{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import networkx as nx\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import scipy.stats as sts\n", "import seaborn as sns\n", "\n", "%matplotlib inline\n", "\n", "#import conviction files\n", "from conviction_helpers import *\n", "from conviction_system_logic3 import *\n", "from bonding_curve_eq import *" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook uses the differential games framework developed by BlockScience. It is currently in private beta, and building towards a full open source release.\n", "\n", "**Description:**\n", "\n", "cadCAD is a Python library that assists in the processes of designing, testing and validating complex systems through simulation. At its core, cadCAD is a differential games engine that supports parameter sweeping and Monte Carlo analyses and can be easily integrated with other scientific computing Python modules and data science workflows.\n", "\n", "To learn more about cadCAD, follow our [tutorial series](https://github.com/BlockScience/cadCAD-Tutorials/tree/master/01%20Tutorials)\n", "\n", "**Installing cadCAD:**\n", "\n", "cadCAD is in private beta. Tokens are issued to participants. Replace `` in the installation URL below\n", "```bash\n", "pip3 install cadCAD --extra-index-url https://@repo.fury.io/blockscience/\n", "```\n", "\n", "If you'd like to participate in the beta program, contact cadcad [at] block [dot] science.\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "#THIS policy is one of the main paramters of this system!\n", "\n", "#maximum share of funds a proposal can take\n", "default_beta = .2 #later we should set this to be param so we can sweep it\n", "# tuning param for the trigger function\n", "default_rho = .5*default_beta**2\n", "\n", "def trigger_threshold(requested, funds, supply, beta=default_beta , rho=default_rho):\n", " \n", " share = requested/funds\n", " if share < beta:\n", " return rho*supply/(beta-share)**2\n", " else: \n", " return np.inf" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/Zargham/Documents/GitHub/conviction/conviction_helpers.py:212: RuntimeWarning: divide by zero encountered in log10\n", " demo_data_Z0[sof_ind,ts_ind] = np.log10(trigger)\n", "/Users/Zargham/Documents/GitHub/conviction/conviction_helpers.py:214: RuntimeWarning: invalid value encountered in double_scalars\n", " demo_data_Z2[sof_ind,ts_ind] = trigger/tc #share of maximum possible conviction\n", "/Users/Zargham/Documents/GitHub/conviction/conviction_helpers.py:215: RuntimeWarning: invalid value encountered in double_scalars\n", " demo_data_Z3[sof_ind,ts_ind] = np.log10(trigger/tc)\n" ] } ], "source": [ "dict1 = trigger_sweep('token_supply',trigger_threshold)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.15940000000000001, 1008990000.0, 'fixed alpha = 0.5')" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "trigger_plotter(dict1['share_of_funds'],\n", " dict1['log10_trigger'], \n", " 'log10_trigger',\n", " dict1['total_supply'],\n", " 'Token Supply')\n", "axis = plt.axis()\n", "plt.text(.2*axis[0]+.8*axis[1],axis[-1]*1.01, 'fixed alpha = 0.5')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "dict2 = trigger_sweep('alpha',trigger_threshold)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['log10_trigger', 'trigger', 'share_of_max_conv', 'log10_share_of_max_conv', 'alpha', 'share_of_funds'])" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dict2.keys()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "trigger_plotter(dict2['share_of_funds'],\n", " dict2['log10_share_of_max_conv'], \n", " 'Log10 Share of Conviction Required to Pass',\n", " dict2['alpha'],\n", " 'alpha')\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "n= 60 #initial participants\n", "m= 3 #initial proposals\n", "\n", "initial_sentiment = .6\n", "\n", "theta =.35\n", "kappa = 6\n", "sale_price = .1\n", "\n", "def TFGTS(total_supply):\n", " #wrap initializer params to pass the function correctly\n", " return total_funds_given_total_supply(total_supply, theta = theta, initial_price = sale_price) \n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "#initializers\n", "network, initial_funds, initial_supply, total_requested = initialize_network(n,m,TFGTS,trigger_threshold)\n", "initial_reserve, invariant, initial_price= initialize_bonding_curve(initial_supply, initial_price = sale_price, kappa =kappa, theta = theta)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.7955407857599857e+31" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "invariant" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "proposals = get_nodes_by_type(network, 'proposal')\n", "participants = get_nodes_by_type(network, 'participant')\n", "\n", "supporters = get_edges_by_type(network, 'support')\n", "influencers = get_edges_by_type(network, 'influence')\n", "competitors = get_edges_by_type(network, 'conflict')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "67040.16629275207" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "initial_reserve" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "36098.55108071265" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "initial_funds" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'type': 'proposal',\n", " 'conviction': 0,\n", " 'status': 'candidate',\n", " 'age': 0,\n", " 'funds_requested': 11443.91427929522,\n", " 'trigger': inf}" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#sample proposal\n", "network.nodes[proposals[0]]" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'type': 'participant',\n", " 'holdings': 5718.0718806896575,\n", " 'sentiment': 0.17859148389446788}" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#sample participant\n", "network.nodes[participants[0]]" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'affinity': 0.4047245410553306,\n", " 'tokens': 0,\n", " 'conviction': 0,\n", " 'type': 'support'}" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#sample relationship participant to proposal\n", "network.edges[supporters[0]]" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'influence': 4.314493792217198, 'type': 'influence'}" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "network.edges[influencers[0]]" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'conflict': 0.8304060260811613, 'type': 'conflict'}" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "network.edges[competitors[0]]" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Participants Social Network')" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nx.draw_kamada_kawai(network, nodelist = participants, edgelist=influencers)\n", "plt.title('Participants Social Network')" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Proposals Conflict Network')" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nx.draw_kamada_kawai(network, nodelist = proposals, edgelist=competitors, node_color='b')\n", "plt.title('Proposals Conflict Network')" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Histogram of Participants Token Holdings')" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.hist([ network.nodes[i]['holdings'] for i in participants])\n", "plt.title('Histogram of Participants Token Holdings')" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Histogram of Proposals Funds Requested')" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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+IrZstyDpLOAsgMMOO6znYs3MrDvdnLkPApMr45OA9U3a/GNEPBsR9wGrSWG/nYi4NCJmRMSMgYGB4dZsZmYddBPuy4FpkqZKGgfMB5Y0tPkH4LcBJE0gddOsrbNQMzPrXsdwj4htwNnAMmAVsDgiVkq6QNLc3GwZsFnSXcB1wCcjYvNIFW1mZu110+dORCwFljZMO68yHMDH8sPMzPrMf6FqZlYgh7uZWYEc7mZmBXK4m5kVyOFuZlYgh7uZWYEc7mZmBXK4m5kVyOFuZlYgh7uZWYEc7mZmBXK4m5kVyOFuZlYgh7uZWYEc7mZmBXK4m5kVyOFuZlYgh7uZWYEc7mZmBXK4m5kVyOFuZlYgh7uZWYEc7mZmBXK4m5kVyOFuZlYgh7uZWYEc7mZmBXK4m5kVyOFuZlYgh7uZWYEc7mZmBXK4m5kVyOFuZlagrsJd0mxJqyWtkbSwTbv3SQpJM+or0czMetUx3CWNAS4GTgCmAwskTW/Sbj/gvwM3112kmZn1ppsz92OANRGxNiKeARYB85q0+yxwIfDrGuszM7Nh6CbcJwLrKuODedoLJB0FTI6I77ZbkKSzJK2QtGLTpk09F2tmZt3pJtzVZFq8MFPaA/hL4OOdFhQRl0bEjIiYMTAw0H2VZmbWk27CfRCYXBmfBKyvjO8HvB64XtL9wExgiW+qmpn1TzfhvhyYJmmqpHHAfGDJ0MyIeDwiJkTElIiYAtwEzI2IFSNSsZmZddQx3CNiG3A2sAxYBSyOiJWSLpA0d6QLNDOz3o3tplFELAWWNkw7r0XbWTtflpmZ7Qz/haqZWYEc7mZmBXK4m5kVyOFuZlYgh7uZWYEc7mZmBXK4m5kVyOFuZlYgh7uZWYEc7mZmBXK4m5kVyOFuZlYgh7uZWYEc7mZmBXK4m5kVyOFuZlYgh7uZWYEc7mZmBXK4m5kVyOFuZlYgh7uZWYEc7mZmBXK4m5kVyOFuZlYgh7uZWYEc7mZmBXK4m5kVyOFuZlYgh7uZWYEc7mZmBXK4m5kVyOFuZlagrsJd0mxJqyWtkbSwyfyPSbpL0p2SfiTp8PpLNTOzbnUMd0ljgIuBE4DpwAJJ0xua3QbMiIg3ANcCF9ZdqJmZda+bM/djgDURsTYingEWAfOqDSLiuoh4Oo/eBEyqt0wzM+tFN+E+EVhXGR/M01o5E/h+sxmSzpK0QtKKTZs2dV+lmZn1pJtwV5Np0bShdDIwA/hSs/kRcWlEzIiIGQMDA91XaWZmPRnbRZtBYHJlfBKwvrGRpOOBTwO/FRG/qac8MzMbjm7O3JcD0yRNlTQOmA8sqTaQdBTwdWBuRDxcf5lmZtaLjuEeEduAs4FlwCpgcUSslHSBpLm52ZeA8cC3Jd0uaUmLxZmZ2S7QTbcMEbEUWNow7bzK8PE112VmZjvBf6FqZlYgh7uZWYEc7mZmBXK4m5kVyOFuZlYgh7uZWYEc7mZmBXK4m5kVyOFuZlYgh7uZWYEc7mZmBXK4m5kVyOFuZlYgh7uZWYEc7mZmBXK4m5kVyOFuZlYgh7uZWYEc7mZmBXK4m5kVyOFuZlYgh7uZWYEc7mZmBXK4m5kVyOFuZlYgh7uZWYEc7mZmBXK4m5kVyOFuZlYgh7uZWYEc7mZmBXK4m5kVyOFuZlagrsJd0mxJqyWtkbSwyfy9JF2T598saUrdhZqZWfc6hrukMcDFwAnAdGCBpOkNzc4EHouIVwF/CXyx7kLNzKx73Zy5HwOsiYi1EfEMsAiY19BmHvB3efha4O2SVF+ZZmbWi7FdtJkIrKuMDwJvatUmIrZJehx4KfBItZGks4Cz8uiTklYPp+iKCY2vMdI0vGuSXV7nMDWtc5jrPJJ2h+25O9QIrrNuXdW5k79Th3fTqJtwb3YGHsNoQ0RcClzaxWt2RdKKiJhR1/JGiuus1+5Q5+5QI7jOuo2mOrvplhkEJlfGJwHrW7WRNBY4AHi0jgLNzKx33YT7cmCapKmSxgHzgSUNbZYAp+Xh9wE/jogdztzNzGzX6Ngtk/vQzwaWAWOAyyJipaQLgBURsQT4W+BKSWtIZ+zzR7Loitq6eEaY66zX7lDn7lAjuM66jZo65RNsM7Py+C9UzcwK5HA3MyvQqAp3Sa+WdHvlsVXSOZLOl/RgZfqcynP+JH/twWpJ76pMb/uVCcOo7TJJD0v6RWXawZJ+KOme/POgPF2SvpZf+05JR1eec1puf4+k0yrT3yjp5/k5XxvuH4G1qPNLku7OtXxH0oF5+hRJv6ps10s61dNqnWuqs7b9nD8AcHOu85r8YYC66rymUuP9km7P0/uyPSVNlnSdpFWSVkr6H+2W3a/js02do+r4bFPnqDs+24qIUfkg3bx9iPSB/fOBTzRpMx24A9gLmArcm583Jg+/EhiX20zfyXreBhwN/KIy7UJgYR5eCHwxD88Bvk/6/P9M4OY8/WBgbf55UB4+KM+7BXhzfs73gRNqrPOdwNg8/MVKnVOq7RqW07SeVutcU5217WdgMTA/D18CfKSuOhvm/wVwXj+3J3AocHQe3g/4Zd5mo+r4bFPnqDo+29Q56o7Pdo9Rdebe4O3AvRHxQJs284BFEfGbiLgPWEP6uoRuvjKhJxFxAzt+dr/6tQt/B7ynMv2KSG4CDpR0KPAu4IcR8WhEPAb8EJid5+0fETdG2ttXVJa103VGxA8iYlsevYn0twotdain1TrvdJ1t9LSf81nc75C+CmPE6syv837g6nbLGOntGREbIuJnefgJYBXpr8ZH1fHZqs7Rdny22Z6t9O34bGc0h/t8tv+lOTtftl1WudRq9tUIE9tMr9vLImIDpAMCOGSYdU3MwyNdL8AZpDOdIVMl3SbpJ5KOy9Pa1dNqnetSx35+KbClEhgjtT2PAzZGxD2VaX3dnkrfyHoUcHObZff9+Gyos2pUHZ9N6txtjs9RGe65/2ku8O086a+BI4D/BGwgXQpD66896OrrEEZQr3XtknolfRrYBnwrT9oAHBYRRwEfA66StP+uqqeJuvbzrqp/AdufgPR1e0oaD/w/4JyI2NquaYt6dsn2bFXnaDs+m9S5Wx2fozLcSV8v/LOI2AgQERsj4rmIeB74BulyB1p/NUI3X5lQh435EnHoUvHhYdY1yPaXorXXm2+OvRs4KV/Kki8jN+fhW0n9g0d2qKfVOu+0GvfzI6SuhrEN02uTl/1fgGsq9fdte0rakxRE34qIv++w7L4dny3qHHXHZ7M6d6fjE0ZvuG93RjS0s7LfA4Y+ubAEmK/0z0KmAtNIN1q6+cqEOlS/duE04B8r009VMhN4PF8iLgPeKemgfEn3TmBZnveEpJm5P+7UyrJ2mqTZwKeAuRHxdGX6gNL39SPplaTtt7ZDPa3WuY46a9nPORyuI30VRu11ZscDd0fEC90D/dqeeZl/C6yKiC9XZo2q47NVnaPt+GxT5+50fI6+T8sA+wCbgQMq064Efg7cmTfkoZV5nya9o6+mcgef9ImAX+Z5n66hrqtJl2LPkt6RzyT1nf0IuCf/PDi3FekfnNyb655RWc4ZpBsua4APVqbPIB0s9wIXkf96uKY615D6/m7Pj0ty2/cCK0l38X8GnNipnlbrXFOdte1n0icUbsnr/m1gr7rqzNMvBz7c0LYv2xM4lnRZf2dlH88ZbcdnmzpH1fHZps5Rd3y2e/jrB8zMCjRau2XMzGwnONzNzArkcDczK5DD3cysQA53M7MCOdzNzArkcDczK9D/B7vSD3p990cTAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.hist([ network.nodes[i]['funds_requested'] for i in proposals])\n", "plt.title('Histogram of Proposals Funds Requested')" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "affinities = np.empty((n,m))\n", "for i_ind in range(n):\n", " for j_ind in range(m):\n", " i = participants[i_ind]\n", " j = proposals[j_ind]\n", " affinities[i_ind][j_ind] = network.edges[(i,j)]['affinity']" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 137.58, 'participant_id')" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dims = (20, 5)\n", "fig, ax = plt.subplots(figsize=dims)\n", "\n", "sns.heatmap(affinities.T,\n", " xticklabels=participants,\n", " yticklabels=proposals,\n", " square=True,\n", " cbar=True,\n", " ax=ax)\n", "\n", "plt.title('affinities between participants and proposals')\n", "plt.ylabel('proposal_id')\n", "plt.xlabel('participant_id')" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.5, 0.8, 0.9]\n" ] } ], "source": [ "#power of 1 token forever\n", "conviction_capacity = [2,5,10]\n", "alpha = [1-1/cc for cc in conviction_capacity]\n", "print(alpha)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "params= {\n", " 'sensitivity': [.75],\n", " 'tmin': [7], #unit days; minimum periods passed before a proposal can pass\n", " 'min_supp':[50], #number of tokens that must be stake for a proposal to be a candidate\n", " 'sentiment_decay': [.01], #termed mu in the state update function\n", " 'alpha': alpha,\n", " 'base_completion_rate': [100],\n", " 'base_failure_rate': [200],\n", " 'trigger_func': [trigger_threshold],\n", " 'kappa': [kappa], #bonding curve curvature\n", " 