diff --git a/demos/simple_tracker.ipynb b/demos/simple_tracker.ipynb index bc46abb..f163418 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" ] } ], @@ -244,7 +244,7 @@ "# 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'])*(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", + " x = (s['follow'] + _input['value'])*(1-theta)+ theta*s['follow']+.01*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", "# # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # " ] @@ -317,7 +317,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "single_proc: []\n" + "single_proc: []\n" ] } ], @@ -381,37 +381,37 @@ " \n", " mean\n", " -2.493893e-17\n", - " -0.091071\n", + " 0.024362\n", " \n", " \n", " std\n", " 7.071068e-01\n", - " 1.038318\n", + " 0.719889\n", " \n", " \n", " min\n", " -9.980267e-01\n", - " -1.936328\n", + " -1.008295\n", " \n", " \n", " 25%\n", " -6.845471e-01\n", - " -0.955494\n", + " -0.683094\n", " \n", " \n", " 50%\n", " 0.000000e+00\n", - " -0.232079\n", + " 0.131055\n", " \n", " \n", " 75%\n", " 6.845471e-01\n", - " 0.862438\n", + " 0.722606\n", " \n", " \n", " max\n", " 9.980267e-01\n", - " 2.153999\n", + " 1.013597\n", " \n", " \n", "\n", @@ -420,13 +420,13 @@ "text/plain": [ " 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" + "mean -2.493893e-17 0.024362\n", + "std 7.071068e-01 0.719889\n", + "min -9.980267e-01 -1.008295\n", + "25% -6.845471e-01 -0.683094\n", + "50% 0.000000e+00 0.131055\n", + "75% 6.845471e-01 0.722606\n", + "max 9.980267e-01 1.013597" ] }, "execution_count": 9, @@ -435,7 +435,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] diff --git a/demos/susceptible_infected_recovered.ipynb b/demos/susceptible_infected_recovered.ipynb index 26608b7..9207e9d 100644 --- a/demos/susceptible_infected_recovered.ipynb +++ b/demos/susceptible_infected_recovered.ipynb @@ -10,9 +10,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "from decimal import Decimal\n", @@ -39,14 +37,12 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "sim_config = {\n", " 'N': 1,\n", - " 'T': range(50)\n", + " 'T': range(100)\n", "}\n", "\n", "seed = {}\n", @@ -68,6 +64,8 @@ "stickiness_cost = 5.0\n", "delta_beta = 0.1\n", "delta_gamma = 0.1\n", + "incentive_degredation_rate = 0.02\n", + "stickiness_degredation_rate = 0.02\n", "\n", "ts_format = '%Y-%m-%d %H:%M:%S'\n", "t_delta = timedelta(days=0, minutes=0, seconds=1)\n", @@ -86,9 +84,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "# Behaviors choose actions depending on states\n", @@ -96,21 +92,52 @@ "# 2) decrease recover rate, gamma (improve stickiness)\n", "\n", "def add_incentive(step, sL, s):\n", - " delta = 0.0\n", - " potential_delta = s['beta'] * delta_beta\n", - " if (s['Ps'] > 3 * s['Pi']) and s['Budget'] > \\\n", - " abs(potential_delta * incentive_cost * s['Ps']):\n", + " incentive_allocation_as_share_of_budget = 0.02\n", + " target_beta = .1\n", + " potential_spend = s['Budget']*incentive_allocation_as_share_of_budget\n", + " \n", + " potential_delta = target_beta-s['beta']\n", + " \n", + " cost_of_potential_delta = potential_delta * incentive_cost * s['Ps']\n", + " if cost_of_potential_delta <= potential_spend:\n", " delta = potential_delta\n", + " else:\n", + " delta = potential_spend/(incentive_cost * s['Ps'])\n", + "\n", " return {'delta': delta}\n", "\n", "def add_stickiness(step, sL, s):\n", - " delta = 0.0\n", - " potential_delta = s['gamma'] * delta_gamma\n", - " if (s['Pr'] > 2 * s['Pi']) and s['Budget'] > \\\n", - " abs(potential_delta * stickiness_cost * s['Pi']):\n", + " stickiness_allocation_as_share_of_budget = 0.08\n", + " target_gamma = .1\n", + " potential_spend = s['Budget']*stickiness_allocation_as_share_of_budget\n", + " \n", + " potential_delta = s['gamma']-target_gamma\n", + " \n", + " cost_of_potential_delta = potential_delta * stickiness_cost * s['Pi']\n", + " if cost_of_potential_delta <= potential_spend:\n", " delta = potential_delta\n", + " else:\n", + " delta = potential_spend/(stickiness_cost * s['Pi'])\n", + " \n", + " \n", " return {'delta': delta}\n", "\n", + "# def add_stickiness(step, sL, s):\n", + "# delta = 0.0\n", + "# potential_delta = s['gamma'] * delta_gamma\n", + "# if (s['Pr'] > 2 * s['Pi']) and s['Budget'] > \\\n", + "# abs(potential_delta * stickiness_cost * s['Pi']):\n", + "# delta = potential_delta\n", + "# return {'delta': delta}\n", + "\n", + "# def add_incentive(step, sL, s):\n", + "# delta = 0.0\n", + "# potential_delta = s['beta'] * delta_beta\n", + "# if (s['Ps'] > 3 * s['Pi']) and s['Budget'] > \\\n", + "# abs(potential_delta * incentive_cost * s['Ps']):\n", + "# delta = potential_delta\n", + "# return {'delta': delta}\n", + "\n", "def dummy_behavior(step, sL, s):\n", " return {'delta': 0.0}\n", "\n", @@ -158,6 +185,16 @@ " x = s['Budget'] + s['Pi'] * epsilon * subscription_fee\n", " return (y, x)\n", "\n", + "def incentive_degrade(step, sL, s, _input):\n", + " y = 'beta'\n", + " x = s['beta']*(1-incentive_degredation_rate)\n", + " return (y, x)\n", + "\n", + "def stickiness_degrade(step, sL, s, _input):\n", + " y = 'gamma'\n", + " x = (s['gamma']+stickiness_degredation_rate)/(1+stickiness_degredation_rate)\n", + " return (y, x)\n", + "\n", "mechanisms = {\n", " 'spread': {\n", " 'behaviors': {\n", @@ -167,7 +204,9 @@ " 'Ps': S_model,\n", " 'Pi': I_model,\n", " 'Pr': R_model,\n", - " 'Budget': collect_subscription\n", + " 'Budget': collect_subscription,\n", + " 'beta': incentive_degrade,\n", + " 'gamma': stickiness_degrade \n", " } \n", " },\n", " 'create_incentive': {\n", @@ -199,8 +238,13 