diff --git a/free-recall/.ipynb_checkpoints/free-recall-rnn-checkpoint.ipynb b/free-recall/.ipynb_checkpoints/free-recall-rnn-checkpoint.ipynb index f79f047..fc68be7 100644 --- a/free-recall/.ipynb_checkpoints/free-recall-rnn-checkpoint.ipynb +++ b/free-recall/.ipynb_checkpoints/free-recall-rnn-checkpoint.ipynb @@ -98,9 +98,9 @@ "outputs": [ { "data": { - "image/png": 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+ "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -179,7 +179,7 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 8, "metadata": { "collapsed": false }, @@ -188,15 +188,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "permute by: [4 2 1 0 3]\n", - "guessed permutation: [4 2 1 0 3]\n" + "permute by: [0 4 3 1 2]\n", + "guessed permutation: [0 4 3 1 2]\n" ] }, { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -245,7 +245,7 @@ "X, real_y = next_batch(FLAGS.batch_size, FLAGS.length, FLAGS.xlen)\n", "real_y = np.stack(real_y)[:,-FLAGS.length:,:]\n", "\n", - "p = np.random.permutation(y_i.shape[0]) ; print 'permute by: ', p\n", + "p = np.random.permutation(real_y[0].shape[0]) ; print 'permute by: ', p\n", "pred_y = [y_i[p,:] for y_i in real_y]\n", "pred_y = np.stack(pred_y)\n", "\n", @@ -264,7 +264,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "metadata": { "collapsed": false }, @@ -309,7 +309,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "metadata": { "collapsed": false }, @@ -344,7 +344,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "metadata": { "collapsed": false }, @@ -415,16 +415,16 @@ }, { "cell_type": "code", - "execution_count": 130, + "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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jdgjUbItExCYRcRiwADi/jyzGoS0ija1NGyx7W2AexVX7VtdTDEEaufLK03uA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\n8v2qI6id76+oOoL6uXXoTUadfvczdVHZHahzgX+RdIKkF0t6N3A4cH7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RBpKZp0bEI4H/i4j7KDr9R2fmmaOMo8m2FBVbq7/dbUcfzgMiYj5wAnB6Zt5Z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\nhmJ+BWVCdR2oxusiZbitgjKrKbeKb9d6V0TMjIhtI2LDiJgUETfkPvt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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -461,7 +461,18 @@ }, { "cell_type": "code", - "execution_count": 123, + "execution_count": 26, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "FLAGS.length = 12" + ] + }, + { + "cell_type": "code", + "execution_count": 27, "metadata": { "collapsed": false }, @@ -480,13 +491,53 @@ "\ttrial #600\n", "\ttrial #700\n", "\ttrial #800\n", - "\ttrial #900\n" + "\ttrial #900\n", + "\ttrial #1000\n", + "\ttrial #1100\n", + "\ttrial #1200\n", + "\ttrial #1300\n", + "\ttrial #1400\n", + "\ttrial #1500\n", + "\ttrial #1600\n", + "\ttrial #1700\n", + "\ttrial #1800\n", + "\ttrial #1900\n", + "\ttrial #2000\n", + "\ttrial #2100\n", + "\ttrial #2200\n", + "\ttrial #2300\n", + "\ttrial #2400\n", + "\ttrial #2500\n", + "\ttrial #2600\n", + "\ttrial #2700\n", + "\ttrial #2800\n", + "\ttrial #2900\n", + "\ttrial #3000\n", + "\ttrial #3100\n", + "\ttrial #3200\n", + "\ttrial #3300\n", + "\ttrial #3400\n", + "\ttrial #3500\n", + "\ttrial #3600\n", + "\ttrial #3700\n", + "\ttrial #3800\n", + "\ttrial #3900\n", + "\ttrial #4000\n", + "\ttrial #4100\n", + "\ttrial #4200\n", + "\ttrial #4300\n", + "\ttrial #4400\n", + "\ttrial #4500\n", + "\ttrial #4600\n", + "\ttrial #4700\n", + "\ttrial #4800\n", + "\ttrial #4900\n" ] } ], "source": [ "recall_orders = []\n", - "trials = 1000 ; print \"starting free recall trials: \"\n", + "trials = 5000 ; print \"starting free recall trials: \"\n", "for i in range(trials):\n", " X, y = next_batch(FLAGS.batch_size, FLAGS.length, FLAGS.xlen)\n", " tsteps = 2*FLAGS.length+3\n", @@ -507,16 +558,16 @@ }, { "cell_type": "code", - "execution_count": 131, + "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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JktRZ0x2zexHTH7O724wqkiRJksZkumN2XzKrVUiSJEmzYLpjdj8224VIkiRJ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\n4zfTXpIkSQvQnIddYHdgMXB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AO8BCPP/4JGABMA3YttD2kjbH42HZU/sCPgQuLqCNV4Ffpu3fDzycUecF4I56\n2ugBWE1NjQVBLr780uzuu80228wMzA46yOy55yotVW4++cTsX/8yGzjQZV1rLZcbzDbe2OyYY8xu\nuMHsmWfM5s+vtLSN45Zb/L4GDDCrra20NNVBTU2N4QntelgRz+dsWzEjjj/ipqGdzWwOgKQ18VSu\ndwO7F9JYkuK1J3BNqszMTNJYYLc82xCwOvB5WvFu+CgmndHAYYXIFwQpFi2CP/wBbrgBPvrIw3CP\nGOHrMaqZLl3g4IN9A1cZ06cvH5VMmAADB/r9tWnj/pHUqKRXL/efNIc4TjffDOefDz/7GVx/fYw0\nmpJiFMeOpCkNADObI+kyIKtPogHWwtPAzsoonwVsmWcbFwHtgRFpZd1ytNmtCBmDVszcuW7+uOkm\nn9l0/PFw6aXQvXvD51Yjkvs7NtnEYzWBm91ef325Ipk40dc+LFvm+bZ32qnuTK7NNquuB/NNN8EF\nF8DFF/t6mWqSrSVSjOJ4C88L/lpG+dr4qvKyIul44HLgUMvuDymYAQMG0LFjxzpl/fr1o1+/fqVo\nPmgmzJ7t02Bvuw0WL/bFYxdd5NNhWxorrgjbb+/bqad62aJFy/0lEyd6hrybb/Zja65Zd1Syyy4+\nE6wS/Pa3/rlceqnPaGvNSmP48OEMHz68TtncuXNLf6FCbVvAwbg/4Whg/WQ7Gs8EeDDQIbXl2V5b\nYCn+4E8vHwqMbODc43D/yoFZjr0HnJtRdgUwuZ72wscR2IwZbiNv1863Cy7wssBs9myzxx83u+oq\nsx/8wGzttZf7SzbYwOyoo8yuu87sqafM5s1renmuvdavfdll4dPIRbX4OB5NXkckwoA7swEeSds3\n3ARVL2a2VFINsB/wMHzjs9iPeqLtSuqH+1uONbNRWaq8kKWNPkl5EHyLadPguut8pfGqq7rp47zz\nYK21Ki1Z9dC5Mxx4oG/gKuP995dPCZ4wAa66ChYu9H/+3bvXHZVsv33p0rIOGgS/+AX86ldwxRWt\ne6RRbopRHPuUXArP4zE0USCp6bjt8FEHkgYB65rZScn+8cmxc4GJkrom7Sw2s3nJ+5uBpyVdgE/H\n7Yc74U9rAvmDZkxmHKkrrvBFYxnWyiALEmy0kW9HH+1ly5bBG2/UVSZ/+Yv7UVZaabm/JGXq2mKL\nwte7/OY3cPnl/lkNHFjy2woaolRDl8ZuwNnAdDyEyQu4Az51bAjwZNr+U8CyLNs9GW0eBUxN2nwZ\n6NuADGFPJL3mAAAUg0lEQVSqakXU1JgdeaSZZLb++mY332y2cGGlpWqZLFpk9sIL3scnnGC2xRbL\nTVwdO5rtv7/ZpZeajRzZsFnwyiv9vKuuKo/szZ2mMFXJLGVtCiT1AGpqamroUe1zLIOiyYwjdckl\nueNIBU3HnDm+0j59WvDHH/ux9dar63zfeWfo0AGuvNK3q692M1XQMJMmTaJnz54APc1sUinabOXR\nbILWgpUwjlRQGtZc01fZ9+nj+2YwY0bdKcGDBnn0YICNN/b1J4MGubIPKkf8ZIIWTTniSAWlQYL1\n1/ftyCO9rLYW3nxzuSLZeWf48Y8rKmZAKI6ghZIZR6p3bxgzBvbfP2bfNCfatPGZWd27w0knVVqa\nIEX85wpaFF995WFBttrK80pvuKH7NJ5+unzBB4OgpZPXiEPSZJav2agXMwuvclB2mmscqSBojuRr\nqnqoSaUIgiLJjCN1wgnuOG2ucaSCoDmQl+IwsyubWpAgKIRscaQuvtgD9wVB0LSEczxoVnz0kQe1\nu+su3z/zTLjwQlh33