1441 lines
694 KiB
Plaintext
1441 lines
694 KiB
Plaintext
{
|
|
"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 `<TOKEN>` in the installation URL below\n",
|
|
"```bash\n",
|
|
"pip3 install cadCAD --extra-index-url https://<TOKEN>@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": [
|
|
"<Figure size 720x360 with 2 Axes>"
|
|
]
|
|
},
|
|
"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": [
|
|
"<Figure size 720x360 with 2 Axes>"
|
|
]
|
|
},
|
|
"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": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"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": "iVBORw0KGgoAAAANSUhEUgAAAeMAAAFPCAYAAAB+qaatAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzt3Xtcznf/B/DXdal0XZ1ToaWDQyQlh4Si5iyGnE8L29yEGRvuxWbMNtPsxtw3xkwOc8j5mLEWEZJjDjnr5EKSziW5rt8f108bMtRVn66r1/Px8Ljv6rq+1yvMq+/3+r4/H4lKpVKBiIiIhJGKDkBERFTVsYyJiIgEYxkTEREJxjImIiISjGVMREQkGMuYiIhIMJYxUSXj5+eHX375RXSM51y9ehXNmjWDiYkJfvrpJ4wcORJffPEFAODIkSNo2LCh4IQV7++/B0RlxTImnePo6AiZTAZjY2PUrFkTo0aNQk5OjuhY5a6wsBCzZs1CgwYNYGRkBEdHR3zwwQdISEgo87FDQkLg5+eH7OxsTJw48bmvtWvXDlevXn3tMUJDQ+Hj4/OPj/Hz84OhoSGSk5OLP/fHH3/A0dHxjXLOmjULw4cPf6PHElUmLGPSSbt370ZOTg7OnDmD2NhYfPPNNy89RqVSQalUCkhXPvr3749du3Zh/fr1yMzMxPnz59GiRQtERESU+diJiYlwdXXVQMrXMzIywpw5cyrktUrr6dOnoiOQjmEZk05755130L17d1y8eBGA+sxrxowZ8Pb2hlwux61bt6BQKNCrVy9YWlqifv36WLFiRfHzZ82ahf79+2PQoEEwMTFB8+bNcf78+eKvx8fHw8/PD+bm5nB1dcWuXbuKv7Zv3z40btwYJiYmeOeddzB//nwAwKNHj9CzZ09YW1vDwsICPXv2REpKSon5b9y4AV9fX5iZmcHKygqDBg0q8XF//PEHDh48iJ07d8LT0xN6enowMzPD+PHj8eGHHwLAa7/PgQMHIjAwECYmJnB1dcWpU6cAAB06dEBkZCQmTJgAY2NjXLt27bnXPnToEOzs7Io/Tk5ORt++fWFtbY0aNWpgwoQJiI+Px9ixY3H8+HEYGxvD3Nz8lX9mEydOxIYNG3Djxo0Sv65QKNCvXz9YW1vDyckJP/30EwBg//79+O6777Bp0yYYGxujadOmiIyMhJubW/FzO3XqhFatWhV/7OPjgx07dgD45z/LkSNHIigoCP7+/jAyMkJkZORzmbKzs/Huu+9i4sSJ4KKGVBosY9JpycnJ2LdvH5o1a1b8ubVr12L58uXIzs6Gg4MDhgwZAjs7OygUCmzZsgXTp09/7mxy586dGDBgANLT0zF06FD06dMHT548wZMnT/Dee++hS5cuSE1NxeLFizFs2LDiS7Yffvghfv75Z2RnZ+PixYvo0KEDAECpVGLUqFFITExEUlISZDIZJkyYUGL+L7/8El26dMGjR4+QkpKCjz/+uMTH/fHHH2jVqhXq1Knzyt+L132fu3btwuDBg5GRkYFevXoVZ/rzzz/Rrl07/Pe//0VOTg6cnZ1f+RpPnz5Fz5494eDggISEBNy5cweDBw+Gi4sLli1bhjZt2iAnJwcZGRmvPMY777yD0aNHY9asWS99TalU4r333kPTpk1x584dREREYOHChfj999/RrVs3TJ8+HYMGDUJOTg7Onz+PNm3a4MaNG0hLS0NRUREuXryIlJQUZGdnIz8/H6dPn0a7du1e+2cJAOvXr8eMGTOQnZ393OX2hw8fomPHjvD29sZPP/0EiUTyyu+N6FVYxqST+vTpA3Nzc/j4+MDX1xfTp08v/trIkSPh6uoKPT093Lt3D0ePHsW8efNgaGgIDw8PfPTRR1i7dm3x41u0aIH+/ftDX18fn376KQoKCnDixAmcOHECOTk5+Pzzz2FgYIAOHTqgZ8+e2LBhAwBAX18fly9fRlZWFiwsLNC8eXMAQI0aNdCvXz/I5XKYmJhgxowZOHz4cInfh76+PhITE6FQKGBoaPjK91wfPnyI2rVrv/L3Izk5+bXfp4+PD/z9/VGtWjW8//77z10BeFMnT56EQqHADz/8ACMjo3/M/E+Cg4Oxe/duXLp06bnPx8bG4sGDB5g5cyYMDAxQt25djB49Ghs3bizxOIaGhmjZsiWioqJw6tQpuLu7w8fHB9HR0Thx4gQaNGiAGjVqvPbPEgB69+4Nb29vSKVSGBoaAlCfpfv6+mLAgAElvhVC9KZYxqSTduzYgYyMDCQmJmLJkiWQyWTFX/v72aNCoYClpSVMTEyKP+fg4IA7d+6U+HipVFp8dqlQKFCnTh1IpdISn7t161bs27cPDg4O8PX1xfHjxwEAeXl5GDNmDBwcHGBqaor27dsjIyOjxPchQ0JCoFKp0KpVK7i6uuLXX38t8futUaMG7t69+8rfjzf5PmvVqlX8/+VyOQoKClBUVPTKY5YkOTkZDg4O0NPTe6vnvcja2hoTJkzAzJkzn/v8sx9MzM3Ni3999913uH///iuP5evri0OHDiEqKgq+vr7w8/PD4cOHcfjwYfj6+gLAa/8sAZR41WHv3r3Iz8/H2LFjy/T9ErGMqcr5+2VEW1tbpKenIzs7u/hzSUlJeOedd4o//vudvUqlEikpKbC1tYWtrS2Sk5Ofuwns78/19PTEzp07kZqaij59+mDgwIEAgB9//BFXr15FTEwMsrKyEBUVBQAlvtdYq1YtrFixAgqFAj///DPGjRtX4nupnTp1wsmTJ1/53vObfJ+aUKdOHSQlJZVY4m97+Xbq1KmIjIzE6dOnnzu+k5MTMjIyin9lZ2dj3759r3yNF8vY19f3pTJ+3Z/lq449evRodOvWDf7+/sjNzX2r74/o71jGVKXVqVMHbdu2RXBwMAoKChAXF4eVK1di2LBhxY85ffo0tm3bhqKiIixcuBDVq1dH69at4eXlBSMjI4SEhODJkyc4dOgQdu/ejcGDB6OwsBC//fYbMjMzoa+vD1NTU1SrVg2A+mYfmUwGc3NzpKenY/bs2a/Mt3nz5uKCtbCwgEQiKT7O33Xq1AmdO3dGQEAATp8+jaKiImRnZ2PZsmX49ddf3+j71IRWrVqhdu3a+Pzzz5Gbm4uCggJER0cDAGrWrImUlBQUFha+0bHMzc3x2WefISQk5Lnjm5qaYt68ecjPz8fTp09x8eJFxMbGFr9GQkLCc6Xatm1bXL16FSdPniy+wpCYmIiYmBi0b98eAP7xz/J1/vvf/6Jhw4bo2bMn8vPz3/j3iujvWMZU5W3YsAEJCQmwtbVFQEAAZs+ejc6dOxd/vXfv3ti0aRMsLCywdu1abNu2Dfr6+jAwMMCuXbsQHh4OKysrjBs3DmvWrEGjRo0AqG8Uc3R0hKmpKZYtW4Z169YBACZNmoT8/HxYWVmhdevW6Nat2yuzxcbGwsvLC8bGxujVqxcWLVoEJyenEh+7ZcsW+Pv7Y9CgQTAzM0OTJk1w6tQpdOrU6Y2+T02oVq0adu/ejRs3bsDe3h52dnbYtGkTAPVd2a6urqhVqxasrKze6HiffPLJcz98PDv+uXPn4OTkBCsrK3z00UfIzMwEAAwYMACA+rL9s/fojYyM0Lx5c7i6usLAwAAA0KZNGzg4OMDGxgYAXvtn+U8kEgmWL1+OOnXqoHfv3igoKHjD3y2iv0hUvA+f6JVmzZqFGzduFBcpEVF54JkxERGRYCxjIiIiwXiZmoiISDCeGRMREQnGMiYiIhKMZUxERCQYy5iIiEgwljEREZFgLGMiIiLBWMZERESCsYyJiIgEYxkTEREJxjImIiISjGVMREQkGMuYiIhIMJYxERGRYCxjIiIiwVjGREREgrGMiYiIBGMZExERCcYyJiIiEoxlTEREJBjLmIiISDCWMRERkWAsYyIiIsFYxkRERIKxjImIiARjGRMREQnGMiYiIhKMZUxERCQYy5iIiEgwljEREZFgLGMiIiLBWMZERESCsYyJiIgEYxkTEREJxjImIiISjGVMREQkGMuYiIhIMJYxERGRYCxjIiIiwVjGREREgrGMiYiIBGMZExERCcYyJiIiEoxlTEREJJie6ABERCRGaioQGgrExQGZmYCZGeDuDowaBVhbi05XtUhUKpVKdAgiIqo4sbHA3LlAeLj644KCv74mkwEqFdC9OxAcDHh6islY1bCMiYiqkKVLgSlTgPx8dem+ikSiLub584GgoIrLV1XxMjURURXxrIjz8l7/WJVK/bgpU9Qfs5DLF8+MiYiqgNhYwM/vzYr4RXI5cPgw0LKlxmPR/+Pd1EREVcDcuepL06WRn69+PpUfnhkTEem41FTAweH5G7XelqEhkJTEu6zLC8+MiYh0XGho2Y8hkWjmOFQyljERkY6LiyvbWTGgvlR94YJm8tDLWMZERDouM1Mzx3n0SDPHoZexjImIdJyZmWaOY2GhmePQyzhnTESkI9LT0xEWFgZTU1OYm5vD3NwcaWlpSEhQAegCQFbqY8tkgJubxqLSC3g3NRGRjrhw4QLc3d1hZGSEoqIiPH78GAAwZsyXCA2djcePJaU+Nu+mLl88MyYi0hFGRkYwMTFBdnY2AKBatWr49ddfERgYiNRUYMeOf14C81UkEsDfn0VcnvieMRGRltu8eTMaNWqE+vXrw9DQEAYGBpDJZJgzZw4CAwMBqDd9kJXyKrVMpn4+lR+WMRGRFsrLy8PkyZNhZmaGIUOGwM7ODnFxcUhJSYGRkREGDBiAzz//vPjxnp7qTR/k8rd7Hblc/TwuhVm++J4xEZEWiYuLw+TJk3Ho0CGYmJjgo48+wpw5cyD722mvQqGAjY0N9PRefieSuzZVTjwzJiKq5JRKJVasWAEnJyd4eHjg7t27CAsLQ0ZGBubPn/9cEQOAra1tiUUMqIv18GEgIEB9U9aLl65lMvXnAwLUj2MRVwyeGRMRVVKPHj3C1KlTsWHDBhQWFqJHjx5YuHAhHB0dNXL8Bw/US1xeuACsW7cHRkaFmDmzL0aO5M1aFY1lTERUyURHR2PKlCmIiYmBlZUVJkyYgOnTp7/ybLesbty4AWdnZ0gkEuzevRv+/v7l8jr0arxMTURUCSiVSvzwww+wtbVFu3bt8PjxYxw4cACpqamYOXNmuRUxAKxduxYSiQRKpRLvv/8+MjW1fia9MZYxEZFACoUCgwYNgkwmw5dffokOHTrg7t27OHPmDDp16lTur69SqbBy5UoolUoAQGZmJiZNmlTur0vPYxkTEQkQHh6Opk2bws7ODtHR0Zg3bx7y8vKwbt061KxZs8JyZGZmIj8/HzY2NgCADz/8EL169aqw1yc1vmdMRFRBCgsLMWfOHCxduhTp6elo06YNFixYgFatWomOhpycHJiYmCA/Px+Ghoai41Q5PDMmIipnN27cQI8ePWBkZIQFCxagf//+ePToEaKjoytFEQOAsbExqlWrhlOnTomOUiWxjImIysnGjRvRsGFDODs748qVK1ixYgVycnKwbNkymGlqX0MNMjIywunTp0XHqJK4UQQRkQbl5uZi+vTpWLVqFfLy8tCxY0ds374djRs3Fh3ttWrUqIGLFy+KjlElsYyJ3lBqqnqBhLg4IDNTvWG7uzswahQXSCDg3LlzmDx5MqKiomBqaooxY8Zgzpw5WvX+6zvvvIMbN26IjlElsYyJXiM2Fpg7FwgPV39cUPDX17ZtA776CujeXb2rjaenmIwkhlKpxPLlyzF37lwkJyfDxcUFW7duRZ8+fURHK5W6devi2LFjomNUSXzPmOgfLF0K+Pmp94EtKHi+iAH1YvsFBeqv+/mpH0+6Lz09HaNGjYKxsTEmTpyI5s2b4/bt27h06ZLWFjEAuLq6Ii0tTXSMKollTPQKz3a3yct7/YbsKpX6cVOmsJB12dGjR+Hl5QUrKyvs27cPM2bMQF5eHrZv3w4HBwfR8cqsRYsWyMnJER2jSuKcMVEJYmPVZ7p5eW//XLlcvdsN93/VDUqlEiEhIVi0aBHu37+P5s2bY968eejYsaPoaBqXlZUFMzMzzhoLwDNjohLMnau+BF0a+fnq55N2S0lJwYABAyCTyTB79mx07twZ9+/fx6lTp3SyiAHA1NQUUqkUZ8+eFR2lymEZE70gNVV9s1ZprxmpVMC+fert6Uj77NmzB+7u7rC3t8eJEycwf/585ObmYs2aNbCuArfNGxkZceEPAVjGRC8IDS37MSQSzRyHKkZhYSGmT5+OGjVqoHfv3jAzM0NMTAySk5Px8ccfQyqtOv9UctZYjKrzN4zoDcXFvXzX9NvKz1dv2E6V27Vr19C9e3fI5XIsXrwYgwcPxqNHj3DkyBF4VtE5NVtbW84aC8AyJnqBprZyffRIM8chzfvtt9/g7OyMRo0a4fr16/j111+RnZ2N//3vfzA1NRUdT6h69eohOTlZdIwqh2VM9AJNLRlsYaGZ45Bm5OTkYPz48TAxMcGIESNQt25dXL58GTdu3EBgYKDoeJVG48aNOWssAMuY6AXu7kBZpzpkMsDNTTN5qGzOnDkDX19fmJmZYcOGDRg/fjxycnKwf/9+NGrUSHS8Sqd58+bIzs4WHaPK4Zwx0QtSUwEHh7K9b2xoCCQlcc1qUZRKJZYtW4bvv/8eKSkpcHV1xbfffotevXqJjlbpZWZmwtzcHI8fP4aBgYHoOFUGz4yJXmBjo15rWiIp3fMlEiX8/VnEIqSlpWHEiBEwMjLCpEmT0KpVKyQkJODChQss4jdkZmYGqVSKc+fOiY5SpbCMiUoQHKy+1FwaKlUBoqK6Y8mSJTh79iyePHmi2XD0kkOHDsHT0xM2Njb4/fffMXPmTOTl5WHLli2wt7cXHU/ryOVyzhpXMJYxUQk8PYH589VLW74NuRz46KN4pKXtx/jx49GuXTsYGxujd+/e5RO0CisqKsK3336LmjVrokOHDpBIJIiMjMS9e/cQHBwMPT1uSldaNWrUwAXO5lUoljHRKwQF/VXIr7tkLZGoHzd/PrBiRQt4e3sDUG80D6DKzqyWh6SkJPTr1w9yuRzffPMNunXrhtTUVJw8eRK+vr6i4+kEW1tbXL9+XXSMKoVlTPQPgoLUmz4EBKhvynrx0rVMpv58QID6cUFB6s9///33MDIyglQqRWFhIe9O1YCdO3eiSZMmcHR0RGxsLBYuXIjc3FysXr0aVlZWouPplLp163LWuILxOg7Ra7RsCWzdql5rOjRUvbLWo0fqOWI3N2DkyJdv1vLx8UG9evWQmZmJzz//HBMmTMDRo0cRGRnJO1TfQkFBAb766iusWLECmZmZ8PHxwalTp9C8eXPR0XSai4sLwsPDRceoUjjaRFROEhISUL16ddSuXRuXL1+Gt7c3qlWrhpiYGNSrV090vEotPj4ekyZNQkREBORyOUaMGIG5c+fC2NhYdLQqITw8HL1790ZhYaHoKFUGL1MTlRNHR0fUrl0bgHpVo7t378LR0RGNGjVCWFiY4HSV05o1a1C/fn24urri9u3bWL16NbKysrB48WIWcQXy8vLCkydPUFRUJDpKlcEyJqoghoaGOHXqFMaOHYvBgwdj3LhxoiNVCllZWRg3bhyMjY3xwQcfwNnZGVeuXMG1a9cwbNgw0fGqJEtLS84aVzCWMVEFW7x4McLCwrBixQo0a9YMeXl5oiMJERsbi3bt2sHCwgKbNm3CJ598gry8POzbtw/Ozs6i41V5crkcsbGxomNUGSxjIgH69++Pa9eu4c6dO7C1ta0y+8cqlUosXrwYderUgZeXFzIzM7Fz5048fPgQ3377LW9uq0QsLCyqzN/LyoBlTCSIk5MT7ty5Azc3N3h4eGDlypWiI5Wb1NRUDB8+HEZGRpgyZQpat26NpKQkxMXFoWfPnqLjUQk4a1yxWMZEAunr6+PIkSOYOnUqRo8erXNb+f35559o2bIlatWqhYiICMyePRv5+fnYvHkz7OzsRMejf8BZ44rFMiaqBObOnYu9e/di06ZNcHFxQVZWluhIpVZUVISvv/4aNjY26NSpE6pVq4aoqCjcvXsX06ZNg1TKf3a0QePGjZGamio6RpXB/yqIKonu3bvj9u3byMrKgq2trdbdPJOYmIiAgADI5XJ8//336NmzJ9LS0hATEwMfHx/R8egtNWvWjCvHVSCWMVElYmtri+TkZPj4+KB169ZYvHix6EivtX37djRu3BhOTk44e/YsFi9ejJycHPz666+wtLQUHY9KqXXr1pw1rkAsY6JKRiqVYv/+/fjmm28wadIk9OvXD0qlUnSs5xQUFGDq1KmwsLBA//79UbNmTZw5cwYJCQkYM2YML0XrgBo1akAikfCO6grC/2KIKqng4GBERkZi3759qFevHtLS0kRHwqVLl9C5c2cYGxtj+fLlCAwMRGZmJiIjI+Hh4SE6HmmYXC7HyZMnRceoEljGRJVY+/bti+9otbe3R1RUlJAcq1atQr169eDm5oakpCSsW7cOmZmZWLRoEZep1GGWlpbc17iCsIyJKjkrKyvcvHkT3bp1g5+fH+bOnVshr5uVlYWxY8fC2NgY//rXv+Di4oLr16/j6tWrGDx4cIVkILFq166Na9euiY5RJbCMibSAVCrFtm3bsHDhQnzxxRfo2rVrub2PHBMTA29vb5ibm2PLli2YPHkycnNzsWfPHu42VcU4OTlx1riCsIyJtMjEiRNx4sQJREdHo06dOlAoFBo5rlKpxMKFC2FnZ4c2bdogNzcXe/fuRVpaGubMmcNlKqsoFxcXzhpXEJYxkZbx9PSEQqGAqakpnJycyrQJ/L179zB06FDI5XL8+9//ho+PD1JSUnDu3Dl0795dg6lJG3HWuOKwjIm0kKmpKeLj4zFo0CD06NED06dPf6vnHzx4EM2bN4etrS0OHTqEb775Bvn5+di4cSNsbW3LKTVpm9atW6OwsLDSjdbpIpYxkRZbs2YNVqxYgZCQELRr1w6FhYWvfGxRURFmzZoFa2trdO3aFdWrV8eRI0egUCgwZcoUzgbTS2xsbDhrXEH4Xx+Rlvvwww9x7tw5XLhwAXZ2drh9+/ZzX799+zZ69+4NmUyGH374Ab1798bDhw9x/PhxeHt7C0pN2kImk2nd0qzaSE90ACIquyZNmkChUMDHxwfOzs7YuHEjVCoVvvzyS1y9ehUODg5YunQpPvjgA54B01uxsLBAXFyc6Bg6j2VMpCPkcjmOHj2KNm3aoH///gCADh06YNOmTXB3dxecjrQVZ40rBn9EJtIBFy9eRKdOnWBiYoKEhAT4+/tDT08PmZmZcHZ2Fh2PtJiTkxOSkpJEx9B5LGMiLaVUKvHLL7/AyckJ7u7uuHPnDjZs2IDMzEzs3bsXV65cQUJCAmrXro34+HjRcUlLcV/jisEyJtIyGRkZGD16NExMTBAUFAR3d3fcvHkT8fHxGDhwYPHj6tWrB4VCgcaNG8PNzQ2rV68WmJq0lYeHB7KyskTH0HksYyItcezYMbRp0waWlpbYsWMHpk6ditzcXOzcuRNOTk4lPsfAwADR0dH47LPPMGrUKIwaNaqCU5O28/Ly4qxxBZCoVCqV6BBEVDKlUokFCxbgxx9/xL1799C0aVN8//336Nq161sfa+/evejbty/q16+PEydOwMTEpBwSky6SSqW4cOECXF1dRUfRWTwzJqqE7t27h8GDB0Mmk2HGjBnw8/ODQqHA2bNnS1XEANCjRw/cvHkT6enpsLW1xZkzZzScmnSVTCbjvsbljGVMVImEh4fDw8MDtra2OHLkCObOnYu8vDysX78etWrVKvPx7ezskJycDC8vL3h6emLJkiUaSE26jrPG5Y9lTCRYYWEhZs6cCSsrK/To0QNGRkaIjo7GnTt38Omnn2p8kQ49PT388ccfmDVrFiZMmIABAwbw/UD6R7Vq1cLVq1dFx9BpLGMiQW7evImePXvCyMgIP/74I/r27Yv09HRER0ejTZs25f76X375JSIiIrBnzx40aNAA6enp5f6apJ0cHR05a1zOWMZEFSwsLAwNGzZE/fr1cfnyZSxfvhy5ublYvnw5zM3NKzTLu+++i8TERDx9+hR2dnY4evRohb4+aQfua1z+WMZEFSAvLw+ffPIJzMzMMGTIENjb2+PChQu4deuW8HEjGxsb3Lp1C126dIGvry9CQkKE5qHKh7PG5Y9lTFSO4uLi0KFDB5iYmGD16tX417/+hdzcXBw8eBBNmjQRHa+YVCrFjh07MH/+fAQHB8Pf35/vI1MxLy8vPH78mH8nyhHLmEjDlEolfv75Zzg6OsLDwwP37t1DWFgYMjIy8MMPP8DQ0FB0xFeaPHkyjh07hqioKDg4OODevXuiI1ElYGdnB4lEwpu4yhHLmEhD0tPT8cEHH8DY2BgTJkyAh4cHbt++jcuXL6Nfv36i470xLy8vpKSkQC6Xw9HREQcOHBAdiSoBQ0NDzhqXI5YxURkdPXoUXl5esLKywp49e/D5558jPz8fO3bsgIODg+h4pWJubo4rV66gf//+6NatG7788kvRkUgwc3NzzhqXI+5nTFQKSqUS8+fPx4IFC3D//n00a9YMBw8eRMeOHUVH0xiJRIJ169bB19cXQUFBiIqKQkREBPT0Sv5nIzUVCA0F4uKAzEzAzAxwdwdGjQKsrSs2O2le7dq1eZm6HHFtaqK3oFAoMGnSJOzcuRMSiQT9+/fHf/7zH9jY2IiOVq7i4uLQrl274kuVfz/jj40F5s4FwsPVHxcU/PU8mQxQqYDu3YHgYMDTs4KDk8b069cP169f59lxOeFlaqI3sG/fPri7u8POzg7Hjh1DSEgI8vLysG7dOp0vYgBwd3eHQqFArVq10KBBA2zfvh0AsHQp4OcH7NihLuG/FzEA5OerP7djh/pxS5dWeHTSkEaNGuH+/fuiY+gsXqYmeoXCwkLMnj0by5YtQ0ZGBtq2bYuYmBh4VtHTOyMjI5w/fx5jx45Fv3798O67m3DixADk5b3+uSoVkJcHTJmi/jgoqHyzkuZ5eHggMzNTdAydxcvURC+4fv06PvnkExw4cACGhoZ4//33MW/ePJiamoqOVmnMmbMfM2e2A2D01s+Vy4HDh4GWLTWfi8pPYmIiHB0d8fTpU42vl068TE1UbMNZLaMkAAAgAElEQVSGDXB2dkbDhg1x9epVrFy5Ejk5OVi6dCmL+AVnz3aDRCIv1XPz89XvMZN2cXBwgEQiwc2bN0VH0UksY6rScnJy8PHHH8PU1BTvv/8+nJyccOnSJdy8eRMjRowQHa9SSk1V36ylUklK9XyVCti3D3jwQMPBqNwZGhoiJiZGdAydxDKmKunMmTPw8/ODmZkZ1q1bh6CgIOTk5OD333+Hi4uL6HiVWmho2Y8hkWjmOFSxzM3Ncf78edExdBLLmKoMpVKJpUuXwt7eHi1btkRaWhq2bduGR48eYd68eZV6mcrKJC7u5bum31Z+PnDhgmbyUMWpWbMmrly5IjqGTuLd1KTz0tLSMGXKFISFhaGoqAg9e/bEkSNHtHZ1LNE0dUPto0eaOQ5VHEdHR9y6dUt0DJ3EM2PSWVFRUfD09ISNjQ3Cw8MxY8YM5OXlYdu2bSziMjAz08xxLCw0cxyqOJw1Lj8sY9IpRUVFmDt3LmrVqgU/Pz+oVCpERETg/v37mDFjxiuXcqQ35+4OlPWKvkwGuLlpJg9VHM4alx/OGZNOSElJwaRJk7Br1y5Uq1YNAwcOxI8//ggrKyvR0XROairg4FC2940NDYGkJK5ZrW04a1x++LtJWm3Xrl1wc3ODvb09Tp48if/85z/Izc3F6tWrWcTlxMZGvda0pHSTTZBIAH9/FrE2evb2zu3btwUn0T0sY9I6BQUFCA4OhqWlJQICAmBhYYGTJ08iKSkJEyZM4E/sFSA4WH2puTT09J4gOFizeajicF/j8sF/tUhrXL16Fd26dYOxsTH++9//YsiQIcjIyEBUVBRacm3FCuXpCcyfr17a8m3o6z/BkycTMWtWTyiVyvIJR+XK3Nwc586dEx1D57CMqdJbt24dGjRoABcXF9y6dQuhoaHIzs7G//73P5iYmIiOV2UFBf1VyK+7ZC2RqB+3aJE+oqPfR2RkJBwdHZGamloxYUljatasyX2NywHLmCqlnJwcjBs3DiYmJhg5ciTq16+P+Ph4XLt2DcOHDxcdj/5fUJB604eAAPVNWS9eupbJ1J8PCFA/LigIaNu2LZKTk1G9enXY29sjIiJCTHgqFUdHRyQkJIiOoXM450GVyqlTp/Dpp58iOjoaZmZm+PjjjzFr1iwYGBiIjkav0LIlsHWreq3p0FD1ylqPHqnniN3cgJEjX75Zy9LSElevXsWwYcPQuXNnzJw5E7NmzRKQnt5Ww4YNuT51OWAZk3BKpRJLlizBvHnzcOfOHTRp0gQ7d+5Ez549RUejt2BtDUyd+uaPl0ql2LBhA/z8/DBu3DhERUXhwIEDnAWv5Nzd3ZGRkSE6hs7hnDEJk5qaiilTpmDz5s14+vQpevXqhYULF8LOzk50NKpg586dQ/v27WFkZISYmBjY29uLjkSvcPPmTdSvXx+sDs3ie8ZU4f7880+0bNkStWrVwsGDB/HVV18hLy8PW7ZsYRFXUR4eHlAoFLCyskL9+vWxa9cu0ZHoFZycnACoFwAhzWEZU4UoKirCN998g5o1a6JTp06QSqU4dOgQ7t69i88//5yXJgnGxsa4cOECAgMD0adPH3z22WeiI1EJpFIpDA0NceLECdFRdArLmMpVUlIS+vbtC7lcju+++w7+/v5ITU3FyZMn0b59e9HxqBL65ZdfsGbNGixatAitW7dGYWGh6Ej0AjMzM84aaxjLmMrF9u3b4erqCkdHR5w+fRqLFi1CTk4OVq1axWUq6bWGDx+Oixcv4tq1a6hduzauX78uOhL9Dfc11jyWMWlMQUEBpk2bBgsLC/Tv3x82NjY4c+YMEhMTERQUxGUq6a00atQICoUC9erVQ+PGjbFhwwbRkej/2dvb8z1jDeO/jlRm8fHx6NKlC4yNjbFs2TK8//77yMzMRGRkJDw8PETHIy32bB3k8ePHY9iwYRg7dqzoSAT1D0r37t0THUOnsIyp1FavXo169erB1dUVCQkJWLt2LbKysvDTTz/B2NhYdDzSIQsXLsTWrVvx66+/omnTpsjLyxMdqUpr2rQpZ401jGVMbyUrKwtBQUEwNjbGRx99hEaNGuHq1au4du0ahgwZIjoe6bCAgABcv34d9+7dQ+3atREXFyc6UpXl5eWFgrJsaE0vYRnTG4mNjYWPjw/Mzc0RFhaGTz75BLm5udi7dy8aNGggOh5VEQ4ODrhz5w6aNWuG5s2bY8WKFaIjVUn16tWDSqVCUlKS6Cg6g2VMr6RUKrFo0SLY2dnBy8sL2dnZ2LNnDx4+fIhvv/2W60WTEHp6ejh06BCmT5+OMWPGYNiwYdyOsYJJpVJUr16d+xprEMuYXpKamophw4ZBLpdj2rRpaNu2LVJSUnD+/Hn4+/uLjkcEAPj666+xf/9+bN26FS4uLnwPs4KZmZnh7NmzomPoDJYxFYuIiECLFi1Qq1YtREZGYs6cOcjPz0dYWBhsbW1FxyN6SZcuXXD79m3k5ubCzs6OuwlVIM4aaxbLWMukpgIhIcDw4cB776n/NyREvX1daRQVFWH27NmwsbFB586doa+vj6ioKCgUCkydOpWzwVTp1a5dG0lJSfD19UXbtm2xcOFC0ZGqBHt7e+5rrEkq0gonT6pUAQEqlaGh+hfw1y+ZTP25gAD140py5MgR1bRp04o/TkhIUPXu3Vulp6enkslkqg8//FD18OHDCvpuiMrH999/r5JKparevXurnj59KjqOTvv0009VtWvXFh1DZ7CMtcCSJSqVXK5SSSTPl/CLvyQS9eOWLHn++deuXVOZmJioDAwMVP/73/9UjRo1UkkkEpWDg4Pq559/5j9apFOOHDmikslkKgcHB9X9+/dFx9FZoaGhKplMJjqGzuB+xpXc0qXAlCnA26xxIJcD8+cDQUHAw4cP4ebmhrt37xZ/vUOHDliwYAHc3d3LITGReOnp6fD09IRCocDevXvRoUMH0ZF0Tnx8PFxdXXknu4awjCux2FjAz+/tivgZuRzYvDkVgwfXR3Z29t8+L8eDBw8gl8s1F5SoElIqlRg0aBC2bt2Kr7/+Gl988YXoSDpFqVSiWrVqSE5O5j7kGsC7cyqxuXOB/PzSPTcvT4nevU+gWrVqaNiwIVxdXWFnZwcjIyPcuHFDs0GJKiGpVIrNmzdj8eLF+Oqrr9C5c2cUFRWJjqUzns0a8w52zeCZcSWVmgo4OABlWXGuenUVkpMlsLbWXC4ibXT69Gn4+fnB2NgYsbGxPJPTEBsbG4wZMwZz5swRHUXr8cy4kgoNLfsxpFKJRo5DpO1atGgBhUIBS0tL1KtXD3v27BEdSSfY2Nhw1lhDWMaVVFxc2c6KAfUl7gsXNJOHSNuZmJjg0qVLGDp0KHr16oV///vfoiNpPXt7e9y+fVt0DJ3AMq6kMjM1c5xHj/76/yqVCgkJCVzcnaq0VatWYdWqVfjxxx/h7e2NwsJC0ZG0VsOGDbmvsYawjCspMzPNHCcp6TwmTpyIbt26wdLSEnXr1uUZAVV5I0aMwPnz53H58mXY2tri5s2boiNpJXd3dzz6+0/8VGos40rK3R0wNCzbMfT1nyAhYRcWL16M33//HRkZGZBKpbCwsOBsIFV5rq6uuHv3LhwdHdGoUSOEhYWJjqR1WrVqhfzSjnzQc1jGldTIkWU/RrVq+rh+/QvMmzeveLtDpVKJ5cuXQ09PD++88w769u2L9evX81IdVUmGhoY4deoUxo4di8GDB2P8+PGiI2kVFxcXqFQqXqrWAJZxJWVjA3TvDkgkpXu+RAL4+wM2NhJMmzYNmzdvhlwuh1wuR2FhIY4dO4Y+ffrgypUrGDVqFKpXrw4bGxt069YNy5Yte26hECJdt3jxYoSFhWH58uVo1qwZ8kqz0k4VJJVKYWBgwFljDeCccSVW1hW4Dh8GWrb863NxcXE4deoUPvjgg5cef+nSJaxevRoHDx7E1atXkZ+fD3Nzc7i7u6Nnz54YMWIEbGxsSv/NEGmB27dvw8vLC4WFhTh69CiaNGkiOlKlZ21tjfHjx2PWrFmio2g1lnElV9a1qUsrKSkJoaGhCA8Px6VLl5CdnQ1jY2O4uLigW7duGDVqFJycnEr/AkSVVGFhITp27Ijjx49j+fLlJf7wSn9xdXWFq6sr33MvI5axFnhWyPn56v2ZXkUiAWSyshdxSR4+fIi1a9di165dOHfuHB49egRDQ0M4OzujY8eOGDlyJDeeIJ0SHByMefPmYfjw4VizZo3oOJVW9+7dkZaWhtjYWNFRtBrLWEucOqVeq3rfPnXp/v0GRplMXdL+/kBw8POXpstLbm4uNm7ciG3btuHUqVN48OAB9PT0ULduXfj6+uL999+Ht7c3JKV905uoEggPD0efPn1Qt25dxMTEwNTUVHSkSueTTz7B1q1bkZKSIjqKVmMZa5kHD9RLZV64oF7Qw8ICcHNT330tcg3qJ0+eYMeOHQgLC8OJEyegUCggkUhQp04deHt7Y+jQoejWrRukUt4zSNpFoVDA09MTmZmZiIyMhKenp+hIlcovv/yCSZMmIScnR3QUrcYypnKhVCpx8OBBrF+/HkePHkVSUhKePn2K2rVrw8vLCwMGDEC/fv2KR66IKjOlUgl/f38cPHgQCxYswMSJE0VHqjTi4uLg4eHBtQvKiGVMFeb48eNYu3YtIiMjcevWLRQWFsLa2hrNmzdHQEAAhg0bBmNjY9ExiV5p7ty5+OKLL9C7d29s2bKFV3rw177G9+/f58RFGbCMSRiOU5E2ioqKQteuXVGrVi3ExsbCyspKdCThqlevjs2bN6NXr16io2gt/lhHwri6uiIkJARnz55FXl4eEhMTMXnyZBQWFmLOnDmoWbMmTExM4OXlha+++goJCQmiIxOhffv2SE5OBqDetSgqKkpwIvFMTExw9uxZ0TG0Gs+MqdJKS0vDmjVrsGfPnpfGqTp16oRRo0ZxUQYSRqlUYsCAAdi+fTu+/fZbBAcHi44kjIuLC5o2bYqNGzeKjqK1WMakNXJycrBx40Zs3779pXEqPz+/4nEqooq0ePFiTJo0CZ06dUJ4eHiVfB+5a9euyMjI4LKYZcAyJq1VWFj43DjV3bt3OU5FQsTGxuLdd9+FmZkZYmNjYWtrKzpShfr444+xc+dO7pVeBvxXirSWgYEBBg4ciC1btiAlJQVPnjzB3r170b59exw/fhy9evV6bneqDRs2cHcqKheenp5QKBQwNTWFk5MTwsPDRUeqUG5ubkhPTxcdQ6vxzJh02qvGqVq0aIE+ffpwnIo0LjAwEOvWrUNwcDC+/fZb0XEqxNmzZ9GiRQvOGpcBy5iqlFeNUzVt2hTvvfceRowYwVEVKrOVK1dizJgxaNOmDSIiInR+cZuioiLo6+sjLS0NNWrUEB1HK7GMqUpLTExEaGgo9u/f/9zuVI0bN0b37t0xatQoODg4iI5JWujixYvw8fEp3u9X13c5MzAwwI4dO+Dv7y86ilbie8ZUpTk4OOCrr77C8ePHkZWVhQcPHmD27NmQy+X46aef4OjoCJlMhqZNm+Kzzz7DxYsXRUcmLdGkSRMoFArY2dnB2dkZW7duFR2pXJmYmODMmTOiY2gtnhkT/YNn41Tbtm3D6dOn8eDBA+jr68PJyYnjVPTGxo0bh2XLlmHChAn46aefRMcpFy4uLmjWrBnWr18vOopWYhkTvYUXx6kUCgWkUins7e3Rtm1bjlPRK23atAnDhw9H06ZNcfToURgaGoqOpFFdunRBVlYWTpw4ITqKVmIZE5XBi7tTJSYmQqlUwtbWFl5eXhg4cCACAgJ0/gYeejM3b96El5cXnj59imPHjsHFxUV0JI0ZP3489uzZg8TERNFRtBJ/fCcqA6lUiq5du2L16tW4efMmioqKcOTIEbz33nu4fPkyAgMDUb16ddjY2KB79+5Yvnw5932twurVqweFQoHGjRvDzc0Nq1evFh1JY5o0acJZ4zLgmTFRObt48WLxONW1a9c4TkUAgH//+9/44YcfMGLECKxatUp0nDI7depU8Vk/vT2WMVEFezZOFR4ejkuXLiEnJ4fjVFXUnj170K9fP9SvXx8nTpyAiYmJ6Eil9mzW+OHDh7C0tBQdR+uwjIkEe7Y71e7du3H+/Hk8evQIMpkMzs7O6NixI3en0nEpKSnw9PRETk4ODh8+jObNm4uOVGoGBgbYuXMnunfvLjqK1uF7xkSCWVlZ4dNPP0VkZCTS09ORnZ2NhQsXwtbWFuvWrYObmxuqV68OFxcXBAUFITo6WnRk0iA7OzskJyejdevW8PT0xJIlS0RHKjXua1x6PDMmquQKCwuxfft2bN68+aVxKh8fHwwZMgRdu3blOJUO+PrrrzFr1iz069cPmzZt0ro/04YNG8LT0xPr1q0THUXrsIyJtIxSqcTvv/+ODRs24OjRo0hKSuI4lQ75888/0aNHD9ja2iI2Nlar3n/t1KkT8vLycOzYMdFRtA7LmEgHREdHY926dTh06BBu3bqFJ0+ewMrKCi1atEBAQACGDh3K3am0SGpqKlq1aoXU1FQcOHAAPj4+oiO9kaCgIISHhyMhIUF0FK2jXddAiKhE3t7eWLp0KeLj4/H48WPExcVhxIgRuHv3LiZNmgQTExNYWlrCz88PP/74I9LS0kRHpn9gY2ODW7duoUuXLvD19UVISIjoSG/Ezc0NDx8+FB1DK/HMmKgKeNU4laurK7p168ZxqkpswYIFmDJlCrp27Yo9e/ZU6veRT548iTZt2nDWuBRYxkRVUFpaGlavXo3du3cjLi7uuXGqzp07Y+TIkXB1dRUdk/5fTEwMOnbsCAsLC5w8eRK1a9cWHalEhYWFqF69OjIyMmBmZiY6jlZhGRMRcnJysH79emzfvh1nzpxBamoqDAwMULduXfj5+SEwMBBt2rQRHbNKy8jIgJeXFxITE7Fr1y506dJFdKQS6evrY9++fejcubPoKFql8l7vIKIKY2xsjH/9618IDw/H/fv38fjxY6xZswaNGzfGrl274O3tDT09PdStWxeBgYEIDw+HUqkUHbtKMTc3R3x8PPr3749u3bph5syZoiOVyMTEBKdPnxYdQ+vwzJiIXovjVJXLihUrEBQUBG9vb0REREBPT090pGLOzs5o3bo11qxZIzqKVmEZE1GplDROZW1tXTxONWTIEI5TlaO4uDi0a9cOhoaGOHnyZKW5Aa9Dhw54/PgxV4p7SyxjItKIixcvIjQ0FH/88Ufx7lQWFhbFu1MFBgZydyoNy8vLQ5s2bRAfH49NmzYhICBAdCSMGTMGBw4cwO3bt0VH0Sp8z5iINKJJkyaYP38+zp07h7y8PCQkJGDixInIy8vDV199BWtra5iYmKB169aYPXs2kpKSREfWenK5HOfPn8cHH3yAfv36YfLkyaIjoUmTJpw1LgWeGRNRhUhNTcXatWuLd6fKyMjgOJUGrV+/HiNGjECzZs0QFRUFQ0NDITmOHz8OHx8fzhq/JZYxEQnx93Gq06dP48GDBxynKqPr16+jdevWUKlUOH78OBo2bFjhGQoKCiCTyZCZmQlTU9MKf31txTImokrh2e5UYWFhiImJKd6dysHBAd7e3hg6dCi6dOlSqVegqgwKCwvh6+uL2NhYhIaGYvjw4RWeQV9fH/v370fHjh0r/LW1Ff9WE1GlYGBggEGDBmHr1q1ISUlBUVFR8Yzz0aNH0bNnT+jp6cHOzg79+/dHWFgYCgsLRceudAwMDHD8+HFMnjwZgYGBGD16dIVnMDY25qzxW+KZMRFpjejoaKxduxaHDx9+aZyqb9++GDp0KORyueiYlcauXbvQv39/NGzYEMePH6+wUbMGDRqgbdu2WL16dYW8ni5gGROR1rp48SJWrVpVPE5VUFDAcaoXJCUloVWrVsjLy0NUVBQ8PDzK/TXfffddFBUV4ciRI+X+WrqCZUxEOiMxMRGrVq1CeHg4Ll++jJycHJiYmDy3O5W9vb3omBWuqKgIXbt2xaFDh7BkyRKMGTOmXF9v9OjRiIiIwK1bt8r1dXQJy5iIdNarxqkaNmxYPE7VuHFj0TErzOzZszF79mwMHDgQ69evL7eb4RYtWoSZM2ciMzOzXI6vi1jGRFRl5OTk4LfffsOOHTteGqd69913MWLECHh5eYmOWa4iIiLQo0cP1KlTBydPnoSFhYXGX+Po0aPw8/NDUVGRxo+tq1jGRFRlFRYWYuvWrdi8eTNiYmJw9+7d4nEqHx8fDB06FJ07d9a5cap79+6hVatWePjwIQ4ePIi2bdtq9PjPZo2zs7O5PvkbYhkTEf0/pVKJ/fv3Y/369YiOjkZycjJUKtVzu1P17du3Uu2SVFpKpRK9e/fGvn37EBISgs8++0yjx9fT08Mff/wBPz8/jR5XV+nWj3tERGUglUrh7++PdevW4fbt2ygqKkJUVBR69OiBixcvYvjw4TAwMEDNmjXRo0cPrFy5Enl5eaJjl4pUKsXu3bsREhKCadOm4b333tPoHtWcNX47PDMmInoLFy5ceG53qmfjVB4eHsXjVDVq1BAd860cP34cnTp1Qo0aNRAbG4uaNWuW+Zj169dHu3btsGrVKg0k1H0sYyKiMkhISMCqVauwf//+l8apunfvjpEjR2rFOFV6ejq8vLyQnJyMvXv3lnkpS19fX6hUKkRFRWkooW7jZWoiojJwdHTE7NmzERMTg+zsbNy/fx8zZ86EgYEBFixYAAcHB8jlcjRr1gzTpk1DfHy86MglsrS0xNWrVxEQEIDOnTtj1qxZZTpevXr1cOfOHc2EqwJ4ZkxEVI6ys7OLd6c6c+ZM8ThVvXr14OfnVynHqX7++WeMGzcOvr6+OHDgQKluWAsJCcGcOXOwY8cOGBkZoXXr1uWQVHewjImIKlBJ41TVqlWDvb19pRqnOnfuHNq3bw8jIyPExMS88aX2/Px8ODs7Q6FQQKlUonr16mjevDmOHTtWzom1Gy9TExFVIAMDAwwZMgTbtm3DnTt3UFRUhJ07d6JNmzbFd27r6+ujTp06GDBgALZs2SJk8QwPDw8oFApYW1ujfv362LVr1xs9TyaToUWLFsVn09WqVcOIESPKM6pO4JkxEVElolKpXtqdqqioCNbW1mjZsiX69u2LIUOGVOjuVKNHj8bKlSvx6aefYv78+a99fFpaGurXr4/MzEzo6+vj3r17sLS0rICk2otlTERUycXFxWH16tUljlP16tULgYGB5V5269atw8iRI9GyZcviO6R//vlnjB8/vsRL6tu2bUO/fv1Qv359XL9+vVyz6QKWMRGRlrl9+zZWrVqF33///blxqiZNmhTvTlWnTh2Nv258fDy8vb0hkUjg6+uL7du3Y9u2bQgICCjx8VZWVujatSt+++03jWfRNSxjIiItl5qaitWrV2PPnj2Ii4sr3p2qUaNGxbtTubi4aOS1CgoK4OLigoSEBACAi4sLLl26BIlE8kImYOjQ35GaWgsODk1hZga4uwOjRgHW1hqJolNYxkREOiYrKwsbNmwocZzq3XffRWBgYKnHqc6dOwdPT8/im8r09PRw8ODB4jWoY2OBuXOB8HDg6dMiPHny11iUTAaoVED37kBwMODpWeZvVWewjImIdFxhYSG2bNmCLVu2vDRO1a5dOwwbNgwdO3Z8o3Gqs2fPYurUqThz5gxycnLw5MkTGBsbIz09Hb/8oo8pU4D8fHXpvopEoi7m+fOBoCANfqNajGVMRFTFKJVKhIeHY8OGDS/tTtW6dWsMGjQIffr0eWmxjytXriAyMhJjx46FRCKBQqHA3r178f3330MqHYc7dyYjP//NJ2blchbyMyxjIqIq7u/jVIcOHSrescrGxgYtW7ZEQEAAhgwZgpkzZ+I///kPBgwYgDVr1qB69eoAgJgYJdq1K8KTJwZv/dpyOXD4MNCypaa/K+3CMiYiopfExcUhNDQUERERxeNUUqkUSqUS+vr6cHFxQUREBKysrNC3L7Bjxz9fmn4ViQQICAC2btX896BNWMZERPRaly5dgru7+3N7HkulUowfPxvLlgXjyZNqpT62oSGQlFS177J++9W/iYioysnKyoJKpYKBgQEaN24Mb29vGBoa4ty5Vv9/Z3Xpy1giAUJDgalTNRZX67CMiYjotZo3b47Tp0/D1dUVBgZ/vTc8fHjpLk//XX4+cOFCGQNqOZYxERG9VvXq1dGsWbOXPp+ZqZnjP3qkmeNoK+7aREREpWZmppnjWFho5jjaimVMRESl5u6uvgGrLGQywM1NM3m0Fe+mJiKiUktNBRwcgIKC0h+Dd1PzzJiIiMrAxka91vQL+0S8MYkE8Pev2kUM8MyYiIjKKDYW8PMD8vLe/rlcgUuNZ8ZERFQmnp7qNabl8rd73rO1qat6EQMcbSIiIg14ttkDd20qHV6mJiIijTl1Sr2f8b596tLNz//ra8/2M/b3V+9nzDPiv7CMiYhI4x48UC9xeeGCekEPCwv1+NLIkbxZqyQsYyIiIsF4AxcREZFgLGMiIiLBWMZERESCsYyJiIgEYxkTEREJxjImIiISjGVMREQkGMuYiIhIMJYxERGRYCxjIiIiwVjGREREgrGMiYiIBGMZExERCcYyJiIiEoxlTEREJBjLmIiISDCWMRERkWAsYyIiIsFYxkRERIKxjImIiARjGRMREQnGMiYiIhKMZUxERCQYy5iIiEgwljEREZFgLGMiIiLBWMZERESCsYyJiIgEYxkTEREJxjImIiISjGVMREQkGMuYiIhIMJYxERGRYCxjIiIiwVjGREREgrGMiYiIBGMZExERCcYyJiIiEoxlTEREJBjLmIiISDCWMRERkWAsYyIiIsFYxkRERIKxjImIiARjGRMREQnGMiYiIhKMZUxERCQYy5iIiEgwljEREZFgLGMiIiLBWMZERESCsYyJiIgEYxkTEREJxjImIiISjGVMREQkGMuYiIhIMJYxERGRYCxjIgtjY04AAAAoSURBVCIiwVjGREREgrGMiYiIBGMZExERCcYyJiIiEoxlTEREJNj/AUEPEqpBO54FAAAAAElFTkSuQmCC\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"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": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"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": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"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": [
