From aee638e309f323654025c5667c3f997cec9bb40b Mon Sep 17 00:00:00 2001 From: Michael Zargham Date: Fri, 28 Dec 2018 12:07:39 -0800 Subject: [PATCH] live updates played with it while demoing --- demos/predator_prey_hunter.ipynb | 16 +++-- demos/simple_tracker.ipynb | 111 +++++++++++++++++++++++-------- demos/verifiers_dilemma.ipynb | 8 +-- 3 files changed, 97 insertions(+), 38 deletions(-) diff --git a/demos/predator_prey_hunter.ipynb b/demos/predator_prey_hunter.ipynb index e27eb59..1f660ad 100644 --- a/demos/predator_prey_hunter.ipynb +++ b/demos/predator_prey_hunter.ipynb @@ -198,27 +198,31 @@ "name": "stdout", "output_type": "stream", "text": [ - "multi_proc: [, ]\n" + "multi_proc: [, ]\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -279,7 +283,7 @@ { "data": { "text/plain": [ - "2.6177520081711023" + "2.2929648442097132" ] }, "execution_count": 8, diff --git a/demos/simple_tracker.ipynb b/demos/simple_tracker.ipynb index f9b3598..bc46abb 100644 --- a/demos/simple_tracker.ipynb +++ b/demos/simple_tracker.ipynb @@ -120,7 +120,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "single_proc: []\n" + "single_proc: []\n" ] } ], @@ -151,7 +151,7 @@ "data": { "text/plain": [ "count 5.100000e+01\n", - "mean -3.800038e-17\n", + "mean -2.493893e-17\n", "std 7.071068e-01\n", "min -9.980267e-01\n", "25% -6.845471e-01\n", @@ -167,12 +167,14 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -210,7 +212,7 @@ "# In the current version of SimCAD, `timestamp` is mandatory\n", "# The `signal` state is the exogenous state that we'll model\n", "initial_conditions = {\n", - " 'follow': float(0),\n", + " 'follow': float(1),\n", " 'signal': float(0),\n", " 'timestamp': '2018-01-01 00:00:00'\n", "}\n", @@ -236,10 +238,13 @@ "# As with the exogenous state update functions, the `s` argument contains a copy of the current values of all the states\n", "# The argument `_input` contains a dictionary of inputs passed to the mechanisms by agents interacting with it \n", "\n", + "#momentum term limiting my following\n", + "theta = .2 \n", + "\n", "# Definition of the function that updates the `follow` state\n", "def add(step, sL, s, _input):\n", " y = 'follow'\n", - " x = s['follow'] + _input['value'] # All the state update function does is add to the `follow` state the `value` passed to it\n", + " x = (s['follow'] + _input['value'])*(1-theta)+ theta*s['follow']+np.random.randn() # All the state update function does is add to the `follow` state the `value` passed to it\n", " return (y, x)\n", "# # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # " ] @@ -312,7 +317,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "single_proc: []\n" + "single_proc: []\n" ] } ], @@ -371,57 +376,57 @@ " \n", " count\n", " 5.100000e+01\n", - " 5.100000e+01\n", + " 51.000000\n", " \n", " \n", " mean\n", - " -3.800038e-17\n", - " -3.755166e-17\n", + " -2.493893e-17\n", + " -0.091071\n", " \n", " \n", " std\n", " 7.071068e-01\n", - " 7.071068e-01\n", + " 1.038318\n", " \n", " \n", " min\n", " -9.980267e-01\n", - " -9.980267e-01\n", + " -1.936328\n", " \n", " \n", " 25%\n", " -6.845471e-01\n", - " -6.845471e-01\n", + " -0.955494\n", " \n", " \n", " 50%\n", " 0.000000e+00\n", - " 0.000000e+00\n", + " -0.232079\n", " \n", " \n", " 75%\n", " 6.845471e-01\n", - " 6.845471e-01\n", + " 0.862438\n", " \n", " \n", " max\n", " 9.980267e-01\n", - " 9.980267e-01\n", + " 2.153999\n", " \n", " \n", "\n", "" ], "text/plain": [ - " signal follow\n", - "count 5.100000e+01 5.100000e+01\n", - "mean -3.800038e-17 -3.755166e-17\n", - "std 7.071068e-01 7.071068e-01\n", - "min -9.980267e-01 -9.980267e-01\n", - "25% -6.845471e-01 -6.845471e-01\n", - "50% 0.000000e+00 0.000000e+00\n", - "75% 6.845471e-01 6.845471e-01\n", - "max 9.980267e-01 9.980267e-01" + " signal follow\n", + "count 5.100000e+01 51.000000\n", + "mean -2.493893e-17 -0.091071\n", + "std 7.071068e-01 