conviction/conviction_cadCAD.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from cadCAD.engine import ExecutionMode, ExecutionContext, Executor\n",
"from cadCAD.configuration import Configuration\n",
"import networkx as nx\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import scipy.stats as sts\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.colors as colors\n",
"import matplotlib.cm as cmx\n",
"%matplotlib inline\n",
"\n",
"from scipy.stats import expon, gamma\n"
]
},
{
"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": [
"#helper functions\n",
"def get_nodes_by_type(g, node_type_selection):\n",
" return [node for node in g.nodes if g.nodes[node]['type']== node_type_selection ]\n",
"\n",
"def get_edges_by_type(g, edge_type_selection):\n",
" return [edge for edge in g.edges if g.edges[edge]['type']== edge_type_selection ]\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"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",
"beta = .2 #later we should set this to be param so we can sweep it\n",
"# tuning param for the trigger function\n",
"rho = .001\n",
"\n",
"def trigger_threshold(requested, funds, supply):\n",
" \n",
" share = requested/funds\n",
" if share < beta:\n",
" return rho*supply/(beta-share)**2\n",
" else: \n",
" return np.inf\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"105739.27407484145\n"
]
}
],
"source": [
"#generate an initial set of 'n' participants\n",
"network = nx.DiGraph()\n",
"n = 100\n",
"for i in range(n):\n",
" network.add_node(i)\n",
" network.nodes[i]['type']=\"participant\"\n",
" \n",
" h_rv = expon.rvs(loc=0.0, scale=1000)\n",
" network.nodes[i]['holdings'] = h_rv\n",
" \n",
" s_rv = np.random.rand() \n",
" network.nodes[i]['sentiment'] = s_rv\n",
"\n",
"participants = get_nodes_by_type(network, 'participant')\n",
"initial_supply = np.sum([ network.nodes[i]['holdings'] for i in participants])\n",
"print(initial_supply)\n",
"\n",
"initial_funds = initial_supply\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2.1458823691254305\n"
]
}
],
"source": [
"#generate initial proposals\n",
"m = 7\n",
"for ind in range(m):\n",
" j = n+ind\n",
" network.add_node(j)\n",
" network.nodes[j]['type']=\"proposal\"\n",
" network.nodes[j]['conviction']=0\n",
" network.nodes[j]['status']='candidate'\n",
" network.nodes[j]['age']=0\n",
" \n",
" r_rv = gamma.rvs(3,loc=0.001, scale=10000)\n",
" network.node[j]['funds_requested'] = r_rv\n",
" \n",
" network.nodes[j]['trigger']= trigger_threshold(r_rv, initial_funds, initial_supply)\n",
" \n",
" for i in range(n):\n",
" network.add_edge(i, j)\n",
" \n",
" rv = np.random.rand()\n",
" a_rv = 1-4*(1-rv)*rv #polarized distribution\n",
" network.edges[(i, j)]['affinity'] = a_rv\n",
" network.edges[(i,j)]['tokens'] = 0\n",
" network.edges[(i, j)]['conviction'] = 0\n",
"\n",
"proposals = get_nodes_by_type(network, 'proposal')\n",
"total_requested = np.sum([ network.nodes[i]['funds_requested'] for i in proposals])\n",
"print(total_requested/initial_funds)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'type': 'proposal',\n",
" 'conviction': 0,\n",
" 'status': 'candidate',\n",
" 'age': 0,\n",
" 'funds_requested': 6978.682824181761,\n",
" 'trigger': 5888.7081352431005}"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"network.nodes[get_nodes_by_type(network, 'proposal')[0]]"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'type': 'participant',\n",
" 'holdings': 1818.6058178472645,\n",
" 'sentiment': 0.5391769421001458}"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"network.nodes[get_nodes_by_type(network, 'participant')[0]]"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Histogram of Participants Token Holdings')"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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4Abi4qvYGLm7zkqR5MmmgV9XyqvpOm74XuA7YFTgCOLNVOxM4cq4aKUma3DqNoSdZCOwHXAHsXFXLYQh9YKcJ1lmcZEmSJStXrpxZayVJE5pyoCfZFvg0cHxV3TPV9arq1KpaVFWLFixYMJ02SpKmYEqBnmQLhjD/ZFWd34pvT7JLW74LsGJumihJmoqp3OUS4DTguqo6eWTRBcCxbfpY4HOz3zxJ0lRtPoU6zwZeAXwvyZWt7B3AScC5SY4DfgK8bG6aKEmaikkDvaq+CmSCxQfPbnMkSdPlN0UlqRMGuiR1wkCXpE4Y6JLUCQNdkjphoEtSJwx0SeqEgS5JnTDQJakTBrokdcJAl6ROGOiS1AkDXZI6YaBLUicMdEnqhIEuSZ0w0CWpEwa6JHXCQJekThjoktQJA12SOmGgS1InDHRJ6sSkgZ7k9CQrklwzUvauJD9NcmV7HDa3zZQkTWYqZ+hnAIeMU35KVe3bHl+c3WZJktbVpIFeVZcDd66HtkiSZmDzGaz7xiSvBJYAb62qu8arlGQxsBhg9913n8HuNj0LT7hwXva77KTD52W/kmZmuhdFPwLsBewLLAc+OFHFqjq1qhZV1aIFCxZMc3eSpMlMK9Cr6vaqWl1VvwE+Dhwwu82SJK2raQV6kl1GZo8CrpmoriRp/Zh0DD3JWcBBwI5JbgH+K3BQkn2BApYBr53DNkqSpmDSQK+qY8YpPm0O2iJJmgG/KSpJnTDQJakTBrokdcJAl6ROGOiS1AkDXZI6YaBLUicMdEnqhIEuSZ0w0CWpEwa6JHXCQJekThjoktQJA12SOmGgS1InDHRJ6oSBLkmdMNAlqRMGuiR1wkCXpE4Y6JLUCQNdkjoxaaAnOT3JiiTXjJTtkOSiJDe0n9vPbTMlSZOZyhn6GcAhY8pOAC6uqr2Bi9u8JGkeTRroVXU5cOeY4iOAM9v0mcCRs9wuSdI6mu4Y+s5VtRyg/dxpoopJFidZkmTJypUrp7k7SdJk5vyiaFWdWlWLqmrRggUL5np3krTJmm6g355kF4D2c8XsNUmSNB3TDfQLgGPb9LHA52anOZKk6ZrKbYtnAV8HnpLkliTHAScBL0hyA/CCNi9JmkebT1ahqo6ZYNHBs9wWSdIMTBro2vQsPOHCedv3spMOn7d9Sxs7v/ovSZ0w0CWpEwa6JHXCQJekThjoktQJA12SOmGgS1InDHRJ6oSBLkmdMNAlqRMGuiR1wkCXpE4Y6JLUCQNdkjphoEtSJwx0SeqEgS5JnTDQJakTBrokdcJAl6ROGOiS1InNZ7JykmXAvcBq4IGqWjQbjZIkrbsZBXrze1X1s1nYjiRpBhxykaROzPQMvYCvJCngY1V16tgKSRYDiwF23333Ge5O6s/CEy6cl/0uO+nwedmv5s5Mz9CfXVX7A4cCb0jy3LEVqurUqlpUVYsWLFgww91JkiYyo0CvqlvbzxXAZ4ADZqNRkqR1N+1AT/KoJI9eMw28ELhmthomSVo3MxlD3xn4TJI12/lUVf3TrLRKkrTOph3oVXUT8MxZbIskaQa8bVGSOjEbXyySZs183cIn9cAzdEnqhIEuSZ0w0CWpEwa6JHXCQJekThjoktQJA12SOmGgS1InDHRJ6oSBLkmdMNAlqRP+LRdpE+XfzVm/1se//PMMXZI6YaBLUicMdEnqhIEuSZ0w0CWpEwa6JHXCQJekThjoktQJA12SOjGjQE9ySJLrkyxNcsJsNUqStO6mHehJNgP+FjgU2Ac4Jsk+s9UwSdK6mckZ+gHA0qq6qap+DZwNHDE7zZIkrauZ/HGuXYGbR+ZvAf7d2EpJFgOL2+x9Sa6f5v52BH42zXV7Z9+Mz36ZmH0zsTnpm7x/RqvvMZVKMwn0jFNWjyioOhU4dQb7GXaWLKmqRTPdTo/sm/HZLxOzbya2MffNTIZcbgGeODK/G3DrzJojSZqumQT6t4C9k+yZZEvgaOCC2WmWJGldTXvIpaoeSPJG4MvAZsDpVXXtrLXskWY8bNMx+2Z89svE7JuJbbR9k6pHDHtLkjZCflNUkjphoEtSJzb4QN8U/7xAktOTrEhyzUjZDkkuSnJD+7l9K0+S/9n65+ok+4+sc2yrf0OSY+fjWGZbkicmuTTJdUmuTfLmVr5J90+SrZN8M8lVrV/e3cr3THJFO8Zz2g0MJNmqzS9tyxeObOvtrfz6JC+anyOafUk2S/LdJF9o8/31TVVtsA+Gi603Ak8CtgSuAvaZ73ath+N+LrA/cM1I2f8ATmjTJwDvb9OHAV9i+F7AgcAVrXwH4Kb2c/s2vf18H9ss9M0uwP5t+tHADxn+9MQm3T/t+LZt01sAV7TjPRc4upV/FPizNv164KNt+mjgnDa9T3udbQXs2V5/m8338c1SH70F+BTwhTbfXd9s6Gfom+SfF6iqy4E7xxQfAZzZps8Ejhwp/0QNvgFsl2QX4EXARVV1Z1XdBVwEHDL3rZ9bVbW8qr7Tpu8FrmP41vIm3T/t+O5rs1u0RwHPA85r5WP7ZU1/nQccnCSt/Oyq+lVV/QhYyvA63Kgl2Q04HPi7Nh867JsNPdDH+/MCu85TW+bbzlW1HIZQA3Zq5RP1Ufd91z4K78dwNrrJ908bUrgSWMHwBnUjsKqqHmhVRo/xweNvy+8GHkeH/dJ8CHgb8Js2/zg67JsNPdCn9OcFNnET9VHXfZdkW+DTwPFVdc/aqo5T1mX/VNXqqtqX4VvbBwBPG69a+7nJ9EuS3wdWVNW3R4vHqbrR982GHuj+eYGH3N6GCmg/V7Tyifqo275LsgVDmH+yqs5vxfZPU1WrgMsYxtC3S7LmC4Sjx/jg8bflj2UY5uuxX54NvDjJMoZh2+cxnLF31zcbeqD75wUecgGw5k6MY4HPjZS/st3NcSBwdxty+DLwwiTbtzs+XtjKNmptLPM04LqqOnlk0SbdP0kWJNmuTW8DPJ/h+sKlwEtbtbH9sqa/XgpcUsOVvwuAo9udHnsCewPfXD9HMTeq6u1VtVtVLWTIkEuq6uX02DfzfVV2sgfDXQo/ZBgPfOd8t2c9HfNZwHLgfoazguMYxvAuBm5oP3dodcPwj0ZuBL4HLBrZzmsYLtwsBV4938c1S33zHIaPuVcDV7bHYZt6/wC/A3y39cs1wF+18icxhM5S4B+BrVr51m1+aVv+pJFtvbP11/XAofN9bLPcTwfx0F0u3fWNX/2XpE5s6EMukqQpMtAlqRMGuiR1wkCXpE4Y6JLUCQNdkjphoEtSJ/4/DgKSuEbovZUAAAAASUVORK5CYII=\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": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Histogram of Proposals Funds Requested')"
