From acd2b1389ef7356e2125ef6f9dc40a5ffe2af05b Mon Sep 17 00:00:00 2001 From: Lynne Jones Date: Tue, 23 Feb 2016 20:28:37 -0800 Subject: [PATCH] Throughput re-run of all ipython notebooks and python scripts, regenerating all plots. --- notebooks/makeCamera.ipynb | 16 +++++++------- notebooks/makeDetector.ipynb | 14 ++++++------ notebooks/makeFilters.ipynb | 10 ++++----- notebooks/makeLens1.ipynb | 34 ++++++++++++++--------------- notebooks/makeLens2.ipynb | 14 ++++++------ notebooks/makeLens3.ipynb | 40 +++++++++++++++++----------------- notebooks/makeSysHW.ipynb | 20 ++++++++--------- notebooks/makeTelescope.ipynb | 18 +++++++-------- plots/camComponents.png | Bin 27841 -> 27885 bytes plots/camThroughput.png | Bin 0 -> 21920 bytes plots/fig4.png | Bin 34346 -> 34248 bytes plots/table2 | 1 - plots/telComponents.png | Bin 24373 -> 23975 bytes plots/telThroughput.png | Bin 16147 -> 16218 bytes python/calcM5_throughputs.py | 4 ++-- 15 files changed, 85 insertions(+), 86 deletions(-) create mode 100644 plots/camThroughput.png diff --git a/notebooks/makeCamera.ipynb b/notebooks/makeCamera.ipynb index bfc61d7..06753a0 100644 --- a/notebooks/makeCamera.ipynb +++ b/notebooks/makeCamera.ipynb @@ -105,9 +105,9 @@ "outputs": [ { "data": { - "image/png": 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1ZnYHpadcbLaDZOkp/f9xNrOJJMXeYr49/dv8fPHPgUJG0ZZsGNpmMoozE1+T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\n4pPbPmHOuXNYsnUJI+aN4IaXbmDhxoXEk9mvrcAYChEJAY8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h/O/H/0tZURnfGfudzkaXUQIeT6uCYScPo61xGLlYjoJEhhFq9fvBYJBSM94/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\nYDpwlohMLWtzPHCwqh4KXAT8ouZOXcphVPAwFi9ebBYcz2H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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -132,7 +132,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": { "collapsed": false }, @@ -148,16 +148,16 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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ubwAOkzSX4BqeQnDxdmJmB+88mXQecFk9kUj2PWsoRkhMBM4jNF4/04xuxJZ7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\nO6vsHQEsJzTJyY2dyXkeAMYmry8G3po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vimleRWDnVuIsVT0tY/9PIvJYsQzyEl5PeKc5qlLKqyW1cFRIKp2/cHNr8zTp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\n/GysTqz+1LG/pI5fo6pnY7UbWS8iz8Jq6XB2qkc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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -179,7 +179,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": { "collapsed": false }, @@ -219,7 +219,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", - "version": "2.7.10" + "version": "2.7.11" } }, "nbformat": 4, diff --git a/notebooks/makeDetector.ipynb b/notebooks/makeDetector.ipynb index 29833a7..a973bbe 100644 --- a/notebooks/makeDetector.ipynb +++ b/notebooks/makeDetector.ipynb @@ -63,9 +63,9 @@ "outputs": [ { "data": { - "image/png": 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DGg1g7Obv6NgRpk1zO6KMzZv1KBok2Wrg3Cks9aJsbwY+5ACa4jSOdwFeFZH0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\nPA6MAEZKGgUQEb8DR5Wssmb95onCDgZLgNEl2eE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ywM2yPUJVmbndc+0XVh1lTOAY3Hgwn6//nDvucMZHmexxZwGl+qrawPWzJs5d\nQ/bqbi6XD2iC05DeFXhJRGp4sPwMbYjZQEhwCHXL1M1WOQkJsGQJtM/+rCLGGA/pWK0jMediqNV2\nI7Nm2SC+7MqX1Teo6loRae7m4YeAtNVXlV370joIHHdNbHheRBYBDYFdVxY2fPjw1MdRUVFEeWDd\n0xnbZtCrdq9sz067dCnUqwclSmQ7JGOMhwQHBTO48WBmHv6IihU/YtkyaNvW31F5V3R0NNHR0V4p\nO9OBeyLyVJqnQTh3A6VUNdPOoyISDGzHafT+HVgJ3KeqW9MccwPwAc7dRQHgF6CPqv56RVkeb/RW\nVRp83IBR3UdxS8Qt2Srr+eedqUBefdVDwRljPOJw7GHq/bceQ+P2kfRHGCNG+Dsi3/LpwD2gaJqt\nAE5bhlurPLimRX8UmAdsAb5S1a0iMlREHnYdsw2Yi9NVdwXw6ZXJwlvWH1nPuQvnaBPeJttlWfuF\nMYGpYtGKtKvajpDGXzN9utP93Vwft6cGEZEwQFU11rshXfP8Hr/DeHLOkxQJKcI/2/8zW+UcPQq1\nasGxY5A/v4eCM8Z4zIxtMxixbAT7X13M7NlO9XFe4eupQZq6BvBtBDaJyAYRaeqJk/tTUkoSkzdP\nZkDD7HfKWrAA2rWzZGFMoOpWsxvbT2wn6s7d1lsqG9ypkvocGKaqVVW1KvCIa1+ONm/3PCJLRFKr\nVK1sl/XTT9Ah+5PcGmO8JCQ4hH71+6ENxtuo72xwJ2Ekq+rii09UdQmQ5L2QfGP8hvEMbDDQI2Ut\nXw6tWnmkKGOMlwxqOIhFZ8exa3cKh67sq2nc4k7C+FlEPnHN93SriPwXiBaRJiLSxNsBesPp86f5\nYdcP9LmxT7bLOnMG9u2DBg08EJgxxmsalW9EWIEwbrprETNn+juanMmdcRgNXT9fuWJ/Y5ypQnLc\nULWpv06lY7WOlCxUMttlrVwJTZpAviyPaDHG+JKIMKjhIGYljGPGjCj+8hd/R5TzZPo1p6rtfBGI\nL43fMJ6/tfybR8pavhxatvRIUcYYL/tTgz/xr0V1SFr1AWfOFKFYMX9HlLNkmjBEpABwN1A17fGq\n+g/vheU9245vY/uJ7XSr6ZklPVasgIcf9khRxhgvK1+kPK3DW3OgxzTmzBlIn+zXSucp7rRhzMAZ\nqJcE/JFmy5FGLBvBsKbDCAkOyXZZKSlOwrA7DGNyjkENB5FQZ5x1r70O7tS8V1bVrl6PxAd+j/2d\nb7d+y85Km1zXAAAgAElEQVS/7vRIeTt2QLFiUK6cR4ozxvhAz9o9GSp/ZvbS/Vy4EE5I9q8d8wx3\n7jCWiUh9r0fiAx+s/IB+N/ajdGhpj5Rn3WmNyXkK5itInxt7U6ztBLw0R1+uldESrZtEZCPQBlgr\nIttdS7Re3J+jxCbE8umaT3mq5VOZH+ympUuhdWuPFWeM8ZH7G91PXO1xTJ9hE0tlRUZVUrf5LAof\nGLNuDO0i21G9ZHWPlblsGTz6qMeKM8b4SLNKzQgrEsQ305czSlvZKpluymiJ1n2qug+ITWc77Jvw\nPCMxOZH/rPgPz7R6xmNlnjwJBw/CjTd6rEhjjI+ICENuHkRi3XGsWePvaHIOd9ow1gLHgB3ATtfj\nvSKyVkRu8mZwnvLNr99QtXhVmlVq5rEyV6yAZs1swJ4xOdWAhgNIqPENU2fE+zuUHMOdhDEf6K6q\npVW1FM5SqrOAYcB/vRmcJySlJPH6ktc9encB1n5hTE5XOawy9Us1ZdJqmyfEXe4kjBaqOvfiE1Wd\nB7RU1RU4CyoFtM/XfU7p0NL0qNnDo+UuW2Y9pIzJ6f7adhAxFcaye7e/I8kZ3EkYv4vIcyIS4dqe\nBWJcy6+meDm+bDmfdJ5/LfoXb3R4I9trdqeVmAirV0OLFh4r0hjjB3fXuxMqr2DyrBzVLOs37iSM\nfkBlYLprC3ftCwZ6ey+07Pt49cc0KNeA5pWbe7TcDRsgMhKbh8aYHC40fyitS97Flxu/9HcoOYI7\nkw8eB/56jZd3eTYczzl09hCvLX6NRfcv8njZVh1lTO7xt46D6LV7GPHxT1OokPWvzYg7S7T+JCI/\nXrn5IrjseGzOYwxrOow6ZeqQkgJ33gldukBcXPbLtoRhTO7RrV4b8ofGM+YH61+bGXeqpJ4GnnFt\nLwHrgdXeDCq7Zm6fyaaYTbzQ9gUAvvoK9u8HEfjkk+yXv3SpJQxjcosgCaJlaH8+XzXJ36EEPFHN\n+tB4EVmpqp4b1ODeOdWdWM9dOEe9/9bji9u/oH2ks7ZTVBQ8/rgzSeCgQbB9OwS5kyrTceAANG0K\nR45go0ONySUmLlzD4Nl/ImHkNn+H4nEigqp65NvKnSqpkmm20iLSBQjY5t6Xf3qZqKpRqclizx7Y\nsgV69HCmIS9cGH7MRoXaxeooSxbG5B59oxqTlO800Rv2+DuUgObOdfYanCqoNcBy4G/AYG8Gdb0W\n71vMl5u+ZGTnkan7xo2Dfv0gJMT5kh8yBEaPvv5zLFpkA/aMyW3yBQcRmdyVjxfM8XcoAS3ThKGq\nkapazfWzpqp2VtUlvgguK84mnOW+b+9j7O1jU6cvT0lxEsb99186rl8/mDMHjh/P+jlU4fvvoZtn\nFuszxgSQjtU6sORQwPfn8St3qqTyi8hjIjLVtT0qIvl9EZy7klOSefi7h+lao+tlS6/+/DMULw6N\nG186tkQJ6NkTJk7M+nk2b3buUurW9UDQxpiA8lDH9hwO+Ymk5IAej+xX7lRJfQTchDNv1H9djz/y\nZlBZ9caSNzgUe4gPun1w2f4vvrj87uKihx6Czz5z7hiy4rvvnGRj7RfG5D5Na1Uif2IZpvy83t+h\nBCx3EsbNqjpIVX90bQ8AN3s7MHd9s+UbRq0axcQ7J1Iof6HU/WfPwsyZThXUlW65BZKTYd68rJ3r\nYsIwxuROtfJ1YNKKhf4OI2C5kzCSRSR11SERqQYkey8k9/2w8wce/eFR5vSfQ0TxiMtemzrV6U5b\ntuzV7xOBN9+Ep55yEoc7jh6FrVvh1luzH7cxJjB1u6EDvxyzhHEt7iSMZ4CfRCRaRH4GfsTpKeVX\nX23+ikHTBzGj7wwalGtw1etjx8IDD1z7/b16QalSTrWVO8aNc95jC8Ybk3sN7RLFiULLOBd/wd+h\nBKQMB+6JSBDQAqdLbW3X7u2qmuCD2K6MRVUVVeW9X95j5PKRzOg7gyYVmlx17K5dTtfXgwchfwbN\n82vXOj2etmyB0qWvfVxiIlSvDtOnQ5OrT2eMyUUKP9mUN9q9w1973eLvUDzCZwP3VDUFGKWqCaq6\n0bX5PFlcdDzuOPd8cw+fr/ucHwf+mG6ygEtjLzJKFuB8+f/pT/C3TO6Xvv3WmZ3WkoUxuV+90PZM\nW/eTv8MISO5USS0UkbvFkwtKXKcmnzQholgEKx5aQc1SNdM9Jr2xFxn5xz/gp59gwYL0X1eFkSOd\n9g5jTO7Xtc4tbDi12N9hBCR3EsZQ4BsgQUTOikisiJz1clzpmnLPFN7p8g6h+UOvecxPPznVSw0b\nuldmkSLOyO/+/SEm5urXL7Zx3HbbdQRsjMlxHujQmlOFf7F2jHS4M9K7qKoGqWqIqoa5nof5Irgr\ntazSMtNjrjX2IiOdO8PQoXDHHXDs2KX9S5fCc885YzaCg7NWpjEmZ4qsUIKCcdX56ue1/g4l4GS6\ngBKAiFQCItIer6qeX5kom86cgVmz4N13s/7e4cPhwgW44QZnRtt8+eDzz+HLL6FRI4+HaowJYDUL\ntOV/axfzUFdbhzktd6YGeRNYCrzIpXUxnnb3BCLSVUS2icgOEXkug+NuFpFEEbnL3bKvNGkSdOyY\ncY+na58fXn8dVq1yll4tVAiWLHEWXTLG5C0da97C6mMBd03sd5muhyEi24EG19M7ytUtdwfQATgM\nrAL6quq2dI6bD8QDn6vqtHTKynA9DFVo0ADeew/at89qpMYYc8nGPUdo9FkdLvzrBPmCr3PxnADh\n0/UwgD3A9U422AzYqar7VDUR+Aq4PZ3j/gpMBY5e53lYutQZL9Gu3fWWYIwxjgbVypPvQhmmL9vs\n71ACyjXbMETkA0CBOGC9iCwEUu8yVPUxN8qvBBxI8/wgThJJe56KwB2q2k5ErnsVv48/dhqu/d/5\n1xiTG0QG3cKUFYu4p+3VM0nkVRk1el9ct3sNMNOLMbwLpG3byPJX/okTTmP3++97LihjTN52a9Vb\n+GH3LOBRf4cSMDJKGO1U9f5sln8ICE/zvLJrX1pNga9cAwNLA91EJFFVr0pSw4cPT30cFRVFVFQU\n4Iyj6NULSpbMZrTGGOPSv21bxux7jpQUJSgo51RdREdHEx0d7ZWyr9noLSJrVTVbk2GISDCwHafR\n+3dgJXCfqm69xvFfAN9lpdE7IcGZtmPOHKfR2xhjPCElRQl5Lpwf+v5Ip5vSn1kiJ/Bko3dGdxih\nItKYa1QRqWqmo1pUNVlEHgXm4TSwj1HVrSIy1HlZP73yLW7GnWriRGdUtyULY4wnBQUJlVNu4cul\ni3J0wvCkjO4wYnG6waaXMFRVfdp5Nb07jJQUZ7nUjz6y3lHGGM/r987HrDy8gl0jxvo7lOvmqzuM\nXb5OCln13XdQtKizUJIxxnha31a38M3Ut/wdRsDI0SNS3noLnn3WutIaY7zjtmZ1SM4Xy6rtB/0d\nSkDIKGFccxqPQLB0KRw5Andd90QixhiTsaAgoXxCG8ZH23TnkEHCUNV5vgwkq95+21n4yGaRNcZ4\nU7Nyt7Bgd7S/wwgIObJKats2WL4869OYG2NMVg1q24ldKfNISclyJ85cJ0cmjBEj4JFHIPTa6ygZ\nY4xH3N6yHimSyPy1O/0dit9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2gf37dUbZzHKmjWI+8JtjWwIcAhY48b4ywPEU+yccx1KqChQRkWUiskFEBjpR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\nkohj+Sw1PJaSXldeLwQ+CPyAeh3LKt3SVX7TLyt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5XFrVAT9jzHJjzHpjTD8by7abWXtn2a05qkMHOwSklLKLJ4KfYNyWcXTvLtos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\nAChVqhQ//vgjJ06cYNSoUTz77LOEh+f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V6rEMJByPPQbDhkFyst+RGGPKi7Q0mDgROnb0OxL/hN30JCJ/AHIXB1TVNdEK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\nPGeDu24AAAAASUVORK5CYII=\n", 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ITOvWraN69eqAS64vv/wymzZt4qWXXuLWW2/Nmo47ePBg5s6dy9Kl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\nRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -209,7 +209,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", - "version": "2.7.10" + "version": "2.7.11" } }, "nbformat": 4, diff --git a/notebooks/makeFilters.ipynb b/notebooks/makeFilters.ipynb index 40a0c2c..dafe963 100644 --- a/notebooks/makeFilters.ipynb +++ b/notebooks/makeFilters.ipynb @@ -90,9 +90,9 @@ "outputs": [ { "data": { - "image/png": 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C1tbc3tAmTD3ZLKIQEXweHx17dls+9eTgYFcSRhThamzQdInLRORzoCO8Tyml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\nzs5qRCEiZ4jIehHZICLXJzhmUfj5D0Tk6GTn27b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SIRH5LrAKLf31gFLqYxG5RHta/RZtqfSlIrI28rJrlFJDHlibKYdRVKQNX+vpAU+S4mK7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\nSUk5DJ1169ZRWVlJU1MTV155pdnmDAktLZXev72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x5s6dS/fu3bHb7QwZMoQHHnjA9/w///lPzjzzTDIzM8nJyWHChAkUFRV1iG1K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\nxlAYDAaDwS//D/U4BmEe0wxeAAAAAElFTkSuQmCC\n", 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I7Ha7bNq0SUREiouL5ZNPPhERkbq6Ovnqq69E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\n4QLr169nx44dYdO+NkZSkofq6uj/94zBaAZXvcFoxMPolta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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -222,7 +222,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", - "version": "2.7.10" + "version": "2.7.11" } }, "nbformat": 4, diff --git a/notebooks/makeLens1.ipynb b/notebooks/makeLens1.ipynb index af2090c..dced43c 100644 --- a/notebooks/makeLens1.ipynb +++ b/notebooks/makeLens1.ipynb @@ -38,7 +38,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": { "collapsed": false }, @@ -55,7 +55,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": { "collapsed": true }, @@ -87,7 +87,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": { "collapsed": false }, @@ -98,16 +98,16 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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rumFREbzxphD56hNkpO8m7sUoJt3lxTvP6vF8DZ2zgwPOwAAfHwaUmbb1tdaV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\nO3fuzOTJk3n00UcBePHFF9m0aRM33HADXbt2pWv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jlWwq9dprMPDxH1ij+x8BK9bj5xjNzrVquEZ95yAEDg4ORLi68nSp0saM8PDy\nT6pgOWaA94Cj+fkcyM1lcWoqb+XkENK3L/18fOjs4cGo99/Hw9ERtm3T2pgWL9bmMz9+XOtA0Ls3\ndOly6S+qYUMYOvTSz1cuSdvGTfjachiTSSuAVsXbP/6Gd34nIsPs8OG7Z4/2KK1XL2hT8ytj/pKR\nwYNxcfzavj1damFQtK0rLS4Bir/O32XdZq813t4EPhBC7AEOAHsBs5QyVggxG/gdyC3eXt5FZs2a\nBWjTeP+82w3Pru+w7q61tJwcjaOjmg7rahbp5kakmxujgoJILyriVGEhC8+eZUlaGg/ExdHYxYWR\nQUH4hYZy59ix6IRAJCQQYjAgFi+Gv/++9Jv/9Zc24acQWltPRATccINW8gkKsttrTCsq4p/cXH7P\nyrpwh5SQl0dzJyeGODjguWwZXsVVfsWE0GIsbodycal4utnLQDP/xjgHrOX0ae0tr4ofDv5C3+Bb\nyTWZSDUaWXj2LHlmMwtTU9GbL/4IGurvTzMhCEhIYML27QRv36793kF7L0tPm2QyaTNbms1atWpx\nz8fx47U2QTt1L12XmcnE2FhWtWtXkkhiYmKIiYmxy/XLYkubyT4pZcfKtpVzbk9glpRykPX5DLT2\nltkVnHMCaCelzP3P9teA01LKT8s4p6TN5LF3N/NZ9gjWP7CSaxpfU1mIylXOYDazITubA3l5bM/J\nYXtODgD5Fgut3dxo6OyMgxCMCwrCz8mJJi4uRLi62n4Ds1mbUlav/7fUs3AhpKVp31DHjNG+pXbv\nXuXBqKcLCnjn9GmO5uezNSeHQCcn7g4KwuXMGa3Tw4kTkJEBOTn80rUrx4OCMLi70y8vj+v0errm\n5tIzNxfHjAxt6triD8qcHK3HoIuLtsxhd2tlQtu24O9fpRjryp6UPfT9v0n8cNO+Ki1tXGix4PbR\nfXRtfx+JThIHIRjo50ekmxvXenvTuXT1xrFj5K5dy+LsbIpOnmRLp07EREfTs6CA29u04SZfX5q4\nu188z19RkfZeHzwI69drvYO+/16rXh0+XJu1vO2lLz+8PiuLsYcP82PbtvSuYCGYumiA/xOtJPKt\nddM4YKKU8vpKLy6EA3AUrQE+BdgBjCvd1VgI4Q3kSymNQoj7gd5Synus+wKllOnWKVx+A3pKKXPK\nuI+UUrI/6Qid5/RjTv9FPDzopkpfvKKUJ99sZl1mJma0LpXfW9twDuXlEebiwhB/f9q4uzM6MBDn\nS/k2ee7pXitjAAAgAElEQVQc/PqrtrZOfLzWW2TsWG1gxOjRFX5D3ZCVxauJiezJzWVUQACD4uK4\n7tw5Apcu1cYgOTtr33LHj9e+9Q4apA12tcZ/MC+PRWfPcsxgoEhKWri6cntgID29vGjr4QHJyVq1\nn8WiJcDsbG3y07g4bRwSaNf8b1f0Ct/QfC2JFhVV/b3q1An69NE+lEeP1t6rSqTlpdFkdmveCznH\n5MmV3+LPrCxWnjvHipSznM0+zoJug2jj4X5x9VBamvbBv2CBVhXaq5c2aWvbttC6NRlGI2syMliY\nmsr2nBzuCg7m+fBwGlY2FN9ohN9+0/4eNm6ERo3ggQe0JTFs/PuySMm8lBSeO3GC79q0oa+PT4XH\n10UyCUdrM+ll3bQFeFRKecqmG2hdgz/g367BbwohHkQroXxuLb0sACzAIeBeKeV567mbAD/ACEwr\nb3VHIYQ8mXWSbnP74rf/ZWKXTbAlNEWpsuTCQk4WFLAoNZV/cnOJNxh4MDSUexo2pHlVSiylGQyw\nYwcsWQK7d2szHRQP/rReUwKbfH15oUULDnh68sqRI9wydy5NEhO1BNS5M3TsqJUooqNtmvXaaLFw\nJD+fjdnZ7Nbr+f7cOSxS0tHDg+usH0SeDg6MDw7GQQhtTdr8fG080vLlFyWGTcHB7K+g04KueXPG\nBAURYP1wbAD4VfZBKSUsW6Z9iJ84AVu2aMmyuEfe8OHQsuVFnSWklDi/7MoUfSYfvFN2L730oiK+\nSU3l+3PnOGYwMCYwkMRN29l58FfOvLfk3wPPndNi+OEHbdbEIUO0pHb99RVWVR7Lz2fWyZN8l55O\nN09PXo6IoL+PD6KyEmhmplZN9uKL2peDu+6C6dOhadNyS69SSh6Oj2dTdjYft2pVaSLhzBlE48Zq\nbq7/EkLIpu83xePANKZ2e5QHH6zriJSrgZSSddZvtF+fPcvNfn5MCA7m1oCAyj8wymOxaMklLk77\npgr87eHBzMaN2ePhwfSkJB5PScFFSq3tpXVrLeHYoa690GLBaLGwPD2dVGui2Juby+ayesuVIdjZ\nmdGBgZT3ylOtvfSKZ6XTm81c7+ODu4MDExo2xNPBge6enjhW9Fry8uDsWW2Jwqws+PZb7d/rr9dK\nMP37a6Wn5s0JeaMFbfb9yh/L/i1BGS0W/s7JYU5SEr9lZnKttzfDAwK4p2FDnHU6mj99Fz0b9uWb\n/l20AbhLl0JMjNbTb+RILcGXGidli3yzmU+Tk3k9MZG27u68GhHBtZV92IP2t3DyJMyapQ0qbtUK\nhg2DqVPB69/ZrE4XFDDp6FFyTCZ+79ABr4p6HCQnw+zZ8MUXCIOh1ksmzdBKFj3RviBtQyslXDTe\no64IIeSTi+fzzVMTSUiwqRSsKHZ10mDg18xMZp86RbCzMw+HhTEyIEDrKXaJ9un1zDxxgq05OTze\nqBHTGjXCsxrXq29OGgzs0uuJNxhYk5lJalERJinxcnRkdGAgkW5ujLAlMZ88CTt3atVPyclw+DA0\nasTWwlP86jiJV6e15q/wcFaGh/PjuXM4C8FQf3/+16QJQc7OWm+rffuQefnsfP0potwa41WQD5GR\n2iqrQ4bYZZBsrsnEnKQk3j19mu5eXrwaEWF7L6uCAlizRlvK8eBB7YvEgAFs6NuX+9PTGRUYyLPh\n4eUnkq1btdVjP/1U6104axYiMrLWk8nfwMf822YyFnhEStnDXkFUlxBCgmTWLK1kqCh1xWA2M//s\nWX46d45tOTnMDA/nvpAQ/G2cjNNksXAoP5+XTp5kTWYmTzVuzLRGjfC7CibzNFosHM7PJ72oiGXp\n6ezIySHeYKCLpyd9vL1xEoK7goPxdHDAWacr8z0psljITE6mIDWVx2NWYE5yY9cNXRCFhQzfsoWJ\nf/xBx4QEHEvP2u3kBLfdRmaOkYdYwZJnt+DYqlWNrTGUbTTyQVIS750+ja+TEy+GhzM8MBBvW74o\nSIk8coRNa9bwQsOGHPDyYvaSJdwfFqZV//3XiROwapXWdjZiBEyZUtK4XyfL9kop2/9n234pZQd7\nBVFdQgjZvLlk9erqTeymKPa09fx5nj9xgu05OfT18WFMUBARDRrQzt0dn1IfhOdNJv7JzWV1RgY/\nZ2SQaTQyPjiY58LDr+oZoS1Skmc2sywtjTSjkRMFBayyTu+TazbT39eXBv+pEtuj16M3m9EB/oZE\nYv8ysmHarfRyc8OpvMZ/Z2dwdub5+RuYe2QmGW9vqeFXpimyWPg9K4sXTpwgzmDgZj8/7ggKopWb\nG63LqEpLMBg4ZjDw1qlT7M7N5ZkmTXjU358GBw5ovcLK4uSktbkEBFzUjlYXyWQ2kAUsRavmGgP4\nAm8DSCkz7RXMpbrUZXsVpTakFhXxS0YGi1NTyTWbSSwoILRU757kwkLCGzSgrbV32CA/v0tvc7lK\nJBcWsqWMthxfR0du8PMD4OMdc3n0tX/Qf/upTTPl9H3mHYxup9j6fJlTANao4wYDv2RksCI9ndj8\nfEKdnS/6GzhdUEC0uzs3+vrapcqzLpLJiQp2SyllxUOQa4FKJsrlJDYvD0OpapYGOh3RVWzUVSq3\n6ugqbn/rU2Jf+IWKJlEo1vChexh3bW/eu+v+mg+uAhlGI6cKCi7a3tDZmZDqrvZVSl3MzVXF8aOK\nolQkSiWOWhHmFYbwTiY9nUqTidkM6ZZ4BnSozlSE9uHv5GRzG1t9Uml/QiHEaCGEp/XnmUKIH4QQ\nnWo+NEVRlEsX6hmK2S2J/67fVpajRwH/eLo0bVnjcV2pbOmc/ryUUi+EuBa4AZgHXDSliaIoSn0S\n5B6EyTGblLTKR91v3H4enXM+IR5qnZxLZUsyKZ7ZbAjwuZTyF6CMPmiKoij1h07ocJPBHE9NqfTY\nDf/EE+TYQnV8qAZbkkmSEOIztF5cvwohXGw8T1EUpU75OoSRmJVc6XH7EuNp6a+quKrDlqRwO7AW\nGCilzEabK+vpGo1KURTFDgJcQknWV55Mzhji6dhYJZPqqDSZSCnzgTTgWusmExBfk0EpiqLYQ6hH\nGKn5SRUek5UFRq84OjSqwizIykVs6c31IjAdeMa6yQlYXJNBKYqi2ENj31CyTBWXTI4fB+eQeFqp\naq5qsaWaazgwDMgDkFImAzW/BqSiKEo1NQsIJYeKSybHjoHRU7WZVJctyaTIOrxcAggh1IgrRVEu\nC61CwjA4Vlwy+Sc+A52DmUC3wFqK6spkSzJZbu3N5WNdCfEP4MuaDUtRFKX6WgSHIj2SMBjKP2Z/\nUjwNnVuqbsHVZMt0Ku8IIW4EcoBI4AUp5e81HpmiKEo1NfIKA09tSpUmTco+5lhGPM3bqyqu6rJp\n2klr8vgdQAihE0LcKaX8pkYjUxRFqSYvFy+EzsyJZD1NmpTd1JtUEM/NYSqZVFe51VxCCC8hxDNC\niI+EEDcJzVQgAW3siaIoSr0mhKCBMZS45LLbTfLywOAWT+dw1S24uioqmSxCW8dkG3Af8CwggNuk\nlPtqITZFUZRq8yCMhPRktFr6C508Cc4N44kMUCWT6qoomTSTUrYDEEJ8CaQATaSUF0+0ryiKUk/5\nOoSSmFV29+CEBInJS3ULtoeKenMZi3+QUpqBMyqRKIpyuQlqEFbulCoHTqThoHPEz9WvlqO68lRU\nMukghMix/iwAV+tzgbbColeNR6coilJNIZ6hHMg+Wea+f5LiCXJXpRJ7KLdkIqV0kFJ6WR+eUkrH\nUj+rRKIoymUh3DeM7HKmVInPiKepp0om9qCmklcU5YrWLDAUPWUnkyRDPFFBKpnYg0omiqJc0VqF\nhFLgXHYDfKaIp0uESib2oJKJoihXtLbhoZgapKBNMfivnBwwecXTRY0xsQtbpqCfbcs2RVGU+ijQ\ntwEUeXA689wF20+ckOB3jFZqjIld2FIyubGMbTfbOxBFUZSaIAQ4GsI4fPrCdpM9x1Jwwh0vF9Wf\nyB4qmk5lshDiABAphPin1OME8E/thagoilI9bsbGHE5KvGDbnpPx+KNKJfZS0TiTJcAa4A1gRqnt\neillZo1GpSiKYkc+sjlH045fsO1I2lEaean2EnupaJzJeSnlSbQle2Wph4cQopzJnBVFUeqfQMfm\nJGQnXLDtZG4sUf7RdRTRlceWKeh/QUsiAmgARABHgTY1GJeiKIrdhLk2Jy5v7QXb0ixH6NSkfx1F\ndOWxZXGsdqWfCyE6A1NqLCJFURQ7i/BtxubCC6u5cl1j6ROlSib2UuVxJlLKPUAPW48XQgwSQsQK\nIeKEENPL2O8jhPhBCLFfCPG3EKJ1qX3ThBAHrQ3/3wghnKsar6IoSqvACM6LRMwWMwDJ6flIt7N0\nCG9at4FdQSotmQghnij1VAd0hnLmJrj4XB3wEXC99ZydQoifpJSxpQ57FtgrpRwhhIgEPgZuEEKE\nAo8AUVLKIiHEMmAssNCWeyuKohRrEuKKc0IICVkJtPRvyYaDh2mQ3xInB5sWm1VsYEvJxLPUwwWt\nDeVWG6/fHYiXUiZKKY3A0jLObQ2sB5BSHgWaCiECrfscAHchhCPgho1JTFEUpbRGjcApozO7U3YD\nsPHYDoKM3eo4qiuLLW0mL4G2jK/2VOqrcP0w4HSp52fQEkxp+4ERwBYhRHegCdBISrlXCPEucArI\nB9ZJKf+owr0VRVEALZkUnezKruRdjG07ln3pO2jhek1dh3VFsaWaqyvwFVrJBCHEeeBeKeUuO8Xw\nJvCBEGIPcADYC5iFED5opZhw4DywQghxh5RySVkXmTVrVsnP/fr1o1+/fnYKT1GUy52/P5hPd2HH\nmdcBOGbYzqSgx+s4qtoVExNDTExMjV1f/Hfys4sOEOIf4GEp5V/W59cCc6WU7Su9uBA9gVlSykHW\n5zPQSjflzu0lhEgA2gODgIFSyvut28cDPaSUU8s4R1b2OhRFubo1jc4iY3xTdj2wg3Yf9OLbzmmM\nHH71tpkIIZBSCntdz5Y2E3NxIgGQUm4GTDZefyfQQggRbu2JNRb4ufQBQghvIYST9ef7gU1Syly0\n6q2eQogGQgiB1oh/xMb7KoqiXCA8yJe2ntcxYOEAPE/dTvOIqzeR1ARbkslGIcRnQoh+Qoi+Qoi5\nQIwQorN1zEm5rGvHTwXWAYeApVLKI0KIB4UQD1gPiwYOCiGOAAOBx6zn7gBWoFV77UcbNPn5JbxG\nRVEUGjWC2z0+5q52Eyj89TWaNq3riK4stlRzbahgt5RSDrBvSFWnqrkURanM9Ong4wMtWsD778OW\nLXUdUd2ydzWXLb251HwDiqJc9sLCIC4OduyABx6o/HilamzpzeUCjASalj5eSvlyzYWlKIpiX40a\nwfz5cPo0fP11XUdz5bGlBeontK65u4HCmg1HURSlZjRqBPv3w3PPgbd3XUdz5bGlzeSglLJtLcVz\nSVSbiaIolUlLg8hIiI+HgIC6jqbu1UXX4K1CiHaVH6YoilJ/BQVBcrJKJDWl3JKJdcleiVYV1hJI\nQKvmEmi9uCodtFhbVMlEURSlamqzN9dQe91EURRFubLZ0mbiV8ZmvXUW4HpBlUwURVGqpi7aTPYA\n6UAcEG/9+aQQYo8Qoou9AlEURVEuX7Ykk9+BwVLKACmlP3AzsBpt6d65NRmcoiiKcnmwpZrrQBnr\nwP8jpWwvhNgnpexYoxHaQFVzKYqiVE2tT6cCpFjXbl9qfT4GSBVCOAAWewWiKIqiXL5sqea6A2gE\nrLQ+mli3OQC311xoiqIoyuWi0mquy4Gq5lIURamaWq/msk5Bf9EndX2Yel5RFEWpH2xpM3mq1M8N\n0GYQtnWlRUVRFOUqcEnVXEKIHVLK7jUQzyVR1VyKoihVUxfVXKVHwOuALoCawFlRFEUpYUs11260\nNhOBVr11Ari3JoNSFEVRLi+qN5eiKMpVqC6quZyAycB11k0xwGf1aaJHRVEUpW7ZMp3Kl4ATsMC6\naTxgllLeV8Ox2UyVTBRFUarG3iUTW5LJfillh8q21SWVTBRFUaqmLqagNwshmpcKoBlgtlcAiqIo\nyuXPlt5cTwMbhBAJaD26woGJNRqVoiiKclmpMJkIIXSAAW0N+Ejr5qNSysKaDkxRFEW5fNjSZrJX\nStmpluK5JKrNRFEUpWrqos3kTyHESCGE3W6qKIqiXFlsKZnoAXe00e8FaO0mUkrpVfPh2UaVTBRF\nUaqm1gctSik97XUzRVEU5cpkS28uhBBhaL24So6XUm6qqaAURVGUy4st06nMRlv3/TD/ji+RgEom\niqIoCmBbm8lRoH197g6s2kwURVGqpi56cyWgzc2lKIqiKGUqt5pLCPEhWnVWPrBPCPEnUFI6kVI+\nassNhBCDgPfREtc8KeXs/+z3AeYDzdEGSE6SUh4WQrQClvHvWirNgOellHNsf3mKoihKbSi3mksI\ncXdFJ0opF1S033oNHRAHXA8kAzuBsVLK2FLHvAXopZSvCCEigY+llDeUcZ0zQA8p5eky7qOquRRF\nUaqgNrsG95dS3lPN63cH4qWUiQBCiKXArUBsqWNaA28ASCmPCiGaCiECpZTppY65ATheViJRFEVR\n6l5FbSbt7XD9MKB0Ajhj3VbafmAEgBCiO9AEaPSfY8YA39ohHkVRFKUGVFQycRNCdEJrr7iIlHKP\nnWJ4E/hACLEHOADspdQU99aVHocBMyq6yKxZs0p+7tevH/369bNTeEp90rRpUxITE+s6DEW5bISH\nh3Py5EliYmKIiYmpsftU1GaiR2vjKCuZSCnlgEovLkRPYJaUcpD1+QzrubMrOOcE0E5KmWt9PgyY\nUnyNcs5RbSZXCWs9b12HoSiXjfL+z9Rmm8kxWxJGJXYCLYQQ4UAKMBYYV/oAIYQ3kC+lNAoh7gc2\nFicSq3GoKi5FUZR6zabpVC6VlNIshJgKrOPfrsFHhBAParvl50A0sEAIYQEOAfcWny+EcENrfH+g\nJuNUFEVRqqeiaq6bpJTrajmeS6Kqua4eqppLUaqmtqq5Kp1O5XKgksnVQyUTRama2komtkynoijK\nVWTBggX06dPnks6dPHkyr732GgAbN26kcePGJfvatm3Lpk1qftgrlUomimInERERrF+//qLtRqOR\n0aNHExERgU6nq/QDtV+/fri6uuLl5YWnpydeXl5s3769psIuU0ULq86bN4/o6Gi8vb0JCQlh6NCh\n5OXlAfDJJ5/w3HPPlXmdgwcPct1119Vc0EqdqmhurlVo82KVSUo5rEYiUpQrUJ8+fZg2bRqjR4+u\n9FghBHPnzmXixIm1EFnVbNy4keeee45169bRvn17srOzWbVqVV2HpdQDFZVM3gHereChKIoNnJyc\nePTRR7nmmmvQ6WyrDCirjjsxMRGdTofFYinZ1r9/f+bPnw/A8ePH6devHz4+PgQFBTFu3L+98GNj\nY7npppvw9/cnOjqa7777rmRfZmYmw4YNw9vbm549e3L8+PFy49q1axfXXHMN7dtrE2T4+Pgwfvx4\n3N3dAZg4cSIvvPBCmeeWLrlZLBZef/11WrRogbe3N926dSMpKQmAxx9/nCZNmpRs37x5s03vmVK3\nyv3LllJurOhRm0EqiqKpqPrp+eefZ+DAgWRnZ3PmzBkeeeQRAPLz87npppu46667OHfuHEuXLmXK\nlCnExmpT5E2ZMgU3NzdSU1OZN29eSXIqS48ePVi7di2zZs1i69atFBUVXdLrePfdd1m2bBm//fYb\n58+fZ/78+bi5uQHQvXt3/vnnH7KysrjjjjsYPXr0Jd9HqT2Vfk0SQrQUQqwQQhwWQiQUP2ojOEWp\nKiHs86hrjz76KH5+fvj6+tK1a1ebznFyciIxMZGkpCScnZ255pprAFi9ejURERFMmDABIQQdOnRg\n5MiRfPfdd1gsFn744QdeeeUVGjRoQJs2bbj77vInDL/22mv54Ycf2Lt3L0OHDiUgIIAnn3yyyj3s\n5s2bx2uvvUaLFi0AaNeuHb6+vgDccccd+Pj4oNPpmDZtGoWFhRw9erRK11dqny1l7q+ATwAT0B9Y\nCCyuyaAU5VJJaZ9HXZszZw6ZmZlkZWWxa9cum855++23sVgsdO/enXbt2vHVV18BWvXY33//jZ+f\nX0mCWrJkCampqaSnp2MymWjU6N+5VcPDwyu8z8CBA/npp5/IzMzkp59+4uuvv+bLL7+s0us7ffo0\nzZo1K3PfO++8Q+vWrfH19cXX15ecnBzOnTtXpesrtc+WEfCuUso/hTaYIxGYJYTYDZRdMaooSo0o\nbpfIz8/Hw8MDgLNnz5bsDwoK4vPPPwdgy5Yt3HDDDfTt25fGjRvTr18/1q5de9E1LRYLTk5OnD59\nmlatWgFw6tQpm2Pq378/AwYM4ODBg1V6LY0bN+b48eO0bt36gu2bN2/m7bffZsOGDSX7/Pz81Nii\ny4AtJZNC6+JU8UKIqUKI4YBHDcelKJeloqIiCgsLSx