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "8ebf7dd9dfe842e597a6e99927e6c78c" - } + "model_id": "bd3c723a923c4b7ca43f2ff0539df4fa", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(FloatSlider(value=0.05, description='beta', max=1.0, step=0.01), FloatSlider(value=0.2, …" + ] }, "metadata": {}, "output_type": "display_data" @@ -208,7 +252,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 4, @@ -281,7 +325,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "single_proc: []\n" + "single_proc: []\n" ] } ], @@ -311,18 +355,18 @@ "data": { "text/html": [ "
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std262.34312623.127729258.137254217.19402339.368502253.652439
min46.76772410.00000083.8046341.5579230.000000
25%98.897388142.907707369.363864111.9754103.720937620.263940
50%222.600751151.473138644.034432175.95638010.031973823.547145
75%470.722775163.532271763.921377351.20848436.182324894.303654
max1000.000000179.316172797.102843142.103408924.637443
\n", @@ -388,14 +432,14 @@ ], "text/plain": [ " Ps Pi Pr\n", - "count 151.000000 151.000000 151.000000\n", - "mean 315.519268 150.861455 543.619277\n", - "std 262.343126 23.127729 258.137254\n", - "min 46.767724 10.000000 0.000000\n", - "25% 98.897388 142.907707 369.363864\n", - "50% 222.600751 151.473138 644.034432\n", - "75% 470.722775 163.532271 763.921377\n", - "max 1000.000000 179.316172 797.102843" + "count 301.000000 301.000000 301.000000\n", + "mean 268.079410 29.445521 712.475069\n", + "std 217.194023 39.368502 253.652439\n", + "min 83.804634 1.557923 0.000000\n", + "25% 111.975410 3.720937 620.263940\n", + "50% 175.956380 10.031973 823.547145\n", + "75% 351.208484 36.182324 894.303654\n", + "max 1000.000000 142.103408 924.637443" ] }, "execution_count": 6, @@ -404,32 +448,38 @@ }, { "data": { - "image/png": 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jIYOnz336tOtNHZnKCwt2c/k/f3Aqjwiy8b97x9E1umN1kyOEaD1e1deI1vox\nrXWK1joNo8HGQq31jcA84GZztpuBz8zX84BpSqkApVQ60AtY1c5hC9P6w+vJKc3hyp5XtqheRJCN\nV24czn0Te9X/3DuhJ+VVNby+ZG8bRStE29Pa946ZfS1mbzsTa8qzwByl1G1ANnAtgNZ6q1JqDrAN\nqAF+KS0TPWfe3nkE+QVxUepFLa57Qe9YLugd61R2pLSSOWtyuG9CL+LCpV9F4VsCAwMpKioiJibG\npc9Qb6W1pqioiMBA3/m+eW0S01ovxmiFiNa6CJjYxHzPYLRkFB5UUVPB11lfM6nbJIJtrXP57xcX\n9GD26oO89cN+HrusX6ssU4j2kpKSQk5ODoWFhZ4OpUUCAwNJSWmd0dnbg9cmMeHdHv/+cTYf2Vz/\nvrK2ktLqUq7ocUWrfUa3mBCuGJzEeyuyGZgcgdXhObLe8aH0jDv9gTeFaG82m4309HRPh9HhSRIT\nLXbg+AE+3/c5Q2KHkBiSWF9+cbeLyUjIaKZmy909vif/25THvR+sdyqPCrax5NcXEhbo2uJRCNF5\nSBITLbbgwAIAnjv/uTbvfb5PQhjf//pCTlQ0DO2SXVTGne+uZeayLO6Z0KtNP18I4d0kiYkWW5C9\ngAExA9pt+JSkyCCn930SwrioXxxvLNnHTWPSiAiSszEhOiuvamIvvF9+WT6bj2zmom4tb4HYmh64\nqDfHK2r49w/7PRqHEMKz5ExMtMiCbONS4pk0o29NA5MjuGRAAv9cuNspkVksiscv68vUkdIzixCd\ngSQx0SILDiygZ2RP0iLSPB0KT17ej67RQdQ2DBTN6qxi/vC/7Uzqn0B0iL/nghNCtAtJYqJJM7fO\n5JUNrziVldeUc9fguzwUkbOUqGCe+FF/p7LdBSeY/I8lvLRwDzOu6N9ETSFERyFJTLiltWb2ztkk\nhCQwLnlcfbnNYmNqn6kejKx5veLDuGZ4V95dkcUt56ZJv4tCdHCSxIRbu4/t5uCJg8wYM4Nrel/j\n6XBa5FeTevPZxlx++uoyp0uKkcE2/nL1YElsQnQg0jpRuJWZnYlCcWHXCz0dSoslRATy/LVDGJoa\nSbeY4PqfTTkl/OGLbZ4OTwjRiuRMTLiVeSCToXFD6RLUxdOhnJHLBiVy2aBEp7KXF+3hL1/vZNme\nI4zt6Zt/lxDCmZyJCRcHTxxk59GdTEid4OlQWtVt49JJiQri9//bRo1jk0YhhM+SMzHhYuGBhQBM\nTHU7cIASGNqPAAAgAElEQVTPCrRZefJH/fjFe+sY9NtvcOhPmEEpEbx9SwaBNqvnAhRCtJgksU5u\n19Fd3L3gbqpqq+rLyqrL6Bvdl5Qw3xmO4XRNHpDAH388iH2FpfVlZVW1fLDqAK9/t4/7L5K+GIXw\nJZLEOrl5e+ZRVFHET3v91Kl8ctpkD0XUtpRSXD/KtTeP4xXVvLx4D1OGJJHWJcQDkQkhzoQksU5M\na83CgwsZlTiKJ0c/6elwPGrG5f35bmchj32ymennpjlNG9MjhnAZ8kUIryRJrBOrexbsloG3eDoU\nj4sPD+SRS/rw1GdbWb6vyGnawORw5t59Ln5WaQclhLeRJNaJZR7w3WfB2sJNY9IY1yuW8qqGscs2\nHDzGE59u4Y3v93H3+J4ejE4I4Y4ksU5s0YFFDI4d7LPPgrWF9Eb3wwYkRfDD7iP8Y8FuJg9IoEds\nqIciE0K4I0msk8otzWV78XYeGv6Qp0Pxer+bMoBle4uY8tJSQgIamuAH+/vx56vPYWRatAejE6Jz\nkyTWCdi1nQcXP0j28ez6stJqo4l5R3uguS3EhQXy5s0j+HhtjlP597uPcP8H6/nqV+dLww8hPESS\nWCew5cgWMg9kMixuGDFBMfXlV/a4ktRwGTzydIxMi3Y541p/4ChXv7ac387byvPXDvFQZEJ0bpLE\nOoHMA5n4KT9enPAiEQERng6nwxiaGsU9F/bkhczdFJVWEeDX0HqxW0wwv76kLzZp0ShEm5Ik1sFp\nrVl4YCEjEkZIAmsD90zoycGj5Ww7dLy+zK4132wrwM9q4ZFL+nowOiE6PkliHdy+kn1kHc/ihn43\neDqUDslmtbi9lPjox5t4dfFexnSP4fzesR6ITIjOQZJYB5d5IBNAngVrZ7+5YgDrDhzl/lnrGdMj\nxmna5AEJTBmS7KHIhOhYJIl1cJkHMjmnyznEh8R7OpROJcjfyis3DOORjzezu6Chs+ETFTV8tSWf\nmJAAxvWS5/OEOFuSxDqQj3Z9xNw9c+vfazTbirbxwLAHPBhV59UzLoyP7xrrVFZWWcNVLy/l3g/W\n8fm940iJCvZQdEJ0DEpr7ekY2tWIESP0mjVrPB1Gq9Nac9FHF2FRFtLD0+vLA/wCmDF6BrHBcl/G\nW+wrLGXKS0ux+VmIDvGvL7dZLfz6kj5c2CfOg9EJ4Z5Saq3WeoSn42hMzsQ6iK1FWzlcfphnxj3D\nlT2u9HQ4ohndY0N58+YRvLsiG8djyG15x/nlf9fx0S/G0j8p3HMBCuFDvCqJKaW6Au8A8YAG3tBa\nv6CUigZmA2lAFnCt1vqoWecx4DagFrhPa/21B0L3uMwDmViVlQtSLvB0KOI0jOoew6juzg0+Co5X\nMOWlpdw+czWv3DicIIdRpqOCbcSFB7Z3mEJ4Pa9KYkAN8JDWep1SKgxYq5T6FpgOZGqtn1VKPQo8\nCjyilOoPTAMGAEnAAqVUb611rYfi95iFBxYyIl6eBfNl8eFG91bXvLacq15e6jTNalG8esMwLh6Q\n4KHohPBOXpXEtNZ5QJ75+oRSajuQDEwBxpuzzQQWA4+Y5bO01pXAfqXUHiADWN6+kXvW/pL97CvZ\nx9Q+Uz0dijhLA5Mj+OK+cezIP+FU/vqSfdz7wXrev2MUw7tJh8NC1PGqJOZIKZUGDAVWAvFmggPI\nx7jcCEaCW+FQLccsa7ysO4E7AVJTO15fgXXPgklnvh1D99hQujca8mVUejQ/fXUZt769hrGNnjvL\nSI9m+tg0lFLtGaYQXsErk5hSKhT4GHhAa33c8cuptdZKqRY1qdRavwG8AUbrxNaMtb1llWTxwroX\nqLE3DNy4pWgLA2IGkBAil5o6qpjQAN65dRQPf7SRvYUNz51VVNv5cks+JypquG9iLw9GKIRneF0S\nU0rZMBLYf7XWn5jFBUqpRK11nlIqEThslucCXR2qp5hlHdasnbNYfHAxvaIadlixQbFMHzjdc0GJ\ndpEaE8zsn49xKrPbNQ9/tInnv91FZU0tA5Ma7olaLIqxPWIIk2FiRAfmVUlMGadcbwHbtdbPO0ya\nB9wMPGv+/syh/H2l1PMYDTt6AavaL+L2pWtrWZj1DeOiB/DPQXc7T/QLhCN7wBYIKMdKcPIYnCyG\n2hrnOrZAiOwG4UlgsSJ8j8WieO6ngzhZXcPLi/a6TO+XGM5/bx/l9DyaEB2JVz3srJQaB3wPbAbs\nZvHjGPfF5gCpQDZGE/tis84TwK0YLRsf0Fp/2dxneP3DzuXFsP5d2PA+VJQ4TdpaW8q0+CieLizi\nqtKyVvxQ5ZrEotKh92RIHgbKYZrFCt3OhWBpXOBNtNbsLSylxt7wfd57uIwH52wgvUsIL10/jGB/\nx1GprUQGS2ITp89bH3b2qiTWHrwmiZUehrl3Q85q5/KqMrBXG4kipofTpBercvh32V4WZzxNpGNT\neq2hpgIqjhu/HSkLBEVCUDRYG+20qkrhaBYczwVtbyjXdsjbBFnfQ22Va+x+gTDgJ5A01LncFghx\n/SGuH9jcdKckDQ/a3dI9R7ht5moqqu1O5RYFv7tyADeNSfNMYMLneGsS86rLiR2S1lC8DxwaYnA8\nFz67B8qLYPB1zsnFFgSDroGEgS6Lypw7hREJGUT2m9IOgWMk1KPZzmWVx2HTbNg0Bza+f/rLCk+G\n3pdAt7FgdbxHoyA0HqLSjGTrSFnBKpvo2Ti3Zxfm3TOO9QeOOpV/tSWfpz7byrHyam47L91pWoCf\nFatFDjg6hNpqOOn8v8deCycOGQewVeXO02oq4NgBKMlx3md5MTkTa0taw+f3w7qZrtMiU2Hqe5A4\n+LQWta9kH1PmTuHxUY9zXd/rWjnQM1BTCZWlzmWVx6FgKxTucP4CaA0FW2DvQqhu9KVpjrJC0hBI\nHeOa4MISoc9lclnzDFXX2vn1R5v4dL1rO6jU6GDevHkEvePDPBBZJ6Y1lB0x7l87stcYiaV4v+v3\np7rcKC/JMe5/Oy6rvMi1/HRY/SEiBawBTsXqnpVeeSYmSawtrfk3/O9XMOJWSBvXUK4s0H08BEW5\nrVZjr+HZVc9y5OSR+rK8sjy2FW1jwdULfHdYleoK46wUh21O2+FEvvFFrHJ+wJeK43BwJeSudX9Z\nU1khebjZmMVBWJJxSTMs0fkSpsUPUkYYBxACu10zd0MuhScq68tqteY/S7OoqK7lxeuGMsChD0eF\nokuovzyPVsdeaySXimPO5bXVxllO8X7Xy/uVJ6B4L5Q0uoSPNm4xVB6nRZTV2J4ju7reLgiMhOh0\n40qH0/9MQViC0agrsFEPP1Z/CIkFi8X1o7z0cqIksdaS9YOxM65TcQy+fNRIVtfPblHrvxV5K7jj\nmztIDUslwK/haGho7FCeGvNU68XsK+y1je7ZaTi8DbbNhYOrXO/nHTtoXC5pSlSa8UV1ZAsydgbh\nKUaycxSRbCTL6O7GAUg95fbL7utyjpZzy39Ws/twqcu00d2jefn6YcSEBrip6eUqT5gHS43+rpoK\nI+kczTYSkKOKY1C019ieHHeV2g6lBcb96+ZYGj3eYAs2EktkV9dpIV2MbSwk1jnpKAtEdDUaWwU0\nOju2WNutZbEkMS/RJkls2zyYc5NreXQPuCOzyTOupjy9/Gk+3/c53039jiC/oFYKspM5edRo6emo\n8gQcWAHZS113ZJWlcCzb2DG1RFC08YhC44YstiDjbDC2j9EQpvG0kDjzEqnjzkoZy2p8dOwBxyuq\n+WpzPlW1DQcIR8uqeGnRHrqEBjDjiv6EBjQk+0CbhaFdo7Ccyb20mkrjf+PIXgul+cblsOqTjeY3\n79sczzXmq6O18X8/mgVlh53r2O1Q6dza14XV3+USGgGhxvc4Itm5lS5AaJzR+Cq4S6OkY4WobsbB\nkp8PJvsmSBLzEq2exGpr4JVRxtH7te/gtFOK7GrssFqyOHstEz6cwIj4Efxt/N9aL05xeuy1OI2P\ngjaOxHPXwPFDrvOWHYbjeW4uGx2Hwzug+gwehQhNcL3Xp6wQHGW2MrUBytxxuvuN+dtiHLmHdAFb\niPG31P9tp3ptvm/0Oq/kJJ+uz6W0orp+S1dorNjpH60Zn+pHgKXRPqWmAkoLjXs9jc+oK44Z925a\nzLwkZm10NhMQYSSQsATXs+awBOMsqPFBpcVm1knqkGfWrcVbk5g0/Tpb69+Foj0w7X3jqPssrTu8\njuKKYialTWqF4ESLubs0E9fX+Gkpu924DNW4kUtVGZQVujwHiDbvsRzZ7XpvpLbGOMs4vM1YXl1y\nqf+N+dvuUGY3H7todCZzFhKBuwHcdAJSejyIo1tD8Q9o1CDAz5+I2GQscf1d129AmJE8gqJcH8EI\njTfOgPwbXULz8zfq+MlzbkKSWMuUHTEub9TRtbD4Weg6ymgp1woWZC8gwBrA+cnnt8ryhAdZLEYr\nL0+rKjMa1UCjy17mmVtTr1XDudYpXysLe3NP8OCcDRw61nBWqtFUVNsZEhzJi1cMJTXGzfODQpwF\nSWKny14L/7rQOFJu7Jq3W+VBXru2syB7AeOSxxHs7mFhIc6Ef4jx08YGd40k86HxLuXzN+fx6Meb\nmPj8YkICnHc5o9Nj+P1VA4gLkwE/xZmRJHa69i0yEtj4xyFhUEN5RAoknnNGi3x+zfN8m/1t/Xu7\ntnP45GEu6nbR2UYrhNe4bFAi56RE8O7ybCqqGxpiVFTb+XRDLiv/XsTPL+jh1FDEZlVc3D+BKOnz\nUZyCNOw4XR9Oh33fwUM7WqXF0fGq44yfPZ6ekT3pEdnQvVSILYSHRjwkrRJFp7DncCkPfbiRjQeP\nuUyLCfFnxhX9uXJwkjyb5gWkYYcvKy+GHV8YDy23UpPZzOxMqu3VzBgzg4FdXLuYEqIz6BkXyty7\nx3KktArt8CBW3rEKZszbyv2zNvDgnI2ObX6JDPbnwUm9mTay65k16RcdiiSx07H5I6PHiCE3tNoi\nv8r6ipTQFAbEDGi1ZQrhi5RSxIY5HxzGhQXyyV1j+XhdDtlFzo8prN5/lMc/3cx7K7LpHe88Anbf\nxHCmj00j0CZDC3UWksQaKy+G/d85Pyu05t+QcM4Z3/tqrOhkESvzVnLrwFvlMokQTbBaFNeO6OpS\nrrVm3sZDvPbdPtY7XIastWvmbjjEO8uyuHVcOuEOg4EqBef1iiUhQhqQdDSSxBpb8BtY945r+Y+e\ndy07Q99mf0utruWS9EtabZlCdBZKKaYMSWbKkGSXaSv2FfGHL7bxhy+2u0wL8LMw/dw0LhuYiMXh\n4DE4wEqP2FCX+YVvkIYdjrSG5/sbrQ8n/b6h3OJn9Gl2Bk/zl1SWkHkgk1qHnqRn7ZiFXdv5dMqn\nLV6eEKJ5drum4EQFDuODcvxkNf9aso9PN+Tibpc3uns0903oRa9GPfeHB/kR4CeXJkEadviGw9uN\nHhbGP3pmPTS48dL6l5i1c5ZL+UPDH2qV5QshnFksisQI59a9yZFBPD91CL+c0JP9hc732PYfKeNf\n3+/j+jdXuiwrPNCPn41J48bR3QgLbNhdKgVBNqvcDvACksQc7c00fvec2CqLq6yt5Iv9X3Bxt4t5\nJOOR+nKLshATGNMqnyGEOH09YkPdXjq8aUw3vt6az/EK5y7Clu0t4uXFe3hp0R6XOgOSwrn13HQm\n9I1zaiVpsyqC/WXX2l5kTTvakwmxfVutq6BFBxZxouoEV/e+mrjguFZZphCi9QXarG7vsd00Jo29\nhaUs2nEYu8N1yMpqO59vOsRDH250qaMUnN8rlhtHd6NnnHPCjAyyyQPcrUySWJ2qcsheBiNvb7VF\nzt0zl4SQBDISMlptmUKI9tXU2ds9E3qydE8ROwuch5E5UlrJJ+tyuOMd13vvVoviwj5xTBmSRHiQ\ncy/KveNDXS6DilOTJFYnexnUVkLPCa2yuPyyfJYdWsYd59yBtZ0GrRNCtB+lFON6dWFcry4u0x6c\n1Jsf9hyhpNx50Mwd+Sf4eF0OC7a7jlunlNGX5LheXZxaT/pZFGN6xDAgKVzuwbnROZOY1rB/ifNg\ne5tmGYMXdju3xYursdcwa8csTlQ1HJFtL96ORnNVj6taI2IhhA+xWS1c2Mf9LYSHLu7NtkPHqXFo\nPmnXmmV7ivhkfQ5/+Xqn23rpXULo3sW5I+ewQD8u7BvHhL5xhAW6GR+nE+icSWzvQnjvJ67lvS9p\n8SCWAN9kfcNzq59zKb+w64V0DXd9WFMI0XnZrBYGd410KR+ZFs19E3tSWWN3Ki+trGHBtgLmb8mn\n4ITz4KsbcyqZu+EQSoG10VlaSlQQE/rGMzItCqtDwxOLUgxMjugwD353ziSW9YPx7NctXxq/63Tp\n1eJFaa15d9u7pIWnMXfKXCxKRoYVQpwZpZRLl1mBNivTMlKZlpHqMr/drll/8Cg/7C6iqrbhWVSt\nYVvecd5bmc2/l+53+1l9E8JIiwlxGkUq0GZlZFo0Y3rEEBHkG2d2nTOJHVgBiUOg69k3uNhQuIEt\nRVt4ctSTcu9LCNGuLBbF8G7RDO8W7XZ6WWUN+484PxdXVWtn9f5iluwuZN+RUqdpx8qr+XR9bpvF\n2xY6XxLTGnLXQsYdrbK4d7e9S7h/OFf0uKJVlieEEK0lJMCPgckRLuXDUqP4+QU9XMq11uw7Usaa\nrGIqqp0va053vWPiFTpfEqsuN1ohpo5pcdWtR7aysbDhuZBqezWZBzKZPmC6jMQshPB5SqkmHymY\n3v7hnJbOl8SqzNPn1NEtqpZXmsfNX91MZW2lU3mQXxDX9b2utaITQgjRAp0wiZVBl94Q4vpsR3P+\nvvbvAHx65afEBDV0GRXoFyijMAshhId0ziTWwrOw9YfX82XWl/xi8C/oGdWzjQITQgjRUh0iiSml\nLgFeAKzAm1rrZ5uc2V7T7P2wXUd38dX+r5yGSl90YBFxQXHcMuCW1gtaCCHEWfP5JKaUsgIvA5OA\nHGC1Umqe1npbk5WaSGLbirZx+ze3U1Zd5vS8V4A1gGfOfUYabwghhJfx+SQGZAB7tNb7AJRSs4Ap\ngPskFhhBSXAU2YWbnAaqLKks4cmlTxJqC+WjKz4iKTSpHUIXQghxNjpCEksGDjq8zwFGNTXzLlXD\nuNnnuZ0WFxzHW5PfkgQmhBA+oiMksVNSSt0J3AkQ2S2SB4c/SPeI7tiszt2q9I/uT2Sga59mQggh\nvFNHSGK5gGMvuylmWT2t9RvAGwAjRozQtwyUBhpCCNERdITealcDvZRS6Uopf2AaMM/DMQkhhGgH\nPn8mprWuUUrdA3yN0cT+31rrrR4OSwghRDvw+SQGoLWeD8z3dBxCCCHaV0e4nCiEEKKTkiQmhBDC\nZ0kSE0II4bMkiQkhhPBZksSEEEL4LKW1PvVcHYhS6gSw09NxtFAX4Iing2ghX4vZ1+IF34vZ1+IF\nidlRN611bBss96x0iCb2LbRTaz3C00G0hFJqjcTctnwtXvC9mH0tXpCYfYFcThRCCOGzJIkJIYTw\nWZ0xib3h6QDOgMTc9nwtXvC9mH0tXpCYvV6na9ghhBCi4+iMZ2JCCCE6Cq11kz8Y43QtArYBW4H7\nHaZFA98Cu83fUWZ5jFmnFHip0fKmApvMZT3XzOcOBzYDe4AXaThjPB9YB9QAVzcT82KgBKgEsoA0\nh5iPALVAYVMxN/rb6uLdCjwHPGbGtROY3ETMrzvUXw1srIu5cX2HdbzdjLkQWAN8D+wFioByoBqj\np/7HgH1m2cm6dewQcx5wwlzec+Y0l5jdrOO6+geB447ruImYG6/jwWb9vUCVwzq+A9hgftYJQAOz\n2nMdN7FdFAK7ADswgUbbBZCKsT3swXu2i0Pm+