]
},
"execution_count": 9,
"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": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Histogram of Affinities between Participants and Proposals')"
]
},
"execution_count": 10,
"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.edges[e]['affinity'] for e in network.edges])\n",
"plt.title('Histogram of Affinities between Participants and Proposals')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Histogram of Affinities between Participants and Proposals weighted by holdings')"
]
},
"execution_count": 11,
"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.edges[e]['affinity'] for e in network.edges], weights = [network.nodes[e[0]]['holdings']for e in network.edges],alpha = 1)\n",
"plt.title('Histogram of Affinities between Participants and Proposals weighted by holdings')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"T = 200 #iterations of graph update in our simulation\n",
"#param for conviction accumilation\n",
"alpha = .5 #later we should set this to be param so we can sweep it\n",
"\n",
"#sentiment of the outside world which drives grants\n",
"initial_sentiment = .8\n",
"\n",
"#sentiment decay rate\n",
"mu =.001 #later we should set this to be param so we can sweep it\n",
"\n",
"#minimum periods passed before a proposal can pass\n",
"tmin = 7\n",
"\n",
"#how close to a participant's highest affinity proposal that\n",
"#another proposal has to be for them to be happy about its advancement\n",
"sensitivity = .75\n",
"\n",
"min_completion_rate = 10"
]
},
{
"cell_type": "code",
"execution_count": 13,
"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",
"# We'll cover the `M` key in a future article. For now, let's leave it empty\n",
"simulation_parameters = {\n",
" 'T': range(T),\n",
" 'N': 1,\n",
" 'M': {}\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"initial_conditions = {'network':network,\n",
" 'supply': initial_supply,\n",
" 'funds':initial_funds,\n",
" 'sentiment': initial_sentiment}"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"#functions for partial state update block 1\n",
"\n",
"def gen_new_participant(network, new_participant_holdings):\n",
" \n",
" i = len([node for node in network.nodes])\n",
" \n",
" network.add_node(i)\n",
" network.nodes[i]['type']=\"participant\"\n",
" \n",
" s_rv = np.random.rand() \n",
" network.nodes[i]['sentiment'] = s_rv\n",
" network.nodes[i]['holdings']=new_participant_holdings\n",
" \n",
" for j in get_nodes_by_type(network, 'proposal'):\n",
" network.add_edge(i, j)\n",
" \n",
" rv = np.random.rand()\n",
" a_rv = 1-4*(1-rv)*rv #polarized distribution\n",
" network.edges[(i, j)]['affinity'] = a_rv\n",
" network.edges[(i,j)]['tokens'] = a_rv*network.nodes[i]['holdings']\n",
" network.edges[(i, j)]['conviction'] = 0\n",
" \n",
" return network\n",
" \n",
"\n",
"def gen_new_proposal(network, funds, supply):\n",
" j = len([node for node in network.nodes])\n",
" network.add_node(j)\n",
" network.nodes[j]['type']=\"proposal\"\n",
" \n",
" network.nodes[j]['conviction']=0\n",
" network.nodes[j]['status']='candidate'\n",
" network.nodes[j]['age']=0\n",
" \n",
" rescale = 10000*funds/initial_funds\n",
" r_rv = gamma.rvs(3,loc=0.001, scale=rescale)\n",
" network.node[j]['funds_requested'] = r_rv\n",
" \n",
" network.nodes[j]['trigger']= trigger_threshold(r_rv, funds, supply)\n",
" \n",
" participants = get_nodes_by_type(network, 'participant')\n",
" proposing_participant = np.random.choice(participants)\n",
" \n",
" for i in participants:\n",
" network.add_edge(i, j)\n",
" if i==proposing_participant:\n",
" network.edges[(i, j)]['affinity']=1\n",
" else:\n",
" rv = np.random.rand()\n",
" a_rv = 1-4*(1-rv)*rv #polarized distribution\n",
" network.edges[(i, j)]['affinity'] = a_rv\n",
" \n",
" network.edges[(i, j)]['conviction'] = 0\n",
" network.edges[(i,j)]['tokens'] = 0\n",
" return network\n",
" \n",
" \n",
"\n",
"def driving_process(params, step, sL, s):\n",
" \n",
" #placeholder plumbing for random processes\n",
" arrival_rate = 10/s['sentiment']\n",
" rv1 = np.random.rand()\n",
" new_participant = bool(rv1<1/arrival_rate)\n",
" if new_participant:\n",
" h_rv = expon.rvs(loc=0.0, scale=1000)\n",
" new_participant_holdings = h_rv\n",
" else:\n",
" new_participant_holdings = 0\n",
" \n",
" network = s['network']\n",
" affinities = [network.edges[e]['affinity'] for e in network.edges ]\n",
" median_affinity = np.median(affinities)\n",
" \n",
" proposals = get_nodes_by_type(network, 'proposal')\n",
" fund_requests = [network.nodes[j]['funds_requested'] for j in proposals if network.nodes[j]['status']=='candidate' ]\n",
" \n",
" funds = s['funds']\n",
" total_funds_requested = np.sum(fund_requests)\n",
" \n",
" proposal_rate = 10/median_affinity * total_funds_requested/funds\n",
" rv2 = np.random.rand()\n",
" new_proposal = bool(rv2<1/proposal_rate)\n",
" \n",
" sentiment = s['sentiment']\n",
" funds = s['funds']\n",
" scale_factor = 1+4000*sentiment**2\n",
" \n",
" #this shouldn't happen but expon is throwing domain errors\n",
" if scale_factor > 1: \n",
" funds_arrival = expon.rvs(loc = 0, scale = scale_factor )\n",
" else:\n",
" funds_arrival = 0\n",
" \n",
" return({'new_participant':new_participant,\n",
" 'new_participant_holdings':new_participant_holdings,\n",
" 'new_proposal':new_proposal, \n",
" 'funds_arrival':funds_arrival})\n",
"\n",
"def update_network(params, step, sL, s, _input):\n",
" \n",
" network = s['network']\n",
" funds = s['funds']\n",
" supply = s['supply']\n",
" #placeholder plumbing for new proposals and new participants\n",