5ms7lke0FBAUDJvqoKCAggLCyMxYsXY7FY\nmD9//gWN5StWrChpxC6uJtLpdAwdOpS4uDgWL16MyWTCaDSya9cujh49ik6nY8SIEcyaNQuDwcDh\nw4dZsKD8de9+/vlnli1bRnZ2NgA7duxg48aN9OrVq0qv5b777uP555/n2LFjABw4cIDMzEz0ej1O\nTk74+/tTVFTEyy+/jF6vr+pbpdQBW5LJY4Ab8CjQBRgPVLgKo6JcrYYMGYKbmxuurq64ubnx0ksv\nARAZGYm7uzvJyckMGjQINze3cksAFTWyf/HFF7z11lsEBARw5MgRevfuXbJv586d9OjRAy8vL267\n7TbmzJlD06ZN8fDwYN26dSxdupTQ0FBCQ0OZMWNGSUL78MMP0ev1hISEMGnSJCZNmlTu/X19ffni\niy9o1aoV3t7eTJgwgenTpzN27NhK35vSr+uJJ57g9ttv56abbsLb25v77ruPgoICBg4cyMCBA2nV\nqhURERG4ubldMPBRqb/UdCrKZUVNp6IoVVMfpqAvvmEr4GkgvPTxdpieXlEURblCVFoyEULsBz4F\ndlNqBUQp5e6aDc12qmRy9VAlE0WpmnpTMgFMUspP7HVDRVEU5cpjSwP8KiHEFCFEiBDCr/hR45Ep\niqIolw1bqrlOlLFZSinLHnFUB1Q119VDVXMpStWoxbGqQCWTq4dKJopSNfWmzUQI4QRMBooXIogB\nPpNSGu0VhKIoinJ5s6Wa60vACSgeFjseMEsp76vh2GymSiZXD1UyUZSqqU/L9naTUt4tpVxvfUwE\nutkrAEVR6pfLbdnetWvXMmLECLtf154qWuelqkr/foqKioiOjiYjI8Mu164OW5KJWQjRvPiJEKIZ\npcabKIqiUcv21s2yvTNnzuSZZ56x+3UvVXWSsa2K31dnZ2fuvfde3njjjRq9ny1sSSZPAxuEEDFC\niI3AeuDJmg1LUa4sffr04ZtvviEkJKTSY4uX7c3JyUGv15OTk0OPHj1qIcrKFS/bu2zZMs6fP8+R\nI0cYM2ZMncWza9cucnJy6Nat/lSWSCkrTMb2Nm7cOBYsWIDRWLfN2JUmEynln0BLtIkeHwEipZQb\najowRblSqGV7NTWxbO+aNWvo27fvBdumTZtGcHAw3t7edOjQgcOHD5fE9vDDDzN48GA8PT3p06cP\nqampTJs2DT8/P1q3bs3+/fsveM/69++Pr68v7dq1u2Ct+5ycHCZMmEBQUBARERElVXuxsbFMnjyZ\nbdu24enpiZ/fv0PyMjMzGTp0KF5eXvTq1YsTJ05ccK9L/f2EhYXh5+fH33//Xe77VBvK/csWQgyw\n/jsCGAK0sD6GWLcpilLL1LK9Fzpw4ACRkZElz9etW8fmzZs5duwY58+fZ/ny5fj7+5fs/+6773j9\n9dfJyMjA2dmZXr160bVrVzIyMhg5ciTTpk0DwGQyccsttzBo0CDS09OZM2cOd955J/Hx8QBMnToV\nvV7PyZMniYmJYeHChXz11VdERUXx6aef0qtXL/R6PZmZmSX3XrZsGS+99BLZ2dk0b968pDrQHr+f\nqKioCxJhXajoa1Jxur+ljMfQGo5LUS6JeEnY5VHX1LK9ti3bm52djaen5wXvgV6v5/Dhw0gpiYyM\nJDg4uGT/8OHD6dixI87OzgwfPhxXV1fuvPNOhBCMGTOGffv2AbBt2zby8vKYPn06jo6O9O/fn6FD\nh/Ltt99isVhYtmwZb775Jm5uboSHh/Pkk0+yaNGiCl/z8OHD6dKlCzqdjjvvvLPkXvb4/Xh6epas\nMVNXyh1nIqV80frjy1LKC0bBCyEiajQqRblE8sUro9vwnDlzKlxXpCxvv/02M2fOpHv37vj5+fHE\nE08wceLEC5btBa0KzWw2M2HChHKX7f3rr7/KvU/xmiMAGzZsYNSoUURFRXH//ffbHGtly/bOnz+f\nlJQUAPR6fbnL9vr6+l6weFb//v2ZOnUqDz/8MKdOnWLEiBG88847JStTlk4srq6uFz3Pzc0FICUl\n5aJ1VMLDw0lKSuLcuXMYjUaaNGly0b6KNGzYsORnNze3knvZ4/ej1+vx8fGp8P41zZYK3O/L2LbC\n3oEoilKx0sv2Fitr2d6kpCQ+/fRTpkyZQkJCQsmyvZmZmSXryufk5PDRRx8RGBhYsmxvsdpctve/\nipftXbFiBVlZWWRlZeHl5VVuyad9+/bExcVdsG3q1Kns2rWLw4cPc/ToUd5+++0qxQYQGhp6wXsC\n2vsSFhZGQEBASSmwWGJiImFhYUDFVZFlscfv58iRI3To0KFK97W3itpMooQQIwFvIcSIUo97gAa1\nFqGiXEbUsr22sdeyvYMHDyYmJqbk+a5du9ixYwcmkwlXV1caNGhgc6cH+LfjQ48ePXBzc+Ott97C\nZDIRExPD6tWrGTduHDqdjjFjxvDcc8+Rm5tLYmIi7733HuPHjwe00s+ZM2ds7l1V3d9PcnIyWVlZ\n9OzZ0+bXWRMqepcj0dpGfLiwvaQzYHt5VlGuImrZ3vLVxLK9nTp1wsfHh507dwJaL6v7778fPz8/\nItsUJm4AABRESURBVCIiCAgI4Omnn640tv/G6OTkxKpVq/j1118JCAhg6tSpLFq0iJYtW/5/e/ce\nHXV95nH8/QlYFEkQjoAoJUjRAipBKKyIUMQu6HoURDxF0AW663qjtSgKWj3tHu/Hutau1a5nrUbU\n1cVLtSIq1QW0YgWFGDGB1AvFC8FCIVy8IHn2j993xkkyiRNmMvlFntc5c/jN93d7ZobJd36X7/MA\n0WnIjh070rdvX0aPHs0555zDzJkzARg7dixHHXUUhxxyCN27d//afWb7+Tz44INMnz6d/fbbL+PX\n2RIySacywsyW5ymeveLpVPYdnk7F1bd48WLuuusuHn/88dYOJe+++OILBg8ezLJlyzj44IPTLhOb\nrMGSSoFLzGxreN4FuNXMmnd1sAV5Z7Lv8M7EueaJU26uQYmOBMDM/g4cm6sAnHPOtX2ZdCYF4WgE\ngFBlMZNyv4nlT5ZUKWmdpLlp5h8k6XFJZZJelTQwZV5nSQskVUhaIykeOSWcc87VkUmncCuwXNIC\nQMBk4PpMNi6pALgDOAn4CFgh6Ukzq0xZ7CpglZlNkvRd4DfAD8K824FnzOwsSe2Bjpns1znnXH5l\nkpvrfuBMoBrYCEwys6aHen5lOFBlZutDMa2HgQn1lhlIlDwSM1sL9JHUTVIRMMrM7g3zvjSzmgz3\n65xzLo8yOl1lZmskfUIYXyKpt5llMrLpMCB15M8HRB1MqjJgEvAnScOB3kAvoBb4m6R7gRJgJdGN\nAJ9mErNzzrn8+dojE0mnS6oC3gOWAu8Di3IYw01AF0lvABcDq4jqpbQnGtPyGzMbAuwC5uVwv845\n53IkkyOTa4HjgD+a2bGSTgTOyXD7HxIdaST0Cm1JZrYdSN5mLOk94F3gQGCDma0Msx4FGlzAT/jF\nL36RnB4zZgxjxozJMETnnPvmW7JkSZ1sAbmWyTiTlWb2PUllwLFmViupzMy+NhGMpHbAWqIL8B8D\nrwFnm1lFyjKdgV1mtlvSecBIM5sR5i0FzjOzdZJ+DnQ0s3R3hPk4k32EjzNxrnniNM5kq6ROwDLg\nQUm3Azsz2biZ7QFmAc8Da4CHzaxC0vmS/i0sNgB4S1IFMB64JGUTPwn7XE103eSGTPbrXGvY27K9\nH374IZMnT6Zbt2506dKFQYMGcf/99yfnn3/++fTv35927drVaU9n5syZdOjQgaKiomRxqdT9lZaW\n0r59e4qKiigqKqJfv3789re/bbCdnTt30qlTJ0499dQG8/r06UPHjh0pKiri0EMPZebMmXWST7p9\nUyadyQSi6xWzgWeBd4hydGXEzJ41s++a2RFmdlNo+y8zuztMvxrmDzCzyWa2LWXdMjMbZmaDzWxS\n6jzn2pKmyvaee+65FBcXs2HDBjZv3sz8+fPrpEYfPHgwd911F0OHDs1oX3PnzqWmpoZt27ZxwQUX\nMGnSpDq/TI8//nhqamqoqanh0Ucf5YorrmhQWOmxxx5j//33Z/HixWzatKnOPEksXLiQmpoaVq9e\nzapVq2JRg9y1riY7k3Ca6mkzqw235paa2a/NbHOe4nOuzfu6sr0rVqxg+vTpyQy3JSUlyXohABde\neCEnnngiHTp0aPa+p06dypYtW6iurk47f/DgwQwYMICKioo67aWlpVx44YUMGjSIBx54oMF6ic6p\ne/fujB8/Plnoye27muxMwmmq2nBdwznXAkaMGMFFF13EI4880qCGRjb27NlDaWkpffv2rXOkk2rF\nihVUVVXVqea4fv16lixZwrRp05g6dWqTKek/+OADFi1alMym6/ZdmZzm2gGUS7pH0q8Tj5YOzLm9\nIuXmkUcLFixg9OjRXHfddfTt25chQ4awcuXKr1+xEbfccgtdu3alsLCQSy+9lGuvvbZO+vfly5fT\ntWtXioqKOO644zj33HOT5XMB5s+fT0lJCf3792fKlCm8/fbbDU6DTZw4kaKiInr37k2PHj3q3E3p\n9k2ZdCaPA9cQXYB/PeXhXPyY5eaRR507d+aGG26gvLyc6upqSkpKOOOMM/Z6e5dffjlbtmxh165d\nrFy5kjlz5vDcc88l548YMYItW7ZQU1PDxo0beeutt7jqqquS8+fPn8+0adOAqOLg6NGjGxydPPnk\nk9TU1LB06VIqKysbLavr9h1NVVrsDRCukzR45C9E5/YdXbt2Zc6cOcnqedkaOHAgI0eOZOHChWnn\nd+vWjTPPPJOnn34agFdeeYWqqipuvPFGevbsSc+ePXnttdd46KGHqK2tTa6XuGYyatQopk+fzmWX\nXZZ1rK5ta+rI5PeJCUnp6sA75+rZm7K98+bNY82aNezZs4ft27dz55130q9fP7p0iZJ17969m88+\n+wwzS24/07E2lZWVvPzyyxx99NHJttR1N2/ezBN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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -127,7 +127,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": { "collapsed": true }, @@ -138,16 +138,16 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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vTEYAIiJSc5U32PDj6O9MIPbnvpXYFhGRfVSZScTdX4uebnb352NfM7NLUxqV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\nlERERCRhSiIiIpIwJREREUm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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -164,7 +164,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": { "collapsed": false }, @@ -187,7 +187,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": { "collapsed": true }, @@ -198,16 +198,16 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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IiNRTB0wi7v5i9PYbd/977DEzuySlUYmISJ0QTxfffHfvXdW+2qA2ERGR6ktX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\n", 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -224,7 +224,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": { "collapsed": false }, @@ -259,7 +259,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", - "version": "2.7.10" + "version": "2.7.11" } }, "nbformat": 4, diff --git a/notebooks/makeLens2.ipynb b/notebooks/makeLens2.ipynb index aa76f12..944a57b 100644 --- a/notebooks/makeLens2.ipynb +++ b/notebooks/makeLens2.ipynb @@ -105,9 +105,9 @@ "outputs": [ { "data": { - "image/png": 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FODSbq+/chL0xx6ACSeTT3zbiRj06hbYs++SalpkJb78N338PsbG8M3Eiczt1\nYt1HHxE0dKgx30o1lMbLTCKWtokJwA8YpZCvlFKfi8isMi61prHideB9pdROjMSxEzCJyAGl1BvA\nSiDTst9c3A2mTp1a+HPv3hF8PqcHYc8PY4hnaza/OJvpT9jx+ONWRKJVjz59it9/223lv9eZM3Dq\nlPHz778bCerRR6F1axrffjuNx41jWJs2pBQUEJOTw9enT/Po4cOciooiwseHDu7uXOPlRXfLHGeB\njo441oFpdE/n5fFPRgari7QzXcrD3p676tfHzc7uilu2oKF3KEfPnCz3dflmMwsO/kJIy8d59sgR\nTubm8mNy8kUfZPbAHUFB+Dk4FFa/NnByqt6JV48dgyeegF9/hT59KHj/fd7z9+fjzEzWNWtGsK8v\nTJ0Kr79uDCdo147IyEgiIyOrJBxr2kT2AN1FJNOy7Q5sLmvuLKVUd2CqiAy0bD8PmC9tXL/kmmNA\nexHJuGT/DOCEiHx6yf6L2kT++EMY+fUErhuQwE+jfsJeOZQ48Zl2mcrLM76Z/fCDMQVN167Goh3d\njEKwSYRMk4kFCQlkmEx8ffo0Zy29zrwdHGhnGZejgNsDAmjg7EwDJydaVOmo1LLF5uTwR3w838TE\n8BcQmJ7OuKgonPz8oIWxiBN+fpyfNOqfjAz+PHeONJOJXt7etHN35yZ/fzp5eFz2nRju//4pFn8R\nSNryskvJ5/LzWZeayqLERHZlZHDwXCLtHP0Y0ywMB6UYHRiIT5Hf16ncXH6wJJZlyckcysoizMWF\n//j7V/2yEFlZ8NlnRnK480544QUyvL0ZuHs3ZwoKWN6+PeGursa5IvD110ZNwZo10KrVRbeq7ob1\nPcA1IpJt2XYFtlqRRBwwGtavB+IwqqMubVj3BrJFJE8pNQHoISJ3W44FishppVQYxhom3UQk7ZJn\nXJREmox7HVOrb4h6cv1luyqcVg5pafDuuzBrFoSHw8SJMGFCsYt2iAh/pKSQbjK6CJzJz2fJ6dOY\nRNiXlUWwkxMBjo6MrV+f4QEBuFXTWJmE3Fxe/eMP5js40O3QIe6KimJwTAz+rVtDz57GGrQxMcaH\nRlSU0cV76FDjQ2P4cBILCtiQmspvZ86wNzOT4zk59PP1pb+vLwP9/AgppVddXfXuX+/x9IyjpC6Z\nVeKCTlGZmfyUnMy7sbE0d3NjVGAgjqmZPLygJ7mvJOLkaF2JNN9s5vezZ/k8Pp6/0tLo4eXFtMaN\n6WjrNrgXWVUzAAAgAElEQVSdO+GBB4yq21dfheuvJ9NkYvDu3bRwc2N2ixbFl4YWLIAXX4S9e42Z\nMiyqO4k8AdzNheqsW4F5IvJumTdXahAXuvjOEZHXlFL3A4jIbKXUtcA8jKqvvcC959cqUUr9Cfhj\n9M6aLCL/aukqmkRmrfqOySsmc/T5zTTyC7HirWtXjLNnYf16Y9GxM2fgrbcozwx9p/PyiM/LY0Nq\nKj8kJbEhNZVwFxdGBwUxoUGDUrs3V4SIEJmYyJSNG9nq5cWwnTuZ2qQJLdq2NZJDScXr2Fijd96i\nRUZPuv37jfd5++3GPOvu7hzMymJxYiL7srL4OTkZe6Xo7+tLG8un7U1+fjQ5/222BDlmMwsSEsgt\n52wRIU5O3GbpbtrAyanKxmB8t+87xr+7iA2P/nBRf5G0ggKWx8QwJSGBUzk5jIyPZ9yJE/R+913I\nyiK3oACT2YSbk+Xvs0kT+M9/jJ9bt4b+/aF+/RJXDjuclcXXiYm8fuIEN/n7M6RePe4IDKxcFWlm\nJkyaBF99BS+8YCQEOzu2p6Xx8OHDtHJz48tWrUqvTrvrLqMTyiefFO6q9kWplFJdgB6WzfUistMW\nD6+s80lkU+wm+s8Zwi2pK1jy7lVlX6hdmcxmo7/35MnQowe89BJcOl7GCpkmE6tSUvgxKYmlSUn8\nx9+fMUFB9PHxwauSVUWbzp3jv9u2sSsvj+e3beOhESNwa9kSylvyMZuNEsqiRTB/PqSmwsCBcPfd\ncN114OxMtslEtiUhZJvNZJpMfJWYSJ4VnwkDfH1L7D5aktUpKezLyiLHbKaFqyuhzs7c6OdHBw8P\nrvH0tFlS2XxyM4NmPcbca7fSv+851u/axcL4eJb7+BAWH8//fv6ZWxwccD7fS7BvX2jfno4v3k87\n/y58/cREY//y5XD4sPHzjz8aq0g1aWIk8nHjjBWlwsP/9fyU/Hy+TEhgbnw8eSJMadSIUYGBOJQn\nmWRmwuzZMGOGUSW7eDH4+CAiLEtOZuKhQzzVsCFPNmyIfVm/t7Q04995kaUjayqJ9MQoMWwQkR22\neHhlKaVk5YENjF42lJwlC9j9/UAaN67pqLRaLz7emLZ/7lwYPtxIJsV8GFjjYFYWv545w5LTpzme\nk8MToaHcWq9euSbQNInwaVwcc2NiiElJYdLvvzOpfXs8xo8vceBouW3fDj//bLQVpacbvdnGjTNK\nKdW83k2OycTvZ8+SbjKxIDGR6OxsnJSijbs7N/v7E+TkxE2V6EGXuPw7JiyfjXPgQDa0bUJIRgYj\n4+O5qXlz2nTtemEaoSJEwOGpcFaMXU7/Tq2LuStGe9vy5cZKp6tXG70D27QxEvOwYRdVFxn3FBad\nPs3048dxUIqXGzcuLImVascOuP9+o2fVq68aSQ5IzMvjuaNHWZ2SwuwWLcrXy/Ctt4yu+ZZF7Ku7\nOmsKMJwL1VlDgO9E5GVbBFAZSilxfymQ8X7zSdgwkG+/remItDolNtb4TzpnDkyfDk89VeEukSLC\n2nPnWJiYyNLTp2ns6srN/v7GJJrFfGM3AwsTEzmYlcU3p0/TKjubaa+8Qo/Bg/GdNAnKqFKqMJPJ\naDvZssUYYBoZaUyXM2wYBAcbVTWjRkExSxaUi2XsjzVyTCYOZGXx+9mzHMrOZmNqKidzc/FxcGBM\nUBD2StHPx6ew08NFsrMhI4O127ax58wZtuTksLlZM7zPJdAlxo83BoXTul07VBmlgL/2JNBzcRsK\nXj1jfYno1CmjV+D33xtJpUEDo+pozBjjd2lpF8k3m/kqMZHpMTGkFhTwUHAwj4aGXjyOIzXVKO1M\nmwYpKUaD+PPPg1Ik5+Ux48QJPjx1itsDAvioeXN8y/vvNCPDKEWtWwetW1d7EjkEdCgy8M8V2CUi\nLWwRQGUopaRBs9PYZQcwa1bFeolqGseOwc03G4MpX3rJ+BCtRAkgx2TiF0tD9vyEBHLMxfZO51pv\nb7q5ujLqgw9o9N13qJUrjW+21Skz02gnWrzYSDDx8UZyqeCKoYWysuDqq+HSb8suLsYHbdE515yd\njSoby4e3SYRsk4nt6elsSksjz1LllnV+sCtATo5RZWeZIDQ4I4NhJhN+jRtzZ9euNHq7Bf2Pb2Tp\nF9aNFXnui+XMPfAWp99aXbH3m5kJGzcaCWXZMsjPh379jC7tHTsWvq89DRrwv8REIgsK6Aa0jI9n\n5MaNeK9bR0cnJ5g+nYL+/dmak0O6ycTChASWnTnDjb6+vNy4cbGzelvt1VfhwAFYuLDak8ha4DYR\nSbFs+wLfi0g/WwRQGUopOXBAePNNo+ebnlxWqzAR44N02jTjH9J331X9B/rmzcb0Cp06wXvvQVj5\nB8fVWqmpRhfrSz9fDh406uaLio01kkpppa+0NCOxBwYa2x06QESEUS1XzCRZLWd2J+Dvd9mw5Fqr\nwu31wgyUawp//q/MSTGss2uXUd21YIFRCjhv2zbw9eVcu3asatqUda1b80/r1kS7uBDg6oq9UqQV\nFGCvFEFOTgzy8+Nmf3/bzLiQmmos5r55M6p582pNIssw5rBaadl1A0Z33ZMYc2hVbuL+SqjMGuua\nVqz8fOMbyaRJRl33Sy8VW4deKbm5Rk+bDz80qtLuuOPK/gaUnW18Qy6NUsYs11ZW4/T95HZOrRjJ\noZ+GW3V+wMO3M6HHMGaMvsOq8yssNha8vP7VfpJaUMDR7GzAaDNo6+5eNQNfn34anJ1Rr75arXNn\n/Wh5nReJ0cCusG5UuqbVHY6O8PDDRvXW1KlGD5z77jPqp0Ns0HV8xw4YMcKoP4+NvfDN+krm6gqd\nO9v0lmE+oewxx5Z9Ikat2BmHPfynazmn3amIYpZqAPB2cKBzdXRwGD7cqE60oTJTnYjMO/8CfgZ2\niMh8y775No1G02qLsDCj99aePcY6Lq1aGVNNJCVV7H5RUUbjdb9+8MgjxrgVnUCqTJOAEDKIs+rc\nfQcKwDuGqxpfrjOzFtG1q9FeZUNlJhGlVKRSyssyGeLfwBdKqTIHGmraZaF5c2Og15YtxuJgDRvC\n9dcbawsUbegtjslk1IuPGmWsaNm0qTHuYNKk6on9CtYkIJg8p3jy88s+d+WWE7iagnBxuAIWWFPK\n5j2QrKnO8hGRNKXUfcACEXnJMhWKpl052rQxGtvT0+GDD4wqKXt7uPZao8pr8OAL527ZYrz27YO4\nOKPx/ORJq7u8apUX4tUAB984zp7912oB/7I+6jDB3s2qJ7DaYPx4eP9fa/xVmDVJxF4p1QAYAfzX\nsk+3hWhXJk9Po1H8hReMMRYJCcZsqk89deEcX19jgrzRo41pM+rAzMCXm2DPYJRXHMnJZSeR3Sej\naduiefUEVhuUtXZQOVmTRKZjTIC4UUS2KqWaAodtGoWm1UUREcaf5ZiHS6sewZ7BmNyMJFKaggI4\nkRnNPc2uoJKIjVmzKNVSYGmR7SPAsKoMStM0rTI8nTxBCbGJ6UDJvZ5iYsAh8DDtgktY50YrkzUN\n6y2VUquVUlGW7Q5Kqf+WdZ2maVpNUUrhLg04lhxf6nnR0WBXL5rmfldQdZaNWVNZ+znwApBn2d4D\nVPGIHE3TtMrxtgsm5mzp3XwPR5vIdT1OE98m1RTV5ceaJOImIlvOb1iGiFvRcU7TNK3m+DsFE5de\nehLZefQEnnaBuDpW0YSXVwBrkkiSUqqw1UkpdTtQehlR0zSthtV3CyYxq/Qksi8hmlA33aheGdb0\nznoE+AxoqZSKA44Bd1ZpVJqmaZUU4h3MgfzSk8jx9MP0CNBJpDKs6Z11BLheKeWBMV9WFjAKOF61\noWmaplVcI78GpJm3l3hcBJJM0XQK043qlVFidZZSylsp9YJS6iOl1AAgE2Ot9SPAyGqKT9M0rUKa\nBgaTZV9ySSQxEewDomlbX5dEKqO0kshC4CzwF3Af8CJGSeRWEfmnGmLTNE2rsFYhweQ6l5xEjh0D\nu4DDNPfXJZHKKC2JNBaRWwCUUl9gNKY3EpHsaolM0zStEpoFNUDc48jJEVxc/r10xpGjJvLcjunu\nvZVUWu+sgvM/iIgJOKUTiKZpdYWXiycKO2IS0os9/s+xWNwJwM3RrZoju7yUlkQ6KKXSz7+A9kW2\n06orQE3TtIpyzA3mwKniq7Si4qNp4KLbQyqrxOosEbmC1+vUNO1y4FYQTHRiHNDqX8eOpUbTpJ1O\nIpWl56jWNO2y5amCOX6m+JJIQt5h2jXQjeqVpZOIpmmXLT/HBpxM/XcSMZkgzTGaq5vokkhl6SSi\nadplK8AlmITMf8/SdPKkMUakTZAuiVSWNVPBv2HNPk3TtNom2DOY5Nx/l0SOHDVj9jqqu/fagDUl\nkQHF7BtczD5N07RaJcw3mFTTv5PIjuiTOIsf7k7uNRDV5aXE3llKqQeBh4CmSqk9RQ55AhurOjBN\n07TKahIQTEb0v5PIrtjDBNrrqixbKG3E+iJgOfA68CzGlCcA6SJypqoD0zRNq6zm9RuQ4xSHiKDU\nhVHrh85EE6Yb1W2ixOosEUkVkeMYCUQAs+XlrpQKq57wNE3TKq5hfXdUngenM09ftP9U9mFa6Sng\nbcKa9UT+r8jPLkBj4CDQtkoi0jRNs5F69UBSmnDk7FGCPIIK95/hEF3Ce9RgZJePMhvWRaR9kVdz\n4Bpgc9WHpmmaVjnu7mCf2oSo+KOF+/LyIMfjANe1+Pcodq38yj1ORER2AN2sOVcpNVApdUApdVgp\n9Wwxx32VUj8qpXYppbYopdoWOTZZKbVXKbVHKbVIKeVc3lg1TdO8zE3YHXshiRyNyQPvE7QMaFqD\nUV0+yqzOUko9WWTTDrgKOGXFdfbAh0B/y/nblFI/i8j+Iqe9AOwQkaFKqZbAR0B/pVQI8CjQWkRy\nlVLfYKymON/K96VpmgZAoGMTDp3eULi95dARXPIa4mTvVINRXT6sKYl4Ah6WlxNGG8kQK667BogW\nkeMikg8sKea61sBaABE5CIQrpQIsxxwAN6WUA+CGFYlL0zTtUg3dm3I87Ujh9o4TB/E366osW7Fm\njfWpYCyXa2yKtdPAhwCxRbZP8u9qsF3AbcAGpdQ1QCMgVER2KqXeBk4A2cAKEVll5XM1TdMKtfRv\nxYbcqMJuvnuTdtPQRfcLshVrqrO6AnMBL8v2OeBeEdlexqVixfNfB95XSu0E9gA7AZNSyhe4BQgH\nUoGlSqk7ReTrS28wderUwp8jIiKIiIiw4rGapl0pWobUR512JiY1hnCfcKKztnFj/btrOqxqFRkZ\nSWRkZJXc25ouvnOBh0RkPYBSqqdlX4cyrjsFNCyy3RCjNFJIRNKB8ee3lVLHgKPAIODY+UGNSqkf\ngOuAUpOIpmnapUJCwPNoF3bE76CRdyMS7LdxXaOPajqsanXpF+xp06bZ7N7WtIkUnE8gACKygSJL\n55ZiO9BcKRWulHICRgI/Fz1BKeVtOYZSagKwTkQygBigu1LKVRnDTPsD+6x6R5qmaUWEhIBdQhf+\njvub2LRYTGahS7OGZV+oWcWaksg6pdRsYLFle6Rl31VQ2OX3X0SkQCn1CLACsAfmiMh+pdT9luOz\ngTbAPKWUAHuBey3HtiqlvgN2YCSsHcBnFXyPmqZdwUJCIOfwdaw5/hKNfZtATC8aNVJlX6hZRYmU\n3nShlIrk4vYNVXRbRPpWSWRWUEpJWfFrmnZlKygAV498Al8NJyMvk4KlC8nccXNNh1WjlFKIiE0y\nqTW9syJs8SBN07Sa4OAAgf6OfNbvZzbH/M1PBf+p6ZAuK9b0znIBhmH0lLLHUhIRkelVG5qmaZpt\nhISAf24XTFu70LtXTUdzebGmTWQZcA74G8ip2nA0TdNsLyQEDhyA2bPh779rOprLizVJJEREbqzy\nSDRN06pISAh8+ilcey2Eh9d0NJcXa7r4blJKlTUmRNM0rdYKCYEtW2DcuJqO5PJT2vK455fEtQfu\nsQwEzLXsExHRiUXTtDqhYUNo1Qpuu62mI7n8lNjFVykVXtqFllUPa5Tu4qtpmjVycuDsWQgOrulI\nagdbdvG1ZpyIXzG70y0z89YonUQ0TdPKz5ZJxJo2kR1AMnDY8koGYpRSO5RSXWwRhKZpmlY3WZNE\n/gAGiYi/iPgDAzHWFHkY+KQqg9M0TdNqN2uqs/aKSLtL9u0RkfZKqX9EpFOVRlh6bLo6S9M0rZyq\nddoTIN6yPvoSjNHqI4BEy/K3ZlsEoWmaptVN1lRnjcZYC+Qn4EcgDLgDo+vviKoLTdM0TavtyqzO\nqs10dZamaVr5VWt1llJqbTG7RUT62SIATdM0re6ypk3k6SI/n5/R15qVDTVN07TLXIWqs5RS20Sk\naxXEU944dHWWpmlaOVV3dVbREet2wNWAly0ermmaptVt1lRn7eDCcrgFwHEsa6FrmqZpVzbdO0vT\nNO0KU93VWU7Ag0BvjBLJOuDT2jABo6ZpmlazrJn2ZA5GspmPMWJ9LFAgIvdVfXil0yURTdO08qvu\nqeB3X7oAVXH7aoJOIpqmaeVX3VPBFyilmhV5eFP0OBFN0zQN6wcbrrEsjwsQDtxTZRFpmqZpdUap\nScQyU29HoAXQ0rL7oIjkVHVgmqZpWu1nTZtIrRidXhzdJqJpmlZ+1d2w/i7gCHwDZGL00BIR2WGL\nACpDJxFN07Tyq+4kEsmFEeuFRKSvLQKoDJ1ENE3Tyq9ak0htppOIpmla+VX3iPXz07+HY6xmeL46\na7otAtA0TdPqLmu6+C4DzgF/A7pXlqZpmlbImiQSIiI3VnkkmqZpWp1jzYj1TUqpGp/iRNM0Tat9\nSkwiSqk9Sqk9QE/gb6XUofP7lFK7rbm5UmqgUuqAUuqwUurZYo77KqV+VErtUkptUUq1texvqZTa\nWeSVqpR6rKJvUtM0TasaJfbOUko1B0qc7l1Ejpd6Y2O0+0GgP3AK2AbcISL7i5wzE0gTkZeVUi2B\nj0Sk/yX3sbNcf42IxF5yTPfO0jRNK6fq6p31jYhcVYl7XwNEn082SqklwBBgf5FzWgOvA4jIQaVU\nuFIqQESSipzTHzhyaQLRNE3Tal5pbSKVzVIhQNEP/pOWfUXtAm4DUEpdAzQCQi85ZxSwqJKxaJqm\naVWgtJJIgFLqCYpPJiIi75Rxb2vqmV4H3ldK7QT2ADsB0/mDllUVbwb+1Z5y3tSpUwt/joiIICIi\nworHanWVUjYpgWvaFUNEiIyMJDIyskruX1qbSDzwaSmBTSv1xkp1B6aKyEDL9vOAWUTeKOWaY0B7\nEcmwbA8BHjx/j2LO120iVxhLXW5Nh6FpdUJJ/1+qq00koaxEUYbtQHOlVDgQB4wE7ih6glLKG8gW\nkTyl1ARg3fkEYnEHsLgSMWiapmlVyJrBhhUiIgVKqUeAFRjTpcwRkf1Kqfstx2cDbYB5SikB9gL3\nnr9eKeWO0ag+oapi1DRN0yqntOosfxE5U83xlIuuzrry6OosTbNedVRnldg7q7YnEE3TNK3mWTPt\niaZpVxA7OzuOHj1a7uvWr19Pq1atCrfDw8NZs2YNADNmzGDCBF0zfTnSSUTTbCQ8PJzVq1f/a//m\nzZu54YYb8Pf3JzAwkBEjRpCQkFDifSIiInB1dcXT07PwtWXLlqoM3WpRUVEMGDAAf39/fH19ufrq\nq1m+fDkAvXr14sCBA4XnFu2O/cILL/D5559Xe7xa1Stt7qwMpVR6Ca+06gxS0+oCpVSx41jOnTvH\nAw88QExMDDExMXh6enLPPfeUep+PPvqI9PT0wle3bt2qMnSr3Xzzzdx4440kJiZy+vRpZs2ahZeX\nV02HpdWg0tpEPETEs4SX/lejaVYaOHAgw4YNw8PDA1dXVx5++GE2btxY7vtEREQwZ86cwu158+bR\nq1cvwBhQNnnyZIKCgvD29qZDhw5ERUUBkJuby1NPPUWjRo2oX78+Dz74IDk5F5YGmjlzJsHBwYSG\nhjJ37twSn5+cnMzx48eZMGECDg4OODo6ct1119GjRw8AIiMjadiwYbHXTp06lbFjxxZub9iwgeuu\nuw5fX1/CwsKYP38+AL/++iudO3fG29ubsLAwpk2rzCgDrTpYXZ2llApUSoWdf1VlUJp2Ofvzzz9p\n165dqeeU1KOmpBH7K1euZP369Rw+fJjU1FSWLl2Kv78/AM899xzR0dHs2rWL6OhoTp06xfTpxsKk\nv//+O2+//TarVq3i0KFDrFq1qsSY/P39adasGXfeeSfLli0jMTHR2rd8UdwxMTEMHjyYxx9/nOTk\nZP755x86deoEgIeHB1999RWpqan8+uuvfPLJJyxbtszq52jVr8wkopS6RSl1GDgGrAOOA8urOC5N\nqxClbPOqKrt37+bll19m5syZJZ4jIjz22GP4+voWtjuUxdHRkfT0dPbv34/ZbKZly5bUr18fEeHz\nzz/nnXfewcfHBw8PD55//nmWLFkCwLfffsv48eNp06YNbm5upX7zV0qxdu1awsPDefLJJwkODqZP\nnz5ER0eXGV/RpLho0SJuuOEGRo4cib29PX5+fnTs2BGAPn360LZtWwDat2/PqFGjWLduXZn312qO\nNSWRV4BrgUMi0hi4HqgdrXyadgkR27yqQnR0NIMHD2bWrFmFVUDFUUrxwQcfkJKSQkpKCtu3by/z\n3v369eORRx7h4YcfJigoiPvvv5/09HSSkpLIysqiS5cuhUlp0KBBJCcnAxAfH39RFVRYWOmVDCEh\nIXzwwQdER0cTExODu7s7d911l5W/AUNsbCxNmjQp9tiWLVvo27cvgYGB+Pj4MHv2bM6c0aMNajNr\nkki+iCQDdkopexFZC5T91UjTtEIxMTHccMMNTJkyhTvvvLNC93B3dyczM7Nw+9IeXo8++ijbt29n\n3759HDp0iJkzZxIQEICrqyv79u0rTErnzp0jLc3oG9OgQQNOnDhReI+iP5clNDSUhx56iL1795br\nfYSFhXHkyJFij40ePZpbb72VkydPFnZIMJvN5bq/Vr2sSSIpSilPYD3wtVJqFpBRxjWadkXKy8sj\nJyen8GUymTh16lRhSWHixIlW3ae4NpFOnTrxww8/kJ2dTXR0NHPmzClsa9i+fTtbtmwhPz8fNzc3\nXFxcsLe3RynFhAkTmDRpEklJxjI9p06dYuXKlQCMGDGCefPmsX//frKyskqtzjp37hwvvfQSR44c\nwWw2k5yczNy5c7n22mvL9TsaPXo0q1atYunSpRQUFHDmzBl27doFQEZGBr6+vjg5ObF161YWLVqk\nZ26u5axJIrcCWcBk4HcgGmN6dk3TLjF48GDc3NwKX1OnTmXOnDkcO3aMqVOnFo77KKtbbHEfnJMn\nT8bJyYmgoCDuuecexowZU3gsLS2NiRMn4ufnR3h4OPXq1ePpp58G4I033qBZs2Z0794db29vbrjh\nBg4dOgQYPccmTZpEv379aNGiBddff32JH9pOTk7ExMTQv39/vL29ad++Pa6ursybN6/UuM/vP38s\nLCyM3377jbfffht/f386d+7M7t3Gitsff/wxU6ZMwcvLi5dffpmRI0eW+nvSal6Jc2fVBXrurCuP\nnjtL06xXo3NnFXnYMKXUYaVUmh5sqGmaphVVZklEKXUE+I+I7C/1xBqgSyJXHl0S0TTr1YqSCMbi\nVLUugWiapmk1z5pFqbYrpb4BfgLyLPtERH6ourA0TdO0usCaJOINZAMDLtmvk4imadoVTvfO0uoU\n3SaiadarFW0iSqmGSqkflVJJltf3SqlQWzxc0zRNq9usaVj/EvgZCLa8frHs0zRN065w1iSRABH5\nUkTyLa95QGAVx6VpWg2pS8vj5ubm0rZt23JNS1/dSltnpSKK/v089dRTfPrppza7d4XiseKcM0qp\nsUope6WUg1JqDJBc1YFpWl2jl8et/uVxP/vsM/r06UNQUJDN711RFU3CFfHUU08xY8YM8vPzq+V5\nxbEmiYwHRgAJQDwwHCh5bU9Nu0Lp5XGr3+zZsy9aMbG2qK7OH/Xr16dVq1b8/PPP1fK84pSZRETk\nuIjcLCIBltcQEbF+vmhNu8Lp5XGrZnncEydOcPTo0YsS7G+//Ubbtm3x8vIiNDSUt99+uzC20NBQ\nZs6cSVBQEMHBwSxbtozffvuNli1b4u/vz2uvvVZ4n9zcXCZNmkRISAghISFMnjyZvLy8wuOff/45\nzZs3x9/fnyFDhhAfHw9A7969AejYsSOenp4sXbq08Jp33nmn8NlFJ62s7N9PREQEv/76a4m/p6pW\nYhJRSj1r+fODYl6zqi9ETbu86OVxbbM87p49e2jSpAl2dhc+xu69914+++wz0tLSiIqKol+/foXH\nEhMTyc3NJS4ujunTp3PfffexaNEiduzYwfr163n55ZeJiYkB4NVXX2Xr1q3s2rWLXbt2sXXrVl55\n5RUA1qxZwwsvvMDSpUuJj4+nUaNGjBo1CjD+bsFYwTI9PZ3hw4cDxtovaWlpxMXFMWfOHB5++GFS\nU1Nt8vfTqlWrwqn0a4SIFPsCbrb8eTcwrsjrbmBcSddV58sIX7uSlPV3zlRs8qqI8PBwWb16dann\n7Nq1S/z8/GTDhg0lntOnTx9xc3MTHx8f8fHxkS5duoiISEREhMyZM6fwvC+//FJ69uwpIiKrV6+W\nFi1ayObNm8VkMhWeYzabxd3dXY4cOVK4b9OmTdK4cWMREbnnnnvk+eefLzx26NAhUUpddH5RJ0+e\nlEceeUSaNm0qdnZ20rt3bzl8+LCIiKxdu1ZCQ0OL/X289NJLMmbMGBERmTFjhtx2222l/p7Oe/zx\nx2Xy5MnFHvvqq6+ke/fuF+0LCwuT2bNnS2pq6kX7165dK66urmI2m0VEJC0tTZRSsnXr1sJzunTp\nIsuWLRMRkaZNm8ry5csLj61YsULCw8NFRGT8+PHy7LPPFh7LyMgQR0dHiYmJERH51+/v/LOL/r0E\nBgbKli1bbPL3s3LlSmnSpEmxv6OS/r9Y9tvkc7jEEesi8ovlxywR+bboMaXUCJtmMk2zEXmp9g5E\nLFn1fY4AABZbSURBVO/yuOPHj7f63kWXx42JieG2227jrbfeIjs7u3B53PNEpHC1wPj4eLp27Vp4\nzNrlcQFOnjzJxIkTueuuu9i0aZPVsZa1PO5zzz1HVFQUeXl55ObmMmJE8R83vr6+pKenX7Tv+++/\n55X/b+/eo6uqrwSOfzdJNYFEExFoCOWhUEEKBIyYCioCg+gaJQM6Gh8ldKZVGbG0ijxKV7G4FGtr\na+toWx15tzhiVUSlYi0Bl1oBQySYGJmC8tAImpIEeRn2/PE793rvJY/Lzb3Jidmfte7KeZ+de5P8\ncn6/c/a+5x5mzZrF4MGDWbBgAXl5eYC7kgpcEaWmpgKEDcinpqZSW+vq7e3du5devXoF1/Xs2ZO9\ne/cC7j0LrXvfqVMnOnfuzJ49exp8/zp37hx2xdSxY0dqa2vDyhcHnOznU1NTQ0ZGRr3nbQnRDKzP\njnKZMaYBVh73S/Eqjzt48GB27NgRtj43N5dnn32Wffv2kZ+f32AD1JTu3buzc+fO4PyHH35IdnZ2\nvesOHjzIp59+Glx/Ms4888xmfz5lZWXB7sDW0NiYyOUi8lsgW0R+EzIesghovfvJjPExK4/btHiV\nx+3Rowd9+/YN3v587Ngxli9fzoEDB0hKSiI9PZ2kpKSTii2goKCAe+65h/3797N//35+9rOfBStJ\nFhQUsHDhQkpKSjhy5Ahz5swhLy8veJXQrVu3BhvJSB06dGj251NUVMTll18e0/cZD41diewFNgOH\nva+bgU24p9cvS3xoxrQ9Vh63Zcvj3nzzzSxdujQ4v2zZMvr06cPpp5/OH/7wB5YvX95gbI3Vbp87\ndy65ubkMHjyYwYMHk5uby9y5cwEYM2YM8+fPZ9KkSXTv3p0dO3awYsWK4L7z5s1j8uTJZGZmsnLl\nykZviIDmfT4fffQRZWVl5OfnN/o+JVI0RalOAw6qap03nwScqqqft0B8jbIEjO2PJWA0oY4ePcrQ\noUN59dVXffXAYUu588476du3L7fccku961siAWM0jcibwFhVrfXm04G/qOqF8QigOawRaX+sETEm\ner7I4gukBBoQAFWtATrG4+TGGGPatmgakYMiErz/TERycUWqmiQi40WkXETeDzy8GLE+00szXyIi\nfxeRgSHrMkRkpYiUici7IpIXzTmNMca0nGi6s84HVuDyZgFkAdeq6qYm9ksC3gPGAnuAjUCBhtRr\nF5EHgGpVnS8i5wD/rapjvXWLgSJVfUJEkoFOqnog4hzWndXOWHeWMdFrie6sJsvjqupGERkAnAMo\n8J6qRnOL73Bgu6ruBBCRFcAEoCxkmwHAAu8874lIbxHpgqvlfpGqTvbWfQGENSDGGGNaXzTdWeAa\nkHOB84ACEflOFPtkA7tC5nd7y0KVABMBRGQ40AvoAfQB9onIQhF5W0QeExEbhzHGGJ+JpjzuPOA3\nwG+BUcDPgauiOHY0fQ4LgAwRKQZuA4qBOtwV0jDgEVUdBhwEZkVxPGOMMS2oye4s4GpgCPC2qk4R\nkW7A8ib2ATcOEpoX+hu4q5Eg706vYIIgEdkB/ANIA3ar6kZv1UoaaETmzZsXnB41ahSjRo2KIjRj\njGk/1q1bx7p16xJy7GgG1jeq6vkishkYDVQD5ap6ThP7JeMG1sfgnn5/ixMH1k8HDqnqURH5HjBC\nVQu9deuB/1TVCu9qKFVVZ0acwwbW2xkbWDcmen55TmSjiGQCj+HSnhQDTabs9AbDbwP+ArwLPKmq\nZSJys4jc7G12LrBVRMpxqVR+EHKIacByESkBBgP3Rvk9GdMqYi2Pu3v3biZNmkSXLl3IyMhg0KBB\nwSJNAN///vfp378/SUlJYcvrU1hYyKmnnhpMrZKbmxuscQGukFUgr1R6ejpnn312vTW6a2trSUtL\n44orrqj3++zYsSPp6elkZWUxZcqUsMSQpn1ptBERl6RlgapWqervgHG4WiJRlcdV1ZdU9RxV7auq\n93nLfq+qv/em3/DW91fVq0Nv4VXVElU9X1WHqOrEyNt7jfGbWMvj3nTTTfTq1YsPP/yQzz77jKVL\nl4al8MjJyeGRRx5h2LBhjeZgCsQwc+ZMampqqK6u5tZbb2XixIlh/42OGDEiWHb36aef5q677mLL\nli1hx3n66adJSUnhlVdeOaH4lIiwevVqampq2LJlC8XFxWFVAU37Es2VyIuBCVXdoaqtWELLmLan\nqfK4mzZtorCwkNTUVDp06EBOTg7jx48Prp86dSqjR48mJSXlpM9dUFDAZ599FtYQhDYoOTk5DBgw\ngPLy8rD9Fi9ezC233MKgQYNYtmxZg8fv1q0b48aNO6ERMu1Ho42IN+Cw2bv91hgTB5HlcfPy8pg6\ndSpPPvnkSdXzaEigkairq2PJkiWcddZZDSYnfOu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KwNUi0gVAXNW9nk3E8iZwtTd9Xcjy\nGiA9ZL6+Amb1LSsD+jZxzqh5Kb6/DuyM1zFN+2aNiPkq2ID7w/iGqn6C+y97A4CqlgDFuJTXy4HX\nAjt5XVqrgfHe1+Aqb30ZMBd4WURKcGm/vx66Tch0YH468CNxJZ3PBg54y0uAOm9AfHrEPmHnjfAC\nMKqBbSKP0dB06Px5uPfpOMbEgaWCNyaORCRVVQ9509cB16rqvzXjeCm4ip4j4vGHX0R+DTynqn9r\n7rGMARsTMSbezhORh3FdU1W44kAxU9XDIvJTIJvwu71iVWoNiIknuxIxxhgTMxsTMcYYEzNrRIwx\nxsTMGhFjjDExs0bEGGNMzKwRMcYYEzNrRIwxxsTs/wGUbjrcQZF/awAAAABJRU5ErkJggg==\n", 