t0KHMY3tovXgR1mzJV4/3ZxzFxHG4CFQDFetF04\n1A8AZpvTVgJpwEPmesw0/47/NVPf7f67qe3CzX72rOo7zFsXcxfz/Q3muq/7sQNDml3GKT4gERhm\nvg7D+NL3N9//GXjUfP0oDV+MEGAc8AsckhhGojgAxJrvZwITm/jcVcBoQAFfApea5WnAOcA7NJ3E\nEoE/Aa+ZMecBXzrE/C/gCpy/zE4x1/1tZszHgBfN+eZi7EQCgHTztdVNzPswhoQBY0P+txnzAxgb\nqGP9ZGAYcDfwlrmOF5rz/dn8+2cBb5vrbyPGl+kajC/Wyw5/2+/NeZ42P3cmcKubz7S6Wccfmn9z\nGvAPYAvGl6h/EzE3Xsd7zfp/Npf9kZt1/DMz5vZex1Zct4vDwBKMHdhMGm0XZvyfmLF6y3bxOjDH\njGMxvrFdrMJ4lOfP5vzevl3k07C/WGDG6k3bRV39u4HXzNd1Yyh+DWQDPzZjXtxM/ab23+7+r1Y3\n+9mzqu9wAFEXcxc30wcBe5vLUVrr5i8naq3ztNbrzNd1R3HJ5uQpGF8GzN9XmfOVaa1/ACoaLa47\nsFtrXWi+XwD8tPFnKqUSgXCt9Qpt/CXvOCw7S2u9CSM7Nxkzxpd/phnzamCsUkqZMc/AOPLLaSbm\nur+tO8bR0mSzvAoo1FpXaq33YxxtZLiJORCwmXX+AZxrxjwSmNWofqq5jqcAb5rruBfGCNVTMDaQ\noRgbabxZ/6jW+kOML1y8Q8zLMI6MXjH/tgXAnW4+81I363iSuc6yML5IXR2W6xKzm3WcZq6zKRhH\n2RmN1zHQF1jhgXWc4Wa7WIFx9ghwAc7bxY3Afoyj6iy8Z7v4BOOscYr5P6vF+7eLPmacU4AXgAi8\ne7tYRcP+YrD53pu2i4xGnwlGYp0M/BrjrOZ7M+b406xfv//G/f+1ro6js60P8HeHmN25DuNArVmn\nfU9MKZWGsTNdaRbFmxsAOH9pmrIH6KOUSlNK+WH80V3dzJeMscHUyaEhcZ6uZOCgGfMQjEtyMY1i\nrmwm5rr59mAcTSSaMQ8D/N3ElgyEKaXqHjAMwzgqBud1E41xWcbd3zYS4ws/1Kx/DEjA+MLEY1zW\n8GtU/yjGkSzmPCvNZQSY768yfzf+zP5AjlLqTTPmHCCk0f8zyHyd3ETMycC9SqkrMNYxGJe24s2Y\no3Fdx1Np2Fl5ah1HNdoubECMw99eYy7rd7jy9HaxHOOyVwLG0faXeP92Uf/dM2NehfdvF3ZzejTw\nf+Y83rhd1NX5EcYl5NxGcQU2U7+p/XdT/1cctouzrq+UmgLkaq030rSpwAfNTAdOM4kppUKBj4EH\ntNbHG083jyaabeaotT4K3IVxHfd7jCOZ2tP5/DMUjBlzM7GdbszBNBzdNHUWuF1rvcbNMk65bkz5\nwINmvGdSv/E6DsVYx03W1VrffpYx/9b8aS5mDaCUGoVxvya30bztuY4PYexomtsuegMVWuvSphbi\nqe3C4bsXgLFT/e9p1Pf0dlE3f13M39YtDrx2uyjGOAurAu4x5/G27eIQsEkpFQw8jnHgckZO9zPP\ndruoq+8Q84ym5q3bLrTWW0613FMmMaWUDeOf+1+t9ScOkwrM0+K6S4CHT7UsrfXnWutRWusxGDf9\ndimlrEqpDebP7zE25hSHaim4HmE0jvGZumWYRYcwLoX8F+NySwTGEWF9zBhfqqZidpxvDcZ12TEY\nlxLK6mLGuP9wmZuYT2BuVI3WTTHm2adS6hmz/h/NdRwHLDLXcQEQCeQrpQab9aMxdgKOZ69RQJlj\nzFrrzzGOtPdirOODQKrD+hmP0VCn8Toua/T/rLtUkgt0rVvHZsy5btaxxjirKTBjPtpoHU/D+aiq\nXdexOc3ddlENFDnEEgUEKKWyMHZojwMTPRFz4+3CPLqPM9f1Q+bOw9u3iwjgcrPOQ+ZvX9guiszy\nqQ7r1Cu2C3NarjmtB8bZX6r52SkYjd+iMf5XjtuF4760qf13bjN1HJ1N/bqYN5rrMwVYp5RKcJin\n8XbRpGaTmHld+C2Mo4bnG02eB9xsvr4Z+OxUH6aUijN/R2HcmHxTa12rtR5i/swwT1GPK6VGm5//\ns1MtW2v9RN0yzDoRQLAZ89XAQvML7xhzSjPLdZzvbuAzM+b+GDsRP4xLI0eAO9zEXIGxY2m8blYD\n05RSARj3OY4A/TDW8SaMLzcYN/FzzTieNetfgpHcpimlApRS6Rin8AWOMZvr+GbgKzP25zC+iKPM\nmOtu2Ddexwtw/n8ecFjuNIzGAXV/8yo363iPWa8u5qV161gpZQGuxfn6druu46a2C7POEodYCoC/\na63TMO5P/BGjtVe7x4zrdvE0xpH9W+b6BO/fLrZh3PdwjNmbt4t7aNhf7Mc4yAHv2i7qP1NrvRm4\nD/jYjC0H4zJmMa7bRS/zf9Q4ZsfPnNdMHUdnXF9rvVlrHae1TnOMWWudD9DEdtE03XzrxHEYR32b\naGjyeJluaG2YiXHDeAEQ7VAvy1yJpWaAdS0aP8DYqLcB05r53BEYraD2YrT+qWtiP9JcXhnGkdLW\nZmI+hnHtvQy41SHmYxgbTC1GopjsJuZDGPcfdmNcztlRFzPwBA1Hs5c6fO5cjB35XowNrm7drDI/\npy7mAsf6DvEWYxyRVZrLWWrOV4xxvbvK/F1ixldtzl+3jseYn1lXtqNuHbuL2VzHxWbdlxz+nwcw\nvlT167hxfYeYK824