkbMchaVgkDQtZllxHb10hnnT3Ik0OGC6lY0c55zTLCcdxePP9frasq6Y2vLSblIUICRbEQkqPO88P8d3Xz4HEgv/gl2LF1dFej9+rUl/tRZLc/MtIJOn2ITLtSf2Aphp/znXe6cfMoqsyvUMx6qp91z3l948maan3o6kykViatGHlJuGmGl/RLIYmn3ckM6lbQYexiRQ+j0JTbYB3zw1x181r5zxewKvx0VvXcm9HK8c+GGR/Zy9D40nOXhnn7JVxWuv87NnVyk2balHk+SP8tu3kGvDVhHQsx20xPjqRZGAsiWHaeDVl0a3aZ6JUXokrja7+KH0jcR6+Y92Sn0uIkGDB5Luv6Lk3zjM6kcKy3RbQ4YCOosh5/cEvlZPD9HYLtWEvYxMpHAeqAzp3bm/kwIk+UoaV93lnE0zXjPT6VRU4pE071+4BrrVC+OKv3bqo64Nrq8hEyiQSS2NmehBlNdIB4ikLHBMHqA7qTEQSs+4zyqKpMndsb+K2bY2cuTzKLzp7udw3Qc9wnL/76Tl+clh3ixi2NeDV559aHAduvqGBFw5cRFVkkKAu7CGeNFFVeUlWKKXySlxpHD7ZjyJL3LZ1aUNxIERIsER0nh+iZyiGLEtTWkDXhDx5/cEXa7Pn9Pj/trZqV2RwJx9ZlqgK6lOazm1oCS/ovLMJZlONW7gwXZyaav1u91OWxiqpvspL/2iCiXgacO9/tgtqImVeEz7TpjqgE/Dp1Ia9mWq62Te9ZpElie0batm+oZYrAxPs6+zl/YsjjMfSvPTmZV5/p5s7tjdy985mqoKeOY+VdWf43uvnSJsWHl2hscZHTcgdzxvHrhZVhErplbhSsB2Hw6f6uWlT3YztQIqNECHBkrD3cNeUvSKyBLYjMR5NsynPndeLdXKYKf5/4EQf9+xsnrMEe6HnnU0wYeaWEk99dMuMry/WZPvI7jb+6vkTOA7IkttrSJLcIoyxiRReXblO+Ca3HU8ZFrGkmVd/mHWNIX7twRAjkSQH3uvjyJkBtw9SZy8H3utj1+Y69nS00FI3e4nv1rYafB6FmrAHSZIwTIeB0QSaKpGQIJ428agKqiIVtPdo8oOIV1eIJ9w2CcIrcWbOdo0xOpHiVz+6eVnOJ0RIsCQMjScJBzTGomkch9xeEdNylu0Pfrb4/+musaKEvSYzl3DNJjZL6SDu9SikDRvTcrvO1oQ0HMdhPGoQT5pzCp9HU9x7ZVgcPzfIa0e6GZ7Bm24ytWEvn7xnAw98KFPE8H4f0YTBsQ+GOPbBEJvXVHHvrhY2r6masYhh+iZYgFjSLQGPRNPIshva9HnUKauY+Zj+IJI2bZAkVIl578Nq5c2T/Xg0hV2bl+eeCBESLAnZsEdDtY+RiRSmaaPIEs11vmX7gy80/t95fojnfnaO/tEk4NBU6+fJ+9tXlC/fmvrAdWGnlGHRvsaXtwCf6Rrl5cNdBP06TbV+RqOpKSanM+H3qnzk1jXs6Wjh+Lkh9nX2MjiW4NzVcc5dHae51s+9HS3c1F7n5oEyzLYJ9t6MaaZtu3uPkmkLVZbwZKrrNEWCObbDzvQgAhD06/xZkR9EKgHDtHjnzAC3bqlfkNgvBiFCgiUhmyfx6ApNNb5c2OPJjxS+xC+mg8Jc5/jmi6eIJc1c+XTvcIxvvnSa3/z4Nh5oCBU8/uVkW1s1L77ZhWU7aIqMz6OgqfKCVqF7D3eRMmySowlM28arK9iWzKtvX5lVhLJoqsxt2xq5dWsDZ6+Mse94Lxd7I/SNxPn7N87zk7evcPfOZu7Y3ohXV2d07p5t1WXaDmamuk5V3B5KXk2e0SpIFCIsjKOnB4glTXYv8QbVyQgREiwJs7lOF7oqKGR/RyEVdnsPd5FMW0iSm4Ank8tKpkz2Hu7igTs3FjT+YpAV4Z6hmLu5VZFYM8nwdLIhajJl4dFlDNPGtCxiCYfH7lrY/R8aTyJJrmkpSERlA6/u9hfq6o+wvinMfCkaWZLY1lbDtrYaugej7O/s5cSFYSKxNHsPd/Gzo1e5fVsjd9/UPKNz91w4DhimjWGmiUqgqQo+j4I5qRe6KERYGD8/dpWgT2PHhvw/h8UiREiwZEx3nV4MS+GgMBND40ks27XQuYZD2nQ4e2WMP/r6AR64pXXZQ2xZETYth1jSACQwoW8knvO7O3CiD0WRSRt2zjqnNuzNbZ493TXG4ws4Z32Vlws9EdwKO3fSjyVNkmmLN9/v5+bNDUSTJsakfU5zsbYhyFMP3MDoHes4+F4fb592ixj2v9fLwRO93NRex70drQX5lDkOpA2LtGGhjsZJxNN4dZXH7l7P//7J2QWV3Jeapx/ZUZLzxpMG/+T/3suDt7fR0lzldtQdiy/5eYUICVYExXZQmI36Ki+RWDpnqWM7DqblTrGKLHH28gjvnx+itT5QcJ6oELIiPBFPIUlyptrQIZG28HpUXnm7m3BQx6O5KwFZAgeJSCyNz6MWFIJ6ZHcb/+W5TmTZrUpzcP8J+TW6B2PomkKtJpM2XGFMm1Ze1Ws1IS+P3b2Bj35oLW+d6ufgiT4m4gbHzw1z/Nwwm1rD3LerlRvWzlzEMB+O4xYdJFImzbUBfu2hLezv7KF3OE51QC/7QoTv7D1JNG4s+3mvDERJGzbjE0n+2/PH+dwTu5blvEKEBCuC5QqrPLK7LZcTsrkmQJLk5iJUJCRJYqDAlgtQmHdZVoRdgbnme2earuFpMm1Sr7r3QlVlrIwQZUNThbYWb63zMzDmrg5VVSbs11AUmeqAnnmV21xP13TSpuuEkK8Y+TwqH755DffcdK2IYWA0wYWeCBd6IjTV+NjT0cKuzfVTihjyJRuua6j28cv3b8aTCdfpy5RwX2lcHYrh8yjUhube21VshAgJVgRL5aAwnY72en7zse1TquM0RcqFm2RZQnLcVUi+7g+TKdS7LCvCqiJjWk5mpeMKTtq08epqbmNs2K8xMpFyhUORpriJL5QnP7I51/cokbIYjqRQZIk7rzO1lNBVCU/YQ8qwiScMUjOI0Zmu0RmLDz60tZFbtzTwQfc4+zp7OH81Qv9ogn/4+QVeyRUxNOU22s52nNmwbYdE2iSRNhdUXbdaSKYtBkcTbC5w9bkYFi1Cf/mXf4ksy/yLf/EvijEegWBGlr5d9tRzZY/7zLNHGYulGRxN5PJEtgOqIhcU4irUuywrwj6PSiSWwnLcogmfrmBZNg/fvjbnBOHzqIRMm1jSxKMpiwpBdbTXc6k3wouHurAd19zV79U4cKKPDS3h647pOO5DQlaMYgkj5413pmuUFw5cRMlUtEUSxpSSb0mS2LKumi3rqukZirG/s5fO80NMxA1+8tYVfnb0Krdta6Sl1s9Pj3XPepz5mF5d5/e6e4/kZZ58y4mrg1EcYG3D0vUNmo2CRWhiYoKvfOUrvPjii/zWb/1WMcckEMxIKfbcZCd/RZawHSfTxtohHPAUFOJaTG4LXLGyMl5wiiLRXOvPCcxku6HJP8+HuUKEp7vGqKv2XrfnaC7hPH7OPV4sabCmIcgtm+s4+F4viiLnNqTqqkIatywbri/P/kcf3czDd6zj4Ik+3j7lFjEcPNEHuOHRkF9DV5Upxymkum48sxnWqyt4dRVdXV2rI8dx6BqIUh3UCfn1+d9QZAoWoddff50NGzbw2c9+tpjjEQjKiuwk+9zPztEzHEdTZcJBHVmWCgpxLSa3NZ8IFyrSR071zxkiXKhwTg456qrM5b4JeodiqKpMfdhLLGli2W6cTlNk+kcTc66QPn7netY1BPjB/ouk0ha24wpIJOa6P4QDOroqZ0rJC8O2nVwxg6rI+Lwq3lWyOorE0kzEDW7aVFuS8xfcWfXTn/40v/3bv42iiCSfoLLpaK/nz37rTv7lkx1sWV+Tc9yebHqaL3N1fy0Vz79xLhcizHaYzea7YGoH2SxzCefkkKMkSeiaQsq06RuOk7Zs6qp9hPyukLvOCE5uhSRJErrqnj+7QgLX1Tng02iq9aMo14TBNcZNMTiWRFGkec1X5yO7OopE0wyNJ4nE09dde6VxZSCKLLkuG6Vg3pXQyy+/zFe+8pUpP9u0aRPf+ta3FnXiurrgot6fpWGF7GDPl0q7Hqica3qgIbTozaoPNISoqvLz/BvnGBiJ01jr54n7N3Pb9qYZX3/kVD/Pv3GO/pE4TfO8ttD39o/ECfnUKQlpVZEYjaZpaAjxqw9v42+e78Sy7ZynHA786sPbZvxsR6LpGY+XSJnEEyaGaVEd9ODRPUzE3MIKn65Meb0iK4zHDWozDffG4gYBj/ua2pCH4cwqzJ7UEHBoPMV//t673P+htdx3y9qiOkDbmUZ8Pq+Kpi7tg7ff58GRCl4fLAjLdrg6FGdNY5Ca6us75S7H3+68IvToo4/y6KOPFv3Ew8NRbDufLW6z09AQKspGyHKh0q4HKu+ainE96+v9fOHJjik/m+mYk8NaXk1mcDTOXz/3bl4rsIW8t6nWz+Bo/LqcT01QZ3BwgvX1fp56YPN1OaP19f4Zx10b