1477 lines
667 KiB
Plaintext
1477 lines
667 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"import networkx as nx\n",
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"import matplotlib.pyplot as plt\n",
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"import numpy as np\n",
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"import scipy.stats as sts\n",
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"import seaborn as sns\n",
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"%matplotlib inline\n",
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"\n",
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"#import conviction files\n",
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"from conviction_helpers import *\n",
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"from conviction_system_logic2 import *"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"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",
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"\n",
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"**Description:**\n",
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"\n",
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"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",
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"\n",
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"To learn more about cadCAD, follow our [tutorial series](https://github.com/BlockScience/cadCAD-Tutorials/tree/master/01%20Tutorials)\n",
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"\n",
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"**Installing cadCAD:**\n",
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"\n",
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"cadCAD is in private beta. Tokens are issued to participants. Replace `<TOKEN>` in the installation URL below\n",
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"```bash\n",
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"pip3 install cadCAD --extra-index-url https://<TOKEN>@repo.fury.io/blockscience/\n",
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"```\n",
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"\n",
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"If you'd like to participate in the beta program, contact cadcad [at] block [dot] science.\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"#THIS policy is one of the main paramters of this system!\n",
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"\n",
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"#maximum share of funds a proposal can take\n",
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"default_beta = .25 #later we should set this to be param so we can sweep it\n",
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"# tuning param for the trigger function\n",
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"default_rho = .5*default_beta**2\n",
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"\n",
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"def trigger_threshold(requested, funds, supply, beta=default_beta , rho=default_rho):\n",
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" \n",
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" share = requested/funds\n",
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" if share < beta:\n",
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" return rho*supply/(beta-share)**2\n",
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" else: \n",
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" return np.inf"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"/Users/Zargham/Documents/GitHub/conviction/conviction_helpers.py:171: RuntimeWarning: divide by zero encountered in log10\n",
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" demo_data_Z0[sof_ind,ts_ind] = np.log10(trigger)\n",
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"/Users/Zargham/Documents/GitHub/conviction/conviction_helpers.py:173: RuntimeWarning: invalid value encountered in double_scalars\n",
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" demo_data_Z2[sof_ind,ts_ind] = trigger/tc #share of maximum possible conviction\n",
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"/Users/Zargham/Documents/GitHub/conviction/conviction_helpers.py:174: RuntimeWarning: invalid value encountered in double_scalars\n",
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" demo_data_Z3[sof_ind,ts_ind] = np.log10(trigger/tc)\n"
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]
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}
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],
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"source": [
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"dict1 = trigger_sweep('token_supply',trigger_threshold)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"Text(0.15940000000000001, 1008990000.0, 'fixed alpha = 0.5')"