crKFQStiXx9HHPI38fRqVESBUEWIo5UEFQP+Y44zm9SKYIgBxFHKgiqj3x9\nHMOaWpAgSGfSJF/lPXKkh58YPNjzRLRrV2nJgiBolI9D0ipAnSDJtjw6bRAUTGYcqbvvjjhSQVBt\nFLwAUFJ7SbdJ+gRYCMzJ2IpC0jmSpklaLGm8pF3qqdtN0n2S3pS0TNLgLHVWlPQrSW8nbU6W1LdY\n+YKmw8xXdffuDXvuCR984HGkpk71UUYojSCoLopZOX49sC9wFvAVcCowEPgI6F+MEJKOBW5M2tkJ\nmAKMlpTL9bky8Anwa+ClHHWuxnNvnAN0B+4CRkraoRgZg9JTW+umqF69oG9fX8Q3ciS8/LLn9Y7g\ng0FQnRSjOA4BzjazB4GvgefM7DfAL4ATipRjAHCXmd1rZlOBM4FFwE+yVTaz98xsgJn9BchlGjsR\nuNrMRpvZdDO7E3gMuLBIGYMS8fXXPqLYfntf4d2+vY84JkyAww+P4INBUO0U8xPtBLybvJ+X7AP8\nG9ir0MYktcUz841LlZknCRkL7FaEfClWxkdE6SwG9mhEm0EjiDhSQdAyKEZxvAuk1udOBY5J3h8C\nfFFEe2vhuclnZZTPAroV0V6K0cAFkjaX0wc4ElinEW0GRbBoEdx8szu7zzgDdtwRamrgscfge9+r\ntHRBEBRKMVbkIcAOwDPAtcAjkv4PaAtcUELZGst5wN24cqsF3gHuIYf5K50BAwbQMWOhQL9+/ejX\nr18TiNlyiThSQVBehg8fzvDhw+uUzZ07t+TXaXTqWEkb4aamt83s5SLOb4v7M44ys4fTyocCHc3s\niAbOfwqYbGZZlZaklYDOZjZT0rXA981suxx1I3VsCYg4UkFQPVRl6lgzew94rxHnL5VUA+wHPAwg\nScn+LSWQbwkwM1FQRwH3N7bNIDsRRyoIWgcFKw5JtwBvmdltGeX/B2xuZsWEJxkMDE0UyAR8llU7\nYGjS9iBgXTP7JgdYMq1WwGpAl2R/iZm9kRzvBayHT9ddH5/qK+CGIuQL6iHiSAVB66KYEcdRwPez\nlD8PXEIRca3MbESyZuMqoCv+sO9rZp8mVboBG2Sclp5cqgdwPD7y2TQpWwX4De7IXwD8CzgxVrY3\nntmzPf/zhAkwfjw88UTEkQqC1kQxiqMzMD9L+Tx8hlRRmNkdwB05jp2cpazeGWFm9iywTbHyBM7C\nhR43KqUoJkzwEQZA586+eO+mm+CUUyKOVBC0FopRHG8DBwG3ZZQfxPL1HUEz5Ouv4dVXXTmkFMWr\nr/oK71VXhZ494YgjXFnssos7u2PtRRC0PopRHIOB2yR1AZ5MyvbDV2RH+PVmghm8++7yUcTEiT6y\nWLwYVlgBtt0Wvvtd+OlPXVFsvXWEAAmCwCn4UWBm90haGbgMuDwpng6cZWb3llC2oITMmlXX3DRx\nInz+uR/bdFNXDkcd5a877RRmpyAIclPUf0gz+z3w+2TUsdjMFpRWrKAxzJ/vo4eUkpgwAd5/3491\n6eLK4bzz/HXnnWP2UxAEhVGU4pC0IrA3sBnw16RsXWBeKJHysmQJvPJK3dHE66+7Kap9e/dLHHOM\nK4levTw+VPglgiBoDMWs49gIGAVsiAcSfAKfZfXzZP/MUgoYLKe2Ft5+u67zevJkDx644ooebXaP\nPXwdRa9eHtpjhRUqLXUQBC2NYkYcNwMv4vGqPksrHwn8oRRCBc7MmXV9EhMnwhdJGMkttnDlcNxx\n/rrjjj7zKQiCoKkpRnHsCexuZktU1+YxHV+pHRTBvHnw4ot1RxMffujHunb1GU4XXrjcL9GpU/3t\nBUEQNBXFKI42eBj0TNYn+8LAIIOvvvIsd+mjialT3S+x2mq+RuL445f7JdZfP/wSQRBUD8UojjH4\neo3Tk32TtBpwJZ5hL0ijthbefLOu83rKFHdqt20LO+wA++zj0WN79YIttwy/RBAE1U0xiuNCPB/4\n63g8qL8CWwCzgVadsMIMZsyoqyRefNHNUOBKoVcv6N/fRxU77ACrrFJZmYMgCAqlmAWAHyaRaI/F\nHeSrAX8C7jOzxSWWr6qZM8cVQ7qimDnTj627riuJSy7x1549YY01KitvEARBKSgmdSxm9rWZ3Wdm\nF5vZ2Wb2RzNbLKl9sYJIOkfSNEmLJY2XtEs9dbtJuk/Sm5KWSRqco96FSZ1Fkt6XNDhZ9V4wX37p\nkWBvuQV+9CMfPXTqBAcc4CHFFyyAH/8YRo50p/aMGf7+0kthv/0arzQys3pVEyFbcVSrbNUqF4Rs\n1UJRiiOT5EF+LfBBkecfC9yI58zYCZiCm8NyrWleGfgE+DUegj1bm/3xsOq/ArbCU8YeA1zdkDzL\nlsFrr3l+ibPO8llMq68Ou+0GF10Eb73lCuPee92pPWcOjB0L11wDhx8O6zXB3LJq/lKGbMVRrbJV\nq1wQslULeZuqJK2OBzj8LlADnI2bqX4D9Md9HNcVKccA4K5UrCtJZ+I5P34CXJ9ZOck6OCCpe0qO\nNncB/m1mf0v235d0P9CrIWF69/ZgfxJstZWbmn7yE3/dbjtYuagxSxAEQcugEB/HdcAP8ZXifYHf\nA/sDnwMnA383s2WFCpCkdO0JXJMqMzOTNBbYrdD20hgF9JO0i5lNlLQpcDAwrKETTz3Vw4f37Akd\nOjRCgiAIghZIIYrjB0B/M3tY0rbAy3hq11PMzOo9s37WwteFzMoonwVsWWyjZvYvSQOB5yVZco07\nzazBUdGPfww9ehR75SAIgpZNIYqjG26iwsxelfQVcFMjlUaTIekI3J9xOp7HfHPgFkkzzew3OU5b\nBeDUU09l9dVXr3Ogb9++HHjggU0ocf3MnTuXSZMmVez69RGyFUe1ylatckHI1hCjRo1i9OjRdcrm\nz/9mXXbpJv+bWV4bsAzokrY/H9gk3/PrabctsBQ4NKN8KDAyj/OfAgZnKR8PXJ9RdgKwoJ62dsfz\nmMcWW2yxtbRt98Y+r1NbISMOAUOTkQa49rpT0sL0SmZ2ZAFtYmZLJdXgWQQfBpAHwdoPuKWQtjJo\nA3ydUVabaj/HSOkl3N8SBEHQ0phaqoYKURyZTuW/lEoIfLbW0ESBTMBnTLXDRx1IGgSsa2YnpU5I\nFiEKn9nVJdlfYmZvJFUeAi6WNAX4L766/Srg4VzmNTNbBFTnODgIgqBKULW4KCSdDVwMdMX/+f/U\nzF5Mjg0BNjKzfdPq1+LDr3TeM7NNk+NtgEuAk/AAjJ/iI5pfmtm8Jr6dIAiCFkvVKI4gCIKgeVCS\nleNBEARB6yEURxAEQVAQrUpxFBJIMam/t6QaSV9KekvSSfXVL5dsknpLqs3Ylklauwnk2lPSw5Jm\nJNc5NI9zmrzfCpWrXH0m6VJJEyTNkzRL0khJ38njvHL0WcGylbHfzpQ0RdLcZHteUr0Lp8r1+yxU\ntnL+PjOue0lyraxBX9PqNbrfWo3iUIGBFCVtDDwKjMPDx98M/FFSn0rLlmD4TLFuybaOmX1SatmA\n9vhkhbP59mSEb1HGfitIroRy9NmewK14TLf98XVKYyTlzAhfxj4rWLaEcvTbB8DPgR74lPgngYcl\nbZ2tcjl/n4XKllCu3ycAyR/N0/FnR331NqYU/VaqBSHVvuELAm9O2xfwIXBxjvrXAS9nlA0HHqsC\n2XrjCzI7lLkPa8lYqFnJfitQrkr12VqJfHtUU58VIFtF+i259mfAydXUZ3nKVtY+w5ckvAnsS44F\n0aXut1Yx4tDyQIrjUmXmPVZfIMVdk+PpjK6nfjllA1cuL0n6SNIYSbuXUq5GUJZ+K5JK9Nka+L/P\nz+upU6k+y0c2KHO/SWoj6Tg8fcJzOapVpM/ylA3K22e3A4+Y2ZN51C1Jv7UKxUH9gRS75TinW476\nHVRkMqgSyjYTOAM4CjgSH0o/LWnHEspVLOXqt0Ipe59JEvA7PLz/6/VULXufFSBb2fpN0raS5gNf\nAXcBx5jZ2zmql7XPCpStnH12HLAjcGmep5Sk34rJOR5UGDN7C3grrWi8pM3wFfdN5sBvzlSoz+4A\ntga+10TtN4a8ZCtzv03F7e4dgaOB+yX1NrPJJb5OMeQtW7n6TNL6uPLf38yWlqrdfGgtI47ZuM2x\na0Z5V+DjHOd8nKP+PDP7Kkv9csqWjVQE4EpTrn4rBU3WZ5Juw/O/7G1mMxuoXtY+K1C2bDRJv5mn\npH7XzCab2WV4qKCzclQva58VKFs2mqLPegJdgEmSlkpaivtXzpO0JBlVZlKSfmsViiPRxqlAikCd\nQIrP5zjthfT6CQck5ZWWLRs74kPkSlOWfisRTdJnyYP5MGAfM3s/j1PK1mdFyJaNcn3X2uBm3GxU\n+ntWn2zZaIo+Gwtsl7S9Q7K9iMcR3CHxlWZSmn4rh9e/GjY83/giPM3tVrid8jOSUPHAIGBYWv2N\n8dDx1+EJpc4GluDDwkrLdh5wKLAZsA0+XF2K/4MstWztky/kjvgMnPOT/Q0q2W9FyFWWPsNNQHPw\nqa9d07ZV0upcU6E+K0a2cvXbNYlcGwHbJp/fUlzBVfr3WahsZft9ZpG1zqyqpvquNelNVNuWdNJ0\nYDGuYXdOOzYEeDKj/l74aGAx8D/gR9UgG3BRIs9CPHjjOGCvJpKrN/5gXpax3VPJfitUrnL1WQ6Z\nluHZMyv6XStGtjL22x+Bd5P7/xgYA+xb6T4rRrZy/j6zyPokdRVHk/RbBDkMgiAICqJV+DiCIAiC\n0hGKIwiCICiIUBxBEARBQYTiCIIgCAoiFEcQBEFQEKE4giAIgoIIxREEQRAURCiOIAiCoCBCcQRB\nEAQFEYojCDKQ9FRDeZsz6qdyTHdoSrkakGGgpEkN1NkokXP7cskVtEwi5EjQLEnysf8aDw/eFQ/e\n9xJwlZk1KkKqpDWApWa2MM/6vfEYQWua2bzGXLtYJLUDVjazOcn+EKCjmR2ZVkd4GO7ZZlZbCTmD\nlkEkcgqaK//Av78/AqbhymM/oHOxDUpqa2ZLzeyL0ohYPsxsER5hub46BnxSHomClkyYqoJmh6SO\nwB7Az83sWTP7wMxeNLPrzOzR9HqS/ijpE0lzJY1NN9Mk5p3Jkk6RlIp+iqSn001Vkk6UNFHSPEkz\nJd0nqUuBMtdKOlPSY5IWSXpH0lEZdbaVNC45PlvSXZLapx3fW9J/JS2QNEfSc5I2SL+X1Hs809xh\nyXWXSdorm6kqMbP9V9KXSX7sQZLapB1/StLNkq6T9Fly/wMLufeg5RGKI2iOLEi2wyWtVE+9B/AR\nSF+gBzAJGJuYolJsjueFPgLP7QGQab9dEfglsD2eBGkjPFx1oVwF/D1p5z48/eiW8I2paTSeh6Un\nnp50f+DW5PgKwEg838K2wK7A3Rmypt7/FhgBjMJHYuuwPCnYN/UlrQv8C89mtz1wJnBKcq/p9Mf7\nuxdwMfArSZnJgILWRDlixMcWW6k3/EE/GzfP/Bu4Gtgu7fj3cL9H24zz/gecmrwfCHwJdMqoUycZ\nTpZr74znsWiX7PdO9jvUc04tcFtG2QupMuC05H7SkyodBHyN+yXWTK6xZ472BwKT0vaHAP/IqLNR\nIsf2yf7VwOsZdc4C5mb0xTMZdf4LXFPp70BsldtixBE0S8xsJLAucAjwOP7wniSpf1JlB2B14HNJ\n81MbngFts7Sm3jOzz+u7lqSekh6W9J6kecDTyaENCxR7fMb+C0D35P1WwBQz+zLt+H9wq8CW5k7v\nYcCYRJZzJXUr8PqZbMW3U4b+B1hN0vppZS9n1JkJrN3IawfNmFAcQbPFzJaY2Tgzu9rM9gCGAlcm\nh1cDPsJNMDukbVsCN6Q1U+/MqcSENAr4AjgeH20ckRyuz0xWcszsJ7iJ6j/AscBbknqV4dJLM0Uh\nnh2tmvjwg5bEG3gucnB/RjdgmZm9m7HVO8LIYCugE3Cpmf3HzN7C/QbFsGuW/TfSZN9B0qppx/fA\nzVNvpgrMbIr5JIDvAa/iyiwbS4AVGpDnDWC3jLI9gPlm9mED5watmFAcQbNDUqdk9tEJkraTtLGk\nH+K5nh8CMLOxuBnmIUl9khlFu0v6jaQeBVzuffwhfK6kTSQdyredxwDKo60fSjpZ0haSrgR2AW5L\njt2H+1uGSdpG0j7ALcC9ZvZpco/XSNpV0oaSDgC2AF7Pca3pwPaSviOps6RsU+/vADaQdKukLSUd\nBlwB3JjHvQStmFjHETRHFuD+gvNxf0Vb4APgLmBQWr2DcQfwPbiD+WPgWWBWA+1/M/PIzGZL+jFw\nDfBTfCRzIfBwrnPqYSBwHHA77ic4zsymJtdZLKkvcDMwAXf6P5Bci2R/K3yGU+fk/FvN7O4c1/oD\n7vd5ER+F7QO8l3FvH0k6GDfdvQR8npx3dYH3FbQyYuV4EJQBSbXA4WaWqXCCoNkRpqogCIKgIEJx\nBEF5iKF90GIIU1UQBEFQEDHiCIIgCAoiFEcQBEFQEKE4giAIgoIIxREEQRAURCiOIAiCoCBCcQRB\nEAQFEYojCIIgKIhQHEEQBEFB/D9Drt8lJx2O5gAAAABJRU5ErkJggg==\n", 