" new_participant = _input['new_participant'] #T/F\n",
" new_proposal = _input['new_proposal'] #T/F\n",
" # IF THEN logic to create new nodes // left out for now since always FALSE\n",
" if new_participant:\n",
" new_participant_holdings = _input['new_participant_holdings']\n",
" network = gen_new_participant(network, new_participant_holdings)\n",
" \n",
" if new_proposal:\n",
" network= gen_new_proposal(network,funds,supply )\n",
" \n",
" #update age of the existing proposals\n",
" proposals = get_nodes_by_type(network, 'proposal')\n",
" \n",
" for j in proposals:\n",
" network.nodes[j]['age'] = network.nodes[j]['age']+1\n",
" if network.nodes[j]['status'] == 'candidate':\n",
" requested = network.nodes[j]['funds_requested']\n",
" network.nodes[j]['trigger'] = trigger_threshold(requested, funds, supply)\n",
" else:\n",
" network.nodes[j]['trigger'] = np.nan\n",
" \n",
" key = 'network'\n",
" value = network\n",
" \n",
" return (key, value)\n",
"\n",
"def increment_funds(params, step, sL, s, _input):\n",
" \n",
" funds = s['funds']\n",
" funds_arrival = _input['funds_arrival']\n",
"\n",
" #increment funds\n",
" funds = funds + funds_arrival\n",
" \n",
" key = 'funds'\n",
" value = funds\n",
" \n",
" return (key, value)\n",
"\n",
"def increment_supply(params, step, sL, s, _input):\n",
" \n",
" supply = s['supply']\n",
" supply_arrival = _input['new_participant_holdings']\n",
"\n",
" #increment funds\n",
" supply = supply + supply_arrival\n",
" \n",
" key = 'supply'\n",
" value = supply\n",
" \n",
" return (key, value)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"#partial state update block 2\n",
"def check_progress(params, step, sL, s):\n",
" \n",
" network = s['network']\n",
" proposals = get_nodes_by_type(network, 'proposal')\n",
" \n",
" completed = []\n",
" for j in proposals:\n",
" if network.nodes[j]['status'] == 'active':\n",
" grant_size = network.nodes[j]['funds_requested']\n",
" likelihood = 1.0/(min_completion_rate+np.log(grant_size))\n",
" if np.random.rand() < likelihood:\n",
" completed.append(j)\n",
" \n",
" return({'completed':completed})\n",
"\n",
"def complete_proposal(params, step, sL, s, _input):\n",
" \n",
" network = s['network']\n",
" participants = get_nodes_by_type(network, 'participant')\n",
" \n",
" completed = _input['completed']\n",
" for j in completed:\n",
" network.nodes[j]['status']='completed'\n",
" for i in participants:\n",
" force = network.edges[(i,j)]['affinity']\n",
" sentiment = network.node[i]['sentiment']\n",
" network.node[i]['sentiment'] = get_sentimental(sentiment, force, decay=False)\n",
" \n",
" key = 'network'\n",
" value = network\n",
" \n",
" return (key, value)\n",
"\n",
"def update_sentiment_on_completion(params, step, sL, s, _input):\n",
" \n",
" network = s['network']\n",
" proposals = get_nodes_by_type(network, 'proposal')\n",
" completed = _input['completed']\n",
" \n",
" grants_outstanding = np.sum([network.nodes[j]['funds_requested'] for j in proposals if network.nodes[j]['status']=='active'])\n",
" \n",
" grants_completed = np.sum([network.nodes[j]['funds_requested'] for j in completed])\n",
" \n",
" sentiment = s['sentiment']\n",
" \n",
" force = grants_completed/grants_outstanding\n",
" if (force >=0) and (force <=1):\n",
" sentiment = get_sentimental(sentiment, force, True)\n",
" else:\n",
" sentiment = get_sentimental(sentiment, 0, True)\n",
" \n",
" \n",
" key = 'sentiment'\n",
" value = sentiment\n",
" \n",
" return (key, value)\n",
"\n",
"def get_sentimental(sentiment, force, decay=True):\n",
" sentiment = sentiment*(1-int(decay)*mu) + force\n",
" \n",
" if sentiment > 1:\n",
" sentiment = 1\n",
" \n",
" return sentiment"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"#partial state update block 3\n",
"def trigger_function(params, step, sL, s):\n",
" \n",
" network = s['network']\n",
" funds = s['funds']\n",
" supply = s['supply']\n",
" proposals = get_nodes_by_type(network, 'proposal')\n",
" \n",
" accepted = []\n",
" triggers = {}\n",
" for j in proposals:\n",
" if network.nodes[j]['status'] == 'candidate':\n",
" requested = network.nodes[j]['funds_requested']\n",
" age = network.nodes[j]['age']\n",
" threshold = trigger_threshold(requested, funds, supply)\n",
" if age > tmin:\n",
" conviction = network.nodes[j]['conviction']\n",
" if conviction >threshold:\n",
" accepted.append(j)\n",
" else:\n",
" threshold = np.nan\n",
" \n",
" triggers[j] = threshold\n",
" \n",
" \n",
" \n",
" return({'accepted':accepted, 'triggers':triggers})\n",
"\n",
"def decrement_funds(params, step, sL, s, _input):\n",
" \n",
" funds = s['funds']\n",
" network = s['network']\n",
" accepted = _input['accepted']\n",
"\n",
" #decrement funds\n",
" for j in accepted:\n",
" funds = funds - network.nodes[j]['funds_requested']\n",
" \n",
" key = 'funds'\n",
" value = funds\n",
" \n",
" return (key, value)\n",
"\n",
"def update_proposals(params, step, sL, s, _input):\n",
" \n",
" network = s['network']\n",
" accepted = _input['accepted']\n",
" triggers = _input['triggers']\n",
" participants = get_nodes_by_type(network, 'participant')\n",
" proposals = get_nodes_by_type(network, 'proposals')\n",
" \n",
" for j in proposals:\n",
" network.nodes[j]['trigger'] = triggers[j]\n",
" \n",
" #bookkeeping conviction and participant sentiment\n",
" for j in accepted:\n",
" network.nodes[j]['status']='active'\n",
" network.nodes[j]['conviction']=np.nan\n",
" #change status to active\n",
" for i in participants:\n",
" \n",
" edge = (i,j)\n",
" #reset tokens assigned to other candidates\n",
" network.edges[(i,j)]['tokens']=0\n",
" network.edges[(i,j)]['conviction'] = np.nan\n",
" \n",
" #update participants sentiments (positive or negative) \n",
" affinities = [network.edges[(i,p)]['affinity'] for p in proposals if not(p in accepted)]\n",
" if len(affinities)>1:\n",
" max_affinity = np.max(affinities)\n",
" force = network.edges[(i,j)]['affinity']-sensitivity*max_affinity\n",
" else:\n",
" force = 0\n",
" \n",
" #based on what their affinities to the accepted proposals\n",
" network.nodes[i]['sentiment'] = get_sentimental(network.nodes[i]['sentiment'], force, False)\n",
" \n",
" \n",
" key = 'network'\n",
" value = network\n",
" \n",
" return (key, value)\n",
"\n",
"def update_sentiment_on_release(params, step, sL, s, _input):\n",
" \n",
" network = s['network']\n",
" proposals = get_nodes_by_type(network, 'proposal')\n",
" accepted = _input['accepted']\n",