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]
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},
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"execution_count": 4,
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"metadata": {},
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"output_type": "execute_result"
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},
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{
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"data": {
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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': 17589.292287573582,\n",
|
|
" 'trigger': 1104.121115799948}"
|
|
]
|
|
},
|
|
"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': 4537.290223053911,\n",
|
|
" 'sentiment': 0.11711653488779006}"
|
|
]
|
|
},
|
|
"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': 0.4582318657379634,\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': 5.9558732617319805, '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': 0.9916719921318113, '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": 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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 = 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=0.25, rho=0.03125)>}}]"
|
|
]
|
|
},
|
|
"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 0x1a1bb554a8>,\n",
|
|
" 'supply': 39271.4767780144,\n",
|
|
" 'funds': 1542248.8883261245,\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 0x1a1c43b8d0>]\n",
|
|
"[<cadCAD.configuration.Configuration object at 0x1a1c43b8d0>]\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 0x1a1c43b630>"
|
|
]
|
|
},
|
|
"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 0x1a2fa289e8>"
|
|
]
|
|
},
|
|
"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 0x1a34217d68>"
|
|
]
|
|
},
|
|
"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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|
|
"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., ..., 40., 26., nan],\n",
|
|
" [199., 199., 199., ..., 41., 27., 1.],\n",
|
|
" [200., 200., 200., ..., 42., 28., 2.]])"
|
|
]
|
|
},
|
|
"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": 48,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, 'Proposal Status weighted by funds requested')"
|
|
]
|
|
},
|
|
"execution_count": 48,
|
|
"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_count', 'failed_count'])\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": {
|
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"image/png": 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OFpEtIvJxVU0AVwP3ARuB21R1QzHPq6p3q+pV8Xjp/3DpeRB/t/jkwJfZOOAU8Yl+bFP+8rwlR18zKSdXM/Xkwu9nyq65uZmlS5fy1re+laam7N9fJVsQfjr4cPZM/Gf3ZA/lfa4nOw8WRA4C3CBxxnktVRMcBlXJPuJ+j2K6bIjj9wL3lvq85dqTOpTzIF7pObqcOey17XJ44X549sjmLDS3uV1O6ZFPb/D8tZgKSE8em7xwAc2LFtHe3p7181d9XIOokvrWrMkqN3ceYG3GFI6Tm7I/pASRg6hWhzt7If2h0VEOd/bSMHNi/ot8UlUzqQsV5j2pt79lPtP/uC7r2LS6Ij419uXkSnq3wM3vguQAROvg8t/C7MXZAaIh7s6EQlKP1eXpB37HpicfY+6ZZ/P6t50fdHV8kzkPYs+xx9L/yU8ctfZSf3//UddU85j9oTgHs4fM9kl219mhgUOVrE6oNMyKQ1QgoRANtosplAEi7M6KN/JE75FxCrMah9k8JVNjTq4kcdidAAfu41P/mZNjENj+NDgJQN3HrpVVMw/i6Qd+xx+u/zEAm5/uABi1QSI9D2J3UxMPvelsnI0bj+pBGBg4kiju6+hg82UfHCxPuWEZh47fW/Ry30ON9T/r4lk88ZvOrHK5yJgxaGaQiEXJHDGlOa88mZNPzC2XUyiCbi10MfmlXF1MQWmqi+Ut5zV1Lmx+NONAzl/Qrk1uiyHz541TIBKFpOM+VtFCfA//58+OKo/WABGdFAfHYee0aSQj3i05J2NAQWZwANhxxTJ2/FuiqOW+8431HzMuewJWbrlUfR0d7hIbGWbtzg4Q847JTkL3d3XlLZdL7mz2E266seqCRDV1MVVff0MBypGkDq3p8/P//NBu2HBH9rEX/8SRMYa+zoYq2uFDB/KWR5Pkvl4QGdxRzus34eSOOMsgOBS73LfXWP+0Xd3Z/9a55VKk12DicPbw7Y6Z2fs9PLL1kayy5pyfWy4Xr9ns1aZhVhyJRdwe4Vhk9I5iMt6m1tflLef1yh7yvtnH6uFQTp6ib6+bo0DdR9vrIRCNCxcgdXVM2buXtzzyKIvmFTuUMwJEi1ruu9Jj/XPXYErb0Zw92atrf1dWOXLMMXnL5ZKezU40itTV0bhwgS/3GYmGmROZcsVpTFzcwpQrTgus9QAh7WIKu9PGj81bzmvsZLI6KA/uyP759vXusNZ9GUnAhvEZo5+c1HOYIKR/c5P37mXm3Lk8vDHPcM5oNGuntUgkwkmzPldUDiLfYn1TmydknZtbLofI+PFMuvQSxkx7AnqO5BXqItkfipI5o5Zyy+UShsX6qkkoA0TYcxA9iSQRGFyPqSeRHOaKDK/sSV3lZDzmOOfv3RnUaTPflBrVlNrv8ZUhZo3bntS+yt1ytG/VasaMGZM1tHXMmCOLGceOPZbEtiOLDMSmT6el5VNF33eoxfpePTSQt1yK3Alu0770RZouuYQDt78j6/iB/uzuLD10KG+5nDIX66tGhzfvZ/cN69GEg8QigbYiQtnFFPYcxNmTxhMTdxv3mAhnTypirZWWRe5wVsR9zPkkRrTBnQtxwQ/hpLe6j7PfTlarw6sFkd6T+sFvuY/dq0p6bWZojQsXILEYiCDRKI0LF3DNNdcMBoUxY8ZwzTXXDJ5fd1z2Sq+55ZHyI0mdzrMAEIkMLtvdezh7VFJu2RxxuLMXTTigoAnHTVoHJJQtiNFhBOPY1HGvU8dd7vvmC9xlvKMN8LWd7jltl7tfACu/T2oxfoZsQXjtSW2tiLLz+q1nBoVM0ZwPQLnlkcpqMUh5WhCNCxe4XWOJBEQig338hxLZLYLcsjkinaROtyAsSV1jHtt3kKS6bxJJdcsFe+rW7OW+n7rVDQrLeo8Eh1y5eQuvFkR6T2qJVnRP6nMu/Zu85dHEq4spH78XsHMT2O6n/WhUypLAPrxpk/saARIJt1zFtnf2sub3XWwP8FN6rmpKUocyQJRjsb4gnT1pPHURIQrURYrsYjq4M3/ZS+7IJ68WRHpP6rd+1X2sUOth7IQJecujSbEjaCqygF2ZJ2QduP8PectDmfqFL+Qt+yE9R+TJOzu58wcdVRckJr6lOdDgACENEGHPQbTFx/HN2TNY1DSBb86eUfyucsUqpAUBblBY9PcV7Vp65cCBI33WIm55lGpsbeXYr1zDuLPO4tivXDNsojSrP9+HbTi3burBSU3IclSz5kiUqmHeaz3Lt5x/S9bx3HLjwgVQX+++3vr6igw/zTdHxLhqOgcRxI5y4O4q97UXtjLgKE/0HmTe+LGFB4nxU/OXvWxfl78coOZTTyMajZFMJohGYzSfelrQVfJNX0cHO779HbS/n741a2iYOzdvkPB