'invariant': [invariant], #set by bonding curve choices\n", " 'tax_rate': [.02]\n", " }" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "function" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(trigger_threshold)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "# # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # \n", "# Settings of general simulation parameters, unrelated to the system itself\n", "# `T` is a range with the number of discrete units of time the simulation will run for;\n", "# `N` is the number of times the simulation will be run (Monte Carlo runs)\n", "time_periods_per_run = 100\n", "monte_carlo_runs = 1\n", "\n", "from cadCAD.configuration.utils import config_sim\n", "simulation_parameters = config_sim({\n", " 'T': range(time_periods_per_run),\n", " 'N': monte_carlo_runs,\n", " 'M': params\n", "})" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[{'N': 1,\n", " 'T': range(0, 100),\n", " 'M': {'sensitivity': 0.75,\n", " 'tmin': 7,\n", " 'min_supp': 50,\n", " 'sentiment_decay': 0.01,\n", " 'alpha': 0.5,\n", " 'base_completion_rate': 100,\n", " 'base_failure_rate': 200,\n", " 'trigger_func': ,\n", " 'kappa': 6,\n", " 'invariant': 1.7955407857599857e+31,\n", " 'tax_rate': 0.02}},\n", " {'N': 1,\n", " 'T': range(0, 100),\n", " 'M': {'sensitivity': 0.75,\n", " 'tmin': 7,\n", " 'min_supp': 50,\n", " 'sentiment_decay': 0.01,\n", " 'alpha': 0.8,\n", " 'base_completion_rate': 100,\n", " 'base_failure_rate': 200,\n", " 'trigger_func': ,\n", " 'kappa': 6,\n", " 'invariant': 1.7955407857599857e+31,\n", " 'tax_rate': 0.02}},\n", " {'N': 1,\n", " 'T': range(0, 100),\n", " 'M': {'sensitivity': 0.75,\n", " 'tmin': 7,\n", " 'min_supp': 50,\n", " 'sentiment_decay': 0.01,\n", " 'alpha': 0.9,\n", " 'base_completion_rate': 100,\n", " 'base_failure_rate': 200,\n", " 'trigger_func': ,\n", " 'kappa': 6,\n", " 'invariant': 1.7955407857599857e+31,\n", " 'tax_rate': 0.02}}]" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "simulation_parameters" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "initial_conditions = {'network':network,\n", " 'supply': initial_supply,\n", " 'funds':initial_funds,\n", " 'reserve': initial_reserve,\n", " 'spot_price': initial_price,\n", " 'sentiment': initial_sentiment}" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'network': ,\n", " 'supply': 1031387.173734647,\n", " 'funds': 36098.55108071265,\n", " 'reserve': 67040.16629275207,\n", " 'spot_price': 0.3900000000000005,\n", " 'sentiment': 0.6}" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "initial_conditions" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "# # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # \n", "# The Partial State Update Blocks\n", "partial_state_update_blocks = [\n", " { \n", " 'policies': { \n", " #new proposals or new participants\n", " 'random': driving_process\n", " },\n", " 'variables': {\n", " 'network': update_network,\n", " 'funds':increment_funds,\n", " 'supply':increment_supply,\n", " 'reserve': increment_reserve\n", " }\n", " },\n", " {\n", " 'policies': {\n", " 'completion': check_progress #see if any of the funded proposals completes\n", " },\n", " 'variables': { # The following state variables will be updated simultaneously\n", " 'sentiment': update_sentiment_on_completion, #note completing decays sentiment, completing bumps it\n", " 'network': complete_proposal #book-keeping\n", " }\n", " },\n", " {\n", " 'policies': {\n", " 'release': trigger_function #check each proposal to see if it passes\n", " },\n", " 'variables': { # The following state variables will be updated simultaneously\n", " 'funds': decrement_funds, #funds expended\n", " 'sentiment': update_sentiment_on_release, #releasing funds can bump sentiment\n", " 'network': update_proposals #reset convictions, and participants sentiments\n", " #update based on affinities\n", " }\n", " },\n", " { \n", " 'policies': { \n", " #currently naive decisions; future: strategic\n", " 'participants_act': participants_decisions, #high sentiment, high affinity =>buy\n", " #low sentiment, low affinities => burn\n", " #assign tokens to top affinities\n", " },\n", " 'variables': {\n", " 'supply': update_supply, #book-keeping from participants decisions\n", " 'reserve': update_reserve, #funds under the bonding