" \n",
" proposals_outstanding = np.sum([network.nodes[j]['funds_requested'] for j in proposals if network.nodes[j]['status']=='candidate'])\n",
" \n",
" proposals_accepted = np.sum([network.nodes[j]['funds_requested'] for j in accepted])\n",
" \n",
" sentiment = s['sentiment']\n",
" force = proposals_accepted/proposals_outstanding\n",
" if (force >=0) and (force <=1):\n",
" sentiment = get_sentimental(sentiment, force, False)\n",
" else:\n",
" sentiment = get_sentimental(sentiment, 0, False)\n",
" \n",
" key = 'sentiment'\n",
" value = sentiment\n",
" \n",
" return (key, value)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"def participants_decisions(params, step, sL, s):\n",
" \n",
" network = s['network']\n",
" participants = get_nodes_by_type(network, 'participant')\n",
" proposals = get_nodes_by_type(network, 'proposal')\n",
" candidates = [j for j in proposals if network.nodes[j]['status']=='candidate']\n",
" \n",
" gain = .01\n",
" delta_holdings={}\n",
" proposals_supported ={}\n",
" for i in participants:\n",
" force = network.nodes[i]['sentiment']-sensitivity\n",
" delta_holdings[i] = network.nodes[i]['holdings']*gain*force\n",
" \n",
" support = []\n",
" for j in candidates:\n",
" affinity = network.edges[(i, j)]['affinity']\n",
" cutoff = sensitivity*np.max([network.edges[(i,p)]['affinity'] for p in candidates])\n",
" if cutoff <.5:\n",
" cutoff = .5\n",
" \n",
" if affinity > cutoff:\n",
" support.append(j)\n",
" \n",
" proposals_supported[i] = support\n",
" \n",
" return({'delta_holdings':delta_holdings, 'proposals_supported':proposals_supported})\n",
"\n",
"def update_tokens(params, step, sL, s, _input):\n",
" \n",
" network = s['network']\n",
" delta_holdings = _input['delta_holdings']\n",
" proposals = get_nodes_by_type(network, 'proposal')\n",
" proposals_supported = _input['proposals_supported']\n",
" participants = get_nodes_by_type(network, 'participant')\n",
" \n",
" for i in participants:\n",
" network.nodes[i]['holdings'] = network.nodes[i]['holdings']+delta_holdings[i]\n",
" supported = proposals_supported[i]\n",
" total_affinity = np.sum([ network.edges[(i, j)]['affinity'] for j in supported])\n",
" for j in proposals:\n",
" if j in supported:\n",
" normalized_affinity = network.edges[(i, j)]['affinity']/total_affinity\n",
" network.edges[(i, j)]['tokens'] = normalized_affinity*network.nodes[i]['holdings']\n",
" else:\n",
" network.edges[(i, j)]['tokens'] = 0\n",
" \n",
" prior_conviction = network.edges[(i, j)]['conviction']\n",
" current_tokens = network.edges[(i, j)]['tokens']\n",
" network.edges[(i, j)]['conviction'] =current_tokens+alpha*prior_conviction\n",
" \n",
" for j in proposals:\n",
" network.nodes[j]['conviction'] = np.sum([ network.edges[(i, j)]['conviction'] for i in participants])\n",
" \n",
" key = 'network'\n",
" value = network\n",
" \n",
" return (key, value)\n",
"\n",
"def update_supply(params, step, sL, s, _input):\n",
" \n",
" supply = s['supply']\n",
" delta_holdings = _input['delta_holdings']\n",
" delta_supply = np.sum([v for v in delta_holdings.values()])\n",
" \n",
" supply = supply + delta_supply\n",
" \n",
" key = 'supply'\n",
" value = supply\n",
" \n",
" return (key, value)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"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": 24,
"metadata": {},
"outputs": [],
"source": [
"# # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # \n",
"# The configurations above are then packaged into a `Configuration` object\n",
"config = Configuration(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_config=simulation_parameters #dict containing simulation parameters\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"single_proc: [<cadCAD.configuration.Configuration object at 0x1a2539eef0>]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:47: RuntimeWarning: invalid value encountered in double_scalars\n",
"/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:47: RuntimeWarning: divide by zero encountered in double_scalars\n"
]
}
],
"source": [
"exec_mode = ExecutionMode()\n",
"exec_context = ExecutionContext(exec_mode.single_proc)\n",
"executor = Executor(exec_context, [config]) # Pass the configuration object inside an array\n",
"raw_result, tensor = executor.main() # The `main()` method returns a tuple; its first elements contains the raw results"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"df = pd.DataFrame(raw_result)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>funds</th>\n",
" <th>network</th>\n",
" <th>run</th>\n",
" <th>sentiment</th>\n",
" <th>substep</th>\n",
" <th>supply</th>\n",
" <th>timestep</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
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" <th>796</th>\n",
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" <td>2</td>\n",
" <td>149423.887842</td>\n",
" <td>200</td>\n",
" </tr>\n",
" <tr>\n",
" <th>799</th>\n",
" <td>352982.817070</td>\n",
" <td>(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...</td>\n",
" <td>1</td>\n",
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" <td>3</td>\n",
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" <tr>\n",
" <th>800</th>\n",
" <td>352982.817070</td>\n",
" <td>(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,...</td>\n",
" <td>1</td>\n",
" <td>0.996006</td>\n",
" <td>4</td>\n",
" <td>149796.175298</td>\n",
" <td>200</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" funds network run \\\n",
"796 344792.712932 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 1 \n",
"797 352982.817070 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 1 \n",
"798 352982.817070 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 1 \n",
"799 352982.817070 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 1 \n",
"800 352982.817070 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... 1 \n",
"\n",
" sentiment substep supply timestep \n",
"796 0.997003 4 149423.887842 199 \n",
"797 0.997003 1 149423.887842 200 \n",
"798 0.996006 2 149423.887842 200 \n",
"799 0.996006 3 149423.887842 200 \n",
"800 0.996006 4 149796.175298 200 "
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.tail()"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a39a16198>"
]
},
"execution_count": 28,