7G870HIlk0inbHAnnwEHPcvuOdiJEcHCISpT2He3Mn5Y96TMjS1YRfrz+0aZmA0RQO8qBm3MYcNRdeMBRHtt3sPAAkTuTeriZ1QAHd+UvB65KFp7xWeYs3l0TJtD14IOcOmUKzc3e+3MMtiBUs0YElcv0WXHO+cAc/tKxk5Nap/m65HXbsW3UR+sZcAaoi9TRdmxb1s/7Vq12l+dQRRMJd56Cz0NR880RMa6aDRBeO8pVKkCkcxA4WnwOIncexFBzGjKNn5a/HKDuDevd5SVUcRyH7g3rOW6u/5vFBCGdg9g1YQIP/dW5OAcO0L5iBUuXLvUMEo0LFyANDejAgC+zfrd39vLIbc+TTDi8/Hwvk2eMH/Gb5FB5k/nT5nP94utp39FO27FtR7UeslpLjlP21tJQhpojErTDm/e7azDNittM6mKVY6Jceke5gYRT8R3l2uLjuH3+bB7bd5CzJ40vLgcxdjJEIu6H7WhDYaONGibmLweo+dTTiMZiJBMJorHR3cWUnsXb9eCDOAcOuKPYkkm6urq8A0QqZ3Hg/j8wYfHby/6J2o89mfO1euZPm39UYPC8zod8S5hU00S5UAaIcuwHkd5RLogcRMm6V8Hvr3G3EI1E4LzvFJZQ3v50/nKAjps7j/d/7Vt0b1hP86mnjdrWQ1pjayunTplC+4oVJJNJotEoLS0tnucWm7Molh998On1pnRgAInFCm71+J1vCROviXIWIAIQ1I5y7b2HeE/HCwyoUifCHa2zC2tFpCez4YDmWTIj17wl8JcHs8smMOktR7u6umhpaRkyB+G18mg5A4RfffClZJSC2nK0UK0rWkmQIEaMjqUdvt6rmibK1XSACGoU023b99Kf+rTUr8pt2/cWFiDSk9mS/cVNZstclwmOzLCuAts2beS/vvnVwS6m93/tW6O+FQFukBgqMKSlcxZ+5SCg/H3wXpMBCwlqh//yl7zlIKWDA0CCBK0rWn0NEumJcpaDCFCQo5hK1rzQ7VbaeKfbCiike2mZx3/+ZXF35nUV6N6wnmQigToOyURiVCepobjdzMK48mipQW3g5ZfzloOUDg5Dlf3QMHNi4JPkoIYDROYopv4Kj2IqebnvdA4i2Q+bH4djTynvpLYAVnOtpSR1Ne5mNtR2pKUqNbGeu4eE154SpvJCGSDKMYqpqbE+c1c/mhrry1O5AvQkklmTggpe7tvPBfXSq7mmu68qtNzGcXPn8ZalV7LpyceYe+bZo7v1UGROwe+Akm870lKVmli3AFGdanapjZ6+/sEZm5FUuVKaYtGsRF5TLFrYhaUsqOfVleR1zCv4VMC2TRv544rreemZp/jjiuvZtqm6kpPlVOxaTH5vj+nHUhOl1jl3D+vccpDGxcblLY9moWxBlMNZsybTUBfMPIiSNwxKL6hXbDdQIfmGUhPgI1RLOYhicwp+J6l9G+ZaQp1VNW85SPGGeNby5PGG2hmCW7MB4oyZTfyfC07ld8+8zPmve01FE9TpDYMGVIvfMMgvpQafkd62hnIQUNxuZn5PlPNjmGvJifVXXslfDtBrxr2GbYe2ZZVrRc0GiDWbe/jGPRvoTzis7trLydMnVHgUUwmjxf3OEzQvrPgmQbU2Ua4Yfk+UA3+Wmqj2LT2LddKkk1izc01WuVaEMgdRDl5rMVVKyRsGBZQn8Ntxc+dx5rs/YMEhh985CL/0dXSw+6fL6evIniuwbuc6blh/A+t2Vs9qwoV47TGvzVsezWq2BRHkWkwlL9YXUJ7Ab9s2bbQWhIdKTJQrt6FGXq3buY4r77+S/mQ/9dF6rl98/ZDrMlWb3v5eBEFRBKG3vzrmEFVCzQaIINdiSm8Y9NtdvbxrarzwxfoCyhP4qVZnUhcijBPlhhrK276jnf5kPw4OA87AUftBTLjwAg7cfU9WuVrE6+NoqitYUeL1lqSuCUGuxVTyhkEB5An8VEujmEoRtv78oVo9w+0Hcfy117IFOLTyEcYtOofjr702gNp7sxZEyJRjohwEtxbTiDYMGmVqbRTTaDdUq2e4/SCAqgoKmawFETLlWO47yLWYRrRh0Chjo5jyK2btpmoxVKsn334Q1SyzBREhYi2IWhDkWkwj2jBoFDpu7jwLDB6qce2mWtR2bBsN0YYhu8dGs5oNEEGuxQRukKj1wGDy83s/CCj/Yn2j0fxp8/nygi/zwEsP8LYT3hbKVlCpajZApNdiUiq/FtOIBLDiqimfopb79nmYqx+L9Y1G63au47urv0t/sp+1O9Yyp2lOzQSJmg0QQa7FBO5IpqK7mAJacdWUR7FdRn4Pc/VjT+qwKaQFNdwQ3dGsZgNEkPMg2nsP8b51LzCQSlLfPr/ILUf9WO7b+K6ULiM/h7n6sVhfmBTaghpuiK4fDm/eH64d5UTkbKAl8xpV/ZkPdfJd5vDWz7xlZENlS1HyMFebSR1q1TYz2q89qcOi0BZUIUN0y+nw5v3svmH94J7UU644LbAgUVCAEJFbgJOAdUB6bWoFQhcgqmGr0ZKHudpM6lCrxpnRfizWV+1Dc9P1m3xCa8EtqEoO0T3c2YsmHFDQhOO2JKo5QABtwClaTYu0l8hrkb5KB4gRDXO1mdShFraZ0cWq9qG5ufV7x7eXs0emVlULqmFWHIlFBlsQDQHWq9AA8QwwHaiencRLFOQifZlsmKurVmdSd3d309XVRUtLC83Nzb7eq5JDWSsxNHckcus3/qUOWj5x1bDXrdu5rmJdTA0zJzLlitNClYOYAvxZRFYBh9MHVfUiX2rloyCT0+ZotTiTuru7mxUrVpBMJolGoyxdutS3IFHpoazVlmfJVUr9gliJtmHmxEADQ1qhAWKZn5UAEJF5wOdxg9H/qOq/+3WvoBbpM95qbSZ1V1cXyWQSVSWZTNLV1eVbgKj0UNZqzLNkKqV+Nsx1GKr6JxE5FkiH21WqunO460TkRuACYKeqvi7j+HnAD4EocIOqfkdVNwKfFJEIcH2Rr8OY0GhpaSEajQ62IFpaWny7VxBDWas9z1Js/YIY5lotpJC8s4h8ALgWeAgQYBHwJVW9fZjrzgUOAj9LBwgRiQKbgLcDW4DVwGWq+mcRuQi4BrhOVf9zuHq1tbVpe3v7sPXPFdQqrsakFZqDKMeIIFtOY+QqmYOoBBFZo6rDRrpCA8RTwNvTrQYRmQo8oKpvKODaFuCejADxRmCZqr4jVf4KgKp+O+Oa36rqu4Z77lICRDUMczWmENU+IsiEV6EBotA9qSM5XUp7irg21wygO6O8BZghIm8WkR+JyE+Be4e6WESuEpF2EWnftWtX0TcPci9qY4oR1j2pzehRaJL69yJyH3BrqnwJed7EhyEex1RVH8LtwspLVZcDy8FtQRR782oZ5mrMcKp9RJAZ/QpNUn9JRN4LvAn3DX65qv66xHtuATI7XY8HthXzBCPZUa5ahrmWtFifqSnVPiLIjH4F5SBGdIOjcxAx3CT1XwNbcZPUH1TVDcU+d6lJ6qCVvFifMcaUQVlyECLySOrxgIjsz/g6ICL7C6jErcDjwMkiskVEPq6qCeBq4D5gI3BbKcEhzDIX6xtILdZnjDHVJm8Xk6qek3qcUMqTq+plQxy/l9JzGCPqYqoGtie1qSQb5mpKVegw11tU9SPDHau0sHYxgeUgTGXYrnHlUavzIAodxXRqzpPHgDNKqZhx2WJ9phK2buohkVo6OpGozV3jRiqItZiqxXA5iK+IyAHg9Zn5B2AHcGdFauhdrwtFZHm46groAAARQklEQVRvb29QVTAmFMaMq3N3bgHQVNkUxWstplqRN0Co6rdT+YdrVXVi6muCqk5W1a9UqI5e9bpbVa+Kx+2TkDH5vHpo4EhBcsqmIOm1mKISrbm1mArtYlolInFV7QUQkUnAm1X1N/5VzRgzUu5ifUIyoUSjUnP7TpfD/Gnz+fKCL/PASw/wthPeVjPdS1B4gPh65sQ4Vd0nIl8HAgkQIx3FZIv1mZqiOY+mKOt2ruO7q79Lf7KftTvWMqdpTs0EiYLXYvI4VmhwKbuRdDGlF+v7/v3P8aEbnmDN5h4famhMddi6qQfHcSODo8rWTfb3XizLQQyvXUT+n4icJCKzROQHwBo/K+YXW6zP1JL0fhASoWL7QYw2loMY3meBrwG/wl2L6X7gM35Vyk+2WJ+pJdNnxTnnA3P4S8dOTmqdZkNcSzB/2nyuX3z9qJoHUSjf12LyQ0YO4srnn3++6OstB2FqhU2UM17KMlFORP5FVf9WRO7GI8WlqheNoI4lU9W7gbvb2tquLOX6UO9J3b0KulZCyyJoXhh0bcpi26aNdG9YT/Opp9XU3tSVUOk9qc3oMlwX0y2px+/5XRFTgO5VcPMFkOyHaD1cfk/og8S2TRv5r29+lWQiQTQW4/1f+5YFiTIKYk/q0Wi0LbVRqOEW60snoo8B7lXVw/5XyQzpqVshmfoVJA+75ZAHiO4N60kmEqjjkEwk6N6w3gJEGU2fFWfJF1ptsb4RsKU2hncRsElEbhGRd6XWYjIVl9vLF778Ua7mU08jGoshkQjRWIzmU08LukqjzvRZcc44r8WCQ4lqeZhroTvKfVRE6oDzgQ8C/yYif1DVK3yt3RDCvtx3yd7wQVj7c3AGIFLnlkPuuLnzeP/XvmU5CFO10sNcB5wBG+Y6FFUdEJHf4X5sHQssAQIJECNNUoeaCCCpx9HhuLnzLDD4yPaDGJlaHuZaUIAQkfOAS4G3AA8BNwAf8K9axlPXSnCSgLqPXStDn4Mw/rJhruUxf9r8mgoMaYW2IC4Hfgl8whLVAWpZBJEYJB33sWVR0DUyVc6GuZqRKDQHcanfFTGFspXXTOFsmKsZiUK7mN4D/DMwDXepDQFUVSf6WDeTq2slOAncLqaEdTGZYdkwVzMShXYxfRe4UFU3+lkZM4yxk0Ed93t13LIxw5g+K26BwZSk0HkQO6opONTslqOv7OHIryySKhtjjD+KWe77VyJymYi8J/3la83yqNktR1sWQbQOEPfRktTGGB8V2sU0EegDFmccU+COstfIDMOS1MaYyih4JrXfFTEFsHkQxgTCFuvLQ0SOB/4VeBPuR9dHgM+r6hYf62ZytSxyV3FNr+ZqXUzG+M4W6xveTcBdwHHADODu1DFTSc0LYeld8Navuo/WejDGd7W8WF+hAWKqqt6kqonU183AVB/rZYwxVcH2pB7ebhH5MHBrqnwZYGMsK617Fay46EgXk7UiTAFssb6RscX6hvcx4DrgB7g5iMcAS1xXWtdKNzho0n20JLUZhi3WVx61ulhfoV1M3wSWqupUVZ2GGzCW+VarYdTsRLl0klqilqQ2BfFarM+YQhUaIF6vqoN/Waq6F2j1p0rDq9mJcpakNkVKL9YnEWyxPlO0QruYIiLSlA4SInJMEdeacmpeaIHBFCyIxfr6OjroW7WaxoULaGwN7HOkKYNC3+S/DzwmIrfj5iA+AHzLt1qZoXWvcnMPLYssUJiCVHKxvr6ODl766MfQ/n6kvp4TbrrRgkSIFTqT+mci0g68FXep7/eo6p99rZk5mo1iMlWub9VqtL8fHAcdGHBbEhYgQquYPan/DFhQCJKNYjJVrnHhAqS+Hh0YQOrqaFy4IOgqmRGwPEKY2FIbpso1trZywk03Wg5ilLAAESbpUUyWgzBVrLG11QLDKGEBImxsFJMxpkIKnQdhjDGmxliAMMYY46mqAoSIXCwi14vInSKyePgrjDHG+MX3ACEiN4rIThF5Juf4eSLynIi8ICLXAKjqb1T1SuBy4BK/62aMMWZolWhB3Aycl3lARKLAj4HzgVOAy0TklIxT/iH1c2OMMQHxPUCo6sPA3pzDC4EXVLVTVfuBXwJLxPXPwO9Uda3fdTPGGDO0oHIQM4DujPKW1LHPAm8D3icin/S6UESuEpF2EWnftWuX/zU1xpgaFdQ8CPE4pqr6I+BH+S5U1eXAcoC2tjb1oW7GGGMIrgWxBWjOKB8PbAuoLuHSvQpWft99NMYYHwXVglgNzBGRE4GtwKXABwu9WEQuBC6cPXu2T9WrUraaqzGmgioxzPVW4HHgZBHZIiIfV9UEcDVwH7ARuE1VNxT6nDW7o5zXaq7GGOMT31sQqnrZEMfvBe4t5TlrtgVhq7kaYypIVMOb521ra9P29vagq1FZtqOcMWaERGSNqrYNd56t5ho2tpqrMaZCqmotpkKJyIUisry3tzfoqhhjzKgVygBRs0lqY4ypoFAGCGOMMf6zAGGMMcZTKAOE5SCMMcZ/oQwQloMwxhj/hTJAGGOM8Z8FCGOMMZ5CGSAsB2GMMf4LZYCwHIQxxvgvlAHCGGOM/yxAGGOM8WQBwhhjjKdQBghLUhtjjP9CGSAsSW2MMf4LZYAwxhjjPwsQxhhjPFmAMMYY48kChDHGGE+hDBA2iskYY/wXygBho5iMMcZ/oQwQxhhj/GcBwhhjjCcLEMYYYzxZgDDGGOPJAoQxxhhPFiCMMcZ4sgBhjDHGUygDhE2UM8YY/4UyQNhEOWOM8V8oA4Qxxhj/WYAwxhjjyQKEMcYYTxYgjDHGeLIAYYwxxpMFCGOMMZ4sQBhjjPFkAcIYY4wnCxDGGGM8WYAwxhjjqWoChIjMEpH/EJHbg66LMcYYnwOEiNwoIjtF5Jmc4+eJyHMi8oKIXAOgqp2q+nE/62OMMaZwfrcgbgbOyzwgIlHgx8D5wCnAZSJyis/1MMYYUyRfA4SqPgzszTm8EHgh1WLoB34JLPGzHsYYY4oXRA5iBtCdUd4CzBCRySLyE6BVRL4y1MUicpWItItI+65du/yuqzHG1KxYAPcUj2OqqnuATw53saouB5YDtLW1aZnrZowxJiWIFsQWoDmjfDywrZgnsB3ljDHGf0EEiNXAHBE5UUTqgUuBu4p5AttRzhhj/Of3MNdbgceBk0Vki4h8XFUTwNXAfcBG4DZV3eBnPYwxxhTP1xyEql42xPF7gXtLfV4RuRC4cPbs2aU+hTHGmGFUzUzqYlgXkzHG+C+UAcIYY4z/ghjmOmLWxWTM6LL8Mx/jwO6dTJgyjat+fCMAP/jQu3ESA0RidTiJgazz//5X9wRRzZojquGdStDW1qbt7e1BV8MYMwLp4JA2Yco0Du3rOSoo5LIgUToRWaOqbcOdF8oWhDFm9MgMDl5lE5xQ5iBsopwxo8eEKdOOKkdidQHVxmQKZYCwUUzGjB5X/fjGwSCRzkF84Re/HgwSXsHCupcqw3IQxhhTYwrNQYSyBWGMMcZ/oQwQloMwxhj/hTJAWA7CGGP8F8oAYYwxxn8WIIwxxniyAGGMMcZTKGdSp9diAvaLyPMVvn0c8Ds7Xu57jPT5Srm+2GsKPb/Q86YAu4u4/2hQib/NQlWqLuW8TxD/T0q5rhz/V2YWdCdVta8ivoDlYbvHSJ+vlOuLvabQ84s4rz2Iv48gvyrxt1ltdSnnfYL4f1LKdeX+v5Lvy7qYind3CO8x0ucr5fpiryn0/Er8+4dVNf3bVKou5bxPEP9PSrmuYv9XQj2T2pihiEi7FjBT1BgzNGtBmNFqedAVMCbsrAVhjDHGk7UgjDHGeLIAYYwxxpMFCGOMMZ4sQJiaIiIXi8j1InKniCwOuj7GVDMLECY0RORGEdkpIs/kHD9PRJ4TkRdE5Jp8z6Gqv1HVK4HLgUt8rK4xoWejmExoiMi5wEHgZ6r6utSxKLAJeDuwBVgNXAZEgW/nPMXHVHVn6rrvA79Q1bUVqr4xoRPKtZhMbVLVh0WkJefwQuAFVe0EEJFfAktU9dvABbnPISICfAf4nQUHY/KzAGHCbgbQnVHeApyZ5/zPAm8D4iIyW1V/4mfljAkzCxAm7MTj2JD9pqr6I+BH/lXHmNHDktQm7LYAzRnl44FtAdXFmFHFAoQJu9XAHBE5UUTqgUuBuwKukzGjggUIExoicivwOHCyiGwRkY+ragK4GrgP2AjcpqobgqynMaOFDXM1xhjjyVoQxhhjPFmAMMYY48kChDHGGE8WIIwxxniyAGGMMcaTBQhjjDGeLEAYY4zxZAHCVISIdInIlCqox+dEZKOI/GKInzeIyAMisk5ERrxfhIgsE5EvjvR5giAik0Tk0yVcF9rXbLLZYn2m6olILDVjuhw+DZyvqi8O8fNWoE5V55fpfiNS5tderEm4/17/FtD9TcCsBWHKTkTGichvReQpEXkm45P4Z0VkrYisF5HXps5dKCKPiUhH6vHk1PHLReS/RORu4P7UsS+JyGoReVpE/nGYOvxd6t7PiMjfpo79BJgF3CUiX/C4Zhrwc2B+qgVxUmbLR0TaROSh1PfLUjvcPSQinSLyuYzn+Wpqh7sHgJMzjn9ORP6cqv8v89R9mYgsF5H7gZ+JSFRErs147Z9InScicl3qOX8rIveKyPtSPxuq3uNS9V6d+jdfkjp+qoisSr3up0VkDu6+GSeljl2b73cw1Gs2Iaeq9mVfZf0C3gtcn1GOA13AZ1PlTwM3pL6fCMRS378N+O/U95fjrtR6TKq8GFiOu7x3BLgHOHeI+58BrAfGAeOBDUBr6mddwJQ8dX8zcE9GefB8oA14KPX9MuAxoAGYAuwB6jLu3Zh6bS8AX0xdsw1oSH0/KU8dlgFrgLGp8lXAP6S+bwDagROB9wB/wN097zhgH/C+Yer9f4EPp+uAuxvfOOBfgQ+ljtcDY4EW4JmMenn+DvK9ZvsK95d1MRk/rAe+JyL/jPtmu9LdyI07Uj9fg/vmBm7wWJH6xKq4b7Jpf1DVvanvF6e+OlLl8cAc4GGP+58D/FpVDwGIyB3Aooxry+W3qnoYOCwiO4FjU/f5tar2pe6dubLs08AvROQ3wG+Gee67VPWV1PeLgdenWwe4/2ZzcN+cb1XVJLBNRB4soM6LgYsycgRjgBNwF0H8qogcD9yhqs+nfme513r9Dibkec0mxCxAmLJT1U0icgbwTuDbqa4SgMOpxyRH/va+CfxRVd8t7naiD2U81aGM7wX4tqr+tIAqeG0iVKoER7pix+T87HDG95mvaagVMN+F+6Z+EfA1ETlVh84v5L72z6rqfZkniMg789xrqHoL8F5VfS7n/I0i8mSqjveJyBVAZ845nr+DVBeerfo5ClkOwpSdiBwH9Knqz4HvAafnOT0ObE19f3me8+4DPiYi41P3mJHKGXh5GLhYRBpFZBzwbmBlES8hUxduFwq4XWfDeRh4t4iMFZEJwIWp+kaAZlX9I/Bl3O6d8QXW4T7gUyJSl3quuanX9TBwaSpH8RrgLQXU+z7cXJCknqs19TgL6FR3x727gNcDB3BbB5nXev0OPF+zCT9rQRg/nAZcKyIOMAB8Crh9iHO/i9vF9HfAkF0kqnq/iMwDHk+9tx0EPgzs9Dh3rYjcDKxKHbpBVUvtXvpH4D9E5H8DTw53curevwLWAZs5EpiiwM9FJI77SfwHqrqvwDrcgJsPWJt6Y98FXAz8GngrbpfeJuBPBdT7m8C/AE+nnqsLuAC4BPiwiAwA24FvqOpeEXlURJ4BfqeqX/L6HeR5zSbkbD8IY0aJVFC8R1WHCsbGFMW6mIwxxniyFoQJLRGZDPyPx4/+WlX3DHPtR4HP5xx+VFU/U676Daca6mBMPhYgjDHGeLIuJmOMMZ4sQBhjjPFkAcIYY4wnCxDGGGM8WYAwxhjj6f8DwMA/aW23BVUAAAAASUVORK5CYII=\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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yoJRaE1UnRim1BuiPvnM61jMhxIJzfIfR2ihlp0zVrVJ1quyq7mLnzE6m7ClKzRIlu8TVF1/NQHqg291dtrypKfzpaTLnnEPmzDO73Z1F1U6o/AFwt1LqaUARDnz8aPTe+ms72TkhxKHZns10c5qJxgSjtVFG6iOM1ccYq49RdavU3TpVt8pYfYyJxsQB95GP5+lL9dGT6GFtfi2+9hf5KA4