1.038318\n", + "min -9.980267e-01 -1.936328\n", + "25% -6.845471e-01 -0.955494\n", + "50% 0.000000e+00 -0.232079\n", + "75% 6.845471e-01 0.862438\n", + "max 9.980267e-01 2.153999" ] }, "execution_count": 9, @@ -430,12 +435,14 @@ }, { "data": { - "image/png": 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\n", 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KlQCOCeNHI2ukQ37CKoYH0BSoAXD2AHQzmGZooQ2Api/h7AEwyPLDA2h38gACaeDqaoPkHHVf5wA0QwxtADR9aTmuRkGGk8wSdUFv92EFboSAert87yFwpqsVUvMAoUNAmiFHUAyAEOIpIcQxIcRWN88LIcQDQog9QojNQohZwTiuJgS01avEbDjxRxW0rQ5ErLofSB6gqw3iU5QwnU4Ca4YYwfIAngHO8/D8+cB4289i4OEgHVcTTHp7oKMhAgZglLr1JQzUXg+5Y9X9pgBKQbtalQFISINObQA0Q4ugGAAp5VKg1sMmFwPPSsUqIEsIMSwYxx5S9HTDlpdDp1ljzMUNtwGwN4NZTARLqTyA/BPU74GUgna1QXyymmGsPQDNECMoIyEtMAJwXt5V2R47HPQj9fbCC9+CE86Hsm8HffeAuvi01UPO6NDs3x1L/w8+vw8u+gucdKPll/X0So41tVNV10ZVXStVtW0crG+jvaunz3Z5nVX8Anh5ewu1nXspzk6hODuZ4uwUslPiEUIE9+8xSM2H2ETrlUCdLdDbDfkTYfubgYeA0otsISCdA9AMLcJlAMyuHKalG0KIxagwESNH+tGNGhOjhMIyhvv+Wqt8+r+w6z344ZbQHcOVA8th6f9T9ytWeTQARxvbWbWvhlX7all7oJbymha6evr+u/PSEkhN7Pv2T+o5BMCn5Z28vXNHn+dSEmIZX5jO3NE5zB2TS1lpNulJ8YH/XaDeM18qgYwKoMxiFb4JyAA4hYC0B6AZYoTLAFQBzrWFxcAhsw2llI8BjwGUlZX5V9+XVhR4h6gnmg6rcEVXO8Qnhe44Bq218MotkD1a1cxXrOr7dGc3H20/xhd7qlm1r4YDNaq5KT0xjrLSbM6eVGhbyavV/IisZJITYvsfZ3c3PAcPfecs/jdvJgcNj6Gujcq6VrYebOCpFft5dOk+YgRMGZ7J3DE5nDYhn/lj84iNCcBDyCyxngQ2qn6SsyGtIAhJ4GTlARgCcxpNONj4vPrsnnJXxE4hXAbgDeAOIcSLwBygQUoZ/PCPQXphYIlBbxjlig1VkDcudMcBFe/+9+3QWg03fwT7l8EHP6en4TCrjsfzyoYq3tt6hNbOHtKT4pgzOodr5oxi7phcJg/P8O2i7HRhzUyOJzM5nsnD+04Fa+vs4cuKOuVh7K9lyRflPL5sPwXpiVwycwSXzRrBxCI/JolllcDOdy2ep80DSMpSJasBJYGNKqBOHQLShJfVj6iF5IIfqo74CBAUAyCEeAE4A8gTQlQBvwLiAaSUjwDvAF8H9gCtwE3BOK5b0org+M7Q7d/oGG2oCL0BWPMY7HoXzrsXhs2gsrqBEuC/H3yC55tnkZ4Yx6IZw7l05gjKSnMCW4UbF1YPSeDkhFjmj8tj/rg8ANq7evh0xzFe2XCQp5bv57Gl+5g8LIPLZo3g4hNHkJ+eaO3YmSPVCtxYkXs8T2cPoDCw97qrVR1P9uhOYE346O6Eo1+pPpbGQ5A5IiKnERQDIKW8ysvzEvheMI5lifRC5Vr19oZG0sDwAIIxzFxK99b/8Gb44Bcw4TzWF32Tvz69hmU769iSmMCZyfuYv+g7nD2pkKR4k3COPxgX1qQsyy9Jio/l/GnDOH/aMGqaO3hr82Fe3VDF797ezv+9t5PLy4r57uljKclJ8bwj4wvQeMhR3ukOIweQbPMA9i+1fL596OlSX8B427l1Nnt+PzSaYHF8h/rsARzdNrANQNSRVqSqRNpqbV2eQcbuAQRoAPZ9Bs9dASVzYNJFMPECxyCWjmbkyzfRmZDN9xu+zQePrCI7JZ4fnDOZ2AMnc073Ppge5ER3Wx0kpEOsfx+L3LREbphfyg3zS9lzrImnVhzg5XVVvLS2kotnDOf2M8cyriDd/MWG+FxrjXcD4OyppBcqg+BPPsYop41PVguF3m7obvfugWg0gXJ4k+P+0a0w4WsROY3BaQDSbVIGTUdCYwCC5QFseRli4lXo492fqJ9hJyInXsjRPRsoqNnLjZ13s68nll9cMJ6r54wkJSEOPpkPy/6gqlYS3VxQ/aGtLmg9AOMK0vnfS6dx58LxPL5sH8+vruC1jQc5b0oR3ztzHFNHZPZ9gfE+WUnEGl3ACWkO2YqWY77PMHA2AHG2UFVHszYAmtBzeJP6/CZlKQ8gQgxOA5BWpG6bjwBTg7vv7g7o6VD3A/EApFTzbMefA99cAtV7YMdbtG5+nZRPf0cR8EzcFVx4/re4/KRiEuOcwjwj54Lshap1MPbMgP6cPrTVqbBKECnKTOK/L5zM7WeM5ekVB1jyxQHe3XqEK04q5ifnTXTkCFIMA1DtfaftNrkKIRzvddNRPwyATQo63ik81dkEhEkKWzN0ObIZiqZDUqbyACLE4DQAdg8gQKlgM5wFywLxAI5uVeWk45XrV5c8kj9Wn81zleMZl9TE3TM7uPb8q4mLN6m1L54NIgYqVwfXALSHTgcoNy2RH517AotPH8NDn+7hqeX7eW/rEX5w9nhumF9KvK8egGGo0grUrT+loH1CQLavgu4F0ISa3h44sgVmXa+8gN0fhK+k3IXBaQD6eABBxoj/Z45UA8l7uv2Lme/+AICesWfx/Kpy/vDBTprau7l+Xil3nT2BzBQPTVZJGVA4BSpW+vEHeKCtDgomB3efLmQkxfOz8yfxrbISfvPWV/zu7e28sKaCX100hdMS0lQOwOt51jsS1UYIyJ/32m4AUiAuQd3XpaCaUFOzV3mfw2ZAXJKqQKveqX4PM4NTDjohBRIzQuQB2PRyiqaqN67Jz3aG3R/RmjuVC5/ezX//eyuTijJ4+85TuGfRFM8Xf4OR86ByrTJAwSIEISB3jMlP45mbZvPUjWX09Equf2oNx3rTaau38J45eyqp+YDwr/Gvq0XdGo1goD0ATegxEsDDZkDRNHU/QnmAwWkAwNYhGkIPoHCKuvUjD9DZVEtvxWqeOjaeupZO/nbNLJ6/ZY5vDVQlc9QF7GiQ5CgMgbUwC8EtnFjI+3edxk/OO4FDXals3LGb1zceRHoa8uJsqGLjVAI5oBBQiqp+Aj0URhN6Dm9U2ld5EyBnjPICjkQmDzCIDUBRaHMAhgHwMQ+w40gjf3jkEWLooXfsObx/12l8fdow34XWRs5Tty6yEH7T2azKIMOtBAokxsVy+xnjGD+6lMK4Zn7w4ka+9/wGals6zV/gOrPA3/fangS2qYGCbgbThJ4jm9X1IzYeYmKhYFLEEsGD1wCkF4bWAygwPABrCpY9vZKHP9vLogdXMKV1DZ0JWdx5/ZVkJvspqJY5QuUhgpUHsNAFHGpSs4sYndzGj889gQ+/OsrX/rSUj75yubD39qownHOzmr96QM5JYHsISHsAmhAipQoBDZvueKxwijIAgYw29ZPBawCMVWGw/6mGB5CWr+LPFjTsK2pa+eajK7nvvR0sPCGXC5O3kjDhbGX9A2HkXKhYHZy/0Y8u4KCTkodoqeZ7Z4zljTtOIS8tgZufXceP/rWJlg5brqOjAZB9cxVphX4aAKcy0PhUdV+HgDShpL5CLWCcE76F01TxQygFLN0weA1AeiF0twXfpTf2l5ihFCy9hIA+/OooFzy4jF1Hm/jTt2bw8FnxxLQeV/X/gTJyrvJy6g4Evi9nfZ1IkZqv2uPbG5g0LIM37jiFO84cx6sbqlj01+XsPtpk7qmkF6ovT2+vb8dz7QRO0GMhNSHGOQFsYISTg5XP84HBawCcG4SCSXuDqt2NiVUKlm6SwN09vdz77g5ueXYdo3JTePv7p3LpzGLEno8AAWPPCvxcgpkHiAoDYOsFsJWCJsTF8KNzT+Af35lDQ1sXFz+0gs837VLbJLl4AL1dDo0gqzgbANBTwTSh5/Am1cVuhJDByQCEvxJo8BqA9ADqwz3R3qhW/2DTsK/qF4I51tTONU+s5pHP93LV7JG8fNt8Rubauk13fwAjZqkQUqDkT1SdhMHIA7RHPgfgTg5i/rg83vr+qUwZnsHjH34JQGeCk5REmpP0hy90tSopjlhbHkYPhteEmiOb1ffWuekrJQfSh2sDEFRC5QF0NKhGLFDSA93tfS5Yq/fVcMEDy9lUVc8frpjB7y+b5lDrbK2FqrUwLgjhH1Bhi5I5g8cD8CAHUZSZxPO3zOWyScqQ/seb5VTV2WL49mYwH99rYxaAQUKazgFoQsvhTeYNX0VTtQEIKuHyAADqK5FS8uTy/Vz9xGrSEuP49/cW8I2Tivu+du8ngLTLPwSFkXNVF2FrbWD7aauD2ITICqEZiqBu5CDiY2O4bKJK1n5VK7jwweV8sac6AAPQ2vfv1SEgTShpOqI+o84VQAaFU9Rci243pc8hYvAagKQs1WwR7MlgHY1OHoAyAN115dz92lZ++9ZXnDWxgDfuWGDe1LX7A7XKHT4zeOdj5AEqVwe2H6MJLJJa+PYcgAdBOFuo6qnvnkNBeiLXP7WGf+606ar75QE4G4AMXQaqCR2HN6tbMw+gcKrKY1XvCuspBcUACCHOE0LsFELsEUL81OT5G4UQx4UQG20/NwfjuF5OyjEYJpiYeAAvfbiCF9ZUcPsZY3nk2pPMh6X39ir1z3FnBXdIzfBZauUeaB4gAl3A/YhLVP9bT4qgbXUQl0RpUR6vfHc+p4zP4ydv7qUzJoneRl9zAGYhIO0BaEKEUQFUaKJQHKFEcMBXIiFELPAQcD4wGbhKCGGmKPaSlPJE288TgR7XEmlFwTcATh7A/pZ4mkmhp66C+6+YwU/Om0iMu5GMh75U1S3BDP+ASiYNnxl4HsC1uzZSpOR6MQCO80xPiueJ68u4cf5oDnVnsmbrdpo7fNBG6hcC0klgTQg5sglyxjoiCM7kjlcLuTB3BAdjKTob2COl3Cel7AReBC4Own4DJ70wBGWgygNYubeGSx5awSHyuGhUD5e7xvtd2f2BknAeuzC45wMqD3Bwg6Os0R+ixQCk5nuWhG6v71MCGhcbwz2LppCSMxzZdJTLH/7CkRz2Rr8QUJoKAUWgI1MzBHCXAAalaZU/cUAagBGAczF8le0xV74hhNgshHhZCFHibmdCiMVCiHVCiHXHj1vQhvdEWlFwk8C2YTBbaiTXPbma/PREiksnkN1lwcjs/gBGlKmSr2Azcp6KHx760v99tNVFtgvYIDXPsyR0W72pYmnBsBJmZHVwsL6NSx5awcZKCz0BXa19Q0CJ6er/2N3hx4lrNB5oq1NdwGYJYIPC8FcCBcMAmMU8XJdQbwKlUsrpwEfAEnc7k1I+JqUsk1KW5ecHWCufXqgatwJZGTufm00K+l9bG5k7JpdXvjuflIIx3gXhmo+ri3Owwz8Gw2ep2yMBdBJGQw4AbCEgD4bfnaeSXkRKZzWv3b6A5IRYrnpsFZ/t9NJa7+oBaEVQTajwlAA2KJyiQtbNAS58fSAYBqAKcF7RFwOHnDeQUtZIKY1l1ePASUE4rnfsg2ECDwP19EoeeHs9AONHjuCpG09WQm6ZJao3wJgTYMbej1Hln2cHfB6mpOYBwtowFTO6O5W0dDQYgNR89Xe4C8O481TSCqC9gXHZsbzy3fmMzkvl5iXreHVDlftjuSaBtSKoxqC3B565EHZ/FJz9GQngIg8GoMiWHD4WPi8gGAZgLTBeCDFaCJEAXAm84byBEGKY06+LgO1BOK530oPTDNbR3cOdL3zJRxv3AHDNadNIiLP967IcvQBu2fc5JOd4fvMDISZWhUX8NQD2LuAoCQH1druXdXA3ttJu7I9RkJ7ES7fOZfboHP7jn5t49PO95vMFzJLAoEtBNaqv5sAyW+9OEDiyGTKKITXX/TZGdVAYZwMEbACklN3AHcD7qAv7P6WU24QQvxFCLLJtdqcQYpsQYhNwJ3BjoMe1RCDjAm00tndx41NreXvLYW6bo+rUY5KdZAgybYPI3Q2GkVJ9kEafGtzyT1eSc/xvBouGLmADezOYSSVQT5cKz5gZKpdmsPSkeJ6+6WQumD6M37+7g9+9vZ3eXhcj0C8EZPMAdAhIY3wnGj14kL7gKQFskJqnPsdhzAMEZSawlPId4B2Xx37pdP9nwM+CcSyfCNADONbUzo1PrbUreV6QuAE20reMy5sHULdfGYdTfujXOVizYE3gAAAgAElEQVQmJQfaAjUAUeABpNhWSC3VkDe+73OeZhak9+8GToyL5cErZ5KflsiTy/dzvKmD+6+Yobw3KU2SwLb3VZeCaozvUkMQDEBnC1Tvhqnf8L6tMRsgTAzeTmBQXbci1i8PoLK2lSseWcmBmhaevPFkLp1Z3FcK2iA1X410czcYZv9SdVt6ms/n4BODzgMwSYQZYSHTHIC5HERMjOBXF03mJ+edwBubDnHLs+to6+xRGk7QvwwUtAHQOL5LwTAAR7YC0trQ98KpcHxHcGd9e2BwG4CYGJUc9NED2HOsmSseWUl9axfP3TyH0yfYLkrGMBhnD0AIyCx27wHsX6bi066r2WCTkjtIDIAHOQhPnkqKLRFu8l4LIbj9jHHce9k0lu4+zg1Pr6Gp2fZeupaBgjYAgxVfBq4YHkDz0cDLgs1mALijcCr0dELN7sCOaZHBbQDANi3Kugfw1aFGvvXoSrp7e3lx8VxmjnS6KJp5AGCThTYxAFIqD2D0qaHX2AkoBBQFUtAGHhRBPZ5nbJzyHjxUfF05eyR/uXImG8rr+OGzX6gHdQ5gaFC9B+6foCboWcFYbAA0Hgzs2Ec2qc91+jDv24ZZEmLwG4B06wPDN1TUceVjK0mMi+Gft85j0jCXC317o2MYjDNZbiaDHd8JLcdgdIjDP6Auil2t0NXu+2vb6gABiZleNw05cQnqPMwMgKcQEFgaDbloxnAeufYkqo4rY9nQ45QGMwyArgIafNTsBiTU7rW2vbM3HWgY6OCXavVvZRGYN0HNqAhTHmDwG4C0AksewBd7qrn2idVkpybwz9vmMSY/rf9G7Q39V/+gKoFajvVvODuwTN2GwwAYHcb+eAFtdWqwTCirlHwhNc88B+AtVGVR/O/syYXct2gcAP/v4wqHdERMjDICOgQ0+DBUga2WSjt/jxoC8ADa6uHYV0quxQpxCZB/gvYAgkZakVpNekiqfLLjKDc+s5bi7GT+des8irNTzDd0HgbjjFEJ5LpS2P+5Mg7Zpf6duy8Y1TP+9AJESxewQWqemxyA4QG48VTSCi3HeU8sSgTgWEcs33xkJfurW9QTWhF0cGIsDCwbgDrIGqXuB+IBVK0FpHUDACoMFKZegMFvANILAalW6Ca8t/UIt/59PScUpvPS4nkUZCSZbgf0lYJ2xj4YxqkSqLcXDiwPz+ofVBUQ+JcIjjoDkO8mB1Cn5Bpi3VQvpxWoL7qV4fBdatX/04tm0t7dy7ceXcmeY81aEXSw4qsBaK2FjOHqs+iux8cKFatUJeIIH8QPZl0P5/wmLKKEg98A2EdD9g8DvbPlMHc8v4GpIzJ57pY5ZKcmeN6X8zAYZ+wegNMH5ehWdcEafaqfJ+4jgYSA3HXXRgp3ktDezjOtSHUROyfw3GEL140Zls+Li+fSK+HKx1bSHpOicwCDESMPaHWBZCyKMosD8wAqVqn4f0Kq9deUngLTrwjLcKbBbwDSzfWAXt94kO+/8CUnlmTx7Ldnk2E2xMUVdx5A+nBl5Z0Twfb6/zAZgEHlAdgUQV1X8m31kOwhUZ1WoG6tVH0Z+Zr4FCYUpvPi4rnECMHm4z20NllQEtUMLJp9zAG01qrvVCAGoLsTDq73LfwTZga/ATAahJw8gFc3VHHXSxspG5XNkm/PNp/gZYY7DyA2TrmLzh7AgWVq+EOmmTJ2CEgJ1ABEQRewQWo+yJ7+ekDeDJUbY2+KLQRklIGOK0jjpVvn0RaTQuXRY2w96EHcTzPwMDwAT8OGnGmrg5RsW4l3lX/hmCObobtNG4CI4tIh+s+1lfznvzYxb2wuz9w0m9REH9Qw3HkAoD4ohgfQ0w0HVoQv/g9qnGJCmu8hoN7e6BkGY2DvBXCpBHIZBtMPu7G3YgAcHoDB6LxUysaXkCbaufrxVWyyMlNA4xuf3QcvXhPeY0rpWw6gq01duA0PoKvFvTihJ4wpfSXaAESOuAT1RjYd4fnVFfzklc2cOj6fJ284meSEWO+vN7ANgzH1AEDlAQwP4PBGVUkSTgMA/slBdDQCMroMQKqbZjBvnoo9BOS7B2A/dEY2RYmdZKbEc+0Tq1lfbiGfoLHO3o8Dn1/tK211atBPYqbtfo/n7Y3vUHI2ZNg8eH/CQBUrVQWgoVMVhQx+AwCQXkRl5X7ufm0LCycW8Nh1J5EU78PFHxwyEO6apTJLoPGQWv2HO/5vkJLtuwcQTTIQBqluPABvnkpiOsSnWisFNTyAOJeqr4Q0YrtaeGnxPHLTErjhqTWsL/ezwzpcNB2FJYt8kzqIFNW7rF2Eg4kR/i2cDEhHObE7jO9QSo6jws9XAyAlVK5W0/qimCFhAA71ZFBzpJKzJxXw8LWzfL/4g0MGwpMHIHug6ZAyAAWTIS3AiWa+kpLrex9AVBoA2//NuRegq83mgXnJVVhs/KOrFeKS+ze/JaZDTyfD02J4cfE88tMTuf7JKDcClatUz0nVukifiWdaatTnTfZ6HqAUbIzPQ8FkdevtO2L/TthCQOC7AajdpxYwJXN8e12YGfQG4NmVB1h5LJ6S+Cb+ds1JJMb5cfEHxwfWUw4AoGaviv2Fe/UP/oWAjA97NMwDNnCWhDawaqjSi6x7AC7hH6DPUJiizCReuGUuBRlJXP/kGtYdiFIjYHSqehqlGQ04C5z5O7zIH4zPQ8Eka8d2DgGl5kNsgu+9AEb8fyh4AEKI84QQO4UQe4QQPzV5PlEI8ZLt+dVCiNJgHNcbS744wC9f30ZKzghyZB0JsQHU1do9ADchoCzbYJhtr6kEUrjj/+CfIFw0egCx8cog9TEAFqeWpRWY9nz0w3UcpIHdAKj3uygziRcXz6UwI4nrn1rD2mg0Ao0DxABUR8gA2ENAU6wd2zkEFBOj8gC+egAVK9VnOG+Cb68LMwEbACFELPAQcD4wGbhKCDHZZbPvAHVSynHAn4D7Aj2uN55esZ9fvbGNc6cUcs6cGYjeLv/lksFcCtoZw1Xc9hogoHSB/8fyl+Qc5an4oiXeHkVKoM64ykFY9VSsykG4joM0MFEELcxQRqAoM4kbnlrDmv1RZgTCYQBeXQxf/iOwfUTMAziq3ldjkWbZA7CVVvvTC1C5WpV/Rou+lhuCcXazgT1Syn1Syk7gReBil20uBpbY7r8MnCVE6Nrcnlq+n1+/+RXnTSnir1fPIi7DqA/3fzSkWylog/hkSC1Q2w2bHpkLqr0b2IfKlWiaBuaMqxyEVUOVVqg0m1yF+VxxGwIyVwQtyEjixVvmMiwziRufXsPqfWG8gHkj1CGgnm7Y8nLg83GrdzuKKKzW4weDpiPKM7Sql9VWp7zDeFuBQGaJb4JwLTUq2e1n/H/30SZe3RCkUZReCIYBGAE4B8iqbI+ZbmObIdwAmE5HFkIsFkKsE0KsO37c9w90XUsnD36ym/OnFvHg1TOJj41xGg0ZgAHw5gGAQxIiEuEfcHzAfQkDtdWrypm4xNCck7+4ykFYDgGZTwbrh+s4SAMPYyELMpJ4YbFhBNayKlqMQOMhdRuqKqCmQ6rAIVADU70bSk5W98OdA0grUgY/PtWaAXBeaGSOUP8Dq551pW3mgB/x/91Hm7jq8VXc++4OmjtCPxUsGAbAbCXv2jZnZRv1oJSPSSnLpJRl+fm+V9Fkpybw6u0LeOAq28UfrF8UPOHNAwBHIjjU4x/dYXxofQl1RVsXsEFqft8Lji9JYPB+MXTnAdhDQOaCcAXpSby4eB4jspO56em1rNwbYSPQ2wNNh9X9UK2q68oD339Pl5qPXTRdVV+F1QAccdTiW6mUM2QgDDKLVeWS8X/2RsVKlTgePtOn09x1tIkrH1uFEILnb5lLmi9Nqn4SDANQBZQ4/V4MHHK3jRAiDsgEQhZIHZ2X6rj4Q/A8ALNhMM7kjlVv/KgIZf79EYSLNh0gg9Q89XcY9eLt9SBilBqoJ4xmMG/vtdcksHtF0Pz0RF64ZS7F2cl8+5m1fLE3jOEMV5qOqNV5bELoQkD1QTAAdeVKqC9vvC2/E8Y8StNRhyhkSo41DyDF2QPwsRS0crW6+Md7UBZ2YeeRJq56bBWxMYIXF89lXIHJPJIQEAwDsBYYL4QYLYRIAK4E3nDZ5g3gBtv9y4FPpAyD1qlBQqq6cATkAbgZBuPM/Dvh5o8cF5FwYxeE82F1FW0yEAYpeWrVZaz82+pUAthbUi3VZgC8XQzdJYHd5ABcyU9P5Plb5lKSYzMCeyJkBIzwT8Fk9b6HYpi4IXNuJtBnlepd6jZvgrWLcLDobFHenLEwsOIBtNW6hIB8aAbraoODG3yK/+880sTVj6uL/wuL5zLWbBhViAjYANhi+ncA7wPbgX9KKbcJIX4jhFhk2+xJIFcIsQf4D6BfqWjISS8M0ANwMwzGmeQsa4OfQ4U9yTUYQkAuchBt9dbO06oX5DUE5F0S2jACo3JS+faStayIhBFotF2Uhp+I6nINwcraCAGZCfRZxagAyh3nX8OivxiLPiMK4E8IyC4HYaEX4NCXSnbCYvx/x5FGrnp8FXGxauUfzos/BKkPQEr5jpRygpRyrJTyf2yP/VJK+YbtfruU8gop5Tgp5Wwp5b5gHNcn0ooC8wA8CcFFCwmpKhQwWEJA4FjJexOCM4hLtCX6vFRCuUsCx8Sq11scCpOXlsjzt8xRRuCZtSzfHWYjYHgARrw5FIlgIwQE/oeZqnervE5yVngNgCEMmOacA/Dw/ZDSFgJyMgCJaeo7YmU4vF0AzrsHsP1wI1c/vpqEWNV1bjqGNsREd5FqMAnUA3AnBR1NCOFbN7DxYY+mLmADVzkIXwyVlYY4dx4AqC+8D1PBcm1GYHReKt9ZspbPd4WxIavhoDJYuWrGcUjyAHXljlWwv3mAmj2QO17d93YRDiZG6bezB9DRqLT6zehoVJ6OswcAkGGxF6BilQpzpZoWOdrZerCBqx9fZbv4z2V0ng8DY4LI0DEAhgfgb+phIHgAYIuvWvxyGfo60egBpPgZAgL193j6H/R0Q0+nuQcAfo2FVEZAufC3LFnHJzsC8DZ9obHKNrrQyH0E2QPp7lDVLyNm2fbvrwewC/JsRiolV+XUerqCc46e6OcBeAkROstAOGOlGay3VyWAvaz+N1fVc/Xjq0hJiOOlW+dSGqGLPwwlA5BeqNx+f+e9DgQPANSXy2oIKFq7