curve\n", " 'spot_price': update_price, #new bonding curve spot price\n", " 'funds': update_funds, #capture taxes\n", " 'network': update_tokens #update everyones holdings \n", " #and their conviction for each proposal\n", " }\n", " }\n", "]" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "from cadCAD.configuration import append_configs\n", "# # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #\n", "# The configurations above are then packaged into a `Configuration` object\n", "append_configs(\n", " initial_state=initial_conditions, #dict containing variable names and initial values\n", " partial_state_update_blocks=partial_state_update_blocks, #dict containing state update functions\n", " sim_configs=simulation_parameters #dict containing simulation parameters\n", ")" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "from tabulate import tabulate\n", "from cadCAD.engine import ExecutionMode, ExecutionContext, Executor\n", "from cadCAD import configs\n", "import pandas as pd\n", "\n", "exec_mode = ExecutionMode()\n", "multi_proc_ctx = ExecutionContext(context=exec_mode.multi_proc)\n", "run = Executor(exec_context=multi_proc_ctx, configs=configs)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "multi_proc: [, , ]\n", "[, , ]\n" ] } ], "source": [ "i = 0\n", "verbose = False\n", "results = {}\n", "for raw_result, tensor_field in run.execute():\n", " result = pd.DataFrame(raw_result)\n", " if verbose:\n", " print()\n", " print(f\"Tensor Field: {type(tensor_field)}\")\n", " print(tabulate(tensor_field, headers='keys', tablefmt='psql'))\n", " print(f\"Output: {type(result)}\")\n", " print(tabulate(result, headers='keys', tablefmt='psql'))\n", " print()\n", " results[i] = {}\n", " results[i]['result'] = result\n", " results[i]['simulation_parameters'] = simulation_parameters[i]\n", " i += 1\n", " " ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[6]" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "params['kappa']" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'sensitivity': [0.75],\n", " 'tmin': [7],\n", " 'min_supp': [50],\n", " 'sentiment_decay': [0.01],\n", " 'alpha': [0.5, 0.8, 0.9],\n", " 'base_completion_rate': [100],\n", " 'base_failure_rate': [200],\n", " 'trigger_func': [],\n", " 'kappa': [6],\n", " 'invariant': [1.7955407857599857e+31],\n", " 'tax_rate': [0.02]}" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "params" ] }, { "cell_type": "code", "execution_count": 76, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'N': 1, 'T': range(0, 100), 'M': {'sensitivity': 0.75, 'tmin': 7, 'min_supp': 50, 'sentiment_decay': 0.01, 'alpha': 0.5, 'base_completion_rate': 100, 'base_failure_rate': 200, 'trigger_func': , 'kappa': 6, 'invariant': 1.7955407857599857e+31, 'tax_rate': 0.02}}\n" ] }, { "data": { "image/png": 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\n", 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\n", 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for ind in range(len(results)):\n", " r=results[ind]['result']\n", " print(results[ind]['simulation_parameters'])\n", " r.plot(x='timestep', y='funds')\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [], "source": [ "#I ran multiple experiments above, pick1\n", "experiment_index = 2\n", "df = results[experiment_index]['result']" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [], "source": [ "df['conviction'] = df.network.apply(lambda g: np.array([g.nodes[j]['conviction'] for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='candidate']))\n", "df['candidate_count'] = df.network.apply(lambda g: len([j for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='candidate']))\n", "df['candidate_funds'] = df.network.apply(lambda g: np.sum([g.nodes[j]['funds_requested'] for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='candidate']))\n", "df['killed_count'] = df.network.apply(lambda g: len([j for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='killed']))\n", "df['killed_funds'] = df.network.apply(lambda g: np.sum([g.nodes[j]['funds_requested'] for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='killed']))\n", "df['candidate_funds_requested'] = df.network.apply(lambda g: np.array([g.nodes[j]['funds_requested'] for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='candidate']))\n", "df['active_count'] = df.network.apply(lambda