{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# NWB use-case pvc-7" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "--- Data courtesy of Aleena Garner, Allen Institute for Brain Sciences ---\n", "\n", "Here we demonstrate how data from the NWB pvc-7 use-case can be stored in NIX files.\n", "\n", "### Context:\n", "- *In vivo* calcium imaging of layer 4 cells in mouse primary visual cortex.\n", "- Two-photon images sampled @ 30 Hz\n", "- Visual stimuli of sinusoidal moving gratings were presented.\n", "\n", "\n", "- In this example, we use a subset of the original data file.\n", "- We only use image frames 5000 to frame 6000.\n", "- Image data was 10 times down-sampled." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from nixio import *\n", "import numpy as np\n", "import matplotlib.pylab as plt\n", "%matplotlib inline\n", "from utils.notebook import print_stats\n", "from utils.plotting import Plotter" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Open a file and inspect its content" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Blocks (01)\n", "\ttype: pvc-7 (01)\n" ] } ], "source": [ "f = File.open(\"data/pvc-7.nix.h5\", FileMode.ReadOnly)\n", "\n", "print_stats(f.blocks)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "DataArrays (05)\n", "\ttype: runspeed (01)\n", "\ttype: movie (02)\n", "\ttype: stimulus (01)\n", "\ttype: imaging (01)\n", "\n", "Tags (01)\n", "\ttype: recording (01)\n" ] } ], "source": [ "block = f.blocks[0]\n", "\n", "print_stats(block.data_arrays)\n", "print_stats(block.tags)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Explore Stimulus" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# get recording tag\n", "recording = block.tags[0]\n", "\n", "# stimulus combinations array\n", "stimulus = recording.features[0].data" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "orientation : SF : TF : contrast : \n", "\n", "90.00\t0.02\t1.00\t0.80\t\n", "\n", "135.00\t0.16\t2.00\t0.80\t\n", "\n", "270.00\t0.32\t1.00\t0.80\t\n", "\n", "45.00\t0.02\t4.00\t0.80\t\n", "\n", "270.00\t0.08\t1.00\t0.80\t\n", "\n", "225.00\t0.08\t4.00\t0.80\t\n", "\n" ] } ], "source": [ "# display the stimulus conditions\n", "for label in stimulus.dimensions[0].labels:\n", " print label + ' :',\n", "print '\\n'\n", "\n", "# actual stimulus condition values\n", "for cmb in stimulus.data[:]:\n", " for x in cmb:\n", " print \"%.2f\\t\" % x,\n", " print '\\n'" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "a stimulus combination [ 270. 0.32 1. 0.8 ]\n" ] } ], "source": [ "# get particular stimulus combination\n", "index = 2\n", "print \"a stimulus combination %s\" % str(stimulus.data[index])" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "was displayed from frame 5314 to frame 5404\n" ] } ], "source": [ "# find out when stimulus was displayed\n", "start = recording.position[index]\n", "end = recording.extent[index]\n", "\n", "print \"was displayed from frame %d to frame %d\" % (start, end)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Explore video and imaging data" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "DataArrays (02)\n", "\ttype: movie (02)\n" ] } ], "source": [ "# get movie arrays from file\n", "movies = filter(lambda x: x.type == 'movie', recording.references)\n", "print_stats(movies)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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BRJjGsWT7cQ7eOUSTuOKTBUkr5/Sm3JE7KmfF3EqiWOccdrsd3u/2eLff4/1+\nj8EPCRydgiTh4XDAx/v79OG0FsxZatipw8TWSOa73vvSapg2687ZchZKrTPKMVDNCQdRlZvzYlbh\nzuPt3c7q6+T+BpNA5gn1a+TVA+RSdphLSsUg5XohBIQQwMxwRGDv07RDySO5ASQ131e8uCebrIAj\nOQfyDvvdDu/fvcOH9+/xxbv32O92gHP5GDjCjz5+hJfY1XEacYBiRqdeZzGZcrw6ZLL/pXd7zxSK\nMr/QyR31fSrIGCapgHmkhAvV7ell5+mgF2aPwCsHyMVlOy8tzLKGc8m9V6W3dy6vDJKXD9ikyEV9\nLQRyiSE657Hb7fHZu3f4xmef45uff8C7/R3gnYCjA7zDbvihgOOEjw/3ODo9lPNl1tc52+pQPMFN\nZ+2C47OzxzPFtslzTJ99rnHhGcebVw2QF1m2c8119MMlka5ev1yurEusYGlB9EUY5WOdJk+RmR3y\nwuV3Jdn8KIfWpF32e96RnQ8FARfN+jT70j9udswzgeOSPKasl77+K5FXDZA9qXIMHov/OqdMIM/B\n9t5jGIa8MLtdoJ2I4MV2472vftcV7D4Z4cbbcqlOxCmhLoHBFDCOB3x9f5/aPUbs73fCMJN6TeTw\no48f8aOPX+MwHtKSDs4l5xrLmjjcQ3UjOTwn3QtbW51uCWCW/JFyyxVMPhc4vqS8lfs4Iq8eIG3o\nhJUZUD4FJM0cbC8B40SEYGbQKEA6CftRdV9tlbaun4x98tL3yVxCB8XWexhHfMRHIEaM44hh8MaL\nLU6accT94QEPhxGROc+ltyDZEzIMUr9mRxyn9axzmAmjgKNWt/7H7LxRueW6vZC8eoBUadXtS65C\naOMglUFO0zRjkJoKTY/TBahs/T6JlRGPOT2eXLakRaM0zXM8jECI2b7onKs8yQTCFCNCDJiExdsB\nTEGyr2IrMBrVPUbECKRlDKwnmmvHT7fuF2uFy8kt1umG5M0ApJVquUsFoieyyBYgW1ukXscGk2tn\nzF5wmZb4SYCkSu8WnxxMVzyWYzxgHDWwuXMhQrYN562q2PJO8IKKXa0rbd4f5phCYFosbNmivd9b\nfNS3WKcbkxcFyGsBxGwNmXOuaxhgjBHTNOWM4tnu6H0GRssi9dr2M7vnCzqTZvLczXt1Z8xcrF1w\nScglr7Vzrp5jfMrkobjJAJM9VtVsrBsA2mNuAZhuoQ6vQN4UgzzFzDJjWAtKhpLEJjFF5ZgRm6QC\npbVDrpLkYnK0AAAgAElEQVTnBMlNxFbIaalUCPuzbG+B+XGOayxskTmC4+mVBxdZ8vaYX5W8KYAE\n+rbI6ndg3RIJjZquDhcggaWCYG+r33vXP3q9DSSfSRLbi4igSNnlcmoJWVK7ovwFwMzWOPGsXiTc\naZNLy5sDSGDu2e6BpBx4tBx7lg3XIaJsZ1TmqCxyzWT/RTvkBpLPI6zRDOmPDHorMC5LG7G05jk1\nkU6bvD65CkDegjOitTsBK97ZZhpjGxjuvQeA7LjpXu/8ir5ekHzOWR6XEOYlbXrFuY+95iPPO7e8\nW2/7VypvkkEuyWqgPgJuFvjULqkhP235+lsIITPQs+rxVkXnLZvvJx0mm2zyAvLmAXKWTeUJZbWO\nF1W5x3GcBY0DBUA1qUWvPm9OVjAZgk750wGn2HnTjJU31kan2uSN3e5bkjcNkEtztRmYs8RT9siO\nbVHjIG28o17Xztu22zcpXQCgo7/V7ZmaP8bTjpNXL4U2l3fuknGSm/f8ovKmAdLKSXBaYTNsAdJ6\ntvXv9rP6+q9RloDxVFOSxCZSWkoXREBkEMV6hspbEzPDp+x44wPCKxd36gAi+mki+stE9DeJ6NeI\n6N+U/d8iol8lor9DRH+JiH7s3IsveX3PFht60QnBOBoX+YS62SQUqkrbj/5mpyMuAWh1L69Z1qjY\nti2XngF3Pk+VXplPLZtWfF5aXvkr9ZJCp5gNEf0UgJ9i5r9BRB8A/HUAPwfgXwPw+8z8HxPRnwLw\nLWb+053zmYaTOJzlLKZ17NgjsZCnrmlB0c6IactaArxF8DsllwbHa8+kyfuPt3dv8OEYEaO0Y9K1\n119vrRxrj+cEMlr6w7DHNc/qWMgQNd9PlbeBZiXM3H0DTiIXM/82M/8N+f4VgL8F4KeRQPKX5LBf\nAvAvX6aqswosf1YX0T/+WJyiDfo+Z2ZMBY7n1PnWmeM5zGjFvbR22viI53rzktvJNpqhrWvBsW3z\nXvvzwvfXLi/MwM+yQRLRHwbwjwP4XwF8h5m/ByQQJaJvX7x2FxQN7k3vK51s93ZOdTq9vHlLavPp\nijSB4e2+W5KnvJzMi0yya5vldE4azJ5w3ZsTmjO6c8Asg6J1enEJQj9W1i2o94+Rtt6XdGKdKasB\nUtTrPw/g32Lmr4jotl/jJdDJL1o9ldB6oXsq9jGHy82o1JeUS3SuIyCZfub62BtujrOldchY8gis\nu9clxrh2PW37+2sBy0WzDV7k/VgFkEQ0IIHjf83MvyK7v0dE32Hm74md8neWzudgMmmTrCmCZ/Ts\nrmRmS4ktWhU7FbUuVOdFvdXXvvQaO+Gl2uMSHfwFmcisDsaTXTm1q2PJbqDxUEkbkpCoW7inNyxr\nvSf/JYC/ycz/qdn3FwD8Cfn+CwB+pT1JhbwrH/eMQ5mGjNi/e4dVp9S2xTYH4Ckb5JsM3wEe3+ku\n4XFuHQ6XfGWu5WkuKGb+tnXQNYzSx/li0nHep49z9X7JZUn6nj826mOT1bLGi/3PAvgrAH4N5fX/\ndwH8bwD+WwD/EIBfB/DzzPz9zvmLXuyzbXb9Cq4vo+c9bWyINhGFfoAyK6YN3bG2yNk9XRs8n+Ny\nR50xFyrnMWU2zuD11zau4Bfx8hdWqLOI8vuYfy7HtFXM72qUtGtrTRPHnDq3JJd6386UJS/2SRWb\nmf8qAL/w888+pVJPknNGz0ckgOjZIM8NF3oTUqmDTywHK8o6pTL2zj8W/tIemI9dacd7ivTazqrL\nEihPpKxQFG7jj+kBZIwRIEpJfN/gK3dLcvszaS6lRpxRTs8GOVvLBKi2bxIcVS4FkmvLeuy1zimX\ngKPrx1xKjtyvqso6q6gXdlYRZXUigsA2bOgx7fXc2vm5zbqmPi/ALm8fIK8kre3xmM1xUaWuD3y2\nut6MvDYHgfWqc/7nCtdFozrPwbCdgFCd3gzEzHExtvfVCc3bQOfj38K8/E8KIFvAW8P6lpJQHGWN\nb+HFXSuvFiRfptJriFIvpEwBMb93b+Edo4aQOEqPhzmbDxbn5V/p9j8JgFzrfe5NgTvFImdA+RZe\n3HPlXLx5jFPhknIjz+gYe+wNygUgkb+/dsmefErmLIasHcRx+TVhPL/9WOSTAMhz5NSUwjedaOIp\n8tqY5IvJaeSfgWMzayv9+Jx1vKJQAUfnXXJCIQLRgbAQd6z24yuA5JsHyFPssWcLWmKPR+2PnzI4\nqvT6/lPiKd+SZDtk8drYGVw6vlRsEXjT4EhE8LJcspeQOuaIyWTEWnyl5J8c5mRNyziznY4c96YB\ncm36tHZqYQuOPcZ40kmzySYdYQbI9EiWkJ1IJLMtrYPCWOAkTpKvqF4+tzhy2O12uLu7k88eIUaM\nhxGH8YBxHDGOY/fcMmhoH+QGFy15ab+yPfwouXmTAHlOXskWGO2SrcAZjplNNjklOqiCFCmTpghh\nkvJrObTp6kQCrnQTHt6nChFhNwx4d3eHzz/7DJ99/hmmKeD+4R7+3qVkyp3+lpi1ZILKfZJzm9m2\nA+oiCAxu1PNjCZrfHEBaVXktmC2lNwNq9ri03WSTs0SZobBBBkFzv8zYD5BDk5LpTUHj9Rt9nSMM\nww7v3r3D559/jm984wuM44jB+xTrGeuM/SrMDHYJHClq2JNh3Y33mywQCjjK+ITj8PjGALJnT1wx\nlbICR7u+dY89buC4ydmyGKmiLMaq0uYAnbOtu1XNRuaQrxojiVxmkB8+/xw/9sU3cDgcQKA0tXca\nMU1zFVuZY4wRwTFipNpu24ksSW2mx+UfJOB+WV4UIFfPEDujrOp2jfG75tl1o6yxP37ygPiWbv+S\n9/KEcKQc3mIHZDAiG++tDshEwoSkg+vnpWWpDmvnfpsA+nkSETUo2OMLmybn4HoOLixreT2yE8c5\nS1W5CkAuvUOXer65fGZ0510v/W2ndDVzr9Nh0oA9T+ImmzxByBG883A+aS3OecQYEGIEhYAQQ4oH\nzOZKwzL5uFp4FblIBcrMoBAjQpBPTggj/a2demlA0gFg749qd23gfduX+26gJC/OIJ9qTZkxR9ug\n0gDJ+1eDomWVLYMENnDc5HmFKKU404xRfhgQwgSaJkzKIpUtUnIsVG6ca72Lz3gZZX2REyBOMjDo\nEhzRqMxkzAsAsrmhePdrEDz2/Zz+/KIMUuVi4JgL5P53+/cRNfuY7XGTTS4h+q75YcBuv8Nut8c4\namIUBpFR+1o75RsSZkaMjBCDfAqDzHPO274qHzjXTebRlt9+fz0A2Qvibo+f3QSZf0tOk1459hqk\naomxa3A+ZJ4j0jppVrHIXmjRtUF11UTfZ6/FpyW99lyZmSY5BRNIDrsUJB2Ch3MTTq+adOOy6j0r\n/SuEiGmaME1TChI3LDK3hGGNZVf/++xKHXC8GYAE+h5m+QLkHHiNrcH8Udhice10myM7qbjZZzxc\n8mtkhvdebEAlxMeCYpsgd5NNLiIRCDFimgKIRoCBcRwRpgkxfBrvGnNqg3Ea8XB4wMf7HaZpwuFw\nyEC5xAqtKWwNMNrv52iE12GQC0kgssdYv1fJQu3IkP4m2FGCOxueAyQX5SSHB5hPC47Wi92C46Zq\nb3IpYWbEEBDEqchqg5smhE9kMGZOcY7jOOHh4QA/3COEgIPMoNEM/j3MaEFyzbV621NyNYDUbTtj\nJW8prVejwEjCKFtw1O/WIsMNMLIJh7DAGZkROCLEZBgOhkFaoNTgVMsgN3Dc5JKSADJiwrS4nMdb\nlwyQ04jD4QDnXQbIacVAob+tZZD275sESMvU8kcyeXhlcOmEsiXAQRwoKGt3FJUZyHDJaS+zfheR\n71HCCSYxBCPGRQZp7Y8xRilmA8lNLiP53eKYBn0ieXd1YH/771kCyIhpnPDgHiQGlCtbpDLINvzu\nWILhpWsd+3tJrgKQg/MAQUCwrNbmDUh6Z6f4UcUgnTBHp2ySUOJkK+a4TKNVvQ4xwsWIKQa4GPPq\ncXr9JJTrIZ4dvVoOs1yYJlrLLThuWjnq0drkmvIoMHyM78YW35xv+9nMB0BmhgqvB5Vz6pXCeyZg\npOwjCCabjw23aydxnJNzIV/yzHu4CkDe7YYEbJmpUWaONYucO2zIgGICSePFpvKlmrZVqGO1icwI\nLsJzxBAdgo5EzoHISTlqM9V6+eQO4ggmBeEIzsYAfh7Mu0Vw3eTlJYdenHl8R3qmrhYw1VZa1P/L\nvYOJMScPtoY1tY5RBUatby/JcO++LiVXAch3ww4AkBNj5gzCxfaoIDkTfWBQsJTd2bmTDzoa/0gg\nRAnAVVtkZAYTISL5xBkkYQVO6ufhHAMIiJxAEoiwjJIvtfDT0kO1Qe/tMRtgfrpyiVfOUQk1Es2O\npKMpGMUQMZFDCJO8bsvT8oAatxeraA5KCScCpqCAWUeQWDvjY8Fx7b6eXIdBZoA0zhgNzM4AScLi\nkmS1OYMiVeA494DrieWxVOcJjkVEAUpGBCMwqg9YbB7kQcQCkABieoAxg7EsuylXeJL6UbHi+sG1\n8ZzVPVJnYNhkk5WSg9W9x+AHeJ+Ige2PIUzGaxyPl2e2DEsjOgfJb2maYWGOQD9W8VxwbI9rfzsV\nHqRydYAsn8Qoq2S1JHaI7HSpZqBmISBP8CfnarWbyzGqluu1U8keUa7AAMYYMUXGGDmlV0qKPAgs\nbNenMp2MdszgKNO+uPWnP0LsQ9Lv9mGiecl6BtANKDc5V8S2773D4D2G3YBB7PHap5xzGEeX4hVD\nQAinAWUVSOoBlPoUQkAkAkxqsx7hOAVoPRBdyvB1Uwxy8B5AYUjFQ00Z6JRJAijB3GThp9KvC0Bm\nBllslihnZHaZjc56DEnJ0YEi548nxkQOg3OYgkfwAVOcEMKEEAghAkEYaLJcE3COXaZRFap0a8YW\nZNUcUEr/xI1tJrfVkRjNvO8YeK55V94S9l7ORPX4671UexrUYnGShBjhQkBAmuboXEQ0DDJ5k9dF\ncGjxPUmEJpGaqq/ru8s8JwPpxHzskpxymtrZcTfHIL0AJFA3ngKky/ZIYZCZSQIJIqlQwnRiAb7W\ns9UQqzbAnEiIn34cQJHhIuAjIzhG8L4KB5rChHE6YJoI45S4J0WZTB8Z7NbniawN4qLiOJ9H8jbs\nyIkDaQpTDn/QNTuOBbLPwhrSzhVPa5M3L4JizBExEkIyAHaDsnUKYIzhpIOmxxgrB7qj9H7Lew5C\nHQOqDLJ9T1uTUu/aDOSkw1IRaouy2hetM4tdKczHzUYG9RYn1kQS6lNW65AIiARmSKAJomSTbGx2\nNeia71WAOTLIJoe1sDRmOAI8AezSCBogAeXizBknDzdq2ybQZEQgMthFxGiv3294GwuaGaPYf3aS\n0WUnn8EPOQ2WgueDrNNxOIx4GMtULH25NCSiO51K950aZjf5dIQBjrKCIGt4jZNukdgDUeoPMYbF\naX+dYnN/bI92JO+0zD0nIkzTJAczomyXCz+uBbE4LKidJFIZPjn3g5tjkFl1FlueAqTP2+SkKeq1\n3KQjAcgClMtOmfIXKfE0dkhyBLiyRUzAiCigzCmIJ1BSpQMYfhoBl36MMWAKkzhrEjg6VwzMep0l\nCm+B0TmHwQ/Y73e42+2x3++w3+0zYA5DMp4Pg8fH+wd8fLjH/fAAunc4uASSvZk/XfbYtNUmmyQN\nKEVzULDhNID2pnOTOwDL1gNlkLvdgN1+n6+noURPEgZ0nRmmZr+AZIbKW2OQFiBjjBn4LJX38skM\nUj8k4OjKNksv9MXIDBwJ2f6RgZIoqeWOoE66QEB0siXAjw7gZAMMMSSVg5KdJhIlu42pe65bunBV\nHzu10XuPYRjwbn+Hu/0e7+72uNvfYb/bJZCUrQKmgqoW65zLI7C2Lam9kkvIRKlSx8GzVm7JjvYW\n5Bbak5W0XOfCGuan730KI5LlXbOj8bGFH/ktg2SHLJxgkddz0nCa6qcdOHKU2lJmbZAlMAuDNBYN\n9a5Yxmy8t13PlfxLdr/l/4nOQr3RWp4zI6gjgJ1DHHbAPsIxMAgoRo5JTeGGtbUP2TwD7zx8xSA9\n9rtd+gw77L3HznkMzmEAYQDBA9iTRxwG8H4P4jQ76WE8yBoecskQ0jKiKIl+bbtopiIFyY1ZbnJN\nYTEFTeOEpOERxnFCmMS++ZTXkCSyRWKsk8otzFcdTI8o/2pTDRkARUpMDIAYHLKnWu2/2oGz/VGA\nMbFBhoW+LB3PcPWzHk+oz49KvRnENcA6afCk4jtgGOCYMZDDzqR4X1I/lp6Fl2mNXmYQDd6JGj1g\nJ/Fog3Pw5DBQAseBgZ1z4GEAARhIHDrOpQB4TmmjtFmTtrEylMG0d/57k02eQSLH5BDSuGGilL0o\nTOAnJujIIX++TEZJjp8U+Rzj43jy1RgkA5gSPuaJekoiGSjr25JM2lcbCBGc7Cf1TmUWWRhh6307\nKYZ2W1pZ2KfM0iFKM2p8Aqa9H3C32wmO9JILUOdBlD2OnNhc0zaDpQFO7zw8JZD0IDgG9uTg/A6e\nHHYCqE7sKCFGjGHKoUeshmhgVVsooCZCvzlyNnkeSXHGIRGimIAyxhKNkQ5aWVjLkWAiQgZvbPPF\nPv8YAL4iQJZEtY4ZgTj74SML42EGO+WK1thKcAKaBRyN+aABxyrzh91mms35uy7cbiLL1cGdswcx\nEQZyKcCc0wwcq/mXbz1wtMdxAjxKoeieTIYic708Vx2UjkeynXrnsMOAQMBuSiA9xYhDCBjGMb9k\nafpW7DqLdJ82Y7Vt49A22eSCYqcQZoKjA7rpU6vEmtqA3G9yuNzgBR/SfO88Q1jPXSlXAchUH3s3\nCfGZuLrPCswyQzR2Q9OdCWqPLIHg7XzNfDSLIk1yrm2gjqNHyyvfCXCAg6s9ZK005fSegwPlDwn4\nsQK2AnAAmCR8R+6PxUnF4hiywbXJftpczbaDAcne9zyyKntcyyJXEPWubCjcl7Y932A7XTRlYAOS\nVedUNtY7p/p+vC5XAchJXPi6YhnH1LFJkJCyals8y1CPtbJCtSSyaZUMCsVZo8K9bQ6uLD9YMNQy\nCkDXk2RmTdl4qI971QWUQIhwAvEOEchqBscgjh+xJOaXiTM46meMAR8f7vH1w0NJUR8DYgxg4zRq\nX8ZjcZoVYLb3cUm12/jeNtnkEqLMNEwEIDl9Qghp+YrAxTh/5nt3HYCMIXmq2WZLLrzSzoqxwJjB\nUo8ziJ9gcg5GqiQSlwFlyX1iz07lF2DINsbZuSUlmoKGslVzYt5fXYkIYAdG+gAu2xBDYFkXeEyA\nGYKxz4Rkm6XkpmIiBI54mA44jAc8SAZmTUuVvHZzo3cLjkeD2lunkwXMJbDc7JebXFvU1BUZUeP0\nmBGdq1K0VV7sW1OxpxASeFuPL6tX2s6nBqBzsskwSaCoklKOauBWQU+qdKIndVtQBssWUnt8r17C\nQUupDB6mDkUtnZVlmZgCbwWSPmVQjgFTYIxTkOmEI6YpLeA0TWPy8gnDTgwy1WgKk8wTDwhxKi9E\nVr3nYu2RRwG0Y3Yo7NoAYcs0q+d1RDYWuckFhZnBISJyAkuiIKxSMccevL7cqwDk2M6xtLWlYjvM\nnyZhgzoVisoJaExk4W6lx2Uzmuxnag3APGOPFZgx8jltW1ZwQGmqIqudsP19JgnkIjkwe0R4BDAO\nkTAG4DAFHA4jxvEB43jAeDik7XgwAJmuK4o3UtiU5Cdq474eIUusUu93bYDtaqDcZJNLCEtmoPjE\nGTmNnARIIroD8FcA7OX4P8/M/wER/WEAvwzgWwD+dwD/KjNP3UKyIY9nrEz5XsW/xM5I4mHJv7Q2\nvyOStfGs5VK9k3jm19BrsxzLZP/uOC8UHHsgWXmOgZLYklFcamp/1Y/O0fbNZxAPuthahE0TQXL3\n+RqvLH3OJgrKYwhrsmBRxWMeafV7yRRkt3UzrVxuc+mYRPc3FrnJTctJgGTmByL6o8z8NRF5AH+V\niP4igH8bwH/CzH+OiP5zAP8GgP+iVwZpR2vgEQazGMa7mi4MRFUJizpbdcpGXZyFtZiNYgUxgbKB\ncqmTF2TNdRFwnDF1A+DFTGAANf+mk75T4lHFS3IpvZTzhIETswQPUIeSBATJaowBOuWRCSkcyJOs\n71OnftOQIR1oshMMBgzFPhOirgGS1uqxiS+4AUwbJXCOzEA2txE2kNzkZmWVis3MX8vXOzmHAfxR\nAH9c9v8SgH8fCwCZliooaGWdSQpFaqOEHmk7jpKvhTCao2xGCiP7N1vPea++qmJTrjY3zLFXjwxQ\nFkiq301Ci3xfKWu5dwB7SgCZjQMEjYac4gQKEzhOmUGWea0Ow2AWH5Mgc5cTEkNspKlO7ZofKZ1b\n+tCYMki3a4KszZ83a0rjyGr35dYpZuRNNrkpWQWQlNZC+OsA/hEA/xmA/xvA95lZe/xvAPiDi+dr\nqIqyMlJOWILHM4RlNdicD8od3CbatFv93u3EGSAKm13yuM6hr06g0bJIVKBO5dNcvvyRVGy1Iuqy\nDimfh4aGC9OFg8MARwE0HUQ5T4yPkWy1wyDZUSQjtPceg0sfn/NOlvyTQFqPWROlxhBwmEY8HEY4\nd5D7PX9ZzXT7JT6zB6oWLDmzRzOEbEC5yY3JWgYZAfwTRPQNAP8dgH+sd9jS+X/v938/H/DFZ+/x\n4bPPZT2Xkhg3O2LaTiPiSNOXkVHNa5Bcx3BUxUYmMLIbddh6cw2zL+83TidGYZDdxceyCJsmQgJK\ngqMo2jcB8InhcgJLhwhHITtlIseUU5LTDKXBD9jtdtjvJQOQ99i5Mq/b1knbx+aQjDFiOBzy7xmE\nQ4AjSplWgKJmr2jhVtrnU8dbauObkpce42sAzs1k8KbkLC82M39JRP8zgH8GwDeJyAl4/jSA31w6\n7w/9gT+QzgchKhA1IMjNXyy2QuLEGjnqVDwFVsnojT7DmSm43F4NR1/kVe/4gvPmGOOy86Q1XCfK\nejg5iB4MEMM5AB4AOezIg/wOzjOGQGCO2O13mT0qOCqD9M7Xy1Kg4I4nB+eQZvGQA+1SVKaXRBx3\nw04YZqjYZm5zcRTZfIJ52/kc84zPnDnH2Oqtgk8L6O3ft1jnTVbJGi/2TwAYmfkHRPQewM8C+DMA\n/kcAPw/gzwL4BQC/slSG6uGahILVKQNNTKG/A9lrDMmwQwwXxY5mHA95bnej8tYsMgFxYirtW/oI\nexqOvOutgwmFKdlPLsPYYlPW5hKio44f5xL4UiSQ8/CB4QfCLiQ75TCkxZb84DEMvqRSI5e3UOat\nNkiCIKOT/JosuTgdBudxNwyYdnsJ6ucc3B+jZFmPsWxDSMtSNAu9V3Nu2zbsqN8VeJ4CylsBSer8\ncdzf1+w8vWuTl5c1DPK7AH5J7JAOwJ9l5v+eiP4WgF8mov8QwP8B4BeXCrDdpDAGZKRQ62RRX5FD\nYpKvxMFRTKqnowpYM4MUtbbueFqY2RgPkE2GUX07gZ3WxTALYzGstrW/WYBUxZ0ZhY1p6A0E6Anw\nILAHXPQYBsIuejCnx+ZlWYa0PENyyujCX2mtnwKKxY5byiYB4kiMwTncDUMCvmaNGw39GWMCxDEE\nTDFkx844TZjGMT3rJkSoB5K2TQAzqNnB7hhQviRItsDYYmMJwDU/tLqLPWazv96yrAnz+TUA/2Rn\n//8D4J9ec5FuF2G1+SEDnv2x9Itko1Pnh2OdcscV2DjDTDI4WfthVoWBom/at5Kab6c5ZksOqne7\nwyKZa9bLKLGNGu2vdlCNcUy45qSVfB5BEsOsl+hUG62dullus96nGYWcgA3zUNfHPAdGyjd5CBMO\nIch2wmEc4cV+qfev2aF1m5P0Vk2z4ATSWNI1jPKlmaSJUpgNkrMXxwzA+ozt4GwH8pe+r00qucpM\nmmV1iWZe5UrdBrL9vgbZ+XEZGOW7nW5XBmuuMdHUQwGUwPkwG/xdQK0GxgokrdNIHTdtU9iyFBjz\nPjYAXkAyAZ/LuJ4/6pnONsba1pjNFaw8XW+3DBSZYTamiWquEQEhMih6uDDBBZ8+pDmJ9BpAcA4x\nRATJx1fU7aSul6o17LGz7yRQnm8lebrkQYea3esq006KWHRUya5HyXMC7No6vRGQvxJAps1Mfe0g\nDZndyvxs0omIthA9X9RBJDYJWfsmi7l4AtJ6qFbGWa381wB2zXFLsZmh5qqU860Dh8wgwEh1VV8V\nE8Bic9V2IMifpHUR8LblVWpz8fTb3yyDBEnKNVHBA1FhNcJkUrVLeaCUtVyZX8pL6VOqc5a0G0QY\nvDP2yBRCNIWQ1vEJASGUzE49j3YLjEss86gj5xJi2eHSflO3x8SHApjfcx64GG8FYF67XAUgC0sE\nFO30nSogoE6ZtL8CSZEcbs7cH8iM3UvtbACV7NpaMAA2Uw0tKGs5GRAt8Jltj4iW01smUNiPZaEW\ndNPa34KUViWD7FZW2niHyyUMKJLYavN9l3YlpHySzgJpy3yZQZI0RLf5XkVtHjIzRc6MvvO+ctiE\nkFaAPIxTMqNwSuSr1+oBy5LzZg4kz4AgHQCkY789EhhbmYU96UAJbED5wnIdgCyoBJsS3DIkat57\ng6WLzK2GEtPBDViUg4ozaFZovh6VrNpcEj50QfDI/facD7Kj2PZgANKOBFLtikVKGXmRsBg76liT\n7IMTuFlgVJWaKEVgZhUbJsGFAqRzcOzSVEiUGEkiWYESEtYu3u/BDwhDWat7mtJ2nMYMjiEGTHKr\nljX2tlX7mXYtQHJhkGwAcAaSHVA8BfD9y9QhT917zy8/5+e3AeXLyJVV7FqPrvBLDlT7DOs/GSSN\nDa3hjwog5TxRlZ3LL1vGKhhG24jFKcvU6oPaq89us7Z5yjm5npizyPIjZXZM5vjMIKPEGzaLuGdA\nEacNcUyB5o67nZvajs8CkMZ77ZyD8x45e6VzIFkGwgmz9BRT3j3vJVZyl1K0hYDgE1g+uJLzcgxT\nBWzHAKYb29oB0YsL0bydOqB4CgTPkZYpF5C0herBZxW9yRPlSksuKHjJU1eczPY1URHV/gJ9Dyx0\n2ogo6PcAACAASURBVG3vLVlQjyqbDuXaKFPs2b3aQOd8BWNDrO/PfLfARWnBLb3RSCSJjXkGkFUy\nYAbYGTOD1Cmv0hYl63i2U1C5WWbJnhwToJIF4QWWpPdqWWSuYwn1cbIWeIpLJblcaSNHBHYOnhky\ndxI7jpjCLk1rlOOCcdywMuNZm5d3Jbf4kumiJ2sAtGOiqILrF8Cw97yrrTLcbr3SP2yPXVE/wGLm\nCfX7FsC0vf1XCuxXAciSoa1+8ZNqLTNmMGeG1h4J6LvE2RbWipIwan9n+6Vmmvlcw0pacMy1bl98\nC5Yd4AQzogC/BmozkNfiaQ41FdXM4Q6RkIBJQDHGAA4hLcwlLLncr7CzXG9NrmtsqnKsQmWxAugg\nIsfmFScFHM36OGTOL/8WsdMbvU9zxRmSzi07ckqwechZn6PxdrN9Ul3GfFROsLj2HSnxo2nJ0BS6\nVNpHTRR2JlELigp6+m4dxQhrypGtbb9ufaHjWRnoq1LbZrkFoHzlchWArEJ0VH0ACkgKdFiQzC+E\nOQ3E6eWgvKM6MJ85U4M5vyTtS9VTb7h9+fUMYVstmLbllPskU88CWuq9tnBdJvqk8zg6sIuArFuT\nQ2WURTKDvEvmAl0sXa6rHVZZckSaX53XzIZVs01LNf2ShSGSAL1tTgCZbanKbU/X2EgPj50MEM57\n+GnAFFLm9HEKmGgChYBAETEQIKngGLH2rnP75GqZgcopEG3tjM3Su875/G7atknp4VKLBgvawGxt\n5xMQWQGjPpel+7JsH3kj/UFLsAXYS21A+Wi5KkBWRE4eKAFwjOw80GUYLPbZ00qsoCocRg2nom26\n7BBBraaZ0lIxc3tWyyQBVKCbgY0XVCVV3w2TI6kywzI7UxdLkyVAPMKl6YZABkcOwiIjK9KZjp7U\nZIqcwpxiRAQQkHKOBx0npI00bjLZ3bQMKv3QMSLLuuS2beT+HKUZPJ4dvEsgA5RO7dQGLMxxiBH7\n3Q7jNOFwGOFo0pYBIWBiyu1GXCI3ObdPw+DNtWZyikE26rMySO88Bp+2PRV7IllnOZqpsgsmmS5I\nt+NMY5IpTJG6W2vDrYcMfaE4/1n9rPs2kDxLrgiQHQYgakhOHgvk1QudwT5msaXld6FeeY+Rcjqg\n/Jy2WFbHKqdPC5KM/OLbuloWqdeddYzZOapYFxbK4LmH3p4XpQEE4Mg5sdPFzCCZOXmZIQBsXn7m\nCIQIhJDZY5CPzWVuO2O7DpCGXdmZMC0QeCcJfv0ADRmybQpAsp07eF+C4v04Qlb7NhYBAudF3ktz\naMwqd+ZjdVXRlQBqA+QJyOxx8A6DT4k/KoZp3xFh1lFCxXIkADB7j2ayRBX1xo84hJbupQzi+Z/S\ngLfCHntVf+k6rZCrAKTwCszCbIrmmVVsoRDpL+2Y8lXZF0inEiJ/z1oYwcyxrm1vs62q6gIKSlAy\nW6nAtSBQ/sal0wMo9e0Y37VfKNgbrb+6Qq6fslAJ6eGc6aevTmaQzgwvKdQ5GF3ZoVzHxoCWOiOn\noUtLOaQAcY2DbO9NVXBdvzsPA/ne6kHRgqfzDn4YMOh96rRJ9ZbLqnTMTlZ3bNYmwlyso8VJWU5t\ntJVWUr7r345SLKf3ruTSbM5hcA6yT7GfhBBdnquuW5YBNj0XBbDCgo/ZUJVBH8OOdlBeBM5yQnlp\nNxZ5llwRIAXcLDLk0VSCxFWJNqnQGMgJdtN3sdcp08kjZiorAVB59aXEApSWuWk5nPHDaCls/0Cm\nugLzRe1D3WENUKUqlWGBqqIV/I0V0Nib1EudU6O1y+Wae1fQsECZPyTqfPbMphMogylQd16pCjux\nbSKzQ9seemX1QiNI22caW55/ZjZZSywOnAEAyIFCAE0BzgUQBbg4ZWDMHxkoornXVogolSv5MP3g\nc1uR1CNrGObRZmAVoHSmffU8gBGI4AMhkMMQHQKnLEea7aikgWu889GCWizPrBUdsPP7Uzflos0b\nC0Cp/WEDyUfJlQESGWRU5iEdCipFcnIKZZKUFLTEeAq46cuQ3oXilMggmUHOSMHSUmD+bg/k6hQL\nBJaloum8ej+2hGrbUau6DqK0nqUcbmwIckQBxZKXMYKlbVxx5FAqi0oFUj/l2gtLjgF2SKdQ5bm2\nLagMkqmea21vrYTMlK1zDn4AmBxAHuSm5OhRBhmcLGXrEKNDiASKKcwIIVQOEm033XrnMQw77Hfp\nY8N2yn2kCmp4lfJrIuT1fPS4rGoz4CkmhxLHzB4DMyaOApZcrcec14Kn9HdaU4jyQm89kFTzUcsk\njzHPoyFJBnQrkMwHbLIkVwPIpDrongIxqnYCCwCC0mmzY0PYY3LEOOnYMDO0CmNM47Vlj80boep1\ntr3pDy1A1qxWj5kxR1NnU1Ilsxed0uyXtjPUYSQFaHOH1T1yo6wdNINkhC7h4Mglr3dCyOTEUROD\nuZ6Ca2KQ6QoOLqeT02vn/hU5qeVLtj5Ve4WV6T6n+SodgzzDTQ5EAeQCHE3p+EgIIbFHiilTkNaV\njjJIh90w4G6/w93+LmdLt3GO2dApZZmXrQZG1EMCM6XgeGlnBUXPjInF1ptDl2LOahSJAIqIoZiE\njoHkkhlhqY1tW+dBtn0fW5DUm9xAclGuFCiO2UPgzhBWPasZiMj7DHV6NOfL71F+07Isi5yJeV/s\nx3YSmH3KItoQnfrG5iFCreRRvTmv/tOwQvDMZpjKEbbaZPvWc1KQkFRbVGW9Sa17He8p5ck2yoyc\nxDhjcWgApbOZ+vZEwVDzQtrlKIgkR5HjysuWVd6YVm6MIQWn5yDupny79ZpV3XvxSEtmdQOSJOws\nM0guWaDsgDEDSk6RBcmBxXBcypERChqFQRQkbpQQKOR66wDDalvuXHcmdt/CQHS2bCC5Sq7nxZbn\n2hnzzb8GAJqHxlh+NxIQyouJ1NH7GoRZgIvqvVnV4mLZy6CkdsB2FJazrcrWsl/0/m7B0OyzrFn/\n7r67zCmYmwMiEVgyp+fpgqbepSAp02Qvr2P3KLFGpuqeA2LKap5ZO+X/ctm03M9y8hCoNpCXLNOr\nClMFBkcgdnBgRDfAR0J0hBgdJufg3YTJOTiZ890HyCE7lqLYcvNKkwryBmhdfqZz9dSQ7Bzgr4TT\n4kuqQwJRR5QD+CNS1FYQFhljhJMQrJm9WN8f+x2o35dOPctPtcbBzQCYK9neZb5RczObALjaTJr2\nVSpfLTyS6WHUdDcFrXxg3TflHeL6GTdsQ4VhX3CjvupysKYMAko8Y6WiGHWc6vdqESQbZtr+1jJL\nWw61O6EqMRAJiLEArS2nWBVYzkGxG+qUxXygUdFQd1YgsT8WNiZBOsgDROcR2/vXjqo2yOxIk0ZU\nVpoyxjuwQ/JcO0LkFDjvvcMUEjh6SaU2A0jnhDVKEl+1W8KooHItXRZXKKs+1gowWqdTfm8YFYgl\nZk05GRMh2W8dNHuSQ3RmfR99BlwcT5V3Wp9LTw1vQHKJdeb3wFTS9o2KSlSDvjlmQTP4VOTKgeKG\nakBxjorKBtQgWQFmOpdtx6/UxTkgJdZQYivtcbE6nvNbnwCxUbvlYlyBYwGHDPI8f59aFtDBkWrk\nZzvCW7CpbiB9icwlxlHbxbAk/Z5vUQcRLt5nljXLSdljtmGl6+SOK5cnl1RfdprAt5km2rAQNvdn\ng53T93o5Wk9pEHJiE2BHYHbpgwgfPLwL8C5g8gGuA5DqiVaGGGPMgKhNSpTmjKf7dQC56v2onl++\nH86viQw15g61BVkcPGmvIyeORYfgYnI4uQjHxZGjQEka2C9/wzmxEy84dDogWcdqKkDqsfISVYMB\nSYY9SyG1lfRrHik+SbnyXGwgpzsjiA1KYMmwvXbLehqWUknVr6s+7jyqN2Xl1QR1DxdPLjXnKmAC\nxgtOqSOAC8gnr3mhGYWhzkd4S1LKHZR5vumguuOXcw2YijMmcJn2lh0SvaVnxdbFsXxCZBBxyQ6u\n9jrDaoJZ8tUhTYFM64lJMo7mvto9s/un5FFPGJmGSKeHW7BiB2sX9S7AeZeymcc+QJYBztxr0wwZ\nTJXxmfYGymDUe37cfOq7FQ1EBiY2oOqYEB0jsms83TEPEpEoM8dowXH+JLViy0wyA2WpuA70Nr5T\n7dvl3e5dJ73znyJIXgUgvdqf5O/sjZYHnACwPOz8nFgfZFEF+vBYb/PoKSNqYYuMiPnCWaou6bmQ\nK+mrWRb6KserbYm5JPLVOdPZ9tOpYw8cq7rn39Nba0shywLN8doxYdo5KthnG5xk/2EIU4nl/jLs\nlufSJmVgTjbCdN/Ji+ukbUlME5xvUJmKNleFNtB4zOTs0LRsVv21nbc4jexTAOrBowqrYjYgWZ5Z\nr73zgJpVzvJe6KBpy6idWmXAtU+jr5ZS3mSNqf2YSIHCrM01j4GltG25t3I/hTHotZDZZvaoCwHo\n9jJFUM0nMOtw/Vvt1/ERx72gXAUgdyShOFCwSrYzQxUymAHFtpc9r5izLas2WWlDbcrUOuQ6MCtI\nW6pQRvt0Pevq0d/rETaK6lKSP3Oe2ld1tKaOi++FoWCpKUwSi84AbjOl52QVcrKmFqvm8Gq7GrsU\nC1ix6Yy6zYHZsQQ2O47QcMeYTQyczRK5I5q7zIOh3ESKChLg1imNsiIjnHX+1HY5XYo2g4Wpq90W\nFilN2vyudVLPf+SYgSLXNzdQeTS27TiXYMtDPpjtYGaOt0TMAqFqU+ScZIBKOTgVFC1Iwl5L2ym3\nsTSzJnbRWhpgrNRscLePzUHSfGW9p7Yi89NmMvudqm/5PubqyIvIVQBykJExcGIEAQJADTiqcyCP\nY60XpHlZrVQviPmus17scRa8dJOPTnTC/N6F5sSoiDJTA2pgjM01W1l6j1pb4/wlbF9cCW6We7De\n0IrFKmvPoJb+IVfKTPVOHcDOWqnKhENEjj4traIXcrYnmQbQzs06TVSBASjuXwcXk4NGga3YSrma\njVLZbe0+M8jm+2QdGC37SyaRGBlBzBIw1c3VN4N0/aDmzzfPr9frmWtb2pWBW4BQ/yaiMrPKPEM0\nz7RUoYymtQc7JRkptbONYZ+PMnY2L17F0aH9EwqkxOAoL1Ns3s+ll7olMvZ9blhrNRDdgFyVQRJi\nSrlvRzw1PhuQrMT8nQN8VY58L68jz37Of3dGqapePWHOL3EBx1QYg5sYyeUBtn0Vy686embEK5ee\nebDKa6Vto20bVY1m1G1BJZ7QkStsT8eglkEy5xjGNMUv2R/TYXUCh1wjRwAk46+lUzOQBHT2ik63\nIgeAbeq2mKftqVOJlcEwV44ONmXb6YW9UBo1EQSK8FGXpjBQmIl3KctoyfXTW3pV9L8Og7Uc26rT\nFeNHXXfLFC1YVow6b1MGKH0vy4UpP3L7FtaW+mZLrVLAQGwG814bLPWhqunKu6dYUHnWX1iuxiAZ\nSI2KCGaZVwtUIFkNLM4ZJmf2677qPMMH7agKVJ9ZYZ32n8U8dqCssnflEy1jWL5UOy+7IozNNltL\n2VyrapPSadU+qPVL3lAFhGTS0FePvc/qmzdrWuffeQ4qUrAk0i3/6f5yowSKrlDaUqB8ZF1KY7gr\nThOY1R07wBYLMFpGaD3COshaYJuVI4NcypJOiBSreth69T5N0wvJqhmoAljVfnXh2TutMZr6fHP0\nAVF1fo89560ZIJjZrPGkWlEusoyJ+gHn7ywjvH2XrW7EKM5Nwrzfatss08m6feftrmy1AeAXkusw\nyN0udb4QBCSTswRc7B9A3aStNxeo28qOpOVBcvfY9lEda/MqJMUyXHNeBjAy464SP3PNfB1TAc6v\nnHrwCzgVIOfm5OIZlQvnFyi968XQ7sjEGCJ5aSMDjsTuqy+1AE4Ug0fqKOV+it2qeMTzjBRn6mIH\nunRjKdFvZGRaaNlwbt+6aRTUKTKIYs4HSZAVGEULSV7f+iHa6XXtnOsygJVQLza/KZsEUDkK7QBG\n5jfrLV9iSJVa3AMQIO+32pSG8lgC0FOpLbCoqQfCyLV9nSfJjK7fIR+Gc4B3wP5uwO5uwP7OY383\nwDuHKTDClD5TYBweJjw8jLh/GPFwP+LhMCEiIlCKfkgxuArU9rnMicWS1Jrjy7NGK9cByP2QGs8R\neJLs1gKOs8GV7aY/8tqXruKPvcPNVp+f/d47NhU3B8cKIEkBvnS4XI59qU1nLpiXdtpEwszmXljZ\nox5OuYPPtlXdBRSFHrBhm5pfN18wckqgoJECWSWlKvemThXU7zZvZLFLapOxuZgpJN98YoCllmbw\nY53aSAKS5tm5NCWRGSkHo5xZqawNeM3bpm6zMhAVR15vUM3AqM+heQbmBqp70a0Fu4oAdI6zTD3X\n0V63kSrwPbdrGlB2e4f9zmG3J+x3DsOQlgkaPMN7xuCBz794h8+/eIfPvrjD51+8w2434OEh4nCI\nODwEHB4ivvrqAV/+4CO+/PIjfvCDe8QpIoBAkrRDvWEKjlwoJh4Dknrn2g9eWq7HIJkl4wtj4Ijo\norDJ8m6xpWNQot1I9VJxBhaV9gzq7O+3O5d33LCj+VHN+aIiWcAsF+kwzwwcBQFaNlF1bmF2+Vpl\n5+y+VKt1pMeQsMZ0IOd7LKoqybGV3U7hmZRJpz9KeA7NGjQqvDPDhoQUW1o5WAHORmpGZnEOpZfC\nwQlzlMBvpDhCZ2cwNVKxO90q69Lf5Zho29yyPNtRldl0mJtu2Vyj9ZLXAwSjZX76LuWPHYzNNbk5\nV7f1M9O4XcLgCe/febx/5/Huvcf7dw77PWE3MHY+pu0O+OaPf8A3f/wDfuzHP8c3f/wD7t7t8fHr\ngI9fT/j4ccLHrwP+/u9/jd/9nR9icIQwRtz/6ADKwCiDsGNd12NumzwTJKsGuQG5EkAOiSFAje0O\nLiQOwVXHVZDo020Fh+pFgsbilTNaUCTzsTNoKviqGFbdufO1GsbUgmMph2esUQFHbZsMDeEpnaxi\nEVAg6IEjde5RklMQFYBScJJrOVDyruugosAgzDAHiZu2TpvaiWB/s/bAyOZuW/Jo2lLBUWNJwSjn\niz1NZ7mUBLUp9nIiDS6qZWY/tOxSf29YnI31tCyPe+X0gNLc35IjxtaP9VwLji1QGtU8t7dtOwuM\nwu4JJO2U2mu3c3h/N+DD5wO++DDgw4cB7+6A/RBxt2Psd4z9nvHt737At7/7TXz7uz+Gn/juN/Hu\n83f40Q9HfGU+3/uigOPXXx3wA++lQRlwnKa4RiGNMjbOZT1IFrpzGwh5HSeNTwCZUkDJGso+AJAG\nhnhMweYFlUY1bcsoLyznjo7S0eVQVeMqsQfI+XkXl33lerWKWF5itrvN/OwaJPOD1jrqjVm7Euls\nC57dR2J5ZInm4iujbZIHAiI4E7OpgeD6O3Np56IWQ1CLswO6Uiubppwx8laltmU391zuTbaoHSga\naqRaRw5kFzadWaWATrHdlbdHoS63h4TyqLlgCiFHVEDCmfLZhrEVIlQzuva7rX8LaPpstNzMIBc+\nS9J9FswmKiF9Buew2zm8u0ss8sNnHnd3wM477HzEMETsB8Z+53C3d7iT496/G8ATwBMBwYPCgI8f\nIr71zYCPX0ccHoAYBnw8POD+8ICPhwPuDw84jJMs6ZHuMcxq2Zdj93orcp2ZNLKuyeA9YhySN3KX\nprelpT8lvDpmDEHVBWftWDMV22EVHCuGb2FHWbxib2ZT6XcF2AzTVBeTGaQ8XBuIXl1LN6RAhMIg\ngRkTno+cie05Tsko8k3KNVStAur7zy1HxQmUcuMwdCrOYkeUtuBY5vW2Kp3d1zoN7Po1ur+9Snly\nXBwxDWAAReXWqXdMKY4WxJL12+fjqnM1G5Mrz8U7L1l+UhZzIsLDOOIwjjgAmDT1mB0Qm/uw+9v7\nr8DdTB205/Y8tj2PdHvNrge9OZdcMpWk6KikJzhiOBfhfYQfUruNIWKaIvAxprdrd48JX+F+Ivzo\nPuD9Z3d4uCccPgKHe8LhHggPHu/vPuA7397js/ffxE9+54B/8IMv8f3vf5m2P/gSX/3oI0akfJgj\nRZQ5Wq9frgeQYAzRg71JxwUCBV13D4gcDN1SaRqb2y+GbxpsquawGkaXwZHboupZDom8UrXPOlG6\njAmYsc4avaXgrGq3mGrLSydGmNk0RkrSsQ5bNqqkxoFzRva0sSFBllUrkmejeaPqtZ20XLIPAHaw\nWmIM9lr2uyZt4BjhHOdnRo7gJdGFXUs7rfSo0xaR22cYBuyGIW1zhnEH5pSEl5q6tcDfssK27hYc\ne+1l21F/WwLjtg17ANmCamSdpcj5gRNFOBfhPMMPyWY4jRHTGDAeQvpO93gQcPzBV/d49/4OPA3g\ncZe20w4Mj8/u7vDZe49vf8cjEuG3f+t38Vu//bvY/RYhTgdMhxGOUxLmGICJ4qxvrJaG0Ly0XBUg\n2fsMMskkRABNYLCECsSZAd4CX/q7BZHyNVsvDassnkEBBgVHBYUWHLO6LFebMUiLwmVbaddVLakG\nOOJ8/Qqk7V0JZpUc45QyrhjEzeq0tKVrYFJthUmTpVSWMMgYY7YBWpZnO15PlWxtX/Za9ji7v/LM\ntsAgD8WWX7FIACyMLJr7c0RwXrzaMcUxxijDrKicuqaMI8JuGLDf77Hf7bHf7xLTBRBiwDj62b2X\n5zC/f9s++n2WmacBtSVwbWUJGO3ftp56Tec4v9dpXrwCJAuDTIPIGAI+3gd8/Drg/mPAQ3jAVwKO\nn31/h3fv9hjwDgO/h8c7DCB89uEOH775AV9863N8+NYHvP/iPb7xjffY7QhhPOBHP/whvv7q65Sk\nfgImqgfF1y5XBEiAPYMldXR68PqSMybHsw4G1KwQmZE0zV/02wxUyiAtSDIKOKatPMqCfvn4MlOr\ne8W0j1EBFTefxGK4VFHutzruSN8p6juXahrRbOGOhWlSDZxJzZaaFbRMZcdYksiyeqALS+6xQwuK\np1RJoABJNJ3aeoXzWNOAk31e2XoaTRoz0kW1JBFtJAQQwCHdc/6k4/bDDne7Pd7d3eHubg/nPKYQ\nMY4j7v1D15bY3nsr+d5MVh6bnae1eR5jqG37LQFsD5R1sPOkmYl0YEjxpE4AkifGFCI+3gf88KuA\nH3454Uf3AXc/BO7eE+7eA3d3O7z3X+DdMOH9ALwbdrgbPD67+4Cf/PZP4Ls/8238xB/8ZgLHKYHj\n3/+d38OXO5/A0XNOTPN4WWANLyRXAcii7pUX1ztGdD6NcNFj4DpzTLIJQSbdy98o4Rlq59CRUzFA\n2aBK9qwK6BWQpFyunIZCPUk1TbRPqyKDZicbtll2N6wOpeNboD4q9n3Rl087s2Bf5Q1GC9oG3AUf\nSZ5Byh5u2j0Hk5f2sGDZU5Et82vBxLJHLjtLq5jDewBbqlHaTSY9QjmzfV9yuAslr7cu/zp4j/0w\n4G63w7v9HXbDkNR3qYsnh/vDAVOYkvNmmjDK+jfU1qW+wVl79NrFtkWvDZccP21Z+r1V41MwOOAH\npBjHXYp5dN6B3ABgD5YkIxwjYggIE2M8JK0iApgiYxwZYbhHGAbEnUcYCHdfDXj3/QG7zwG6izjE\nj/i93/l9fPmDH+L+4wM4MBx5eMdi602xlgEa3dC/51PtdytyFYBM4KVMivJsD+dIGpUxcAIUzXSd\npsklu1Lyd0uAOaRDW7CDMr/mhWa1O5aObrPWFAyUumUwyr/YWzh2e3M7IPqdqyqnQdveb1XZltmg\nnmMbzXEWIDV7kgVZAgAHeE5OFcea1UZmR+R2Q2XL7XXcVGQf3KpbaTUDFBshyT/J5GLsds21rKMd\nMj2wAgyoaaKsje0tQA47vBc1G8zw5LAfBrzb3+HjQ/LM3j884OPDA2K8z21gKjG7rx5g9dThtt1a\ns0ILgEvssS3POQfnCX4AhgEYdoxhz/A7B+c8CDuA95JynpFQckrvekwzZshJtAAHUBiBcA8OQBwi\n/JcRvDvgPnyFH3z9D/Dhdz7Db/5/v4vf/q3fw5ff/wqHwwSCE5CUYPQBILKrOh4ByVa6HeXl5EoM\nslFHCUlNchLVjwEpJpIQQ0SkAII0MDRgI7GbwGxi+ZJwvk69IzNNNjkhtcNTc/KspCXYm3PK7BIx\npxwDR579UoC+vc68BqU9IIMKkUk3htLGtpz/v73zi7Xsyer6Z9Xe53b/ZgZ+DKAgTgCJUdEYhBhQ\niQHRKELCG4kkGDT4ZiIJhjDigybGBx4IkGiMJkiMiUBAI/OgIgTDGwhhRgjjgEGMTMiM6PCb4feb\n3+17dtXyYa1VVbvO3ufe7p6+fZuc1b3v2Wef/aeqdtW3vmvVqlV9Yw9VPGytqopoqWwSooxP1W1Y\nM5qR/axSGo0+MtjnR7rUCg0cN+7TA7RN0gn3oCi4YJANWIxF2hrXc5o4TDNXhwOPr65spUOxlQ8f\nX13xjseP+eT1NW9+8i2bm10KN8ebzq+T03LYAb9dFj3IFkiOZTuW8yhxbErCNAnTAeYr26ZZSNOE\nyAH0EWgGLYhms1OqeSuU7MwRJZcM+Yhma4c5L+TfveG6vMUn3n6D3/6dR1y9duCNj73JGx97k098\n/E2Oxwy+kFlKME9wmC1tOft66ZLvRhYfCCj2co8Mklr5E4ImmEgUhQmfHpcSWTIlQ3Z6aOHgDQxi\neYGyU9rS/Y0Hq1pE8xPXA+1gcAOZtsjQXd9f3Hfzev+jw/EA7bPPcCa+OmdQrR1vhoGhNRsLX8