gKG/HlAwPYBuYxaAGw8gIc1SDsCVnNQEnr9lDicUpXPr39fzwbYAPE6rNB5SdeqG8KCb2dd+01AFSMdM21Y/DExrrQr5GLIIgQwv8pXmoxAT51jRe2sGc5aBcCaz2HsOoHqn+k55iP9vqKjjmsdXk5Ecz4uL5zIqN3IXfxhKBiDQXoCB4gF4W/06E406QAaxceq8Wo4rr629wXqoylsYrMuLAQhgMHxWSgL/uHkOU4ZncvtzG3hni8XacX9pOKjCM0lZ6kIX7BBQ3QF1O9zwAPwwADV71K1zCAjCkwdoPqq++0b1mLtZEwZG7sg1BJRZrD6DRkOoGXYBOPMBMOsO1HL9k2vISUvgn7fOoyTHjQcaRoaeAfAnD+BtGEw04YsgXDQbAFB5gNZqdTGWPdZDQN7+B/ZhMJ5CQP4Phs9Mjufv35nNjJIsvv/Cl7yxybUtJkj0dKsYd8YIlf9JzYfmIBsAowQ0d6zNIPthAAwRuLwIGICmI47vvpVjG98JMw8APCeCK1ap9yBnTL+nVu2r4fqn1lCQnshLi+cxPMvN4iPMDB0D4Mu8WFe8DYOJJozVr5VcR7TqABmk5KkLjq+GKjlH5QzcDR2x4gG46QS2SnpSPEu+PZuTRmXzwxe/DI22S/MR1SthzJ127Z4OBvXlEBMP6cP833/NbrWPrFHq90h4AAZWQ0D9cgBGL4AbAyAllK9Q8X8XmbMVe6q58ek1DM9KtosKRgtDxwAE4gF4GwYTTaTk2uq1LQzcaIviHAAod72l2pGrsBoCSskBpPv/gTcPIMG3KiB3pCXG8cxNJzN3TC7/+a9NPLe63PuLfMG4GGWE0ADUlavVb0yswyD7SvVutSqOtUkbhNsAOI9k9CaXYjzu+lnL9NILcGSLem7CuX0e/nj7UW56Zi2jclJ5cbGaLRFNhF5sIlpIzobYRCj/Ql0gOlvUl7yzRf1MOBfGnmn+Wm/DYKIJ5yoHbyv7qA8B5cGB5f55AKC+zK6uPFjwANICCgE5k5IQx1M3nsx3/7Gen7+2lZaObhafNjYo+7aHIwwDkFbg6LgNFvUVkG1buafm+bf/6t2O8A/0fX9CSU+3MliGDATYZk1kevYAkjIdxsogrQhErPtKoB1vAwImnG9/6M1Nh7jrpY1MHp7Bkptmk52aENjfEwKGjgEQQq1Cdr6tfuyP25ygg+vcG4CB5AHYv1x1YHLt60NbnUocJoS/AcUSqfnqHI0vqy85AHCfB7AbAA85gJ4OVSseF/iXNik+lkevK+Oulzbyv+/soLmjh7vOHk/Aiuh2AzBc3abmOZLmwVJbry+HE8537L98hW+v7+lW4xFPcFwYiUtQiyl/Kop8oeUYIPsPZffUiOau2iw2Tv2fPRmAkXPt1Vgvra3gp69u4eRROTx5YxnpSfH+/x0hZOgYAIAb31IhoIRUddFLTFNDwd/6IXzlKl/khD0HMAAMgL3EzoJ7bXzYQzeaITBS8gCpLiDgWxUQuF9hGiGgBHchIJuWU2czxHmzotZIiIvhgatmkpIQywMf76alo5tfXDApMCPQeEh9jo0pdan50N2uPNtgLFY6W5RBMWL3qfnqf9rb41kU0Zn6ciWN4OwBQHi6gY1wb5oPBsBVBsIZd70AdQfg6Bb42u8ANY/kN299xanj83jsujKSE/wcQxsGhpYBSM1zlIE5kzNWrRbdWX9v4yCjCV9mAkRrF7CB0U1ZbSsjtNwHYNvOqwfgIQkM6n03CyH5SWyM4L5vTCc1MY4nl++ntbOb310yjdgYP41AQ5WjAgj6CuEFwwDU2+Ld2aXq1jDIrbWOvgNv2CuAXEYjhsMAGLIYziEg49iNbiqz2mod3yFXMouhck3/x3e8A4A84es89Mlu7v9gF+dNKeIvV53o/wzyMDF0ksCeyLXFZGvcSBRZGQYTLfgyE6A9SpVADQw5iJrdSuPI3QXbFasegNsQkDVFUH+IiRH86qLJfO/MsbywppK7XtpIZ7efCpuNBx3hH3D8v4LVDWxoABmjFI3Fky+hG2cROGfCYgAMGQhXD8CDHLU3D6DxUH9F1B1vIwsmc++aTu7/YBeXzRzBX6+eGfUXf9AGQGF8OI2GFVesDIOJFpKyVF7DqgcQzQbAkIOo3u1bqCopUyXsAvUA/OgGtoIQgh+fO5H/Om8ib2w6xHeWrKXFn+lPRhewQbC7gQ0V0CynJDD4VmlUvVtd7F09qXDoARkyEIZnZD92jjJiZqXSnuTRM0aocJbz/7elBlnxBR/1lvHo5/u4bu4o7r9iBnGxA+PSOjDOMtRkl6qLZu1e8+etDIOJFmJilBHwJQcQrRgr2o5G30JVQnjuiPZaBup9KEww+O4ZY/m/b0zni701XPX4KqqbO6y/uKdLxbgznAyA3QMIUilofbnKkRla+v54GM4icM6EYyZA8xG1mndN5KfkqlyJ8Tkw6OlWGkXuwn4mcwE6tr+NkL385eAE7jp7Ar+5eAox/ob0IoA2AKAkhDOLocaNAbAyDCaasLq68kVgLRKk5GCfJurreXrqBu5qU9VPsW4qM+whoNAaAIBvnlzCY9edxK6jTVz+8BdU1LR6fxHYxhPKvgbA8JiC1Q1cX67CP4bn5SrQZwXXElCDlFx1Ae60+Pf6Q/MxRwOo67GhvwFqcyMDYWCfDKZyI7UtnXz5wfMckjlcffEifhCMyq4wE5ABEELkCCE+FELstt2aLieFED1CiI22Hw/lNhEkZ6wHD8DCMJhowoocRE+3WllHswcQE+tYjfl6np70gNyNgzSwMBYymJw1qZDnbp5LfVsXlz38BVsPWmjiM5KYziGguATlKQXLA6grd4R/wGGQreYA2upVuMSdAYDQDLAxcJWBcD22WwPg5rPmNBqyqq6Vax7+lBkd6+ka/3WunjvK/DVRTqAewE+Bj6WU44GPcT/pq01KeaLtZ5GbbSJL7jjlAZjFBQeKEJxBco73gShGc1s0GwBwrDp9rVbyJIvtbhykgQ9TwYLFSaOyefm2eSTECq58bJX3EZNGGMLZA4DgdgM7N4GBzSDnWt+/qwicM+HoBnaVgfB2bLsSqJvvRFImJKRTe2gfl/3tC8Y3ryVZdDJq/hXBO+cwE6gBuBhYYru/BLgkwP1FjtyxakVs5t4OFCloA6uDryH6DYARd/bHA/AUAvJkAMLsARiMK0jnldvnMzwriRueXsO/1nmQHzY8AFcDkFYQHAPQ3qCqxIwKIINUH+QgXEXgnAm1AZCyvwxEv2O7fD7sswDchICEoCW5iC+3bCFGCH57QrkyCqMWBO+8w0ygBqBQSnkYwHZb4Ga7JCHEOiHEKiFEdBqJHFspqFkYaKB5AFZCQAPGANi+rD7nALLdi+K5GwdpEBOrng+zAQAYlpnMv26dz+zROfz45c3c994OentN/obGgypZ7bowMbqBA8W1Asi+/3zrBqBmt8q1GH0Ezvgzv9oX2urU0B/XHgBw3yzpbhaAjSVfHGBtbQolcXW8cttsMis+ggnnuc8lDQC8GgAhxEdCiK0mPxf7cJyRUsoy4Grgz0IIt2IoQojFNmOx7vjxMI7Ws/cCmJSCDjQPIDlHVTl4SrAZBiCaG8EgMA+gp6N/pQd49wDApggavhCQM5kp8Txz02yunjOShz/by3efW09rp0uZaENV3/i/QWpBcOYCGz0A2S4GwJcQUPUuyB5tfoEM1AM4tgNeucVR0uuKfRi8iQeQlKXKhC3mALp7evnl61v51RvbEFnFjE+sZ0TjJmUwJl7g3/lHCV4NgJTybCnlVJOf14GjQohhALZb00+elPKQ7XYf8Bkw08PxHpNSlkkpy/LzLXYbBoOsUWq1YlYJNBA9APDsBQwUDyCQHACYrzC9JYEhaIqg/hIfG8P/XDKVX144