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PYzYjYxtyOi8uUEuyQ5I924m0AW7bPt+t3f6mJB/t2eX9bZu3JLljkucBTwQO38ylS5Ik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\nzMLwI5pZFZ4I3Kmqzk/yJuA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cA8wDzgduSOpmAVfiu8qDIG++/dYDFb70kke47d690hIFQVAXBSmOZNF6XeAu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\nQrmKpVzjVihlHzNJAm4DXja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R0ivLoosu2pByQciWhUaVC0K2rDSybFR4qT/Thr6ZzTazG8xsJ2BpfCp1GvCapJuS2Fbl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\n1YlytpldbWbHmNmhZnapmX3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- "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -576,13 +587,13 @@ "source": [ "def plot_recall(probs, pos):\n", " # print \"Is normalized: \", np.abs(1-np.sum(position_probs)) < 1e-6\n", - " plt.figure(pos, figsize=[4,1.5])\n", - "# plt.axis((0,4,0.15,.3))\n", + " plt.figure(pos, figsize=[8,5])\n", + " plt.axis((0,4,0.0,1.0))\n", " plt.title(\"DNC free recall (position={})\".format(pos))\n", " plt.xlabel(\"Serial position\") ; plt.ylabel(\"Recall probability\")\n", " plt.plot(range(len(probs)), probs) ; plt.show()\n", "\n", - "for pos in range(FLAGS.length):\n", + "for pos in range(1):\n", " position_probs = [np.sum(i == recall_orders[:,pos])/float(trials) for i in range(FLAGS.length)]\n", " plot_recall(position_probs, pos=pos)\n", " \n", @@ -678,6 +689,18 @@ "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": "2.7.10" } }, "nbformat": 4, diff --git a/free-recall/free-recall-rnn.ipynb b/free-recall/free-recall-rnn.ipynb index f79f047..fc68be7 100644 --- a/free-recall/free-recall-rnn.ipynb +++ b/free-recall/free-recall-rnn.ipynb @@ -98,9 +98,9 @@ "outputs": [ { "data": { - "image/png": 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+ "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -179,7 +179,7 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 8, "metadata": { "collapsed": false }, @@ -188,15 +188,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "permute by: [4 2 1 0 3]\n", - "guessed permutation: [4 2 1 0 3]\n" + "permute by: [0 4 3 1 2]\n", + "guessed permutation: [0 4 3 1 2]\n" ] }, { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -245,7 +245,7 @@ "X, real_y = next_batch(FLAGS.batch_size, FLAGS.length, FLAGS.xlen)\n", "real_y = np.stack(real_y)[:,-FLAGS.length:,:]\n", "\n", - "p = np.random.permutation(y_i.shape[0]) ; print 'permute by: ', p\n", + "p = np.random.permutation(real_y[0].shape[0]) ; print 'permute by: ', p\n", "pred_y = [y_i[p,:] for y_i in real_y]\n", "pred_y = np.stack(pred_y)\n", "\n", @@ -264,7 +264,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "metadata": { "collapsed": false }, @@ -309,7 +309,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "metadata": { "collapsed": false }, @@ -344,7 +344,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "metadata": { "collapsed": false }, @@ -415,16 +415,16 @@ }, { "cell_type": "code", - "execution_count": 130, + "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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jdgjUbItExCYRcRiwADi/jyzGoS0ija1NGyx7W2AexVX7VtdTDEEaufLK03uA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\n8v2qI6id76+oOoL6uXXoTUadfvczdVHZHahzgX+RdIKkF0t6N3A4cH7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RBpKZp0bEI4H/i4j7KDr9R2fmmaOMo8m2FBVbq7/dbUcfzgMiYj5wAnB6Zt5Z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\nhmJ+BWVCdR2oxusiZbitgjKrKbeKb9d6V0TMjIhtI2LDiJgUETfkPvt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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -461,7 +461,18 @@ }, { "cell_type": "code", - "execution_count": 123, + "execution_count": 26, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "FLAGS.length = 12" + ] + }, + { + "cell_type": "code", + "execution_count": 27, "metadata": { "collapsed": false }, @@ -480,13 +491,53 @@ "\ttrial #600\n", "\ttrial #700\n", "\ttrial #800\n", - "\ttrial #900\n" + "\ttrial #900\n", + "\ttrial #1000\n", + "\ttrial #1100\n", + "\ttrial #1200\n", + "\ttrial #1300\n", + "\ttrial #1400\n", + "\ttrial #1500\n", + "\ttrial #1600\n", + "\ttrial #1700\n", + "\ttrial #1800\n", + "\ttrial #1900\n", + "\ttrial #2000\n", + "\ttrial #2100\n", + "\ttrial #2200\n", + "\ttrial #2300\n", + "\ttrial #2400\n", + "\ttrial #2500\n", + "\ttrial #2600\n", + "\ttrial #2700\n", + "\ttrial #2800\n", + "\ttrial #2900\n", + "\ttrial #3000\n", + "\ttrial #3100\n", + "\ttrial #3200\n", + "\ttrial #3300\n", + "\ttrial #3400\n", + "\ttrial #3500\n", + "\ttrial #3600\n", + "\ttrial #3700\n", + "\ttrial #3800\n", + "\ttrial #3900\n", + "\ttrial #4000\n", + "\ttrial #4100\n", + "\ttrial #4200\n", + "\ttrial #4300\n", + "\ttrial #4400\n", + "\ttrial #4500\n", + "\ttrial #4600\n", + "\ttrial #4700\n", + "\ttrial #4800\n", + "\ttrial #4900\n" ] } ], "source": [ "recall_orders = []\n", - "trials = 1000 ; print \"starting free recall trials: \"\n", + "trials = 5000 ; print \"starting free recall trials: \"\n", "for i in range(trials):\n", " X, y = next_batch(FLAGS.batch_size, FLAGS.length, FLAGS.xlen)\n", " tsteps = 2*FLAGS.length+3\n", @@ -507,16 +558,16 @@ }, { "cell_type": "code", - "execution_count": 