vztNPA5A49tgu92TxtfP0183R+JQTCEPl8Tk357/Syc4JcaTRWjPjzjDVmArPHOwSU80ppu1ppuwpppvTrbOJaTtcbniN/fYTM2IMpAbIxXNkYhl6kj0c33M8w9lhVqRX0JPsIRvLkovnWJFZQSEhb7dYSM3tzwAQP/qYLvdk8bXz9Nevv6DpGKVUGXhEaz3WmW4JceS4e9fd/N0Df8ekPcmUPYUXeAdcL22l6Un20JPooTfZy3HF4ygmiq22vlQfQ+khBtOD9CR7MNThfe1+KXO2P41KpYgdNdztriy6di5/fRA4B7iD8EzlQuBeYINS6ota63/rXPeEOPzdtP0mnp95nkvWXkJPMgyM3mQvfcm+MDCiKWEmut1V0abm09uJH73usL8pfyDthEoAvEJrPQqglBoCrgLOAu4CJFSEeBm2T2/n1IFT+eJ5X+x2V8QCcbZvJ3Xaad3uRle0E6PrZgMlMgZs0FpPAe6hNlZKmUqpB5VSN0Wfj1ZK3aeUekop9Z9KqXjUnog+b4u+XzdnH5+J2p9QSr1+TvulUds2pdSn2ztkIZaOQAc8U36GY4pH3rX3w1VQr+Pu3k382CPzd9rOmcrPokD4dvT57cBd0dNf021s/wngMSAfff5L4G+11tcrpf6J8PLaVdG8pLU+Tin17mi9dymlTgTeDZwEHAX8RCm1IdrXPwIXAzuBXyilbtRaP9pGn4RYEnZXd2P7NscWjrynhJaz2RpcfmkKb3wiHCVfKqFtG3fPCACJY47M32k7ofI7hEFyHuE9leuA72itNXDRfBsqpVYBbwL+DPikUkoBrwV+K1rlWsL3tVwFXBYtA9wA/EO0/mXA9VrrJvCMUmob4ftdALZprbdHP+v6aF0JFbFsbC9vB+DY4pH5B2gp0Fqj63W80jR+qYQ/XcKfDpe9UilqK4fzaPKmp8E9+IUaI5MhdcorF/Eolo52HinWhH/kb3gJ+/8K8MfAbFGaPmBaaz37eMtOYGW0vBLYEf1ML3rCrC9qv3fOPudus+MF7We9hD4K0TVPT4fjGY4uyHvvFkJg2/jlchgC5Wn8cpmgUok+z5mi0AgDYxrtHGQct2FgFgphyZSeHmKrV5M85ZVYPT2YxbDN6u/D6u/H7O3FSCZRySQqHj8ib9LDPKGilLpba32+UmqGfQtKKsKsyR9k09nt3wyMaa23KKUunLPtC+lDfHew9gP9xg748jCl1IeADwGsWbNmnl4Lsbienn6a/lS/jBNpU3P7dqo/vRNvIrrkNDGJNzkZhkO5jG42D76xZYUBEU2xlStJnnxSGBA9PZjFYjTvwewpYvX0HBFlVRbaQUNFa31+NH+ppS/PA96qlHojkCS8p/IVoKiUsqKzlVXA7mj9ncBqYKdSygIKwNSc9llztzlY+wuP5WrgaoBNmzbJWyvFkrG9vF3up0QCx8Gfniao1lrvC/FnZsJ7FY0G7ugYpX/7N7TrohKJ8Oygv68VDmahGAZGcXYeBUg+j1EoYmTShFfURSfNe/lLKWUAD2utT36xO9Zafwb4TLSfC4E/1FpfrpT6NvAO4HrgCuD70SY3Rp/vib6/Q2utlVI3At9USv0N4Y369cD9hGcw65VSRwO7CG/mz96rEWLJ0FpT9+pMNibDAY6NKepeHcd3eHr6aS477rJud7HjvIkJ3D17CGo1vNFR3JFRvNGRcD4ygjs6ij85ecj95N/4BgY/9WmswQEJiCVq3lDRWgdKqV/OLSi5AD4FXK+U+jLwIPCNqP0bwL9FN+KnCEMCrfVWpdS3CG/Ae8DvaB0WJlJKfYzwTZQmcI3WWqomi44KdEClWWG6Oc10c5pys0ypWaLcLLfapu3pfb6fbk7jBge/qXvaYOfGMwSBpjHjUBlv0JhxaVQd7JrL8LFFjlpf7NjPnUt7Htvf8lb8UmmfdqNQIDY0hLViiORJJ2GtGMLq7cXI5jCyGcxsNnzxVLGIkU6H9zeWyDtDxMGp8D78PCsodQfwKsKzg9abZLTWb+1s1zpj06ZNevPmzd3uxstiP/kk9sMPtz4HdrN1U9LM5hj43Y93sXfLgxu4VJoVKk44lZvlcLlZoeyUW9/NhsLcuT7wrTssZVFIFCgmihSTxXCeKLba+lJ9rVHyaStN0kqSslJt30/RWuPYPvVyk9p0k1rZoVn3cJsebtPHrrpUp5tUp5o0qg6O7eM1D1wY8lVvWseZb1mccRSNX23l2Xe8g76PfJjMWWdjDQ0SGxoKg0IsC0qpLVrrTe2s284jxVngzXP3TziGRHTJrt/7fZzt2/drN7JZkiec0IUeLT2TjUlueeYWxhpjTDWmWnW1pu1pyk6ZmnuQN+1FMrEM+XieQqJAIVFgRWZFKyRmg6In2bN3OdFDJpZp+5KM1hrX9mlUXEarFeyaG05Vd+/yCz9XXTwnOOD+lIJEJka2J0GuL8nguhzxlEU8YZLMxikMpEgX4iQzMZLZGLG4+aL/m75U9c2/AKDn3e8mNjS0aD9XdEc7oWJprf97boNSKtWh/ohDcPfswdm+nf6PfYzi28NanyqRwMzlULFYl3u3OOpunSl7ippbo+pWw7lTbYWF7dlc/8T1lJtlYkaMvlRfq5bWccXjWmExd55P5CnEC+QTeXLxHDFj4f5beo7PXf/5JJUJOwyJqkOj5hJ4B7lKoCCRtsIAyMTIFBP0rcySzMbI5BNkinHShQSZKCRiSRPTMpbsPYbGli3EVq+WQDlCzPdI8UeAjxJWJX54zlc54Oed7pg4sNr/3ANA7uKLiQ0ffhVQS3aJx6Yew/bs8P0g9VHG6mOM1kZb7wiZcWcOuZ/TB0/nc2d/juOKx3X9j+3ubdM89vM99K/Oku8PzyJS2RjJTJxkNhYuZ2OtEImnLQxjaQbEi6W1pr55C9nXvKbbXRGLZL4zlW8CtwB/DsytqzUT1f0SXVC75x7Mvj4SG9Z3uysd8am7PsU9e+5pfTaUQX+qn6H0EOsK6zhz+EwG04P0p/rJxrJkYpnWvJAokI1n0VqTtJJdPIp9Te4KL7Vd9onTSGaPjLPJWc727filEulXtXU5XhwG5hunUgbKwG8uXnfEfLTW1O65h8w553T9X9+d0PSbPDD2AG855i1cfuLl9Cf76Uv1YRntXKVduqZ2VcP7GYdBoIQj1isElTJ+pRKNUI8+lythW6VMEC17E+GbJtNnnNHlnovFsrz/33qEaT75JP7kJJlzz+12VzrikfFHaPpNLl57MSf1ndTt7iyYyd01+lZmu92NfYQFEWthuZKJCdyxMbyx8XBkemVOSJTL+wTFQcuZRIxcLhpsmMfMF0gcd1x4qXbt2kU6MtFtEirLSPl73wfLInP+eV3rg/a88I/MdFQ/abbw3tQkmXPOJXXySw+DzaObUShOHzp9AXvcXYEfMLWnxitfs/LQKy/0z67Xo99NCb80hV8qYT/2ODN33IG7Z89BCyLuFwzHHotZyGPk8+Go9Xx+7+d8AbOQD9fP5VDm4j1VJpYmCZVlImg0mP7Od8hd/Dpig4MLt1/HwR8fD2spRXO/MkPQqKPrDbzSFN7oGN7YGN7kJEGlctB9GZ+Jv7xQGdnMhp4Nh1UdrPJ4A98NXtKZivZ9gmoVf6ZKUJ0hmJlpLfszM1GgT7eKIvqVCkGtFm5TqaBte799qliMzLnnkn/968MyJsUiVn8/1uAg1uAgZrEowSBeFgmVZaJ8000ElQq9l19+wO+15+2tvtqaXlCVtby3cqs/PU0wXSao1w/8A5XCSKUwigVig0MkNmwg09cX1lUqFjF7inuXi0Wsvr6XPJjND3yqbpVfjv+Sd2x4x0vax1I1e5P+UKGiPY89n/t/aPzqEYKZKsHMzMF/N3MY+fze30ehQGzVymgkeg6ztwert7dVYdfq6cEaHOzaoEPf97FtG8dxmJmZoVwuU6/XaTQaNBoNzjvvPPL5eevUimVAQmWZmP7Wt0kcfzyp6IanNz7Orj/4Q9zREfzS9LxnEJjm3uqsxSKxwSGS6zfs/ZfqwABmfz9W/wDWQD9moYBKJF7UwwCO71BpTOwzSn12hPqMM9P63Fqe0151q639bFpxeD0lNLmrilLQs2L+P+TlH9xE+XvfI3P++VinDGLmwmAwclnMXC4MiVwWI5cLS5fkcuHvqUtjk1zXpdFoUK/XW8Ewu3ygtkajQXOeCsKJRIKNGzdKqBwGJFSWAb9axd66lf6PfKT1h772P/9D/f77yb7u14itGN73DKIw9yyigJFpf6T3XCO1EZ6rPNcqTzJlTzHRmGCsPkbJLu0TFk1/npLjQMpKkY+HAwvz8TzD2WGOjx8fDjyM51vlSl6zammOZ/DdALvu0qx54bzu4dRdmg2PZt2jXnFozDjR3MVpePhegGP7FAbTWPOMYNeuy8SVV5I48RWs/uerF/XJPq01zWazdbYw98xhvsBw53lBVTweJ51Ot6a+vj7S6TSpVIpkMkkikSCbzVIsFkmn0ySTSUy55HbYkFBZBhoP/RKCgNTpewsP2o89jorHWfWVr6Cs9n+Ntme3zg7qbr1V36pkl5huTlOyS5SaJXbM7ODRyf1follMFBlID9Cb7GUgPdAKhXwiTy6WI5/I7xMes+0xs/uP07aCoe5Fk/uC+f7Ldi2cH6w8yqxE2iKdj5PKxelflSWesrBiBmbMYPWJvTSfeorms8/iT06FN82rVXSjQVCr4e7ajbtjB6uuvHLRAuWJJ57gBz/4AfV6nSA4+LElEolWOGSzWQYGBvYJjNmwmLtsvYj/PYrDj/z2l4HGAw+AYZDauBEA13cp/epB/GNW8fPRe6k6VapulapTZcadoebWmHFmWuVL5lbMtf39b97ONVvHqj/VzydO/wQbBzbuUxQxbsYX45DbMjNlUxlv7Fsrq+Zh11yatTAc7GjerLl47vzBYCVMkmmLeMoikbbI96cYWBsjmbZIpGMkMxaJTIxkOkYis3e9eMrCNA/+Iqfavfey/f0fgDnFW1UigZFOt+5b9bz3PWQvunCh/tMc0mOPPYbrupx77rmtMJid5n6WMwjxYkmoLAP1Bx8gsWEDZjZLoAPed+sV/O7WX/KLDYqv/eQj+6yrUGRjWbLxcJR5Lp5jODPMCb0ntKrn5uP5vaPR41l6Ej2t9qU00DDww8tHbtPHtX0cOwwJNDy3dZKtd+3ihUW2rZgR/uHPhEFQGEhFQRB+TqQtEpk5y6m9y6a18G/401oz/vf/gDU4yOqrrsTs68fqKaLi3Q3nkZERVq5cyete97qu9kMcfpbOXxBxQNrzsH/5MIW3hS9y+vFzP2bHMw+Tb8DZF7yb89/wVnLxXCtAUlYKQy3d159qrSmPNXBsj2bNo1YJy7jXyw61shOWdS83qVeceS85KUNx8oWrOObUgahmVliAcb57F4tJBwFBvUH9F/fT2LKFoc99juSJJ3a7W0D4FNb4+DhnnXVWt7siDkMSKkuAVyrhjY2hm010s0nQdNCOg3aauLt24dh1vI2vYFd1F//44D9yTm0Y2MmJZ7+R9OCp3e7+i7Jtyxg//vr+71KLJU0yUeXdoaMLpAtxEimLWMIknrSIJcN5Im1hmIpULk6ud+nU95pr1yc/SeXmW1qfzYF+iu94exd7tK+JiQl832fFihXd7oo4DEmodFlg2zx98SUE1Soa+Pb5BlvXKippqKShngD/UxZMfxG+E27zOd4A7CRx/PHd7PpL8uwjE6RyMS68/ASSGYt0PkG6ECeePDz+p2g/+iiVm28hd8klpDZuxMikyZx7LkZy6QTgyMgIgISK6IjD4//Jy5j96KME1Sr9H/0oD6+PccPYP3J8Yg0nmQMMOSl67Rh52yLbVKQdRa+ZI3ffw/irVi27V6tqrdn5WIlVJ/RyzKkD3e5OR0xe8y8YmQzDX/4S5hIdczGymllzAAAgAElEQVQyMoJlWfT19XW7K+IwJKHSIdpx8KtVgkolLKlRqYTL5Qr+zN7lxi9/CcDM7beT/M9nuaYRkHWeB2//NzvOsoGeg4ysX8qmdteoVxxWndDT7a68JLP3SYJ6LSyHUqvjl6bwxidaZW4qt9xC7xVXLNlAgTBUBgcH5cku0RESKm3QWlO/7/6wUuvMTFTiu0xQCcMiDImZOfMZdKMx7z5VLAb5LGWvSqPXpGlN8dyQw4lrN7F21akY+RxWbx9mXy9WXx9mTy9mLhuOdI/HUcbSvRl/MDseC1/Ds/oVvV3uSfsaDz3Eni98Efe55wgaDfZ73GwOI5sldfLJ9L7vikXrn9Yap1GnOl2iPDnBTKlEZmAIbcWo1+vUajVqtVprwKLneezYsYNTTjll0foojiwSKm1QSrHjwx/et0CfYYTlM/JRhdZ8jsTAsRj5HGYurOKqMlmef8Zh9RmrSQ/3heU1CgXMfB6VTPL+H72fB/dsIRvEyRXTnNB7Ce9/9V8viYGCL4XWGt8NaDY8nGik+eyy0/B48v5RikPprt5g155HYDf3nm1UKjSf3o67e3dYiLE606q9NVvJwBoapPgbv4GRSWNkMvtMZrEHa6D/ZdU+A/A8j5npaSpTk8yUpqhOl6iWp2lUKjSqFexqFadew2nU8RoN/KZN4DTRnssLh0s2Vh6Ll997NmiaJul0mng8jmVZDA0NSaiIjpFQadOaa67BSKfCICkUMNLpQ54tPHHfCP/z80d549tOof+U/n2+e3DsQbaMbuGKO3w+cMmn6H37b3ey+20LAo1ddalXHJxGVI6k4bXKkcwuOwf5HPgH/5c8wOmvX7j3alR/djf21l/hTU3hT5UIajV00yawm2jbJmhGc9tufcbzDro/I53GyM7W18pg5nL0XP5bDHzsY21fzqpWq5TGx5kpTTIzXaI6PU29UqYxM0OjOoNTr+E26nj2bDA4aM8Bz9svHObShgFmDBWPY8YTWIUisWSaeDpDIpMhlc2RyufJ5Iv0rFxFobePTCZDJpMh8SLruAnxckiotCk9p0RKO7TWPHjb8/SsSLPu5PCGqB/4lJolJhoTXPnQlRRUml97qELqjzd2osv79ynQNBvhAMLGjMuuJ0uMPlPBrrphSZK6hz3jzHeFBytukEhZxNMxEimTZDZOYTAdji6fM8I8XCeapyziSRMrZpLILMz/5Gr33suO//W/gPCyk9nbG549JBKoZBIzl0MlkxjJBCqRxEglUYkkKpnASCTnnHVkiR+9jvjq1W2Vu9Fa4/s+juPQbDYZfXY793zzX7BnKjSqM+h5amIBYJqoWBwjniCWSGIVe0ikM8TTWZLZLKlcnky+QKZQJNfTQ763j3xvL6l0BmMZXvIURx4JlTbNjuQG0HsXWn+AtdbcvOMmHpl6mLpXZ2q6zK78BMlBxfU3upSbZaab0wR674C+D06cRMp4nGSbjwb7ftAaWR7Ow2WnVY4kDIZmzQ2/b/q4tre3dEndQwf7JkbPcIZ0Pk7vcIZEJkY6H2/VsEpk9oZCO+VIFkvQbDLyp58ntmYNR//Xf2FmMy9rf57nMTY5ied51Go1qtXqPtNsW61Ww3GcfWplxcd3E5/YjZfvReX7WLl2LcX+AdL5PNlCkWyxh3xPH4W+PtL5PKa1PC9tCtEuCZU2XfuZn9PwGlSSEzimvXeyGjhmk12FJ9lZfJykmyHup4j5CZKxJMO9w2TiaXLxHAPpAfqSffSn+ul3EyR+/XcoXPa2/Up2jO+Y4Z7/2oZdi+5HRCFyqNpVsG/9qljCJJYw6SsmSWb3jjqfnQbW5sgUEp36T/ayTf/Xdyldf304ENR1w8lxCCoVgnqdNdd842UHCsCNN97Iww8/vF/7bDXdbDbLihUrSKfTJBIJ4vF4a9r6veupK5/X/f5nGRoaIpvNhg92BAHTrk9vzCK1BIJYiMUiodIGN3D59ll/zqi3+6DrpFSK9/V8lNdl3gQoTFMxdEyBgdUHHksy9rdfYdL16P3A+/dp14HmjuseY2bKZsUxBYpD6dZo8nhy39Hl8aRJLGkRT5lhUKRjmLHD4w+Y1pqJf/ontOuSPPFEVCzWmoxshtQpG8mce+7L/jm+7/Pkk0+yfv16Nm3a1KrGm81mMSyLiucz7fpMez7TrkfZ8ylFy9Ouz33rNsIZg9xcDihN7GTaC9ud6BT2u6cdxznFpfV+eiE6SUKlDTEjxoV9p1DkHNaoPrK+Rdo1SDuKlK0xH91G8OAj4P0X6GjYu9aUgWnmVKZFgVKgNe74OLlLLiFx9NH7/Kwn7hthYkeViz9wIhvOPHJHPDefegr3+edZ8YUv0POud77k/WitqfsB055POQqIsudFweDz/OQU968+nsGjj+HGhkVppk555wzTnk/F85nvsYOMoTD7V9KXSXOUUqzPJOixMhRjJkXLpCdmcXRq6Z4JCtEJEiptesenbkMf4M11HqALBdJnvmrOI6XRkzZqzlyHN2AqfppnndU4Kklw1Dru+YvNeM7eSrzNusvg2hzrNw0tynEtVdXbbwelyL32ora3eaza4MtP72EqOqOY9jwqno83TzIYWhPvP4qGsuj1ffpjFuvTSYqWSSFm0mNZFOaERMEy6YmZFCyTHQ9u5ntX/m/e9fm/YNUrjluAoxZi+ZNQadPKr34FZcVaTxG15skEZk8Pqo3Ryb4fcMcX7qNqN8n0JEgRlmS3ehLE4uH9j2Q2xivOG0YZR/YjoDM/uZ3Uxo1YA+2Xc7lhtMSdpQoXFHOsScUpWGYUDmEYzH4uxkyKMYuiZfJ/vvF14rEYH3j9B150H0e3bwOlGDz62Be9rRCHKwmVNuUuvPBl7+Oxu3dTHmvwpo+ewroXjFsRezk7d2Fv3crAH3yy7W2CIGDLdJUTU3G+Opyl2WzSbNrYdZtms4lth/OKbTPebNJsNnEch5E9e3jta1/b9s/RQYBj2zTrNXY98Si9R60inky9lMMU4rAkodJBnuOz5dbnqEw2cG2f3U9Nc9T6ImtfKYX8DsbzPLZ/4+tMDA2iX/lKdj700D7vTZ8Nh9n57HKj2WTLeW9iw+gOrrpl/ye5ILwomYzHiJsmCdPABFbn0mTsKr+87Waa9TrNeo1mvY5Tr0XLtVa7U6/TbNT3KdVy0mvkJVdCzCWh0kEP/3Qnm29+lnx/kljCpH91lgveteGIGt2stcZxHGzbxnGc1jQbErNTvV6nUqnw3HPP4WkNF10Et97a2o8CUvE4cdMgbipiSpFSiiwaM2EwmuvDtWKc0iixwfQIXAffcfCdJq7dwGnUcaLaXQEwtzLbnfff1Vo2TDMcpZ5Ok0iF8+LQimiAYppEOkMiFY1kT2dYc7KUOxFiLgmVDnFsjwd//DxrTurlLR9fXi/SOhDbttmxY0drJPmh5rZtt6a5gwUPxDRNUqkUmUyG430ftvwC++QNuE4Tz7ZxGjWcegOtA3zCQHhhuc5fbTgNToKeJx6m4daJp9KkUmniff1hQMwGRTrTCoS9n/d+b8WlpIkQL4eEykugtSbwdPjElrP3/emNqktjxqEx4zDydBm75nLmW47pdndfNt/3ueaaaxgbG9vvO9M0icfjrUGBiUSCZCJBPp0iphSm9jE8F+06BE2bwHUJXCcs7Og08V0Xv+7gTTp4TpM94+O4aUW2XGJg9VoSmbB8STKTDZczWRLZLMnZcEiliafTfGF3mezYNH/y11/BlFAQomskVNrkOj6/uOkZHvv5HpyGRxDMXzgxljA55aJVDK1buu/VaNf999/P2NgYb3rTm1izZs0+IWLNqZf1yB0/5qfX/jOufZCy/0qFIZBKE0+lWlOsWMSKJzCaTWpPPM2qi1/PmX/4qf1KmsyOVC+5PlPR4MO6H9C0A/6nXOOUXFoCRYgu61ioKKWSwF1AIvo5N2it/1QpdTRwPdALPAC8R2vtKKUSwHXAGcAk8C6t9bPRvj4DfBDwgd/VWv8oar8U+CpgAl/XWv9FJ47Frrl8+y82UxlvcOzpgxQHU1hRCZS502zNrFQ2hhVfPi9AmpmZYc+ePa17G47j4LouruvSbDZ59NFHOe6449i0adO8l4