mQ+/OsoVj6zkcIPTxa7xUP/wDyiD2V7vfuatVYw5AGYegNUkcPUe8/AP2Dw64b8BWP0wbPkn7Pvc/Hl3MhCgSqXNwqStteoa4PRdb2jr4qZn1vLsynIWnzaGU8tmIlqrYcvLSlxy7Fn+nX+UEGgI6A3gBtv9G4DXXTcQQmQLIRJt9/OABcBXAR43+MTGqQ+7awhoIA2DMUh24+I6E83jIJ0xmo98DQElezCC3pLA4FkRdNkfYc3jvp2PHwgh+PYpo3nyhpMpr2nl4r+uYHOV7X1z7QI2sHfrBhhbrytXISbXz0dqni284mWeb2+P0nBy7QA2iIm19Wr4cZ493Q7trj0fmW9jeABmISCweTIuhqyttk/DYXlNC5f9bQUr99Zw3zemcffXJxGTZesF2PySEo9MjFIhRYsEagDuBc4RQuwGzrH9jhCiTAjxhG2bScA6IcQm4FPgXill9BkAcFQCOTOQhsEYWImv2kNAUf53+RsC8uoBeDMAGeYeQHsjfHYvrH3St/MJgDMnFvDKd+cTHxvDNx9dyatr96kwj1GW6IzRtBVoN3B9uQr/uNa12w2Ml9h9fYVaOLnzAMD8ImyFA0ttss1ZsOdD8zyPpxCQcWyzJLBt4fD5ruNc8tAKalo6+ft35vCtk23JcON/3tU64MM/EKABkFLWSCnPklKOt93W2h5fJ6W82Xb/CynlNCnlDNtt+L45vpI7Vq1anD9QA0kK2sBqCCjRRPc82hj/NaWyaAwlt4pXD8BCCMhsKtiOt9SFrWZ34GEWHzihKJ3X71jAiSVZ/PHVpYCkK9VkdRusbuD6iv7hH3BqBvOyfyOX5ioC50xqnn8ewLbX1Ptz2o+UEmetiYZX01GIT3VUdLliFgJqq0MmZ/OnD3dx49NrKMxI4t+3L2DeWCdxOLvR7av9P1DRncDO5IxRF4cmp0HeA2kYjIGVgRttdZAc5at/UJLN87/vuwxHwB6Am7nAW15Wt73d7hsHQ0ReWiL/+M4cvjszEYDfLG2gstYlyW0YgEC6gaW0NYGN7P+csX9veQBjcIxZD4CBP3pAPV2w/U044esw8UL12O4P+2/XfMThDbk9dl8D0N1Sy4bjgr98vJtLZ47gtdsXUJqX2vd16cMB0Uf7fyCjDYAz9kogpy/2QPQArCiCRrsOUKDYPQCThjgrSeBEkyRw8zHY9xmMO0f9fmx7wKfpK3GxMVwzSVXVbG5K44IHlvHRV05zroPhAbTWQFdL/wogcBKE82YAbAJ+qbnut/FHD2jf5+o9nXIp5IxW5dtmeYCmo+YyEPZj2wyAzdvfUFFH7fHD7G9N5PeXTeMPV8ww1/GPS4A5t8GCH/p23lGKNgDOmKmCDqRhMAbGxCWPIaAol4IOlLgEFSZwNYJSWkwCm5SBbvu3mrd85t1KPPD4juCes1VsXcB/vfUiRuamcPOz67jvvR109fSq845NDMwA1LvpAQDrgnDuROCccbkIW2Lba+qzPc5WfTP+HDU21LUc1F0XsPOxZQ+yvZ6nV+znm4+sJJNmzpgxgatmj/Ss6XP+vXDCedbPOYrRBsCZjGL15akd4B4AeFbDhMHvAYB5Q1xPJ8he7wYgIV31UjhXu2x9GQqmwIhZqr79WIRqGRoPQWImJcMKePm2+Vw1u4SHP9vL5Q9/wZ7jzYF3A9ubwExCQEYNvbf9V++CfA/xf1AX4d4u6+W23Z2w402VfI1TYTDGnQ3dbf1HVTZb8ACAHz/7Gb9+8yvOGZ9BIp3kFXh4zSBEGwBnYmKUW+k8GMY+DGYAxMud8eRe9/aoL0iKyXS0wYSZIJw3KWgDV0XQugNQuRqmXa5+L5ikmpFCwfY34W/zHPknV5xKQJPiY/n9ZdP52zWzqKht5YIHlnO8N0HGXIgAABmeSURBVB0ZSA7AXRMY2Grocz3nANrq1efLUwIYfG8G2/eZ+p9MudTx2KgFatG252PHY52tauHmJgcgpeQLW5qvsqqS31w8hYcuLVUPuJOBGKRoA+BK7ri+IaCBNAzGGU9aOEe2qL+rZHZ4zyncmHkA3obBGLjqAW19Rd1O/Ya6LZikqk+6fdDwt0J3J7z/c+VdbHzBfBuTLuCvTxvG+3edxqnj89hcn8iB8v39E8RWqa9Qnx93FTTe9IDcjYF0xVc5iG2vqcq1MWc6HktIgdJT+iaCjUlgJj0ANc0d3P7cBn7/uTKQf1lUwvXzSolpt+WKgjgCdCCgDYArOWOgbr9aJcPAGgbjjKcKiwPL1G3pqeE7n0hg6gEYBsBCGSg48gBbXoGSuY5Vcf5ElQ8wLnbB4stn1Qo8JQ/WPmEeH3fTBVyQnsTj15cxpnQUyV11nPfnpbywpgLpS4wd3FcAGXjTGzIqgILpAXR3wI63YdKF/Qe8jDtbleXWHVC/G1IYLj0AH351lHP/vJSPtx/jW6edCEBRXIt6cqB0xgcZbQBcyR2r4sSG3O5AGwZjkJJjXgEDsH+pStBlDAvvOYUbUw/ACAFZ9QCa4eg2OLbNEf4B5QFAcCuButpg6f3K0Jz7P+qitu+zvtt0d6gmLzMZCFT38OiRpRTGNjF9RCY/e3UL33p0FdsOWZgxYGA0gbnDmyBc9S41w9ksieyMO1E2M/Z+or6LzuEfg/G2qiwjDNTU1wOoqGll8bPruOXZdeSnJ/HG9xdw7cKZfY/tTQl0kKINgCuulUDtA0wIziA5R4V5XJuVerqhfCWMHuSrf1D/g/YG9Tcb+BMC2vKySnxOdhKyzR2nHjseRAOw9gnVg3LWL9WxUnLVY84YPSpmQnAGaQWI3i6eu3Yiv79sGnuON3PRg8v5xb+3UNfipXmttxfqKz1fvFO8hYB2qfJMb02GvngA215TCejRp/d/Lnec8liMclBbF3BrYi5/+GAnZ//pc5btrubH557A699bwMSiDEhIVbkD49helEAHK9oAuGKXhbYlgtsHsAcA/b2AwxtVh+vo08J/TuHG+B8YukfgQxLYMACNqvpn7Jl9G3/iEtWFJ1iJ4PZGpTE0diGULoD4JJh1Pex8R12QDRoOqlszHSADW6lmTFs1V80eyaf/eQbXzyvlhTWVnHH/Zzy78gDdPb3mr20+qjqdPYaA8tVq3F0ndPUuzxIQBokZSnzNmwHoaocd75iHf0DJVYw7W/UIdHcim47QK+I4++GtPPjJHs6fWsQnPzqd7505joS4GMdrnJvB7B6ADgENbdKLVAu50Qw20KSgDdzJQey3qScO9vg/mHdEW/UAjBzA3k9UUnTq5f23KZgYvFLQVQ+r92rhLxyPlX1b5QDWP+14rNEwACY6QAb2bmAVC89MieeeRVN4585TmTI8g1++vo0LH1zOx9uP9s8P2CuASj3s31i5m3gB3Z1Qu997/B/6X4TdsfdjtWiZcpn7bcadA10t7Fj7IZ+t38rR3gyy05L4123z+MuVMxmWafJ+O+fJ2uogLtn752KQoQ2AK0KoRLDRCzDQpKAN3MlB7F+matlTB3kJKDhG+zkbQV/LQLe+AnFJ5sJf+ZNU4jHQweattbDyr0rawFnzKGukGjiyfomj2qjRugfgmqg9oSid526ew8PXzKK5o5vvLFnH1x9YzlubD9FjDJ1xJwNtun8TA1C3XyXH809w/3pnrBiAba+pz7Mbr1VKyYqeSXQTx2dvP09C2zESsobxxh2ncHKph5COc6l0W92QC/+ANgDm5I515AAGugfg/OXq7oCKVUMj/g8BegC2EFBXq7oIm30GCiYC0lH14i8r/qJyDWf+vP9zs29WK21D/rjhoOpJ8SRD7EEOQgjB+dOG8emPzuD+K2bQ0d3DHc9/yTl/+px/raukp/aA2tCQPTbDkyCcvQLIQggIvBuArjbY+S5MuqjfYJneXsn7245w8UMruObvX/GlmMQ3s3Yyr6Cb3MISYmM8dPO6HttJCXQooQ2AGbljVSlcT9fA9wCcV78H16uuyaEQ/wfzMJjVMtDYOBUSAJjmZuh3wWR1G4gkRNNRWP2oqjAqnNz/+TELlUe61jZ/oPGQ5/AP2JKrwmOpZnxsDJefVMyHd53OQ1fPIjEulh+/vJl3lq2iJSGPI60eLp52QTiTC/fxnerWmwyE87l6MgB7PlKluE7VP3Utnfx95QHO/8sybv37eupbu/j9ZdOYufAb5DTvJqZ2r2cZCPvfkdc3CezrzIlBQJRrAUeInLGOGu+BNgzGwEwNc/9SQMCo+RE5pbBj6gFYLAMFm65OgqPM0JWcMRATH1geYNn9quz4jJ+ZPx8TAyffDO/fDYc3Q2OV5/APKOOVkmNJDiI2RnDB9GF8fVoRn+48RsGr97GjPZvL7/2YU8blcdmsEZw7pYiUBKdLhZEDMPUAdqsSVauDUrwZgL2fQEI6nSUL+GTrEV7dUMWnO4/R1SOZNCyDP3/rRC6cPoy42Bg4+jX4+B61yPEkA+F87LY6VSXWVuco7R1CBGQAhBBXAPeghr7MllKuc7PdecBfgFjgCSnlvYEcN+QYpaCHvlS3A2kYjEF8iopdO69+9y+DYTOGTqVDYrqqMjHzAOIsGIDCyVA41aE740psvAp1+FsJVF8B656Gmdc6lGjNOPFq+Pi3ygtoOAjD3U5UdeDjbGAhBAsnFkJKPc2jZnJnwXhe/bKKu17aRErCVs6bWsS5U4qYMzqHrOQs9X81ywFU77KWADYwLsK9Pf2aLZs7umH3Cg4nTuKKez+jvrWLvLREbphXymWzipk83GVhVjBZyTU3HbLmARhlqG11QzYEFKgHsBW4DHjU3QZCiFjgIdTEsCpgrRDijaidCgaOL6NhAAaiByBE307YrjaoWgNzbo3seYUT1/8BKA8gLkmtrL1x3b+9b1MwCarW+nd+X/5DCdOd/hPP2yVnw/QrYPO/1OrWWwgIvMs1uNJSDR//BurLSZt5HXedPoEfnj2edeV1vLqhirc2HebVDSoBPbEonX/FZlFfVUFqSyc5qbbSTCmVB3Di1daPm5Kr/gftDTTFpLPuQB2r9tWwan8t5QcPsSF+F+/2Xs5pk/O5dNYITh2Xp1b7ZgihVEK//LtFA2B4iNVDNgkckAGQUm4HPEunwmxgj20gPEKIF4GLica5wAYpuWrVf2iD+n0g5gDAVuVgu/hVrlahhtIhEv83cO0GtjIMxsDz51qRP0lVCnU0+z4ftmaPmjBlNtrRlZNvgQ3PqvveQkCghNAObfS+XU+Xajb79PdqBsDc78G82wH1vT65NIeTS3O4Z9EUNlc1sHpfDav21VJVl0rV3n3c8tsPGZGVzIjsZKakNfOrzibWt+bTsbearOQE039hU3s3VXWtVNW1kbe/mauBax54h5UN2fRKiI8VnFiSxS+mtxCzQ7L42qtIOsGC1wOqWuvLv6vwnDcMD6DWVrk0VDxjJ8KRAxgBOHWyUAXMCcNx/UcI5QUc2ap+H4geAKgPtHHx279Uda6OmhfZcwo3yTnQ6tQMZ2UcpC8UTFS3x3dCsY9jK+u8SC44M2w6lMxRhtxTF7BBar73HMC+z+Dd/1JJ7LEL4bx73ZZvJsbF2o3BHQuhd8loSpob+PHkE9hzrJmqulaqD6jvy/0bJCvXrbb0Z12YClcDJ+X3ctJJ45k7OoeZI7PVMJaPP4adsSSV+nC5mHAe3LEe8twMo3fGMABGxZ8OAfVHCPERYJZR+bmU8nULxzBbRrlVpxJCLAYWA4wc6aEbMdTkjh0EHkCu0rEBFf8fMcu9wuNgJSWn78xYXzwAK+TbEofHt/tuAOrL1QXLKvO/Dy9/aS3GnpqnSpi72lVXsTO9PfDqLcpzyRoFVz6vRixa8XhsxKTlk1Z/gO+d6XShXbMN3oH/d+s3ONCZSXNHl+lrkxPiKM5OZkRWMknHR8Bjv+U/FuTCRJe/q3I1FE3zzbMSwtrFH5wMgE3QT4eA+iOlPDvAY1QBzkXFxcAhD8d7DHgMoKyszEcZwyCS45SUG6gegNHo0tGkjNmCH0T6jMKP62CcYBuAnNFKU8ZXUbjOVrVCt+oBgKqF/69yJYHsjVSbFn7L8f41/TvfVRf/BT9U1UeuBsIKqfnQ4lK9U70LEjMoHjmGYqvGxJ0eUE8XVK2Dk27w/dysYhy72vAAhl4IKBx9AGuB8UKI0UKIBOBK4I0wHDcwnKsyBqoHkJyjdHDKv1BDzIeC/IMrRg7AkDwIdggoJlZNvvLVANg7bkt9e52Viz94ng285lHILIGF/+3fxR/UxbOzSXkYBsd3qqooHzwJtwbgyGaV8C4JYbQ4LlE1/A3hEFBABkAIcakQogqYB7wthHjf9vhwIcQ7AFLKbuAO4H1gO/BPKeW2wE47DAwGA5CSoyostr+p6tlD+WWKVpJzVPK706b7HmwPAFQYyNdmME9Tt4KBMQ3LtRLo2A6VDyr7tne1Tk/Ym8Gc9l+927cSUFAGLS65vwGoWKVuR871/xytkJKj5LWN+0OMgAyAlPI1KWWxlDJRSlkopTzX9vghKeXXnbZ7R0o5QUo5Vkr5P4GedFgwQkAJaYF9USKJsbra8RYUn2x99TiYcO0GDrYHACoR3HjQ/QhHM+xzd0NkAAytpxaXXoA1j6mQ1awAQyupLnIQHU2q/t6qBIQzZsOLKlYpLSQrFU+BYHxHQMlNDzG0FIQ7krNs5aADdPUPTnIQdUMz/AP9u4FD4QHYJSF2Wn9NfbnqR3AztzZgzEJA7Q2w6UUlO5Gaa/46n/dvW7nbx0BaFIFzxnV+tZQqAVwS4tU/OAxAYubAXegFgDYAnsgdN3ATwNDXpR0q+j+u9PMAQhECspWC+iIJUXdArXB9iZf7QkKqkjV3Hg6/8XlV6z97ceD7T3GRg7A6BtLdvpwNQN0BNZdgZBhClsbfkTL0EsCgtYA8s+AHvrn10YZR1RCXBMVlkT2XSNHPAwhBCChrlNqnL5IQ9eWhC/8YOM/u7e2FNY9D8WwYfmIQ9u2SA6jepeQhckb7d57GPF9wiv+HoWfFMABDMAEM2gB4xkwDfiBhfLhHznWvZzPYcZ2MFgoPICZGrXx9GQ9ZXxH6pHxagcMA7PtEzbhwJzrnK4ZQnrMHkD26n2SzJVxzAJWrVEgmPwzibMbnYwiWgIIOAQ1ukjJVMttskPZQwfhit9aqVXB3e/A9AFB5AKseQFu98ixD7gE4dQOvfkz1Bky+ODj7FqJvL0D1butDYFxJyVUjJntsjWMVq6HkZGt6TYFiDwENTQ9AG4DBjBBw5wY46cZIn0nkiI1Xify2WlVXDqEZ+1cwEZqP9K9mMSPUJaAGRgiodh/s/gDKbjKfqesvKblq/z3daoSqPxVA0Fe6vK1OeVLhSADDkA8BaQOgGfwY3cBWh8H4g10SwoIXEOoSUIPUAtUHsOYJ1bB20k1B3r/Nw6g7AL1d/iWAoW8zWOUadT/U9f8GRjmr9gA0mkGK0Q3syzAYXzGGiVjpCA6bB5CvVC7XPQWTFkHGsCDvP08lgQOpAIK+BqBilUomj/BRV8lf7B6AzgFoNIMTYyaA1XnA/pBZrGQFrBiAunIVlgp141GarVKnuy04pZ+upOYrD8PXOcCu9PEAVkPR9PA1LeaMgRlXw7hAJc8GJtoAaAY/RqOR3QMIwcVFCJUEtRICqq9Q4Z9Q9QAYGKWaRdNCE1JJyVX/08MbIa1IFR34ux+ApiNqbnW4wj+gckSXPux5ItsgRhsAzeAnOUclF0PpAQAUTVVze6UXEdt6H+YABEJ2KSBg7u2hMTaGgSn/wv/VPzgSsPs+VVVaQ1GzKkJoA6AZ/KTkKG389kb1eyg8AFCzejsa+s4fcEVKhwcQarJGwl1bYcZVodm/YQCaj/of/wdVmZSYAXs/Vb+H0wMY4mgDoBn8GCvMRjXTNmQegDGs3ZglbUbLcRU2CYcHACo3EapQk1FBA4EZAFBGuqdDeS3pZvOnNKFAGwDN4CfF1QCEyAPIn6SUNj0ZgHCVgIYDZwOQH6gBsOUBwlX/rwG0AdAMBYwSv4YQewBxCSoP4GkYe7hKQMNBSjA9AEO2RMf/w0mgA2GuEEJsE0L0CiHcqo0JIQ4IIbYIITYKIdYFckyNxmeMi0uoQ0CgwkCHNyrZCTMM0bOsCM67DhYJqWqYS3wqpAeo2283AGEQgNPYCdQD2ApcBiy1sO2ZUsoTpZRDVJZSEzGMEFBDlboNVQgIlAHobHaMGfz/7d1vbF11Hcfx96djXbayruJAuUiZskmcy2hNHRHQJ04ClQgkGjTEiEwXQnywGBM1S/QBD0hc/PMAElKfqImR4J8FDVMYCiHOKKJ2jsmmC2Q4G0B0LTMzNeu+Pvidu12623/37Jze3vN5JSf93dNzz+93mvR+7+//dOMvpW/O3T3FlaEsUmoGWrs+/7o9a98Ja/pb20/AWpZrNdCIeB5ARY9nNsvjTCfwGKgrrWJZlMaO4Gbt4mUNAS3LVTfB6vMww/i6HWm4ahkLwNkZZf21A3hc0h8kFTAl0WwW3T3pQ39qMn37L/ILy9qrUrPITB3Bx0vYB6BMw7vg/Z/Pf5+urtY3qLeWzVkDkPQE0Gxc1s6IeGSe+VwXEWOSLgH2SjoUEU2bjbIAsR2gv78D2klt8UmpFvCfl4tt/4e0reClm5sHgNNTqRnq3bcWWwazeZozAERE7kUyImIs+/mqpN3AFmboN4iIEWAEYGhoaI4plWbztKqkAACpGeiP30vLJDfuM/v6WFo1s5NqALakFd4EJKlH0up6GriB1HlsVp56P0CRHcB1tfekyV71RdLqOmkIqHWEvMNAb5N0DHgf8Kikx7LzNUl7ssveAvxa0n7gGeDRiPhFnnzNFqy+6XdZNQA4txmokyaBWUfIOwpoN7C7yfkxYDhLvwBcnScfs9zKrAG8eT10X5gCwOAdZ8+PvwQoLc9g1gY85sqqoT4XoIwaQFcXXDpwbg1g/Cj01uCCFcWXwWweHACsGlaWGAAAagPw8oGzG51D5w0BtSXPAcCqYVWJTUCQ+gGmJt+4Q1inTQKzJc8BwKqh9BrAtI7gU5NpGKhrANZGHACsGsquAVz0Dlix5mwAmDgGhGsA1lYcAKwayq4BSKkfoB4Axj0E1NqPA4BVQ5mjgOpqg/DKwdT8c2YOgJc3sfbhAGDVsPIiGNoG6z9UXp61wbT0wysHUw2ga3kaBmrWJnJNBDNbMrq64OZvlJtnY0fw8aNpAljXsnLLYDYL1wDMitLXn2oeY3/yEFBrSw4AZkWRUi1gbNSTwKwtOQCYFak2CK/+BU6+5hqAtR0HALMi1QYhplLaNQBrMw4AZkWqdwQDvGndohXDrBkHALMi9dag55KU9hwAazN5N4TZJemQpD9L2i2pb4brbpR0WNIRSV/Kk6fZklLvCF6+CnouXuzSmL1B3hrAXmBTRGwG/gp8efoFkpYBDwA3ARuBT0jamDNfs6Xj+h1ww70pGJi1kVwBICIej4hT2cvfAs22OtoCHImIFyLif8BDwC158jVbUq64Ft77mcUuhdk5zmcfwF3Az5ucvwz4e8PrY9k5MzNbRHMuBSHpCeCtTX61MyIeya7ZCZwCvt/sFk3OxSz5bQe2A/T3u9PMzKwocwaAiNg62+8lfQq4GfhgRDT7YD8GXN7w+m3A2Cz5jQAjAENDQzMGCjMzyyfvKKAbgS8CH4mIkzNc9ntgg6S3S+oGPg78NE++ZmaWX94+gPuB1cBeSaOSHgSQVJO0ByDrJP4c8BjwPPBwRBzMma+ZmeWUaznoiFg/w/kxYLjh9R5gT568zMzs/PJMYDOzinIAMDOrKDUfuNMeJP0TONri29cCr53H4iwFfubOV7XnBT/zQl0REfNad6StA0Aekp6NiKHFLkeZ/Mydr2rPC37mIrkJyMysohwAzMwqqpMDwMhiF2AR+Jk7X9WeF/zMhenYPgAzM5tdJ9cAzMxsFg4AZmYV5QBgZlZRDgBmZhXlAGBmVlEOANYxJPVJuidL1yT9qMC8BiQNz32lWftyALBO0gfcA2lJ8oj4aIF5DdCw5LnZUuR5ANYxJD0E3AIcBv4GvCsiNkm6E7gVWAZsAr4OdAOfBCaB4Yj4t6QrgQeAi4GTwGcj4pCkjwFfBaaACWArcARYCfwDuA94EfhWdu6/wKcj4vAC8n4KGAW2AL3AXRHxTDF/KbNMRPjw0REHsA54rkn6TtIH9mrSh/sEcHf2u28CO7L0L4ENWfoa4FdZ+gBwWZbua7jn/Q159wIXZOmtwI8XmPdTwLez9AfqZffho8gj145gZkvIkxFxAjghaQL4WXb+ALBZ0oXAtcAPJdXfsyL7uQ/4jqSHgZ/McP81wHclbQACWD7fvBuu+wFARDwtqVdSX0SMt/i8ZnNyALCqmGxIn254fZr0f9AFjEfEwPQ3RsTdkq4BPgyMSjrnGuBe0gf9bZLWkb7RzzfvM1lNz3qW5zHLzZ3A1klOkJpaFiwiXgdezNr7UXJ1lr4yIn4XEV8hbdJxeZO81pD6AyA1+7Ti9iy/64GJiJho8T5m8+IAYB0jIv4F7JP0HLCrhVvcAWyTtB84SOpQBtgl6UB236eB/cCTwEZJo5JuB74G3CdpH6nDtxXHJf0GeBDY1uI9zObNo4DM2kA2CugLEfHsYpfFqsM1ADOzinINwMysolwDMDOrKAcAM7OKcgAwM6soBwAzs4pyADAzqygHADOzivo/tN1NvBYGpSEAAAAASUVORK5CYII=\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -446,6 +453,54 @@ "df.plot('timestamp', ['signal','follow'])\n", "df[['signal','follow']].describe()" ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "df[\"error\"]= df.follow-df.signal" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "df.error.hist()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -464,7 +519,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.5" + "version": "3.7.0" } }, "nbformat": 4, diff --git a/demos/verifiers_dilemma.ipynb b/demos/verifiers_dilemma.ipynb index 8c9bc59..7cb8f11 100644 --- a/demos/verifiers_dilemma.ipynb +++ b/demos/verifiers_dilemma.ipynb @@ -233,7 +233,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "single_proc: []\n" + "single_proc: []\n" ] } ], @@ -266,7 +266,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 3, @@ -307,7 +307,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 4, @@ -829,7 +829,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 7,