yoB7zfp7zdhqHdbxwxj3PDyyjhttF3XruNKMpRLjKLKaRtsFxiWxYk/EjPvt\nosqMoa5Zeg3ev10UYJz1bTbjtePd20WN+bdvwkj4JXjRduFQ/z8Y+909Zp3uDvux5RitPR23i8b1\nm9t/NxXzm8CI1qjfaJ+dhUPrRIyrAiuay02OP9JjhxBCCJ8lPXYIIYTwWZLEhBBC+CxJYkIIIXyW\nJDEhhBA+S5KYEEIInyVJTIhTUEpFKqXuNl8nKaU+asPPGqKUuqytli9ERyNJTIhTi8R4iBWt9SGt\n9dVt+FlDMHp1EEKcBnlOTIhTUErNwuideyfGw539tNYDlVLTMbpyCsHomeCvGB2+3oTx4OxlWuti\npVQP4GUgFqOfwDu01juUUtcAv8F4kLYEuAjj4dUgjAde/4TRa8QLGJ25ngRu0VrvbMFnL8YYGuMC\njDTDT/4AAAHKSURBVJ4jbtVau+uBQQifJGdiQpzaoxj94Q3B6GXC0UDgJxi9yTyD0WlpXY/zPzPn\neQO4V2s9HKNX9FfM8hkYPcYMBq7UWleZZbPNbtRmY/T+cJ65zBk09J13up8NRpdKQzDOJv99dqtC\nCO/i5+kAhPBxi7QxDtUJpVQJ8LlZvhk4RxkjQIwFPjS6yQMa+kJcCrytlJqDMVaYOxHATKVULxo6\nWT6tz3aY7wMArfUSpVS4UipSa33sDP9eIbyKJDEhzk6lw2u7w3s7xvfLAhwzz4ScaK1/oYwhJ34E\nrFVKDXez/KcxktWPlTHe1eIWfHb9RzX+6Gb+HiF8ilxOFOLUTmAMXNhi2hgDbL95/wtlGGy+7qG1\nXqm1noHRYWtXN58VQcNQFtPPLHxjOBGl1DigRGtdcobLEcLrSBIT4hS01kXAUqXUFuAvZ7CIG4Db\nlFIbMXp/n2KW/0Uptdlc7jKMBhiLgP7mOF9TgT8Df1JKrefMr5xUmPVfA247w2UI4ZWkdaIQHZjZ\nOvH/tJsReYXoCORMTAghhM+SMzEhhBA+S87EhBBC+CxJYkIIIXyWJDEhhBA+S5KYEEIInyVJTAgh\nhM+SJCaEEMJn/T9v4TTi02L3SgAAAABJRU5ErkJggg==\n", 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\n", 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ZC91PTESyx4hLoG3HcIG0SAPoSExEskdRJxhxMfz9P+HxK8P9yhJKR8GR6rsl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\nbOOPgT5J2+crhI46qdt4S8r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\n", 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AdCJJYm3lTGIRksSEh/j5mSTX1GDT/Seb56YK092X11ZC/j7zZW/QM9DfZh7eDo50L72B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\n0iLEAABpEWIAgLQIMQBAWoQYACCtD+lOUubxIM1IAAAAAElFTkSuQmCC\n", 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BudgetPiPrPsbetagammamech_stepruntime_steptimestamp
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345.3504858.00002.0000950.00000.0491060.2020883112019-01-01 00:00:01
447.0904892.929513.7211903.34940.0481240.2177331122019-01-01 00:00:02
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" + ], + "text/plain": [ + " Budget Pi Pr Ps beta gamma mech_step run \\\n", + "0 50.00000 10.0000 0.0000 1000.0000 0.050000 0.200000 0 1 \n", + "1 50.30000 58.0000 2.0000 950.0000 0.049000 0.215686 1 1 \n", + "2 49.29400 58.0000 2.0000 950.0000 0.049106 0.215686 2 1 \n", + "3 45.35048 58.0000 2.0000 950.0000 0.049106 0.202088 3 1 \n", + "4 47.09048 92.9295 13.7211 903.3494 0.048124 0.217733 1 1 \n", + "\n", + " time_step timestamp \n", + "0 0 2019-01-01 00:00:00 \n", + "1 1 2019-01-01 00:00:01 \n", + "2 1 2019-01-01 00:00:01 \n", + "3 1 2019-01-01 00:00:01 \n", + "4 2 2019-01-01 00:00:02 " + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -457,7 +654,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.1" + "version": "3.7.0" } }, "nbformat": 4,