diff --git a/.ipynb_checkpoints/conviction_cadCAD3-checkpoint.ipynb b/.ipynb_checkpoints/conviction_cadCAD3-checkpoint.ipynb new file mode 100644 index 0000000..d3d39ac --- /dev/null +++ b/.ipynb_checkpoints/conviction_cadCAD3-checkpoint.ipynb @@ -0,0 +1,1440 @@ +{ + "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", + "%matplotlib inline\n", + "\n", + "#import conviction files\n", + "from conviction_helpers import *\n", + "from conviction_system_logic2 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:171: 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:173: 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:174: 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", + "text/plain": [ + "
" + ] + }, + "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= 35 #initial participants\n", + "m= 5 #initial proposals\n", + "\n", + "initial_sentiment = .7\n", + "\n", + "network, initial_funds, initial_supply, total_requested = initialize_network(n,m,total_funds_given_total_supply,trigger_threshold)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note from Kris, consider: substitutibility of proposals st when a substitute passes, affinity for the others goes away; this will make the process more realistic because proposals will end up never passing.\n", + "\n", + "implementation notes:\n", + "- create substitutability matrix (proposal x proposal)\n", + "- update accounting when thing pass: change affinities and should affect sentiments\n", + "- define a new 'type' of proposals for tracking 'dead' ones (no longer candidates = zero tokens in support)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "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": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'type': 'proposal',\n", + " 'conviction': 0,\n", + " 'status': 'candidate',\n", + " 'age': 0,\n", + " 'funds_requested': 60013.7424056558,\n", + " 'trigger': 1518.529309788577}" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#sample proposal\n", + "network.nodes[proposals[0]]" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'type': 'participant',\n", + " 'holdings': 170.44569568890526,\n", + " 'sentiment': 0.9281072438416159}" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#sample participant\n", + "network.nodes[participants[0]]" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'affinity': 0.7826428158465963,\n", + " 'tokens': 0,\n", + " 'conviction': 0,\n", + " 'type': 'support'}" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#sample relationship participant to proposal\n", + "network.edges[supporters[0]]" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'influence': 4.388844009941153, 'type': 'influence'}" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "network.edges[influencers[0]]" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'conflict': 0.8697841402848258, 'type': 'conflict'}" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "network.edges[competitors[0]]" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Participants Social Network')" + ] + }, + "execution_count": 15, + "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": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Proposals Conflict Network')" + ] + }, + "execution_count": 16, + "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": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Histogram of Participants Token Holdings')" + ] + }, + "execution_count": 17, + "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": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Histogram of Proposals Funds Requested')" + ] + }, + "execution_count": 18, + "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]['funds_requested'] for i in proposals])\n", + "plt.title('Histogram of Proposals Funds Requested')" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "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": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 96.12857142857142, 'participant_id')" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "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": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.8]\n" + ] + } + ], + "source": [ + "#power of 1 token forever\n", + "conviction_capactity = [5]\n", + "alpha = [1-1/cc for cc in conviction_capactity]\n", + "print(alpha)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "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", + " }" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "function" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "type(trigger_threshold)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "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 = 200\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": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[{'N': 1,\n", + " 'T': range(0, 200),\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': }}]" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "simulation_parameters" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "initial_conditions = {'network':network,\n", + " 'supply': initial_supply,\n", + " 'funds':initial_funds,\n", + " 'sentiment': initial_sentiment}" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'network': ,\n", + " 'supply': 40932.78929522947,\n", + " 'funds': 1675493.2394876522,\n", + " 'sentiment': 0.7}" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "initial_conditions" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "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", + " }\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", + " '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,\n", + " 'network': update_tokens #update everyones holdings \n", + " #and their conviction for each proposal\n", + " }\n", + " }\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "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": 30, + "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": 31, + "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": 32, + "metadata": {}, + "outputs": [], + "source": [ + "df = results[0]['result']" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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ZUvboN+kbYzqAm4E3gLXAXGPMahG5V0Qu9m02DVgvIp8BJcBPgzm429+vaSmJDMpO7aq9hzvhWk8SE4Qh+emAc+fjCXURlf5UFvofryb9YGgVTIUjKZiNjDGvAa91u+3ugMvPAc+FfPQYaKYUZ6eyqeEAC2uaSU1OBKx7WF0LiX+6kytPqSA3PcWaHVvEyo5c8C5WA/DRpmZOqcxnWFGmNTuOYTHwEVJRprNsDtCwwgxqmlq58tGFbNvtnY/HqhEVVYXehcR/9s91/NqBk5Ida+lb83g9SYlU5Kfx8vI6bnhqqSX7jGXa0Ffh0EVUBuj7F47lF5dNBGC7L+lbUdMHGFqQwYd3zmBYYUZQC7NHW6gLowfjlZvP4tLJg3Xh9CC5eTCEsocuojJAKUkJTB6SB9DVoWtFTd9vcG4a5fnpcVPnzk1PYXRJFq3tR2k5rPPx9EWHtqpw6IRrFvDPH7N4s3faBKsfV0mWhx17D7Fi+15HfdCt7sj1G5TjPQfi3XUNjp9/yE5uP8FR2UNr+hbISk2mICOla3y5lS19gMrCDJoOtHPJQx+ybPtea3c+AFbMstmToQXevoxbn13OHxbUWLtzpeKclncs8tJNZ5Kd6h0MZfWp8dd9oYrfzDkJgG3Nzql1H5vP3drHO6k8h1duPovCzJSuznF1POPChYiU/bQj1yIV+emMK8sGoMM/H4NFPEmJzBhTDMAuB9b2rf7yFhFOKM9hcG6aIx+vUm6mLX0L+efjaYzAIiiZvvl4VtftZ5dDzliNdPdCSXYq23YfZINOy9AjA7H3IVIRZ3PSj6037NmjigBvsoqEIfnpvLKijksf/jAi+w9XpF7FoQXpbG0+yLm/WqALrPQitj5BKhq0I9dCl51cztu3n8OZIwojsv8/XD2Fr55cTt2+w44Y1XKsIzcyqefWWaO49xLvmsRbHdSX4RROGsml3EOTvsVGFEdu6oDBuWmcUpUPOGM+noEujN6fTE8Ss8aWADoJW29i7MeyigKt6bvMIF/p6P2NjRxqt7+1H2lFWR5EYPn2PXFzgppSkaQnZ7nM0ALvTJQ/eHEV/++N9f1sHVmRGqcfKDkxgcG5acytruV//emTyB3IpfQTpEKl5R2XGVqQwSs3n8Wwwgy2NLfaGovVs2z25plvnsZFE0vZ3NyqdewA+lSocGh5x4VOKM+hqjDD9qGb/gQc6V9sFfnpnDQkj/aOTvYe1Pl4AsXaCDgVeXpylkuV5KSyY+8hFtU009lpT5Ov66hReCH9fRmvr95Fa9txyy/HJaOTK6swaEvfpYYVZrDv0BGueHQhizbvtjuciPOvLXDXC5/yyL822RyNM+g0DCoc2pHrUlefUclj10wBjs3jH22RmmWzJ+PKsnnr22dTlpOq8/EoNQDaketSyYkJXSeB2TeG3b+ISnS+vEeWZFGen65j9n2M0V/LKnRa3nExT1IiBRkpLNrczJKte6J+/Gi29P0GZaeyuamV11ft1JE86K9lFTpt6bvcqJIsPtrUzDWPfWJbEozml/foQVk0trTxH08tZWXtvugd2IG0I1eFQydcc7k/f+MUvjVjBC1tHew/FN1RLXaknBunDeepa08FcOS6wVGnHyEVIh2y6XKpyYmMHuSdx3/n/ugmwWPlnei9kiLChMG+x7svvpO+VrdUOLS8EwMG5XjX6H10QU1U557vOjkryt/eOWnJeJISeH3VLt5ZWx/dgzuMNpxUqLQjNwYML8okPyOFF5bu4LfzN0btuJFZLLF/IsLUqnyqt+7h/z6/MspHdw5t6KtwaHknBuSmp7D0R+cytSqfnXttGM5owwv55LWncvu5o2g60E5bR+zPNtobbTipUGlHbgwpzUmN6pqydteUB+V4p2ZwwtoCttCmvgqD1vRjyKCcVOr2HuL2uctpPhD5RHhsERV7vrxLfUn/rhc+teU8BSfQcfoqVFrTjyHTRhUztCCdF5bu4KNNzZE/YBTm0+/LCYNzmDwkl0Wbm/l79XZ7grCRjtNX4dCafgw5fXgBL950JkBUp12263XMTU/hhRvPZMyg7LicmkGnYVDhsLe8o+9Yy2V5kshISaQuCmPYndLOLM1JtX1tAbvoR0iFSlv6MUZEKM1N42+Lt3PdX6ojeqxjyyXa+0qW5qSyoaGF83+1gPo4WkfXKV+6yl20IzcG3TpzJCOLM3l7bX1EF0/v6si1+dv7ilOGMGtsCevrW+JuPh7tyFWh0o7cGPTFSWVcfUYlENmpCuyYZbMn48qy+cmXJgCwK46mZtBZRlU4dBGVGFWakwbA6rr9HI3wcopO+PIuzPSQlCBsaDgQ0V83TuOE5165i7b0Y1R5njfp3/LMMv7r1TUROYaT2pkJCcLgvDSe+Hgrlzz0gd3hRIWTnn/lHkElfRGZLSLrRWSjiNzZw/1DRGS+iCwTkZUicqH1oapQVOSn86erpzCsMIP1uyIzCdux8oIzvr0f+vfJnDeuhA0NBzhytNPucJRypH6TvogkAg8BFwDjgDkiMq7bZj8E5hpjTgKuBB4O5uDOSBWxa+bYEsaWZUdsaoaulO+QF3LC4BymjynGGGhoif2pGbSkr8IRTEt/KrDRGFNjjGkHngUu6baNAbJ9l3OAumAO7pRkEcvKfFMzvLC01vqJyRzSkRvIPzXD04u2xsXwTbuHyyr3CSbpDwYCz3Gv9d0W6MfA10WkFngNuCWYg2tHbuSNK8umraOT2+euYP66hogcw0mJZ2RJFkkJwkPzN/HguxvsDieitKGvwhFM0u/pE939/TYHeNwYUw5cCDwpIsftW0SuF5FqEanudc/KUl8+qZx/fW8aANt3Wzuc0YlzvwzOTWPp3ecyZlCW5Y/XifQjpEIVTNKvBSoCrpdzfPnmWmAugDHmYyAVKOy+I2PMo8aYKcaYKeGFq8IxJD89IlMzOGWcfnfZqclU5KfH/tQMWtRXYQgm6S8GRopIlYik4O2onddtm23ATAARGYs36Tf2t2OnJYtY5Z+a4R8rd1o6fNPYPMtmX8pyUtnc1MoNTy1hT2u73eFEhMGZz71ytn6TvjGmA7gZeANYi3eUzmoRuVdELvZt9h3gmyKyAngGuMYEcbqgk2rBse7KUypITkzgTx9sprWtw9J9O7FvZvaEUkaWZPLPVbtYvGW33eFEjPOeeeV0ScFsZIx5DW8HbeBtdwdcXgOcGerB9Q0bPdd9YRhFWR5ufXY5O/cdYkRx1oD36bQhm4FOH17A49+Yyik/fZu6vbFZ29fqjgqHTrgWR/xTM2yoP2DJvC1On/ulICOFlKQEtjQfpL0jNk/W0l/LKlQ6DUMc8U/NcMNfl3KvBbV9Z6d879QM5blpPP7RFi568H27w7GcE0dPKefTpB9HynLTePhrkxlWlMGqHQOfgtjJHbl+D1w+iVljS/is/gCHj8TeRGwOfuqVQ+ksm3HmwhNKObE8l7q91g1ndPLreNKQPGZPGAREdwnJaHB4dU05lLb041Bpbiq79h/msQGP5HHGIir9Kcv1Ts3wxw9q2NLUanM01nL6c6+cRzty49Ck8lw6jeHeV9fw5ppdYe/HLS3NkcVZZHqSeGrhNn47f6Pd4VjGLc+/chZN+nHovPGDWPGf5wGwY0/4wxmdPGQzUFGWh2V3n8vkIbkDerzO5PAnXzmOzeUdfcPaJTs1mYKMFHZYUNt3ck3fLzkxgfK8dMunorCTNvRVOGzuyFV2KstN44Wltcx5dGFYY+7dMHonUFluGtt2H2T6/e+xtTk2avtuee6Vc2h5J47dOnMkE8tz+LimmaYDoc9P47Zx4l+dUs7Fk8rY3NTKsm177Q5nwIwx2nBSIdPRO3Fs1rgSrj97OEBYUxU4dZbN3gwvyuS+S08AYEeMTs2gVH90nH6cG5zrPUt33oq6kBOhWzpyA6WnJJGXnszCmmaWb3d/a99Nz71yBm3px7khBemkJntn37xn3uow9+KuF3L0oCze39DE1/+4yPHzB/XFxaErG2lHbpzL9CTx8Z0zOWtEIdt2Hwzpb/0J021f3n++ZirfmjmSA20d7Hb5XPv6a1mFSjtyFXkZKQwvyojBMew9S0tJZEJZNuDu2r7bOtKVM2h5RwEwOC+NlrYOzvvVv1hTtz+ov3FbR26gMl9fxjefqGbu4u02RxM+/QypUNnc0td3rFNcMKGUL580mM/qD/BxTXNQf2O65t5x3+s4ZlAW3zizkvaOTt5YHf5UFHbSmr4Kh7b0FQAV+en88vJJpCUnhlzmcePLmJSYwH9+cTwnD813dYlHP0MqVNqRq7qICGW5qSzZupsPNjT1u73bzsjtyeDcVLbvPsjLy3dw5Ki7VtfShr4Kh3bkqs8ZX5bDitp9XPXYIloOH+lz21goL4wvy6G1/Si3Pruc99Y32h1OyHT0jgqVTrimPueXl0/iJ1+aQKfpf2RL18lZLk48l59Swdu3nwMQ8pBVuxlj9OeyCpmWd9TnJCUmMN4/nDHI2r7bv7uHF2WQnpJI7R53JX2lwqEdueo45XnpANzw1FJ+/vq6Xrdz89msgUSE8rw0nvh4K19++EO7wwmaQRtOKnRa01fHKcrycM/F4ynLTe2zQ9eNc+/05gf/No7ThuWzbNte9h3quy/DMWLjO1dFmbb0VY+uPqOSM0YU9l3yiKGkc86oIr526lBgYKuJRZv2i6lQ6SybqlfleWnsOXiE+15bS9OBtuPud/PJWT0pz/Oepfvrdz5zxQycMfSdq6LI3vJObOSKmDW1Mp/8jBR+v6CGf6zc2et2sfIyDi/KpKowg7fW1POwSxZQj5XnXkWPjt5RvZpSmc+SH87Ck5TQY5knFk7OCpThSWL+d6cxbXQxtS4o8cRKR7qKLu3IVX3yj2xZt6vluNW1YjXllOelsX3PQTbUtzg+scbKF66KHj05S/WrqjCT9zc0Mf3+92ht6+i6/dgsm7H1OlYVZtByuINzf7WABUFMR2EXZ38dKafS8o7q139/eQI3TBtOW0cn23so88Tad/ecqUP43dcmA7ChvsXmaPoWY0+9igIdsqn6VZydyvnjBwFQu/tYiadr9I4tUUVOanIisycMItOT5OjavjH6a1mFTmv6Kij+4Yx3PL+S3767AQiYcC0G846/L2Nu9Xa+8edPHF/bVypYOk5fBaUgI4XbZo0kLTmRf3zqXXQk1tPgLTNGMqoki/nrG9l70Hln6RqMfoJUyLS8o4IiItw2axQzxxZTu/ugt+XrXxg9RlPPv00s5YZpwwF67MtQyo20I1eFpCIvnZa2Du59dQ31+71n6cbyl3eFb/K537yzgeotu22O5vOMzrimwpBk69H1Des6U6vyKcry8OcPtzAk35sQY/llrCrMYFRJJvPXN9LRaXj8G1PtDkmpAQmqpS8is0VkvYhsFJE7e7j/VyKy3PfvMxFx/sQlKiyTKnJZ/INZZKUmdS06EssjSNJSEnnz2+dw7tgStjtskRXvGiqx+9yryOg36YtIIvAQcAEwDpgjIuMCtzHGfNsYc6Ix5kTgQeCFYA6ub1j38s+5Hy8q8tOo3XOIf33W6Lq1dJUKFExLfyqw0RhTY4xpB54FLulj+znAM8EcPIYbiDFvdEkmACmJCaQmx/7I31ElWbR1dHL1Y5/w1pp6u8Ppop8hFapgavqDge0B12uBU3vaUESGAlXAu8EcXN+v7nXfpRO57gvDyM9IIT3F3q6haPjK5HLGlmZz0YMfUNN4wO5wAJ1wTYUnmCZaT7m5t3fblcBzxpijPe5I5HoRqRaR6hTpZGRJVrBxKodJS0lkwuAcynLT7A4lKhIShAmDcyjK8rCpsZW2jh7f4lGnDScVqmCSfi1QEXC9HKjrZdsr6aO0Y4x51BgzxRgzZXRZHvkZKcFHqpQDVBak8+KyHZz5s/l02Fzb13a+CkcwSX8xMFJEqkQkBW9in9d9IxEZDeQBH1sbolLOce8lE7j0pME0HWhj577DdoejNX0Vsn6TvjGmA7gZeANYC8w1xqwWkXtF5OKATecAzxotNKoYNrY0m8tOLgewfQinDtlU4QiqB84Y8xrwWrfb7u52/cfWhaWUc1X4Tkq76eml3DBtONefPdzmiJQKXuyPtVPKYuV5adwyYwSpyYm8vmqXbXEYjJYQd3OyAAALw0lEQVR3VMhif6ydUhYTEb5z3mgaW9p4e22D3eEoFRJt6SsVpor8dJoOtHH9E9Vsa45+fd+7iErUD6tcTpO+UmGaMaaYyUNyeXNNPe+sc85Zukr1RZO+UmEaW5rN8zecQXpKYtfkc9EUm4tVqkjTpK/UAIgIQ/LTmb+ugT++XxPVY+vgaBUOTfpKDdCssSU0tLTxk3+spelAW1SPrTV9FSpN+koN0HfPH82Dc04CiHKZR5v6KnSa9JWywNAC7wlbf/loC6t27IvacbWhr0KlSV8pC1Tkp1OS7eHl5XX89B9ro3JMHbKpwqFJXykLeJIS+ejOmXzpxDK2NrfaHY5SvdKkr5RFEhOEysIMdu4/zNzq7Rxs74jo8Qw64ZoKnSZ9pSw0sTwHY+CO51by0rLelp1Qyj6a9JWy0IwxJSz54Sw8SQlsborssorG6IRrKnSa9JWyWEGmhyH56XyyZQ8fbWqyOxylPkeTvlIRML4smxXb9/K1Py5iT2t7RI7hrekrFRpN+kpFwC8um8TPv3ICxsBmHc2jHESTvlIRkJKUwMlD8wCYt7wuIksresfpa1tfhUaTvlIRUpGfTpYnicc/2sKdL6y0fP+6HLUKhyZ9pSLEk5TIgjumM3v8IDY1aIlHOYMmfaUiKC8jhfFl2ezaf5iXlu2w9IQtg07DoEKnSV+pCJswOAeA2/62nOeX1NocjYp3mvSVirDpY4pZeNdMMj1JbGq0sMxjdBoGFTpN+kpFwaCcVIYWpLOwppk3Vu+yOxwVxzTpKxUlJ1bksm5XC//nySXU7z884P1pTV+FQ5O+UlHyX5dM4JGvTwZgU2Nk5+VRqjea9JWKkoQE6erUfeKjrSzZuntA+zPGaEVfhUyTvlJRVJqTRmVBOq+v3sU9r6yxOxwVhzTpKxVFiQnC/O9O46rTh7K5sXVAZ9VqTV+FQ5O+UlEmIlQWZNDS1sH3X/w0IvPyKNUbTfpK2eD04QVU5KfxzCfbeXHZjrD2oROuqXBo0lfKBmNLs3n/jhmU5qSypSm8E7YM2pGrQqdJXykbVRVm8M66Bm57dhlHjnbaHY6KA5r0lbLRFadUUJzl4aXldWxsCG3svtGls1QYNOkrZaNLThzMr644EYDNYZZ5lAqFJn2lbFZVmAHAHc+t5CevBj9239vQ16a+Co0mfaVsluFJ4kcXjWNQTir/XKWTsanICirpi8hsEVkvIhtF5M5etrlcRNaIyGoRedraMJWKbdeeVcXFk8rYsfcQu/YFORmb0ZOzVOj6Tfoikgg8BFwAjAPmiMi4btuMBO4CzjTGjAdui0CsSsW0EcWZAJx23zs8p4utqAgJpqU/FdhojKkxxrQDzwKXdNvmm8BDxpg9AMaYBmvDVCr2zRxbzP1fnUSmJ4kV2/f2u72O01fhCCbpDwa2B1yv9d0WaBQwSkQ+FJGFIjLbqgCViheepEQuO7mc4cWZLN22h8VbBjYLp1I9CSbp99SY6D5LVBIwEpgGzAH+KCK5x+1I5HoRqRaR6sbGxlBjVSoujC/LZnXdfr76yMd9zstjtKavwhBM0q8FKgKulwN1PWzzsjHmiDFmM7Ae75fA5xhjHjXGTDHGTCkqKgo3ZqVi2n9+cRy/vtI7dn9DQ4vN0ahYE0zSXwyMFJEqEUkBrgTmddvmJWA6gIgU4i331FgZqFLxwpOUyNkjvY2iPyzYzNtr6nvcTsfpq3Ak9beBMaZDRG4G3gASgceMMatF5F6g2hgzz3ffeSKyBjgKfM8Y0xzJwJWKZXkZKZw2LJ/qrbvZue8Qs8aVHLeNMUbLOypk/SZ9AGPMa8Br3W67O+CyAW73/VNKWeDZ60/ngTfX8/B7m2jv6CQlSc+lVAOn7yKlHGx4USZHOw2zf72ADzc2fe4+nW9NhUOTvlIOds6oIi47uZwdew7xVi+1faVCoUlfKQfLy0jh/q9OYvSgLNbU7afpQFvXfUYXyVVh0KSvlAuMKsniky27OfW/32HnvkN2h6NcTJO+Ui5wx+zRfPe8URztNKzdub/rdm3nq1Bp0lfKBYqzUvn6aUMBeHrRNhbW6IhoFZ6ghmwqpeyXm57CuNJs3l7bwGf13qUVtaSvQqUtfaVc5NVbzuJbM0awrY85eZTqiyZ9pVwkIUEYWZLVdV2nYVCh0vKOUi7zhZGFfGVyOW0dRzlv/PHTMyjVF036SrlMbnoKD1w+ye4wlEtpeUcppeKIJn2llIojmvSVUiqOaNJXSqk4oklfKaXiiCZ9pZSKI5r0lVIqjmjSV0qpOCLe5W1tOLBIC7DeloOHphBo6ncr+2mc1nFDjKBxWs0tcY42xmT1v1nP7Dwjd70xZoqNxw+KiFRrnNZxQ5xuiBE0Tqu5Kc6B/L2Wd5RSKo5o0ldKqThiZ9J/1MZjh0LjtJYb4nRDjKBxWi0u4rStI1cppVT0aXlHKaXiiC1JX0Rmi8h6EdkoInfaEUNALI+JSIOIrAq4LV9E3hKRDb7/83y3i4j8xhf3ShGZHKUYK0RkvoisFZHVInKrQ+NMFZFPRGSFL857fLdXicgiX5x/E5EU3+0e3/WNvvsroxFnQLyJIrJMRF51apwiskVEPhWR5f5RGw583XNF5DkRWed7j57uwBhH+55D/7/9InKb0+L0Hfvbvs/PKhF5xve5su69aYyJ6j8gEdgEDANSgBXAuGjHERDP2cBkYFXAbb8A7vRdvhP4ue/yhcA/AQFOAxZFKcZSYLLvchbwGTDOgXEKkOm7nAws8h1/LnCl7/ZHgBt8l28EHvFdvhL4W5Rf+9uBp4FXfdcdFyewBSjsdpvTXve/ANf5LqcAuU6LsVu8icAuYKjT4gQGA5uBtID35DVWvjej+mT7AjsdeCPg+l3AXdGOo1tMlXw+6a8HSn2XS/GeUwDwe2BOT9tFOd6XgXOdHCeQDiwFTsV7wktS99cfeAM43Xc5ybedRCm+cuAdYAbwqu/D7cQ4t3B80nfM6w5k+5KUODXGHmI+D/jQiXHiTfrbgXzfe+1V4Hwr35t2lHf8D8qv1nebk5QYY3YC+P4v9t1ue+y+n28n4W1FOy5OX8lkOdAAvIX3V91eY0xHD7F0xem7fx9QEI04gf8B7gA6fdcLHBqnAd4UkSUicr3vNie97sOARuDPvlLZH0Ukw2Exdncl8IzvsqPiNMbsAO4HtgE78b7XlmDhe9OOpC893OaWIUS2xi4imcDzwG3GmP19bdrDbVGJ0xhz1BhzIt6W9FRgbB+x2BKniFwENBhjlgTe3Ecsdr7uZxpjJgMXADeJyNl9bGtHnEl4y6O/M8acBLTiLZP0xu7PUApwMfD3/jbt4bZovDfzgEuAKqAMyMD72vcWS8hx2pH0a4GKgOvlQJ0NcfSlXkRKAXz/N/huty12EUnGm/D/aox5walx+hlj9gLv4a2H5oqIf8qPwFi64vTdnwPsjkJ4ZwIXi8gW4Fm8JZ7/cWCcGGPqfP83AC/i/SJ10uteC9QaYxb5rj+H90vASTEGugBYaoyp9113WpyzgM3GmEZjzBHgBeAMLHxv2pH0FwMjfb3RKXh/as2zIY6+zAOu9l2+Gm8N3X/7Vb6e/dOAff6fhpEkIgL8CVhrjPmlg+MsEpFc3+U0vG/gtcB84LJe4vTHfxnwrvEVJyPJGHOXMabcGFOJ9/33rjHma06LU0QyRCTLfxlvLXoVDnrdjTG7gO0iMtp300xgjZNi7GYOx0o7/nicFOc24DQRSfd97v3Pp3XvzWh2oAR0VlyIdwTKJuAHdsQQEMszeGtnR/B+a16Ltyb2DrDB93++b1sBHvLF/SkwJUoxnoX3J9tKYLnv34UOjHMisMwX5yrgbt/tw4BPgI14f1Z7fLen+q5v9N0/zIbXfxrHRu8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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "df.plot(x='timestep', y='funds')" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [], + "source": [ + "def pad(vec, length,fill=True):\n", + " \n", + " if fill:\n", + " padded = np.zeros(length,)\n", + " else:\n", + " padded = np.empty(length,)\n", + " padded[:] = np.nan\n", + " \n", + " for i in range(len(vec)):\n", + " padded[i]= vec[i]\n", + " \n", + " return padded\n", + "\n", + "def make2D(key, data, fill=False):\n", + " maxL = data[key].apply(len).max()\n", + " newkey = 'padded_'+key\n", + " data[newkey] = data[key].apply(lambda x: pad(x,maxL,fill))\n", + " reshaped = np.array([a for a in data[newkey].values])\n", + " \n", + " return reshaped" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "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": 38, + "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": 39, + "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": 40, + "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": 41, + "metadata": {}, + "outputs": [], + "source": [ + "rdf= df[df.substep==4].copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "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": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 43, + "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": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 204.0, 'participant_id')" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "dims = (100, 25)\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": 45, + "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": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 1., 1., 1., ..., nan, nan, nan],\n", + " [ 2., 2., 2., ..., nan, nan, nan],\n", + " [ 3., 3., 3., ..., nan, nan, nan],\n", + " ...,\n", + " [198., 198., 198., ..., 23., 2., 1.],\n", + " [199., 199., 199., ..., 24., 3., 2.],\n", + " [200., 200., 200., ..., 25., 4., 3.]])" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "make2D('age_all', rdf)" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Proposal Status')" + ] + }, + "execution_count": 47, + "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')" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Proposal Status weighted by funds requested')" + ] + }, + "execution_count": 57, + "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')" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'share_of_funds_requested')" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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/7o5ZhmEYxnCj0+cw9gY2qerngJUiMrcLNhmGYRjDkNoOQ0QuBN4HfMBHjQG+2Q2jDMMwjOFHJz2MVwCnA1sAVHUV6ZJbwzAMY4TTicPY6bfsiLft2Kc7JhmGYRjDkU5WSX1PRL4CTBaRtwJvBr7aHbOMTtmx7EEe+7ePorv6oLcHafRAT8N/9iCNRvGz0YCGuGPJHzeQhpQe0xBEcvmRopyQ6hPx+SQpC5FMujScDqfLyybppDbH6Q2vV4plJbqkkTlO8jUaafmF4wYi+PMrkYvt8raIP5dMej5sGCOATlZJfUpETgU24Z76/rCq/rJrlhkdsfman7Pljzew14JjYXsfUdSEZoT6T6Im2oyg2UQj/4lCpBBFqEbJsQu3PzY6IHZujYbbz78s3Mrh5MNJfkHIhROn3E99iROW1LGH+hoCQZml4bL8JfqkpwGNnuQzaeQ0BOnpyaRJj3f6eRlJ9ZTFSa9vNPk/enozcc6OME8jaFD1pA2OOL6nx9VR2PCK40Y4tR2GiFysqu8DflkSZwwx2+64k7GHHMKcbw7eOoRSR6LqHBNB2H/iZTTSXLqCRrXSNfKOjVg2coOk+XTN5U1kg3w+reWxajYcn1usO3LhxI5MOM6rqUPWvG2hjuCctSR/EHb2lOSvqQ+Nr1lwXTQ+rzhPoC8OJ9eyJD/l+ijTF6eHDRj/SZv97YYtoRMJnEkcTnv8waeU9PwzjqgkTzJqIBmHOuHkk5h0+uldPcVOhqROxa2SCnlpSZwxyKgq2+68kwnPe96glhu3sujpKX0LlmH0h8Qx5Z1J7OiDcNu4pHfdRPv60rhmn4vb1Zc2KJqRc4TNWEfT97qbaUMianpH3MzKlfXmY9lmsyCT0V01AqBRKrtrV3bUICo627GHdP8ph7YOQ0TeDrwDOERE7giSJgLXd8swoz59jz5Kc+1axh/1jKE2xTB2G2uIDF/q9DC+DfwM+ATw/iB+s6quL89iDCbb7nB+fK+jjh5iSwzDGMm0XVarqhtVdTnwIWC1qj4EzAVeLyKTu2yfUYNtd9yJjBnD+MMPG2pTDMMYwXQyh/E/wAIRmYd7S95iXO/jZa0yichpwOdwb9z7qqp+Mpc+DreJ4bHAOuAs76AQkaOArwD7AhFwnKpu78DmEcuaz38B3eU2D978q18xbv4RyNixQ2yVYRgjmU4cRuRfufpK4P+p6hdEpOXmgyLSA3wJN2G+ErhZRBar6j2B2HnABlWdJyJnAxcDZ4lIL27rkXNU9XYRmQrs6sDeEc2G73yH6Mknk/DkV585hNYYhjEa6MRh7BKR1wJvwL1tD9x+Uq04Hlgav5NbRK4EFgKhw1gILPLHVwFfFLeg+cXAHap6O4CqruvA1hHPYTf8cahNMAxjlNHJ1iDnAs8BPqaqD/qdatst+p8JrAjCK31cqYyq9gEbganAYYCKyDUicquI/EsHthqGYRgDTCdPet8jIu/DvXkPVX0Q+GTrXKWr4vJP5VTJ9AIn4t4jvhX4tX9R+a8zmUXOB84HmD17drvTMAzDMPpJJ9ubvxy4Dfi5Dx8jIovbZFsJHBSEZwGrqmT8vMUkYL2Pv05V16rqVuCnwLPyBajqJaq6QFUXTJs2re7pGIZhGB3SyZDUItycxBMAqnobbnltK24GDhWRuSIyFjgbt7oqZDHwRn98JnCt3xX3GuAoEdnbO5Lnk537MAzDMAaRTia9+1R1Y26DrZabvvhVVRfgbv49wGWqereIXAQsUdXFuCW6V4jIUlzP4myfd4OIfAbndBT4qar+pAN7RxXRjj623vo42lS/c6u4wb5kszn85m+kYS+TbEbn4zJ5G6Rp8SdkdUJQFuXxwTGSjw/iCPWE8bGtoe40fTRs/GYYQ00nDuMuEXkd0CMihwLvAtou1VHVn+KGk8K4DwfH24FXV+T9JvZWv1psXfIYT/xo2VCbMbRI8CmhMyTjZKRBznlJ1hE18nmrZTLOkLCcNCx5u0rkpUUasZ8uccTZ9Bb5A2dfZau0yJ9x2mXlJ1u8h40M30DJN17i9EZQp0lDJk0vbbiE1yY+DuRKdWbK99culAtljZZ04jDeCfxfYAfwHVyv4aPdMMronB0PbaJn0lie8p5jg51Q8RurxruE4ncNJdi1lEA2yBfvkurzAKlM3K+M4niNN3D1BaaycXIsQ05GNaujUEYun4a6q8rI2xTKJvWR1V2M00LesrI1sCFfdnIYhemakVdy+TPnEJxzJj8ZeU3SWuQvy0vWzjIZt8utu5lqRfmtxxn2MAJnJ2XHsTPrh2OrdlgUe/axXNzwaQRymRGCtMyxB+/LXk+b0tXq6WSV1Facw/i/3TPH6A+qyo7lmxg3dxKNvTppAxhGazb9ZgWbrlnuti5PblJBbyB/owxugvkeWrGnk6YLRdlYJu3REAtnieXVHWogmh4HvaUkMg7HkQEaHKi489c0e8G5QtZ5Kwh+S/c+zaWVOP1M40uCrePxZWva4IsbcV42Pp7w3JnDx2GIyG8oaUuo6gsH1CKjY5obdhBt2sm4g/cdalOMEca4ufuy74tmB71SSN+NQbbXFvZqwx5s2HuLgh5P8q6PNK3Q443DUairvJxUd1B2FN5oAxtHCqKZYbVu00lz9J+D4/HAq4C+gTXH6A87H9oEwFhzGMYAM27OJMbNmTTUZgwoibOL4pZ9mcMpCWeGekucW5gWacbJZhxqpKkTzchpwQmGDi8znFxi62D8/jsZkrolF3W9iFw3wPYY/WDHQ5uQcT2Mmb7PUJtiGMMe974NoEfsfRsd0smQVDg41sDtLjt9wC0aBaz79r1su3Nt6eqQ4ooPyY63his5fFJz007GztkX6bGvv2EY3aOTIalbSKeL+oAHcTvNGh2w6/GtbLtjLeOfNoUx0/fOjg3nu6phFxeCibLsypgxwD7Hme82DKO7dDIkNbebhowWnrxhFfQI+515KD0T7P0VhmHsOXQyJPXKVumq+r+7b87wJdq6i82/fyS7TrpyGWEcJrMGG2DrLY+z99HTzFkYhrHH0cmQ1HnAc4FrffgFwG9x25ErMLIdxvYmm69bkSzn6zcCE56X3+HdMAxj+NOJw1Bgvqo+CiAiBwJfUtVzu2LZMKN3ynhmffwkIFhX7gKZNePVS/L8cW+Dnn3avXfKMAxj+NGJw5gTOwvPY7iXHI06MiuXgoV5tkbJMIyRTCcO47cicg1uHynF7Sr7m65YZRiGYQw7OlkldYGIvAI42Uddoqo/6I5ZhmEYxnCj053qbgU2q+qv/IuNJqrq5m4YZhiGUcXjm7Zzzd2rERF6GuI3bhV6RGg0oCGS/PX4h2MLx+LyNRqxbO441tGAHr9DbVyWi8/J5eJ7vC4Rl78nfhB3D6aTZbVvxb07ewrwVGAm8GXglO6YZhiGUc7ydVv51x/ePdRmdEzsPBoN57B6G/64kTq02AFJzunETk4Sx5R1Vn931AzefGJ3H5frpIfxf3CvaL0JQFXvF5EDumKVYRhGC445aDJLPvQiokiJFJqqRH5lYlOVyO+o24wg8uHIHzd9WqTQjGLZ8uPIy0WqNL3+wnEsEwXyUTFvrLMZaWJvM4JmFNH0tqpW6wjPIRPnNzcc09v97Wo7cRg7VHVn3KXy79lu+0SCiJwGfA633ddXVfWTufRxwOW4vanWAWep6nIRmQPcC9znRW9U1X/owF7DMEYoY3sb7D9h3FCbMeroxGFcJyIfBPYSkVOBdwA/apVBRHqALwGnAiuBm0VksareE4idB2xQ1XkicjZwMXCWT3tAVY/pwEbDMAyjS3TSh3k/sAa4E3gb7j3dH2qT53hgqaouU9WdwJXAwpzMQuAb/vgq4BTZ02eGDMMwRiC1ehi+p/ANVX098N8d6J8JrAjCK4ETqmRUtU9ENgJTfdpcEfkzsAn4kKr+vsS283GT8cyePbsD0wzDMIxOqNXDUNUmME1EOt0xr6ynkJ/3qJJ5FJitqs8E/hH4togUXimlqpeo6gJVXTBt2rQOzTMMwzDq0skcxnLcW/YWA1viSFX9TIs8K4GDgvAsYFWFzEo/kT4JWK+qCuzwZdwiIg/gtiJZ0oHNhmEYxgDRicNY5f8awMSaeW4GDhWRucAjuO1EXpeTWQy8EbgBOBO4VlVVRKbhHEdTRA4BDgWWdWCvYRS49c/n0Gxuc91at0e9TxEk2ZNekpg4LO7ViEF8o5Anm18QaeR0N9ynf1Wi0ICK/OmxzyPk7AhsSc4lKCsTH76KtOQck7g0v7O94fdNa2RsdTY0EluERlYeKaTHYYnPScr0hfkaGTucXDE91dvI1Xtoew8iDUR6cKPr8XEjCNu0aR062RrkI63SReQLqvrOXJ4+EbkAuAa3rPYyVb1bRC4ClqjqYuBS4AoRWQqsxzkVcFuQXCQifUAT+AdVXV/XXsMoo7dnH3/zUzTdcti/xTAbjvxnNj08jlwwiY/SY/yuxkSurDI9KKpRIh/qTeQhkNFAF5XhNB+ZcMaORN5ICR1fNgwEab6xkHN+knOUBeeVCws9Tj6J6/FOMo0vysRyoRPuARGm7Pc8nvKUv+1qDUn6ZdtNRSK3quqzBkRZP1mwYIEuWWIjVobRCeUOKAo+I7JOzMVp4iQj95mRTx1ikp6XTxxyhb5MOHSwrqxULvLO1oWz59B0TQPtQ7Xp7Wz68po+zuvO2ZXqAw3qwTUS8mVrUHaU6EvqImdveh5RahPq7QmOQxlS28NwfDxjxmt46iH/2K/vgIjcoqoL2sl1upeUYRgjDAmGo1x46Gwxhjfdf5bcMAzDGBEMpMOwdolhGMYIpl9DUuJmYCao6qYg+nMDY5LRH5pRk9vX3E5Tm24tjTQyfyJCgxpxyWQeyXFlXBifi8usy/HhWD8CjWTib8/f8tkwRgudbG/+beAfcCuWbgEmichnVPU/AFT1612x0KjF4gcW8+E/fniozeg3seNo0PBLTiXjwMo+26XH+jLyZWkV+krDLdJCRxieRx3Hm8iWOeOSc4Oik64jm5cpszGju8zGThoSJbINaaT1FDRUwoZMj/RkGjSF4xo68vJlZVTpKCsjsSkXH57bSKeTHsZ8Vd0kIn+P20fqfTjH8R9dsczoiN+s+A3T95nOx0/8OJFGRH7VStOvuIjjkj+/0iQfr36FSfJP0yWiYVy8BDWJL4kDsvqqPr19cVmJHbGMpjKxzlg+1NMqPT7fUDaftzLs86MQ4eqpL+rL6EZTuzupx6o6qqxzpRjXoWzZdWsnb7RGkKxDqXA+GYdW4vRqO9MS53jK7FM462lntTd2N+jEYYwRkTHAGcAXVXWXiNg3ahiws7mTGx+9kdOfejrHTT9uqM0xRhh1nUupAyxxlqFDDZ1s2MjJN2jCRkBZgyevI3bspfJERFF5oylTDlmbWulN0tvY1tJeb1MndscNl0gjdjR3dP270InD+Apue5Dbgd+JyMG4TQGNIWbJ6iVs69vGybNObi9sGB0SDl8Zo5tOnvT+PPD5IOohEXnBwJs0enly55PsinZlx4BrTCb/duVvGdczznoXhmF0lbYOQ0TaPTrYavNBowM+csNH+Pnyn/cr70kzT2Kv3r0G2CLDMIyUOj2MeKPBw4HjcJsFArwc+F03jBqtnDHvDI45wL1gsGxcOBOfm5h84ewXDo3RhmGMGmrvJSUivwBepaqbfXgi8H1VPa2L9nWE7SVlGIbROXX3kurkSe/ZwM4gvBOY06FdhmEYxh5KJ6ukrgD+JCI/wG1F+Qrg8q5YZRiGYQw7Olkl9TER+Tlwoo86V1X/3B2zDMMwjOFGp3tJ3YZ713YvgIjMVtWHB9wqwzAMY9jRyV5S7wQuBB7D7ScluKGpo7pjmmEYhjGc6GTS+93A4ap6pKoeparPUNW2zkJEThOR+0RkqYi8vyR9nIh816ffJCJzcumzReRJEfnnDmw1DMMwBphOhqRWABs7US7uDetfAk4FVgI3i8hiVb0nEDsP2KCq80TkbOBiINxB67PAzzop1zAMg51b4eq3gzQq/gQaPWkYKaZLLq5fMiVylTKNGnI5mfh43xkw5ZCuVmknDmMZ8FsR+QmQ7HKlqq2e9D4eWKqqywBE5EpgIRA6jIXAIn98FfBFERFVVRE5w5e7pQM7DWOjMcvkAAAgAElEQVRAWbp1O+fe+aDfnsWNxSZ/yZbffqulJF2CdPfXkECuJK+U5IUgTvLl1pQl3kamOq+U5KUsb0l+KvKXlU0uf0PcMEd8HNdTw8s1vL5GUH+NIF5wx42cjAiM2bmFkx69C1FFNEL8O7WTsH+ft2gTQX0a7jN+n7cq4t8PLhrEDcedfE94O7z0k10tohOH8bD/G+v/6jAT1zOJWQmcUCWjqn0ishGYKiLbcFuonwpUDkeJyPnA+QCzZ8+uaZZh1Gdco8Hh+4xPbhHqNmuN920NwvGxVspGYTiQ9fepbDiXl7CcJH+xbCryh/KRBnI5u/N5yeWtKpuK/PmyB5WjLu2OXu80Gjgn00MTUXw4TWto+gmaCTeIEJxDiuMEpaERDf/ZK+6zB+hBk78GEb0oPar04OSffeBhvK07Z5vQybLaj/RDf9n+lvnvTJXMR4DPquqTrV5OoqqXAJeAe9K7HzYaRksOGj+Wrz597lCbMaJw29qkDjTyTijyaRHOqbm0WE5T+ZxMrCvKyYSySXml+lPHFlXq18CWKv3+uMTOyJ97pOptLdevVedR0J/Vc+B+8S5O3aOTVVK/oaSBoKqtNjFaCRwUhGcBqypkVopILzAJWI/riZwpIv8OTAYiEdmuql+sa/NoY2szIlLNDAM0gm573LUfLW8HM4Yv4ffTxwyhNUZdOhmSCoeFxgOvAvra5LkZOFRE5gKPAGcDr8vJLAbeCNwAnAlcq26Dq5NiARFZBDxpzqKanz3+BOfevby2vOT/cuPpsaMRBCL1XWrveBq5MWz/qw/HtxsSvJITMuPaFMbj/Zh13o6S8f9GnF41bu7Ts2VWj/N3JEf1XEAjZ08j0NGoyBOP/2evR3EOgFy55PTk675sLiKVKc5H5M81Y49INlzyXYkF+nMO/i3vhXmJsmuev1bhnIdrFPnvUnC9Uh3ZeZGyvK3mTtKyxcdl9YyWRlgnQ1K35KKuF5Hr2uTpE5ELgGuAHuAyVb1bRC4ClqjqYuBS4AoRWYrrWZzd0RkYAHzq3pWwo0nv8iddRP5O4X/RmokDxE3faYU8QGPDDnoe294vuwpd0rLfVSFOinEt80m5TP5uVqWrlZ7McS5jqVyunsO0vIcokUmvT4s6CO0ouW5a9xzq6M/E5zKFNtep6yqZ2mXH9dOujFwd53WHYcnbT3kdVenIFBdMxDfixoeP845MxDsgHx8fx2mJwxMpOLbEIRI4USGRP33aZN42+wC6SSdDUlOCYAM4FpjeLp+q/hT3DvAw7sPB8Xbg1W10LKpr52hk464+7unbxf4b+/jW3x6djntqMFYcpeOtaG5MOJaNx5HjcV4/kfnQuq38ZfXmVCeB7ngyM/nUdEI1I5ubLA3GjDPHPmN4DgVdQZg24bA8dzZ+glZLJqZzE8GJTKAzmdjVNJ647PAcgvhQB2iiJ/2f5DyTuMC+NC4+1oo8ea15W7LE5RRkW+QxOieZo+hHPqCe0xVYP2Mib3vHMHEYwC24cxDcUNSDuGcojCHmiuVr0IZwxgH7cfRBk4faHGMUETcaoozTTx192sjINgzI5CnmLW1gBPFR5Cd8VWlqNhxFLq4Z+QaMD/dFYVr2L56IDnU1VVEvr4qXw7+Lm6yckshG8V/k9SlEUUQzyJPKBGXHjbpIMw06NM0T13Vct2Hj7sR5+3f9etd5496rVfX7wCnx8xTG7vFfDz/Gjx/fWL4ePT9ZncwD5Md3fRcYuH7tJmRrH297zsyhOiVjlBIPuTRKxwyNkUadHsYHgO/jHqp7VnfNGfn8fv1mPvLAo8jmXcjOZjKHkFA2lhr3PivGURWYtznioCn7dNFywzBGO3Ucxjq/pHauiCzOJ6rq6QNv1shkWzPiH25/ENnax7k6ntnT9s50MdPufUV3nGw6QfrLT54xpOdmGMbIp47D+Ftcz+IK4NPdNWdouGnZOi768T3JygXXms8umYuHgJDs0s44Dxm59JhgKOmRvYV1U3tYsEn52NlPHzVL8QzDGBm0dRiquhO4UUSeq6prquRE5Auq+s4BtW6QGNvbYPq+47Oriyhr2YeriKLM05zhCp8o3xuIexDr4Ngnx/KVM442Z2EYxh5HJ89hVDoLz/N205Yh45mz9+PSNx031GYYhmEMazp9455hGMaA02zuIIp2+J63XzuYHDf8sG8c38jJGIOFOQzDMIacFSsu44Fln+pn7kbiRJwDiY/bx7kwbsOPJC50TKl8Rgb3aHY2DpBcOQhII/kEgrRGRZzk8jb8Ssn0/Rhx+aGd++33bJ5ywEv7WYf1GEiHYa7eMIx+MWXK82g0xuEfV0ue7kufRo/8ysBgE3b1sihomO7fWwEoEapRIO91ZeKinK5cXCEfvjwnn40LbEGJ/Ds3XByQK0v9uaVxJLYVbCzEZW0a0ztx6B2GiFyhqueIyLtV9XMtRFulGV1my5Zl3L/0Y2jUlzynEbZC0hZLHG6VTkE+2TYuXvmVbwlBrmWU10upHaV5k1aUz1NIi8Okra0gLZuPkrwUwu1kEjuDeiiWG8oQxJWcQ2xiqY6wTtqU004mr7NCR2cyvsyg7uJWOK1k8jokLWH8+JlMnz6rYripQfVQVfhpdJs6PYxjReRg4M0icjm5noSqrvefXx9484y6PPTwJWzY8EcmTJhPtgUSt8bIhcP0eCVX+pcJt8mbLyvNS1FXEqa8rGRbibj1FKYZRivCIZpWQ1Ghk0nzlA0HhXlSZ5YftoobUJAOV+XyVg41hQ2oVkNXZXkhHKaaMuV5TH/Ky7taw3UcxpeBnwOH4PaTCh2G+nhjCOnr28xjj/2Y6U85gyOO+MRQm9NVQgeSHkeBkyl3Svm8pY7LCQVhDcLF8ovOrsTGnI5kS8F2MgXb0riiXa10VOutlgnSA5ls/nIdYf4ymeL506Kc0IYouD5lw1PpcFCoIz88VRwOyuYt6ovtKBs2ijI2pMNFVXldODtMlc+bDjV1Okw1flzbvWB3mzrPYXwe+LyI/Jeqvr3rFo0CknHLQte7fzy6+mqiaBszZ752IMwb1qStwmA0yTCMQaGT5zDeLiJHk77Y6Heqekd3zBq5RFEfd9x5PuvWXVeSWj4WXD5+m44RN5vbmTjxSPbd96jBOQnDMEYlnbwP413A+cD/+qhvicglqvqFrlg2Qnnwwc+xbt11zJp1DmPGTIWSrms6cFHWNS924xVl+lNsSy/DMLpLJ8tq3wKcoKpbAETkYtxrVc1hBPzu9wvo69uSedAo7Bk0m1uYceBrOPywRUNppmEYRsd04jAEaAbhJrkVU6WZRE7DLbntAb6qqp/MpY8DLse9wW8dcJaqLheR44FLgrIXqeoPOrB3SJg18/VE0U6qegVjeicxe7a9d8owjD2PThzG14CbRCS+aZ+Bex93JSLSA3wJOBVYCdwsIotV9Z5A7Dxgg6rOE5GzgYuBs4C7gAX+veAHAreLyI9Uta8DmwedQw55z1CbYBiG0RU6mfT+jIj8FjgR1+I/V1X/HKeLyH6quiGX7XhgafymPhG5ElgIhA5jIbDIH18FfFFERFW3BjLjCdctGoZhjHIufddb3YG4xS9HPv9FnPCK13S1zI62BlHVW4FbK5J/TfGNfDOBFUF4JXBClYzvTWwEpgJrReQE4DLgYOCcst6FiJyPm4xn9uzZnZyOMYhs/vWv2XbHnX5KJ3wK2D+0lLyIxKVLHBc+9exl0jRK82fyhrLSSneQFsfldCf5MmnV8ZmypFFeRuZp6cCWzHkE9rSTydRLlZ4B1lclk0/3x5n6CupGRKDRyOSRMCx+E8I43IgffCObT3Z/qfqewIGHHp6+OkGVCVOmdr3Mbu8lVRaX7ylUyqjqTcCRInIE8A0R+Zmqbs8Iql6Cn+tYsGCB9UKGKU/+4Q888b3vpw9+af4hMMMYYMocS84p5Z1XJpzI4Z66TuKDp7NbySTOsMN8ORlpBA2RRtrweEYu38RZT+16lQ6kwyj79a8EDgrCs4BVFTIrRaQXmASszyhWvVdEtgBPB5YMmMXGoHHghRdy4IUXlqZp6DziYw0XC5THo8E2IiX5NXRIufxJWpg/p0PzaWHekrS28RoV7YzPP7Qll16wN3wKvEOZYn2Xl1mQ6bTMUn3hdYjSMoK6UdX4rWPpkvIoCvIGcgpEwZPPGTn/BHSZXK4MJ1diWys7ouBp8SpdsUyoJwqeAm+VTxVt9kEUlxHnI0lP68H9NTfkZwQGnm5vb34zcKiIzAUeAc4GXpeTWQy8EbdE90zgWlVVn2eFH6Y6GDgcWN5le40hIDvEVJI+iLYYhlFNV4ek/M3+AuAa3LLay1T1bhG5CFiiqotxK62uEJGluJ7F2T77icD7RWQXbh+Nd6jq2gG01zAMw+gAyXTb2wmLnAgcqqpfE5FpwARVfdCnTYl3rh0qFixYoEuW2IiVsWey7IllvOUXbwEg3hI+2axdhORf0BsLw/GxBG23MJyRDfPkdFSlp1ump/H5MjK25nRkzqemzjhfla1hWWWfjeQFSe64INcqTxCO7WhQoqNEZ1xWpuxO7BXJlAW0tl+EOfvO4WlTnlb365ZBRG5R1QXt5DrZGuRCYAFuaOhrwBjgm/h3eQ+1szCgb9cuVCPiSbO4MSC4iTNppF++0bKSZE9i7zF7c/KskwHcY5/BA5+qwU6vkISTTWTi9GRKQQs6MnIlOlz2ivRQb6jDp4XhJJ9q4RxC21rprLI7DIfxUbIjrTsO9UV+V9jYnvhfkifQEdsVUaIjPK+cjuHA6494PU87vn8Ooy6dDEm9Angmflmtqq4SkYldscromPtvvoHFn/54MPEIYyeeTaN3RkYu/66K7GdZXCuZ4nG5C8r3YtXPWZT1btO4jC6J06ryhdMgcbqXDRQVdbbTkZUvPb+8filJLtgvRX0CB/EMXD2WF1bw8SU6JDjOG+GiNF01BCDOHsnJZ/RkwoLE9RP2diSXN1mZlNcviGh5XuI5rTDe1Vm6VDeND1fsZlZC4RcoxfXccGmx7sJn3KgqSxNBeuLWPKm+uPXfSM9bxX3fGiKoKBq/rgIXjvMj3hkK0JBMHUWN+Pr7/P6UNP4ONZxdEak+EThg6jDY3jxgp5+MVgAR2adLNhkdEkVNrr/yCvabfiBPf8GLk5UTax8Zx45tW9xqCsgsXkk/tSQ+bP0RLy5JIjQUzqoIjot60+hQebacOEPcN0qPW8ijoFKtNxeXsTefVtCdjcu6Mx+K0riokKlED/hKqerhia+zdj1AKT/XlvkkEC7xPiXHWhFfftwuLhs/vHu5ZY2l4cuU6Xdx6KLDulpGJw7jeyLyFWCyiLwVeDPw390xa2SjqvTt2OECSctI/DCRi8y0ppK08h/XX2+8nnUrH+Zv3/0vPO25Jw/GKRjGgKLqlp+Gw0Zu8+Z0yCtOD8N+/IjIN5KiCCBCI03iEr3JZ+TSIlCN/Epdn7+ZDl9dtuJrPLx9BfFMhOsQSC4M4rsYEjhhQRANelBINl19vrADrMGQcaxbJcmTlK++sZKRFyYfeMwAX5UinWwN8ikRORXYhJvH+LCq/rJrlo1Qdmzdyv9+4kJW/fXe/ivJTRaqKhNnz+WG+x7g+nvv9yJhd19GZNxQ6Ohm2p4oM1zsSIaxetK4cAK5P2VEG5StfVsz8xaQzolAyZwN6fxMlLxiOJhb8WkqJfMookXdkp2fUdTpDWV83AH7TaPb1HIY4jYRvEZVXwSMOCexYfUq7r/pj0DwxQnGQ8UPFMbjpNnjsAfgQ/GXNziOb/D3/O5aHl16Hye84izG7rVX9gEp0pZO8sWKHxrKDL/E4XRy8L5N21i9ejUzZ87MTgg2m0TbtqZfsGTURtMRbVXveHwRwfEu0vNE3eBEnCaxXd5pxT859cPTGigslFFSbjJJL5I5h4x8m7hO5dvpMEYvvfQyn/kDrrdbzvrYWccOuK15ajkMVW2KyFYRmaSqG7tt1GCzbuUKfv/trw9KWSINTnvHe5h/8gsHTOeyZcv49eWX85KXvITnPOc5mbSV99zFdz/y/n7r/tybP8TOseN310TQyHfJIR4TDsPJTyBZ2ZU7juVy9/Jk8lWD4zgtuPGHOrJlZ/PF8QVdVfbk9ZfkT2X8JIhQch6tykwnmSWfHsuIIFpcdFCpN7QJ4jnXzBBJmS5ydmQ+fflhmeKvSygX60nrOhuXHBfK8XFaEheXFbRawnqXoA6dXWm9JjrFN6LUTSbnvwuZc9D8tU/1CHndaf6MTRrnC2xLhrlK6rlQZvgdV9YVrtjAU/s5DBH5HvBsXA9jSxyvqu/qjmmd09/nMKKoSXPXLtJrVtKK1zA+00zOtkwLvQOnIw5Lby+/uPY3LFu2DNi9FkXM1q1bmTpmB2+Zt4ZG3/akFwSwZUfEQ6t3xlYQfhXDeVdND0DStKumPZNd0puRUSGrA1BJfzbpWae3GBXx1ZDqqJav0BHHBWXF9+B0uNgPJ2Rub+F55/T7m6QiBEPDaZ64B0WcFtrjMmiurPCnHsaFt/PwV+fqM29vMa5cb2pDbD8ldVumM0mTkrh8OVJ+Tvhys7YKkaRpcd1nrpvkr0Nw7UvyIpLaJ5IpOyuT6g7tzuQry9+IlzrtuZy2aTVfX3hav/LKQD+HAfzE/404Go0eGuN6+pVXVbn99tuB6ht9+HnHHXdw3333cdRRRzF27NgBGXIBeMmGb8Adf2THuAMzt4QxwDw009pObw1V8fiWrfL0Fb8JT5bs7aIkf15G87etWCYoL2mB1Wu8GMZAkFvoB7iGhiJEKqh3LBGNxJFpnE7DyzaIpIE2etwxQiQ9RNKDiltT68INl95weZQGTWmg0nCyXpeKoNJIynA2NHzZvqy43EbD/4Jc3Ix5JwD9cxh16WTS+xvdNGRPRVW5+uqrO8rz0pe+lBNOyO/yvhs89Ef42nXcuPl13LLl1f1Ws/cB97LX1Ad8KGgNhys1IGiCF+MyHelglUjQ7A1a2kGvJqMr/ZBcXJwvHt5JZ2Kcw4l7HTmNQf44h6IaPBtQ4avyQ0d5fbmOTU09wQxSEC/hGedPPrPiJpcx07UIroCPl7wBvrsU10NajHfgvjeYGYIJSshfVUmLReLnCYg/s8Mw4J/BUMkOAbnMrgEiwbBMcI3Soa3UbiGVT8vNDut41YRDPyL+1i+Q1kGoyw9Lod7OQE4gXkAd93sSWUK9UVJefGvvTc4vcueqYRn5PnBJn1tcI83Vc9Pb0Acoun0c3aaTJ70PBT4BzMe90AgAVT2kC3btMYgI73rXuyp7AvnPcePGMXny5KySx/8Cly+MFcaaa4ZBt25gS3MqW+e/lTe8Yn7mOQpXNrgbpAv/8abf89CK5dmbncKEadczZepN/agFY0+lb0eDx29L36OQ/3qFnlEy8SROqOA0MzfhfHyqt1hWaINm4lPZnEfO2FVlq2biNHRWiSdMXRHBkFbsyFJvKRlzldwDj8HvUlRSXeJNTxaQSFAvkobV3VOSmRkNspBucxK4tSRuom7gKXSXTl/ReiHwWeAFwLkULvXoQ0SYMmVKbXlV5dZrHuKR+/xWxALjm49z2K7jktZSrp2ehoMfQNjK3Lmzj9u3vIhTX3Uk+0xu38qYOHlvJjyxd8GubdtezCMrX4wG2x1oZuuD8viy4+wqKS0eB63Gcrl8ecX8kpN38eGQWmBT0gMoKUs0Jx90H4IhtkxZwQ0xOf9EPq+nSn/s2DXRmarJDeOVHlO8aefl8jfjXH7d0aR5++OV6o09h6nz/+r24+ginTiMvVT11yIiqvoQsEhEfo9zIns0Wzbu4LEHNyXheMlsvkWVLpdNWyKZLRySVky47UJ8o3eJ9//pMe763SNMnbkPPWN6QJXt7MefeHdyb8reBEluKrm59sxN6JlnHlzLWQCcdNJJnHTSSbVkjeFHu/msbhxH8TsYSB+SC/eKQv3zAhocAyg+PrU5WUSiUfZc1LlMjd8HER9n8sU2RMnvIoof4NP0Yb1Ev9ehob3BZ5SLK8ig/iHAKPltJnZr2lhIysjZnNeTPM+h7vesgd7EBrL2pDrScpIGT1KPMPvwI0q/LwNJJw5ju4g0gPvFbVn+CHBAd8waXB5fvomfffnOQSvvmFNn89xXPjWz0skw6lK2Us4wBoNOHMZ7gL2BdwEfBV6Ie/HRHs+Mw/bjNR88LgmXtfDjpbLZ+Pw+R0EvIBltyMqMHd/LAXMmDsmPfdearay/8j4XCMZPi2PNYbcq/JRsslTI5nXkg/lzz1dFic6WNrYpu6ij87wuKa+oRd6yfHXkw25t1bkXEkp05/UXg9Xn2qYcKbGxaEN1ejIvUKjHfG9divWStzE/ElAqJ9nvLCUywbVN7CvTG36EZeW/l4lMXk8xXLAtrJvC+QX5JZsuY3tojO/uO/E6WSV1sz98Ejd/MWIYt1cv02aP/I13pSH0TBwbDA8EicnQQi6uMCWgJFMWwfh7drwsp6ps/WKrcnO6tTStrKBq/fksmfQa+vMNg/Jyi/HBFEhOUevz0Fbn2CZvadgY8Ux43gwmv7y77/XuZJXUYcB7gYPDfKo6cI8sG12ld+pe7P+mI4fajI545JFH2LVrVxIue4hxTz0ezPD6VVu48QfLXZz/L2tXLn++A5DrEaTDYmF+yRwXOjCZVnPs0bJ6QvuSlUlIzpZM1lCL/1+Lvat83lzYWaTJccGOQLb3vj/Rs/Zh4i2DVMLNQoP9yJPeR7q5aBgvPm/aC4rrIpXROC85PUE4XmAVbRMmM0wcBvB94Mu4HWqbdTOJyGnA53CvaP2qqn4ylz4OuBw4FlgHnKWqy8VtdPhJYCywE3ivql7bgb3GCODqq69mzZo1Q23GHk/Prn2YuGleLlZKZbPPz6SyxdhcjLbQWSd/LBc7ilJ9ZY6gXE9qU5tytTy+zGKA+ff8iumPD783ez58/ynMfs2JXS2jE4fRp6r/1Ylyv2nhl4BTgZXAzSKyWFXvCcTOAzao6jwRORu4GDgLWAu8XN2Lmp6Oey/4zE7KN/Z8Fi5cyM6dO5PwYK4M6saxhVuH2z/PFLVMr6ej87xuJZYLrz7xpTwWvSRdtRWvimr6sdoosDUC3FIx8CulRAm2ZvfxquBXf4cro0TjIWBNhk/DlWlEbt5UUOYc3f3Rg7YOQ0Tihwx+JCLvAH4A7IjTtfWrWY8HlqrqMq/rSmAhEDqMhcAif3wV8EW/dPfPgczdwHgRGaeqOzBGDbNmzRpqEwzD8NTpYdxCMJqIm8cImwitnvSeCawIwiuB/J4YiYyq9onIRmAqrocR8yrgz2XOQkTOB84HmD17drtzMQzDMPpJ2y0aVXWuuu0/3gccrapzcU993w6c2SZ72SBgflSxpYyIHIkbpnpbhX2XqOoCVV0wbVr3XyBiGIYxWulkDuNDqvo9ETkRNyfxaeC/KPYYQlYCBwXhWcCqCpmVItILTALWA4jILNwQ2BtU9QGMEcvGny9H+4JtSAorYaTsI1jKQrv50cwSmX49k1C16qdl+a1tS1W0O4d2eirSO9CR2U9pd3WVrH5qq0NyGZIFRIXlUGndZlZuBXFly6oysiX2VzwzUfqcRMGeFs8zldhc+P4Wvm8l5ceBvL5YRUOQ3u5u096Jw4hXRv0t8GVV/aGILGqT52bgUBGZi3sy/GzgdTmZxbgHAG/A9ViuVVUVkcm47dQ/oKrXd2CnsQey5dbH0O3xV6z82YKWzybYcwnGKGdYPYcBPCIiXwFeBFzsl8O2dGd+TuIC3AqnHuAyVb1bRC4ClqjqYuBS4AoRWYrrWZzts18AzAP+VUT+1ce9WFUfxxhxzPjgAG733oZ0lUk+IXfQwiH162HCwuqggmEVOluXkY8uTaxZllald6AjZs36dXxz8ZUuQTJPN5Q+q5FIhD3BfC8ieIYhjYNs7yjf2s8/x1GQyj5HEpZWkj+0O6e5opyS1LJzKCsnE8wuOc7rf+q4XhYMo+cwXoN7O8enVPUJETkQNwHeElX9KfDTXNyHg+PtQOElDqr6b8C/dWDf6Oaxe+Daf4O+bT4i/kZL7jifVifcYd4OZB9Zu4OVj+8kP7xQ7I6X/LgzN5ZiOfm8UnY+eR3pOEhxKIDwBpbml5xMqY4gTQpywa0hky9rY9H+vA1Z2wrl5B4CS1Xl4jJpjayORD44x8Ae99FABLbsUg7apy/RFW8FnvUrEqQHcf6mqKE94dIbf5DJQ7iHcEq+vFadTw1tUq2U17Ljqh5xch4UHXN87P8L9kAu3yCh0A7wlaLKdNmfbtPJ1iBbgf8Nwo8Cj3bDKKNDtj0BV77Wfe5/aPabChXhqjRKZH24lt7OZFeunMgfVuxX80T3TNaP2Y+mv/FKScs9f8vM3vIqbq+Bnn7lD+VLuiitbruF8ko6I61uyy3t1ar85fLpu8Or3ULZ+9BHItGmO+HUl3a1jO7uVGUU2fEkXPtReOQWH9GqFV6z5b/pUdi4Et70U5g9eEM7A8FxUZMFUVS6r5WGN43cMFJZWvaeEccVm3RacGKBXL68krRMuNTWrNyLv3IbqzenDx8aQ0/69j4fzndwCRyNhHEQOq5CBxLNxJeWRd6h4TtVGo/eJfla5snp3TazwQsqz3hgMIcB8PBN8OuL3HHVMEzdG3o7ucfuhicehjknQqOX1q1xcmleVnOye0+F5//LHucswL1PnUb/3qe+p/DJM49m+66I1ImlafnhjNDx5H1dwamV5Cv76pTlLw5xtCo3tFdLZSjRnT6Q3CItcy55x1xebqhD80M3qpUyoa2asaE8D5m4ar2ZstvoJY7rtOxcncVxcYSiHHZ49982YQ4jQ3xD9jdnyN6w6w7ttJLbdwac8Z/OYYwyokjZtMbPsRQ6S/l5hzS6uKFeRZ6Mr6/IUzpnkJeRbFLOptIN+qr0Cpw0b//MPEchT+naU8MYfpjDANcyP/cnQ23FiGfX9j6+deGNQ23G8Cfvy0IH1sbxFZxcmf8ycboAAA+/SURBVIPK6y1z0nm9BZmiU62jN29zHb0uWvIixTwFx140rihT1RipqTcMd9BgKWsgtW+wBHlKruWcZ0zlyJO6u92eOQxj0Ogd28OLzp2fRiTj/3E4Ew25Ln9Wpnr4onxOI6s3E84NK5TmyQ/ddJCndCgqNzaTr4OCbi2TKT+P/NBLJrLiPDJyVdclZ3x/8mTiq2wpXHMt5qkoqPhdSpW11FvQXaW31Xer+jzcwEXmS5odjCj5jmTCLc4j1rtjWx/dxhyGMWj09DY4/ITpQ23GiGXN579Ac5N/N33uKWPJN3FLltBW5qmz3DrfOq5VXkWeDvLWyiN5uTAtsD+0oyCX2tpSV2hXpVzOnrI50DJ7SpZjh/aMmWUOwzCMmmz+5S/Z9fjjQWu+9WemodrFPMbgsN8bzmH6Bz/Y1TLMYRjGCOGQHy0eahNaUrYcubaD6iBvZpgnsyRJA5nCeFHmOLscu5g/lcuVVSJX0FVlTwtdGR1lC2xU6Zk6jB7cMwzD2B1Kn7Rvl6dLthj9wxzGCOGGB9bxmV/ex45gx9f8qpUwrmwo2cVLSVwom1+eUS5b3KenQg/l9w4ZMJvLyynXWd/mkmqoUXdZubxsYRVRBzYX7S05l0JYcnnKbWxbZl5v2flVlNnqu1Mmk19BVO9c+ndOLXUHdhTrQbJxJTbXKS87VVFSXiAvAofsP4FnzJpENzGHMcT8+eENrHsyfQq4eglf7oblIgBYs2kH//rDu5g2cRyHHjABCBbFhD3vIGurh8CcbHHVRviwUXkegkdOXEIf29jUc1PGgMzzqWX2aXpypaPgwTuny9JTm6S4yqUUKR1uz56b5BLKN68Ib2+tdUpQjzk7M/nietCMbjQtv7jiqYUNGVEJvgfFPOn1yH3vwrJzZWbq3tuclym7Jhpc89CuME9sczZzxuWUxJXYH55rB7LVevuTp1q2st5Lzy+tjzc85xCeMesYuok5jCHmc7++n9/et2a39Txt+kS+9ZYTmDph3ABYNXCsenIVL/mfdw+1GcYAU3WrNIaOxtTXAt11GFLW0txTWbBggS5ZsmSozeiIB9du4cntbjmc5tqsVb0Dl5aNOeLAfRk/ZvhtsdGMmmzYsSEJZ7eJ0LbxeVrJ1dKXU53JU9OeKn1V+euWk2c42JP2NDUJh8cZ2Vx8mLfYCyrKVNlSJRPqbKevVLaFvfk6qLKlrJ7a6ispt3adtqinI6YewQkH9m97IBG5RVUXtJOzHsYQM3f/fYbahK7S0+hh/726v3rDMIzuYw5jhLBm6xp++MAP2dkM5kOqZqZzadlJVqmWq1jZUnjti1TorqFrWNpTkb+VjsJ8Ux17djN/bX39+C60fLVPi3m2/EuRyl6SVBWfvuUjO6tcqbPG9ybMU/YipVZ6C/J5e6rkOtFbU2eZDRPGTGDy+Ml0k647DBE5Dfgc7o17X1XVT+bSxwGXA8cC64CzVHW5iEwFrgKOA76uqhd029bBYvWW1azYvKI0rd0Ptixu446NXHTjRTy+1V5GaBijldcf8Xred/z7ulpGVx2GiPQAXwJOBVYCN4vIYlW9JxA7D9igqvNE5GzgYuAsYDvwr8DT/V/XuG/9fXzvvu+FdpfK1Wl9tWslrt6ymmtXXEukUSFtd5i+z3SuevlVHD7lcKDNmPXujodXjLO2KidPHXtaldMqvj/zElX66s4D1MnfkT016r7ueVfpamXD7l7HMK1y/qJqnqGVrhpj+nkdAzWnUqf8TvXu7txKGH/IpEMKdTDQdLuHcTywVFWXAYjIlcBCIHQYC4FF/vgq4IsiIqq6BfiDiMzrso2s3baWXz38q0J8pz+mOj/ScT3jeMP8N3DizBNpSGPAyjhy/yPZV/Yi2r49jaxYoyuUrG5puZ63fppt1W0YI5duO4yZQDj2shLIT+MnMqraJyIbganA2i7blvC8mc/jurOuG6ziBpxo507WfPrTrLrimxANbM9lQOmnEyp78HDQdO5GGVIltxs6W80XDITOgt5+290PneVPS/ooyUa0zVc+z9AyX1m5tNLdhXz582yZn0zaxBeewn5nvYZu0m2HUdbczPcd68hUFyByPnA+wOzZs+tbFrBr9Wq23pxbjlvx5S+0oCt/QOXxfWvWsPHqq9n58MOl6ZU3mRZfHN25k2jzZia98pWMnTMnlSt76i6NyAVbDEG0Xt9bu4zSvYTKRFuVnxeuWLLY1tZ8uEUZxfpoobel7W2G2IZbPde1fQDquexVupn9lILPfz/62Szd170HPn6Xd+Z3k8T5z0Bn8shhPp+WyfvH+jQ1LJXXzHFVmuTPIZCTnJ2E5Wr4GRiZ2KeF8v6GsbyJ7tJth7ESOCgIzwJWVcisFJFeYBKwvm4BqnoJcAm45zD6Y+T2e+5l1Xvf25+s/WLc4Ycz6fTT3Q2/6sdU8WOtuhlMfMELmPD853fBWsMYXkz460rGbdlW/iR9/lPDOC2VieUKcTn5stHgvO4yXWW/5FSmeBJ5mbJyymw/6sApBV0DTbcdxs3AoSIyF3gEOBt4XU5mMfBG4AbgTOBaHeSnCfc54XgO+dlP04gSr+4O67WcWrVIG+PGMubgg22s34CbL4WN4Yhti95rPr2/aYX0TsqkRVq3yiymfbxfenenzLxom5GE0pGBNiMRAxE39lCgu++b6arD8HMSFwDX4JbVXqaqd4vIRcASVV0MXApcISJLcT2Ls+P8IrIc2BcYKyJnAC/OrbAaEBr77MO4uXMHWq1htObuH8CKeJ+t+kOGHaUZo4cT3g4zntnVImxrEMMYTfRzXqv/abn0ASuzA73t7nEDUmZxrqJlXCZ+d+ICxu0LE6YV42tgW4MYhlGk1Sonw2hDY6gNMAzDMPYMzGEYhmEYtTCHYRiGYdTCHIZhGIZRC5v0NgaWb70a7v9FSULJBGvlpGtd2Yr8dWX3qPLryu1J5zTU5deU2+3yB+mcjj4LTvqnCtmBwRyGMbA8/cziWvDSZY0VSx3rylYulawr263yd0Pnbpc/Uuu0xSPdQ1b+MKzTCd19aA/MYRgDzdFnDbUFhmF0CZvDMAzDMGphDsMwDMOohTkMwzAMoxbmMAzDMIxamMMwDMMwamEOwzAMw6iFOQzDMAyjFuYwDMMwjFqMqBcoicga4KF+ZN0fWDvA5gwEZlfnDFfbzK7OGK52wfC1bXfsOlhV2759aUQ5jP4iIkvqvG1qsDG7Ome42mZ2dcZwtQuGr22DYZcNSRmGYRi1MIdhGIZh1MIchuOSoTagArOrc4arbWZXZwxXu2D42tZ1u2wOwzAMw6iF9TAMwzCMWpjDMAzDMGoxqh2GiJwmIveJyFIRef8Q23KQiPxGRO4VkbtF5N0+fpGIPCIit/m/lw2BbctF5E5f/hIfN0VEfiki9/vP/QbZpsODOrlNRDaJyHuGqr5E5DIReVxE7griSutIHJ/337s7RORZg2zXf4jIX3zZPxCRyT5+johsC+ruy4NsV+W1E5EP+Pq6T0ReMsh2fTewabmI3ObjB7O+qu4Pg/sdU9VR+Qf0AA8AhwBjgduB+UNoz4HAs/zxROCvwHxgEfDPQ1xXy4H9c3H/DrzfH78fuHiIr+Vq4OChqi/gZOBZwF3t6gh4GfAz3EuZnw3cNMh2vRjo9ccXB3bNCeWGoL5Kr53/HdwOjAPm+t9tz2DZlUv/NPDhIaivqvvDoH7HRnMP43hgqaouU9WdwJXAwqEyRlUfVdVb/fFm4F5g5lDZU4OFwDf88TeAM4bQllOAB1S1P0/5Dwiq+jtgfS66qo4WAper40ZgsogcOFh2qeovVLXPB28EZnWj7E7tasFC4EpV3aGqDwJLcb/fQbVLRAR4DfCdbpTdihb3h0H9jo1mhzETWBGEVzJMbtAiMgd4JnCTj7rAdysvG+yhH48CvxCRW0TkfB/3FFV9FNyXGThgCOyKOZvsj3io6yumqo6G03fvzbiWaMxcEfmziFwnIicNgT1l12641NdJwGOqen8QN+j1lbs/DOp3bDQ7DCmJG/I1xiIyAfgf4D2qugn4L+CpwDHAo7gu8WDz/7d3P69xlHEcx98frIo/qqVVoVCVVKoIXrQeRIsXezCiQatgxdIgvUi9eRGJf0Ch0JuiqOAPIoigGDwIkmNFWiymSTRq0UtpSaEHsQgSm6+H59k4WXbqbOo+s5jPC8LOPJnd+eY7k/3OPrM8z0MRcR8wCrwk6eEWYuhJ0lXAGPBJbhqGfP2boTj3JE0AfwGTuekscFtE3Au8DHwk6YaCIdUdu6HIF/Acqy9Miuerx/tD7aY92i47Z+u5YJwGbq2sbwPOtBQLAJKuJJ0MkxHxKUBELEbExYhYBt5mQB/FLyUizuTHc8BnOYbFzkfc/HiudFzZKHAiIhZzjK3nq6IuR62fe5LGgceB5yN3eucun/N5+VvSvYI7S8V0iWM3DPnaAOwBPu60lc5Xr/cHCp9j67lgHAd2SBrJV6l7gam2gsn9o+8CP0TEkUp7td/xKWCu+7kDjus6SRs7y6QbpnOkXI3nzcaBz0vGVbHqqq/tfHWpy9EUsD9/k+UB4LdOt0IJkh4FXgHGIuKPSvvNkq7Iy9uBHcAvBeOqO3ZTwF5JV0sayXEdKxVXthtYiIjTnYaS+ap7f6D0OVbiDv+w/pC+SfAT6cpgouVYdpE+Mp4Evss/jwEfArO5fQrYWjiu7aRvqMwA8508AVuAaeDn/Li5hZxdC5wHbqy0tZIvUtE6CyyRru4O1OWI1F3wej7vZoH7C8d1itS/3TnP3szbPp2P8QxwAniicFy1xw6YyPn6ERgtGVdufw94sWvbkvmqe38oeo55aBAzM2tkPXdJmZlZH1wwzMysERcMMzNrxAXDzMwaccEwM7NGXDDMzKwRFwwzM2vEBcOsD5I2STpYWf96QPvZJunZQby22Vq5YJj1ZxOwUjAi4sEB7ecR0rwMZkPDBcOsP4eAO/IMa4clXYCV2dcWJL0jaU7SpKTdko7m2dBWBkGUtE/Ssfwab3XGI6r8fhdwBHgmbzNS9C80q+GhQcz6kOci+CIi7snrFyLi+tx+ijRPwTxpcMsZ0hhJY8ALEfGkpLtJs6TtiYglSW8A30TEB137+ZI0+1ybgyearbKh7QDM/kd+jYhZAEnzwHREhKRZ0nSekLqadgLH0wCkXEPvoeHvIg20ZzY0XDDM/jt/VpaXK+vL/PO/JuD9iHi17kUkbSENR700kCjN1sj3MMz68zuw8TKeP026N3ELgKTNkm7v2maElifzMuvFBcOsD5FmWDuab2wfXsPzvwdeI82RfhL4CtjatdkCcFPex6C+hWXWN9/0NjOzRvwJw8zMGnHBMDOzRlwwzMysERcMMzNrxAXDzMwaccEwM7NGXDDMzKyRvwHjYF63DnF6hgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(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": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'share_of_funds_requested')" + ] + }, + "execution_count": 50, + "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": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'proposal_age')" + ] + }, + "execution_count": 51, + "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": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'phase: Triggers & Conviction')" + ] + }, + "execution_count": 52, + "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": 61, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 61, + "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.semilogy(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": 62, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 62, + "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": 55, + "metadata": {}, + "outputs": [], + "source": [ + "nets = rdf.network.values" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "snap_plot(nets[:1], size_scale = 1/1000)" + ] + }, + { + "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 +} diff --git a/__pycache__/bonding_curve_eq.cpython-36.pyc b/__pycache__/bonding_curve_eq.cpython-36.pyc new file mode 100644 index 0000000..0065740 Binary files /dev/null and b/__pycache__/bonding_curve_eq.cpython-36.pyc differ diff --git a/__pycache__/conviction_helpers.cpython-36.pyc b/__pycache__/conviction_helpers.cpython-36.pyc index 3626e79..e052a51 100644 Binary files a/__pycache__/conviction_helpers.cpython-36.pyc and b/__pycache__/conviction_helpers.cpython-36.pyc differ diff --git a/__pycache__/conviction_system_logic3.cpython-36.pyc b/__pycache__/conviction_system_logic3.cpython-36.pyc new file mode 100644 index 0000000..c672b9e Binary files /dev/null and b/__pycache__/conviction_system_logic3.cpython-36.pyc differ diff --git a/bonding_curve_eq.py b/bonding_curve_eq.py new file mode 100644 index 0000000..6caeb58 --- /dev/null +++ b/bonding_curve_eq.py @@ -0,0 +1,58 @@ + + +default_kappa= 2 +default_exit_tax = .02 + +#value function for a given state (R,S) +def invariant(R,S,kappa=default_kappa): + + return (S**kappa)/R + +#given a value function (parameterized by kappa) +#and an invariant coeficient V0 +#return Supply S as a function of reserve R +def reserve(S, V0, kappa=default_kappa): + + return (S**kappa)/V0 + +#given a value function (parameterized by kappa) +#and an invariant coeficient V0 +#return Supply S as a function of reserve R +def supply(R, V0, kappa=default_kappa): + return (V0*R)**(1/kappa) + +#given a value function (parameterized by kappa) +#and an invariant coeficient V0 +#return a spot price P as a function of reserve R +def spot_price(R, V0, kappa=default_kappa): + return kappa*R**((kappa-1)/kappa)/V0**(1/kappa) + +#for a given state (R,S) +#given a value function (parameterized by kappa) +#and an invariant coeficient V0 +#deposit deltaR to Mint deltaS +#with realized price deltaR/deltaS +def mint(deltaR, R,S, V0, kappa=default_kappa): + deltaS = (V0*(R+deltaR))**(1/kappa)-S + realized_price = deltaR/deltaS + return deltaS, realized_price + +#for a given state (R,S) +#given a value function (parameterized by kappa) +#and an invariant coeficient V0 +#burn deltaS to Withdraw deltaR +#with realized price deltaR/deltaS +def withdraw(deltaS, R,S, V0, kappa=default_kappa): + deltaR = R-((S-deltaS)**kappa)/V0 + realized_price = deltaR/deltaS + return deltaR, realized_price + +def withdraw_with_tax(deltaS, R,S, V0, exit_tax = default_exit_tax, kappa=default_kappa): + deltaR = R-((S-deltaS)**kappa)/V0 + + quantity_taxed = exit_tax*deltaR + quantity_recieved = (1-exit_tax)*deltaR + + realized_price = quantity_recieved/deltaS + + return quantity_recieved, quantity_taxed, realized_price diff --git a/conviction_cadCAD2.ipynb b/conviction_cadCAD2.ipynb index 2994d2e..d3d39ac 100644 --- a/conviction_cadCAD2.ipynb +++ b/conviction_cadCAD2.ipynb @@ -1307,22 +1307,22 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 53, + "execution_count": 61, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1335,7 +1335,7 @@ ], "source": [ "T = time_periods_per_run\n", - "plt.loglog(rdf.timestep,make2D('conviction_share_of_trigger_all', rdf))\n", + "plt.semilogy(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", @@ -1344,22 +1344,22 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 54, + "execution_count": 62, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1371,7 +1371,7 @@ } ], "source": [ - "plt.loglog(make2D('age_all', rdf), make2D('conviction_share_of_trigger_all', rdf))\n", + "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='--')" @@ -1388,14 +1388,14 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 60, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1405,7 +1405,7 @@ } ], "source": [ - "snap_plot(nets[-1:], size_scale = 1/1000)" + "snap_plot(nets[:1], size_scale = 1/1000)" ] }, { diff --git a/conviction_cadCAD3.ipynb b/conviction_cadCAD3.ipynb new file mode 100644 index 0000000..f9d885c --- /dev/null +++ b/conviction_cadCAD3.ipynb @@ -0,0 +1,1580 @@ +{ + "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:189: 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:191: 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:192: 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", + "text/plain": [ + "