|
|
"<Figure size 1440x360 with 2 Axes>"
|
|
]
|
|
},
|
|
"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': <function __main__.trigger_threshold(requested, funds, supply, beta=0.2, rho=0.020000000000000004)>}}]"
|
|
]
|
|
},
|
|
"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': <networkx.classes.digraph.DiGraph at 0x1a1fa11400>,\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: [<cadCAD.configuration.Configuration object at 0x1a2178d160>]\n",
|
|
"[<cadCAD.configuration.Configuration object at 0x1a2178d160>]\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": [
|
|
"<matplotlib.axes._subplots.AxesSubplot at 0x1a2c8be470>"
|
|
]
|
|
},
|
|
"execution_count": 33,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"df.supply.plot()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 34,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.axes._subplots.AxesSubplot at 0x1a462c7d68>"
|
|
]
|
|
},
|
|
"execution_count": 34,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"df.sentiment.plot()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 35,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.axes._subplots.AxesSubplot at 0x1a308f3b38>"
|
|
]
|
|
},
|
|
"execution_count": 35,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"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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\n",
|
|
"text/plain": [
|
|
"<Figure size 7200x1800 with 2 Axes>"
|
|
]
|
|
},
|
|
"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": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"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": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"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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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"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": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"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": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"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": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"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": 53,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.collections.LineCollection at 0x1a2f554470>"
|
|
]
|
|
},
|
|
"execution_count": 53,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"T = time_periods_per_run\n",
|
|
"plt.loglog(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": 54,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.collections.LineCollection at 0x1a2ef13e10>"
|
|
]
|
|
},
|
|
"execution_count": 54,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.loglog(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": 56,
|
|
"metadata": {
|
|
"scrolled": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"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
|
|
}
|