I4\nX1GkiLMLbVGt2VYR99iMPWoNnCMTjCQHg2w9ZgPJdh/tLCCte+kfGXltqz7aVLuRQR6qin3Fa48e\ncTXPvHZ1xfGxrW3z5ttvmzN6UW6OR7MdllKDIHevoIHymfzvlc8oWyDZX7dl4x33K4M8wHzlDHIW\n0jQ3gCwL5uSYHCBBs/rAlr33lAXyjU0nnBfy/ITr5S3kk4J8TJDZJhQ8uc48eTtzc20j4kZ2bH73\nPME8C7GOgHVqey2iL6id/ZcsdwZIsYisvwB8WFW/QUS+EPhh4N3ALwJ/XVWXrWs1jITaGkYSQwHr\nyAAAIABJREFUUElME6b2ikAxu1KMRqqv3dwvmWGscA2DPRmszVEDeGLdFlYqeNfEx5wSYRL25ISx\n9uf3tK+znW096eS+lUWOHPWUSdbpgJ0KHGNO0p8fgyJjQ3OQNJVVIRW02Nh2DeagoQSvwfFcoz/n\nEtMS32j2SpWUNQCsSqBT+/vDplKbJDrVvRusqSDZ2SIP80zRK2/AhcM0k/PCk+MNbz+55jBNNgBU\nzQ82D7z6ZbIPjvW93GJ3PFeG/f7I0vt1vpsNUkgOktNs9kdbRmMCPVip6Iytk27TOAu4lmafMhXI\nSpkzpRwpWSjXheOSOeaFo9toRQ8Is216wHxPU03HXHzwVW2EXWIBstNC6FlDfacPSZ6GQX4b8EHg\n0/37dwPfo6o/KiL/DPhW4J9vXXj95MlAb6St/uYuKAUbebO5nQlNiXmeALXFm4pHqVExnytXDQ0I\ndQUKlY1VVtEzjG1ZcwQHkV7dOTlvvb+lsZ9711u/baWt6xvs9wrykaF9NndOAoiDJapXVGFYBjUJ\naDiAd8C2l49BTb6Ti8vQA/RlbYb+bVXfktIF5KCVVZwfI77HvPBkOfLJmxurXxW8vBy0ME0zrz1+\nzKfndwFwzJlcMksuLL6fc/HPXFcnHPPeR2Jf+Ub6Oe10YfLQc+FkP26bxeXHY8Q8l0TOkHNiWYSc\nZ8NxLQgLiWsmyRzmhaurwuPXhJwnFhVyERbNZJXw+4KS0JJ8uV1/B0y0WiMWtU7tGaWIRQEqxdcA\nsvMqi58me1ND3tXVfPNldT/WByZ3AkgReQ/wdcA/Br7dD38N8E2+/6+Af8geQN6YK4V4RUgp+ULu\nTcNK4gVv1BKmWG5rggDHJEiBVNyROOwo2phjDyh0n1uMc9zfAry7ygoYuwa/9cq3QHQFghvnyHCw\n5lG1unfUE7S/pmOP3S0CTGy2jUFKn4Zglz7UvZmRWtYDee5tnI1Mtxus3JFa8jalB7vt39foWuf2\n00A1l8xxWbg+HpGbJ2QJlumfGKjN08Rrjx6DwNXhYDNtloXjstjn8cgxvssRXRZLV98piCDFg8jd\nwiADPOZ5ZpqmE3ehESj3bMGl2LrhOSdynsh5omSxJX31SCIxpcI8L1xdKctjoZSZY84cF5BFYXEW\nmVIDyJIoEbtVDSRVQEtCVeq66iULOSs5twj0pg0Yq5wxv8zRPKCqNqKejUnmO09SvD+5K4P8XuA7\ngNcBROSzgN9RjdVJ+DDweXsXX9/cIGJzsqd5YmK2BeKJhtIGGlLHWmq7LwJFfPF6SD5ClkvxaXhr\nlbgyjw4RTlXUtZyC46lie05V7m2Do9awYnk7z+zT1IO8didX88CI+krnSE6lzndRd2NpiGDjAaXR\nYdm6OKMLU+uMxg6pB78AjnHgYVP8RkrTvIylbLOpE1tfB9LqRWCN2lZ9vMkZWY7ocWIR6iCORQ2y\nxjrNE6/JI64OB9752jt4cnPTtuMN175vc8DdF9HzJp3am3M24KClf5QRIA+Hg7FS34Aayb0vt9EW\nbCAzkbNQAiCXyTSuUhA9IsCUCoc5c3UVIe4m0hMv6+KDcgWzRYtrbMX9l3UaXpVFiSpZbVA1w1Ig\nlwjS7HlMVr4irMqnH+XPIsCCauEB4uPtACkiXw98VFU/ICJfHYc5jzEreeIMsszKAetZ0MkLytU6\n9dkiIhARZSQ275kl2KaQfW7FouV0mc5ug0aAblOv26edPTKwu8gmiA4G95PfI50b94l9GX4IRhnL\ng4SqSP95TuUOLTq+dve14pS6aJqKrsumLgbVlbOsr68sss/HKj37ZardXsP8dRmuB4BaCVXNL/4p\nZFexOSZyStyoMqfELInZB3ImEXMHOhzMwTwld/m55u3ra95+8oQ5TdaBA1nNNoeWqhkF6Klq/W5A\nv14UrGdR0zRxOBy4uroiuw/m2JmcA0dwO2IWY5DLbCp2hnDpSWQkwWFWyiNnvNPsNmulLInF3XGk\niE/vdAZJdDTtPVvnALlgJods+2GrrQDpA0i45bPZTJMzX2vDWpTiDPNpzET3IXdhkF8JfIOIfB3w\nGvBpwPcBr4tIchb5HuC39m7wax/5CIIwTYnPfv11/sC7P9MqlXbOpGgFTBvljkVKrKH2fViAg6r6\nDAKbyhg+fwCsliKVVfgrv7zeLc6T1bHY7Y8yMKn+fmPwia1z7nC0A627VJVNUO0obM2Xah18Uf++\ne78O7ALyWhmdjKPXk6W7R1U5vYNZuawM6u26t7WnRKO0pHaQ2QGltpZIDOIIWheHk6IIBckZXRZK\nSmQRFh+U0WnCfCggTRNIYkoT8zwxT5Pbxhqry/PMUg7kUlhKqZ+9/ybjIMqqjE7tcH2etuyP59Tr\nuEfx9c2XRZmScjwWbm7g+jrz9gyPZivvY4ZjFpZiHgqIVvPWPAkUJaXQ0to7igEDEUHUB/LQauYK\n1liU6gih3Tt2fXsFjjUIc5jbIlJ9rSGneX0Z4HkrQKrqdwHfBSAiXwX8XVX9ZhH5EeAbgR8BvgX4\n8b17fOa73oWI8Mh7yk/e3LCo+iBMq1jIuuKHHUwloSnUaAsykJK6o7Pb0Uyn6uLSucrYDzgwgk7t\n04fGvW7A8eOg5J0ei2eN0t/k5D770thcBz4DWx7PbelYPfKEBcfP/ecojfF4he8BCSpU6ur6VmbS\npSWSZIc6NXyDSW4B4p3PicXDVVEpqCaKwCzS2JAq6QAZYU5TrEWAoiylUBazp90cF45LpuQ20DIl\n95/EGvdScnOI7tXpTpVMvr7Slg0u58zxeASoQLwsCznnlR1ylNHVquRMTsLxCImJN0XRAssRrq8N\n+MyeaFsuibLYoBOizAdlmgRJCkmRVJCJui552PrjDZvPqbpt0bQKxUfGO0VG6juxcoiBpZovb6M2\n42lGp+iGW32q67gXXZkd7kOexw/yvcAPi8g/At4P/MDeiW/d3CAiLKosmLN3VmUutg5GmkzNSdJC\n+/eSnCVGq5qSomrLgyaFySl/tPQaAWcAimAYTV2UFbD0jXZTTTynaVfiOoDkKSXbvG7cX2Hb8Nkv\nz72+Zcc998wCPbBsPm374RXsVvdoEKfjdTS2KV0ZNBbZ7lD9If0+EYJujzXtfQcvf5+eWlyNm7CG\nO3fsbBKhpIQyE7Ybc3fJSIEFuDkeWfJCLmZTFCx02tUBZJqY5tmmJmabmrgs5gazyl9KbWnXjmX2\nABmfW/O6t2RrNLiUzLJgbkjFFmRbFuX6Gn73LWVKApIQ8SVuxdKVHOjmQ1dVfb0ZUjG7IhZ2rzFC\n9SLTuiFqg6nqk3b8XuImGZH1/P3mHaKuiicCjqKuRS5zMS0gU2qc0PuSpwJIVf0Z4Gd8/zeAr7jL\ndW+5YduAkfp5VQqHeWJmBoQuFkKrBGLNLOJcmyrrjqkKmryh+FqkqmVgUz1C7vs3xjWtElArdf86\nVrjj3eQKHCowr0Fkm4Wu5YT07eyP5/b5bSPad2eqa5VZTvbGLK8a6Ea617LdOYjf7ORpwf7PpXej\nkaxUb8xlLImQRZg9jeFWgio5TZTZ1koS8yw3plhiU5bl6Gyu1MkJk6uDE3AlynHJPLm5geMNWorZ\nEC0hKzCobFKkLoIWDDEGZXq3pNgfWeeqDDsVPUdMSxFyhuNRefvaVG5bg8bsneYTaoNDhxmuZjj4\n9MApJvQD2nkbF1VfC8jeU2uJODgWgnoUFZvk0b1faw56UhYtH16uIlV7680RsrTgxqVfEuAe5F5m\n0rx1vCFhDDLYYykxCngg7DasIv2YWGXrop8KNeJ1qNcpVKpSapRpGQHKWdWpii39bU96L/+6umJI\nnP8wvLX+onPMc5AAm22GuF03xvPPqcu31S2lBX3YAr6trJxN49AQxreyuqLRxwZoG0B4m41ORCjx\nDqVzU3HwE1WW+WBAhJqK7Qwyl0LJC3nJZFd1VwzStR1JE0yJow+qFDVw7MtkHJTovwcQBoPs/SX7\n/JzY7DbA0lTsUjUkqm3fQ7BRmKfE1WHi0WHi6jBxdZh57XGEg7NlGg6HsE6EXdHaS3YMTNKRiI5p\nigSoUm2R8S4FWfsTD6AfFSOl5NGpTkFUujzu2sBfkNwLQOacKSKknOoSlTHDpY06mqS+gOiAKo4l\nwZwHnEHGM3p1JJYNUPW52HZY+4ZIgMFgh+vZX1Upt1XITRGGaX7twl41jkGF/hnSu+oI407t27V9\naenunrmKYcnpfkvCoGR3ldi+elnsqes7sgLpALBuEz+8ZvpdQuX00JjG8b2NtmugBSbBB25cxTvm\nzLws3Nzc+HzlxDQlNIfDckZzqTbBYJSq2q24aEAUHeskFkFoSonS+fsGGG4xp1ZE530d9463e6mX\np5ewtghNqwhZvqJWUaGUBbPne7i4UjgchDqDw0t5KXBc4JiVY8YcwnPxTW0rHiPBVexoLxIVs3s3\nW+mPdzcOWvUigi1jO6XaptaajXes3jl8qjD0fgDSK+aSc2URpb68KBB7sVOa6hzalBxQo98QB8dU\nUA8nO0V31tl2stgqQsVDPAmlLcxENNQebqRGilm7j6xZTxiizwFl4GHT7GX9Qzy3Z6mBFsgJBTwH\ncrra0dXuORa5JWvWTesohsr7LGKqF7XBhm03IY2t92WgobBFMzAmEu5c9k6sTlj6/CljGitAep3D\nl23Qws1yRJ64zSxnpmSj2dVeiB3XXMzXrxSq2280bKVGyRGo0xp13IbyG1mw3fI8SPQqd3++l5iX\nEa2OaxssCb/FXAzo1NuDUshFOC7C9Y0wz6mZAXwraqHQFgfCAMhSQTLcfZx9Rn6GtPf52xt02gNR\n9UYXfqMtLqk0fqHNL5XQDD4FIHkvABnriyySzWNfzY+saMxrdchSbFGhaYLJKqymcPBphWEgGfxv\ntSpME7c3VlYWlbKd0JikNJBsTLJqe1TgolW+UdbjbgPpqpW6VuOKZMEit+GnS62OR9Y/tDSdUUCG\nRtqnF05BOwacttjZbdKYbah7Bo5ZtS3jKlS1qmVOa6fUmHi8jK5B+HFjj1r3228d+5JYusLAUYsg\ny2KgmQvL8ej2ucYCLXCFufmog6OG7iidtpKLD3aY4/nsoFh6JrlhDtgDx82Bp0H1Ht9HDwbVM9Tr\neq036oGpKahCLmarvFmE+UbcRlksKlAdODVwCpNYLjFBw6IA5WIMMnwiI6LalpzL31gO43Ux0Ceu\nhofuIMEkxfJGznUBNo0O9zlB8n4AspvgX1SZtLDk5HNZvQJ496NuOIeICE0FkfgQFa90zXeydx0J\ng27ycGn28L5SduAIddQUqCxEoDpKt/N7HflUpNvie0P1taosEta+PfFGH5RQtkCy999cM8hVzWjd\n7JknQaj9lnepS9q2Z8DTAmVcU4p6p6g1OEmiqUs1qS2767Styr51fDEoVdM95qO7T/ZOuJQMR3ON\nWeTIlIRDsog/h3nmMM2IB9Wt0/7GucJRZ08Y5ERJutrSGRW65mgAyd4VZgSOFTiu7qcnu7WD1+bM\nnXNGRLhJkG482IVYfNZ5TsyzcpiV2dXZojFoZO+vOJss/aatSPZw6a7M8eRcazBmKnbCFJ4PYYrL\nJdeTSw0Wy3OD5P0BpIQ/k1aVu2jXE3uGrGCM3puaHSWulZol8aWTUzCc/iatkRRVG83EZjHZbbou\ndXVVrx408KrHpAfK/lh/l6Gh72BIpzRuv7to9LoGxtX+il1GvnWvZq5vvXVK99sKHL3xj3bITbVb\n5ORZgdX9CK3Zki2GoHaG2a20rd7B+Iv0HVnLQ12QbPhE1edIg7KwLOb8kIBjmnh0daAcDnDQam4Z\n50YLsVZQqp2uaJsmO3XssUyJogllWt1ja/BpHMQYQXJL7tZZte6zrIJBKONtRYSrw8ThoBwOFtfR\nCIqvOqr2aXO/aZ9hetL2vldt8TlkZVaoM+zWI/siYnEnVSmaLHrQ2DafMSH3Ew8Saq/ei43iFY6y\n1JBVCvE6XBUwJ9eUYgRwnfFQZ1WkOpRPUXnjd6wgI/pKXbahU7ubcdfB0dmJSAOKUUZ/NLrngTHd\nSof2puCMhzdsUGttPfRPxyJp+9LZBU6qp54+apSeSdI9h/5Yl06tyW3svuN77dM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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# get mouse image at the beginning of the selected stimulus\n", "mouse = movies[1]\n", "image_index = int(np.where(np.array(mouse.dimensions[0].ticks) > start)[0][0])\n", "\n", "plt.imshow(mouse.data[image_index])" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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a2BrnCPMrqicCjIib+1/59DADYnHfeD7u9DZmmAWQNp7dc0gFkAHxbjEVsTfF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\nERmUdZ1RfdI4AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# get eye image at the end of the selected stimulus\n", "eye = movies[0]\n", "image_index = int(np.where(np.array(eye.dimensions[0].ticks) > end)[0][0])\n", "\n", "plt.imshow(eye.data[image_index])" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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GQVSVXeEYwgzCvTRuRZpqDxxDDlNFwDAcuyEIwI6/3qWnJeu5iemwooVZzU1H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\nwnR+WaDex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wsin4amtdm+1/0xrqBsowmiTx974i7v/9ALvP9Dz3N6ss/zzz3L8889y3K5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\n823+nAO7SzadrCEPuDsQlLaZm2PfO3gq/99OUn7uxR4zcR9UR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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# get 2-photon image at the beginning of the selected stimulus\n", "imaging = filter(lambda x: x.type == 'imaging', recording.references)[0]\n", "\n", "image_index = int(np.where(np.array(imaging.dimensions[0].ticks) > start)[0][0])\n", "\n", "plt.imshow(imaging.data[image_index])" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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qHQMdohKEmpG908blNGNVtoPEZbkrmtFRm5rDPTqaFxw5odPPAYRONBdZgh8g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DY409HPsay5stlshqR7xzLpSTG45OTCNjtfbqfkNjtXKMgZmQhJJGp0WFQbQRwJ2mJMvX7ToSfi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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot mouse speed in the whole window (TODO: add stimulus events)\n", "speeds = filter(lambda x: x.type == 'runspeed', recording.references)[0]\n", "\n", "p = Plotter()\n", "p.add(speeds)\n", "p.plot()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [], "source": [ "f.close()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.11" } }, "nbformat": 4, "nbformat_minor": 0 }