"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": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a252b7390>"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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FhfL2op3M2niAKel7WbrjEH+8Ku6CQeHSuKtlUNItXZtyU5doXpyzzS0DxRejLQMFlN1NVJqo+rV57bbOvHRrEv3ahLN271F6PjefRz8v/deU8wCyK+7uF8vE0d0Z2aM5PiI8PG0dvZ6fz57DJ8u879kC18IAHH2v/7w+kbdHJZOaFEXuz2e4afwPpI5bWu5xkYo4V+hYhp+vay9+r7hQ3ro9mb9ek0BseF2mrcqi87Nz+DR9L6fOFVR63wGAxOgQXv91F/55fSKdmtZnwdZcOj075xdjFsXvaSUC6JoOUbw5Mpknr23n8ubLEfVq8eqITrw6vBMDEyJYvy+P+VtyKtwyKOn3fVry0ejujEppjr+vD499sZ6e/5rPjtzjF71P0WtRmTGDi/HxER4a3Jo4N2+C7UxbBgrAqb+8/Nsr940Po298GJ2a1mfu5oNMWrmXL1bv4183dODajlHFfeFnytm/DFA30I9nf9Wejdl5TE3by6SVe+n334V0ad6Aj0Z3v+gK/2JjBpfSKqwu/7m5I4PaNWbGumy+WpNNuydnMSolhkeGtqmyvVYLrK1qLtZNdDGje7VgeNemvDp/O3M2HeThz9ZhDLS/9BaY5XJjl2hSk6L43/wM5m/J4d+ztvL6gh28f0dXujRrcL5l4OZfw666IjaUK2JD6dK8AdtzjtMzNtRtj107wJenU9uz9cDPTFq5h8lpexj00iI6RIcweUyPX7Rwq6pl4Ck1s2pVZSqzX9mdvVowfmQX7usfR2RIbe6fsoakZ75j+8GfyS8o5Ey+Y5C0IivVdlEhPJ3anleGJ3F1YiQrM48Q/8S3vDhnW/GOVs7O5BcSUEZ31MUMTIjg5VuT+Ns1CXRu1oB3lmQS/8S3zNpwoNStWCor3wqDiuxxHBTox6ND2zL+N10Y27cVcD503cXP14c/DYxn/Mgu3NMvFn9f4ebxy+j7wgL2HnG00kpuFOBpI1NieCa1fZXs0d66cTBPXdeOV4d3IrVjFKv3HKX1E7P417dbOO702XPH1kTVSVsGCnB9ALks9Wr586eB8QxLjGTWhgO8Mm8bA19aRHLzBoTXC6z0F2VoYiQDEyLo0rwBX63Zx6vztvPa/O28O6orXVs0LO4mKE83UWlEhDt7tSA1KYpPV2XxwQ+7GPvRKhrU8WfqXSk0bxRUqcd3VrT3d3lbBs7iI4L5y5A29IoNJap+xY9tdClN6tfmocGt6RMfxuyNB3h3SSbPfes4/ENN/TVcHoPaNaZ/2wg6NavP12v3M/77Hby5aAdv/qYLKa0aObUMqjcYK0rDQAHlG0B2RevGwbRuHExSs/p8u34/k9P2ln0nF/n5+jDqihiGtG/M7I0H+O9327hjQhpRIbV4e1QyseF1OZtfQKAbfqE1qhvI2L6t6BMXxvwtB3nhO0e4Xdk6jMeHtSU2vG6lD9ORXzxmUPl63dlNcjHdWjSka0wDkprW58npGzly4myl996tKXx9hJEpMQxpH8m3G/bzytztjJm4irDgQPq3CQe0ZaBquIvtdFZZfePD6NmqET1jQ92yl6SziHq1uD0lhs7NGjB/Sw4vztnG1a8u4eoOkfy4++glD/pVXglR9UiIqkeH6Pp8tSabz37MYuHWXO4fEMd1HaNoGVbxo4BWdMygOokI13aMKh68vdgWZJersOBAbk+JcexMtyWH/8zeWvyDp6a2kjQMFOC0NZHb2gbn+fn6cG3HKPrEhfHTyYrtRHYp7ZuE0L5JCMnNG/DJyj3MWLcfgCUZlduLuTR94sPo3rIhwxIb8+Kcbbw8dzvjFmTw31uS6N6iYYWOIlnUTVSVh/SuKrX8favkcMo1RdvIerSNrEeX5g144ssNZOQcr/bxk4rSMFDA+a2J3N0ycBZSx9/lY9tXxBWxoXRu3oDbujfjtrdX0KuKukwC/Xzp3zaCpKb1WbX7J+6ZtJo/TlpNm8bB3HNVLAPaRpRrJ6yiAeTy7jmr7KNHy0bMuq832UdPu20sydM0DBRQsf0M7KiWvy9XtApl7ZODyrUJa0U0qhvIoHaNmf9gX75eu5/nZ23hnk9Wc23HKK7tEMkgF7dsKbDGDGpiy0Cd5+frQ7NGdcqe0aZqZoQptzvfMrg8Vkghtf3ddjjsskQ3qMPYvi1Z/HA/BiVE8PXabMZMXMW/Z21h9Z6fyrz/OTdsTaRUZWkYKMBpALl6y6ixRISmDevwxm+6sPjhfoQHB/L6wh2MmbiKF2Zv5eCx0xe9b/EAsnYTqWqknz4FXD7dRNXN18cRCsse7c+Hd3bj1NkCXluQwZgP03lpzrYLjuFf5FyBtWmptgxUNdIwUIBzy0BXSO7g6yP0iQ9jw9ODuX9AHHt/OsUr87Zz5wdpfG6di7dIQSX2QFbKXTQMFADGahvo+sj97h8Qz8rH+nNl6zDWZeXx2BeOE5Zs2Oc4YXp+cTeRvviq+ujWRAo4fw5kbRhUDT9fHybc0Y0ducd59LP1rMw8wh0T0ujQJITh3Zo55injENZKVSUNA+VQfDgKTYOq1CqsLlPHpjBjXTafrNjDvC05zNuSA2g3kape+lNEATqA7GnXdIji499154/946q7FKUAbRkoi25a6nkiwgMD4xndqwUfLd9Nx2jPnFlNqdJoGCjg/E5nlT2EtSq/kNr+3N0vtrrLUF5Ou4kUcH4AWbNAKe+kYaCAqj1qqVLK/jQMFOB0DmTNAqW8koaBuoB2EynlnTQMFOC+cyArpWomDQMFnD8chUaBUt5Jw0ABujWRUt5Ow0ABetRSpbydhoECnLqJNAuU8koaBgpwahloGCjllTQM1AW0m0gp76RhoACKT8eoLQOlvJOGgQKcD0ehlPJGGgYKcB4z0DhQyhtpGChAz4GslLfTMFCAtgyU8nYaBgpwOmqpUsoruRQGIjJERLaKSIaIPFLK7c1FZJ6IrBORhSIS7XRbgYissf6mu7N45T4G3ZJIKW9W5mkvRcQXGAcMBLKANBGZbozZ5DTbC8CHxpgPROQq4DlgpHXbKWNMkpvrVm5mjG5JpJQ3c6Vl0A3IMMbsNMacBSYDqSXmSQDmWZcXlHK7sjmD0fECpbyYK2HQBNjrdD3LmuZsLXCjdfl6IFhEGlnXa4lIuogsF5FfVapaVWWM0S2JlPJmroRBaauIkqONDwF9RWQ10BfYB+RbtzUzxiQDtwEvi0irXyxAZIwVGOm5ubmuV6/cptDooSiU8mauhEEW0NTpejSQ7TyDMSbbGHODMaYT8Lg1La/oNuv/TmAh0KnkAowxbxljko0xyWFhYRV5HqqSDDpooJQ3cyUM0oA4EWkhIgHAcOCCrYJEJFREih7rUeA9a3oDEQksmgfoCTgPPCu70CxQyquVGQbGmHzgHmA2sBmYaozZKCLPiMh11mxXAltFZBsQAfzDmt4WSBeRtTgGlv9VYiskZRO6aalS3q3MTUsBjDEzgZklpv3N6fI0YFop9/sBSKxkjcoDjDH4aBoo5bV0D2QFFA0gK6W8lYaBAqydzrRloJTX0jBQgLXTWXUXoZSqNhoGCrCOWqppoJTX0jBQxXQAWSnvpWGgACg0RjctVcqLaRgoQI9aqpS30zBQgB61VClvp2GgAG0ZKOXtNAwUUHQ4Co0DpbyVhoECHIej0CxQyntpGChAu4mU8nYaBgooOhxFdVehlKouGgYKKDochaaBUt5Kw0ABeg5kpbydhoECrENYaz+RUl5Lw0AB1jmQlVJeS8NAOegAslJeTcNAAXoOZKW8nYaBAvQcyEp5Ow0DBeg5kJXydhoGNvX01xuJe3wm4xZkcOJMfpUvT49NpJR30zCwqfVZeZwrMPxn9lYSn5rN12uzyf35TJUtzxg9B7JS3kzDwKYMEB9Rl2dS29EwKJB7J61m8MuLmL3xAEdOnK2S5WkaKOW9/Kq7AHVx4cG1uD0lht5xYSzbcZjHv1zPXRNX0blZfW5ObsqNnaMJ8HNTnhs9B7JS3kzDwKaMOb8TWIvQIFqEBtEzthHTVmXxv/kZ/LjnKPM25zAwIZxbuzar9PIKtZtIKa+m3UQ2Vdp2/80bBfHgoNasfXIQwxIbs3h7Ln/5bD13TUxnwZacyi1PdzpTyqtpy8CmzCWODhFS25/Xf92FvJPn+P2H6azIPMIPGYdpExnMv2/qSIvQoPIvT49aqpRX05aBTbmyqWdIHX+mjk3hgzu60b1lQ9bvy+PqVxdz0xs/8PPpcxd0NZW5PG0ZKOXVNAzsqhx9+B2b1uedUV156ZYk+reNIH33TyQ+9R0PT1vHrkMnXAoF3c9AKe+m3UQ2VZFjBQ1NjGRI+8b0jgtl1oYDfLoqi09XZfHgwHgGJETQNrLexZenA8hKeTVtGdhURc9JLCLcktyU127rxBu/7kzriGD+O2cb1722hHeXZLIj9/jFl6dpoJTX0paBTRlMpbpt6gT4MTQxkpRWjVi/L4+7Jq7i2Rmb+OCHOlzbMZLRvVrSMCjAaXkaBkp5M20Z2FRFWwYl1a8TQO+4MNKfGMArw5P46cRZxi3Ywch3V/CPbzYVjyc4uok0DZTyVtoysCl3d9vUCfAjNakJqUlNeHnuNr5YvY+3F2eyaNshhndrqi0DpbychoGtVc3a+f4B8dzdL5a/fbWBlZlHeHbGJgr1rJdKeTUNA5uq6nWzv68Pz93Qgf15p3hncSbvLsms4iUqpexMw8CmjDEe6baJDKnNX69J4NauTckv0OaBUt5Kw8DGPNmFHx8R7MGlKaXsxqWtiURkiIhsFZEMEXmklNubi8g8EVknIgtFJNrptlEist36G+XO4i9nut2/UsqTygwDEfEFxgFDgQRghIgklJjtBeBDY0wH4BngOeu+DYEnge5AN+BJEWngvvIvX3rgOKWUJ7nSMugGZBhjdhpjzgKTgdQS8yQA86zLC5xuHwzMMcYcMcb8BMwBhlS+7MuftgyUUp7kShg0AfY6Xc+ypjlbC9xoXb4eCBaRRi7eV5VCt/tXSnmSK2FQ2iqp5GYnDwF9RWQ10BfYB+S7eF9EZIyIpItIem5urgslXf50j2CllCe5EgZZQFOn69FAtvMMxphsY8wNxphOwOPWtDxX7mvN+5YxJtkYkxwWFlbOp3B50hPUK6U8yZUwSAPiRKSFiAQAw4HpzjOISKiIFD3Wo8B71uXZwCARaWANHA+ypqmyuOnYREop5Yoyw8AYkw/cg2MlvhmYaozZKCLPiMh11mxXAltFZBsQAfzDuu8R4FkcgZIGPGNNUy7Qk80opTzFpZ3OjDEzgZklpv3N6fI0YNpF7vse51sKykW6L7BSypP0ENY2pWceU0p5koaBTemmpUopT9IwsCl3ndxGKaVcoWFgU5U97aVSSpWHhoFNactAKeVJGgY2ZQyaBkopj9EwsDE9HIVSylM0DGzKU2c6U0op0DCwLe0lUkp5koaBjWnLQCnlKRoGNmX0eBRKKQ/SMLApPe2lUsqTNAxsSk97qZTyJA0Dm9JjEymlPEnDwKaMnupMKeVBGga2pfsZKKU8R8PApvTYREopT9IwsCkdM1BKeZKGgU05znSmaaCU8gwNA5vSloFSypM0DGxMs0Ap5SkaBjalh6NQSnmShoFNOQ5hrW0DpZRnaBjYlDYMlFKepGFgV3psIqWUB2kY2JTj5DaaBkopz9AwsCk97aVSypM0DGxKT3uplPIkDQOb0vMZKKU8ScPApgy6aalSynM0DGxKj1qqlPIkDQM70zRQSnmIhoFN6U5nSilP0jCwK6P7GSilPEfDwKaMnvZSKeVBGgY2pQPISilP0jCwKT25jVLKkzQMbEpPe6mU8iQNA5vSloFSypNcCgMRGSIiW0UkQ0QeKeX2ZiKyQERWi8g6ERlmTY8RkVMissb6G+/uJ3C50jEDpZQn+ZU1g4j4AuOAgUAWkCYi040xm5xmewKYaox5Q0QSgJlAjHXbDmNMknvL9hLaNFBKeYgrLYNuQIYxZqcx5iwwGUgtMY8B6lmXQ4Bs95XofYx1AmSNAqWUp7gSBk2AvU7Xs6xpzp4CfiMiWThaBfc63dbC6j76XkR6V6ZYb6MNA6WUp7gSBqWtkkoeLWEEMMEYEw0MAyaKiA+wH2hmjOkEPAB8IiL1StwXERkjIukikp6bm1u+Z3DN/SqEAAAOXElEQVQZMnosCqWUh7kSBllAU6fr0fyyG2g0MBXAGLMMqAWEGmPOGGMOW9NXATuA+JILMMa8ZYxJNsYkh4WFlf9ZXGaKskA3LVVKeYorYZAGxIlICxEJAIYD00vMswfoDyAibXGEQa6IhFkD0IhISyAO2Omu4i9XxWMGmgVKKQ8pc2siY0y+iNwDzAZ8gfeMMRtF5Bkg3RgzHXgQeFtE/oTjh+1vjTFGRPoAz4hIPlAAjDXGHKmyZ3OZON8yUEopzygzDACMMTNxDAw7T/ub0+VNQM9S7vcZ8Fkla/Q6RWMG2jJQSnmK7oFsQ4aibiJNA6WUZ2gY2JBuTaSU8jQNAxvThoFSylM0DGyoeMxAh5CVUh6iYWBD58cMqrkQpZTX0DCwMc0CpZSnaBjYkA4gK6U8TcPAhop3OtOmgVLKQzQMbOj8Iaw1DZRSnqFhYEPaMlBKeZqGgQ3pmIFSytM0DOyo+NhE2jRQSnmGhoENFe9nUM11KKW8h4aBDelRS5VSnqZhYEN6PgOllKdpGNjQ+TOdaRwopTxDw8DGNAuUUp5S48PAGMOGfXnsPnyiuktxG92yVCnlaS6d9tLOFm0/xKj3VgLw2LA29I0Pp3Xj4GquqnLOH8JaKaU8o8a3DPJOnSu+/M+ZWxj57goemLqGvUdOVmNVlWPQzYmUUp5V41sGBYWFAMy+vw8Hjp3m2RmbmLF2Pwu25NC6cTCvjuhEaFAgPj41aMWqLQOllIfV+JZBgSMLqBPgS9/4MOY+0JcXb+1ISqtGLN95hG7/mMcdE9JYsfNw8VY6dqfHJlJKedpl0zJw/uV/TYcorukQxbfr9zNvSw7TVmXx/bZchrRrzNDExlzXMcrWm23qaS+VUp52GYSB479fKd1AQxMjGdyuMaNSYvho+W6mpO9l1sYDTEnby61dm5Ka1MTD1bpGT3uplPK0y6CbyGoZXGTN6eMjJEaH8PxNHdj296Hc0KkJuw+f5E9T1tDjn/P4Zt3+Cwah7UC3JlJKedpl0DJwrDlLaxmUFODnw4u3JnHkxFneXryTGeuyufuTH6kb6MfjV7flytZhRIbUruqSy6RjBkopT6vxYZBvhUF5thZqGBTAX4a0YXSvFizYksM/Z27m0c/XE1EvkOs6RjG6V0sah9SqqpLLpGc6U0p5Wo0Pg0LjesugpNC6gdyc3JQh7RuzMvMIf/tqI+8t3cX0tdl0ad6Af93YgeBAv+obbNYsUEp5SI0Pg6KWgW8l9iMIruVP/7YR9G8bwdxNB5m4fDcz1x9g5voDDGnXmD/0a0VikxCPhUIN2QJWKXUZqfFhUOiGMHA2ICGCAQkRzN54gNkbD/D5j/uYtfEAwxIbMywxkqsTIz0WCtowUEp5So0Pg+KWgZtX0IPbNWZQQgS3p8QwacUepqTvZeb6A0yJ28v1nZpwQ+doty7PmdHTXiqlPKzGb1paWGgQKd8AsqtEhKSm9Xn+pg5seHowN3RqwvaDx3no07X0en4+X63Zx7HT7t8sVU97qZTytMuiZeDuVkFp6gb68eKtSeSdPMe4hRnM2XSQ+yavISjAl8eubkvf+DCiG9Rxy7L0tJdKKU+r8WFQUGjcNl7gipA6/jw2rC1j+7Zi7qaDvPDdVh7/YgMN6vhzU5dobk+JoWnDyoWC7meglPI0DYMKahgUwC1dmzI0sTE/7jnKX7/cwPtLd/HF6mySmtbnXzcm0igooEL9/rqfgVLK02r8mEF+NYVBkeBa/vSND2PRw/344M5uJDapx/wtB0n++1xGvruSVbuPFO8l7SptGSilPK3GtwwKjanQDmdVoWdsKD1jQ1m0LZfZGw/w8Yo9LMk4RJ/4MK7pEMkNnZrg51t2/up+BkopT6vxYVDdLYPS9IkPo098GL/u3pwvVmfx9uJMFm3LZWraXoYmRjK6V4syHqHoqKX2el5KqctXje8mKrRhGBRJiKrH41cnsO3vQ7mjZwy5x8/w7IxNdH52DhOWZpLz8+lL3t+ez0opdTlyKQxEZIiIbBWRDBF5pJTbm4nIAhFZLSLrRGSY022PWvfbKiKD3Vk8eG7T0soI8PPhyWvbMeu+PjwwMJ7IkFo89fUmrnhuPuMWZLB5/7EL5tduIqWUp5UZBiLiC4wDhgIJwAgRSSgx2xPAVGNMJ2A48Lp13wTrejtgCPC69XhuU1ho8PW1dxgUqR3gyx/7x/Hp2BTG3daZFqFB/Gf2Vq5/fSkPT1vLxuw8QAeQlVKe58qYQTcgwxizE0BEJgOpwCaneQxQz7ocAmRbl1OBycaYM0CmiGRYj7fMDbUDNaNlUFKdAD+u7hDJgIRwth04zhNfrmfGuv3MXH+A+Ii63J4SA+impUopz3Glm6gJsNfpepY1zdlTwG9EJAuYCdxbjvteYGP2MV6eu429R066UBoUGPuOGZQl0M+XxOgQvrqnF5+OTWFgQgSb9//M/VPWAHC2oKCaK1RKeQtXwqC0NW3JXu0RwARjTDQwDJgoIj4u3hcRGSMi6SKSLhTy8tzt9P73Ap6buZn0XUcuWVxBQc0NA2ftokJ46dYkpv1fCnf0jAGgUVBg9RallPIarnQTZQFNna5Hc74bqMhoHGMCGGOWiUgtINTF+2KMeQt4C6BLl2Tz/O3JvLVoJ29afwPahjO6V0tSWjX6RXGOlkGN3yiqWLuoENpFhXDvVXE0qONf3eUopbyEK2GQBsSJSAtgH44B4dtKzLMH6A9MEJG2QC0gF5gOfCIiLwJRQByw8lILE3GcU6Bfm3AyDx3n8S82MHdzDnM35xAfUZeHB7fhithG1AlwlO44HIXrT7imaBgUUN0lKKW8SJlhYIzJF5F7gNmAL/CeMWajiDwDpBtjpgMPAm+LyJ9wdAP91jgOsLNRRKbiGGzOB+42xrjUEe7rI8SGBzPlrhT2HjnJG9/v4JMVe/jdh+kE1/Lj4cGtGZYYaYXBZZgGSinlQWJstlF7cnKySU9PL/W2PYdP8sXqfYxbmMHZ/EKCAnw5cbaAFqFBLHjoSs8WqpRSNiIiq4wxyRW9f436Sd2sUR3uGxDHysf6868bEqlfx9GVknnoRDVXppRSNVuNPDZR/ToBDO/WjOHdmvHVmn34X46DBkop5UE1MgycpSZdcrcFpZRSLtCf1EoppTQMlFJKaRgopZRCw0AppRQaBkoppdAwUEophYaBUkopNAyUUkphw2MTicjPwNbqrsMFocCh6i7CBVqne2md7lUT6qwJNQK0NsYEV/TOdtwDeWtlDrbkKSKSrnW6j9bpXlqn+9SEGsFRZ2Xur91ESimlNAyUUkrZMwzequ4CXKR1upfW6V5ap/vUhBqhknXabgBZKaWU59mxZaCUUsrDbBUGIjJERLaKSIaIPFLNtbwnIjkissFpWkMRmSMi263/DazpIiKvWnWvE5HOHqqxqYgsEJHNIrJRRO6zaZ21RGSliKy16nzamt5CRFZYdU4RkQBreqB1PcO6PcYTdTrV6ysiq0Vkhl3rFJFdIrJeRNYUbUVit/fdWnZ9EZkmIlusz2mK3eoUkdbW61j0d0xE7rdhnX+yvj8bRGSS9b1y32fTGGOLP8AX2AG0BAKAtUBCNdbTB+gMbHCa9m/gEevyI8Dz1uVhwLeAAD2AFR6qMRLobF0OBrYBCTasU4C61mV/YIW1/KnAcGv6eOD/rMt/AMZbl4cDUzz83j8AfALMsK7brk5gFxBaYpqt3ndr2R8Av7MuBwD17VinU72+wAGguZ3qBJoAmUBtp8/kb9352fToC13Gk00BZjtdfxR4tJpriuHCMNgKRFqXI3HsEwHwJjCitPk8XO9XwEA71wnUAX4EuuPYkcev5PsPzAZSrMt+1nziofqigXnAVcAM6wtvxzp38cswsNX7DtSzVmBi5zpL1DYIWGq3OnGEwV6gofVZmwEMdudn007dREVPtkiWNc1OIowx+wGs/+HW9Gqv3WoGdsLxq9t2dVpdL2uAHGAOjlbgUWNMfim1FNdp3Z4HNPJEncDLwMNAoXW9kU3rNMB3IrJKRMZY0+z2vrcEcoH3rW63d0QkyIZ1OhsOTLIu26ZOY8w+4AVgD7Afx2dtFW78bNopDKSUaTVlU6dqrV1E6gKfAfcbY45datZSpnmkTmNMgTEmCccv725A20vUUi11isg1QI4xZpXz5EvUUp3ve09jTGdgKHC3iPS5xLzVVacfjq7WN4wxnYATOLpbLqa6v0cBwHXAp2XNWsq0Kq3TGq9IBVoAUUAQjvf+YnWUu0Y7hUEW0NTpejSQXU21XMxBEYkEsP7nWNOrrXYR8ccRBB8bYz63a51FjDFHgYU4+lrri0jRIVGcaymu07o9BDjigfJ6AteJyC5gMo6uopdtWCfGmGzrfw7wBY6Atdv7ngVkGWNWWNen4QgHu9VZZCjwozHmoHXdTnUOADKNMbnGmHPA58AVuPGzaacwSAPirNHxABzNtenVXFNJ04FR1uVROProi6bfbm1l0APIK2peViUREeBdYLMx5kUb1xkmIvWty7VxfLA3AwuAmy5SZ1H9NwHzjdX5WZWMMY8aY6KNMTE4Pn/zjTG/tludIhIkIsFFl3H0c2/AZu+7MeYAsFdEWluT+gOb7FankxGc7yIqqscude4BeohIHet7X/Rauu+z6cnBGRcGSYbh2CJmB/B4NdcyCUff3DkcKTsaR5/bPGC79b+hNa8A46y61wPJHqqxF46m3zpgjfU3zIZ1dgBWW3VuAP5mTW8JrAQycDTNA63ptazrGdbtLavh/b+S81sT2apOq5611t/Gou+K3d53a9lJQLr13n8JNLBpnXWAw0CI0zRb1Qk8DWyxvkMTgUB3fjZ1D2SllFK26iZSSilVTTQMlFJKaRgopZTSMFBKKYWGgVJKKTQMlFJKoWGglFIKDQOllFLA/wN9h46pCr8ROQAAAABJRU5ErkJggg==\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": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a399de588>"
]
},
"execution_count": 30,
"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": 31,
"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": 32,
"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['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['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": 33,
"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": 34,
"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": 35,
"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": 36,
"metadata": {},
"outputs": [],
"source": [
"rdf= df[df.substep==4].copy()"
]
},
{
"cell_type": "code",
"execution_count": 37,
"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": 38,
"metadata": {},
"outputs": [],
"source": [
"affinities = np.empty((N,M))"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
"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": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(5148.857142857143, 0.5, 'participant_id')"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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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,\n",
" yticklabels=last_parts,\n",
" xticklabels=last_props,\n",
" square=True,\n",
" cbar=True,\n",
" ax=ax)\n",
"\n",
"plt.title('affinities between participants and proposals')\n",
"plt.xlabel('proposal_id')\n",
"plt.ylabel('participant_id')"
]
},
{
"cell_type": "code",
"execution_count": 41,