131, + "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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JktRZ0x2zexHTH7O724wqkiRJksZkumN2XzKrVUiSJEmzYLpjdj8224VIkiRJ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\n4zfTXpIkSQvQnIddYHdgMXB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AO8BCPP/4JGABMA3YttD2kjbH42HZU/sCPgQuLqCNV4Ffpu3fDzycUecF4I56\n2ugBWE1NjQVBLr780uzuu80228wMzA46yOy55yotVW4++cTsX/8yGzjQZV1rLZcbzDbe2OyYY8xu\nuMHsmWfM5s+vtLSN45Zb/L4GDDCrra20NNVBTU2N4QntelgRz+dsWzEjjj/ipqGdzWwOgKQ18VSu\ndwO7F9JYkuK1J3BNqszMTNJYYLc82xCwOvB5WvFu+CgmndHAYYXIFwQpFi2CP/wBbrgBPvrIw3CP\nGOHrMaqZLl3g4IN9A1cZ06cvH5VMmAADB/r9tWnj/pHUqKRXL/efNIc4TjffDOefDz/7GVx/fYw0\nmpJiFMeOpCkNADObI+kyIKtPogHWwtPAzsoonwVsmWcbFwHtgRFpZd1ytNmtCBmDVszcuW7+uOkm\nn9l0/PFw6aXQvXvD51Yjkvs7NtnEYzWBm91ef325Ipk40dc+LFvm+bZ32qnuTK7NNquuB/NNN8EF\nF8DFF/t6mWqSrSVSjOJ4C88L/lpG+dr4qvKyIul44HLgUMvuDymYAQMG0LFjxzpl/fr1o1+/fqVo\nPmgmzJ7t02Bvuw0WL/bFYxdd5NNhWxorrgjbb+/bqad62aJFy/0lEyd6hrybb/Zja65Zd1Syyy4+\nE6wS/Pa3/rlceqnPaGvNSmP48OEMHz68TtncuXNLf6FCbVvAwbg/4Whg/WQ7Gs8EeDDQIbXl2V5b\nYCn+4E8vHwqMbODc43D/yoFZjr0HnJtRdgUwuZ72wscR2IwZbiNv1863Cy7wssBs9myzxx83u+oq\nsx/8wGzttZf7SzbYwOyoo8yuu87sqafM5s1renmuvdavfdll4dPIRbX4OB5NXkckwoA7swEeSds3\n3ARVL2a2VFINsB/wMHzjs9iPeqLtSuqH+1uONbNRWaq8kKWNPkl5EHyLadPguut8pfGqq7rp47zz\nYK21Ki1Z9dC5Mxx4oG/gKuP995dPCZ4wAa66ChYu9H/+3bvXHZVsv33p0rIOGgS/+AX86ldwxRWt\ne6RRbopRHPuUXArP4zE0USCp6bjt8FEHkgYB65rZScn+8cmxc4GJkrom7Sw2s3nJ+5uBpyVdgE/H\n7Yc74U9rAvmDZkxmHKkrrvBFYxnWyiALEmy0kW9HH+1ly5bBG2/UVSZ/+Yv7UVZaabm/JGXq2mKL\nwte7/OY3cPnl/lkNHFjy2woaolRDl8ZuwNnAdDyEyQu4Az51bAjwZNr+U8CyLNs9GW0eBUxN2nwZ\n6NuADGFPJL3mAAAUg0lEQVSqakXU1JgdeaSZZLb++mY332y2cGGlpWqZLFpk9sIL3scnnGC2xRbL\nTVwdO5rtv7/ZpZeajRzZsFnwyiv9vKuuKo/szZ2mMFXJLGVtCiT1AGpqamroUe1zLIOiyYwjdckl\nueNIBU3HnDm+0j59WvDHH/ux9dar63zfeWfo0AGuvNK3q692M1XQMJMmTaJnz54APc1sUinabOXR\nbILWgpUwjlRQGtZc01fZ9+nj+2YwY0bdKcGDBnn0YICNN/b1J4MGubIPKkf8ZIIWTTniSAWlQYL1\n1/ftyCO9rLYW3nxzuSLZeWf48Y8rKmZAKI6ghZIZR6p3bxgzBvbfP2bfNCfatPGZWd27w0knVVqa\nIEX85wpaFF995WFBttrK80pvuKH7NJ5+unzBB4OgpZPXiEPSZJav2agXMwuvclB2mmscqSBojuRr\nqnqoSaUIgiLJjCN1wgnuOG2ucaSCoDmQl+IwsyubWpAgKIRscaQuvtgD9wVB0LSEczxoVnz0kQe1\nu+su3z/zTLjwQlh33crKFQStiXx9HHPI38fRqVESBUEWIo5UEFQP+Y44zm9SKYIgBxFHKgiqj3x9\nHMOaWpAgSGfSJF/lPXKkh58YPNjzRLRrV2nJgiBolI9D0ipAnSDJtjw6bRAUTGYcqbvvjjhSQVBt\nFLwAUFJ7SbdJ+gRYCMzJ2IpC0jmSpklaLGm8pF3qqdtN0n2S3pS0TNLgLHVWlPQrSW8nbU6W1LdY\n+YKmw8xXdffuDXvuCR984HGkpk71UUYojSCoLopZOX49sC9wFvAVcCowEPgI6F+MEJKOBW5M2tkJ\nmAKMlpTL9bky8Anwa+ClHHWuxnNvnAN0B+4CRkraoRgZg9JTW+umqF69oG9fX8Q3ciS8/LLn9Y7g\ng0FQnRSjOA4BzjazB4GvgefM7DfAL4ATipRjAHCXmd1rZlOBM4FFwE+yVTaz98xsgJn9BchlGjsR\nuNrMRpvZdDO7E3gMuLBIGYMS8fXXPqLYfntf4d2+vY84JkyAww+P4INBUO0U8xPtBLybvJ+X7AP8\nG9ir0MYktcUz841LlZknCRkL7FaEfClWxkdE6SwG9mhEm0EjiDhSQdAyKEZxvAuk1udOBY5J3h8C\nfFFEe2vhuclnZZTPAroV0V6K0cAFkjaX0wc4ElinEW0GRbBoEdx8szu7zzgDdtwRamrgscfge9+r\ntHRBEBRKMVbkIcAOwDPAtcAjkv4PaAtcUELZGst5wN24cqsF3gHuIYf5K50BAwbQMWOhQL9+/ejX\nr18TiNlyiThSQVBehg8fzvDhw+uUzZ07t+TXaXTqWEkb4aamt83s5SLOb4v7M44ys4fTyocCHc3s\niAbOfwqYbGZZlZaklYDOZjZT0rXA981suxx1I3VsCYg4UkFQPVRl6lgzew94rxHnL5VUA+wHPAwg\nScn+LSWQbwkwM1FQRwH3N7bNIDsRRyoIWgcFKw5JtwBvmdltGeX/B2xuZsWEJxkMDE0UyAR8llU7\nYGjS9iBgXTP7JgdYMq1WwGpAl2R/iZm9kRzvBayHT9ddH5/qK+CGIuQL6iHiSAVB66KYEcdRwPez\nlD8PXEIRca3MbESyZuMqoCv+sO9rZp8mVboBG2Sclp5cqgdwPD7y2TQpWwX4De7IXwD8CzgxVrY3\nntmzPf/zhAkwfjw88UTEkQqC1kQxiqMzMD9L+Tx8hlRRmNkdwB05jp2cpazeGWFm9iywTbHyBM7C\nhR43KqUoJkzwEQZA586+eO+mm+CUUyKOVBC0FopRHG8DBwG3ZZQfxPL1HUEz5Ouv4dVXXTmkFMWr\nr/oK71VXhZ494YgjXFnssos7u2PtRRC0PopRHIOB2yR1AZ5MyvbDV2RH+PVmghm8++7yUcTEiT6y\nWLwYVlgBtt0Wvvtd+OlPXVFsvXWEAAmCwCn4UWBm90haGbgMuDwpng6cZWb3llC2oITMmlXX3DRx\nInz+uR/bdFNXDkcd5a877RRmpyAIclPUf0gz+z3w+2TUsdjMFpRWrKAxzJ/vo4eUkpgwAd5/3491\n6eLK4bzz/HXnnWP2UxAEhVGU4pC0IrA3sBnw16RsXWBeKJHysmQJvPJK3dHE66+7Kap9e/dLHHOM\nK4levTw+VPglgiBoDMWs49gIGAVsiAcSfAKfZfXzZP/MUgoYLKe2Ft5+u67zevJkDx644ooebXaP\nPXwdRa9eHtpjhRUqLXUQBC2NYkYcNwMv4vGqPksrHwn8oRRCBc7MmXV9EhMnwhdJGMkttnDlcNxx\n/rrjjj7zKQiCoKkpRnHsCexuZktU1+YxHV+pHRTBvHnw4ot1RxMffujHunb1GU4XXrjcL9GpU/3t\nBUEQNBXFKI42eBj0TNYn+8LAIIOvvvIsd+mjialT3S+x2mq+RuL445f7JdZfP/wSQRBUD8UojjH4\neo3Tk32TtBpwJZ5hL0ijthbefLOu83rKFHdqt20LO+wA++zj0WN79YIttwy/RBAE1U0xiuNCPB/4\n63g8qL8CWwCzgVadsMIMZsyoqyRefNHNUOBKoVcv6N/fRxU77ACrrFJZmYMgCAqlmAWAHyaRaI/F\nHeSrAX8C7jOzxSWWr6qZM8cVQ7qimDnTj627riuJSy7x1549YY01KitvEARBKSgmdSxm9rWZ3Wdm\nF5vZ2Wb2RzNbLKl9sYJIOkfSNEmLJY2XtEs9dbtJuk/Sm5KWSRqco96FSZ1Fkt6XNDhZ9V4wX37p\nkWBvuQV+9CMfPXTqBAcc4CHFFyyAH/8YRo50p/aMGf7+0kthv/0arzQys3pVEyFbcVSrbNUqF4Rs\n1UJRiiOT5EF+LfBBkecfC9yI58zYCZiCm8NyrWleGfgE+DUegj1bm/3xsOq/ArbCU8YeA1zdkDzL\nlsFrr3l+ibPO8llMq68Ou+0GF10Eb73lCuPee92pPWcOjB0L11wDhx8O6zXB3LJq/lKGbMVRrbJV\nq1wQslULeZuqJK2OBzj8LlADnI2bqX4D9Md9HNcVKccA4K5UrCtJZ+I5P34CXJ9ZOck6OCCpe0qO\nNncB/m1mf0v235d0P9CrIWF69/ZgfxJstZWbmn7yE3/dbjtYuagxSxAEQcugEB/HdcAP8ZXifYHf\nA/sDnwMnA383s2WFCpCkdO0JXJMqMzOTNBbYrdD20hgF9JO0i5lNlLQpcDAwrKETTz3Vw4f37Akd\nOjRCgiAIghZIIYrjB0B/M3tY0rbAy3hq11PMzOo9s37WwteFzMoonwVsWWyjZvYvSQOB5yVZco07\nzazBUdGPfww9ehR75SAIgpZNIYqjG26iwsxelfQVcFMjlUaTIekI3J9xOp7HfHPgFkkzzew3OU5b\nBeDUU09l9dVXr3Ogb9++HHjggU0ocf3MnTuXSZMmVez69RGyFUe1ylatckHI1hCjRo1i9OjRdcrm\nz/9mXXbpJv+bWV4bsAzokrY/H9gk3/PrabctsBQ4NKN8KDAyj/OfAgZnKR8PXJ9RdgKwoJ62dsfz\nmMcWW2yxtbRt98Y+r1NbISMOAUOTkQa49rpT0sL0SmZ2ZAFtYmZLJdXgWQQfBpAHwdoPuKWQtjJo\nA3ydUVabaj/HSOkl3N8SBEHQ0phaqoYKURyZTuW/lEoIfLbW0ESBTMBnTLXDRx1IGgSsa2YnpU5I\nFiEKn9nVJdlfYmZvJFUeAi6WNAX4L766/Srg4VzmNTNbBFTnODgIgqBKULW4KCSdDVwMdMX/+f/U\nzF5Mjg0BNjKzfdPq1+LDr3TeM7NNk+NtgEuAk/AAjJ/iI5pfmtm8Jr6dIAiCFkvVKI4gCIKgeVCS\nleNBEARB6yEURxAEQVAQrUpxFBJIMam/t6QaSV9KekvSSfXVL5dsknpLqs3Ylklauwnk2lPSw5Jm\nJNc5NI9zmrzfCpWrXH0m6VJJEyTNkzRL0khJ38njvHL0WcGylbHfzpQ0RdLcZHteUr0Lp8r1+yxU\ntnL+PjOue0lyraxBX9PqNbrfWo3iUIGBFCVtDDwKjMPDx98M/FFSn0rLlmD4TLFuybaOmX1SatmA\n9vhkhbP59mSEb1HGfitIroRy9NmewK14TLf98XVKYyTlzAhfxj4rWLaEcvTbB8DPgR74lPgngYcl\nbZ2tcjl/n4XKllCu3ycAyR/N0/FnR331NqYU/VaqBSHVvuELAm9O2xfwIXBxjvrXAS9nlA0HHqsC\n2XrjCzI7lLkPa8lYqFnJfitQrkr12VqJfHtUU58VIFtF+i259mfAydXUZ3nKVtY+w5ckvAnsS44F\n0aXut1Yx4tDyQIrjUmXmPVZfIMVdk+PpjK6nfjllA1cuL0n6SNIYSbuXUq5GUJZ+K5JK9Nka+L/P\nz+upU6k+y0c2KHO/SWoj6Tg8fcJzOapVpM/ylA3K22e3A4+Y2ZN51C1Jv7UKxUH9gRS75TinW476\nHVRkMqgSyjYTOAM4CjgSH0o/LWnHEspVLOXqt0Ipe59JEvA7PLz/6/VULXufFSBb2fpN0raS5gNf\nAXcBx5jZ2zmql7XPCpStnH12HLAjcGmep5Sk34rJOR5UGDN7C3grrWi8pM3wFfdN5sBvzlSoz+4A\ntga+10TtN4a8ZCtzv03F7e4dgaOB+yX1NrPJJb5OMeQtW7n6TNL6uPLf38yWlqrdfGgtI47ZuM2x\na0Z5V+DjHOd8nKP+PDP7Kkv9csqWjVQE4EpTrn4rBU3WZ5Juw/O/7G1mMxuoXtY+K1C2bDRJv5mn\npH7XzCab2WV4qKCzclQva58VKFs2mqLPegJdgEmSlkpaivtXzpO0JBlVZlKSfmsViiPRxqlAikCd\nQIrP5zjthfT6CQck5ZWWLRs74kPkSlOWfisRTdJnyYP5MGAfM3s/j1PK1mdFyJaNcn3X2uBm3GxU\n+ntWn2zZaIo+Gwtsl7S9Q7K9iMcR3CHxlWZSmn4rh9e/GjY83/giPM3tVrid8jOSUPHAIGBYWv2N\n8dDx1+EJpc4GluDDwkrLdh5wKLAZsA0+XF2K/4MstWztky/kjvgMnPOT/Q0q2W9FyFWWPsNNQHPw\nqa9d07ZV0upcU6E+K0a2cvXbNYlcGwHbJp/fUlzBVfr3WahsZft9ZpG1zqyqpvquNelNVNuWdNJ0\nYDGuYXdOOzYEeDKj/l74aGAx8D/gR9UgG3BRIs9CPHjjOGCvJpKrN/5gXpax3VPJfitUrnL1WQ6Z\nluHZMyv6XStGtjL22x+Bd5P7/xgYA+xb6T4rRrZy/j6zyPokdRVHk/RbBDkMgiAICqJV+DiCIAiC\n0hGKIwiCICiIUBxBEARBQYTiCIIgCAoiFEcQBEFQEKE4giAIgoIIxREEQRAURCiOIAiCoCBCcQRB\nEAQFEYojCDKQ9FRDeZsz6qdyTHdoSrkakGGgpEkN1NkokXP7cskVtEwi5EjQLEnysf8aDw/eFQ/e\n9xJwlZk1KkKqpDWApWa2MM/6vfEYQWua2bzGXLtYJLUDVjazOcn+EKCjmR2ZVkd4GO7ZZlZbCTmD\nlkEkcgqaK//Av78/AqbhymM/oHOxDUpqa2ZLzeyL0ohYPsxsER5hub46BnxSHomClkyYqoJmh6SO\nwB7Az83sWTP7wMxeNLPrzOzR9HqS/ijpE0lzJY1NN9Mk5p3Jkk6RlIp+iqSn001Vkk6UNFHSPEkz\nJd0nqUuBMtdKOlPSY5IWSXpH0lEZdbaVNC45PlvSXZLapx3fW9J/JS2QNEfSc5I2SL+X1Hs809xh\nyXWXSdorm6kqMbP9V9KXSX7sQZLapB1/StLNkq6T9Fly/wMLufeg5RGKI2iOLEi2wyWtVE+9B/AR\nSF+gBzAJGJuYolJsjueFPgLP7QGQab9dEfglsD2eBGkjPFx1oVwF/D1p5z48/eiW8I2paTSeh6Un\nnp50f+DW5PgKwEg838K2wK7A3Rmypt7/FhgBjMJHYuuwPCnYN/UlrQv8C89mtz1wJnBKcq/p9Mf7\nuxdwMfArSZnJgILWRDlixMcWW6k3/EE/GzfP/Bu4Gtgu7fj3cL9H24zz/gecmrwfCHwJdMqoUycZ\nTpZr74znsWiX7PdO9jvUc04tcFtG2QupMuC05H7SkyodBHyN+yXWTK6xZ472BwKT0vaHAP/IqLNR\nIsf2yf7VwOsZdc4C5mb0xTMZdf4LXFPp70BsldtixBE0S8xsJLAucAjwOP7wniSpf1JlB2B14HNJ\n81MbngFts7Sm3jOzz+u7lqSekh6W9J6kecDTyaENCxR7fMb+C0D35P1WwBQz+zLt+H9wq8CW5k7v\nYcCYRJZzJXUr8PqZbMW3U4b+B1hN0vppZS9n1JkJrN3IawfNmFAcQbPFzJaY2Tgzu9rM9gCGAlcm\nh1cDPsJNMDukbVsCN6Q1U+/MqcSENAr4AjgeH20ckRyuz0xWcszsJ7iJ6j/AscBbknqV4dJLM0Uh\nnh2tmvjwg5bEG3gucnB/RjdgmZm9m7HVO8LIYCugE3Cpmf3HzN7C/QbFsGuW/TfSZN9B0qppx/fA\nzVNvpgrMbIr5JIDvAa/iyiwbS4AVGpDnDWC3jLI9gPlm9mED5watmFAcQbNDUqdk9tEJkraTtLGk\nH+K5nh8CMLOxuBnmIUl9khlFu0v6jaQeBVzuffwhfK6kTSQdyredxwDKo60fSjpZ0haSrgR2AW5L\njt2H+1uGSdpG0j7ALcC9ZvZpco/XSNpV0oaSDgC2AF7Pca3pwPaSviOps6RsU+/vADaQdKukLSUd\nBlwB3JjHvQStmFjHETRHFuD+gvNxf0Vb4APgLmBQWr2DcQfwPbiD+WPgWWBWA+1/M/PIzGZL+jFw\nDfBTfCRzIfBwrnPqYSBwHHA77ic4zsymJtdZLKkvcDMwAXf6P5Bci2R/K3yGU+fk/FvN7O4c1/oD\n7vd5ER+F7QO8l3FvH0k6GDfdvQR8npx3dYH3FbQyYuV4EJQBSbXA4WaWqXCCoNkRpqogCIKgIEJx\nBEF5iKF90GIIU1UQBEFQEDHiCIIgCAoiFEcQBEFQEKE4giAIgoIIxREEQRAURCiOIAiCoCBCcQRB\nEAQFEYojCIIgKIhQHEEQBEFB/D9Drt8lJx2O5gAAAABJRU5ErkJggg==\n", 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PYzYjYxtyOi8uUEuyQ5I924m0AW7bPt+t3f6mJB/t2eX9bZu3JLljkucBTwQO38ylS5Ik\naR6bF2EXuBfN7TNX00yBcxiwBnhtu30psNtE46o6C3g0zfy6p9BMOfbsqvIe4pIkSbrWvBjGUFXf\nYorgXVUHDVj3bWD5bNYlSZKkLdt86dnVPLVihTfyGYXHbXges9F43IbnMRuNx214HrP5IVUL48Y5\nSZYBq1evXu1gcUmSpHlozZo1LF++HGB5Va0Zx2vasytJkqTOMuxKkiSpswy7kiRJ6izDriRJkjrL\nsCtJkqTOMuxKkiSpswy7kiRJ6izDriRJkjrLsCtJkqTOMuxKkiSpswy7kiRJ6izDriRJkjrLsCtJ\nkqTOMuxKkiSpswy7kiRJ6izDriRJkjrLsCtJkqTOMuxKkiSpswy7kiRJ6izDriRJkjrLsCtJkqTO\nMuxKkiSpswy7kiRJ6izDriRJkjrLsCtJkqTOMuxKkiSpswy7kiRJ6izDriRJkjrLsCtJkqTOMuxK\nkiSpswy7kiRJ6izDriRJkjrLsCtJkqTOMuxKkiSpswy7kiRJ6izDriRJkjrLsCtJkqTOMuxKkiSp\nswy7kiRJ6izDriRJkjrLsCtJkqTOMuxKkiSpswy7kiRJ6izDriRJkjrLsCtJkqTOMuxKkiSpswy7\nkiRJ6izDriRJkjrLsCtJkqTOMuxKkiSpswy7kiRJ6izDriRJkjrLsCtJkqTOMuxKkiSpswy7kiRJ\n6izDriRJkjrLsCtJkqTOMuxKkiSpswy7kiRJ6izDriRJkjrLsCtJkqTOMuxKkiSpswy7kiRJ6izD\nriRJkjpr3oTdJM9PcmaSdUlOTnLvTbQ/MMmpSS5Lck6SDye58eaqV5IkSfPfvAi7SZ4CHAYcCtwT\nOBU4Ickuk7R/MPAR4APAnYEnAvdpn0uSJEnAPAm7wErgqKr6WFX9EngucDnwrEna3ws4s6reW1Vn\nV9X3gaNoAq8kSZIEzIOwm2RrYDlw0sS6qirgROC+k+x2IrA0ySPb19gVeBLwP7NbrSRJkrYkcx52\ngV2AxcC5fevPBZYO2qGqTgUOBD6d5ErgT8BFwAtmsU5JkiRtYeZD2B1akr2AY4B/B5YB+wG3oRnK\nIEmSJAGw1VwXAPwFuAbYtW/9rsCfJ9nnEOCEqjq8ff6/SZ4HfCfJq6qqv5f4WitXrmTJkiUbrVux\nYgUrVqwYqXhJkiQNb9WqVaxatWqjdWvXrh37+6QZHju3kpwM/LCqXtw+D/A74F1V9bYB7Y8Frq6q\np/Wsuy/wXeBvqup6ITnJMmD16tWrWbZs2Sx9EkmSJI1qzZo1LF++HGB5Va0Zx2vOl2EMhwP/1M6d\neyfg/cD2NEMVSPKmJB/taf954AlJnpvkNknuD7yTJjBP1hssSZKkBWY+DGOgqo5t59R9Hc3whVOA\n/arq/LbJUmC3nvafTHJD4PnA24GLaWZzeMVmLVySJEnz2rwIuwBVdSRw5CTbDhqw7v00PcCSJEnS\nQPNlGIMkSZI0doZdSZIkdZZhV5IkSZ1l2JUkSVJnGXYlSZLUWYZdSZIkdZZhV5IkSZ1l2JUkSVJn\nGXYlSZLUWYZdSZIkdZZhV5IkSZ1l2JUkSVJnGXYlSZLUWYZdSZIkdZZhV5IkSZ1l2JUkSVJnGXYl\nSZLUWYZdSZIkdZZhV5IkSZ1l2JUkSVJnGXYlSZLUWYZdSZIkdZZhV5IkSZ1l2JUkSVJnGXYlSZLU\nWYZdSZIkdZZhV5IkSZ1l2JUkSVJnGXYlSZLUWYZdSZIkdZZhV5IkSZ1l2JUkSVJnGXYlSZLUWYZd\nSZIkdZZhV5IkSZ1l2JUkSVJnGXYlSZLUWYZdSZIkdZZhV5IkSZ1l2JUkSVJnGXYlSZLUWYZdSZIk\ndZZhV5IkSZ1l2JUkSVJnGXYlSZLUWYZdSZIkdZZhV5IkSZ1l2JUkSVJnGXYlSZLUWYZdSZIkdZZh\nV5IkSZ1l2JUkSVJnDR12k3wryYFJbjAbBUmSJEnjMkrP7k+BtwN/TvLBJHuNuSZJkiRpLIYOu1V1\nCHAL4CDgZsC3k/wiyb8k2XXcBUqSJEmjGmnMblVdXVWfraoDgFsCnwReD/w+yeeTPGycRUqSJEmj\nmNEFaknuA7wWeClwHvAm4C/A8UnePvPyJEmSpNFtNewOSW4G/D3NMIY7AF8EVgAnVFW1bY4BvgL8\ny9gqlSRJkoY0dNgF/gCcDnwEOKaqzh/Q5mfAj2dSmCRJkjRTo4TdvavqO1M1qKpLgIeOVpIkSZI0\nHqOM2X1tkhv1r0xywyRfH0NNkiRJ0liMEnYfDGwzYP12wANnVo4kSZI0PtMexpDk7hMPgTsnWdqz\neTHwCOCPY6xNkiRJmpFhxuyeAlS7DBqusA544TiKkiRJksZhmLB7G5pe3TOA+wC9szBcCZxXVdeM\nsTZJkiRpRqYddqvq7PbhjG5EIUmSJG0u0wq7SfYHvlxVV7WPJ1VVx42lMkmSJGmGptuz+3lgKc0t\ngT8/RbuiuVhtaEmeT3PHtaXAqcALq2rSG1Mk2QY4FHh6u885wOuq6phR3l+SJEndM62wW1WLBj0e\nlyRPAQ4DngP8CFgJnJDkb6vqL5Ps9mngpjS3LT4duDkOsZAkSVKPUe6gNhtWAkdV1ccAkjwXeDTw\nLOCt/Y2TPIJmTt/bVtXF7erfbaZaJUmStIWY7pjdF033BavqXcMUkGRrYDnwxp7XqCQnAvedZLfH\nAD8BXp7k74HLgOOAV1fV+mHeX5IkSd013Z7dldNsV8BQYRfYhWac77l9688F7jjJPrel6dldDzy2\nfY33ATcGnj3k+0uSJKmjpjtm9zazXciQFgEbgKdV1V8BkrwE+HSS51XVFZPtuHLlSpYsWbLRuhUr\nVrBixYrZrFeSJEk9Vq1axapVqzZat3bt2rG/T6pq7C86VAHNMIbLgSf0TluW5BhgSVU9bsA+xwD3\nq6q/7Vl3J+D/gL+tqtMH7LMMWL169WqWLVs29s8hSZKkmVmzZg3Lly8HWF5Va8bxmtMds3s4zXjY\ny9rHk6qqlwxTQDt372pgb5pxtyRJ+3yyIRHfA56YZPuqurxdd0ea3t4/DPP+kiRJ6q7pjtm9J