Ye/sktZApFTnzLr5PIhJeYMoUi6WIP8XwBP52lqqHqB1Q9n5ofUPUDZqKBiWMPPsRoNYbxusv42mM7qHjhelU/YMb3mfF87HnC/LLB5fnyLyEOJ508U2kCr9VaV5VSMeBupdQtwCeBv9VaX6+U+ifCsLgqmpe01scppd4N/CXwLqXUicC7gZOAo4CfKKU2RD/jH4GLgZ3AL5RSN2qtH13oA0lmYhx76gBrTu5j1fGH1x+uWq3GlVdeSeMFLxUzDINYLEYikWBwaIhXv/5SdjVdyp5PORqVXo7CoOz5TFVrbF59MrljNvCjoWFmvCgIaj6VcpVGUDlkX1RugPQ5F1J0AnKBQ8EyGYjHOMYyyFkmOdOkN2bSG7PoiYWDEdOmQdxQJA2DNcn4IX+GEKKzOhYqWmsNVKOPsWjSwGuB34rarwU+Txgql0XLADcA/6DCfxZfBlyvtW4CzyiltgFnRutt01pvB1BKXR+tu+ChAnDu2w/PEdM//elPsW2bd/7mb5Is9qISCQLLwkFR9wO+M1ri7/dM8rlf7Zx3P2kdYK46jsFMgR4/oBgzWZ2KkzMNspZJ3jTJzQmHrGWQNU3SCrI6IOs6jF56KcU3v4nhz39+cQ5eCLHgOnpPRSllAluA4wjPKp4GprXWs29K2gmsjJZXAjsAtNaeUqoM9EXt987Z7dxtdryg/awOHMayVPV8tlTqlL3wstG05zPuuIzUbZ6dKlEKoKahGhvAu+CtXLW7Abt37bcfS8Hbh3o5IZOkEJUnmZ3y0Qj1rGVy4199kcmdz/PBv/v6QS+R7frkJ6n/YnNYaTiqOIznUQNq0ToLUSRSCNE9HQ0VrbUPnKqUKgLfBV5xoNWi+YH+Eul52g9UjveAF9yVUh8CPgSwZs2aQ/T68PDZp3byrZHSPm1JQ5Fymlj1Gmm3SX/gc3TM4tTjN5A1IOF5WL6L6TiYThPDsVndmCG/9TGajdkBgXVGG3Wer9dwGg1818XzXGpTU5x26ZsPGijOjh1Ubr6F9FlnkTj2WFQ8/oIphpkvkHsRo9uFEEvPojz9pbWeVkrdCZwNFJVSVnS2sgqYrSe/E1gN7FRKWUABmJrTPmvuNgdrf+HPvxq4GmDTpk3zP7Z1GLA9l5tHS1yAzbvq41i1KuZMmdrobp7bto1CJkPMgGYtDInAD08c/WiaqxzNrURizqC/8AmubE8fVjyOYVnEEglOf+NlB+3TzG0/AWD4z75MfNWqhT9oIcSS0MmnvwYANwqUFPA6wpvvPwXeQfgE2BXA96NNbow+3xN9f4fWWiulbgS+qZT6G8Ib9euB+wnPYNZHT5PtIryZP3uvZlnzPQ/XtnHsBq7dCMuGNOo4dgMnWm7W69i1KnZ1BrtWpVGdwa5WadZrPF4YoHrpe+i/5ds899wToBRmIoGPgWVa9K9YQSqX3zvwLzV3EGA4knx2OZ7OEE+mMNt41e58Zm67jcQrXiGBIsRhrpNnKsPAtdF9FQP4ltb6JqXUo8D1SqkvAw8C34jW/wbwb9GN+CnCkEBrvVUp9S3CG/Ae8DvRZTWUUh8DfkT4SPE1WuutHTyeBbHricd4+Labw4BoNPaGR9PGsW1cO7yk1A4rCgoP0KaJNiwwTR497lRinkt/PMXMhtPAMIjF42SzWd7whjewYcOGQ+57IXnj4zQeeoj+j39sUX+uEGLxdfLpr4eB0w7Qvp29T2/NbbeB3zjIvv4M+LMDtN8M3PyyO9tBWuvWeI/qdInv/dUX8X2fdLEHMx7HjMWxcnniPX3kYjGUaaEsC0yLAEXT86jbTTytcQKN4wfUAduK48TiWLkCa094BX48TmBaaNNkV11zXtLiwx/5CJlMhnQ6TTzevcdtyz/8IWhN7nVSfFGIw52MqO+AcrnMj3/8Y57b/jSNep3AdVGBT2xyBN1sUjruFBqZPE0rjmPFaFoxHCuGY1m4pkXTiuGaFq4Vw08k8WNxbNOiaZjYKPSBboY7swvhLaP3HLOKlQPFRTvmg/GrVSa/dnV4g379+m53RwjRYRIqL9H4+Di33nortuPQ0OHjuZXdO6jXZ7CNGM1YjGY8Sa3Qz87htZQK/diJJNqYf6R92lBkozEdfZbVGtuRNU3y0diOnBWN+ZhdjsaCJIywem/aNOmPL/yvNrBt3B07CJwowTRRGfjo2Yfo7ZazpeG11lR+eDN+qcTgH/6BFGoU4gggodKmD/7qGcpuWDKk6vtMVGvUVpyAO7c+1XFn7LedoTUblMerLOiNm6xeMUwxZu035qNgmWRME6vDb3x0duyg8sMfEtQb6KZN0Gyi7SbaaRLYTXSzSdC00U1n32Xbxi+X93mXSLvyb3wDqVe+sgNHI4RYaiRU2jTW9FAKemImqxIWzzyzjb5EjGNXDJL2PXbfdzcpz+Gy9//f9KYS5KOgyFnmohU51FrjT06CYYBS4SuODQMdDTRsbtvG7j/4Q/zpaYjFMBIJVCLRms9dNnqK0XISlYhjJJKYvb3Ej16HkUxC65jU3pFESoVnI7PfRX1Ib9q0KMcvhOg+CZU2/eCMvfcDtm7dyvfvvonE+N4R6BtMi7d/9gus6VJRQx0E7PzYx6necce868XWrmHd9f9BfN26xemYEOKIIqHyEjx4373EJ/dw9GmbOPvX30UskSRdKJIpdilQfJ/Sv/871TvuoOc97yG+bi34ATrwIdCoWCw820ilyF5wAWax+zfwhRCHJwmVNmiteeSOH9OsVZkYHWH3z+/CUopf+8CHKQyu6Gq/dv3+J5mJXrubvegihj77GbkhLoToGgmVNiiluPO6r4cvn1IKw7S44PL3dzVQAKZvuIGZW2+lcNllxNaspvfyyyVQhBBdJaHSpvf/7VU8+/xOvvPd7/KWt76VM87Y/0mvhTbyxS/R2PorjHgClUyiDAONhkBDENB48EHSZ53F8J//vyjjQPU1hRBicclfojblevt57MknyeZynHbafoUCFpw7Okbpm99E1+toHeCXSnjj4/iTU/jlMkG1SupVmxj+sz+TQOm0PQ9DbbLbvRBiWZAzlTa5rstTTz3Fxo0bMRbhj3j1rv8G4Kj//f+RPH5xa3UdcTwH6hPg1MGpglsHpxZOT/4IfvkfcO7H4ZIvdbunQix5Eipt2r59O67rcsIJJyzKz6ve+d9YRw2T2CClTQ7IqcH441AdB7scTm4dvCZ4NvhOOPea4eQ3937nRd+5DWhWYGYP6ODAP8dMhIFywScX9/iEWKYkVNr0+OOPk0gkWLcI4zsCx6F2zz0ULnvrkX3j/YHrYPM1YQj4cyanHobBgd/JBoYFVhLMeDi34i/4nIB0b7icyEFxDeRWQDwH8TTEMxDLhPPcinBdIURbJFTaEAQBTzzxBOvXr8c6wHtFtNY0n3oKPI+g0cAvV0DBdNXkrrt9mk44yFwphTJAo/B9jW+7KN/lUuMmlGWCaaFMk6BaRdfr5C68cPEPdqnwHLj9ixBLw4pXghkLzxrMWPjHPt0Hg6+A3FGQKkKyEK5rJeAQ9dWEEJ0jodIG3/d5VTxO7+7dTHztaox0OppSYJhMXXcdjS1b9tnGM5NsPuOPca0UAxMPo1GgjLDCsNYY2sMIPOLFLG59BDwf7fvgeeggIHXqqaTPOqtLR7wEPPFDqI3D5TfA+ou73RshRJskVNoQi8UYvvY6dKPB+AG+N4tFhj77WWJHDTM6neDOn3m4rkZruPSNaYYGhtG+FwaG64aT55M+43RiRx216MezLGz5VyisgWPlnfVCLCcSKm06/v77gLDGVlCvo+t1gnqdoOkQX7cWM5vFrrrc/aX7SOaTnHBKPyuP7+HoU/q73PNlaPRR2H4nXPQ5uZQlxDIjodImFYvxzMMT/ORfHkUZYFkGhmVEBXkfBsCxfZyGxzs+tZGBNbmu9nfZCgK46fcg1QubPtDt3gghXiQJlRfh0bt3Y1qK404fxPMCfC9Ase/TWcecNrBfoGit8aemwDDCp7mi0vTa89COi3YdzGxWCj0CPPCvsOM+eNs/Qaav270RQrxIEiptcmyPHY9OcdKrj+KCd7Y/GFF7Hjs++lFqd/1s3vUGfu8T9H/4wy+3m8ub1vDzr8Lqs2Hju7vdGyHESyCh0qbnt07hewHHnjbQ1vp+uYz92ONUbr2F2l0/o/eDHyC2Yjh63W6ADjTKssKy9PE4yZNO7PARLAO7H4DSs/DqP5rzEjAhxHIiodKm7Q+OkcrFWHHsoS9R+eUyz/z623F3hS/x6nnvexj6oz/qdBeXv1/9VzhA8YQ3d7snQoiXSEKlDb4b8OyvJll/xiCGoWhs3Yr73HPhK3jjiXDg4iylmPrXa3HHxjjqr/+a2IohUqef3r3OL2WBv3eUvOeEoXLcxeFgRiHEsiSh0gZlwKUfOpl0PkHQbPL8Fe8jqFbn3WboM5+m8Bb5F3eL78L1l8Pz9+wNkgPV2zpZijYKsZxJqLRBGYogcwMlu8T4fzwB1SrqE2ehju5DuRoCA6UMDEwwLIxMhvQ5Mgp8H/deBU/9CE69HDL94WUuMx6WXTFi4XIyDyf9X93uqRDiZZBQaYNSimefvRKtXYq3m8SzMHHCL9FGgE56aB2gtUurwKGGYuO1JJMyWh6A6efhzj+H498Il/2j3IQX4jAmodKmC86/D+Vonvzk+RTe/OucdNEX9ltHa58gcNHaxVCJLvRyCQoC+P7HwmuIb/grCRQhDnMSKm1q/vFJKN1kzbk2ieJNcOWP55Rjd8F3UL6LOdt2xU2w7rxud/ul0xoCLzy2wI2O8SDLgQ/ocJvWnHB5+3/DM/8Nb/kqFFd38YCEEItBQqVNRioBgYmR78UYOjZ8R8fc+wIvXM534dLXM3fBozeGZwXKiM4KVBQOUdg1K3NeamWHL6+KQnFvQEaBsVDWXwKnX7Fw+xNCLFkSKm1KfvnRbndhfs/+HP79HWEBRjPeGmQJOnxp1WzoJXLhu0eyQ+H7R2bbrXh0wzy2NxiNGJjWvsuzN9XnLhsmoAgr1qg5l7hU+N3qs+WylxBHCAmV5SwI4Ie/D4/fHJ6B9KyFD/xI3lQohOgaCZWlrDoO1ZHwjYdWPDzjmL20hYL7vxa+d+SEN0N2EM7/fQkUIURXSagsVb4LX7sAZvbMv95p74G3/r1cXhJCLAkSKh00WW3y4X/fQsP1iZsGccvAUApDKZSC95y9lktOWnHgjbf9JAyUi/4Eeo8BrxnecCe6V6IDiOfCwYISKEKIJUJCpYNu2LKTXzxb4jUbBvADjeMFeDpAA4HWuL4++Ma//A9I94eXtMzYovVZCCFejo6FilJqNXAdsAIIgKu11l9VSvUC/wmsA54F3qm1LimlFPBV4I1AHXif1vqBaF9XAJ+Ldv1lrfW1UfsZwL8CKeBm4BNa63n+UndQfSo8kwg8cBto1+aG+3ZyxnCCa9+cm/OY79zJg8ru/dudGjxxC2z6oASKEGJZ6eSZigf8gdb6AaVUDtiilLoNeB9wu9b6L5RSnwY+DXwKeAOwPprOAq4CzopC6E+BTYR1ULYopW7UWpeidT4E3EsYKpcCt3TkaO78y/Ayk5UAK7m3ZpVS8MgNsP2n+6z+cHAMTzlf5s+tq+DKnx5kp4cgL6oSQiwzHQsVrfUeYE+0PKOUegxYCVwGXBitdi1wJ2GoXAZcF51p3KuUKiqlhqN1b9NaTwFEwXSpUupOIK+1vidqvw54Gx0KlTf9OEdTm5gEKHwMPAzqGAQo82KMzOUYpoVhKJRSjNomCV/zpne8H2JXhPdAgmDv/ZDW5M9Z1uHodB2ET3MddWonDkUIITpmUe6pKKXWAacB9wFDUeCgtd6jlBqMVlsJ7Jiz2c6obb72nQdo74jjN56L7XoEvk8Q+ARBgA4CAh0QmEkCVJgJWhPo/7+9e4+RqyzjOP79SbmI23ItDREKpUEJ8VLqplQp4IVUQKFegoAEGiQhGm+NaRRFkWBiQGNDNAaEgFatgChIUREICBVIkaX0hi20QJHa2srFFoQgl8c/3nfSs+vM7Gw5c860/X2Skzn7zjk7zz5z9rxzLvM+wbg++PRh+zFm0sRuhWRm1nO63qlI6gN+C8yKiM1qfadSsydiK9qbxXAu6TQZ48ePHy7kpuac6qMGM7PhvKmbv1zSzqQOZV5E3JCbN+TTWuTHjbl9LVAccfAAYN0w7Qc0af8/EXFFRPRHRP/YsZ3VmDczs5HrWqeS7+a6ClgREXMKT80HGqMLzgRuKrSfpWQqsCmfJrsVmC5pL0l7AdOBW/Nzz0uaml/rrMLvMjOzGnTz9NdRwJnAMkmLc9s3gIuBX0s6B/g7cEp+7o+k24lXk24pPhsgIp6V9B3ggbzcRY2L9sDn2HJL8S10684vMzPriOr6Wkdd+vv7Y2BgoO4wzMy2GZIejIj+Tpbt6jUVMzPbsbhTMTOz0rhTMTOz0rhTMTOz0uxwF+ol/Qt4coSr7Qs83YVwytCrsTmukXFcI9ersW2PcR0UER19yW+H61S2hqSBTu98qFqvxua4RsZxjVyvxrajx+XTX2ZmVhp3KmZmVhp3Kp25ou4A2ujV2BzXyDiukevV2HbouHxNxczMSuMjFTMzK407lWFIOl7SI5JW5/LHdcVxoKQ/S1oh6WFJX87tF0r6h6TFeTqxhtjWSFqWX38gt+0t6XZJq/LjXhXH9PZCThZL2ixpVl35knS1pI2SlhfamuYoj9T9w7zNLZU0ueK4vi9pZX7tGyXtmdsPlvRSIXeXVxxXy/dO0tdzvh6R9OGK47quENOaxgC6Feer1f6h+m0sIjy1mICdgMeAQ4BdgCXA4TXFsj8wOc+PBh4FDgcuBGbXnKc1wL5D2r4HnJfnzwMuqfl9/KTsE8kAAAZBSURBVCdwUF35Ao4BJgPLh8sRabTuW0iF6KYC91cc13RgVJ6/pBDXwcXlashX0/cu/x8sAXYFJuT/2Z2qimvI8z8ALqghX632D5VvYz5SaW8KsDoiHo+I/wLXAjPqCCQi1kfEojz/PLCCLpZPLsEMYG6enwt8rMZYPgQ8FhEj/dJraSJiAfDskOZWOZoB/DyShcCeyoXtqogrIm6LiFfzjwsZXAyvEi3y1coM4NqIeDkiniCVz5hSdVy5rtOngGu68drttNk/VL6NuVNp763AU4Wf19IDO3JJBwNHAPfnpi/kQ9irqz7NlAVwm6QHlUo3A4yLVEiN/LhfDXE1nMbgf/S689XQKke9tN19hsF1iiZIekjS3ZKOriGeZu9dr+TraGBDRKwqtFWeryH7h8q3MXcq7alJW623y0nqI5VonhURm4HLgInAJGA96fC7akdFxGTgBODzko6pIYamJO0CnAxcn5t6IV/D6YntTtL5wKvAvNy0HhgfEUcAXwF+JWlMhSG1eu96Il/A6Qz+8FJ5vprsH1ou2qStlJy5U2lvLXBg4ecDgHU1xYKknUkbzLyIuAEgIjZExGsR8TpwJV067G8nItblx43AjTmGDY3D6fy4seq4shOARRGxIcdYe74KWuWo9u1O0kzgo8AZkU/C59NLz+T5B0nXLt5WVUxt3rteyNco4BPAdY22qvPVbP9ADduYO5X2HgAOlTQhf+I9DZhfRyD5fO1VwIqImFNoL54H/TiwfOi6XY7rLZJGN+ZJF3mXk/I0My82E7ipyrgKBn16rDtfQ7TK0XzgrHyHzlRgU+MURhUkHQ98DTg5Il4stI+VtFOePwQ4FHi8wrhavXfzgdMk7SppQo7rr1XFlR0HrIyItY2GKvPVav9AHdtYFXcmbMsT6S6JR0mfMs6vMY5ppMPTpcDiPJ0I/AJYltvnA/tXHNchpDtvlgAPN3IE7APcAazKj3vXkLPdgWeAPQptteSL1LGtB14hfUo8p1WOSKcmfpy3uWVAf8VxrSadb29sZ5fnZT+Z3+MlwCLgpIrjavneAefnfD0CnFBlXLn9Z8BnhyxbZb5a7R8q38b8jXozMyuNT3+ZmVlp3KmYmVlp3KmYmVlp3KmYmVlp3KmYmVlp3KmYmVlp3KmYbSMkvVB3DGbDcadiNgKNb0ibWXPuVMyyXFRppaS5eSTc30jaPRdeukDSPcApkiZJWqgtRawahY/uknSppPskLZc0JbfvLel3efmFkt6V248tFHB6SNJoSX2S7pC0SKnwWUelFtqtJ+lb+e+6XdI1kmbn9omS/pRHl/6LpMNKT6rteLo1bIAnT9vaRCqqFKRRlwGuBmaTipB9tbDcUuDYPH8RcGmevwu4Ms8fQy7QBPwI+Hae/yCwOM/fXHitPmBUnsbktn1JQ6Y0Rr54oU3sTdcD+klDdryZVLxpFbnQFWnYjkPz/JHAnXW/B562/WlUCf2S2fbkqYi4N8//EvhSnr8OQNIewJ4RcXdun8uWYfUhD14ZEQskjVEqxTuNNA4UEXGnpH3y77kXmCNpHnBDRKzNI81+N5cPeJ1U42IcqXJlO2qx3jTgpoh4Kcd/c37sA94HXJ/GIgRS5USzN8SditlgQwfDa/z8nzewftPaFRFxsaQ/kAb+WyjpOFJp17HAeyLiFUlrgN06eN0zWqzX7LUhnfr+d0RM6uB3m3XM11TMBhsv6b15/nTgnuKTEbEJeK5Qxe9M4O7CIqcCSJpGGk58E7CAtNNH0vuBpyNis6SJEbEsIi4BBoDDgD2Ajblj+ABwUIdxt1rvHuAkSbvlo5OP5L9jM/CEpFNyXJL07g5fy6wlH6mYDbYCmCnpJ6TrD5cBXxyyzEzgckm7k+pjnF147jlJ9wFjSKV4AS4EfippKfAiW+pbzModwGvA30hle0cDN0saIF0LWdlh3POarRcRD0iaTxp+/UlS57Upr3MGcJmkbwI7A9fm5cy2moe+N8uUanv/PiLesZXr30W6CD5QYlhvmKS+iHghd4ILgHMjYlHdcdn2yUcqZtu/KyQdTrrGMtcdinWTj1TMtiGS3kmqgFj0ckQcWUc8ZkO5UzEzs9L47i8zMyuNOxUzMyuNOxUzMyuNOxUzMyuNOxUzMyvN/wA4KogYD/aXVAAAAABJRU5ErkJggg==\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 0x1a200eee48>"
|
|
]
|
|
},
|
|
"execution_count": 53,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
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"data": {
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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 0x1a3cd69eb8>"
|
|
]
|
|
},
|
|
"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": 57,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"(array([174., 0., 0., 0., 0., 0., 0., 0., 0., 1.]),\n",
|
|
" array([ 0. , 48.47581102, 96.95162204, 145.42743306,\n",
|
|
" 193.90324407, 242.37905509, 290.85486611, 339.33067713,\n",
|
|
" 387.80648815, 436.28229917, 484.75811018]),\n",
|
|
" <a list of 10 Patch objects>)"
|
|
]
|
|
},
|
|
"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": [
|
|
"plt.hist([nets[-1].edges[e]['tokens'] for e in supporters])"
|
|
]
|
|
},
|
|
{
|
|
"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
|
|
}
|