1Gf0rWvJ5Kn2Hu6idyhOQ7WXX/7wRvZ19tI/6vYzylbTpU2LKr+Wazte7ddyBqeaqlAV1InGDWTH9fbz6CqXeieIxNK88IsLvHzwEh/a2sCem1qK2hlUliR0bWFGqgudyOOJFLFl2ifUPRglZVi01vmJxa4PZxbrb3eueyBKtAVlTb57agrZe7PUY1osi+kCOt97J19D0K/P295gIfmmucrpZzqOZTn88MBFqkIeUplGfJPNS+F6g1NFcVukP37Pxlwxwng05RYxnBkgmXJdHQ6f7OfGDbXcu6uFdY2Lf6rPOlFMNlL16Sru4mhl5Y8cx+FCT4SgT6Wx2leycQgREpQt+e6pKXTvTSFMT+L3jcT5q++fwKcrtE7ycVssneeHOH91HNtx0FSFcEBfkPPBXMUE0++XaVlFbW+w0HL6m9rrcYBX376C48Cm1jA3bapjU2tV7jX5GJxWBT08eud6nnhgC68eusSB93oZj6U5cXGEExdH2NAc4t6OFraurylKwcGUUu9Mm4mVVMwwMpFiLJqmY1Ptsu8NmsyiRUjsDxIsFfmuBBazYlgok5P48aTBRMIAxw03FUv8siIhSZLripDpSlsb9iLLUl6VdHNV4U2/X15NwbScorY3KKQx4OTX245DPGUST5q5sH2+Bqc+j8qejhbu2tnEe+dH2Jex7LnUN8Glvgnqq7zs6Wjhlhsa0NTF514cBwzDxjDSRGUp58ygaUpZr43OX42gqTJrG4uTny8UsRISlC35lgbP99RfzNBZ/0gcr+ZOXJG4gYTromDZzpziN9c4pv8uGk+jKDJVQZ2RiRRSpjX32ESKqqCeVyXdXCGx//3K2YL7LC1XyFOWJIJeDZ+uEksaJFNWZo9W/iiyzM031LNrcx0XeiLs6+zh7JVxhsaT/GDfRV59+wp33tjMnTc2EfAWp4hhujOD16tSbdpFEbtiEksa9I3EuWFtVUGWSMVEiJCgbMl3T81sr/PqyoLCdPlMspOT+KZpZ4xEyf0hzzSZzxUuBK773cBInNqwh4DP3TgYiRuYmaR9vmXhc4XE6qu6CuqztFwhz8koskTYrxPwug4QiZS54BbfkiTRvqaK9jVV9I3EOdDZy7vnhoglTV5/p5tfvNvDrZkihroiehGatkM0bpA2TDR1+TeBzsXFngiSBBuaS1+5KkRIULbk6xc32+tUSc47TJfvJPvE/Zv56+feJQUZHzcbSXLw6ir9I3EM08KjqXSeH5oiBLONA7jud6oiE4kZBHw6fq+G36uRMiyqA/qiQlyz3a9k2syrz9JyhTxnQpFlqgI6fo/mrozSCxcjgOZaPzs31TI4FmdgNEHatDEsm8Mn+3nrZD/bN9Rwb0cr68tgcl4qDNPmcn+U1vpAzouvlJR+BALBLOSb4J7tdQsJO+U7yd62vYnPPLTFtaRJGNi2g0eXmYinAQkyJbyTVzrzFRhMH2NVUGdoPEnvUAzLdlAyljJPfbTwrrSTmX6/WhqC8/ZIKocOpY7j7jeqDuoYpkY0mSaVzs+xO8tk/7qasJeUaZFImsiSRCxpcvLSKCcvjdLWFGRPRys71tcgy+Wc2Vk4Xf0TWLZDe2u41EMBhAgJypx8E9wzvW4hYaeFTLKTz9V5foi/feEkDpJr6eO/tnJ57mfnSJn2vAUG08foumRnJz6HrLgVk8nXMN/ep87zQ8STJiMTqSnXmA15PvPs0SXNE80WJq0Juv59sYSRcaCY/1j7jvdM8a/zaiqyJBHyquy+sZl9x3u5OhSjqz/Ks6+epS7s5Z6OZm7d0pB7z0rGdhwu9EaoDXuoDi5vy4bZECIkqFgW0v4hm1eyLDuXg1FkicbquXMEHe31+L0q9dXeKWWuuirTOxSnrto7b4HB9DFG4wYhv0bVpEliPsPQpSIbpvToCinDxDRtRiZSGKbtuhU4DqbtzBjCLEYhw3xhUk2RqQlNbR8xF6MTKbzTQlCaIrulyu313LSpjou9EfZ39nK6a4zhSJIX9l/itbe7ufPGJu68sbmoTgzLTd9wnETKYufG0vjEzYQQIUHFspD9KpOb2WW1xLJtIglzSn5nJmYrjAAHXZWRMj+fq8Bg8hhjCYNwYGoie7lDX5PH5QqAgqbKRGJpDNMibdjUhnRMh1lzXcUoZMgnTDq9fYSmyEiZduTTqQl5cs4LWQzLpibTyE2SJDa1VrGptYqB0QT7O3s49sEQ8ZTJT49e5RfHe7jlhgb2dLTQUMINnoVyvieC36vSXHu9RU+pECIkqGgWEs4LB3SSaSuTv5EJB1yTzXx7/UxfcTXV+nON5uYqMJg+xmwPo6XuIpsPk8OUPo+Kz6PiOK7jdNKwZw1hFquQYSFh0qwY1df4MJKG23I808soy3TnBddAdao7Q5bGGh9PfLidh25fx6H3+zl8so9EyuLt0wO8fXqA7etr2NPRwobmUEk3e+bL6ESK0YkUOzeWdnPqdIQICQQZkmmL5jr/lD9Qx3EW1Otn8ooLrg+15eOYvVxdZPNhvjL52X5XrEKGQlpfSJniEF3TSRsO0aSBkRGjfJwXphPy6zx8+zruv7mVd84Msv+9XkYnUpy6PMqpy6Osawyyp6OFGzfUFqWI4elHdiz6GDPxH//XEfxelf/rt+7En8e+qLQxd2izWAgREggyLFWvn4XmRQrpIrtUG0nnE8TZfrf38ML3IhVy/rmR0DWJWk0nbdhEkyZpw8rbeWE6uqZw185mdu9o4v1LI+w73kP3YIwrA1G+89oH1IY83HNTCx/a2oCep7npTHxn70miBRiYfu6JXbMWmIxEkuw/3sODt60lNpEkNrH8od3ZECIkEGRYihVIoY3mFvK+pdxImo8gzva7YtzLfM4/XYB/9eFtrK+fnPNwexrVZtpQRBPGovoOybLETZvq2Lmxlsv9E+w73svpy6OMTKT40cFLvPZON3fuaOLOG5tK0ql0Jl5/pxsHhwc/tLbUQ7kOIUICQYZCViDlwFJvJJ1LEGf7XTHv5Vznn0mA/+b5Tp56YPOM7/FoCh5NIWlYxBYpRpIksaE5zIbmMINjCfZ39nLsg0ESKZOfHcsUMWxp4P/8xx8q+BzFIJk2+fm7PXxoSwP1ZVhMIURIIJhEoSuXUlIOG0knM31l8o8fntlqqBghxJkE2LLteQXYmxGjlGERS6QxzEX2Nqv28Uv3beKh29fx5vt9vPl+P/GUyZHTA4s6bjE48F4f8ZTJw7eXrnvvXAgREghWOIvJZRWb5W6/MZMAezQlLwGWyIqRLxOmS2MuUoyCPo0Hb1vHfTe3cvTMIG+XWIRsx+G1I1fY2BKmfU15OCRMR4iQQLDCWWgua/4cSuEsd/uNmQQ4ZVgLEuCcGKk+koZJLGFgWosTI11VMg7dzYs6zmI5cWGE/tEEv/34xrIqy56MECGBoMQsNiy1kPzLQnMoC6UY7TcWwkwCjENBxSSSBD7d7ZQaT5vE4wamvTgxKjWvvXOFqqDObVsbSz2UWREiJBCUkGKFpfLNZRWaQ8mXxbbfWGgIcSYBLsbKzq+7XVITKZPYpMZ6K4m+kTgnLozw6T0bS94zaC6ECAkES8xcK53lbpGwmBxKPiy2/UYhK5jpAjyfIWu+yJJEwKvhzTTWK6SXUSl5/Z1uFFniw7esKfVQ5kSIkECwhMy30pksComUmfNmGx5LzOtZVwgLzaEsNFS42PYb5ViZmG2s5/doRONpUubC2keUgkTKZP97vdyxvYmqQHnsVZoNIUICwRIy30onKwq27bZ5AMlt/SBJS9K5dCE5lEJDhYtpv1HOqIpETcYkNZYwSJexGB16v49U2uLB28pvc+p0yjdQKBBUAEPjSXR16p/Z5AT8I7vbsCybsYlUZkJzcHAb2ymKnHOkLhYd7fV85qEtVAd04kmT6oDO55/omFEMJguoJEl4NGVJxrSSyJqk1oR0aoJedE2hHGvO9nf2sq4xyMaW8izLnoxYCQlWJEvllVZs5kvAZ8f8V8+fANxW39mmcfmYpxZCvjmUfCrYVsrnUHyu96Uzpjl2l4ruwSiX+iZ4+oEbSj2UvBAiJLiOcp9YltIrbb7zvv5cJ72D0bzvSz4J+I72etrXhMtmw2mW+QS0VJ9DeZH1pZOnmKSWkoPv9aHIErtvbCrpOPJFhOMEU8hOLGOx9JSJpfP8UKmHlqMUYaLsfRmNJBZ0X2YKf01vaAfXwnJum2qHlGGVrH1DPmPKtjUfjrg9ahIpc5WH6zJiFPJQE/KgqaWZWk3L5uD7fXS01xEuE/PU+RArIcEUlrtkuBBK4ZWWvS9eXcXINKrL977kk4Avx2qxefskGSaKJGFZbstvcBvflcqzrlzwaAp6zpdu4S0ZFsOJiyNEYmn23NSyrOddDEKEBFMoNzPMmSiFV9py3JdyrBabaUzPPHsURZHRVAXTcpAl16MsEjdQFLmkIcRy4ZovnYKuLd80e+C9XkJ+jZva65btnItFhOMEU6iv8rplu5ModW5iOqUIXa2E+7JcZCv+wgEdcLAdd9I1StgBtlyRYNlCc+PRFO9+MMRdNzaXtUPCdMRKSDCFcmotPRulCF1l70sybSJLUlnel+UiuxL1eVRqw97MBlsbr6bOmO9aTgopHqkUfnHsKpbtcM8KCsWBECHBNMoxNzETyx26yp7r9WM9q3KCm8zkBxWvriDLHizLLgsB+varZ/HoSq545JsvnSbsU0kadsV/Zq8f6WJ9U4h1jcFSD2VBCBESXEc55ibKgY72eh64c2NRfMlWMuX6oDK9eMS2HWKJNMmUSXOdf8WUkD/9yI4Fv+dizzgvHLjErz24MvYGTUaIkEAgWDDl+KAyvXgkEksDEpbt5Er5y63Scya+s/ck0fjCquokRXH3Bu1YGXuDJiNESLAiKPcNtIL5WerPMJurMiyH0UiSZNrdNDq5MKDcKj2LgW077Dt+hZtvqCe0QvYGTUaIkKDsWQk784VIzs1yfIaP7G7jmy+dvm5vjmXZJFImPo9akRWN/aMJxqPpFVeQkGXl1PEJVi3lbqS5ElwmSs1yfIYd7fWEfSqq4lqKaqqMJIEkSYxHU2XhQrEUXBmIUh3ysHNjbamHUhBiJSQoe8p9A+1KcJmYjWKXNM+2IpzpMzRNi/NXI3zx6wcXdO65Vp1Jw2ZtYxDTcq1E40mDSMzAMC2qA3rFrVBThkX/aJxP3de+ovYGTUaIkKDsKYVDwkIod5GcjZlKmhcTIpsr5Db9M4wnDUYn0iiytKBzzxfWq6/yEk0aKLI7Ifu9GooiUx3Q+eKv3brgayp3ugejOA48ePvKXd2tTOkUrCrK0dxzMuXiptB5fohnnj3KF79+kGeePTpvOHBySXMxQmRzhdymf4bj0TTgUB3yLOjc84X1Htndhmk6ZftdKTZXBqJUB3XWr4C+QbMhREhQ9uTrRF0qykEkC8lLzddwb6HMdbzpn6HjONSGvfg86nWvLfQc4H5XPv9ER9l+V4rJeDRFJGasuM2p0xHhOMGKoBz3pWQph82bheSlsiEyvUhhznwa+GXH8syzRxmLpae8P59z5xOavW17E+vr/QVdw0riykAUWYI19YFSD2VRCBESrDjKsRy61CJZSF6q2H5429qqefFQF7Zjoyoyfq+GqkgzHq9Qj8KV4G24HNi2Q/dgjOZa/5SHiJVIwSL0zjvv8Od//ueYpkl1dTV//ud/zpo1a4o5NoHgOlbCnqFSUEjxRjH98DrPD3HgRB8Bn0oiZWFYNtGEwWN3zny8QleP5bDqLAf6R+OkTXvFh+JgESL0B3/wB/z1X/8127Zt47nnnuPf//t/z9e//vVijk0guI6VXA69lBS6QiiWH172c/F7Naoy82LKsDjdNcbjc5y7kM+s1KvOcuDKQBSPptBQ4yv1UBZNQYUJ6XSa3//932fbtm0AbN26ld7e3qIOTCCYiWIn0yuFUhdviM/lerLViv/sy68W9bjJtEX/SIJ1jQFkSSrqsUtBQSshXdf51Kc+BYBt23zta1/jwQcfXNAx6uqKs4xsaAgV5TjlQqVdDxT3mloagoxGEngnhZ2SaZOWhuCy3bty/YweaAjxwJ0bC3rvYq+pHD6XyZT6Mzpyqp/vvn4OVZUI+RY2zfp9Hhxp9vXBlcERHGDL+loCAU/u56W+5kKZ9+68/PLLfOUrX5nys02bNvGtb32LdDrNl770JUzT5POf//yCTjw8HMW2nYWNdhoNDaGKstWvtOuB4l/TA7e08u1Xz2JazpSw0wO3tC7LvROf0cyU+nOZTDl8Rt975TRIoMgy0gJXK/FEitgsLtqO43Cue4zqoI4qQSyWyv2u1Nc8F3MJ5Lwi9Oijj/Loo49e9/NYLMbv/u7vUl1dzde//nU0TVvcKAWCPFjpielyrOwrBiv9cyk2M1UrFoPxWJqJuEHHppXpEzcTiypMWL9+PX/2Z3+2YKUXCBbDSk1MV3pl30r9XJaCmaoVi0F2b1Brw8reGzSZggoTTp48yeuvv87Ro0f59Kc/zac+9Sk+97nPFXtsAkFFUe5u4ILiMd1FoxhY2b1BdX50dWXvDZpMQSuhHTt2cObMmWKPRSCoaFaq0alg4UwOT45G0/O8Oj/6R+IYpk1b48osQJgN4ZggECwT5e4GLigu2fDkQqvWnn5kx4w///J/P0xNyMOXPrsbRZ6aAkkbVsHjLDVChASCZUJYzgjy4Tt7TxKNG3zuiV25irdowuDIqX4+eutaRoajJR5hcREiJBAsE6KCTFAoR84MYFoOd97YVOqhFB0hQgLBMrKaKsgqtRy9FLz5fj/NtX7WN1VWPghEPyGBQLAEFNLfSDAzw+NJzl4Z484bmypyO4wQIYFAUHREOXrxeOt0PwB37qi8UByIcJxAMCfTQ0q/+vC2VdEwbbGIcvTi8c6ZQdY3h2isqczvnRAhgWAWZnI4+JvnO3nqgc0VkdvICuxINE1tUC9qzkaUoxeH0YkUF3oi/NJ9m0o9lCVDhOMEglmYKaSkqlJFhJQm52xCvuLnbKY7BqQMS5SjF8CxDwYBuHVLQ4lHsnQIERIIZmGmHjkeTamIkNJS52xK3d+oUjh6dpCmWj+tdZUZigMRjhMIZmWmkFLKsCoipLQcOZvVVI6+FCRSJme6xnjotnUVWRWXRayEBIJZmCmkZJpORYSU6qu8pE17ys9Ezqa8eP/CMJbtcOPGymnbMBNChASCWZgppPT5Jzoq4ule5GzKn2NnB1AVmRvWVpV6KEuKCMcJBHMwPaRUDl07i8F0l+eaIlfHCRbPu2cH2bquCr3IPYnKDSFCAsEqZbLLcyUIayWRTFt09U3wK/e3l3ooS44IxwkEAkGZMTaRAmBzhYfiQIiQQCAQlB2j0RSKLFWkYel0hAgJBAJBmTE6kWLjmsrPB4EQIYFAICgrHMcVoa1tNaUeyrIgREggEAjKiETKxLId2tdUfj4IhAgJBAJBWRFNmAC0NVd+PgiECAkEAkFZ0b6uGoDmukBpB7JMCBESCASCMqJnMEZt2EM6kS71UJYFIUICgUBQRvSNxmiprVzX7OkIERIIBIIyYmQ8SV2Vr9TDWDaECAkEAkEZMRFLU7eK3MyFCAkEAkGZURf2lHoIy4YQIYFAICgz6sJiJSQQCASCEhHy66UewrIhREggEAjKjKBPK/UQlg0hQgKBQFBmBHyrp9WbECGBQCAoI/xeDUVePVPz6rlSgUAgWAGsplAcCBESCASCssK3ikJxIERIIBAIygptFYXiQIiQQCAQlBWKsrqm5dW17hMIBDk6zw+x93AXI9E0tUGdR3a30dFeX+phrXoUWSr1EJYVIUICwSqk8/wQ3371LIoiE/KpjMXSfPvVswBCiErMahOh1bXuEwgEAOw93IWiyHg0BUmS8GgKiiKz93BXqYe26lEUIUJ5ceTIEZ544gk++clP8ju/8zuMj48Xc1wCgWAJGRpPoqtT//x1VWZoPFmiEQmyiJVQnvybf/NveOaZZ/jRj37E5s2b+cY3vlHMcQkEgiWkvspL2rSn/Cxt2tSvohYC5YosquPy46WXXmLz5s0YhkF/fz/hcLiY4xIIBEvII7vbsCyblGHhOA4pw8KybB7Z3Vbqoa16Vls4ruDCBE3TOHPmDJ/97GdRVZV/9a/+VTHHJRAIlpBs8cHew12MRtPUiOq4skGWVpcISY7jOHO94OWXX+YrX/nKlJ9t2rSJb33rW7n//+53v8sPfvADvvvd7y7JIAUCgWC18D9ePMk/fWxHqYexbMwrQjORSqXYt28fDz74IADxeJx77rmHY8eO5X2M4eEotr3gU0+hoSHE4ODEoo5RTlTa9UDlXVOlXQ9U3jWV2/U0NIQW9Pr//fJJPnbbuiUaTWmY6x4UlBNSVZV/+2//LSdOnADc1dKtt95a2OgEAoFAkEM4JuSBoih89atf5U/+5E+wLIumpia+/OUvF3tsAoFAsOpYTW0cYBGFCbfddhvPP/98McciEAgEq57VVh23uiRXIBAIyhxZbFYVCAQCQalQhQgJBAKBoFSIlZBAIBAISoa6yqrjVtfVCgQCQZmz2hwThAgJBAJBGbHa9gmtrqsVCASCMkeUaAsEAoGgZCgiHCcQCASCUiFWQgKBQCAoGavNtmd1Xa1AIBCUOaK9t0AgEAhKxmqrjivYwFQgEAim03l+iL2HuxgaT1Jf5RXdWgtglUXjhAgJBILi0Hl+iG+/ehZFkfF7VcZiab796lkAIUQLQHjHCQQCQQHsPdyFosh4NAVJkvBoCoois/dwV6mHtqLQNKXUQ1hWhAgJBIKiMDSeRFenTim6KjM0nizRiFYmbY0Lawe+0hEiJBAIikJ9lZe0aU/5Wdq0qa/ylmhEK5NodHWJthAhgUBQFB7Z3YZl2aQMC8dxSBkWlmXzyO62Ug9NUMaIwgSBQFAUssUHojpOsBCECAkEgqLR0V4vREewIEQ4TiAQCAQlQ4iQQCAQCEqGECGBQCAQlAwhQgKBQCAoGUKEBAKBQFAyhAgJBAKBoGQIERIIBAJByRAiJBAIBIKSUbLNqnKR7MqLdZxyodKuByrvmirteqDyrqnSrqeSkRzHcUo9CIFAIBCsTkQ4TiAQCAQlQ4iQQCAQCEqGECGBQCAQlAwhQgKBQCAoGUKEBAKBQFAyhAgJBAKBoGQIERIIBAJByRAiJBAIBIKSIURIIBAIBCVjRYvQkSNHeOKJJ/jkJz/J7/zO7zA+Pl7qIS2ad955h1/+5V/mU5/6FP/0n/5Trl69WuohFYW//Mu/5L/+1/9a6mEsih/96Ed8/OMf56GHHuLb3/52qYdTFKLRKJ/4xCfo7u4u9VAWzde+9jUee+wxHnvsMZ555plSD0eQJytahP7Nv/k3PPPMM/zoRz9i8+bNfOMb3yj1kBbNH/zBH/DlL3+ZH/7wh3zyk5/k3//7f1/qIS2KiYkJ/uiP/ohvfvObpR7Koujv7+erX/0qzz77LD/84Q/53ve+x7lz50o9rEVx/Phxnn76aS5dulTqoSyagwcPsn//fr7//e/zgx/8gPfff59XX3211MMS5MGKFqGXXnqJzZs3YxgG/f39hMPhUg9pUaTTaX7/93+fbdu2AbB161Z6e3tLPKrF8frrr7NhwwY++9nPlnooi+LgwYPceeedVFdX4/f7+djHPsbevXtLPaxF8Xd/93f86Z/+KY2NjaUeyqJpaGjgS1/6Erquo2ka7e3t9PT0lHpYgjwomYt2MdA0jTNnzvDZz34WVVX5V//qX5V6SItC13U+9alPAWDbNl/72td48MEHSzyqxfHpT38aYMWH4gYGBmhoaMj9f2NjI52dnSUc0eL58pe/XOohFI0bbrgh99+XLl3ipZde4rvf/W4JRyTIlxUhQi+//DJf+cpXpvxs06ZNfOtb32Lr1q0cPHiQ7373u3zhC19YMV+8ua4pnU7zpS99CdM0+fznP1+iES6Mua6nEpjJbF6SRLuAcuODDz7g85//PH/4h3/Ihg0bSj0cQR6sCBF69NFHefTRR6f8LJVK8dprr+VWCo8//jj/4T/8h1IMryBmuiaAWCzG7/7u71JdXc3Xv/51NE0rwegWzmzXUyk0NTVx5MiR3P8PDAxURBirknjnnXf4l//yX/JHf/RHPPbYY6UejiBPVmxOSFVV/u2//becOHECcJ/Eb7311hKPavH8wR/8AevXr+cv//Iv0XW91MMRZLj77rs5dOgQIyMjJBIJXnnlFe67775SD0uQobe3l9/7vd/jP/2n/yQEaIWxIlZCM6EoCl/96lf5kz/5EyzLoqmpacXHuE+ePMnrr7/O5s2bc7mUxsZG/tt/+2+lHZiApqYmvvCFL/Drv/7rGIbBk08+SUdHR6mHJcjwjW98g1QqxV/8xV/kfvbUU0/x9NNPl3BUgnwQnVUFAoFAUDJWbDhOIBAIBCsfIUICgUAgKBlChAQCgUBQMoQICQQCgaBkCBESCAQCQckQIiQQCASC/397dSwAAAAAMMjfehh7SqKNhADYSAiATdizEXL/ZX5oAAAAAElFTkSuQmCC " > </div> diff --git a/Introduction-to-Pandas--slides.ipynb b/Introduction-to-Pandas--slides.ipynb index 7fb5014f816e42201dff7a5e9a795215657d9ff5..79f901cb25a2995b2760454b7faf3ce01cbf556c 100644 --- a/Introduction-to-Pandas--slides.ipynb +++ b/Introduction-to-Pandas--slides.ipynb @@ -2288,12 +2288,19 @@ "text": [ "id,Nodes,Tasks/Node,Threads/Task,Runtime Program / s,Scale,Plastic,Avg. Neuron Build Time / s,Min. Edge Build Time / s,Max. Edge Build Time / s,Min. Init. Time / s,Max. Init. Time / s,Presim. Time / s,Sim. Time / s,Virt. Memory (Sum) / kB,Local Spike Counter (Sum),Average Rate (Sum),Number of Neurons,Number of Connections,Min. Delay,Max. Delay\n", "5,1,2,4,420.42,10,true,0.29,88.12,88.18,1.14,1.20,17.26,311.52,46560664.00,825499,7.48,112500,1265738500,1.5,1.5\n", - "5,1,4,4,200.84,10,true,0.15,46.03,46.34,0.70,1.01,7.87,142.97,46903088.00,802865,7.03,112500,1265738500,1.5,1.5\n" + "5,1,4,4,200.84,10,true,0.15,46.03,46.34,0.70,1.01,7.87,142.97,46903088.00,802865,7.03,112500,1265738500,1.5,1.5\n", + "5,1,2,8,202.15,10,true,0.28,47.98,48.48,0.70,1.20,7.95,142.81,47699384.00,802865,7.03,112500,1265738500,1.5,1.5\n", + "5,1,4,8,89.57,10,true,0.15,20.41,23.21,0.23,3.04,3.19,60.31,46813040.00,821491,7.23,112500,1265738500,1.5,1.5\n", + "5,2,2,4,164.16,10,true,0.20,40.03,41.09,0.52,1.58,6.08,114.88,46937216.00,802865,7.03,112500,1265738500,1.5,1.5\n", + "5,2,4,4,77.68,10,true,0.13,20.93,21.22,0.16,0.46,3.12,52.05,47362064.00,821491,7.23,112500,1265738500,1.5,1.5\n", + "5,2,2,8,79.60,10,true,0.20,21.63,21.91,0.19,0.47,2.98,53.12,46847168.00,821491,7.23,112500,1265738500,1.5,1.5\n", + "5,2,4,8,37.20,10,true,0.13,10.08,11.60,0.10,1.63,1.24,23.29,47065232.00,818198,7.33,112500,1265738500,1.5,1.5\n", + "5,3,2,4,96.51,10,true,0.15,26.54,27.41,0.36,1.22,3.33,64.28,52256880.00,813743,7.27,112500,1265738500,1.5,1.5\n" ] } ], "source": [ - "!cat data-nest.csv | head -3" + "!head data-nest.csv" ] }, { @@ -5465,7 +5472,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 720x216 with 1 Axes>" ] @@ -5477,7 +5484,7 @@ } ], "source": [ - "df[\"Presim. Time / s\"].plot(figsize=(10, 3));" + "df[\"Presim. Time / s\"].plot(figsize=(10, 3), style=\"--\", color=\"red\");" ] }, { @@ -5489,7 +5496,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 720x216 with 1 Axes>" ] @@ -5501,7 +5508,7 @@ } ], "source": [ - "df[\"Sim. Time / s\"].plot(figsize=(10, 3));" + "df[\"Sim. Time / s\"].plot(figsize=(10, 3), style=\"-b\");" ] }, { @@ -5516,7 +5523,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -5528,8 +5535,8 @@ } ], "source": [ - "df[\"Presim. Time / s\"].plot();\n", - "df[\"Sim. Time / s\"].plot();" + "df[\"Presim. Time / s\"].plot(style=\"--r\");\n", + "df[\"Sim. Time / s\"].plot(style=\"-b\");" ] }, { @@ -5544,7 +5551,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -5556,7 +5563,7 @@ } ], "source": [ - "ax = df[[\"Presim. Time / s\", \"Sim. Time / s\"]].plot();\n", + "ax = df[[\"Presim. Time / s\", \"Sim. Time / s\"]].plot(style=[\"--b\", \"-r\"]);\n", "ax.set_ylabel(\"Time / s\");" ] }, @@ -6106,7 +6113,7 @@ "outputs": [ { "data": { - "image/png": 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kz74QXmTuC8FeiMrhehLw+/247bbb4PV6AQDve9/7cOrUKbfDICKk9kKcnuV5pxdiJG13ueReiBjm3gvx3rgP0m6gotISUpZu1Yt33nkHW7Zswb//+7/jzDPPLOiYwWgM+VsfiMgNUdPEcFzHcEzHcFzHSDyOobiOkbiOcT0zIaRTBdChaej0aOjwetDp0RJ/2j0aeyEWiQqgy+fN+XzJJobffPNNXHfddfja175WcAIAgMnJMKJ69mWCC5Hc0FNOyjGu+cT0ZjSKFyIRjBsGWlUVK+vqEp2LpYzLDeUYV7FjagBwBoAzoAIe1VonA9l7IZwhpgm7F8KQwGBcx2BcB0KRlPfN1guR3FFdrF6Icvz/EFhYXB5VQVegzJLA0aNHcdNNN+GOO+7A2rVrSxECFcGb0SgOhkJQYU0kBk0TB0PWejqLnQiovM3WC2E2+/DOaDCj3LXQXogWRcm6aRB7IebO9STQ19eHG264ATt27MDKlSvd/vZURC9EIlAxs365BwCkxAuRCJMAJahCoNPrgceb+ek0uRci26J9ziDThL0Vaa59IbL1QrQrCnzshcjgehL43ve+h2g0ivvvvz/x2JYtW/DZz37W7VBokY0bRsba5Zr9OFEhknshsu0LMZm0aN9o2kR1ob0Q2aqY2lUV9TWaIFxPAnfeeSfuvPNOt78tuaBVVRE0TSQXIer240QLJYRAi6qiJc++EKNp8w/OXUR6L8SJLO9fJwT8wSkskZnLfzdUcS8EO4Zp0aysq7PmAKSEBisBGPbjRMU0l16I0bRy13BSL8TxaCzb28NrbxyUrdy10nshmARo0Tjj/sWuDiKai0J6IZzkEPGpOBmMJCqapp1eCCnRbxjoz9MLkbLchp0gllTAvhBMArSo3u/z8aJPFaVOUbBUUbBU06xSzKTLYjRtX4jkctepAvaFUDGzL0T6RHVLmewLwSRARDUtubfFHwriAtWT+CDjEwLdmobuPPtCZFtuI9ELAWDENDGSZ1+IjIlqe+Mgt/aFYBIgopqV3tsyqRs4GLUu1rPd0RayL0RyiavzdbZeiGxakhLEacJAXcxIJAvPIiYIJgEiqlkZvS1CwLAfX8iw5mz7QjgbB2XbFyK9F+KPAH6bti9Ec1IvRMow0zx6IZgEiKhmlaK3RbEv4O059oVI74UYTdoXwul8mJISU7qOP2XphWh09oWw7yJO93lxdp54mASIqGaVW29Lrl4IZ1+IYNJEdfq+EDG7kmlaSkzrOk7YCcKvx7EO/pzfk0mAiGpWem9LTMqy7W0RQqBZCDTn6IUIJU1UJ89FzFaiyiRANc2NVU+pfKX3tvg1FRf4Ku93QAiBRiHQmNYLEX/rDeD13wFnb8t5LJMA1SyuekpAam9LuS4lPR/xt95A7BdPoKF5Sd7XMQlQzeKqp1QVpAQmxiAG+6EM9UMM9kMM9cNz/I9o0nVonbnnAwAmAaphXPWUKophQIwOWRf5wT77Yj8AMdQPEYvOfnwOTAJUs8qtMoQIABCLQQwPJF3o+xEeGYR3sB8izwcUKQTQEYDs6ob0dyN6/B3EDR2qvyvvt2MSoJrFVU+ppELT9kXevtjbwzkYH4VI2/pdwlpmAgCkxwP4uyED3TDtv6W/G7LDD2gzH2nMt96A/l9PQTXyb8dbkiTw1FNPYffu3YjH47j66qtx1VVXlSIMqnFc9ZSKTkpgcty6wA/2WUM39qd7EZzKf2h9A2SgGwh0w3fGGQg1d8D0dwOt7UABXcGe950NYJ1VHZSH60lgYGAAO3bswOOPPw6v14stW7bgwgsvxFlnneV2KERc9ZQWh2FAjA7PXOSdC/7QAEQ0kvdQ2dJqfZoP9ED67U/3/m6gqRmw56ya2hthzqNqyfO+s+E5+9y8r3E9CRw6dAgXXXQRWltbAQBr1qzBwYMH8eUvf9ntUIiI5iYesy7szqd5ZzhneAjCyFzCwWGN1/sTF3vT3w3Z2WV90q+rd/EHyOR6EhgcHITfP1OyFAgE8NJLLxV8/JIl9ch9qgvT1t64wHcojnKMqxxjArLH5YyZKrDWZ4mnjau6oRzPVznGBJRPXOHXX8HU//014qMjiLd3oPkTn0Td6ctg9p+C7DsFs/8UzL5TkP2nIEeGrSGeXDQPRHc3lJ7ToHQvhehZav0d6IJI6/Kdq/mer9nKHFxPAjLLCZzL1myTk2FE9fwTHfmUazNIOcZVTjEJOHfGAh1tDZicCEMDoCgKVACKlBBCQJGAYv86SQBBw4BuupMMyul8OcoxJqBM4pIS+u+PQX/2/0AzDNTrcah9J2EcexHhWcqEk8frzaRJWrR2ZB+vn4oByL51ZSEWcr48qoKugDfn864nga6uLhw5ciTx34ODgwgEsq3ITbUk+SKvCGsp3lwX+YDPCyHsumiZ9A72187nDC+ANkVFRAWmdQNmCe4MqAyYJjA6nNJIJQasMXvfbOP1zS1WyWWgG9LfAzPgjNcvSYzXVzrXk8BHP/pR7Ny5E6Ojo6ivr8fTTz+Nb33rW26HQSViXeytC71HCOtiL0TGJ/nE9TrLRX6u369eAl5NxbRpImqY83kbqgTxeFp9vd1INTwAkWXJZYcEIH11MBoaIBsaoWsexA0TddfcCNQ3uBd/iZTkTuArX/kKvvCFLyAej2Pz5s1YsWKF22FQkTkXe1UAmhDQ7E/0KgBVWh+iUi/0mZ/kF5MqgSVCIOrRENQNGLwrqFyRcEojlVV+2Q+MDWfU1yeTmgbYk7HW8E0Pwsf+H/RoFLB7QzRVgR6OAK1NNZEAgAKTgK7r0NL22JyYmEBLS8u8vum6deuwbt26eR1L5UUIQCD1Yq/BSgJq8qf6tH+bpbkGC/gk4LHvCiK8KyhfUgJTk4lGKiW57HJqMv+hdXWQgZ6k8foemJ1dQHtnxni90tgM+V9PQcRigMcDMxaDNHT4PvJXxfzpykreJPDyyy/jxhtvxPDwMD71qU/hnnvuQVNTEwDg6quvxr59+1wJkkpPCEBB0jCOokCFhIq0IZyyuNjnp0hgiaKgTlEw5eLEMWWRGK8fSOmcFUP9EJFw3kNl8xKrtj6Q1D3r7waaWwoer3caqmIv/gZyfAya3w/tQyvtx2tD3iRw77334pvf/Cb+7M/+DNu3b8fWrVvxgx/8AF6vN2uVD1U2Z3JWQEBRBBoUBbpHy3Oxn/mHVmm/DlJaq4a2qSpCikRIN3hXUEx6HGJ4MNFIFZ0YhufEidnH64UA2jqyX+wXabjG876zExf9sqhaclneJBCJRLBq1SoAwLe//W3cdNNNuP322/Gd73zHleCoOJIv9qoi4AGgKgoUKaEKkRizb/VoiFf4xX42QgKNEPB6VEwZJu8KFioSzmykGuy3ummTfnkMWP0cDqlqgD+QWAfHtLtnZWcA8OQub6SFy5sETNPEyMgIOjo6AAAPPPAAtmzZgn/+53+eU20/lUbGxd6uxlGlhJJ0sU/5ZF/Eydly5pECbYqKsCIRMgwwF+QhJRCcTFn0LDFePzmR/1BfHWSgG57TT0e01Q/p74L090C2dQBcvbUk8iaBa665Bhs2bMA999yDVatWob6+Hrt378bnP/95DAwMuBUjzSL5Yq8pVsmlU3bJi33hBIAGCPg0DVOmidgsqy9WPdMExkfsSdn+1MXPwqG8h8qmJdan+i67vt7fZQ3hLGkFhEBTeyNCNTbsUq7yJoH169djxYoV8HpnbseWLl2Kffv24cc//nHRg6NUuS72zid7hRf7RaFKoEUoiHgUTOt69d8VOOP1icXP+mcWP9PjOQ9LjNf7uyC7euxmKvtiX18eS0LQ7PImgVOnTuG9731vxuMtLS344Ac/WLSgal3yxd5jX+xThnHgbo19LXKazHyahqBdTlrxImF78bO+1Av+2DCEmfvnk6qaUV8v/V2QnV2Al+P1lS5vErjhhhsSZaA33ngjdu7cmXhux44d+MQnPlHc6Kqcc7FXhECdEGjSVOtiD6upSkH2iz2v8+5R7CYzX6U0mUkJBKfsi3wfYpMj8Bw/bl3sJ8fzH+r1QXZ1A84ql86f9k6O11exvEkguQz0+PHjOZ+j/JIv9lrSHwUzF/t2rwcGIilXeJ7hclGGTWamCUyMQRnoS1zwE5/uk8brdaRW4QCAbGy2x+t7Uksu7fF6qi15k0ByBVB6NRCrgzLlXBcHuT7ZZ3xJZcxpMvMpCoK6Ad2ND0K6DjGSbby+HyKee7weAGRbB9SlpyHe7rfLLrshO7uBxqbix00Vo+A7AZqR62JvrXaZawE0XuyrgZT26qSaimkpEV6sJrNoJGmzkr5EU5UYnWW8XlGAzkCimcpZJsEZr29rb0SYVTiUx6x9AhMTE5BSwjCMxNcAYMyy3nY1SL/Yz74Imv0lr/ZVT0igyW4yCxbaZCYlMD2VuvCZ8wl/Yiz/oV5f6vr1/qTNxTleTwuQNwm88cYbuOiiixIX/gsvvDDxXDUNB+VaBE0BKm5dHHKXVwq0KyqmFTnTV22P16dc5J1P96H8n8plY1PqfrOBpPH6AjYXJ5qrvEngtddecysOV1gXe8DjdM/ai6ApEGW44iWVO2noMIeHYA72QR04BTkxBO+7x4GhAYh4/l2kZGt7ouTS2nPW6pzleD25zfX9BNygJC2C5qyL4yyCFvB64FHVqlgEjRYu/urvEX3uFzBHh6G0d8K3ag08Hzg/5TUyFoU52A9joA/mYB+MQetvc3gIMFOHRZPvj2fG65PXw7Hr6311Lvx0RLNzPQkcPXoU9913H3RdR2trK+677z6cdtppc36f9HVxNABalkXQ0i/2ihC82BMAKwGEn/gRhKZBNDTCnBhDaO//hvf8vwBUBeaAdcGX46P538jrhRroRv17zoDe2gkl0AMEehBq70QU1TNsStXJ9SRwyy234OGHH8a5556Ln/3sZ7jnnnuwe/fugo+vUxT4PAoXQaN5kVJCjo/CGOxDeP+PIUPTkKYJ6HFrLB9A7NCzWY8VjU1QAz1Qu3qgBLqhBHqgBHogWtogFAV+fzOGhqYSr2+BREQIBLm/MZUxV5NALBbDzTffjHPPPRcAcM455+CHP/zhnN6jHsL+B8WLPeUmDR3myFDi07w52G8P5fQDsWj+gzUN2vvOmbng+7shAj1QmprnGIVAXVKTGfc3pnIkZImaAUzTxPXXX4/zzz8fX/7yl0sRAlUBMxpBrK8P8VMnEes7iZj9d3ygH8hXxqwoUHw+wOOBWt8AaB4IRcCMxeFpb8dpX/vGosc6bRiY0g1UwSpEVEFUAF2+3Gs8Fe1O4MCBA9i+fXvKY8uXL8ejjz6KWCyG2267Dbqu47rrrpvT+46MBGEuYFnH9Fv2clGOcZVTTOZ00JqMHeyDd2oE0++8a43Xj43kP9DjhRrogtq1NDF8owS6oXQEoL/5KsJP/AiGM4wYjUHqOrwrPzWvn7uQ86UIICQlIi7tZFauO2UxrrlZSFweVUFXoARJoLe3F729vRmPT09P4/rrr0drayt2794Nj8dTrBCowkgpISfGElU4zvCNOdAHOT1zcc2286yob4DavRRqoAeKPYSjBHogWtshctTXW1VAn0upDqrLUh20mERiQbo5NJnBLm1WrX2R46aJqCk5z0CLoiQTw8uWLcPdd99dVQ1nZCmo5NIwrPF6p9zSKb0c6gei+cfrRUsb6k4/HWabH2pXD4TfuuiLxuZ5/T55PnB+US/62VhLTwi0q1aTWcgwcs5rKQLwKQrqhdXbIiVQJxQ0aUAMQMgwEK/6DQ+omFxNAq+88gqeeeYZnHXWWdiwYQMAIBAI4JFHHnEzDCqSjJLLyXGEfvYDeD98IYSmJdXXD+YfrxcCSmfA+lQf6IYa6IEI9EANdEPU1ZfVMNWC2Psb+1QVQSntuwIJKa1S5npVgc+ugANSCyCEBHwAvIqKqApMV8Iy11SWXE0CH/zgB/H666+7+S3JBWZoGuZgH8JP/QQyHLKWGYnHAUMHAMSe+0X2AzUP1EC3VYHT1QPFb4/XdwYgtNoZJtQg0KYImAIw7aI3LcuaVNkIAHUS8DkL2uW5qyDKpio7hmnxSSkhJ8dnSi4HZjpnZXCWT+WKAu2M90IJ9CQ+3SuBHoi2jpzj9bVGSuuCrs7zAu4saFenaZi290dmLqBCMAlQCmkYMEeHYA70Yyw0itDb71hLJgz1A5FsU7JJPF4IrweKXXIpFRUyHoNobkHj9be48wPUOE0CLUIgZu+ERjQbJoEaJeMxmEMDqROzg/0whwYSwzihbAcKAaXDmpR1xuqVQDdUfzf0d95C+IkfQSoqoGpAPAYYBuo+eZmrPxsJeKW150GdomBCAJw7plyYBKqcDIdmFj5LlF72wxwbzt9qrWnw9iwFOrpS6+s7uyBylPWWouSSchMSWOLRENY0BNmxTDkwCVQBa7x+IqXk0lkqQU5N5D1W1NVD6epJfLJXAt1W2WV7JwJdLXOuwilFySXlp0igRVEQVcScehOoNjAJVBBpmjBHh61P80kTs8bg7OP1YklL0oU+aXK2uYX9GjXA6U1oU1RE7JJSNpsRwCRQlmQ8PjNeP5g0lDM8AOh67gOFgNLeaV3su5Iu9v4eiPoG934AKlsCQH1SSalby1dQ+WISKCEZDiWGbYanRjD9zp+si/7oLOP1qmavh9MzM17v74Hizz1eT5RMkUAzBOo1q1EtZnBZu1rFJFBkUkrIKXu8fqA/ZWcqOTkzXp91PZy6equ2vqt7Zrw+sBRKeyfr62lRaBBoFQJRj4Igu45rEpPAIpGmCTk2AmPglFVXnzRuP+t4ffMS1J3+HpjtgdQhnCUcryd3+CTg1VSE7K5jzh3XDiaBOZJ68nh9/8x4/dCAtTtVLsnj9cmTs/5uiIbG6lkPhyqWsNcycrqOWVJaG5gEcpCRcEa5pTnYB3NkaJbxehWqv8squwz0QAkstS/2XRCe3Gt6E5ULNVFSqiBoGCwprXI1nQSs8frJlHF6Z9xeTo7nP9hXl6jCUQPOFoTdUNr9EKrqSvxExWKVlALtioqQvdw1c0F1qokkIE0TcnwExkA/xo6MIvTHdxJLJchw1sUREkRTc1rJpX3Bb2njeD3VhAYI+DQNIdNEhENEVafikkDosUegfujCrF2pUtdhDg9YE7MDp7KO1+dcD6etw1rWuHvpzK5UgR4oDY3F/YGIKoAqgSWKAp8iMG2Y3MimipQsCbzyyiv467/+a7z88stzOk5OTyG074fwDV0MpaFxphLHGa8389Q7qyq8XT2QnV1pk7NdEF7fAn8iourmdB17uJFNVSlJEgiHw7j77rsRj+eppsnBHBsBxkYRfeqnuV/k9c0M4dif6q3Nxf0IdLexCodoAbiRTXUpSRK4//77cfXVV+PYsWNzPzjpk75oaoYaSFsiIdDD8XoiF3Ajm+rgehJ45plnEIlEcNll81tjXgt0AZoHWnMzTv/6/5rXe/j9zfM6rtjKMa5yjAlgXHPhRkxSSoQME0HDQKFb2bS1l+d8W7XFNVutYtGSwIEDB7B9+/aUx5YvX45gMIhHH3103u9rGiaMWAzev1ozr2Gdcm3KKse4yjEmgHHNhdsxCQHE5ewlpW3tjRgbnXYtrkJVY1weVUFXIHePUtGSQG9vL3p7e1Me27t3L/7lX/4FV111VeKx9evX47HHHkNTU1NB7ysam1H/sYu5Zj1RGRJypqSUXceVwdXhoM985jP4zGc+k/jvc845B/v375/TezRc9T9gsjyNqKw5XccxRcEUu47LGpeiJKKikBLwSKBNUdHs0aCwWKMslTQJvP7666X89kTkAmcjm3ZNRb2mgqmgvFRcxzARVabkjWw8vCsoGxwOIiJXaRDo8Gho8WhQmQxKjncCROQ6IQQ3sikTvBMgopJxNrJp0zTUqQrnC0qASYCISs4pKW3xaNAUpgI3MQkQUVmQEvBKayObJk0Fc4E7mASIqOw02ENE9RwiKjomASIqS85GNi0eFR7eFhQNq4OIqGxxI5viYxIgorLnbGSTXFLKXLA4OBxERBVDsTeyadM0+DhfsCiYBIio4mgSaBECSzwaNHYdLwiHg4ioQs10HYcL2MiGsuOdABFVNGcjG3Ydzw+TABFVBafruJVdx3PiehIYHBzEtm3bsGHDBmzZsgUnTpxwOwQiqlLcyGbuXE8Ct956K1avXo0nnngC69evx7e//W23QyCiKseNbArn6sTw6OgoXnvtNXz/+98HAGzatAkrV650MwQiqiHJG9kEpUTMMEsdUtlx9U7g+PHjWLp0Ke677z5ceeWVuOmmm+DxeNwMgYhqkAaBVqFwI5sshJTF6bs7cOAAtm/fnvLYsmXL8OKLL2L37t1YvXo19u7diyeffBJ79uwpRghERBkMKRHUDYRME7VQUaoC6PJ5cz5ftCSQzbvvvotPf/rTOHr0KAAgHA7joosuwu9+97uC32NkJAhzAcXAfn8zhoam5n18sZRjXOUYE8C45qIcYwLKIy5DANOmiagxkwza2hsxNjpd0riyWUhcHlXB2YGWnM+7Ohx0xhlnoKurC8899xwA4Fe/+hXOO+88N0MgIgJgr1IqRM1vZON6x/CuXbtw11134cEHH0RTUxPuv/9+t0MgIrKJxEY2IUXWZBWR60lg+fLlnAMgorLTAIFWjwdhVUHEqI35AoAdw0RECR5F1NxGNlxAjogoSa1tZMM7ASKiLJyNbNo1FQ2aimptL2ASICLKQ1T5RjZMAkREBajWjWw4J0BEVLDq28iGdwJERHPkbGTTXgUb2TAJEBHNk1IFG9kwCRARLUClb2TDJEBEtAgqdSMbJgEiokXkbGTTpqnwquV/iS3/CImIKlClbGTDElEioiJySkpDUiJchiWlvBMgIioyIYFGu+u43EpKmQSIiFxSjhvZMAkQEblqZiObJk1FqXOB60ngxIkTuOqqq7B+/Xr8zd/8DU6ePOl2CEREZaHBHiKqL+EQketJ4KGHHsLatWuxf/9+XHrppdixY4fbIRARlQ1VoqQb2bheHWSaJoLBIAAgHA6jrq7O7RCIiMpKKTeyEVK6u2XOu+++iy1btkBVVcTjcfzkJz/BsmXL3AyBiKis6VIiqBsImwvf61gF0OXz5ny+aEngwIED2L59e8pjy5cvRzQaxbXXXouLL74Yv/jFL7Br1y48+eSTEAU2U4yMBGEuoNDW72/G0NDUvI8vlnKMqxxjAhjXXJRjTADjKpQugGnTRENLPcZGp+f1Hh5VwdmBlpzPF204qLe3F729vSmPjY6Oore3FxdffDEAYM2aNbjrrrswNjaG9vb2YoVCRFSRnI1sGlQVU0JAL8Jndlcnhtva2uDz+XDkyBEAwNGjR9HY2MgEQESUk0CjpqJNK05JqasTw0II7Nq1C9/61rcQiUTQ2NiInTt3uhkCEVFFcjay8Wkapk0TUWPh8wVACaqDVqxYgb1797r9bYmIqoJqb2QTUxRMGQb0BS5GxI5hIqIKs5gb2TAJEBFVqJSNbObZdcwkQERU4RQJNAtlXhvZMAkQEVWJ+Wxkw01liIiqTPJGNvosNURMAkREVcjZyAazDA9xOIiIqIops1SQMgkQEdUwJgEiohrGJEBEVMOYBIiIahiTABFRDWMSICKqYUwCREQ1rOKaxZRF2FFhMd6jGMoxrnKMCWBcc1GOMQGMa67mG9dsx7m+0TwREZUPDgcREdUwJgEiohrGJEBEVMOYBIiIahiTABFRDWMSICKqYUwCREQ1jEmAiKiGMQkQEdUwJgEiohpW9Ung6NGj2LRpE9avX48vfvGLOHnyZMZrTp06hQ9/+MNYv3491q9fj2uvvbbkMcViMdxyyy3o7e3Fpz/9abz11ltFjSnZQw89hJ07d2Z9zu1zVWhcpThfp06dwlVXXYXLLrsM119/Paanp7O+xo3z9dRTT+Hyyy/HJZdcgsceeyzj+VdffRWbNm3CmjVr8PWvfx26rhcljrnGtWvXLqxevTpxfrK9phiCwSCuuOIKnDhxIuO5Up2r2eIq2rmSVW716tXy1VdflVJKuXfvXvmlL30p4zUHDx6U3/jGN8oqpn/7t39LxHT48GG5efPmosc1OTkpb7/9drlixQr53e9+N+tr3D5XhcZVivO1bds2+Z//+Z9SSil37dol//Ef/zHjNW6cr/7+frl69Wo5NjYmp6en5bp16+Sbb76Z8pq1a9fKY8eOSSmlvP322+Vjjz1W1JgKjeu6666Tv/3tb4seS7L//u//lldccYU877zz5PHjxzOeL8W5KiSuYp2rqr4TiMViuPnmm3HuuecCAM455xz09fVlvO73v/893njjDWzcuBFf+MIX8Prrr5c8pl//+te48sorAQAf+chHMDY2hlOnThUtLgB45plncOaZZ+Jv//Zvc77GzXM1l7jcPl/xeBwvvvgi1qxZAwDYuHEjDh48mPE6N87XoUOHcNFFF6G1tRUNDQ1Ys2ZNSiwnT55EJBLBhz70obyxuh0XALz88st45JFHsG7dOtx9992IRqNFj+unP/0p7rrrLgQCgYznSnWuZosLKN65quok4PV6sX79egCAaZrYtWsXLr744ozX+Xw+bNiwAY8//jiuvfZa3HDDDYjFYiWNaXBwEH6/P/Hffr8f/f39RYnJsWHDBmzbtg2qquZ8jZvnai5xuX2+xsbG0NTUBE3TEt9vYGAg43VunK/0nz0QCKTEku3cZIt1sc0W1/T0ND7wgQ/ga1/7Gvbt24fJyUk8/PDDRY/r3nvvxQUXXFBQzG6dq9niKua5qrj9BHI5cOAAtm/fnvLY8uXL8eijjyIWi+G2226Druu47rrrMo698cYbE1+vWrUK3/nOd/D2228nPq2XIqZsFGVxcna+uGZTrHO10LiyKeb5OvPMMzNeJ0Tmuu3FPF8OmWU1+ORYZnu+WGb7vo2NjXjkkUcS/33NNdfgjjvuwFe+8pWix5ZLqc7VbIp5rqomCfT29qK3tzfj8enpaVx//fVobW3F7t274fF4Ml6zZ88eXHHFFWhrawNg/SI4n/BKFVMgEMDQ0BCWLVsGABgaGsp5m7hYcRWiWOdqoXG5fb7i8TguvPBCGIYBVVVzfr9ini9HV1cXjhw5kvjvwcHBlFi6urowPDyc+O/FPDcLievUqVM4dOgQNm/eDKA452auSnWuZlPMc1XVw0EAcMstt2DZsmV46KGH4PV6s77mxRdfxM9+9jMAwOHDh2GaJpYvX17SmFatWoX9+/cDAI4cOQKfz4elS5cWLaZCuX2uCuX2+fJ4PLjgggvw85//HADwxBNP4BOf+ETG69w4Xx/96EfxwgsvYHR0FOFwGE8//XRKLKeddhp8Ph+OHj2aN9bFNltcdXV1ePDBB3H8+HFIKfHYY4/hkksuKXpc+ZTqXM2mqOdq0aeay8gf/vAHefbZZ8vLL79cXnnllfLKK6+UW7dulVJK+aMf/Uj+0z/9k5TSqmK4+uqr5dq1a+XGjRsTlTuljCkSichbb71VXn755XLDhg3y5ZdfLlpM6b773e+mVOGU6lzNJa5SnK8TJ07Iz3/+87K3t1dec801cnx8PCMut87Xk08+KdeuXSsvvfRS+a//+q9SSim3bt0qX3rpJSmllK+++qrctGmTvOyyy+Q//MM/yGg0WpQ45hrXwYMHE8/fdtttrsUlpVWl51ThlMO5mi2uYp0rbi9JRFTDqn44iIiIcmMSICKqYUwCREQ1jEmAiKiGMQkQEdWwqmkWIyoFwzDwgx/8AE899RQMw0A8Hsfq1atx88035+wBISonLBElWoBvfOMbmJiYwL333ovm5maEQiF89atfRWNjIx588MFSh0c0KyYBonk6fvw41q1bh+effx5NTU2Jx4eGhnDs2DFceumlJYyOqDCcEyCap1deeQVnnXVWSgIArJUnmQCoUjAJEM2ToigwTbPUYRAtCJMA0TytWLECb7/9NoLBYMrjAwMD2LZtGyKRSIkiIyockwDRPHV1dWHdunW44447EokgGAzim9/8JlpbW1FXV1fiCIlmx4lhogXQdR0PP/wwnn76aaiqilgshosvvhg33ngjS0SpIjAJEBHVMA4HERHVMCYBIqIaxiRARFTDmASIiGoYkwARUQ1jEiAiqmFMAkRENez/A05Wq2zRuD5jAAAAAElFTkSuQmCC\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -6149,7 +6156,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x432 with 3 Axes>" ] diff --git a/Introduction-to-Pandas--slides.pdf b/Introduction-to-Pandas--slides.pdf index 1478c8bbb2b2435950960f614833b2dbaaca3e0d..d0fba9a0d1b4962ee2da5245511a9983bc374545 100644 Binary files a/Introduction-to-Pandas--slides.pdf and b/Introduction-to-Pandas--slides.pdf differ diff --git a/Introduction-to-Pandas--solution.ipynb b/Introduction-to-Pandas--solution.ipynb index 815ef97afb1ea4e85e1e24cc07797c6b49b72f59..b37a48e599a083e412348b27063e8cd029831f81 100644 --- a/Introduction-to-Pandas--solution.ipynb +++ b/Introduction-to-Pandas--solution.ipynb @@ -236,12 +236,19 @@ "text": [ "id,Nodes,Tasks/Node,Threads/Task,Runtime Program / s,Scale,Plastic,Avg. Neuron Build Time / s,Min. Edge Build Time / s,Max. Edge Build Time / s,Min. Init. Time / s,Max. Init. Time / s,Presim. Time / s,Sim. Time / s,Virt. Memory (Sum) / kB,Local Spike Counter (Sum),Average Rate (Sum),Number of Neurons,Number of