7B1\nz+PJjNpNfDhwTBt6J6Ye2x44BiDJm4BbVNUz2/afBP4NODrJa2imIHsr8OGphjBIkiRpYZnumN2H\nDno8LlV1bJJdgNcBuwKnAPtV1fltk6XAbj3tL0uyD/Bu4MfABcB/Aa8ed22SJEnacs1ont0kuwFU\n1e9nWkhVHQkcOcm2gwas+zWw30zfV5IkSd019B3HkmyV5PVJ1gJnAWclWZvkP9qLzSRJkqR5YZSe\n3XcDjwdeBvygXXdf4DXATYCDx1KZJEmSNEOjhN2nAU+tqi/3rPtZkt8DqzDsSpIkaZ4YehgDcAXN\n8IV+ZwJXzqgaSZIkaYxGCbvvAV6dZNuJFe3jV7XbJEmSpHlhujeV+GzfqocDf0hyavt8T2Ab4KQx\n1iZJkiTNyHTH7PbfqPi/+57PeOoxSZIkadyme1OJ681zK0mSJM13o4zZlSRJkrYII91BLckTgScD\nt6IZq3utqlo2hrokSZKkGRvlDmovAo4GzgXuCfwIuAC4LfDlKXaVJEmSNqtRhjE8D3hOVb2QZl7d\nt1bVPsC7gCXjLE6SJEmaiVHC7q2A77eP1wE7tY//E1gxjqIkSZKkcRgl7P4ZuHH7+HfAXu3j2wAZ\nR1GSJEnSOIwSdr8O7N8+Pho4IsnXgP8CPjeuwiRJkqSZGmU2hufQhuSqem+SC4D7AccBR42xNkmS\nJGlGhg67VbUB2NDz/FPAp8ZZlCRJkjQOo86zuzPwbGCPdtUvgKOr6sJxFSZJkiTN1Cjz7D4IOBN4\nEbBzu7wIOLPdJkmSJM0Lo/Tsvhc4Fji4qq4BSLIYOLLddrfxlSdJkiSNbpTZGG4PHDYRdAHax4e3\n2yRJkqR5YZSwu4brxur22gM4dWblSJIkSeMzrWEMSe7e8/RdwDuT3B44uV23F/B84BXjLU+SJEka\n3XTH7J4CFBvfIe2tA9p9kubmEpIkSdKcm27Yvc2sViFJkiTNgmmF3ao6e7YLkSRJksZt1JtK3A44\nhI1vKvHOqjp9XIVJkiRJMzXKTSX2owm39wF+1i5/B/xfkn3GW54kSZI0ulF6dt8MHFFVG828kOTN\nwFuAr42jMEmSJGmmRplndw/gwwPWfwS488zKkSRJksZnlLB7PnCPAevvAZw3s3IkSZKk8RllGMMH\ngQ8kuS3w/Xbd/YGX09wyWJIkSZoXRgm7rwcuBV4KvKlddw7wGpq7q0mSJEnzwlBhN0mA3YD3VdUR\nSXYCqKpLZ6M4SZIkaSaGHbMb4Lc0gZequtSgK0mSpPlqqLBbVRuA3wA3mZ1yJEmSpPEZZTaGVwBv\nS3LXcRcjSZIkjdMoF6h9DNgeODXJlcC63o1VdeNxFCZJkiTN1Chh95CxVyFJkiTNgqHDblV9dDYK\nkSRJksZtlJ5dkiwGHkdz62CAXwBfqKqrx1WYJEmSNFNDh90kdwGOA5YCv2pXvxw4P8ljqup/x1if\nJEmSNLJRZmP4EPB/wC2rallVLaOZd/dnwAfGWZwkSZI0E6MMY7gHcK+qumhiRVVdlORVwI/HVpkk\nSZI0Q6P07P4a2HXA+pvR3F1NkiRJmhdGCbuvBN6V5IlJbtkuTwTeAbw8yQ0nlvGWKkmSJA1nlGEM\nx7c/jwWqfZz25xd7nhewePTSJEmSpJkZJew+dOxVSJIkSbNglJtKfGs2CpEkSZLGbZQxu5IkSdIW\nwbArSZKkzjLsSpIkqbMMu5IkSeosw64kSZI6a1qzMST5KdfNqTulqlo2o4okSZKkMZnu1GOfn9Uq\nJEmSpFkwrbBbVa+d7UIkSZKkcXPMriRJkjprumN2L2L6Y3ZvPKOKJEmSpDGZ7pjdQ2a1CkmSJGkW\nTHfM7kdnuxBJkiRp3KbbsztQku2AbXrXVdUlM6pIkiRJGpOhL1BLskOS9yQ5D7gMuKhvkSRJkuaF\nUWZjeCvwMOBg4ArgH4FDgXOAA8dXmiRJkjQzowxjeAxwYFV9M8nRwHeq6rdJzgaeDnxirBVKkiRJ\nIxqlZ/fGwBnt40va5wDfBR40jqIkSZKkcRgl7J4B3KZ9/Evgye3jxwAXj1pIkucnOTPJuiQnJ7n3\nNPe7f5KrkqwZ9b0lSZLUTaOE3aOBPdvHbwaen2Q9cATwtlGKSPIU4DCasb/3BE4FTkiyyyb2WwJ8\nFDhxlPeVJElStw09Zreqjuh5fGKSOwHLgd9W1c9GrGMlcFRVfQwgyXOBRwPPorkgbjLvpxkjvAE4\nYMT3liRJUkeN0rO7kao6u6o+O2rQTbI1TVg+qec1i6a39r5T7HcQzXCK147yvpIkSeq+UebZfVeS\nFwxY/4Ik7xihhl2AxcC5fevPBZZOUsMdgDcCT6+qDSO8pyRJkhaAUXp2n0Az80K/7wNPnFk5m5Zk\nEc3QhUOr6vSJ1bP9vpIkSdryjDLP7k2ASwesv4Sml3ZYfwGuAXbtW78r8OcB7XcC7gXcI8l723WL\ngCS5Eti3qr452ZutXLmSJUuWbLRuxYoVrFixYoTSJUmSNIpVq1axatWqjdatXbt27O+TZnjsEDsk\n/wu8v6re07f+hcDBVXXnoYtITgZ+WFUvbp8H+B3wrqp6W1/bAHv0vcTzgYfS9DqfVVXrBrzHMmD1\n6tWrWbZs2bAlSpIkaZatWbOG5cuXAyyvqrFMKztKz+7hwHuS3BT4ertub+ClwCEj1nE4cEyS1cCP\naGZn2B44BiDJm4BbVNUz24vXftG7c5LzgPVVddqI7y9JkqQOGmXqsY8k2RZ4FfDqdvVZNL26Hxul\niKo6tp1T93U0wxdOAfarqvPbJkuB3UZ5bUmSJC1co/TsUlXvA97X9u6uq6q/zrSQqjoSOHKSbQdt\nYt/X4hRkkiRJ6jPSPLtJtkrycODxtDMhJLlFkh3HWZwkSZI0E0P37Ca5NfAV4FbAtsDXaGZneHn7\n/LnjLFCSJEka1Sg9u+8EfgLsDPTOevA5mgvVJEmSpHlhlDG7DwTuV1VXNrOAXess4G/GUZQkSZI0\nDqP07C6iub1vv1sy+GYTkiRJ0pwYJex+lY3n0632wrTXAl8aS1WSJEnSGIwyjOGlwAlJfgFsB3wS\nuAPNbX/9p6SsAAAVRUlEQVS9564kSZLmjVFuKvGHJHsCTwH2BHYEPgx8YtBteiVJkqS5MupNJa4G\nPtEu10qyQ1VdNo7CJEmSpJka6aYS/ZIsTfJm4PfjeD1JkiRpHKYddpPslOSDSX6W5OgkN0hy0yRH\nAWcCTwfeMmuVSpIkSUMaZhjDW4An0dwxbT/gfcDDgQuBg4BPV9U1Y69QkiRJGtEwYff/Aw6squOS\n3BX4GXAM8OyqqtkoTpIkSZqJYcbsLgVWA1TV/wJXAEcYdCVJkjRfDRN2FwNX9jy/GvjreMuRJEmS\nxmeYYQwBjklyRft8O+D9STaaaqyqHj+u4iRJkqSZGCbsfrTv+cfHWYgkSZI0btMOu1V10GwWIkmS\nJI3bWG4qIUmSJM1Hhl1JkiR1lmFXkiRJnWXYlSRJUmcZdiVJktRZhl1JkiR1lmFXkiRJnWXYlSRJ\nUmcZdiVJktRZhl1JkiR1lmFXkiRJnWXYlSRJUmcZdiVJktRZhl1JkiR1lmFXkiRJnWXYlSRJUmcZ\ndiVJktRZhl1JkiR1lmFXkiRJnWXYlSRJUmcZdiVJktRZhl1JkiR1lmFXkiRJnWXYlSRJUmcZdiVJ\nktRZhl1JkiR1lmFXkiRJnWXYlSRJUmcZdiVJktRZhl1JkiR1lmFXkiRJnWXYlSRJUmcZdiVJktRZ\nhl1JkiR1lmFXkiRJnWXYlSRJUmcZdiVJktRZhl1JkiR1lmFXkiRJnWXYlSRJUmcZdiVJktRZhl1J\nkiR1lmFXkiRJnWXYlSRJUmcZdiVJktRZhl1JkiR1lmFXkiRJnWXYlSRJUmcZdiVJktRZ8ybsJnl+\nkjOTrEtycpJ7T9H2cUm+muS8JGuTfD/JvpuzXkmSJM1/8yLsJnkKcBhwKHBP4FTghCS7TLLLg4Cv\nAo8ElgHfAL6YZM/NUK4kSZK2EPMi7AIrgaOq6mNV9UvgucDlwLMGNa6qlVX19qpaXVWnV9WrgN8A\nj9l8JUuSJGm+m/Owm2RrYDlw0sS6qirgROC+03yNADsBF85GjZIkSdoyzXnYBXYBFgPn9q0/F1g6\nzdf4V2AH4Ngx1iVJkqQt3FZzXcBMJXka8Gpg/6r6y6bar1y5kiVLlmy0bsWKFaxYsWKWKpQkSVK/\nVatWsWrVqo3WrV27duzvk2bEwNxphzFcDjyhqo7rWX8MsKSqHjfFvk8FPgQ8saq+son3WQasXr16\nNcuWLRtL7ZIkSRqfNWvWsHz5coDlVbVmHK8558MYquoqYDWw98S6dgzu3sD3J9svyQrgw8BTNxV0\nJUmStDDNl2EMhwPHJFkN/IhmdobtgWMAkrwJuEVVPbN9/rR224uAHyfZtX2ddVV1yeYtXZIkSfPV\nvAi7VXVsO6fu64BdgVOA/arq/LbJUmC3nl3+ieaitve2y4SPMsl0ZZIkSVp45kXYBaiqI4EjJ9l2\nUN/zh26WoiRJkrRFm/Mxu5IkSdJsMexKkiSpswy7kiRJ6izDriRJkjrLsCtJkqTOMuxKkiSpswy7\nkiRJ6izDriRJkjrLsCtJkqTOMuxKkiSpswy7kiRJ6izDriRJkjrLsCtJkqTOMuxKkiSpswy7kiRJ\n6izDriRJkjrLsCtJkqTOMuxKkiSpswy7kiRJ6qyt5rqAze2AA2CnnWDrrbeMZfFiSOb6qEmSJG2Z\nFlzYfdjD4CY3gauumnxZvx4uvXTqNpMt11wz/prnOnCPa9lqK4O7JEnavBZc2H3xi2HZstl7/Q0b\n4OqrRwvKs7FceSVcdtlo+1599fiPz1ZbzY/QPY7XWeQgIEmS5r0FF3Zn26JFsM02zbKlq5pfwf2q\nq2DdutH3HbdFiwaH4G22gW23he22u27pfz7Tdf3rt/I3WZKkgfwnUpNKrgtwW7qqZojJOIP3ZP8R\nuPJKuOKKZlm/fuPlgguuv279+o3bjhLMFy+enVA9naA98Xzx4vH/uUmauaqN/34a5vHE86uvhh13\nhJ13hhvdqPm5886w/fYOT9P8Z9jVgpA0vZ9bbQU3uMFcVzO1a66ZPCwPWjfZ+snWrV07ddt165rh\nOMPaaqvZD9VTrdt2W4eWaHZs2DB1EBzH49l8rdkYkjZhq602DsDD/LzRjfxWSpuHp5k0zyxe3PSW\nbL/93NVw9dXDBehhAvjll8OFF256/6rh695mm7kJ2hOPt9nGXq5BNmyYv0FwOo/HeeHxxDdm22yz\n8dCnTT3eeuvmHJuYTWjY/ftfa9h9Fi9urv+46KJmufjiyX+efz785jfXPb/44sl/n/t7izf1s/ex\nvcqaLsOupOuZ6AXfYYe5ef+J8eKzEbbXr4dLLoHzztv0/qPY3EH7mmvmf+/iKN8UTKZ3rPywgW37\n7ccX/kYNklvycJ8dd4Rddx1+vw0bmhmONhWSJ37+5jcbP1+3bvDr2qus6fKPWtK80ztefKed5qaG\nqiaszUbYXr/+ut7tqfa/8srxf67Fi0cPbDvssPl7FPv335LD4kK1aBEsWdIso1i//roe4rnsVe79\nucMO9ipvSQy7kjRAct1Y4FH/kZ6pDRs2DsP9wfiKK6YXXnsfO65ZW5rttoOlS5tlWKP0KveuW79+\n8Ovaq7xl8XBL0jy1aFFzQeV8v6hSmq/sVRYYdiVJkgayV7kbFuBHliRJml32Ks8fhl1JkqR5ZnP1\nKl900XC9ylNNBzdfe5UNu5IkSR2yJfcqX3zx6J97MoZdSZIkXWu2e5V7H0+3V3kmDLuSJEkai5n2\nKv/wh7DXXmOuabwvJ0mSJI1m663H/5qGXUmSJHWWYVeSJEmdZdiVJElSZxl