" + ] + }, + "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= 35 #initial participants\n", + "m= 5 #initial proposals\n", + "\n", + "initial_sentiment = .7\n", + "\n", + "network, initial_funds, initial_supply, total_requested = initialize_network(n,m,total_funds_given_total_supply,trigger_threshold)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "theta =.35\n", + "kappa = 2\n", + "sale_price = .1\n", + "\n", + "initial_reserve, invariant, initial_price= initialize_bonding_curve(initial_supply, initial_price = sale_price, kappa =kappa, theta = theta)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "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": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "200248.2765906408" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "initial_reserve" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'type': 'proposal',\n", + " 'conviction': 0,\n", + " 'status': 'candidate',\n", + " 'age': 0,\n", + " 'funds_requested': 17166.01391645285,\n", + " 'trigger': inf}" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#sample proposal\n", + "network.nodes[proposals[0]]" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'type': 'participant',\n", + " 'holdings': 365.06034882214334,\n", + " 'sentiment': 0.027116327731857126}" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#sample participant\n", + "network.nodes[participants[0]]" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'affinity': 0.8537642133854632,\n", + " 'tokens': 0,\n", + " 'conviction': 0,\n", + " 'type': 'support'}" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#sample relationship participant to proposal\n", + "network.edges[supporters[0]]" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'influence': 4.7628180580485715, 'type': 'influence'}" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "network.edges[influencers[0]]" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'conflict': 0.8098865280206033, 'type': 'conflict'}" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "network.edges[competitors[0]]" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Participants Social Network')" + ] + }, + "execution_count": 17, + "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": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Proposals Conflict Network')" + ] + }, + "execution_count": 18, + "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": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Histogram of Participants Token Holdings')" + ] + }, + "execution_count": 19, + "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": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Histogram of Proposals Funds Requested')" + ] + }, + "execution_count": 20, + "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]['funds_requested'] for i in proposals])\n", + "plt.title('Histogram of Proposals Funds Requested')" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "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": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 96.12857142857142, 'participant_id')" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "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": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.8]\n" + ] + } + ], + "source": [ + "#power of 1 token forever\n", + "conviction_capactity = [5]\n", + "alpha = [1-1/cc for cc in conviction_capactity]\n", + "print(alpha)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "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': [2], #bonding curve curvature\n", + " 'invariant': [invariant], #set by bonding curve choices\n", + " 'tax_rate': [.02]\n", + " }" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "function" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "type(trigger_threshold)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "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 = 200\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": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[{'N': 1,\n", + " 'T': range(0, 200),\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': 2,\n", + " 'invariant': 4739.604179660138,\n", + " 'tax_rate': 0.02}}]" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "simulation_parameters" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "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": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'network': ,\n", + " 'supply': 30807.427167790895,\n", + " 'funds': 77018.56791947722,\n", + " 'reserve': 200248.2765906408,\n", + " 'spot_price': 12.999999999999998,\n", + " 'sentiment': 0.7}" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "initial_conditions" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "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", + " }\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": 31, + "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": 32, + "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": 33, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "multi_proc: []\n", + "[]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/Zargham/Documents/GitHub/conviction/bonding_curve_eq.py:56: RuntimeWarning: invalid value encountered in double_scalars\n", + " realized_price = quantity_recieved/deltaS\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": 34, + "metadata": {}, + "outputs": [], + "source": [ + "df = results[0]['result']" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + }, + { + "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": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "df.plot(x='timestep', y='funds')" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "def pad(vec, length,fill=True):\n", + " \n", + " if fill:\n", + " padded = np.zeros(length,)\n", + " else:\n", + " padded = np.empty(length,)\n", + " padded[:] = np.nan\n", + " \n", + " for i in range(len(vec)):\n", + " padded[i]= vec[i]\n", + " \n", + " return padded\n", + "\n", + "def make2D(key, data, fill=False):\n", + " maxL = data[key].apply(len).max()\n", + " newkey = 'padded_'+key\n", + " data[newkey] = data[key].apply(lambda x: pad(x,maxL,fill))\n", + " reshaped = np.array([a for a in data[newkey].values])\n", + " \n", + " return reshaped" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "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": 40, + "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": 41, + "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": 42, + "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": 43, + "metadata": {}, + "outputs": [], + "source": [ + "rdf= df[df.substep==4].copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "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": 77, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 77, + "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='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": 45, + "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": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 204.0, 'participant_id')" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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QoUbczmIS58uNQ5vVxkD94EQ6qg83+e8sFrmR5EeAPYCvNY1ofscB11TV9taBNHI98JPD48fS4Q0zNtWIuwH/BnhT24hWZ2KcqJv60LGy8Rz0Uh9OtL+b2nBZDnqrDyeOgy7qw4m+sJvacAfngy7qw4kcdFMfTvQFXdSHI/NnVwN/DjxteNq614bdzyGO5SDJc4GfAk4aFvuurZEc/EWSBw4/C/DPWdNjY6T9F1fVfTbVht+uqge2jHOVRubST6aT/tC1BMtzAJwA3H2oiwEezxrPq06sp+hpzKjrNSUwnoNexkwmjoGerpWn3gddXCtPrK/qoj90fdl4DnoZP4fJHHQxdjrxPujmfLCDvqCL88EmW9eadnE+2KLn9baSpJls2/FT+lNVtyU5BfgzYHfgbVX12cZhzSrJu4FjgHsk2Q78RlWd3jaqWT0G+HngiiSXDj/79ao6t2FMczsQeGeS3VlsHn9PVX2gcUya372B9y3mbNkGvKuqPtQ2pNn9CnDGcIOAvwSe3Tie2SXZi8Vk3b9qHUsLVXVhkrOBS4DbgM8Ab24b1ezem+QA4LvAC6rqG60DWrVltRDwauA9SX6BxUbhp7eLcPVGcvB14A0s7nD/wSSXVtVPtYtytUZy8HLgh4APD+fHC6rql5oFuWIjOXjiMIB9O/DXQFft7+y6aOwYOCbJEUAB17LmNcJIDt4GvC3JlcCtwDPX9Y62E++DZ9DJBMbIMfA84D9lcTfXvwN+sV2EqzeSg32SvGB4yjnA2xuFN4el40T0VR+O5eCH6Kc+HMvB6+mjPhxr/y/0Uhvic6tZHAAABhhJREFUmDGMHwcndVIfjrW/m9qQ6fdBL/Xh2HHQU304loMHdVIfLp0/S3IVcGaSf89iDHmdxw/GcvBC4GXAfYDLk5xbVc9tGegKjeXgNhY10SeH2vCcqnpVwzhX6Q45AD4IfDzJ3YAAlwHPbxfiSjmXPu5U+ukP76CzvvAOhvVWz2Mxt3g78A3gOY3DWqWl6ymSXEQ/Y0ZjOTiRfsaMxnLw3k7GTMbavwf9XCtPra3q5VoZlq+v2o1++sM7tL+zvhCWHwMX0cf4+YZlOXh9J2OnsLz936Kf8wGMrzXt5nwwsta0pznVpTno8JwgSZpB1ruukiRJkiRJkiRJkiRJkiRJkiRJkiRJuvPbrXUAkiRJkiRJkiRJkiRJkiRJkiRJkiRJmuaGUEmSJEmSJEmSJEmSJEmSJEmSJEmSpF2cG0IlSZIkSZIkSZIkSZIkSZIkSZIkSZJ2cW4IlSRJkiRJkiRJkiRJkiRJkiRJkiRJ2sW5IVSSJEmSJEmSJEmSJEmSJEmSJEmSJGkX54ZQSZIkSZIkSZIkSZIkSZIkSZIkSZKkXZwbQiVJkiRJkiRJkjqT5ClJHrLp+1clOW7i+Ucmef0K4nhWkoN28Jy3bo51y+/+/v/vmCRJkiRJkiRJkiRJ2lVtax2AJEmSJEmSJEmS5pNkG/AU4APAVQBV9cqp36mqTwOfXkE4zwKuBK6feO3nruB1JUmSJEmSJEmSJEm60/ETQiVJkiRJkiRJku5kkhyS5Jok70xyeZKzk+yV5JVJLkpyZZI3J8nw/POT/HaSjwKnAscDr0lyaZIHJHlHkqcNz31kkv+d5LIkn0qyb5Jjknxg+PvTkvzXJB9J8vkkzxt+vk+S/5nkkiRXJDlhU6xXJ3lLks8mOS/JnsPrHQmcMcSx50hbz09y5PD42Uk+N7TjMavNsiRJkiRJkiRJkiRJuxY3hEqSJEmSJEmSJN05HQa8uap+DLgJ+GXg96vqkVV1OLAn8ORNz9+vqn6yqn4LeD/wa1V1RFV9ceMJSfYAzgJeVFUPBY4Dblny2j8GPAl4NPDKJAcBfwecWFUPB44FXrexIRV4EPCfq+pHgW8CT62qs1l86ujJQxzLXuf7khwI/DsWG0EfDzxkJ/MkSZIkSZIkSZIkSdJacEOoJEmSJEmSJEnSndN1VfW/hsd/BPwz4NgkFya5Angs8KObnn/WTvybhwE3VNVFAFV1U1XdtuR5f1xVt1TV14A/B44CAvx2ksuB/wHcF7j38Py/qqpLh8cXA4fsbCM3+XHg/Kr6alXdupPtkSRJkiRJkiRJkiRpbWxrHYAkSZIkSZIkSZL+QWrJ938AHFlV1yU5Dbjrpr//1k78m1ny7+7sa58M3BN4RFV9N8m1m17/O5ue+z0Wn176D7EzsUmSJEmSJEmSJEmStJb8hFBJkiRJkiRJkqQ7p/snefTw+CTgE8PjryXZB3jaxO/+LbDvkp9fAxyU5JEASfZNsuwGoyckuWuSA4BjgIuAuwM3DptBjwX+0U60YSyOZS4EjklyQJK7AE/fyd+TJEmSJEmSJEmSJGkt+AmhkiRJkiRJkiRJd05XA89M8ofA54E3AvsDVwDXstikOeZM4C1JXsimjaNVdWuSnwPekGRP4BbguCW//yngg8D9gd+squuTnAH8SZJPA5ey2Fy6I+8A3pTkFuDRVXXL2BOr6obhU08/CdwAXALsvhOvIUmSJEmSJEmSJEnSWkhVtY5BkiRJkiRJkiRJfw9JDgE+UFWHN3jt04Cbq+q1c7+2JEmSJEmSJEmSJEk92611AJIkSZIkSZIkSZIkSZIkSZIkSZIkSZrmJ4RKkiRJkiRJkiSpuSTvAw7d8uNTq+rPWsQjSZIkSZIkSZIkSdKuxg2hkiRJkiRJkiRJkiRJkiRJkiRJkiRJu7jdWgcgSZIkSZIkSZIkSZIkSZIkSZIkSZKkaW4IlSRJkiRJkiRJkiRJkiRJkiRJkiRJ2sW5IVSSJEmSJEmSJEmSJEmSJEmSJEmSJGkX54ZQSZIkSZIkSZIkSZIkSZIkSZIkSZKkXZwbQiVJkiRJkiRJkiRJkiRJkiRJkiRJknZx/xeFJ6G9OwvmCQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "dims = (100, 25)\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": 47, + "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": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 1., 1., 1., ..., nan, nan, nan],\n", + " [ 2., 2., 2., ..., nan, nan, nan],\n", + " [ 3., 3., 3., ..., nan, nan, nan],\n", + " ...,\n", + " [198., 198., 198., ..., 29., 13., 8.],\n", + " [199., 199., 199., ..., 30., 14., 9.],\n", + " [200., 200., 200., ..., 31., 15., 10.]])" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "make2D('age_all', rdf)" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Proposal Status')" + ] + }, + "execution_count": 49, + "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')" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Proposal Status weighted by funds requested')" + ] + }, + "execution_count": 50, + "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')" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'share_of_funds_requested')" + ] + }, + "execution_count": 51, + "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(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": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'share_of_funds_requested')" + ] + }, + "execution_count": 52, + "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": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'proposal_age')" + ] + }, + "execution_count": 53, + "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": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'phase: Triggers & Conviction')" + ] + }, + "execution_count": 54, + "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": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 55, + "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.semilogy(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": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 56, + "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": 57, + "metadata": {}, + "outputs": [], + "source": [ + "nets = rdf.network.values" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "snap_plot(nets[:1], size_scale = 1/1000)" + ] + }, + { + "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 +} diff --git a/conviction_helpers.py b/conviction_helpers.py index 02726cd..e9a2124 100644 --- a/conviction_helpers.py +++ b/conviction_helpers.py @@ -1,6 +1,7 @@ import networkx as nx from scipy.stats import expon, gamma import numpy as np +from bonding_curve_eq import reserve, invariant,spot_price import matplotlib.pyplot as plt import matplotlib.colors as colors import matplotlib.cm as cmx @@ -12,13 +13,30 @@ def get_nodes_by_type(g, node_type_selection): def get_edges_by_type(g, edge_type_selection): return [edge for edge in g.edges if g.edges[edge]['type']== edge_type_selection ] -def total_funds_given_total_supply(total_supply): +default_theta = .25 +default_initial_price = .1 +default_kappa = 2 + +def total_funds_given_total_supply(total_supply, theta = default_theta, initial_price = default_initial_price): - #can put any bonding curve invariant here for initializatio! - total_funds = total_supply**2/1000 + S = total_supply + total_funds = theta*reserve(S, S*initial_price) return total_funds +def initialize_bonding_curve(initial_supply, initial_price = default_initial_price, kappa =default_kappa, theta = default_theta): + + S = initial_supply + R = reserve(S, S*initial_price)*(1-theta) + + V0 = invariant(R,S,kappa) + + initial_reserve = R + + hatch_price = spot_price(R, V0, kappa) + + return initial_reserve, V0, hatch_price + #maximum share of funds a proposal can take default_beta = .2 #later we should set this to be param so we can sweep it # tuning param for the trigger function diff --git a/conviction_system_logic3.py b/conviction_system_logic3.py new file mode 100644 index 0000000..bc64a2d --- /dev/null +++ b/conviction_system_logic3.py @@ -0,0 +1,554 @@ +import numpy as np +from conviction_helpers import get_nodes_by_type, get_edges_by_type, social_affinity_booster +from bonding_curve_eq import reserve, spot_price, withdraw_with_tax +#import networkx as nx +from scipy.stats import expon, gamma + + +#functions for partial state update block 1 + +#Driving processes: arrival of participants, proposals and funds +##----------------------------------------- +def gen_new_participant(network, new_participant_holdings): + + i = len([node for node in network.nodes]) + + network.add_node(i) + network.nodes[i]['type']="participant" + + s_rv = np.random.rand() + network.nodes[i]['sentiment'] = s_rv + network.nodes[i]['holdings']=new_participant_holdings + + for j in get_nodes_by_type(network, 'proposal'): + network.add_edge(i, j) + + rv = np.random.rand() + a_rv = 1-4*(1-rv)*rv #polarized distribution + network.edges[(i, j)]['affinity'] = a_rv + network.edges[(i,j)]['tokens'] = a_rv*network.nodes[i]['holdings'] + network.edges[(i, j)]['conviction'] = 0 + network.edges[(i,j)]['type'] = 'support' + + return network + + + + +def gen_new_proposal(network, funds, supply, trigger_func, scale_factor = 1.0/100): + + + + j = len([node for node in network.nodes]) + network.add_node(j) + network.nodes[j]['type']="proposal" + + network.nodes[j]['conviction']=0 + network.nodes[j]['status']='candidate' + network.nodes[j]['age']=0 + + rescale = funds*scale_factor + r_rv = gamma.rvs(3,loc=0.001, scale=rescale) + network.node[j]['funds_requested'] = r_rv + + network.nodes[j]['trigger']= trigger_func(r_rv, funds, supply) + + participants = get_nodes_by_type(network, 'participant') + proposing_participant = np.random.choice(participants) + + for i in participants: + network.add_edge(i, j) + if i==proposing_participant: + network.edges[(i, j)]['affinity']=1 + else: + rv = np.random.rand() + a_rv = 1-4*(1-rv)*rv #polarized distribution + network.edges[(i, j)]['affinity'] = a_rv + + network.edges[(i, j)]['conviction'] = 0 + network.edges[(i,j)]['tokens'] = 0 + network.edges[(i,j)]['type'] = 'support' + + return network + + + +def driving_process(params, step, sL, s): + + #placeholder plumbing for random processes + arrival_rate = 10/s['sentiment'] + rv1 = np.random.rand() + new_participant = bool(rv1<1/arrival_rate) + supporters = get_edges_by_type(s['network'], 'support') + if new_participant: + h_rv = expon.rvs(loc=0.0, scale=1000) + new_participant_holdings = h_rv + else: + new_participant_holdings = 0 + + network = s['network'] + affinities = [network.edges[e]['affinity'] for e in supporters ] + median_affinity = np.median(affinities) + + proposals = get_nodes_by_type(network, 'proposal') + fund_requests = [network.nodes[j]['funds_requested'] for j in proposals if network.nodes[j]['status']=='candidate' ] + + funds = s['funds'] + total_funds_requested = np.sum(fund_requests) + + proposal_rate = 10/median_affinity * total_funds_requested/funds + rv2 = np.random.rand() + new_proposal = bool(rv2<1/proposal_rate) + + sentiment = s['sentiment'] + funds = s['funds'] + scale_factor = funds*sentiment**2/10000 + + #this shouldn't happen but expon is throwing domain errors + if sentiment>.4: + funds_arrival = expon.rvs(loc = 0, scale = scale_factor ) + else: + funds_arrival = 0 + + return({'new_participant':new_participant, + 'new_participant_holdings':new_participant_holdings, + 'new_proposal':new_proposal, + 'funds_arrival':funds_arrival}) + + +#Mechanisms for updating the state based on driving processes +##--- +def update_network(params, step, sL, s, _input): + + network = s['network'] + funds = s['funds'] + supply = s['supply'] + trigger_func = params['trigger_func'] + #print(trigger_func) + + new_participant = _input['new_participant'] #T/F + new_proposal = _input['new_proposal'] #T/F + + if new_participant: + new_participant_holdings = _input['new_participant_holdings'] + network = gen_new_participant(network, new_participant_holdings) + + if new_proposal: + network= gen_new_proposal(network,funds,supply,trigger_func ) + + #update age of the existing proposals + proposals = get_nodes_by_type(network, 'proposal') + + for j in proposals: + network.nodes[j]['age'] = network.nodes[j]['age']+1 + if network.nodes[j]['status'] == 'candidate': + requested = network.nodes[j]['funds_requested'] + network.nodes[j]['trigger'] = trigger_func(requested, funds, supply) + else: + network.nodes[j]['trigger'] = np.nan + + key = 'network' + value = network + + return (key, value) + +def increment_funds(params, step, sL, s, _input): + + funds = s['funds'] + funds_arrival = _input['funds_arrival'] + + #increment funds + funds = funds + funds_arrival + + key = 'funds' + value = funds + + return (key, value) + +def increment_supply(params, step, sL, s, _input): + + supply = s['supply'] + supply_arrival = _input['new_participant_holdings'] + + #increment funds + supply = supply + supply_arrival + + key = 'supply' + value = supply + + return (key, value) + +#functions for partial state update block 2 + +#Driving processes: completion of previously funded proposals +##----------------------------------------- + +def check_progress(params, step, sL, s): + + network = s['network'] + proposals = get_nodes_by_type(network, 'proposal') + + completed = [] + failed = [] + for j in proposals: + if network.nodes[j]['status'] == 'active': + grant_size = network.nodes[j]['funds_requested'] + base_completion_rate=params['base_completion_rate'] + likelihood = 1.0/(base_completion_rate+np.log(grant_size)) + + base_failure_rate = params['base_failure_rate'] + failure_rate = 1.0/(base_failure_rate+np.log(grant_size)) + if np.random.rand() < likelihood: + completed.append(j) + elif np.random.rand() < failure_rate: + failed.append(j) + + return({'completed':completed, 'failed':failed}) + + +#Mechanisms for updating the state based on check progress +##--- +def complete_proposal(params, step, sL, s, _input): + + network = s['network'] + participants = get_nodes_by_type(network, 'participant') + proposals = get_nodes_by_type(network, 'proposal') + competitors = get_edges_by_type(network, 'conflict') + + completed = _input['completed'] + for j in completed: + network.nodes[j]['status']='completed' + + for c in proposals: + if (j,c) in competitors: + conflict = network.edges[(j,c)]['conflict'] + for i in participants: + network.edges[(i,c)]['affinity'] = network.edges[(i,c)]['affinity'] *(1-conflict) + + for i in participants: + force = network.edges[(i,j)]['affinity'] + sentiment = network.node[i]['sentiment'] + network.node[i]['sentiment'] = get_sentimental(sentiment, force, decay=0) + + + + failed = _input['failed'] + for j in failed: + network.nodes[j]['status']='failed' + for i in participants: + force = -network.edges[(i,j)]['affinity'] + sentiment = network.node[i]['sentiment'] + network.node[i]['sentiment'] = get_sentimental(sentiment, force, decay=0) + + key = 'network' + value = network + + return (key, value) + +def update_sentiment_on_completion(params, step, sL, s, _input): + + network = s['network'] + proposals = get_nodes_by_type(network, 'proposal') + completed = _input['completed'] + failed = _input['failed'] + + grants_outstanding = np.sum([network.nodes[j]['funds_requested'] for j in proposals if network.nodes[j]['status']=='active']) + + grants_completed = np.sum([network.nodes[j]['funds_requested'] for j in completed]) + grants_failed = np.sum([network.nodes[j]['funds_requested'] for j in failed]) + + sentiment = s['sentiment'] + + if grants_outstanding>0: + force = (grants_completed-grants_failed)/grants_outstanding + else: + force=1 + mu = params['sentiment_decay'] + if (force >=0) and (force <=1): + sentiment = get_sentimental(sentiment, force, mu) + else: + sentiment = get_sentimental(sentiment, 0, mu) + + + key = 'sentiment' + value = sentiment + + return (key, value) + +def get_sentimental(sentiment, force, decay=0): + mu = decay + sentiment = sentiment*(1-mu) + force + + if sentiment > 1: + sentiment = 1 + + return sentiment + +#functions for partial state update block 3 + +#Decision processes: trigger function policy +##----------------------------------------- + +def trigger_function(params, step, sL, s): + + network = s['network'] + funds = s['funds'] + supply = s['supply'] + proposals = get_nodes_by_type(network, 'proposal') + tmin = params['tmin'] + trigger_func = params['trigger_func'] + + accepted = [] + triggers = {} + for j in proposals: + if network.nodes[j]['status'] == 'candidate': + requested = network.nodes[j]['funds_requested'] + age = network.nodes[j]['age'] + threshold = trigger_func(requested, funds, supply) + if age > tmin: + conviction = network.nodes[j]['conviction'] + if conviction >threshold: + accepted.append(j) + else: + threshold = np.nan + + triggers[j] = threshold + + return({'accepted':accepted, 'triggers':triggers}) + +#functions for partial state update block 3 + +#state updates +##--- + +def decrement_funds(params, step, sL, s, _input): + + funds = s['funds'] + network = s['network'] + accepted = _input['accepted'] + + #decrement funds + for j in accepted: + funds = funds - network.nodes[j]['funds_requested'] + + key = 'funds' + value = funds + + return (key, value) + +def update_proposals(params, step, sL, s, _input): + + network = s['network'] + accepted = _input['accepted'] + triggers = _input['triggers'] + participants = get_nodes_by_type(network, 'participant') + proposals = get_nodes_by_type(network, 'proposals') + sensitivity = params['sensitivity'] + + for j in proposals: + network.nodes[j]['trigger'] = triggers[j] + + #bookkeeping conviction and participant sentiment + for j in accepted: + network.nodes[j]['status']='active' + network.nodes[j]['conviction']=np.nan + #change status to active + for i in participants: + + #operating on edge = (i,j) + #reset tokens assigned to other candidates + network.edges[(i,j)]['tokens']=0 + network.edges[(i,j)]['conviction'] = np.nan + + #update participants sentiments (positive or negative) + affinities = [network.edges[(i,p)]['affinity'] for p in proposals if not(p in accepted)] + if len(affinities)>1: + max_affinity = np.max(affinities) + force = network.edges[(i,j)]['affinity']-sensitivity*max_affinity + else: + force = 0 + + #based on what their affinities to the accepted proposals + network.nodes[i]['sentiment'] = get_sentimental(network.nodes[i]['sentiment'], force, False) + + + key = 'network' + value = network + + return (key, value) + +def update_sentiment_on_release(params, step, sL, s, _input): + + network = s['network'] + proposals = get_nodes_by_type(network, 'proposal') + accepted = _input['accepted'] + + proposals_outstanding = np.sum([network.nodes[j]['funds_requested'] for j in proposals if network.nodes[j]['status']=='candidate']) + + proposals_accepted = np.sum([network.nodes[j]['funds_requested'] for j in accepted]) + + sentiment = s['sentiment'] + force = proposals_accepted/proposals_outstanding + if (force >=0) and (force <=1): + sentiment = get_sentimental(sentiment, force, False) + else: + sentiment = get_sentimental(sentiment, 0, False) + + key = 'sentiment' + value = sentiment + + return (key, value) + + +#functions for partial state update block 4 + +#Decision processes: trigger function policy +##--- +def participants_decisions(params, step, sL, s): + + network = s['network'] + participants = get_nodes_by_type(network, 'participant') + proposals = get_nodes_by_type(network, 'proposal') + candidates = [j for j in proposals if network.nodes[j]['status']=='candidate'] + sensitivity = params['sensitivity'] + + gain = .01 + delta_holdings={} + proposals_supported ={} + for i in participants: + + engagement_rate = .3*network.nodes[i]['sentiment'] + if np.random.rand() cutoff: + support.append(j) + + proposals_supported[i] = support + else: + delta_holdings[i] = 0 + proposals_supported[i] = [j for j in candidates if network.edges[(i,j)]['tokens']>0 ] + + return({'delta_holdings':delta_holdings, 'proposals_supported':proposals_supported}) + +#functions for partial state update block 4 + +#state updates +##--- + +def update_tokens(params, step, sL, s, _input): + + network = s['network'] + delta_holdings = _input['delta_holdings'] + proposals = get_nodes_by_type(network, 'proposal') + candidates = [j for j in proposals if network.nodes[j]['status']=='candidate'] + proposals_supported = _input['proposals_supported'] + participants = get_nodes_by_type(network, 'participant') + alpha = params['alpha'] + min_support = params['min_supp'] + + for i in participants: + network.nodes[i]['holdings'] = network.nodes[i]['holdings']+delta_holdings[i] + supported = proposals_supported[i] + total_affinity = np.sum([ network.edges[(i, j)]['affinity'] for j in supported]) + for j in candidates: + if j in supported: + normalized_affinity = network.edges[(i, j)]['affinity']/total_affinity + network.edges[(i, j)]['tokens'] = normalized_affinity*network.nodes[i]['holdings'] + else: + network.edges[(i, j)]['tokens'] = 0 + + prior_conviction = network.edges[(i, j)]['conviction'] + current_tokens = network.edges[(i, j)]['tokens'] + network.edges[(i, j)]['conviction'] =current_tokens+alpha*prior_conviction + + for j in candidates: + network.nodes[j]['conviction'] = np.sum([ network.edges[(i, j)]['conviction'] for i in participants]) + total_tokens = np.sum([network.edges[(i, j)]['tokens'] for i in participants ]) + if total_tokens < min_support: + network.nodes[j]['status'] = 'killed' + + key = 'network' + value = network + + return (key, value) + +#organizing the bonding curve into a nested state would + #make this code more efficient, lots of duplicated logic here + +def update_supply(params, step, sL, s, _input): + + supply = s['supply'] + delta_holdings = _input['delta_holdings'] + delta_supply = np.sum([v for v in delta_holdings.values()]) + + supply = supply + delta_supply + + key = 'supply' + value = supply + + return (key, value) + +def update_reserve(params, step, sL, s, _input): + + supply = s['supply'] + delta_holdings = _input['delta_holdings'] + delta_supply = np.sum([v for v in delta_holdings.values()]) + supply = supply + delta_supply + + kappa = params['kappa'] + V0 = params['invariant'] + + R = reserve(supply, V0, kappa) + + key = 'reserve' + value = R + + return (key, value) + +def update_price(params, step, sL, s, _input): + + supply = s['supply'] + delta_holdings = _input['delta_holdings'] + delta_supply = np.sum([v for v in delta_holdings.values()]) + supply = supply + delta_supply + + kappa = params['kappa'] + V0 = params['invariant'] + + R = reserve(supply, V0, kappa) + price = spot_price(R, V0, kappa) + + key = 'spot_price' + value = price + + return (key, value) + +def update_funds(params, step, sL, s, _input): + + delta_holdings = _input['delta_holdings'] + S = s['supply'] + R = s['reserve'] + V0=params['invariant'] + kappa = params['kappa'] + exit_tax = params['tax_rate'] + #to avoid overestimating taxes well treat all withdraw before mint + wDS = np.sum([v for v in delta_holdings.values() if v<0]) + + _,tax, _ = withdraw_with_tax(wDS, R,S, V0, exit_tax, kappa) + + funds = s['funds']+ tax + + key = 'funds' + value = funds + + return (key, value) \ No newline at end of file