g: len([j for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='active']))\n", "df['active_funds'] = df.network.apply(lambda g: np.sum([g.nodes[j]['funds_requested'] for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='active']))\n", "df['failed_count'] = df.network.apply(lambda g: len([j for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='failed']))\n", "df['failed_funds'] = df.network.apply(lambda g: np.sum([g.nodes[j]['funds_requested'] for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='failed']))\n", "df['completed_count'] = df.network.apply(lambda g: len([j for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='completed']))\n", "df['completed_funds'] = df.network.apply(lambda g: np.sum([g.nodes[j]['funds_requested'] for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='completed']))" ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [], "source": [ "df['funds_requested'] = df.network.apply(lambda g: np.array([g.nodes[j]['funds_requested'] for j in get_nodes_by_type(g, 'proposal')]))\n", "df['share_of_funds_requested'] = df.candidate_funds_requested/df.funds\n", "\n", "df['share_of_funds_requested_all'] = df.funds_requested/df.funds" ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [], "source": [ "df['triggers'] = df.network.apply(lambda g: np.array([g.nodes[j]['trigger'] for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='candidate' ]))\n", "df['conviction_share_of_trigger'] = df.conviction/df.triggers\n", "df['age'] = df.network.apply(lambda g: np.array([g.nodes[j]['age'] for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='candidate' ]))" ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [], "source": [ "df['age_all'] = df.network.apply(lambda g: np.array([g.nodes[j]['age'] for j in get_nodes_by_type(g, 'proposal') ]))\n", "df['conviction_all'] = df.network.apply(lambda g: np.array([g.nodes[j]['conviction'] for j in get_nodes_by_type(g, 'proposal') ]))\n", "df['triggers_all'] = df.network.apply(lambda g: np.array([g.nodes[j]['trigger'] for j in get_nodes_by_type(g, 'proposal') ]))\n", "\n", "df['conviction_share_of_trigger_all'] = df.conviction_all/df.triggers_all" ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [], "source": [ "rdf= df[df.substep==4].copy()" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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fundssupplyreservespot_price
036098.5510811.031387e+0667040.1662930.390000
136100.0643801.031387e+0667040.1662930.390000
236100.0643801.031387e+0667040.1662930.390000
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736101.4088991.031411e+0667049.5927730.390046
836101.8130611.031403e+0667046.4828550.390031
936103.5300701.031403e+0667046.4828550.390031
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" ], "text/plain": [ " funds supply reserve spot_price\n", "0 36098.551081 1.031387e+06 67040.166293 0.390000\n", "1 36100.064380 1.031387e+06 67040.166293 0.390000\n", "2 36100.064380 1.031387e+06 67040.166293 0.390000\n", "3 36100.064380 1.031387e+06 67040.166293 0.390000\n", "4 36100.073955 1.031411e+06 67049.592773 0.390046\n", "5 36101.408899 1.031411e+06 67049.592773 0.390046\n", "6 36101.408899 1.031411e+06 67049.592773 0.390046\n", "7 36101.408899 1.031411e+06 67049.592773 0.390046\n", "8 36101.813061 1.031403e+06 67046.482855 0.390031\n", "9 36103.530070 1.031403e+06 67046.482855 0.390031" ] }, "execution_count": 84, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[['funds','supply', 'reserve','spot_price']].head(10)" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[1.7955407857599857e+31]\n" ] }, { "data": { "text/plain": [ "0 1.795541e+31\n", "1 1.795541e+31\n", "2 1.795541e+31\n", "3 1.795541e+31\n", "4 1.795541e+31\n", "5 1.795541e+31\n", "6 1.795541e+31\n", "7 1.795541e+31\n", "8 1.795541e+31\n", "9 1.795541e+31\n", "Name: invar, dtype: float64" ] }, "execution_count": 85, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(params['invariant'])\n", "df['invar'] = df.supply**kappa/df.reserve\n", "df.invar.head(10)" ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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supplyreservespot_price
0NaNNaNNaN
10.0000000.0000000.000000