2JUmS1FmGXUmSJHWW\nYVeSJEmdZdiVJElSZxl2JUmS1FmGXUmSJHWWYVeSJEmdZdiVJElSZxl2JUmS1FmGXUmSJHWWYVeS\nJEmdZdiVJElSZxl2JUmS1FmGXUmSJHWWYVeSJEmdZdiVJElSZxl2JUmS1FmGXUmSJHWWYVeSJEmd\nZdiVJElSZxl2JUmS1FmGXUmSJHWWYVeSJEmdZdiVJElSZxl2JUmS1FmGXUmSJHXWvAm7SZ6f5Mwk\n65KcnOTem2j/kCSrk6xP8uskz9xctS4kq1atmusStkget+F5zEbjcRuex2w0Hrfheczmh3kRdpM8\nBTgMOBS4J3AqcEKSXSZpvztwPHASsCfwTuBDSfbZHPUuJP6ijsbjNjyP2Wg8bsPzmI3G4zY8j9n8\nMC/CLrASOKqqPlZVvwSeC1wOPGuS9gcDZ1TVy6rqV1X1XuAz7etIkiRJwDwIu0m2BpbT9NICUFUF\nnAjcd5Ld9mq39zphivaSJElagOY87AK7AIuBc/vWnwssnWSfpZO0v2GSbcdbniRJkrZUW811AZvR\ndgCnnXbaXNexRVm7di1r1qyZ6zK2OB634XnMRuNxG57HbDQet+F5zIbXk9O2G9drphkxMHfaYQyX\nA0+oquN61h8DLKmqxw3Y51vA6qp6Sc+6fwCOqKqdJ3mfpwGfGG/1kiRJmgVPr6pPjuOF5rxnt6qu\nSrIa2Bs4DiBJ2ufvmmS3HwCP7Fu3b7t+MicATwfOAtbPoGRJkiTNju2A3Wly21jMec8uQJInA8fQ\nzMLwI5pZFZ4I3Kmqzk/yJuA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cA8wDzgduSOpmAVfiu8qDIG++/dYDFb70kke47d690hIFQVAXBSmOZNF6XeAu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\nQrmKpVzjVihlHzNJAm4DXja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R0ivLoosu2pByQciWhUaVC0K2rDSybFR4qT/Thr6ZzTazG8xsJ2BpfCp1GvCapJuS2Fbl\ncB5woKR9JK2KZ67rAVwBIOlMSVfmKidLYVficYD+I2mJpPRM1ekmae3EYWl+4PvJ8YqpOudKGihP\ny7oxHs10Fu5BHQRBEGSkTRv68hzr++NOW+/iyuD7eKyni83sN6W0Y2bjE5+WU/HlsCeAISkT4T54\nBNEcB+JGABfRPAnSlbj5Mnha1ceZZ4b5m6Tcx7yopznF2BuPxvogsGElN7WCIAg6I1k29L8H7I0r\nlZXwgHd74JYGuZATV+BxjEpSLgBmdjFwcZFr++cdb1GoXl6d6bQyM+sMjkxBEAT1IMvM5XXc8/0y\nPPBaIQfEJ4H/tEWwRmbSJFhnHehSdy+h5uyxR+PqypCtfBpVLgjZstLIslWasgNXStrMPP96p0PS\nAKAJmlh99QGceCIMHQpds2YNCYIgqDNTpkxhvfXWA1jPzKZUqt0sv71PSbLrNUNST0mtZQ7sEFx+\nOSy7LAwbBmusAVdfDbNn11uqIAiCxiGLchmEW1/lswCwWdvEaR+stRbcfjs8+ij06wfDh8Nqq8GV\nV4aSCYIggDKUi6S1JK2FZ3hbLXeclHWBn+OJnToNP/wh3HILNDXB6qvDfvvBKqvAZZfBrFn1li4I\ngqB+lDNzeYJ5pr13J8e50oSnJj210gK2BwYMgBtvhCee8M8//zmsvDJccgl8XUqS4SAIgg5GOcql\nL7AiPnNZPznOle8DPc3ssqyC1CNZWLn9tsbaa8N118F//wsbbAAHH+zLZhdfDF99lbXVIAiC9kfJ\nysXMppvZNDPrYmaPJce58paZzckqRL2ShWXotyTWWAOuvRb+9z8YOBB+/WtYcUUYPRq+rHuozyAI\ngupTkimypB2BfyZxwHZsqa6ZTShbCGky8G8zOzw5FvAacIGZfStZWJE2ngKuNbPfFbj2CjDKzC7I\nO19WvzlT5KamprLiAz3/PJxxBowdC4svDsccA7/4BfToUXITQRAEVaHepsg3Ab1Sn4uVG8sVoF7J\nwirRb6msvDJccQU8+yxsv70rl7594dxz4bPPKtlTEARBY1CSckmWwt5NfS5WsrgTtpQsrE+JbWRJ\nFlaJfsuiXz/46199JvOTn8AJJ7iSOess+PTTavQYBEFQHxohE2WbaEuysKyMGDGCRRdtnjl2jz32\nKDm0Q9++MGaMK5ezzoKRI30WM2KE788sGklpgyCoAuPGjWPcuOZB3z/++OOq9FXqnktBS6tC5O9r\nlNB2N+ALYJf0fk0S/HJRM/tpC/cOw3O6DG0pp0uhPZcs/Wbdc2mN11+Hc85x0+UFF4TDD/fSq1fr\n9wZBELSFau25lDpzGVFiPaOFBF8Fb6hTsrCs/VaDpZeGCy6A44/3Gcw558CoUXDYYXDEEdC7dy2l\nCYIgaDul7rn0LbGskFGOuiQLa63fWrPkknDeefDKK25Ndt55sPzyrnTeKxR7OgiCoEFpiKDxZjYe\nz/1yKh4FYC1KTxb2Zqr8MVUnlyysKbn/N8AU4C9l9FsXlljCZy/TpsGvfgUXXuhK5uij4Z2ykkgH\nQRDUh1L3XM4DTjSzz5PPRTGzIyslXKNRrT2X1nj/ffjjH33pbNYs9/w/+mif6QRBELSFevu5rAt0\nS30uVtaplGDBPHr3htNO85nMMcd4YMy+fX1P5vXX6y1dEATBtyl1z2ULM/so9blY2bK1toLs9OoF\nJ58M06fDb3/rHv8rrgiHHgqvvlpv6YIgCObRpj0XSctIWqb1mkElWXRRVy7TpsEpp8D48e6gedBB\nfi4IgqDelK1cJM0n6TRJHwPTgGlJZOLfJb4jQY3o2ROOO84Vyumnw003wUorecj/l16qt3RBEHRm\nssxcRgMHAccwb6/lGDxZWE39QwJn4YV9g3/aNLcyu/12T1q2774eaiYIgqDWZFEuewL7mdkYM3sy\nKWNw5bJnVkEqnc8lqberpGeSNqdK2i7v+sgk10u6PJ31GepNjx4eQubll90Jc9Ik6N/f0zA/80y9\npQuCoDORRbl8hS+H5fMKkCnvYjXyuUjaGLgG92tZB7gZuEnSanltPQUsgfvC9AE2zfIMjcSCC3qM\nspde8hwy993naZiHDYOnnqq3dEEQdAayKJcLgRMldc+dSD6fkFzLwghgjJldZWbPAgfjcb9+Vqiy\nmY0ws9+bWZOZvWRmJwAvADukqh2G56A5z8yeM7OTcCfKX+U1N9vM3jOzd5NSctj+RmeBBdyS7MUX\n4c9/hsmTYc01YehQmDq13tIFQdCRKUm5SLohV/BZwI+B1yVNkjQJeB1/sa/dUjtF2q5WPpeNkjbS\nTCzQ5kqS3pD0kqSxHdH6rXt3tyR74QUP+f/447DOOh72f0rFXKaCIAjmUerM5eO8cj1wK5618bXk\n8w3JtXKpVj6XPiW0ORnYDxiCz5b6AvdLWqjEftsV3brBz37mScuuuMLTMK+3HuywAzz6aL2lC4Kg\nI1FSVGQz27/agmSlLflczGxi6vApSY8C04HdgMuL3dfWfC71pls3tyTbay/4+9/hd7+DDTaAbbeF\nk06CjSqahzMIgkahlvlcMLO6FjyszCxcOaTPXwHc2Mq9w4DPgG0LXJsOHJZ37mTg8VbafBQ4vci1\nAYA1NTVZR2L2bLNrrzVbfXUzMNt6a7MHHqi3VEEQ1IKmpibD06UMsAq+2zN56EsaKml8YjI8JV0y\nKLdZeOTirVLt5/KqPNyCDHsAfwWGWeF8Lo+k20wYnJwv1ubCQD/grVLl7wh07Qq77w5PPgnXXQfv\nvgubbQZbbgn33gslxDYNgiBoRhYP/cPwJaN3cLPhR4H3gRWAf2aUo+L5XIDzgW0lHSlpFUkn44YD\nF6baOVfSQEnLJabLN+KzqObzxk5Cly5uSfb443DjjfDRR7DFFjBokPvMhJIJgqBUssxcDgUOMrNf\n434t55jZYNw7P1P2d6tCPhczewR36jwIeALYGdjJzNJOkkvjvjDPAtcC7wEbmtn7WZ6jo9Cli1uS\nNTXBhAnw5ZcweDBsuilMnBhKJgiC1ikpn0uzG6QvgP5mNl3Su8BgM5sqaSVgspl12KS89crnUm/M\n4I47PEjmv/8N66/vG//bbw9SvaULgqAt1DufS5q3gcWSz68CGyaf+wLxqumASLDddvDII3DnnW5t\n9uMfww9+ADffHDOZIAi+TRblcjewY/L5cmCUpH8Bf8f3LIIOiuTLYw88AHffDYss4stn664L118P\nc+fWW8IgCBqFkvxc8jiIRCmZ2UWS3gc2BiYAYyooW9CgSL7Rv8UWHrfstNPcEGCNNeDEE2GXXdwC\nrbNgBjNnwuefV7b07AlXXw2daAU26ECUrVzMbC4wN3V8Lb4ZHnRCBg3y8tBDcOqpbtLcv78nM9t9\n98ZRMnPmwBdfVF4B5NosZWmwe3dYaKF5pUePeZ8XWQT69Gl+/fbbYfPN3ahi882rPUJBZ2X27Oq0\nW/aGPoCkXniI/f7JqaeBy60DBX0sRGfd0C+HyZN9JnP77bDyynDCCbDnnjBfCT9jvv66bS/4lsrM\nmaXJn37hV7L06FHaGKT57DPYeWe4/3649lpfggyCSvL55zBkyBQeeqjyG/pZrMUG4ktgnwCPJafX\nA74D7GBm91dKuEYjlEvpPPaYK5kJE2DFFT2kTGsKoJRfUF27VuZFX+j8ggu6GXYj8dVXsM8+8I9/\nwKWXwv4NG4gpaG/MmOGGOVOnTmHmzMorlyx7LhfhASIPMbM5AJK6Ahcn19bMIoikX+K+Ln3wfC6/\nNrP/FKn7U+AQPEJzd+B/wMlmdmdevV1x35nlgeeB48zsn3l1Su43KJ2cJdnjj3t2zFdf9Zd6oeWf\ncsr883cu8+fu3eGaa2CxxTzo6Pvvw29+U2+pgvbOtGkwZAh8+KH/aBk+vPJ9ZFEu/YChOcUCYGZz\nJJ0H7JNFiFSysINwj/8ReLKwla1wMMpcsrDjgY/wvC+3SFrfzKYmbeaShR0L3AbshScLWzfnSJmh\n36BM1l0XxnXKeAeVo2tXuPhi+O53PZ31jBlw5pmdS8kGlWPqVA9Su9BC8PDD8Mkn1eknyyLAFObt\ntaTpj//yz0K9koWV1W8Q1AvJlxlHjYKzz4YDD6zeRmzQcbnnHhg4EJZayo1w+vWrXl8lzVwkrZU6\nvAA4X1I/PB8KuCPlL4HjyhUglSzsjNw5M7MkCVlbk4X9Ia/qRGCnSvUbBLXmiCOgd2/fe/ngA18y\nW2CBeksVtAeuu86XvwYNcr+0RRapbn+lLos9gYdkTk/EzylQ7xrcmbIcWkoWtkqJbWRJFlaJfoOg\n5uy9N/TqBbvuCj/6Edx0U/VfFEH75sIL4bDDYI894PLLfe+y2pSqXPpWVYo20JZkYVlp78nCgvbP\nj3/soXh22MFTI9x+Oyy+eL2lChoNM/c5O+MMOOooWHfdcQwdWptkYaVmopxeld6dGcAcYIm880vg\nccyKImkYcAluYHBP3uW3W2kzc7+jRo0KU+Sg7my2mUdIGDLEP995Jyy7bL2lChqFWbPgoIM8pfnv\nf+/KBfZgr72a/whOBa6sKFmTha0oabSkSUm5QNKKWdqqV7KwrP0GQSOx9tq+Mfv117DJJvDMM/WW\nKGgEPv/cnW6vvhrGjs0pltqSJVnYENwjf33gyaRsAPxP0uCMctQlWVhr/QZBe2DFFV3B9OrlM5hH\nH623REE9mTEDttrKIzvcdhvstVd95Mji53IWMMrMmlmGSToLOBv4V7kNmtl4Sd/FHR6XwA0ISk0W\ndlHq/JUkZsRm9kiihE