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cSw8v07XX4zNJ8NjIjCGFtqpXL1LC6tXw/vtw+TI7+/Rh7IQJ/PjBB/Rq0QJe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\nUTl3uOpYmKhG9XSRP1a2d968efG2uXPnct9993H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f+FE6gxIRkdpBvbNERPYxqazOqnCciJnd5O63m9m95bzs7n5VKgIQEZHaq7LB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\noa1hevSYDfxvNsYZ3bcXMCX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Cg4C9o9d7AAPqe182H+FjiGRHebn73/7mvt9+7j17uj/zTNiWDjNnunfr5n7GGe5ffZWe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\nnaU4TyeMjawnVBN5NRNx6qZ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t3H1xZduySSUTEZHEZKM31z/K2DY6VQGIiEjVV241l5m1BzoBDUq1m9QH9k93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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -259,7 +259,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", - "version": "2.7.10" + "version": "2.7.11" } }, "nbformat": 4, diff --git a/notebooks/makeLens3.ipynb b/notebooks/makeLens3.ipynb index ca576cf..1214518 100644 --- a/notebooks/makeLens3.ipynb +++ b/notebooks/makeLens3.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": { "collapsed": true }, @@ -18,9 +18,9 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": { - "collapsed": true + "collapsed": false }, "outputs": [], "source": [ @@ -40,7 +40,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": { "collapsed": false }, @@ -57,7 +57,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": { "collapsed": true }, @@ -89,7 +89,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": { "collapsed": false }, @@ -100,16 +100,16 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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a7r0XrrjCSCqNGtXNrtL5+ZCYCPv2wapVFx5zd4fRo89X613GyxW0axzOL0Yl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\nZcoU3nrrrUaniffyuC7bvBNxrolkojzuypUrKSg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bZ3RGAaMkPHy48fvi51dlfmfO5eby2OLFzO/Zk/tr1uRgRAQ1/9XW2cnXl06+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\nzmXMk4lzzrmM/T8qWO6aTg5WsQAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -129,7 +129,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": { "collapsed": true }, @@ -140,16 +140,16 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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G4pqamPrmoIOitPPJJ3GtY4/Nb0+6mppojH7ySbjyypj1oEey5mptbUy1M3VqVAvOnx/v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\nRLKmJCIiIllTEhGpw2LK/O4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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -166,7 +166,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": { "collapsed": false }, @@ -189,7 +189,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": { "collapsed": true }, @@ -200,16 +200,16 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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iIlJ96WoTORsYAnQ0s/sJ1VgAzYGiZNxcRETqtsraRNYQ2kPOjX6WtIVsBa5P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\njjUDoqqipoQvZdkZGCcJxFR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b226yGbgmnUGJiEjNEk+byYnu/kGG4tknajMREUlMNtpMfmJmTWICyDezJ1IV\ngIiI1HzxJJNj3H1j6Qt33wD0ivcGZnaWmX1uZvPN7NYK9jcxsxfMbIaZfWhm3aLtbcxsopnNMbNZ\nZnZjvPcUEZHMiieZ1DKz/NIX0SqL8UzDgpnVAh4GziQ05g+KGvZj3QFMiyaOvBx4KNq+G/iZu3cH\nTgRuqOBcERHJAfEkhRHAB2b2HGFurouAX8d5/T7AAndfDGBmTwMXAJ/HHNMNuBfA3eeZWQcza+7u\nK4GV0fYtZjYXaF3uXBERyQHVlkzcfRxwIbCK8OU+wN3/Euf1WwNLYl4vjbbFmgEMADCzPkA7oE3s\nAWbWAegJfBTnfUVEJIPiqq5y9zlmtoZofImZtXP3r1MUw33Ag2b2KTALmEbMFPdm1oAwSPImd9+S\nonuKiEgKxbNs7/mEqq5WwGrCFPRzCW0g1VlGKGmUahNtK+Pum4GrYu63EPgqel6HkEj+4u4vVXWj\nYcOGlT0vKCigoKAgjvBERA4MhYWFFBYWpu36ca20CHwXeMvde5nZacBl7n51tRc3qw3MA04HVgBT\ngEHuPjfmmMbANnffZWbXAH3d/Ypo3zhgrbv/rJr7aJyJiEgCsjHOZJe7ryP06qrl7u8Ax8VzcXcv\nBoYAE4A5wNPuPtfMrjOza6PDugKzowb2M4GbAMysL3Ap8F0zm2Zmn5rZWQm9OxERyYh4SiZvAd8n\n9Lg6lFDV9R13Pyn94cVHJRMRkcRkbHGsmBvWB7YTSjGXAo2BJ6PSSk5QMhERSUxGk0nU5vGWu5+W\nqhumg5KJiEhiMtpmErV5lESN5CIiIhWKZ5zJFmCWmb0JbC3d6O6aK0tERID4kskLaL13ERGpQqVt\nJike5Z5WajMREUlMJttMXoy5aUXrwIuIiABVJ5PYjHV4ugMREZGaq6pk4pU8FxER2UtVbSbFhN5b\nBuQB20p3Ae7ujTISYRzUZiIikphUt5lU2pvL3Wun6iYiIrJ/i2s9k5qqQ4cOLF68ONthyH6kffv2\nLFq0KNthiOScaufmqgkqq+aKinFZiEj2V/qZkv1FNqagFxERqZKSiYiIJE3JREREkqZkIvvs3nvv\n5dprr610/9ixYznllFPivl7Hjh2ZOHFiKkITkQxTMsmSTH9xDh48mJYtW9KkSROOOuooHn/88aSv\nefvttzNq1CgAFi9eTK1atSgpKdnrGLOUte+JSA5TMjlA3H777SxcuJCNGzcyfvx47rrrLqZNm5ay\n67u7ejrtGgmbAAAP2klEQVSJHMCUTHLQK6+8Qq9evcjPz+fkk09m1qxZZfs6duzIiBEj6NGjB/n5\n+QwaNIidO3cCsG7dOs477zzy8/Np1qwZ/fr1KzuvW7duHHLIIcCeL/4vv/yywvt36NChLNE8+eST\n1KpVi7lz5wLwxBNPMGDAAADuvvtufvSjHwGU3atJkyY0atSIjz76qOxet9xyC02bNqVTp068/vrr\ncX0GO3fu5Kc//SmtW7emTZs23Hzzzezatava9zl8+HDatGlDo0aN6Nq1K++8805ZHPfddx+dO3em\nefPmDBw4kI0bNwJQVFTE4MGDOfTQQ8nPz+f4449nzZo1ccUpIoGSSY6ZNm0aV199NaNHj2b9+vVc\nd911nH/++WVfpADPPfccEyZMYOHChcyYMYM///nPAIwYMYK2bduybt06Vq9ezW9+85u9rn3DDTdQ\nv359unbtSqtWrTjnnHMqjKGgoIDCwkIAJk2aRKdOnZg0aRIA77777l5f3qVK92/atIlNmzZx/PHH\nA/DRRx/RtWtX1q1bxy233MLVV18d1+dwzz33MGXKFGbOnMmMGTOYMmUK99xzT5Xvc/78+TzyyCN8\n8sknbNq0iTfeeIMOHToA8NBDDzF+/HgmT57M8uXLyc/P5/rrrwdC286mTZtYtmwZ69ev549//CN5\neXlxxSkigZJJjhk9ejQ/+clPOO644zAzBg8ezMEHH8yHH35YdsxNN91EixYtaNKkCeeddx7Tp08H\noG7duqxYsYKFCxdSu3Zt+vbtu9e1H3nkEbZs2cJ7773HgAEDOPjggyuM4dRTT+Xdd98FYPLkydx+\n++1lrytLJqXKV3N16NCBq666CjPj8ssvZ+XKlaxevbraz+Gpp55i6NChNGvWjGbNmjF06FD+8pe/\nVPk+a9euzc6dO5k9eza7d++mXbt2dOzYEYDHHnuMX//617Rs2ZK6devyv//7vzz//POUlJRQt25d\n1q1bx/z58zEzevXqRYMGDaqNUUT2OKCTiVlqHqm0ePFiRowYQdOmTWnatCn5+fksXbqU5cuXlx3T\nokWLsuf16tVjy5YtANxyyy106tSJ/v3707lzZ4YPH17BezZOOukklixZwqOPPlphDP369WPy5Mms\nXLmSkpISLr74Yt577z0WL17Mpk2b6NmzZ9zv57DDDit7npeXh7uXxVuV5cuX065du7LX7du3L/sM\nKnufnTp1YuTIkQwbNowWLVrwwx/+kJUrVwLhc/3BD35Q9rl269aNunXrsmrVKgYPHsyZZ57JwIED\nadOmDbfddhvFxcVxv0cROcCTiXtqHqnUtm1b7rzzTtavX8/69evZsGEDW7Zs4ZJLLqn23AYNGvDA\nAw/w5ZdfMn78eP7v//6vrM2gvN27d1faZtKpUyfy8vL4/e9/z6mnnkqDBg047LDDGDVqFCeffHKF\n56S611arVq32mldt8eLFtGrVCqj6fQ4cOJDJkyeXnXvrrbcC0K5dO/75z3/u9blu3bqVli1bUqdO\nHX75y18yZ84c3n//fV5++WXGjRuX0vcjsr87oJNJtu3cuZOioqKyR3FxMddccw1//OMfmTJlCgBb\nt27ltddeY+vWrdVe79VXXy1LEA0bNqROnTrUqlWLNWvW8Mwzz7B161ZKSkp44403ePrppznjjDMq\nvVa/fv14+OGHy6q0CgoK9npdXvPmzalVq1alCSpRgwYN4p577mHt2rWsXbuWX/3qVwwePLjK9zl/\n/nzeeecddu7cyUEHHUReXh61aoUf8euuu4477riDr78OK1GvWbOG8ePHA1BYWMjs2bMpKSmhQYMG\n1K1bt+w8EYmPfmOy6Nxzz6VevXrk5eVRr1497r77bnr37s3o0aMZMmQITZs25YgjjmDs2LFl51RV\nAliwYAFnnHEGDRs2pG/fvtxwww3069cPM+PRRx+lbdu2NG3alF/84hc8+OCDnHvuuZVeq1+/fmzZ\nsoVTTz21wtfl5eXlceedd9K3b1+aNm1algzLqyr+2H133XUXxx13HMcccww9evTguOOO484776zy\nfRYVFXHbbbfRvHlzWrVqxZo1a7j33nuB0M50wQUX0L9/fxo3bsxJJ51UFuPKlSu56KKLaNy4Md27\nd+e0004rS1wiEh/NGiySAP1Myf5CswaLiEjOUTIREZGkKZmIiEjSlExERCRpSiYiIpI0JRMREUma\nkomIiCStTrYDSKf27dtrcSZJqfbt22c7BJGclPZBi2Z2FjCSUAp63N2Hl9vfBHgC6ARsB65y98/i\nOTfmGhUOWhQRkYrVqEGLZlYLeBg4E+gODDKzo8oddgcwzd17AJcDDyVwbo1Ruj5IrlOcqaU4U0tx\n5q50t5n0ARa4+2J33wU8DVxQ7phuwEQAd58HdDCz5nGeW2PUlB8uxZlaijO1FGfuSncyaQ0siXm9\nNNoWawYwAMDM+gDtgDZxnisiIjkgF3pz3Qfkm9mnwA3ANEArE4mI1CBpbYA3sxOAYe5+VvT6NsAr\na0iPjlkIHA18O95zzUyt7yIiCUplA3y6uwZPBTqbWXtgBTAQGBR7gJk1Bra5+y4zuwZ41923mFm1\n55ZK5QciIiKJS2sycfdiMxsCTGBP9965ZnZd2O2jgK7AWDMrAeYAV1d1bjrjFRGRfbNfLI4lIiLZ\nlQsN8FUys4PN7CMzm2Zms8xsaLQ938wmmNk8M3sjqi4rPed2M1tgZnPNrH8GY61lZp+a2fhcjTG6\n9yIzmxF9plNyMVYza2xmz0X3nGNmx+dgjEdEn+Gn0b/fmNmNuRZndN+bzWy2mc00syfN7KAcjfOm\n6Pd8lpndGG3Lepxm9riZrTKzmTHbEo7LzI6N/g/mm9nIDMV5UfR/X2xmx5Y7PnVxunvOP4B60b+1\ngQ8JY1CGA7+Itt8K3Bc970boEVYH6AB8QVQCy0CcNwN/BcZHr3Muxuj+XwH55bblVKzAn4Ero+d1\ngMa5FmO5eGsBy4G2uRYn0Cr6Pz8oev0MYYBwrsXZHZgJHBz9rk8gzIyR9TiBk4GewMyYbQnHBXwE\nfCd6/hpwZgbiPBLoQhjPd2zM9q6pjDPnSyYA7r4tenow4Y07YQDj2Gj7WOD70fPzgafdfbe7LwIW\nEJJPWplZG+Ac4E8xm3MqxhjGv5dKcyZWM2sEnOLuYwCie3+TSzFW4AzgS3dfkqNx1gbqm1kdIA9Y\nloNxdgU+cvcidy8GJhHGoJ2f7Tjd/T1gQ7nNCX1+ZnYY0NDdp0bHjYs5J21xuvs8d19A+L0vH3/K\n4qwRySSqPpoGrATejN5kC3dfBeDuK4FvRYeXH+y4jMwMdvwdcAsh0ZXKtRhLOfCmmU01sx9H23Ip\n1o7AWjMbE1UhjTKzejkWY3mXAE9Fz3MqTndfDowAvo7u+Y27v5VrcQKzgVOi6qN6hD/O2uZgnKW+\nlWBcrQmDr0tleyB2SuOsEcnE3UvcvRdhZHwfM+vO3l/aVPA6Y8zsXGCVu0/n37N/rFzp7dDX3Y8l\n/LLeYGankEOfJ6H0eSzwSBTnVuC2CmLKic/TzOoS/hp9LtqUU3FamEz1AqA9ocqrvpldWkFcWY3T\n3T8nVB29SahaqWwAc078v1c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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -226,7 +226,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": { "collapsed": false }, @@ -261,7 +261,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", - "version": "2.7.10" + "version": "2.7.11" } }, "nbformat": 4, diff --git a/notebooks/makeSysHW.ipynb b/notebooks/makeSysHW.ipynb index 2294736..4e0d17a 100644 --- a/notebooks/makeSysHW.ipynb +++ b/notebooks/makeSysHW.ipynb @@ -68,9 +68,9 @@ "outputs": [ { "data": { - "image/png": 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YVlXKlfmcRkQoLq4lHDZexbuNTITCVko9Hd9RSj1DwjKpXuaaa/TE6azdA998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\nAAAAAElFTkSuQmCC\n", 