20.0000000.0000000.000000
30.0000000.0000000.000000
424.1690469.4264800.000046
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8-7.973369-3.109918-0.000015
90.0000000.0000000.000000
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" ], "text/plain": [ " supply reserve spot_price\n", "0 NaN NaN NaN\n", "1 0.000000 0.000000 0.000000\n", "2 0.000000 0.000000 0.000000\n", "3 0.000000 0.000000 0.000000\n", "4 24.169046 9.426480 0.000046\n", "5 0.000000 0.000000 0.000000\n", "6 0.000000 0.000000 0.000000\n", "7 0.000000 0.000000 0.000000\n", "8 -7.973369 -3.109918 -0.000015\n", "9 0.000000 0.000000 0.000000" ] }, "execution_count": 86, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[['supply', 'reserve','spot_price']].head(10).diff()" ] }, { "cell_type": "code", "execution_count": 87, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Summary of Local Economy')" ] }, "execution_count": 87, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax1 = plt.subplots()\n", "ax2 = ax1.twinx() # instantiate a second axes that shares the same x-axis\n", "\n", "rdf.plot(x='timestep', y=['funds', 'reserve','supply'], ax=ax1)\n", "rdf.plot(x='timestep', y='spot_price',style='--',color = 'red', ax=ax2, legend = False)\n", "ax2.set_ylabel('Price in xDAI per Token', color='red')\n", "ax1.set_ylabel('Quantity of Assets')\n", "ax2.tick_params(axis='y', labelcolor='red')\n", "plt.title('Summary of Local Economy')" ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 88, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "rdf.plot(x='reserve', y='supply', kind='scatter', alpha=.5)\n", "axis = plt.axis()\n", "xrange = np.arange(axis[0], axis[1], (axis[1]-axis[0])/100)\n", "yrange = np.array([supply(x, invariant, kappa) for x in xrange ])\n", "plt.plot(xrange, yrange, 'y')\n", "plt.title('Bonding Curve Invariant')\n", "plt.legend(['Invariant', 'Observed Data'])" ] }, { "cell_type": "code", "execution_count": 89, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 89, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "rdf.plot(x='reserve', y='spot_price', kind='scatter', alpha=.5)\n", "axis = plt.axis()\n", "xrange = np.arange(axis[0], axis[1], (axis[1]-axis[0])/100)\n", "yrange = np.array([spot_price(x, invariant, kappa) for x in xrange ])\n", "\n", "plt.plot(xrange, yrange, 'y')\n", "plt.title('Bonding Curve Price')\n", "plt.legend(['Price Curve', 'Observed Price'])" ] }, { "cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [], "source": [ "last_net= df.network.values[-1]\n", "last_props=get_nodes_by_type(last_net, 'proposal')\n", "M = len(last_props)\n", "last_parts=get_nodes_by_type(last_net, 'participant')\n", "N = len(last_parts)" ] }, { "cell_type": "code", "execution_count": 91, "metadata": {}, "outputs": [], "source": [ "affinities = np.empty((N,M))\n", "for i_ind in range(N):\n", " for j_ind in range(M):\n", " i = last_parts[i_ind]\n", " j = last_props[j_ind]\n", " affinities[i_ind][j_ind] = last_net.edges[(i,j)]['affinity']" ] }, { "cell_type": "code", "execution_count": 92, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 67.14155844155843, 'participant_id')" ] }, "execution_count": 92, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dims = (20, 5)\n", "fig, ax = plt.subplots(figsize=dims)\n", "\n", "sns.heatmap(affinities.T,\n", " xticklabels=last_parts,\n", " yticklabels=last_props,\n", " square=True,\n", " cbar=True,\n", " ax=ax)\n", "\n", "plt.title('affinities between participants and proposals')\n", "plt.ylabel('proposal_id')\n", "plt.xlabel('participant_id')" ] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [], "source": [ "#working on deduplicating colors\n", "#\n", "#last_props=get_nodes_by_type(last_net, 'proposal')\n", "#M = len(last_props)\n", "\n", "#cm = plt.get_cmap('gist_rainbow')\n", "#c= [cm(1.