5PygvkJQsrod8gaBcsuaQvkf34x74Hc9NNsPXW9ZYqqDVp58h774UqrHaV\nTJbwLzOBNc3shbzzKwNPmlmHNYyM8C9Bo/PFFx6hetIkN1MeOrTeEgW1Iu0ceccdpfuwNFKysPfw\nsCv5rAO82zZxgiBoCz16eNid3Xbzcskl9ZYoqAW1dI4slSzLYn8BLpG0AvM2vjfBw6ycVynBgiDI\nRrducNVVHo/sF7/weGTHHRfhYjoqtXaOLJUsyuU04FN8M/3M5NybwMm4934QBHWmSxc4/3z3ffm/\n/4P33nNz1EaL+hy0jdGj4fDDa+scWSplKZfEVHcZ4E9mNkrSIgBm9mk1hAuCIDuSZwbt3Rt+9Suf\nwVx6qc9sgvaNmedKOvNMNzM+55zG++FQ7sxFwIvA6sALoVSCoPE59FBfItt7b7ci+vvfPXdN0D4p\n7BzZeJSl65IUxy8AvSstiKRfSnpF0peSJkv6YQt1+0i6WtJzknLh/vPrzCfpJEkvJm0+nvjopOuM\nlDQ3rzyd31YQtHeGDYNbboG77nJT1SpF/AiqTM45cuzY+jlHlkqWidRxwLmS1qiUEKm8KiOBdfHQ\n/RMTH5RCdMct007DfVMKcTruD/NLPB3AGOBGSWvn1XsK93Hpk5RNsz9JEDQu227rJspPPQWbbw7v\n5IdsDRqaRnGOLJUsyuUq3Dt/ajIj+CBdMspRbj6X6UlOl7F4uuVCDAdON7OJZjbNzP4M3I4bIqSZ\nbWbvmdm7Scn6DEHQ8Gy0ETzwALz7Lmy6KbzySr0lCkph2jQP7/Pyy+4cuc029ZaodbJYix1RSQGq\nmFelO/BV3rkv+fbMZCVJbwAz8bhjx5vZa23oNwgamtVXd1+IwYP9hXXnnbBGxdYhgkqTnzmyEXxY\nSqFs5WJmV7ZeqyyqlVdlInCkpAeAl4CtgZ1pPlubDOwHPAcsiZtT3y9pDTP7vA19B0FDs/zy8OCD\n/tLabDNfZtl443pLFeRzzz2+x9Kvn6dVWCI/hnsDkzUqcldJQyWdmJRdJGWZBVWTw3Hjg2fxGcwF\nwGXA3FyFZMnsejN7ysz+BWwP9AJ2q4O8QVBTlljCl1jWWsvjkP3zn/WWKEhz3XWu/DfYwP9O7Umx\nQIaZi6TVgQn45vdzyeljgfck7WBmT5XZZOa8Ki2RJA7bWdL8QG8zeysJrvlyC/d8LOl5oMWJZyQL\nCzoKiy7qcaiGDYMdd3TP/vga159qOUeOGzeOceNqkywMMyur4PsSE4BeqXO9gJuBh8ttL7l/MnB+\n6ljAa8DRJdx7D3BeCfW64TOZ01qoszDwAfCrItcHANbU1GRB0JGYNcts333NJLMLL6y3NJ2XuXPN\njj/eDMx77B9DAAAWKklEQVSOOspszpzq99nU1GR4GvsBluH9XaxkWcpaB/iBmX2YUlAfSjoB+E+G\n9sBjkl0hqQl4FLcea5bPBVjKzPbN3ZCYFAtXCIsnx1+b2TPJ9fWB7+OmykvjZs4Czk21cS5wCzA9\nqXsKMAtortqDoIMz33xw2WXw3e+6N/+MGXDSSRGPrJa0F+fIUsmiXJ7Hl6z+l3f+e7j3ftlY+flc\nAB7HtS34jGJPXEmskJxbAPgd0Bf4DLgNGG5madPlpYFrcKfQ94AHgQ3N7P0szxEE7ZkuXeDcc13B\nHH+8K5jzz2+8sCIdkc8/9yjWd97pzpGN7sNSClmUy/HABUlmx8nJuQ2Bk4Bj09kg817kLWJmFwMX\nF7m2f4FzLX7lzex+PExNS3VidTkIUkgeQbl3bzj4YI9HdsUVjRUQsaMxY4Ynefvf/9xqrz34sJRC\nFuVya/LveObNHHKT51tSx4abGAdB0M448ECPR7bnnh6P7B//cD+LoLI0UubISpNFuWxRcSmCIGg4\ndtnFfSt+8hP/NX3rrdCrV72l6ji0V+fIUsniRHlfNQQJgqDx2GoruPtu2G47z3Q4caJnOwzaRnt2\njiyV2KoLgqBFfvhD9+b/6COPR/ZiJrOdIEd7d44slVAuQRC0yqqrejyy+ed3BfNEsVjkQYuMHg27\n7w5Dh/oyY6OkJK4GoVyCICiJZZf1iMrLLOP52u+/v94StR/MPN30YYfBiBHwt791fAu8hlEu9UgW\nVm6/QdDZWXxx34P5wQ/cyumWW1q/p7Mzaxb87Geekvj3v4c//KFz+A41xCPWK1lYhn6DoNOzyCK+\nCb399vDTn3o8sqAw7SlzZKUpyVpMUtobvkXMbEAGOb5JFpb0dzDwIzxZ2DkF+pie3IOknxdpczge\nR2xicvxnSVvjycL2ydJvEARO9+4wfjwccgjsu687W44YUW+pGosZM+BHP4Knn+5YzpGlUqop8k3V\nEqBeycKq2G8QdAq6doUxYzxczJFHuoI57bSIRwYd2zmyVEpSLmZ2ShVlqFeysGr1GwSdBgnOOMPD\nxfzmN/5r/aKLXPF0Vjq6c2SpNFqCr0pyOHAJnixsLq5gLsOXvNpE5HMJguYcdZQrmAMO8BnM2LG+\ndNbZaHTnyFrmcyl1z+VDSt9zWaxMGeqVLCxzv6NGjWLAgCxbS0HQcdlvPw8Ps/vuHojxxhth4YXr\nLVXtuO46GD7czbSvv74xfVgK/QieMmUK61Vh3a7UmcsRFe85wcxmJXlctsKTkCFJyfEFFWj/a+Ct\nZI9lF+DaWvQbBJ2RnXbyEDE77OChY267zfdkOjrVyhzZnil1z+XKKstRl2RhrfUbBEH5DBoE993n\n+w4DB3qOkqWXrrdU1cEMTjjBfViOPNLz4XQGH5ZSaNOei6QFgGY6upwcLql76pIsrIR+gyDIwLrr\nejyywYNhk01cwazSwcxkOlrmyEojs5K2UubdIC0EnA3shmdwbIaZdVg7EUkDgKampqbYcwmCEnjj\nDTfJfecduOOOjmOSm84cecUV7TtzZGrPZT0zm1KpdrNM4M4BtgQOwf1IDsCXnN5knnNiEAQB3/++\nxyDr1w8239ytqdo7M2bAllv6c912W/tWLNUki3LZATjUzK4HZgMPmNnvgP8DYpiDIGjGYovBpEm+\nPLbttnDDDfWWKDvTpvlzvPKKO0d2Nq/7csiiXBZjnjnvJ8kxwIPAwEoIFQRBx2KhhWDCBI9Ftuuu\n8Ne/1lui8pk6FTbaCObMcefIjrLEVy2yKJeX8U1ycAfF3ZLPOwAfVUKoIAg6HvPPD1dfDQcf7M6W\n57Sj6H333OOWb0st5XltOqvXfTlksRa7HFgbuA84C7hF0q+AbsCRFZQtCIIORteucOGF7vty7LG+\nf3H22Y0dj2z8eNh7b1cuN9zQmM6RjUjZysXMRqU+T5K0Kh4A8kUze7KSwgVB0PGQ4JRTPFzM4Yd7\nuJgxY2C+BgxGFc6R2Wmzu4+ZTTezG9qqWCqdLCypd1RS5wtJr0o6T1L31PWRkubmlafb8hxBEJTG\nYYd5DLKrrvJ9mJkz6y3RPDpj5shKU7ZykXRBsgyWf/5Xkv6YRYhqJAuTtA/uRHkSsCoesHI3PIlY\nmqdwB8o+Sdk0yzMEQVA+e+0FN9/sIWO22w4+KdsFu/J01syRlSbLkO2CW4bl8zAwNKMc3yTtMrNn\ngYOBLygSwTiZLY0ws7G4xVohfgg8aGZ/N7NXzWwSHlds/bx6s83sPTN7NykfZHyGIAgysP328K9/\nwRNPwBZbwLvv1k+Wzpw5stJkUS69gU8LnP8Ez5FSFqmkXXflzpmHDWhr0q47gHVzy2uSVgC2x8PA\npFlJ0huSXpI0VlJ+mJkgCKrMJpt4PLI334RNN4Xp02svQzhHVpYsyuVFYLsC57djnv9LObSUtKtP\nhvYAMLPb8GW2hyV9DbwA3GNmZ6eqTQb2A4bgs6W+wP1JiJsgCGrIWmu5me+cOa5snq7h7mc4R1ae\nLPYZ5wEXSlocuDs5txWem75qofnLRdJP8f2Vg/CIx/2ACyS9lUQUwMwmpm55StKjePDL3XCT64JE\nsrAgqA4rrOAKZsgQ2GwzT7i1wQbV7TOXObJHj46fObKWycIws7ILHlfsdTzD41x8xrJPxra6AbOA\nHfPOXwHcWML99wDnFTg/GTgn79xewGettPcocHqRawMAa2pqsiAIqseHH5ptuqnZQguZTZxYvX7u\nvtusZ0+zAQPM3n67ev00Mk1NTYZHmB9gGd7hxUomGwgz+5OZLY1bWfU0sxXM7KqMbc0Cckm7gGZJ\nux7O0mZCFzz2WZq5qfa/haSF8RnOW23oNwiCNvKd77gF2eabe1bL8eMr38f48T5jWX99XwprtJTE\n7Z1MykXSfJK2BnbGE3Ahaank5ZyF84ADJe2TOGX+mbxkYZKaJSyTtLakdUglC5PUP1XlJuBQSbtL\nWl7SYDxvywQzn4ZIOlfSQEnLSdoYuBGfRTWfNwZBUHN69PBUybvvDsOGwZ/+VLm2R4/2NocO9c37\n8LqvPGXvuUhaDrfEWhb3N/kXbj12bHJ8cLltWnWShZ2V/HsqnonyPTyd8W9TbSwNXINbwL2Hm1hv\naGbvl/sMQRBUnm7d4Mor3Zv/0EPdm/+EE7KHi4nMkbUjy4b++cBjeHyx9Ev4RuAvWQUxs4uBi4tc\n27/AuRa/EmY2FzgjKcXqxA58EDQ4XbrAqFGw+OLw29+6gsni2DhrFhx4oCuryBxZfbIol82Ajc3s\n67yti2l4zvogCIKKIvmMIzeDmTEDLrvMZzalkM4cOXZs+LDUgizKpQvul5LP0hR2rgyCIKgIBx/s\nyceGD4cPP/RN+R49Wr5nxgz40Y/cb+a228KHpVZkWW28k+b+LJZs5J8C3F4RqYIgCIqw225w662e\nY2XIEPiohSxS4RxZP7Iol6OATZLowQvgG+LT8CWxYysnWhAEQWG22QbuustnI4MGwdtvf7tOLnPk\n7NmRObIelK1czOx1fDP/dGAUbrV1HLCumdUx5FwQBJ2JDTeEBx7wDf5NNoGXU8Gn0pkjO7rXfaOS\n1YlytpldbWbHmNmhZnapmX3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- "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -576,13 +587,13 @@ "source": [ "def plot_recall(probs, pos):\n", " # print \"Is normalized: \", np.abs(1-np.sum(position_probs)) < 1e-6\n", - " plt.figure(pos, figsize=[4,1.5])\n", - "# plt.axis((0,4,0.15,.3))\n", + " plt.figure(pos, figsize=[8,5])\n", + " plt.axis((0,4,0.0,1.0))\n", " plt.title(\"DNC free recall (position={})\".format(pos))\n", " plt.xlabel(\"Serial position\") ; plt.ylabel(\"Recall probability\")\n", " plt.plot(range(len(probs)), probs) ; plt.show()\n", "\n", - "for pos in range(FLAGS.length):\n", + "for pos in range(1):\n", " position_probs = [np.sum(i == recall_orders[:,pos])/float(trials) for i in range(FLAGS.length)]\n", " plot_recall(position_probs, pos=pos)\n", " \n", @@ -678,6 +689,18 @@ "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": "2.7.10" } }, "nbformat": 4,