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MQyFhJcAeS4oFgFLqZXQuoyD4059g8eIsNmGvWqWTIW6pjBpMOJxSMNwakgqn\nGUDoBg/DG0pdJeWUkJRh78PKJ+YFEfkj8L/oBr4vA8sT/Rgopd610T5bicfhppv0RNqssX49zMhP\nBUtWKLSQVIocRqwnBnHwFDm7ICFzSCp/ghEMTqK7O+dtUgYHYOUOcEDi688G7T8ILSDHZNWiHPLc\nczq3e8QRWTzpxo17OAc9z6QLSbm5SmqwYCS6vJ1eFuoLDQ1JKRUjFuvE50u9jG4uCAQm0dJiur33\nRqxUSX0mF4bkgyVL4DvfyfIA2dpa2G+/4Y9zKgUYktoxaBElN8yRgtSNe9FoO15vCbptKT8EAhPo\n66vP2/UN+cNK414QOBOYPvB4pdQ19pllP7W18Pzzenx51k9cU5Plk+aQ8nI9jn0Qrg1J+Xy0Dcph\nuCHhDej1MDpiqLhCPPqpJt/5CwCfr5xoNPVEAENhYyWI+1f0hNko0DlgczV33KGbsMuy7dkXgmAU\nkoeRIofhhoQ3gHgFb7GXWEe/4EWjbXktqQXw+SqMYOylWPnUTFZKZWNVCMcQjep1up94IssnVsr9\ngpEmJOXWstpQhhyGG/CGvUTbovhC2t58dnknMR7G3osVD+NVEXFxUH4ojz+uV0s94IDhjx0RLS16\ntMagLmlXkcLDiCul5zG5NemdIiTlFsEYPOLcCSEpr7eUWKyLeLxgqusNFkn7qUl0d6vEMeeLyHog\ngl4XQymlXNu49+c/w7e/bcOJ3e5dQMqy2o5YjGKvF5+b5mIlSBmSanFHDgOGVkrlu6QWQMSDzxci\nFmvD48nP1FxDfsj0mHVqzqzIIW1tembUn/9sw8lra6G62oYT55AUHoZbS2ohdVmtW6qkoD8klcQJ\nISlIhqWa8fuNYOxNZFqiNbmsaqq/iBENIHQSTzwBn/60vi9mnULwMFLkMNxaIQX9gjFwHHe0NUrR\nNHd04vtCu4eknCUYJo+xt2ElxvAu0ACsAdYmvt8oIu+KyCI7jbOD//s/OOssm05eV+d+wUgRknJr\nhRRAwOPB7/HQFY/v2uempPfgeVKxWH4HDyYxlVJ7J1YE4xngZKVUlVKqEjgJeBy9TOutdhqXbTo7\ndXf35z9v0wUKwcNIzsDq6dm1y60VUknCXi9tA8JSbkp6Dw1J5XfwYBLjYeydWBGMI5RSf0++UEo9\nDXxCKfU6eoU81/DSS3DQQTDWrrBrQwOMH2/TyXPIoLCUm0NSMDSP4ZbGPTAhKYOzsCIY20TkxyIy\nLbH9O7BdPNYSAAAgAElEQVQjsaRqfLgfdhLPPgvHHWfjBVpa9AJEbmdQ4tvNISkYWlrrhtX2kvjC\nvt08DCeU1cLwgtHU1EQoFGLHjh05tMpgN1YE4yvAZOCRxDY1sc8LfMk+07LPs8/CscfaeIHmZpuy\n6TlmUB7DzVVSMHTVPddVSTmsrBa0YPT1Nad9/6677qK9vZ1bb3VV1NowDMMKhlJqp1LqB0qpgxLb\nxUqpBqVUr1LKNTOO6+v1INlDD7XxIi0thSEYg0JSBeFhDBAMVyW9XRqS+tvf/sb111/PkiVL6Bo0\n/NHgXqws0fq8iCwbvOXCuGyybBkcfTTYet9rbi7IkFQh5TCUUq5Keg8OSWnBcHaVlFKKd999l/PO\nO4/DDz+cpUuX5tg6g11Y+dT824Dvi9CTa103E+D55+EYO1fuiMd1V2A4/09/e8zgkJTbq6QG5DDi\nPXHwgCfojq71wavuxWJtjglJpROM+no9+nzSpElcdtllXHTRRVx44YV4XDgpwLA7VkJS7wzYXlFK\n/RBYbL9p2eW11+DII228QEcHFBfb7MLkiEJLeg/IYbjJu4DdZ0kppVxRVltbW8uUKVMAOProoykr\nK+Pxxx/PpXkGm7ASkho7YKsSkROA/P/FjoD2dvj4YxuGDQ6kUBLeUNBltW6qkILdQ1KxWCceTwCP\nx59nq/pHg6Sirq6O6sSIHBHhsssu44YbbsileQabsOIjvgO8nfj6GnAZcIGdRmWbt97S/ReBgI0X\nKZSSWii4KqmBiyjFWmOuqZCC3UNSTimphcwexkDBAPjiF79IbW0tzz33XK7MM9iElSVaZ+TCEDt5\n/fUsr9udikKpkILCC0kN9DBcFpLyFHkgDvFI3DEltQB+f/qk92DB8Pv9XHfddfzoRz/i7bffNrkM\nF2MlJOUXkUtE5IHEdrGI5N8nHgFvvgmHHWbzRUxIyrGEBuUw3NLlDTqkkwxLOaWkFsDjKUapXuLx\n3iHvDRYMgLPOOovy8nJ++ctf5spEgw1YkfolwCL03KhbE98vsdOobPP++7C/3at3FKiHEY3H6YnH\nKXV5SMqtHgb0h6WcUlILCSHzlRONtg55L5VgiAh33HEHN9xwAw0NDbky05BlrAjGoUqpryulliW2\n8wE729+ySleXHiI7e7bNF2pqsnFIVY4ZkMNojcUI+Xy7RoO7kYFltW5q2kviC/uItcUcU1KbJF0e\nI5VgAMycOZNzzjmH//zP/8yFeQYbsCIYMRGZlXwhIjOBWIbjHcWqVTB3bg6qXQulaQ92C0m5PRwF\ng8pqXVYlBYM9DKcJxtBKqXSCAXDllVdy9913s2HDBrvNM9iAFcH4EfC8iCwXkReAZehKKVfwz3/C\nvvvm4ELNzYXlYSQEw+0Jb0gRknJRlRT0r4nhTMHY3cPo6+ujqamJ8WmmNo8fP55LLrmEn/70p7kw\n0ZBlMn5yRMQDdANzgHmJ3R8ppSJ2G5YtPvgAFi7MwYWamgrHwygt1ethRKOuL6kFKPJ4UEBPLOa6\npDcMDEk5TTCGVkrt2LGDqqoqvBn+Zn74wx8yZ84cVqxYwYEHHmi3mYYsktHDUErFgVuUUhGl1MrE\n5hqxgBx7GIUiGCIQCkFra0GEpERkVy+G25PeTs9hZApHJSkrK+OKK67gJz/5iZ3mGWzASkjqORE5\nU1ya9VyzBubNG/64PaaQkt6wKyxVCCEp6M9juDnp7aQqKRi9YABceOGFrFmzhueff94u8ww2YEUw\nLgL+D4iISJuItItIm812ZYVoFLZsgenTc3CxQvIwYJdguH3wYJJkHsONHkYyhxGLOWOOVJI9EYxA\nIMDVV1/N1VdfbZd5BhuwMnywTCnlUUoFlFKhxGvnPOZkYOtWmDABgrlYSLYQBaNAQlIAoURpbbTF\nfTkMZ4ekdq+SsioYAF/+8pfZsGEDb731lh3mGWzAUo++iNSIyJEiclRys9uwbLB+PcycmYMLKVV4\ngpEorS20kJRbq6T6Q1JOE4zdPYxt27YxceJESz/v9/u59NJL+dWvfmWHeQYbsDIa5HrgFeAKdInt\nj9h9jYzhfv5EEVktImtE5McZjjtURPpE5Ayr5x6OnAlGezuMGQN+V01MyUwyJFUAVVKQCEn19RFr\nc2EOI+TUstrUVVJWBQPgggsuYNmyZaxfvz7b5hlswIqHcTowTyl1slLqc4nt81ZOnijLvRk4AVgI\nnCMi89Mc91/A362bPjwff5wjwSikktokBRaSCvt8tLf3IX7B43fX8Lvkut7OK6sd6mHs2LGDCRMm\nWD5HWVkZ3/72t/ntb3+bbfMMNmDlk7MeGO2j82HAWqXUJqVUH3AfcFqK434APADUj/I6KcmZh1FI\nTXtJCi0k5fPR2dLnOu8C2G34oNfrnPRhNgQD4JJLLuGee+6hsbExm+YZbCCtYIjITSLye6ALWCEi\nfxSR3yc3i+evAbYMeL01sW/gdaqB05VSS4Cslu7mVDAK0cMopCopr5ee5j7XJbwhEZLq6gLA4ynK\nszX9DBYMpRT19fUjFoxJkybxhS98gSVLXDXTdK8k053g7cTXd4BHbbThRmBgbiNrorFhQ45Kagut\nBwMKrw/D52Nnszs9DG/YS7RPh6Oc1A7l85XT19dfJdXa2kogEGDMmDEjPtdll13GMcccw49//GP8\nhZQLLDAyfXo+o5T6xh6evxaYOuD15MS+gRwC3JdoDKwCThKRPqXUEJG66qqrdn2/ePFiFi9enPbC\nkQi0tUGakTbZpRA9jHC44HIYfW3uWm0via/MR1zaCDiopBbA69XCEIv14PUWjSoclWTBggVMnz6d\nZcuWccIJJ2TTzL2O5cuXs3z5clvOnenTk40VJN4CZovINGAbcDZwzsADlFK7gkYicifwWCqxgN0F\nYzi2b9c9GHe9dyePrnmUW0++lUllk0bxK1igEAWjvBxVYFVSummvON+mjBjxCp7KbrzinPxFkmRY\nyuuduEeCAbov4/777zeCsYcMfpjOZnNkpqR3sYgcJCIHp9qsnFwpFQMuBp4GPgDuU0qtEpGLROTC\nVD8y8l8hNXV1UDVjG5c9rQfr/uQ5G+fWFGhIqqezEwGKCkAwQl4vcRd2eSfxjOvGi3MFA0aX8B7I\nWWedxSOPPEJv79BV/AzOINOnpwb4NalzCgo4xsoFlFJP0T/pNrnvj2mO/aaVc1qhrg46972Rrx3w\nNa5efDVzbprDmsY1zK2cm61L9NPcnKNkSQ4pL6e1t7cgwlGgPQzaYq5MegN4KrvxxMrybcYQsikY\nkydPZu7cubz00ksce+yx2TLRkEUyeRjrlFLHKKU+k2KzJBb5pLZWsb3qfi446ALCRWG+e8h3ueHV\nG+y5WCH2YYTDBZO/AC0Ynva4ez2Msd14oqX5NmMIAwVj+/bteyQYAKeccgqPP/54Nkwz2IC7OphG\nwD+2v0vQG2Tf8Xq2+Q8O/wEPfPgA29q3Zf9ihdiHEQrRAgVRIQW6rNbX5l7BkPIupNepHoaulBpp\nl3cqTjnlFJ544olsmGawgUyCkXaMhxv4qP1d5pd8clcZYlVxFefudy6/e+N32b9YISa9fT5aKytx\nVl3O6CnxeinqAAm5MyQloS6kx3keht9fkbWQFMBBBx1EZ2cna9asyYZ5hiyTVjCUUk/n0pBsUxtZ\nzdyxu08huezIy7jj3TvY3Lo5uxcrxJAU0DpuHOF4PN9mZAURobxL6C1zTh/DSJCyTuh2nmBkM4cB\n+v/TySefbLwMh1KwIakm+Yj9q3dfOWl6+XQu+8RlnP/X84mrzDfC7r5u5tw0h3vfv3f4ixViSApo\nqaqiPLEWdiGg77nuFAxV0gmdJfk2YwjZFgyAU0891eQxHErBCkZX8WoOnzVkziE/+uSP6Orr4uY3\nb87487e/ezs90R4u/fulNHU3pT8wFtPTasOFErzpp7WignDEVSvyZqSsU+hy3j3XGmM6oN15xicF\nQymVNcE49thjeeONN+js7MyChYZskmmW1GMi8mi6LZdGjpS2zgjx0q0cPGPoICmfx8fS05dyzQvX\nsKphVcqf7+7r5lev/oqHv/wwx886nrtW3JX+Yi0tWiw8hae9LeEw5QUkGMWdio6SrLX65BRV1Ilq\nG/nIDbtJJr3b29vxer2UlOy5qJWWlrJo0SJeeumlLFhoyCaZ7nI3oPsw0m2O5d2N6/C2TyfgSz2T\nZk7lHK495lrOefAcWntah7x/7YvX8onJn+CQ6kM4Zc4pvLzl5fQXK8SEd4LWUIhwYuhdITCmHdqc\n95BuCeXvIN7ivC51vSZGc9a8iyTHHXcczz77bNbOZ8gOaWsMlVIv5NKQbLJi62rGdA4NRw3kokUX\nsWL7Cr70wJd46EsPURLQd5J7Vt7D0pVLeeNbbwCwcNxCrqq/Kv2JCjThDdBaWkq4oyPfZmQFpRSB\nLkV9sTs9jLi/HdXkTMHo67NHML773e9m7XyG7DBsUbqIzAGuAxYAu2YrD5wB5TTW7txIWWxGxmNE\nhJtPvplvPfotFt66kAsXXUhbpI07V9zJsq8to7pMr0s8t3IuG1s2EolGCPpSLA5eoAlvgJbiYsob\nGvJtRlaIdcSIB4VWYvk2ZVTEPe3EG50XkvL7x9riYRx66KFs3LiR+vp6xudkgqjBClYC73cCS4Ao\n8BlgKfA/dhq1p9S21lHhrRn2OJ/Hx59P/zP3nnkv9Z167aZXv/kqC8cv3HVM0Bdkevl01jatTX2S\nQvYwgkHCrUNDdm4k2holWuah1aVVXzFpI1bvnLUwkuiQVFPWBcPn83H00UezbNmyrJ3TsOdYaXsd\no5R6TkREKbUJuEpE3gF+arNto2Z7Zx1j/YssH3/klCM5csqRad9fOH4hH9R/sKtrfDcKOYcRDBJu\nylAh5iJirTFUmYe2mPs8jHi8D0UvsYZAvk0Zgs8XJhptp75+R9Y9gWQe4+yzz87qeQ2jx4qHEUms\nub1WRC4WkS8AzusgGkBDpI4JJdVZO9+CqgV82PBh6jcLOSTl81G+c2e+zcgK0dYohLyu9DCi0Va8\nnhCxNueJnYgXn6+M+vpaxo0bl9VzH3fccTzzzDMo5c68UyFiRTD+BSgGLgEWAecBX7fTqD2lOVpH\nTVn2BGPh+IV80PBB6jcLOSTl8RAuFMFoiSJhdwpGLNaGzxfSoudAfL4K6uu3UVVVldXzzp8/n2g0\nyscff5zV8xpGz7AhKaXUW4lvO4Dz7TVnz1FK0U4dUyuyt1jS3Mq56XMYzc2wzz5Zu5ZTiCtFuwih\n+vp8m5IVoom1MFpdGJKKRlvx+cP0xiEeieMJOqvnx+cbS339jqx7GCKyKyw1e/bsrJ7bMDqG/csT\nkbkicruIPC0iy5JbLowbDW2RNoh7qa7K3mTP2WNns65pXWrXuBAXTwI6YjHGiOArkBxGtDVKoNzn\nSg8jGtXreXtDXqJtzrPf76+gsbEp64IBph/DaVhJev8f8AfgdnB+TWJdex2BSHVW7+GhYIjSQCl1\n7XXUhAZVXxVo0nvX0qwFUiUVa40RCPtojXbn25QRE4tpwfCF9TKzgXHOSn77fGPZufNtWwTj2GOP\n5V/+5V+IxWJ4C2DlR7djxbeNKqWWKKXeVEq9k9xst2yU1LbX4u2qzvo9fM7YOanDUgWa9G6JRin3\n+/XokwJIOkZbo4ypCLjWw/B6tWA4MfHt9ZbT1NRGZWVl1s9dXV3NpEmT+Mc//pH1cxtGjhXBeExE\nvicik0RkbHKz3bJRUtdeh2rLrocBepzI2sYUglGgSe/WaJSw3w9eL3S776l8MNHWKCXlfvfmMJIh\nKQcmvru7ixkzxk8wmKKxNQuYsJRzsCIYXwd+BLwKvJPY3rbTqD2hrr2OviYbBCOTh1GIghGL6eVZ\nw2HtZbicaEuUkooAXbEYMZd5TFowQrtCUk6jrc1PRYV9XejHH388Tz75pG3nN1hnWMFQSs1IsTl2\nLEhtWx29jdVZnzY+Z+wc1jWt231nTw/09kKpo9tSRkVLNKqXZy0vL4g8RrQ1ir/CR6nXS7vLwlKx\nWJsOSYWcGZJqbfVSUZF60Gc2OPbYY1m5ciUNBTKmxs1YqZLyi8glIvJAYrtYROz769hDNjXVURyr\nJtv5sTmVKTyMpiaorARx56I8mWiNRrWHUV5eEB5GrDWGL+wj7HNfae2ukFTYmSGplhZFebl9pb5F\nRUUcf/zxPPqoo1dV2Cuw8n95Cbph79bEtiixz5Fsba0j7Mle016SWRWz+Ljp491X6mts1IJRgOyq\nkioQwUj2YYR97iutTQqGU5Pezc0x29cPO/3003n44YftvYhhWKwIxqFKqa8rpZYltvOBQ+02bLRs\n76yjMpB9wSgLlhEuClPbVtu/s4AFY1dIKhwumJCUN+wl7HVft/eustqQM3MYLS29hMP2Ctkpp5zC\niy++SHt7u63XMWTGimDERGRW8oWIzMSh/RhKKRp6tjG+OHtd3gOZWTGT9c3r+3cUsGAUWkgq6WGE\nXOpheL3ODUk1NXUTCvXaeo1wOMxRRx3FI488Yut1DJmxIhg/Ap4XkeUi8gKwDLjMXrNGR2N3I0Ep\nYVy5PRUb08uns6l104ALFq5g7Jb0drlgqLgi1h7DF3JzDiPk2JBUY2MHoVCP7dc599xzueeee2y/\njiE9VqqkngPmoIcP/gCYp5R63m7DRkNdex0hyX5JbZJp4Wlsatk7BGO3slqXh6Ri7TG8JV7EKy4N\nSbU5OiTV2NhMKBQjHrd3/ffTTjuN119/ne3bt9t6HUN60gqGiByT+HoGcAowO7GdktjnOGrbaimO\nZb/LO8m08DQ2t27u31HIglFAIalkOApwbdLbySGpnTt3UlkZoq+v2dbrFBcX8/nPf57777/f1usY\n0pPJwzg68fVzKbZTbbZrVNS21xKMTLbPwyifZkJSLiSZ8AYtGG5aREmpGLFYJz5fmWP7MBoaGhg3\nTq+8ZzfnnXceS5cutf06htSkHT6olPpZ4ttrlFIbBr4nIpkXzM4TW9u24u2qsTcktZcIxq6y2gLo\n9B7sYWyN2Bs6ySbRaDteb4leqMihnd4NDQ1UVe1LX5/9gnHMMcdQX1/P+++/z3777Wf79Qy7YyXp\n/WCKfQ9k25BsUNtWC632eRhTw1PZ3Lq5f8x5oQtGgXR6J5v2ANflMJIltYAOSTlsvHlXVxexWIyy\nsiqiUXtDUgBer5evfOUrJiyVJzLlMOaLyJlAWETOGLB9A3DeavTokFRfk30eRkmghNJAKfWdiUWF\nClQw+uJxeuJxSgukcS/a4t4cRjJ/AeAr8xFrj6HizpmFpcNR4wgExuYkJAVwxhln8OCDqZ5jDXaT\nycOYh85VlLN7/uJg4Nv2mzZytrZtpafePg8DBoWlClQw2mIxQj4fIlI4IanyAYLhohxGNKqXZwUQ\nr+At9hLrcI79O3fuZNy4cfh8Y21Peic59NBD6ejoYNWqVTm5nqGftIKhlPproqv7VKXU+QO2S5RS\nr+bQRsvUttfSUVdj6/DYaeWJ0tp4vGDXwtgVjoKCCEkNTHqHXBySAueFpXT+ogqfLzdJbwCPx8MX\nvvAFHnrooZxcz9CPlRzGd0SkPPlCRCpE5L9ttGlUdPd109nbScu2KnsFI+lhtLZCSQn4HTuHcdTs\nqpAC/TtGInoqr0txc1ntwJAUoCulWp3jYTQ2NlJVVYXfPzYnOYwkZ5xxhhGMPGBFMPZXSu2KSSil\nmoGDrF5ARE4UkdUiskZEfpzi/a+IyHuJ7WURGVXpQ217LZNKqwn4hSIbMyy7mvcKNBwFAyqkQE/i\ndbmXsVvS24WCMdDDcFqlVGNjI5WVlfh8FTmpkkry6U9/mi1btrBx48acXdNgTTA8IrLrmT2x2p6V\ntcAREQ9wM3ACsBA4R0TmDzpsPXCUUuoA4Fr02uEjpratlnFF9iW8k0wNT2Vz2+aCFozdPAxwfR5j\noIcR8nppj8X6K90czmDB8IacFZJqbGxk7NixOfcwvF4vJ510En/7299ydk2DNcH4NfCaiPxcRK5F\nr7z3S4vnPwxYq5TapJTqA+4DTht4gFLqdaVU8vH1daDG4rl3Y2vbVsb67E14A9SEaqhrrytowdgt\nhwGu9zCiLf05DJ/HwxiPhw6XJL4H5zB8YeeFpPLhYQCceOKJPPXUUzm95t6OlVlSS4EzgR3AduAM\npdTdFs9fA2wZ8HormQXhW8CoHhlq22sJYW/CG6C6rLrwBSM5RyqJy0trB1ZJgbvCUjqHEdr12rkh\nqdx6GACf/exnWb58Ob0uzq+5DUvLZCmlPgD+AjwKdIjI1GwbIiKfAc4HhuQ5rLC1bSslMfs9jAkl\nE2jobCC2s75gBaOQQ1LgrtJaXVbr3JBUU1MTlZWV+P25q5JKUlVVxdy5c3nttddyet29mWFzESLy\neXRYqhqoB6YBq9A5ieGoBQaKy+TEvsHX2B+4DTgxkVRPyVVXXbXr+8WLF7N48eL+C7XXUhX5tO2C\n4ff6qSyupGvbFsoKVDBao1FqgsH+HS4PSQ1MeoO7PAw3haSi0RaUUrp/J0eceOKJ/P3vf+foo48e\n/uC9hOXLl7N8+XJbzm0lef1z4AjgWaXUQQlP4KsWz/8WMFtEpgHbgLOBcwYekPBWHgTOU0p9nOlk\nAwVjMLVttUzonEw4B20R1WXVdK/cStmhs+2/WB5ojUZZUFzcv6MQQlIDBcNFvRhDymrDPrrXd+fR\not1JCobHE0AkSCzWvqvRMBeccMIJXHLJJfziF7/I2TWdzuCH6auvvjpr57YSkupTSjWiq6U8ibUw\nDrFycqVUDLgYeBr4ALhPKbVKRC4SkQsTh10JjAVuFZF/iMibI/81dEhKtdpfJQVaMPrqt5uQlAtQ\nMUWsM4a3zLtrn5tW3UtZJeXAHAaQ80opgCOOOIINGzaYNTJyhBUPo0VESoEXgXtEpB7otHoBpdRT\n6DEjA/f9ccD332YPR41E41HqO+vpbZxERQ7m6NaU1aAa1xasYKSsklq3Ln8G7QHRtijeUi/i6Q+T\nuCuH4dyQVG9vL93d3YRC2qNIVkoVFU3LmQ0+n4/jjz+eJ554ggsuuCBn191bseJhnAZ0AZcCTwEf\no2dKOYYdHTuoLK6kpcmfMw/D29xSuIKRqkrKpTmMwRVS4K6QVCy2e5WUk5LeTU1NVFRU7MpZ5MPD\nAPjc5z7HY489lvPr7o1kFAwR8QKPK6XiSqmoUuoupdTvEyEqx7C5dTNTw1NzNtqpuqyaQEtHwQrG\nkJCUi3MYgxPekFhEyQWCoZQaUiXlpLLageEoIC+9GAAnnXQSzz//PD099q8rvreTUTASOYi4iIQz\nHZdvkoLR1JQbwagpq6GkradgBWNISMrFOYzBCW9wT0gqFuvE4wni8fTPK3NSSGqoYOTHw6isrOSA\nAw5g2bJlOb/23oaVkFQH8L6I/ElEfp/c7DZsJGxq3cS08LTcCYa/Em8sDqWl9l8sxyilaBk4Swpc\nH5JKdnkncUtZ7eCSWnBeSGqgYOSjFyOJCUvlBiuC8RC6kulF4J0Bm2PIuYfRV0RTMXowX4HRE4/j\nAYoGC0YheRguyWEMLqkFp4ekcrcmxmA+97nP8fjjj7tmRphbSVslJSJTlVKblVJ35dKg0bCpdROL\np3yWSCQ3D/1juxQfjoFwtIcinyMXHxw1Q8JR4O6QVEuakJRLBGOwh+Ep8kAc4pE4nqClQQ22kSqH\n0dOzIS+2zJs3j6KiIlasWMFBB1kepm0YIZn+4h5JfiMijl4PcXPrZkJqKpWVuXnol6Ym2ssCeqZU\ngTEk4Q0QCkFHh140ymXEWmNDq6RcksNIJRgi4piw1GDB8PvH5iXpDfrf5cwzzzRrfdtMJsEYeOud\nabche8Kmlk2M6Z1GVVWOLlhfT1d5CTs6duTogrljSEktgNerXbe2tvwYtQekCkm5ZdW9WKxtt5La\nJE4JS6VOeudHMADOO+887rnnHuIufLBxC5kEQ6X53lG09rQSjUfpa6vIXdFSQwORsWG2dxRed2nK\nkBS4Nizl5qR3Kg8DEqvuteXfQ0quhZHE76+kry9/FfcLFy6kqqqKF154IW82FDqZBOMAEWkTkXZg\n/8T3bSLSLiKOedTc3LqZaeXTaGyU3HkYDQ3EK8cWpGCkDEmBaxPf6cpq21ywiFI6wfCGnTEeZGhI\nKr+CAdrLuPtuq6svGEZKWsFQSnmVUiGlVJlSypf4Pvk6d9PFhmFT6yamhqfS2EhOBUPGjy9IwWgd\nXFKbxKWltaka9wIeDz4Ruh0eukhVVgvODUn5/ZVEo415FeJzzjmHhx9+mK6urrzZUMjkt8wiC2xu\n3cy08DR27sxhH11DA4EJNYUrGIUUkkpRJQXuKK1NVVYLzglJDe7D8Hj0hON4PH8360mTJnHYYYeZ\nngybcL1gbGrJj4cxpnoq2zsLTzAKMiRVnkIwXJDHcHJISik1xMMQEXy+/IelvvrVr5qwlE24XjA2\nt+XHwyirmVmYHkaqKilwbUgqVdIb3FFaqwUjdZVUvj2Mjo4OAoEAwYELbeGMPMYXvvAFXnnlFbZt\n25ZXOwoR1wtGvjyMiqlzC1IwCtLDSBWScoGHoctqU4ek8u1hDPYukjhBMEpLSznzzDNZunRpXu0o\nRFwvGMkqqZ07cyQY8Tg0NzNu2j5s79ju+EqbkVJIOYx4NE68J463dKiH4YZeDCeHpAaX1CZJJr7z\nzQUXXMAdd9xRcJ/PfONqweiN9dLQ1UB1WTWNjTkKSTU1QShEUVEpY3xjaOlx1010ODJWSblMMGJt\nMXxlvpRrTLvBw3ByH0Y6D8MJOQzQK/H5fD5ee+21fJtSULhaMDa1bGJyaDI+jy93HkZ9PYwbB8DE\n0okFF5bKGJJyWQ4j2pI6fwHuyGE4uazWySEp0Al405ORfVwtGOub1zOzYia9vdDVpaMmttPQUNCC\nUUghqXQVUqDLap28iJJePCl1Wa0TQlKDS2qTOEUwAM4991z+8pe/EIlE8m1KweB+wSifSVMTVFTk\naK3YSAkAABKkSURBVNp4oQtGpiopNwpGioQ3OD8kFY/r1eM8nuCQ95wckvL7qxyRwwCYNm0aBx98\nMA888EC+TSkY3C8YFTPZsQMmTMjRRQtYMOJK0RaNEiqQTu9UXd5JnB6SisX00qyp8i8mJGWdiy++\nmJtvvjnfZhQMrhKMhobdX69v6ReMiRNzaESBCkZHLEax14vPk+LPwq0hKZd6GOnCUZAISeV5vHnm\npPfOPFiUmlNPPZVt27bx9ttv59uUgsBVgvHII7u/TnoY27fnUTAKqNs7bYUU9AuGi8oU0zXtgfNH\ng6SrkALwlfmItcdQ8fz9v3CLh+H1evne977HTTfdlG9TCgJXCcaDA5ZxUko5QzAKyMNIWyEFEAxC\nIACdnbk1ag9IN0cK3OFhpBMM8QreYi+xjvyF1DL1YThJMED3ZDz66KM0DA5RGEaMqwTjlVd0NRRA\nU3cTHvFQMabCCEaWSFshlcRleYxhQ1IOzmFEoy1pBQPAV+4j2pI/wUsfkionFusgHneOGFdWVnLG\nGWdw++2359sU1+MqwTjgAHjpJf190rsATA4jS+zs66PS709/QEUFNDrr6TETfTv6CEwIpHxvYiDA\ntkjEsZ3Avb21BAI1ad8PVAeI1OavXLShoYFxic/BQEQ8+HzleV15LxU/+MEPWLJkCVEHe5VuwFWC\nccIJ8PTT+vv1zeuZUT4DgO3b81MlNa54HE3dTUQd9DS1J2yKRJhWVJT+gClTYPPm3Bm0h/Rs7iE4\nbWhZKkDI58MnQrNDbyA9PVsoKpqS9v3glCCRzfkRjM7OTvr6+ginaXzy+6sclfgGOPDAA5k+fToP\nP/xwvk1xNa4SjOOP310wkh5GzgQjHoedO3cJhtfjpXJMJQ2dhREb3dzTw9Rg6hssANOmwaZNuTNo\nD4lsjlA0Nb0ATi0qYotDm7oikc0Eg1PTvl80tYieLT05tKif7du3M3HixJQlvwCBwER6e5233v3l\nl1/OT3/6U/r6+vJtimtxlWAccgjU1ektKRhK6XvY1PSfrezR0gIlJTr5m6CQwlKbenoyexguEgwV\nU0TqIgRr0gvglGCQzT35uekORySyhWBwGA9jS37Ebvv27UzI8IQWDFbT21uXQ4uscfLJJzN58mSW\nLFmSb1Nci6sEw+uFY4/VXkayB6OhQRfw5GQsyNatMHnybrsKSjAikYLxMHq39+Kv9OMJpv8Tn1pU\nxGaHehg9PZspKsrsYeQrJLVx40amT5+e9v1AoJpIxHmCISLcdNNN/PznP2flypX5NseVuEowQIel\nnnmm38PYsAFmzszRxTdvHuLKTCqbRF278z4co2FzAXkYPZt7CE7NIH7AVId6GPF4H319DQQC1WmP\nCU4J5i0ktW7dOmbPnp32/WBwMj09zvw7mT9/Pr/5zW/44he/SKOLCjicgusE47Ofhaef66OuvY6p\n4amsX59jwZiye5hg7ti5fNT4UY4MsI/uWIzWaJQJgdRVRYCrBGO4/AU418Po7a0jEJiAx5O+xDmf\nIanhBKO4eD5dXatzaNHIOO+88zjzzDP5zGc+w5o1a/JtjqtwnWBMmwZlkzdTGZhEwBtg/XqYMSNH\nF//wQ9hnn912LRi3gA8aPsiRAfaxJRJhcjCIJ9MEx+pqXVbrwKfywVjxMKYEg2xx4O/S07M5Y/4C\nIDAhQLQlSqwn970kwwlGSck+dHWtyqFFI+cXv/gF3/rWtzjqqKN46qmn8m2Oa3CdYAAsPHo1pZG5\nAKxdC7Nm5ejCK1boZpABLBi3gA8bPsyRAfYxbMIbdBKppga2bMmNUXuAJQ8jGHSkh6ET3pmrOMQj\nBGuCRLbm3v61a9cyZ86ctO8Hg1OIRluIRp3b5CkiXHLJJdx7771ccMEF/Ou//istLpuVlg9cKRjl\n81fQveEgAN5+GxYtysFF43FYuXKIYMysmMmOjh109rpnZEYqNkciTB1OMMA1YSkrHkZNMMj23l6i\n8XiOrLJGJJK5ByNJPnoxmpubiUQijB8/Pu0xIh6Ki+c5OiyV5JhjjmHlypU0NTVx8MEHc++995rm\nvgy4UjC2B1+k7YMjePNN/bC77745uOiGDXo0xqD5OV6Pl7mVc1m90/kfjkxs6ulhWqYKqSTTp7tC\nMKx4GH6Ph/F+P3W9vTmyyhpWQlKQqJTKcR7j448/Zvbs2Wl7MJIUF+9DZ6ezw1JJKisrWbp0KUuW\nLGHJkiXMnz+f22+/3Sy8lALbBUNEThSR1SKyRkR+nOaY34vIWhFZISIHZjpfR28Hb9S+xjeOOo5T\nToHjjtutLcI+3nsPDkxtWiGEpSyFpKCgPAxwZvOelZAU5KdSarj8RZLiYufnMQZzwgkn8NJLL3Hn\nnXfy4IMPUlNTw4UXXsjGjRvzbZpjsFUwRMQD3Ay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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -126,16 +126,16 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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yAKjx+wnG6iAtXTwKQ397jNBTbw+01GsN9Ipc0Bo6Jw9GTdLaYhyM3VGfYSgK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\n5uTQvmMH3UnqqdWqezO3pITz776bb23dyunf/z4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MRvUeI4cx3LkncTvoPpdF44zXmuheU/OOHQDkTpvmrKgw/OnpzL/7bupOOw2C\nQdb89Ke8deaZrg1RJfy3mQD6NRhKqVyllE8plaaUyjPXY9RSagbC3RUV3FlRQYoIf5s9m+PyvTFM\nV78eRlOSeRhNUQyGUlDrMQ8jpDOGwWjbtw+AjNFDM/gDRUSY8JWvMP+uu8gcO5bGTZv44BvfINip\n+wm7AStltYjIWGBieHul1NtOifIyA4lr/qu6mu+b8wT8ccYMTi0s7OcT9jHU+Gu/HkZLlfGaPTSD\nkfA4cdZIQIx5OQKdffMxDTXQ2UHphAJjhFkX030uQ55QdfRS4bb9+wHIGBn/IV1COkd/6UssW7KE\nll27aNi40ZHk+1BI+G8zAfTrYYjIrzCmZf0JRontDzh0joz+Pr9ERDaIyCZzbvBo7RaJSKeInGd1\n315mZ1sbX9+wAQX8YvJkLhnlrUoiyx7GEEpqXYEvpWccrJZ9fd/3Wv4CBuZhJPB3mZKTw/BFi4Ce\nnIomsVjJYZyDUUp7ulLqLHOx1IvHLMu9DzgVmAVcLCJ95rw02/0P8Ip16e7ESlyzIxjkws8+o66r\nizOHD+fmBAyPMOQcRloaYCGHMUQPwxVx4u7Ed1Xf98ybbllzZhwFDY7ucznC9DBq3OlhhF/zUB+Q\nUCdCN+GK32acsWIwtmGMJTUYFgOblVI7zcEKnwbOjtDuu8CzwP5BHsdT3LxtGx82NjIhPZ0/zpjR\nPWKsl+j2MKKNM9RsT0jKFYS8pEgGIxTWyRsRPz1DJW84pKZB00Foa+nztlKKdtNgpCfAYIRTcJRR\n0VXvQoNxOBI1hyEi/4sxD0YLUC4ibwDdj5NKqWst7H8sUBG2vhvDiIQfZwxwjlLqRBE55D0v0l9c\n87XaWn6zezcpIjxz5JEUJmgohKHGX0ebHkZVRwfBsGHSu7Ghlze4JE4cq7TW9DBKF7u7lzeEnUsR\nKBxjdN6r2QtjDx26pfPgQYIdHaTk5pKSFf+8TPg1z5tpjMjbuHkzwa4ufCmW0q5xwRW/zTgT6+x/\nbL6uBJY6qOEeIDy34b3HbYvUdXZy+YYNANw6aRLHeKQiKhIZfj+FKSnUmjP4jTQNCGBUDtkUknIF\nsTyMUFhnhLtLavswPLrB6A5HuSCvlpqbS0ZxMW2VlbRUVJAzWU/Pk0hiGYwTlVKXDXH/e4DwAP04\nc1s4RwNPmx0DRwCniUinUqqPkbrsssuYZI5qWVBQwLx587qtfCieONj1GrYfMr79YPcX2hbp/Z/v\n2MGeSZOleBuEAAAgAElEQVQ4Ji+PY7ZupWz7dtv0946n9tf+nnvuGfL5y1u/ntqZM6ns6GCdOctf\naWkptNdTtrEdUjIoTcsZ8veJdj7jtp49mrItAB9Takzv0PO+6WHc8/pK5uUN/ffTZx0G1j7Genl5\nOddff72x3pgKtVBqGrzw9m1VVaxpbSU/GOREG49vdb33tc+dOpWPtm2j87nnOO/734+7nmjrh5xP\nF+gJrZeVlfHYY48BdN8vbUMpFXEBVkV7z+oC+IEtGCW5aUA5MDNG+0eB86K8p5zkDG6zZT/Lli2L\nuP3PVVWKZctU1ltvqc3NzbYcKxJEOX5voukcCF8qL1csW6Zeqq4+9I3qdUrdiVIPTR3yMSzpvNPZ\n34ba8BfjGM+f2/e9qxcqdTJq2WO/c+bYJ9v33Q45l/dfZ+z7r3f2abfzL39RS0tK1Krvfc+W4y4t\nKRlQ+97XfO0vfqGWlpSoTfffb4ueoXKreS+y438oHpj3ziHdy0NLLA8jS0TmEyVEpJTqd7hLpVRA\nRK4BXsVIsD+slFovIleZX+LB3h/pb59uJ2Txw6nu6ODqzZsBuGvKFKYmIC7cm0g6B8qYNCMMtbd3\n4tvGcJQdOodMzJCUmcM47aw4Choch5zLGH0xEl1S2/ua5041QmaN5v+QW3DFbzPOxDIYY4G7iGww\nFHCSlQMopV4Gpvfa9kCUtldY2afXeL2ujrquLo7Py+OqMR6q1++HYtNgVPYxGElUIQXRk96BABw0\n+2YUeqy/SYy+GG0uqZAKkV1iDOrYvHNngpVoYpXVblFKnaSUOjHCYslYHI70ziUAlJvzRpw0bFhc\nBnKzQiSdA6XYLK2t7N0Xw8aBB+3QOWRCHkZLlZHQD3FwPwSDkF9E2bvvJUbbADjkXIYMRm3fyq9E\nexi9r3mmOTxJW1UEDy+BuOK3GWeGNs+nxhKrm5sBYx6JZGJMNA+jyZ6BB11DWg6k5kBXG7TX92wP\n3WyHe9CTiuFhtCew014kQjraDxzQo9cmmFgGI+owHproRIprhjwMNxkMO+Kvxf3lMGzwMFwTJ46U\nxwgZjMJi9+iMwSEaC81rU7P3UK+JxJfV9j6XvrQ00oYPRwUCtFdXJ0RTJLxwze0mqsFQSr0aTyHJ\nSlV7O1UdHeT5/UzKyEi0HFuJGpKyaeBBV9FtMMJCOF4cRypEVi5kZEN7C7T0zM2uAgHaDxwAIL2o\nKFHq+hAaNTcULovG9jff5O3bb6errS0esg47dEjKZnrHNUPhqLk5Oa4aAsSWHEZYSEqFP6XaOPCg\na+LEkcaTCvMwXKMzBodoFIkYlmqvrUUFAqQVFuI3HwjiTaRzmWl6O60x8hh127bx1Omns+ynP+XF\n737XKXndeOGa2402GA6z2gxHzXVROMousvx+8v1+OpSitqur541k6uUdIjzxHSLMYHiS8LCUSXfC\n2yX5ixAZFhLfH953HwHT2/3koYfY+qoOkthNrLGk/kmMfhHK4oi1hxu945rbWlsBmJ7prtFM7Yq/\nFqenU9/SQmV7O8NTU83E8EFjWPDM4UPev2vixJEmUgoLSZWeUBp3SQOlz7mMUCnlhkEHI13zUD4l\nVkhqy8svAzD1tNPY8tJL/O3SS/n6G28was6cuOlMdmL1w7gzbiqSmF3mE8/4JMtfhChOS2NDSwuV\nHR3Mhp6QTdYokCRyYJPRw4gQkkp0SW00QqW10UJSrXV1VK9fT0pmJl/929946rTT2FFWxh9POokr\n3n2XETP6zKqgGQSxkt5vxVriKdJL9I5rVoQMRoLiwdGwK/7ap7e3zeEo18SJI3oYHs5hQOSQlAtK\naiOdy/5CUgfWrQNg5KxZpGRkcNHSpUxdsoTWmhqeOOUU9jkwPLoXrrndWJlxb5qIPCsi60RkW2iJ\nh7hkoMKs1pjgMoNhF30qpZKtl3eI3h5GMAh15t9e6+UdIkJIyq0eRn8hqZDBGGEOh56em8uFzz3H\n+OOPp6GiggcXLmTziy/GR2wSYyVm8Cjwe6ALOBF4HHjSSVFeJjyu2dDVRX0gQIbPZ8T3XYRtOYze\nnfdsmgcjhGvixKHvE/Iw6qsh0AW5hZCW4R6dMYiaw3CZhxExhxHmYSjVN7UaMhhFRx7ZvS01K4tL\nX3qJeZdfTrCzk7+cfz47bPQKvHDN7caKwchUSr0BiDJmzrsVOMNZWclBeDjKLUOC2I3TISnXkFlk\n5GTaaiDQ4f38BfRor41gMFzmYaTm5uLPzibQ2kpXY2Of96sjGAwwPI0vP/wwC6+6iq62Nv581lns\nXrEiLpqTESsGo92cc3uziFwjIucCyVcjahPhcU03h6Psir9GDUnZ0MsbXBQn9vkhy3zqbtnfx2C4\nRmcM+mgM9zDMp/Z2M+STyCqpaOeyO/Fd2Xf8qwPr1wM9IalwRIQz7r+foy69lI6mJp467TRqt251\nTGcyY8VgXAdkAdcCC4F/B77hpKhkoSLJK6QgVkjKw0/e0QgftdbLvbxDZOVCZg60t0JLA8HOTtpr\nakCE9BHum6M8Wh6js6WFhooKfCkpDIsyI5/4fJz96KMcceaZtNXV8devfIVOs+RdY51+DYZS6iOl\nVJNSardS6nKl1HlKqQ/iIc6LhMc1d7m0QgqcyWEopWzt5Q0uixOHjyfVa+BBV+mMQkSNYZVS7dXV\noBTpI0YkdO7saOey22D0qpSq3bIFgGFTpsTU7U9N5dwnn2TYlClUlZfz0hB7g3vhmtuNlSqpI0Tk\n/0TkVRF5M7TEQ5zXcXNIyi5yU1LI8ftpDQap7+o6fDyMZMhhwCFhKTckvGMRbTypmk2bABh+xBH9\n7yM/nwufe46UjAw+efhhPnn0UfuFJjFWQlJ/BVYBPwF+ELZoInBIDsPFISk746/dXkZbqxHfB6Pj\nng24Kk4c7mGEQlJezmFAmMGodE1Jbb85jF4eRo05E58VgwEweu5cTr//fgBevPpqqlavtlVnMmPF\nYHQppX6vlPpQKbUytDiuLAlwc0jKTkIGo7qxElQAMgohJQm/c1bYiLXdISkP5zDgkEqpNhckvGMR\nrfNerelhFE6bZnlf8y+/nHlXXEFXWxvPXnghnS0t9glNYqwYjH+KyNUiUiwihaHFcWUeJRTXVEqx\n28UGw8746xjz+zUcrDA22BiOclWcOFT5FZ7DKPR4DiM8JOUSD6PfHMYQQlLhnH7ffRTNmkXNpk0s\n+6//sk1nMmPFYHwDIwT1PrDSXD52UlQyUN3ZSVswSEFKCrkJTCDGg5CH0dJkhmmSMX8BPR5GUxLm\nMGorXTfTXm8yooWkBmkwUjMzOfvRRxGfjw9+8xsqli+3R2gSY6VKanKEpSQe4rxIKK7p9nCUEzmM\nrsaQwbBvqAxXxYlDHkbdHujsgOx8yMgCXKYzChE1hlVJuaXTXrRzmT58OJKSQmddXfcw5q11dbRU\nV5OalUXumIGHB8cuWsRxP/gBKhhkqRmiGqrOZMZKlVSqiFxrjif1rNl5z13jXLiQw6FCKkQoJCXJ\nXCEFPYawzgyJeN27AFeGpKIhPl+39xPKY9SaCe/CadMGPZpC6a23MmLGDKo3bGDFvffaIzZJsRKS\n+j1Gh737zWWhuU0TgVBc080VUmBv/DXkYaS2mhVSNvXyBpfFiVOzIS0XWjqN9TCD4SqdUYjZD6O2\n0jVltbHOZe/S2sGGo8JJycjglLvvBmDFb39LoPcc9YPQmaxYMRiLlFLfUEq9aS6XA4ucFuZ13B6S\nspOQwcgKGYwsj47eaoXs0RCawtzrFVLQ3ds70NpG58GDSEoKaYXurWnpXSllh8EAmLpkCSNnz6Zx\n717WPv300EQmMVYMRkBEpoRWRKQECDgnyduE4pqhkJRbDYad8ddQSKqg/YCxwUYPw3Vx4qwwgxHm\nYbhOZwSiahw+hvaAH4D0oiLEl9iJr2Kdy4xec3vXDrAPRjREhGNvvBGA9++8M+KIuAPRmaxY+WX8\nAFgmImUi8hbwJnCjs7K8TygkNcGlISk7yfP7yfT5KOqsMTYkaw4DjO8WwWB4muFjaOsyDIZb8xch\nMqOEpAbSByMasy++mJziYvavWaPnA4+ClSqpN4BpGIMPfheYrpRa5rQwrxKKa7o9JGVn/FVEKE5N\npbiz1tiQrP0woFdIKglyGACFxbQFjNLvROcvoJ8cRth4UkqpnpCUDQYjJT2dz113HQDL7+x/hmov\nXHO7iWowROQk8/U8jPkvpprLGeY2TRS6gkH2mgZjrEsNht1M8XeSHWwj4M80EsPJSriHkQw5DPCU\nh5FRbBjptn37aKmupqOpiYyCArJsGl336KuuIi0nh22vv05Vebkt+0wmYnkYXzRfz4qwnOmwLs9S\nVlZGZUcHQWB0WhrpCY4HR8Pu+OtM1QBAS+ZIsHGyKNfFibOTMIdROMZVHkasc5kZlsOo22bMFD2s\nxL5uYRkFBcy/8koAlt91V8y2XrjmdhP1bqaUusX88zZzWPPuBfh5fOR5kwqXh6OcYEqwHoCGjKIE\nK3GYKAbD04R7GC4wGLEIjXPVvn8/deaw5gVR5sAYLMdcdx3i8/HZX/5C84EDtu7b61h5/H0uwrZn\n7RaSLJSWlrLL5RVSYH/8dWLAyF/UpA23db/uixNnQxBI8RklqSbu09mXqBqHF9NuehjpLghJxTqX\n/vR00goLUYEAB9auBez1MAAKJk1i2umnE+jooDzG8OdeuOZ2EyuHMUNEzgfyReS8sOUyIPlLf4bA\n4ehhjDET3pWp9hoM1xHyLpLp0nrIw4Cevhi1GzcC9hsMgIX/8R8ArHzgAVQwaPv+vUosD2M6Rq6i\ngEPzFwuAbzkvzZuUlZV1V0hNdHFJrd3x1xEdRkltRYq9nb5cFyduMccaSgtCV3v3ZtfpjED0HIa7\nqqT6O5eh0lonchghpi5ZQv7EidRt28a211+P2MYL19xuYuUw/mHmK87slcO4Vin1fhw1uoZAwNqT\nxs7QOFIuNhh2U9BeDcB2X36ClThMrTmOVDo9k0V5nK6g0BX04ZMgqf7+O6wlmlAlV/2ePYD9OQwA\nn9/Pwm9/G4CPf69HQgphJYfxHyJSEFoRkWEi8oiDmlzJEz9dxjmpv+Dm0sep3FobtV14DmOii0NS\ndsdfc9qMm+dGsddguC5OHBrWPJ2e6Whxoc4IRNPYPYaUP4DUVkZsE0/6O5cZo0YRVIqWmhoQoWDi\nREd0zP/mN/GlpLDxn/+kYffuAetMRqwYjDlKqYOhFaVUHTDf6gFEZImIbBCRTSLywwjvXyIiq83l\nXRE5yuq+40X569t45vZ3UQrWvrWTn3/5mZhDB+w6jHp5h0hpMZ68t/iH0RJI4pFjDjEYVTGbeoWQ\nwUhPCfR8PxeTUVxMR1cXSinyx4/Hb45lZjc5o0Yx87zzUIEAK//v/xw5htewYjB8IjIstGLOtmdp\nRiAR8QH3AacCs4CLRWRGr2bbgC8opeYCtwOuujLN9W3ce+W/ADj3xmMoGJnNrnXVbF0V+Wbx4htv\nUNfVRYbPR1Gqe0eBtzv+GhravCq1kEqLo31awXVx4tBc3r08DNfpjEA0je2hYc39XT3fL4H0dy4z\nRo2io9MYMdiJ/EU4R199NQAf/u//0lZff8h7XrjmdmPFYNwFLBeRn4vI7Rgz7/3a4v4XA5uVUjuV\nUp3A08DZ4Q2UUh8opUJX4gNgrMV9O04gEOQ33/gH+3fWM2XBaL7xy5M4/iszAXjvufURP7PPvFlO\nSE8f9Pj8niPQAW01BPBxICWfyvb2/j/jVZLYw8hICbjCYPRH5ujRtHd1AVDgsMGY+IUvMPGLX6St\nro7l5hDohzNWxpJ6HDgf2AdUAecppZ6wuP+xQEXY+m5iG4QrgZcs7ttRgkHF7656gQ/+sYmsvHRu\nevo8UlL9HHe+4SC9/9z6iGGp0YsXA+4PR9kaf202nlDr04cTFD97bfQwXBcnDjcYLT0Gw3U6IxA1\nhxHuYbggJNVvDmP06G4Po2DSJEe1iAgn3X47AB/85je0VFd3v+eFa243lsatUEp9BvwFWAo0icgE\nu4WIyInA5UCfPEe8Obi/mV9+5a+8+nA56Zkp3PLCRYydZvQvmP2FieQNz2TPploq1lf3+Wx3/sLF\nCW/bMUMzTRlGSaadISnXER6Sakr8zdUOug2GRzyMlJwcOsyHtfxBTMs6UCaccAJTlyyho7GR935t\nNbiSnPSbixCRL2OEpcYA+4GJwHqMnER/7AHCjcs4c1vvY8wBHgSWmEn1iFx22WVMMp8oCgoKmDdv\nXreVD8UTB7tew3aeevA5Wtbn8vqj5eyq30BaZgq/+NePmHXChEPaLzx9Ks8+sZQ/3vdXfnr/1Yfs\n7+29e2HMGILl5ZRVVdmmz+p6iP7a33PPPfadv+ZKyrbAnsJUmAqV7e22fp/S0tK4nb+Y620tlLY1\nQ2oaZTs7oGkTpecYGm09n+Hr5jmwY3/l5eVcf/31fd5v27+fNa2tBJvaGWcajESe797Xvvf7IsL6\nzk5agczc3LjoSz/nHLa//DIp993X/X6085no9bKyMh577DGA7vulbSilYi7AamA48Im5fiLwcH+f\nM9v6gS0YRiYNKAdm9mozAdgMHNPPvpRdBINBtXtTtXr1kU/Ub7+5VP3nrN+rM7jtkOUnpzypKrfW\nRvz8m09+2t2mN1969FHFsmXq0b17bdM7EFi2zFK7ZRbbWaL8D0rdidr494sVy5apf1+3zrZdW9J5\np32/jZhUbFTqZJT62gTjmA9M6H7L1vMZzsn2fbdoGl8vLVVLS0pU4xdTlfr3ybYdL8TSkpIBtbdy\nLm9PS1O3gtr+/PODVDVwnj73XHUrqFvNe5Fj19xmzHtnv/drK4uVaqdOpVSNiPhExKeUWiYi91g0\nRgERuQZ4FSP89bBSar2IXGV+iQeBnwKFwP1iZIk7lVKLrex/oDTUtPD3uz7gtUfKObivuc/7RePz\nWHj6VJZ8ewFTF0QfWG7BKSWIGCW2bS2dZGT1VEO1z50L9fWHWQ7DCM34so3wgJ0hKVt1DpVQfH/4\nWGCXkcNQCkTcpTMKkTQqpcKS3maVlPmdEkV/57K1ro6ujg58IkgcCyxOvO02Njz/PChF3fbtnrjm\ndmPFYBwUkRzgbeApEdkP9L3bRkEp9TLGMCPh2x4I+/tbxGGokcbaVr63+BGqthkRr4KR2Rx5wnhm\nHj+eI48fz43HPMIjO6+1VNmUX5TNlAXFbFlZyWdv72Thkqnd73V32nO5wbAV02Bk5I6BNpK3SioU\n3x8+1pjzo6MR2uog071zYPdHV2MjwbY2/NnZpOTkQksDNNZBnnu/08Ht2wFIS0npLgmOByNnz2bO\npZfy6ZNP8tbPfsY5ZtjncMJK0vtsoAW4AXgZ2IoxppSneOqWt6jaVseko0Zyx/uX80TVDfy/5y7g\n3O8dw/TPGYVbAymDnX+KUc63+s0d3du6gkEqVqwAYJzLk969cx5Dwkz+5uaNA+z1MGzVOVRqQh7G\nmJ5ZBc1KKVfpjEIkjd0J75EjeyaESnClVH/nMjSGVHpqavfc3vGi9Gc/A+DTJ57geW0wDkVE/MC/\nlFJBpVSXUuqPSql7lVI1cdJnC3VVTbz4+4/x+YTvP3UOM48dN+Q+ErO/YOTyP3tnV/c2L0yc5Ajm\nTTM3fxwpItR2ddGWjL29QzfSwmJjXgzwfF+M7nDUyJE983u4vFKqLszDaIuzwQh1FFTBIJ88ctiN\nkBTbYCilAkBQxOYBguLM2898RjCgWHTmNCYdZc94/zOPG4/PJ2z5uJK2FqMmfFd7O8yb54mSWlvj\nr6aH4cspZnSaMUxDlU1ehqvixKEbaWFxj4dhhuNcpTMKkTR2exijRvV4GAk2GP2dy4M7dgCGh9EW\nx5BUOCmZmfjeeYc9H32UkOMnCiuPwU3AGhF5WETuDS1OC7OTt//8GQCll862bZ9ZeelMnjuKQFeQ\nTSuMSuHDMn+hgj0d2LKLGWMajKTsi5HsHoZLQlL90bDL8OrTUlISZjAWf/e7ALz54x8n5PiJworB\n+BtGJdPbwMqwxRPUV7ewccUeUtP9LDrzCFv3feTnDw1L7Wxrg/JyT3gYtsXcW2sh2AXpBZCSQbFp\nMOzq7e2q3EBthByG6V25SmcUImkMJY3TR41yTUiqv3N5cOdOANLT0+morSWQgCKL42+6iT1ZWWx7\n7TV2eODa20WsGfcmAJh5iz5L/CQOjTXLdgAw8/jxh5S/2sGsz48HYN17xugnOw5HDyM0AJ/5xF1s\nGsukrJTqrpIK8zBaktDDcHkOo940GLnFhoGLdx4DIGv4cI684AIA3vvVr+J+/EQRy8N4PvSHiESa\n19sTlL9uJMjmfcn+SVaOWGT8g21dWYlSiu1tbTBvHpM9YDBsi7l3Gwzjn7fY5pCUa3IDbS1GyWlq\nGuQWhoWkkjCHkeCQVKxz2VZfT3tDA6lZWeSMM6ry4l0pFeLbd91FalYWW15+mX1r1iREQ7yJZTDC\ny4icHRLSQXoMhv1foWhCPnnDM2moaeXArnrDYACTMzNtP5Zrae7JXwDdOQw7ByB0BeH5C5GwpHcS\neRguCUnFIuRd5E+YQNZYoxy+dW9i9GYNH868K64AYPlddyVEQ7yJZTBUlL89w/5d9VRtqyO7IIMp\nC0bbvn8RYcpC459s08q93TmMSR7wMGyLuff2MGwOSbkmNxBuMKBP0ts1OmPQW2N4L+/0cINRa/b2\nThCxzmW9mfDOnziRTHPgwUQZjLKyMo694QbE52PNn/5Ew54+w+QlHbEMxlwRaRCRRmCO+XeDiDSK\nSEO8BA6FbZ8Y/8xHLBqD3+9Mv4ippsH4eG0VHUpR4PeT7fc7cixX0juHkaxVUuEltQCZI0D80FYL\nXd7M13TU1aE6O0nNyyMlMxMysyE7Hzo7jN7eLiSU8M6fODHhHgYY/TJmnn8+wc5OVvz2twnTES+i\n3kWVUn6lVJ5SKlcplWL+HVrPi6fIwbJ9tRGfnTzXnr4XkQgZjPJdxjzf0487zrFj2Yl9OQwzJJPj\nTEjKNbmB8AopAPFBtvm7atnnHp0x6K2xPeRdjAr7/3BBWCrWuez2MCZM6PEwEvRkH9J53A9+AMDK\nBx6gvcETz9KDJqm7I2//1DAYk+aMdOwYIYOxsa7ROJYHwlG20iskVZSWhg+o7uykIxhMnC676R2S\ngj6d97zGIQnvEC6vlArlMArCQ1KViT3/YxctYuIXvkB7Q0PSz/2d3AZjtfEE5aSHMXJiPrmFmdTm\nGKfSt3q1Y8eyE/tzGEZIyi/CKNPL2GeDl+Ga3EDvkBT05DGaKt2jMwa9NR6S8A7RXSmVOINhKYcR\n7mHs3Rtx9kunCdcZ8jJW3HMPAXM2wGQkaQ1Ga1MHVVtrSUn1MW7GCMeOIyJMXVhMy2gj2RuK4R82\nNB3qYQDJ2du7JoKHkeXtvhixPQx3ek31YTmMlNxcUnJyCLS00Flfn1Bd004/nREzZ9KwezefPfNM\nQrU4SdIajF2fHUApGDdzBKlpziahJ88bRUuxEYpactJJjh7LLmyJuXc0QWcT+NONnt4moUqpvTZU\nSrkmN9A7hwHdeRuaKt2jMwa9NUb0MMIrpRJEtHMZ6OigsbIS8fnIHTMGESHT7LyXiMR3uE7x+Tj2\nxhsBeP+OOxLi8cSDpDUY3fmLo5zLX4SYOKuI1tGGwfBCpz3b6O6DMfqQCXeSslKqNlJISucw4knD\n7t2gFLljx+JPNUZtSHRpbThzvvY1ckaPZt+nn7L1lVcSLccRktZgVKyvBmDCrCLHjzVmVhGtRekQ\nVGz/4APHj2cHtsTcm/uGo8Beg+GK3EBHm1Fm6k+B/LDwZpjBcIXOfuiTwwifCyOEC3p7RzuX4fmL\nEJkJLK3trTMlPZ1jbrgBgNdvvplgEg7xn7QGY89GY8oOJ/MXIVRJDviFzOoOJJCcrmhEevXyDjHG\nxpCUK6g1v+ew0RA+z4nHPQy3ltVG42BYhVQIN3kYYIximz9hAvtWr6Y8CSdYSlqDsXuDYTDGzxju\n+LH20gVAZmUbU4uPcvx4dmBLzL1XhVQIOz0MV+QGwgcdDCenx2C4Qmc/hGtUgQBtBw4AkDEi7KGq\nO4dRmbDe3tHOZXjCO0Qi+2JE0pmamcm//c//ALDsJz+hvbExzqqcJSkNRkdbF/u21+HzC6OnOD83\ncWgMqazKNnau3e/48VxDHEJSriBSHwzoqZJq3gdBb4Uf2mtqIBgkrbAQX3hlX0YW5BSYvb1rEycw\nAhFDUi7pixHO7IsuYuznPkdTVRXv/frXiZZjK0lpMPZurkEpGF0yzPEKKegxGJmVbbzywmuOH88O\n7MlhOB+SckVuIJrBSEmHjEJQAcpe+Uf8dQ2Q8HMZMeEdIsFhqag5jFgehgtyGCFEhFPvvhuA5Xfe\n2T2lbDKQlAYjlPAeF4dwFMC21lYAsqra2Lf9YFyO6QpCHkbOoTfSUampCLC/s5OuZOjtHamkNkTI\nWLa562m8PyKW1IZwaaVUJA8jY+RI8Plo27+foIs82vHHHcdRl1xCV1sbr1x/faLl2EZSGoxd68wK\nqSOdr5AC2GwajOzdrfj3O1/GawdO5jBSfD6KUlNRGEZjKLgiNxCpl3cI02CUzhsbR0GDI/xcxvQw\nElwpFemaK6UiGgxfaqrxHZSK+3St/f02T77jDtJycti4dClbX301PqIcJikNxm7Twxh/ZBwqpJTq\nNhg5lW1UbqmlvTV5hwY4hCghKegJSyVFHiNaSAoO6bznJdrDhzXvjQsrpVoOHKCrrY2MYcNIz809\n5L1QWKrFJZVSIXLHjOHzP/kJAK9+//tJUWablAZj1zqj+mP8TOc9jP2dnTQGAhSkpDBpVB7Vant3\nSa+bGXJuINgFLQcAgay+N53uub2HmMdwVQ4jRkiq7J334ihocFjOYSQ4JBXpmkcqqQ2RlaA8hpXf\n5jHXXUf+xInsX7OGlQ8+6Lwoh0k6gxHoCob1wXA+h7G5pQWAaZmZTJhpeDShHEpS07wPUJBVBL6U\nPhC2cQEAABKwSURBVG8nVaWUhZAUrUmYw0jwVK3hRApHhUj0MOexSMnI4JQ77wTg9R/+kPqKigQr\nGhpJZzCqttXR1RmkaEI+Wbnpjh9vixmOmpqZyfiZIxjOZE8YjCHnBqKU1IawKySV8BxGZwfUVxsd\n9goi3FxDOYxp7v9XOiSHEctgJDgkFemaR6qQCpGoSimrv82Z55/PjHPPpaOxkX9ddZWnx5ly/698\ngPSEo5zPX0BPwntaZibjzSR7SENSEyN/AfaFpBJOnZlILRgJkWZS7O68560Ra90ckopE+NSsvXFb\nb+/eiAin/+53ZBQUsOWll/j0yScTLWnQJJ/B+CyBBmPmCGrY3p10dzNDzg1EqZAKYVdIKuE5jO5w\nVIT8BfTkMFZti5OgwRM6l8HOTjpqasDnI31EhP+TBPf2jnTNuz2MWCGpOHfeG8hvM7e4mFPvuQeA\nl6+7jqYqbz1ghEg6g7FlpfGjKZnv3KRJ4XQbjKys7nGr9myqpavT+xURMeknJJU0HkZ3wjvy9+zJ\nYdQkbCiNgdIeGhKkqAiJ5DWlZxq9vbs6ocEdBRyxkt7hAxC6Odwz9+tfZ+qSJbTV1fHid76TaDmD\nIukMxqYPjSfCIxY7XxevlDok6Z2RlcqRk+YT6ApSubXO8eMPhSHnBmrWGa8FUyK+XZKZCcCm1laC\nQ/gnTngOY9d643V0SeT303IgcwSlkzuh0d0JzdC5bNm9G4gSjgpRNN54rYy/59T7miulqN28GYBh\nJX2vQ2r4REoH49dxdqC/TRHhzAceIC0nh/V/+xsr7r3XGWEOklQGo2ZvIzV7GsnKS2fsEc5XSFV1\ndNAcDFKYkkKhOT7/uMOlUmr/J8bryAUR3x6ZlsaYtDQaA4HunvCeZKv5PadF/p4AjJxvvO5b5bwe\nGzi4di0AeTNnRm9UMtd43ZL479RUWUlHUxOZhYVkRQqhAdmm59Hk8mE48idM4MwHHgDg5euvZ63H\nZudLKoOxcYVRVjd1YTE+n/TTeuiE5y9CtOQaGipcnvgeUm6gownqNoMvFUbMitpsgdnBalVT06AP\nlfAcRuiGOTWWwVhA2RZgf+JvrrEInct602AUHBVjZOUjjjZeN690WFVfel/zA+sMb3b49OlRP5Mz\nbRoATVu2OKarN4P9bR51ySWc+POfg1I8d/HFxtwZXV32inOIpDIYq98wni5mf7FvYsyR45k3wpnZ\n2d3bRk7IB3qGJ0lKDqwGFAyfBf7oc5gvyMkBYJVXh3huroe9WyE1HSbEeBofZRoTlxuMEAfXrAEg\nf/bs6I2mLTReN30cB0WxqXj/fQDGLl4ctU2uaTDqP/ssLpqGyud//GP+7Ze/RHw+3vvVr/j9UUex\n7rnnXJ2DgSQzGJ+8asRb558SOa5uNx+bN8JFYUMVnHvxmQCse7fC1Rd/SLmBUOhlVIynbuzxMBKa\nw9habrxOPgpSUqO3G7mA0qm4PiRVWlpKZ2Mjzdu24UtLI/eII6I3njLP6HuyY60x42Ac6X3NK94z\netGPP/74qJ8pPNrwiKpXrHBMV2+G8tsUEU64+Wa+8eabFEyeTPWGDfz1K1/hkeOPZ92zz7p2GJGk\nMRiVW2vZu7mW7Px0jlgUpQTSRgJK8Uqt0bv3+Pz87u0l80aTX5TFgV317N6QpF5Gd/5ifsxm4R6G\nm41nVDabBmBK7O9JQQmk5RmVYy4fU6reDO/kTp+OPz1Gx9bMHBg/EwJdsO3TOKnrSzAQoGL5cgAm\nxDAYw+bMwZ+ZSdPmzbRXe+f/buIXvsA1GzZw2n33kVVUxO7ly/nrBRfw20mTeOe//5sD69a56n/H\ncYMhIktEZIOIbBKRH0Zpc6+IbBaRchGZN5jjvPmE4WYvOnMa/hTn7eD79fXs6+xkckYGc8JCUm+/\n/RYLTjU8nJUvb3Vcx2AZUm7AosEYl57OiNRUarq6qBhkeW1CcxhWEt4A4qPswGTj79C5cSFlZWXU\nm+GogljhqBChsFSc8xjh13z/2rV0NDZSMGkSuWOiPwj60tIYttDQW/3BB05LBOz7bfrT0lj8ne9w\n7datLPntbymcOpWG3bt588c/5v5Zs7hv+nReu+kmNr/4Im1xrAKLhKN3VhHxAfcBpwKzgItFZEav\nNqcBU5RS04CrgD8M9DidHQFef3Q1ACdfMSh7M2CeM2vZv1JUhEhPgr28vJwFS0yD8ZJ7DUZ5efng\nPtjVDjVrAYGiuTGbigjzh5jHGLROO7DqYQDltaaX6eI8Rnl5eU/+IlbCO0Qo8R3nPEb4Nd/17rtA\n7HBUiBHHHgtAtemROI3dv8303Fw+d+21XLNxIxctXcq8yy8nc/hwajdv5v077uBPZ5zBHSNH8qcz\nz2T144/TVl9v6/Gt0HfUOHtZDGxWSu0EEJGngbO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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -169,7 +169,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": { "collapsed": true }, @@ -180,16 +180,16 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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25NKlS5b9Bg0a8NhjjxEbG0t2djaTJk3i/vvvp3fv3lfl/1dsbKwlBqPpeuBV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12bL/xx9/sGvXLgYMGFDh+gpxpv6qsr9t2zbmzJnDQw895Lz7A9WrV6dFixYu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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -250,7 +250,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", - "version": "2.7.10" + "version": "2.7.11" } }, "nbformat": 4, diff --git a/notebooks/makeTelescope.ipynb b/notebooks/makeTelescope.ipynb index 88334e1..f2a5298 100644 --- a/notebooks/makeTelescope.ipynb +++ b/notebooks/makeTelescope.ipynb @@ -73,9 +73,9 @@ "outputs": [ { "data": { - "image/png": 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z3xGRh4Gnw+sXhbdNhdDlsrEKrj8sURhjTHREkigmE7rq6c7wuoTXJ4fXT4xB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\neikAw4cPZ+vWre2vKygoYPb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ljDEREk7CmB56/vF+24/CSSBnRDSiCCqrL+P4keHeMmKMMaYn4dzpffpABBIN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\nAMXFxbz66quA0+n/+OOPs27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+cwAOHz7M/PnzKSgoYMyYMRQWFvLFL34RgJ/+9KeMGTOGAQMG8NBDD/Hoo48C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\nrcLMvhdOL4GZ1ZrZv1qw4NB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pNbwNWo/CGDOr48K7j4BtxpitxpiZA91xtAUkwKHmQxSkhHMmr1JKqZ6EM5j9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\nETcUjuM4TkXcUDiO4zgVcUPhOI7jVMQNheM4jlM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jzPGxuHhP0BqGUkrFRjRNUk8AV4rI+wDGmEmtx8bGM7BYKakrIT8jv7fDUEqp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\nQkl/UwC6rgZ2S5oWh4CmSipNWFM6Y4D/iunENJn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