*j/M) for j in range(M)] " ] }, { "cell_type": "code", "execution_count": 111, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 111, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "rdf.plot(x='timestep',y=['candidate_count','active_count','completed_count', 'killed_count', 'failed_count'])\n", "plt.title('Proposal Status')\n", "plt.ylabel('count of proposals')\n", "plt.legend(ncol = 3,loc='upper center', bbox_to_anchor=(0.5, -0.15))" ] }, { "cell_type": "code", "execution_count": 112, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 112, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "rdf.plot(x='timestep',y=['candidate_funds','active_funds','completed_funds', 'killed_funds', 'failed_funds'])\n", "plt.title('Proposal Status weighted by funds requested')\n", "plt.ylabel('Funds worth of proposals')\n", "plt.legend(ncol = 3,loc='upper center', bbox_to_anchor=(0.5, -0.15))" ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'share_of_funds_requested')" ] }, "execution_count": 96, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.semilogy(rdf.timestep,make2D('share_of_funds_requested_all', rdf))\n", "plt.title('share_of_funds_requested by proposal')\n", "plt.xlabel('time $t$')\n", "plt.ylabel('share_of_funds_requested')" ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'share_of_funds_requested')" ] }, "execution_count": 97, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.loglog(make2D('share_of_funds_requested_all', rdf), make2D('conviction_all', rdf), '.')\n", "plt.ylabel('conviction')\n", "plt.xlabel('share_of_funds_requested')" ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'proposal_age')" ] }, "execution_count": 98, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(make2D('age_all', rdf), make2D('triggers_all', rdf))\n", "plt.ylabel('triggers')\n", "plt.xlabel('proposal_age')" ] }, { "cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'phase: Triggers & Conviction')" ] }, "execution_count": 99, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.loglog(make2D('conviction_all', rdf), make2D('triggers_all', rdf))\n", "a = plt.axis()\n", "plt.loglog(a[:2],a[2:], 'k',alpha=.5 )\n", "plt.ylabel('triggers')\n", "plt.xlabel('conviction')\n", "plt.title('phase: Triggers & Conviction')" ] }, { "cell_type": "code", "execution_count": 100, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 100, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "T = time_periods_per_run\n", "plt.plot(rdf.timestep,make2D('conviction_share_of_trigger_all', rdf))\n", "plt.title('conviction_share_of_trigger')\n", "plt.xlabel('time $t$')\n", "plt.ylabel('conviction_share_of_trigger')\n", "plt.hlines(1,0,T, linestyle='--')" ] }, { "cell_type": "code", "execution_count": 101, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 101, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.semilogy(make2D('age_all', rdf), make2D('conviction_share_of_trigger_all', rdf))\n", "plt.ylabel('triggers')\n", "plt.xlabel('proposal_age')\n", "plt.hlines(1,0,T, linestyle='--')" ] }, { "cell_type": "code", "execution_count": 102, "metadata": {}, "outputs": [], "source": [ "nets = rdf.network.values" ] }, { "cell_type": "code", "execution_count": 126, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "K = 3\n", "snap_plot(nets[K:K+1], size_scale = 1/300)" ] }, { "cell_type": "code", "execution_count": 125, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "K = 56\n", "snap_plot(nets[K:K+1], size_scale = 1/300)" ] }, { "cell_type": "code", "execution_count": 127, "metadata": {}, "outputs": [], "source": [ "def quantile_plot(xkey, ykey, dataframe, dq=.1, logy=False, return_df = False):\n", " qX = np.arange(0,1+dq,dq)\n", " \n", " data = dataframe[[xkey,ykey]].copy()\n", " \n", " qkeys = []\n", " for q in qX:\n", " qkey= 'quantile'+str(int(100*q))\n", " #print(qkey)\n", " data[qkey] = data[ykey].apply(lambda arr: np.quantile(arr,q) )\n", " #print(data[qkey].head())\n", " qkeys.append(qkey)\n", " \n", " data[[xkey]+qkeys].plot(x=xkey, logy=logy)\n", " \n", " plt.title(ykey + \" Quantile Plot\" )\n", " plt.ylabel(ykey)\n", " labels = [str(int(100*q))+\"$^{th}$ Percentile\" for q in qX ]\n", " \n", " plt.legend(labels, ncol = 1,loc='center left', bbox_to_anchor=(1, .5))\n", " if return_df:\n", " return data" ] }, { "cell_type": "code", "execution_count": 128, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "quantile_plot('timestep','conviction', rdf, .25)\n" ] }, { "cell_type": "code", "execution_count": 129, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 129, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "quantile_plot('timestep','conviction_share_of_trigger', rdf, .25)\n", "plt.hlines(1,0,T, linestyle='--')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 2 }