Connections,Min. Delay,Max. Delay\n", "5,1,2,4,420.42,10,true,0.29,88.12,88.18,1.14,1.20,17.26,311.52,46560664.00,825499,7.48,112500,1265738500,1.5,1.5\n", - "5,1,4,4,200.84,10,true,0.15,46.03,46.34,0.70,1.01,7.87,142.97,46903088.00,802865,7.03,112500,1265738500,1.5,1.5\n" + "5,1,4,4,200.84,10,true,0.15,46.03,46.34,0.70,1.01,7.87,142.97,46903088.00,802865,7.03,112500,1265738500,1.5,1.5\n", + "5,1,2,8,202.15,10,true,0.28,47.98,48.48,0.70,1.20,7.95,142.81,47699384.00,802865,7.03,112500,1265738500,1.5,1.5\n", + "5,1,4,8,89.57,10,true,0.15,20.41,23.21,0.23,3.04,3.19,60.31,46813040.00,821491,7.23,112500,1265738500,1.5,1.5\n", + "5,2,2,4,164.16,10,true,0.20,40.03,41.09,0.52,1.58,6.08,114.88,46937216.00,802865,7.03,112500,1265738500,1.5,1.5\n", + "5,2,4,4,77.68,10,true,0.13,20.93,21.22,0.16,0.46,3.12,52.05,47362064.00,821491,7.23,112500,1265738500,1.5,1.5\n", + "5,2,2,8,79.60,10,true,0.20,21.63,21.91,0.19,0.47,2.98,53.12,46847168.00,821491,7.23,112500,1265738500,1.5,1.5\n", + "5,2,4,8,37.20,10,true,0.13,10.08,11.60,0.10,1.63,1.24,23.29,47065232.00,818198,7.33,112500,1265738500,1.5,1.5\n", + "5,3,2,4,96.51,10,true,0.15,26.54,27.41,0.36,1.22,3.33,64.28,52256880.00,813743,7.27,112500,1265738500,1.5,1.5\n" ] } ], "source": [ - "!cat data-nest.csv | head -3" + "!head data-nest.csv" ] }, { @@ -880,7 +887,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 720x216 with 1 Axes>" ] @@ -892,7 +899,7 @@ } ], "source": [ - "df[\"Presim. Time / s\"].plot(figsize=(10, 3));" + "df[\"Presim. Time / s\"].plot(figsize=(10, 3), style=\"--\", color=\"red\");" ] }, { @@ -904,7 +911,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 720x216 with 1 Axes>" ] @@ -916,7 +923,7 @@ } ], "source": [ - "df[\"Sim. Time / s\"].plot(figsize=(10, 3));" + "df[\"Sim. Time / s\"].plot(figsize=(10, 3), style=\"-b\");" ] }, { @@ -931,7 +938,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -943,8 +950,8 @@ } ], "source": [ - "df[\"Presim. Time / s\"].plot();\n", - "df[\"Sim. Time / s\"].plot();" + "df[\"Presim. Time / s\"].plot(style=\"--r\");\n", + "df[\"Sim. Time / s\"].plot(style=\"-b\");" ] }, { @@ -959,7 +966,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -971,7 +978,7 @@ } ], "source": [ - "ax = df[[\"Presim. Time / s\", \"Sim. Time / s\"]].plot();\n", + "ax = df[[\"Presim. Time / s\", \"Sim. Time / s\"]].plot(style=[\"--b\", \"-r\"]);\n", "ax.set_ylabel(\"Time / s\");" ] }, diff --git a/Introduction-to-Pandas--tasks.ipynb b/Introduction-to-Pandas--tasks.ipynb index a0e5e189b8d5adc274f706361181f0b81dba417c..3d7982e13e605aff9c4e6988e85657d47b4f0504 100644 --- a/Introduction-to-Pandas--tasks.ipynb +++ b/Introduction-to-Pandas--tasks.ipynb @@ -149,12 +149,19 @@ "text": [ "id,Nodes,Tasks/Node,Threads/Task,Runtime Program / s,Scale,Plastic,Avg. Neuron Build Time / s,Min. Edge Build Time / s,Max. Edge Build Time / s,Min. Init. Time / s,Max. Init. Time / s,Presim. Time / s,Sim. Time / s,Virt. Memory (Sum) / kB,Local Spike Counter (Sum),Average Rate (Sum),Number of Neurons,Number of Connections,Min. Delay,Max. Delay\n", "5,1,2,4,420.42,10,true,0.29,88.12,88.18,1.14,1.20,17.26,311.52,46560664.00,825499,7.48,112500,1265738500,1.5,1.5\n", - "5,1,4,4,200.84,10,true,0.15,46.03,46.34,0.70,1.01,7.87,142.97,46903088.00,802865,7.03,112500,1265738500,1.5,1.5\n" + "5,1,4,4,200.84,10,true,0.15,46.03,46.34,0.70,1.01,7.87,142.97,46903088.00,802865,7.03,112500,1265738500,1.5,1.5\n", + "5,1,2,8,202.15,10,true,0.28,47.98,48.48,0.70,1.20,7.95,142.81,47699384.00,802865,7.03,112500,1265738500,1.5,1.5\n", + "5,1,4,8,89.57,10,true,0.15,20.41,23.21,0.23,3.04,3.19,60.31,46813040.00,821491,7.23,112500,1265738500,1.5,1.5\n", + "5,2,2,4,164.16,10,true,0.20,40.03,41.09,0.52,1.58,6.08,114.88,46937216.00,802865,7.03,112500,1265738500,1.5,1.5\n", + "5,2,4,4,77.68,10,true,0.13,20.93,21.22,0.16,0.46,3.12,52.05,47362064.00,821491,7.23,112500,1265738500,1.5,1.5\n", + "5,2,2,8,79.60,10,true,0.20,21.63,21.91,0.19,0.47,2.98,53.12,46847168.00,821491,7.23,112500,1265738500,1.5,1.5\n", + "5,2,4,8,37.20,10,true,0.13,10.08,11.60,0.10,1.63,1.24,23.29,47065232.00,818198,7.33,112500,1265738500,1.5,1.5\n", + "5,3,2,4,96.51,10,true,0.15,26.54,27.41,0.36,1.22,3.33,64.28,52256880.00,813743,7.27,112500,1265738500,1.5,1.5\n" ] } ], "source": [ - "!cat data-nest.csv | head -3" + "!head data-nest.csv" ] }, { diff --git a/static-slides-bundle.tar.gz b/static-slides-bundle.tar.gz index 4d8162c248b64ac643ae9572706032ec0a68a805..6e9df5d70a219d165d4fd35e139e0d14816d8a51 100644 Binary files a/static-slides-bundle.tar.gz and b/static-slides-bundle.tar.gz differ diff --git a/static-slides-bundle.zip b/static-slides-bundle.zip index 517cf822990f81fe7f4f855febf10869cc04f387..1f76778e9fba9c4977c3ecd662e7a987991437c3 100644 Binary files a/static-slides-bundle.zip and b/static-slides-bundle.zip differ