"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": 42,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'check age')"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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Bpgoh4tAPyxQAdwJIKY8LIb4ATgBa4B51xo2iWIb1L7yGX7Uf4a7xFLfmYT97KHNmqSZk/YGQ8neH0M+qMWPGyH379pk7hqIov6MsJ4eMlzcS7ByJpruNDHmYxJdUf5q+QAixX0o55lTLqStjFUX5n1KfXMWItjBCXKIpaMlk8HVRJE5QRb6/UYVeUZT/krt/P6XvHyDO5TxaaOSQ2E2CakLWb6lCryjKr6Q8soJQGU2Acwg5zccIvucCEiISzB3LIul0Orq7u7G1tTXpdlShVxQFgKPfb6H560LinSfS2FlHjusBZq940NyxLFZVVRVJSUkMGzaMOXNM281TFXpFOcd1ajRsXPgyYbbxuDkFkNF0iNhF84j0n2fuaBZJq9WyY8cOtm3bhoODA+edd57Jt6kKvaKcw/b+Jwm5tdnQhKyKPL9cZqz4m7ljWazS0lKSkpKoqqoiKiqKWbNm4eTkZPLtqkKvKOegTo2GzQteI2xAHFYOLhxv2seEZ29UTchMpLOzk61bt7J7926cnZ255pprCA0NPWvbV4VeUc4xP773MS5H7IhxPo/qjnIaI9uZ+Vc1Fm8q+fn5pKSkUFdXx+jRo5k+fToODg4A6HRdSNmFtbWjSTOoQq8o54iWxiZ2PPYuYU5x6Ox1HGlJ46IV/4fDWRg6OBd1dHSwadMm9u/fz8CBA7npppsIDAw8Ob+5+Tjp6YtxcY0mPOw5k2ZRhV5RzgGbXn4Lr6IhRLmMpbytiO7JDsye/4i5Y1mszMxMUlNTaWlpYeLEiUydOhU7OzsAurs15Be8TlHRO9jaDiTA4x6T51GFXlEsWG1ZOQeXfUWISzRdNhoOte9ihmpCZjKtra2sX7+eY8eOMWTIEK666ip8fX1Pzm9o2Ed6xmLa2vLw9r6CkcGPYWvrZvJcqtArioX6dtmrDK8bTphrHEWtuTgl+pAwQzUhMwUpJceOHWP9+vV0dHQwdepUJk+ejI2NvsRqtS3k5r1IScknODj4EBf3EYM8Jp+1fKrQK4qFKc3MIuvV74lyiaPDqo2DXbtIfF0VeFNpbGxk3bp1ZGVl4ePjw9y5c/Hy8jo5v7Z2GxkZj9OhKcfX90ZGBC3AxubsHhdRhV5RLEjqYysZoYlgpGsU+c2ZDL0plsRxqsibgk6n48CBA2zatInu7m5mzpzJ+PHjsbLS37ivq6uBrOxlVFR8jaPjCEaP/hx3t9FmyaoKvaJYgOw9e6n46DBxLhNoppFD1rtJWKOakJlKbW0tKSkpFBQUEBgYSGJiIh4eHifnV1atJzNzCVptIwHD/4+AgHuxtjbfcRFV6BWln0tZsIJQEcNw55FkNx8j5L5pJISqJmSm0N3dTVpaGlu2bMHa2prExERGjRqFEPrbZWs0VWRmLaW6egMuLpGEh32Ii0uEmVOf3h2m3gcSgCopZZRh2iogEegEcoFbpJQNQogAIB3INLw8TUp5lwlyK8o57/DGTbSllBLvNJGGzlpy3LOYveJ+c8eyWJWVlSQlJVFWVkZoaChz5szB1dUV0B+MLS9fS3bOc+h0GoJHPIqf321YWfWNfenTSfEh8AbwcY9pm4DFUkqtEGIFsBj4eSAwV0oZ16spFUU5qVOjYeMjrxBuH4+7YwDpTQcZ9cSVRA271NzRLJJWq2X79u1s374dBwcHrrjiCiIjI0/uxbe3F5OR8QR19TtwdxtLePgLODoGnmKtZ9cpC72UcpthT73ntI09nqYBV/RuLEVRfk/aF2ux3tFBnONEajWVVAfUMv3++8wdy2KVlJSQlJREdXU1MTExzJw582QTMim7KSn5Jzm5LyKEFaEhz+Djcw1CWJk59X/rje8VtwKf93geKIQ4CDQBT0gpt//ei4QQdwB3APj7+/dCDEWxXB2trfyw8E3CHeMRDgM51ryXyc/fTqybq7mjWaTOzk5++OEH0tLScHV15dprryUkJOTk/NbWHNLTF9HYdJBBg6YQFroMB4dhZkz8x86o0AshHge0wL8Mk8oBfyllrRBiNPCNECJSStn029dKKd8B3gH9zcHPJIeiWLKt//gAt+NOxDifR1V7KS1xWi655SFzx7JYeXl5pKSkUF9fz5gxY7j44ot/1YSssOgd8vPfwNrakYiIlxjqNe/kME5fZXShF0LchP4g7TQppQSQUmoAjeHxfiFELhAC7OuFrIpyTmmqrWX3kx8T6hyLzrabIy1pXPzSfap9gYm0t7ezadMmDhw4gIeHBzfffDMBAQEn5zc1HSU9YxEtLRkMGTKb0JAl2NkNNl/gP8GoQi+EuAT9wdcpUsq2HtM9gTopZbcQIggYCeT1SlJFOYdsfGkNQ0uGEuk6hrK2QsRUF2ZfppqQmUpGRgapqam0trYyadIkpk6devI+rt3dHeTnv0ZR8bvY2g4iJvotPD1nmDnxn3M6p1d+CkwFBgshSoAl6M+ysQc2Gb6y/Hwa5QXAM0IILdAN3CWlrDNRdkWxONVFRRxenkSYSzSdNhoOdagmZKbU0tLC+vXrOX78OF5eXlxzzTX4+PicnF9fv4f0jMW0txcwzHs+wcGLsbXtf8dFhGHUxazGjBkj9+1TozvKuW3dM6sJaBiBm50HRS05uF0eSOSFU80dyyJJKTly5AjfffcdnZ2dTJkyhUmTJmFtbQ2AVttMTu4qSkv/hYODH+Fhz+HhMcnMqf+bEGK/lHLMqZbrG2fzK8o5rOTEcXLWbCfGeQxtVi0c7N5F4huqP42pNDY2kpqaSnZ2Nr6+vsybNw9PT8+T82tqtpCR+SQaTQV+frcyIuhBk98BytRUoVcUM0pdvJLgzgiCXSLJa07H59bRJI6ebe5YFkmn07F//342bdqElJJLLrmEcePGnWxC1tlZR3b2c1RUfoOT00iio77EzS3ezKl7hyr0imIGGbvTqPnXceKcJ9BMA4ds00hYow62mkpNTQ3JyckUFRURFBREYmIiAwcOBPTDOFVV35KZtRSttonAgL8REHA3VlaWc1xEFXpFOctSFiwnTMTi7xRMVtNRwh6aQUJworljWaTu7m52797N1q1bsbGxYd68ecTFxfVoQlZJRuZT1NRsxsUlmojwT3B2DjVz6t6nCr2inCX7U9fTtaGaeKdJNHTWkDMom1krVPsCU6moqCApKYny8nLCwsKYM2cOLi4ugH4vvqz8C3JyXkCn6yQ4eDF+vjf3mSZkvc0y35Wi9CE9m5DZOPqR3nSAsUuvJWqI56lfrPxpWq2Wbdu2sWPHDgYMGMCVV15JREREjyZkRaRnPEZ9/W7c3ccTHvY8jo4B5g1tYqrQK4oJ7fz0C+zTtPomZB2V1ATXM/1e1UrYVIqKikhOTqampobY2FhmzpyJo6P+jBkpuyku/ojcvJcQwoaw0GUMG3ZVn2xC1ttUoVcUE+hobWXLo28R5hQP9nC0eQ/nP/9X1YTMRDQaDT/88AM//fQTbm5uXH/99QQHB5+c39KSRXrGYpqaDjFo0IWEhT6Lg4O3GROfXarQK0ov2/L2+7inOxPtMp7K9hLaRsOsGxeYO5bFys3NJSUlhYaGBsaNG8e0adOwN1xJrNN1UlD4NgUFa7CxcSEy4mW8vBL7fBOy3qYKvaL0kqbaWtKe+iehTrF022o53Lqb6S/er9oXmEh7ezsbNmzg0KFDDBo0iFtuuYXhw4efnN/UdIQT6Qtpbc3Cy2suISOfwM5ukBkTm48q9IrSC75b+To+5T5EuIymtK0A62nuzJmnbs5tKunp6axbt47W1lYmT57MlClTejQhaycv72WKij/A3n4IMTHv4Dl4mpkTm5cq9IpyBiry8znx4joinGPQ2LRzSLOThNcWmTuWxWpubmb9+vWcOHGCoUOHct111+Ht/ctYe319mqEJWRE+w64hOHghNjYuZkzcN6hCryhGWrd0NYFNwYS4xFLYks3A+cEkXKCKvClIKTl8+DDfffcdXV1dTJs2jYkTJ/6qCVl2znLKyj5jwAB/4uM/wWPgBDOn7jtUoVeUP6nw6FEK/r7L0ISsmYNSNSEzpYaGBlJSUsjNzcXPz4+5c+f+pgnZD4YmZFX4+99OUOADWFsPMGPivkcVekX5E1IXrWCkNoog53DyWjLwu30cifFzzB3LIul0Ovbu3cvmzZsBmDVrFmPHju3RhKyWrOxnqaxMwdkplJjot3B1jTFn5D7rtAq9EOJ99LcNrJJSRhmmeaC/KXgAUADMl1LWC/15S68Cs4E24GYp5YHej64oZ8+JHTup/yyTOOeJNMl6jtjvYc6Kh80dy2LV1NSQlJREcXExI0aMIDExEXd3d0A/jFNZmUJW9rNotc0EBj5AwPA7sbKyM3Pqvut09+g/BN4APu4xbRHwvZRyuRBikeH5QmAW+lsIjgTGA28ZfipKv5Ty4HLCrOPwcxpBVtMRIh6ZTUTgXHPHskjd3d3s2rWLrVu3Ymtry6WXXkpsbOzJ8947OsrJzHyKmtofcHWNIzzsBZydQ8ycuu87rUIvpdwmhAj4zeR56G8xCPARsBV9oZ8HfGy4YXiaEMJdCOEtpSzvjcCKcrbsT1mHdmMt8U6TqNdUkzs4m0tW/M3csSxWeXk5SUlJVFRUEBERwaxZs3o0IdNRWvYZOTkrkFLLyODH8fO7CSGszZy6fziTMXqvn4u3lLJcCDHEMN0HKO6xXIlhmir0Sr/QqdGw6eFXCXOIx2aAHyea9zNuyXVEqyZkJtHV1cWPP/7Izp07cXJyYv78+URERJyc39ZWQHrGYzQ0/MTAgRMID3ueAQP8zZi4/zHFwdjfu7b4v25MK4S4A7gDwN9f/aMpfcP2jz/FcT/EOk2gpqOCutAmZtz9gLljWazCwkKSk5Opra0lLi6OmTNnMmCA/owZnU5LcckH5OW9jJWVHeFhL+DtfaVFtS8o7uhEJyXDB5j26ukzKfSVPw/JCCG8gSrD9BLAr8dyvkDZb18spXwHeAf0Nwc/gxyKcsb0Tcj+TphTnKEJ2U9cuPJuHJyczB3NImk0GjZv3szevXtxd3fnhhtuYMSIESfnt7Rkkp6+iKbmIwwefDFhoc9gb+9lxsS9SyclH5bW8FxeOePdnPh37IhTv+gMnEmhTwZuApYbfib1mH6vEOIz9AdhG9X4vNKXfb/mXQZluxHtMo6K9hI6xgpmXa/OqDGVnJwcUlJSaGxsZPz48Vx00UU9mpBpKCh4i4LCt7CxcSUq8jWGDJltUXvxOW0dLMgo5qfGVqYOdGF5iK/Jt3m6p1d+iv7A62AhRAmwBH2B/0IIcRtQBFxpWPxb9KdW5qA/vfKWXs6sKL2ioaqaPUv/TahLDFrVhMzk2tra2LBhA4cPH2bw4MHceuutvxq2bWw8SHrGYlpbsxnqdSkhIU9gazvQjIl7V5dO8vfiKl4sqGCAlRWvhvkzf+jAs/Ihdrpn3VzzP2b9V6cgw9k295xJKEUxtfXLX8O30o8I11GUtOZjO9OTOQmqCZmpHD9+nG+//Zb29nYuuOACzj///B5NyNrIzXuZ4uIPsLf3IjbmXQYPvtDMiXvX0eY2Hsoo5mhLOwmebjw/0pch9rYU1rYiJQQMNu0QoboyVjmnlOXkkLF6I5EusWis2zmo2Uni66o/jak0Nzezbt06MjIy8Pb25oYbbmDo0KEn59fV7SQ943E6Oorx8bmO4BGPWFQTso5uHasLKlhTXIWHrQ3vRQUwx9Odbp3k3e15vLgxk/GBg/jo1nEmzaEKvXLOWPfUiwS1hhDiGk1BSxYeV4eROFkVeVOQUnLo0CE2bNiAVqvl4osvZsKECSebkHV1NZGT8wJl5V8wYEAAo+I/ZeBA0xa7s21PQwsPZRaT06bh6qEeLA0ehrutDZkVzTy69giHixu4OHwIyy6NNnkWVegVi5d38BDF7+4h1mU8LTRxiN0kvKGGaUylvr6elJQU8vLy8Pf3Z+7cuQwePPjk/OrqTWRkPkVXVy3D/e8kMPA+rK0dzJi4d7Vou3k+r5wPSmvwcbDls9ggpnq40qnV8crmLNZsycHFwZbXroknMca774zRK0p/lfLICkJkNEHOYeQ2nyDgrokkRKsmZKag0+nYs2cP33//PUII5syZw+jRo082IdN01pCV9TRVVd/i7BxObMw7uLqafm/2bNpUet1SAAAgAElEQVRS28TDmcWUabq4zXcwiwO9cbKx5lBxAwu/OkJmZTOXxg3jqcRIPJzOXm8eVegVi3R8y1Ya1uYT7zyRps46jrjsY86Kh8wdy2JVV1eTlJRESUkJwcHBJCQk/KoJWUVlEllZz9Ld3UZQ0EMM978DKytbM6fuPfVdWpbklPJFRT0jHe1JHjWSsW5OtHd2syz1BO/vzMfL1YH3bx7DRWFn/3oAVegVi9Kp0bBh4cuE28bj5xRIZtNhYhbNJcJ/nrmjWaTu7m527NjBtm3bsLOz47LLLiM6OrpHE7IyMjKfoLb2R9xc4wkPX46TU7CZU/eu1KoGFmeXUN+l5YHhXjww3AsHayt25dawaO1RiurauG68P4tmheHiYJ4PN1XoFYuxLykF3feNxDtOok5TTe6wHGauuNfcsSxWWVkZSUlJVFZWEhkZyaxZs3B2dgYMTchKPyUndwVS6ggZ+SS+vjdYVBOySk0Xj2WXsK66kRjnAXwaE0SUiyNNHV08nXSMT/cUEzDIkc/uOI/zgsx7U3JV6JV+7+cmZOEO8Vg5OHG8aR8Tnr2RmEHm/eWyVF1dXWzdupVdu3bh5OTE1VdfTVhY2Mn5bW35pKcvpqFxLx4DJxMW9hwDBpj+6s+zRUrJZxV1LM0po0On4/Egb+72G4KNlWDziUoe/+Yo1c0a7rwgiAcuDmGAnfk/3FShV/q1bR98gtMhG2KdJlDdUU5DeAsz73zQ3LEsVkFBAcnJydTV1TFq1CimT5/+qyZkRcXvkZ//ClZWDoSHr8B76OUW1b6gqF3DI5kl/FjfzHluTrwU5scIRwdqWzQsTTlByuEywoa68I8bxxDj627uuCepQq/0Sy2NTex47F3CnOKQ9jqOtKRx0Yr/U03ITKSjo4PNmzezb98+3N3dufHGGwkKCjo5v7k5nfSMhTQ3H8fTcwahIU9jbz/kD9bYv3RLyQelNTyfV44Alof4cuOwQQgg6VApS5OP06LR8tD0EO6aMgI7GytzR/4VVeiVfmfza+/gmedBlMtYytuK6Zpoy+yrHzF3LIuVlZVFamoqzc3NTJgwgQsvvBA7O/2pgd3dGgoK3qCw6B1sbd2JjlrDkCGXmDlx78pq7eChjCL2NbVxkYcLK0P98HWwo6yhnSe+OcYPGVXE+7uz8vIYRnr1zat6VaFX+o3asnIOLPuSEJdotLZdHG7bxfRVD6gmZCbS2trKhg0bOHLkCJ6ensyfPx9f31/G2hsa95Oevpi2tly8h17GyJGPY2vbd4YrzlSXTrKmqJLVBZU4WVvxRrg/l3sNREr4JK2Q5esz6NZJnkqI4KaJAVhbGTFEVXYIrGxgaFTvv4EeVKFX+oX1z7+KX40/4a7xFLfmYT97KHNmLTR3LIskpTzZhKyjo4MpU6Zw/vnnY2OjLxdabSu5eS9RUvIxDvbexMV+wKBBF5g5de863NzGg+lFnGjtYO4Qd54b6YOnnS35Na0sWnuEn/LrmBQ8iBf+EoP/IMc/v4GudvhxBex8DYKmwg3/6e238Cuq0Ct9WllODpkvbyTSOY4OqzYOde0i4XVV4E2lqamJdevWkZmZybBhw5g3bx5eXr9c4FNbu52MzMfp6CjD1/d6RgQ9jI2NsxkT9672bh0vFVTwVnEVg21t+CAqgFme7mi7dbz9Yy6rN2VhZ2PFystjuHKMr3EHmgt3Q/K9UJsD8dfDjGW9/0Z+QxV6pc9KfeJFRrSHMtIlmvyWTDyviyJhgirypiCl5MCBA2zcuJHu7m5mzJjB+PHjezQhayQ7+znKK9bi6BjE6FGf4e4+xsype9fuhhYWZBST167hWm8PlowYhputDenlTSxce4QjJY3MiPDi2Uuj8HI1ojePphk2Pw17/wHu/nDDNzDi7LRjVoVe6XNy9++n9IMDxDmPp4VGDlrtJlE1ITOZuro6UlJSyM/PZ/jw4cydO5dBPa5BqKraQGbWErq66hg+/G4CA/6GtbXlHBdp1nbzXF45H5bW4O9gx5exIzjfwwWNtpvVGzN5c2su7o62rLl2FLOjhxq3F5+9CVIegKZSOO//4KInwO7snSFmdKEXQoQCn/eYFAQ8BbgDfwWqDdMfk1J+a3RC5ZyS8vAKQokmwCmEnOZjBN9zAYkRCeaOZZF0Oh0//fQT33//PdbW1iQkJDBq1KhfmpBpqsnMWkp19Xc4O0cQF/seLi6RZk7duzbXNrHQ0ITsTl9PHg0aipO1NfsL61m49gg5VS1cNsqHJ+dEMNCYJmRtdfDdYjjyGQwOhds2gt/Zb8dsdKGXUmYCcQBCf11zKfA1+lsHviylfLFXEirnhKPfb6H560LinSfS2FlHjusBZq9QFz6ZSmVlJcnJyZSWlhISEsKcOXNwc3MDDE3IKv5DVvZz6HTtjAh6GH//2y2qCVltp74J2VeV9YQ4OpA6KoDRbk60dWp5+tvjfLirAG9XBz64ZSwXhhpxPYCUcOIb+PYRaK+HCx6FCx4GG/N8E+qtoZtpQK6UstCSroJTTK9To2Hjo68QZheHq1MAGU2HiH/iCiKHqSZkpqDVak82IXNwcODyyy8nKirq5HBEe3spGZmPU1e3HTe30YSHvYCT0wgzp+49UkqSqxt4LKuURq2WhwK8uH+4F/ZWVuzIrmHRf45QUt/OjROG8+glYTjbG1Eimytg3QLISAXvOLjhaxhq3nbMvVXorwY+7fH8XiHEjcA+YIGUsv63LxBC3AHcAfzqBsHKuWPPV9/AthbiHCdSp6miwi+XGSv+Zu5YFqu0tJSkpCSqqqqIjo7mkksuwclwJbGUOkpKPyE3dxUgCAlZiq/PdQjRt67wPBMVmi4WZRXzXU0TsS4D+DJsBBHOA2hs7+LJdUf5Yl8JgYOd+OLOCYwL9PjzG5ASDn4CGx6Hbg1MfwbOuweszX8oVOjv5X0GKxDCDigDIqWUlUIIL6AGkMCzgLeU8tY/WseYMWPkvn37ziiH0n90ajRsXvAaYY7xWGFFZsthJr1wG85uruaOZpE6OzvZsmULaWlpODs7k5CQQGho6Mn5ra25pGcsprFxPx4e5xMW+hwDBviYMXHvklLyaXkdS3NL6dRJHg305g5fT2ysBBuOV/DkN8eobe3kjguCuH/aSBxsjWhCVl8AKfdD3lYYPgnmvg6DTP9NSAixX0p5ytOfeuOjZhZwQEpZCfDzT0OIfwCpvbANxUL8+N7HuBy1J8b5PKray2iK6mDmX9VYvKnk5+eTnJxMfX09o0ePZvr06Tg46E8N1Om6KCr6B3n5r2NtPYCI8FUMHfoXi2pCVtiuYUFGMTsaWpjg7sTqUH8CHe2pbtawNPk4646WE+Htyvs3jyXKx+3Pb0DXDXvege+fAWENc1bD6FvAqm99E+qNQn8NPYZthBDeUspyw9O/AMd6YRtKP9ezCZnOTjUhM7WOjg42bdrE/v37GThwIDfddBOBgYEn5zc3H+dE+iJaWk4wxHMWIaFLsbcb/Adr7F+6peTdkmqW55VjLQSrQn25zlvfhGzt/hKeST1Be2c3j8wM5Y4LgrC1NqIwV2XoL3wq2QsjZ0DCy+DWN9sxn1GhF0I4AtOBO3tMXimEiEM/dFPwm3nKOWjTy2/hVTSEKJexlLUVwgXOzL5CNSEzlczMTFJTU2lpaWHixIlMnTr1V03I8gteo6joH9jaehAd/SZDPGeaOXHvymht56GMYg40tXHxIFdWhvgyzMGO0oZ2HvvPUX7Mqmb08IGsuDyG4CFGXNWr7YSdr8C2VWDnDJf9A6KvhD78TeiMCr2Usg0Y9JtpN5xRIsVi1JaVc3DZV4S4RNNlo+FQ+y5mqCZkJtPa2sr69es5duwYQ4YM4eqrr8bH55ex9oaGfaRnLKKtLR9v7ysZGbwYW1sjhiv6qE6djtcLq3ilsBIXGyveihjOpUPckRI+3l3AivUZSGBpYgQ3TgjAypgmZKUHIPlvUHkMoi6HS1aAs6fRmXeX7WaAzQDihsQZvY7TYf7DwYpF+vbZlxleH0iYaxxFrbm4XDqchGmqfYEpSCk5evQo69evR6PRMHXqVCZPntyjCVkLubkvUlL6TxwcfImP+xgPj0lmTt27Dja18VBGEemtHVzmNZBngn0YbGdDbnULi9YeYW9BPeePHMzzf4nGz8PIJmRbnofdb4CzF1z9KYTNNjpvo6aRl/a9xNc5X3OB7wWsmbbG6HWdDlXolV5VmplF9mvfE+U8ig6rNg5qd5GompCZTGNjI+vWrSMrKwsfHx/mzZvHkCG/XOBTW/sjGRlP0KEpx8/3ZoKCHsLGxnKOi7R161iVX87bxdV42dvycXQgMwa70dWt482tObyyOZsBtta8eGUsl4/yMe5Ac8EO/V58XR6Mukl/2uQA49sxf1/4Pct+WkZ9Rz23Rd3G3XF3G72u06UKvdJrUh9bSbAmgmCXKPKbMxl6UyyJ41SRNwWdTneyCZmUkpkzZzJ+/PiT7Qu6uurJyn6OioqvcXQMZszoL3BzG2Xm1L1rZ30zCzKLKWjv5MZhg3hixDBcbaw5VtrIwrVHOF7WxKyooTw9L5IhLkY0Ietogs1LYN/7MDAAbkyGoClG561pr+GFn15gY+FGwjzCWDNtDf7Ha+g+eBTGmLZBnCr0yhnL3rOXio8PE+c8gWYaOGS9m4Q1qgmZqdTW1pKSkkJBQQGBgYEkJibi4aG/wEdKSVX1d2RmLkGrbSQg4B4CA+7Byspyjos0abt5NreMf5bVEjDAjq/iRjB5oAsdXd2s2pDB33/MY6CjHW9dN4pZ0d7GbSRrA6Q+CM3lMOFeuPBxsDNiyAf9v0lKXgor9qygQ9vB/aPu53qfedSteJHipGScp07FURV6pS9LWbCCUBHDcKeRZDcfJeS+i0kITTR3LIvU3d1NWloaW7Zswdramrlz5xIfH39yOEKjqSIzawnV1RtxcYkiPOwjXFzCzZy6d22saWRhVgmVmi7u9vPkkUBvHK2t2FdQx6Nrj5BX3coVo315Yk447o5GNCFrrYXvFsHRL8AzHOZ/DL7GF+GyljKeSXuGnaU7ifOMY+nEpXjuzqLozkvpbmpi8P/dzaC77jJ6/adLFXrFKIc3bqItpYx4p4k0dNaS65HFrBX3mzuWxaqoqCA5OZmysjJCQ0OZM2cOrq76K4mllJSXf0V2zvPodBqCRyzEz+9WrKws59e7plPLk9klfF3VQJiTA+9FBTDK1YlWjZal69L5aHcBw9wG8PGt47ggxIizYKSEY2th/aP6IZspi+D8BWBjxIcFoJM6Ps/8nFf2v4JEsnjcYq7wuIjKJ5ZRuvl7HCIj8f/gfco1g+jMb8Un1LjtnC7L+Z+gnBWdGg2bHnmFMPt43B2Hk950kFFPXEnUsEvNHc0iabVatm/fzvbt23FwcOCKK64gMjKyRxOyYjIyHqeufifu7uMID3seR8fAU6y1/5BS8k1VA49nl9Cs1fFIwFD+NnwIdlZWbMuqZvF/jlLW2M5NEwJ4ZGYoTsY0IWsq0zchy/wWho2CeW+Al/HtmPMb81m6aykHqg4wcdhEnjzvSZw3pJG/Yi6ys5MhjzzMgMuuYdvaPLL3HSEgZjA+oQON3t7pUIVeOW27PvsS212dxDpOpFZTSXVALdPvv8/csSxWcXExycnJVFdXExMTwyWXXIKjo36cWMpuiks+Jjf3JYSwJjT0WXyGXW1RTcjKOjpZmFXCptomRrk6sjrMjzCnATS0dfLYunS+2l/CCE8nvrxzAmMCjGxCduAj2PgkdHfBjOfgvLvByoheN0CXrouPjn/EW4fewsHGgWWTlnGJXTwV9z1J+e40HMeOZegzT1NQNYAdy/bTqdEyfm4g8TOGG7W9P0MVeuWUOlpb+WHhm4Q7xiMcrDjWvJfJz99OrGpCZhKdnZ388MMPpKWl4erqyrXXXktISMjJ+S2t2WSkL6ax6SCDBk0hLHQZDg7DzJi4d+mk5JOyWp7JLaNbSp4OHsbtvp5YC8H6o+U8mXSc+rZO7r0wmHsvCjauCVldHiTfBwXbIeB8mPsaeAQZnTm9Np0lu5aQXpfO9OHTWTxmIdZrvyP/lUsRVlYMXboU64sT2fR5NoVH8/EKdOWiG8LxGHZ2TnVVhV75Q1v/8QFux50MTchKaYnTcsktD5k7lsXKy8sjOTmZhoYGxo4dy7Rp037VhKyw8G3yC9ZgY+NEZMRqvLzmWlQTsvw2DQsyi9nV0MJkd2deCvNj+AB7qpo6eCrpON8dryBymCsf3TqWyGFGNiFLewt+WAbWtpD4qv7ceCP/DjXdGt4+/DbvH3sfd3t3Xp76Mud3DqfstvvoOHwE5ylT8FqyhKwcHbuW7UXqJJOvHEn0hb7GXZlrJFXold/VVFvL7ic/JtQ5Fp1tN4dbdzP9xftV+wITaW9vZ+PGjRw8eBAPDw9uvvlmAgICTs5vajpKesYiWloy8BqSQEjIk9hZUBMyrU7yTkk1K/PLsRWCl0L9uNZbPxzz5b5ink09QYdWx8JLwvjr+YHYGNOErPKEvglZ6X4ImQUJq8HV+G9CB6sO8tTOpyhoKuDS4EtZEHs/XR9/Qd5bD2Ht5MSwVavQjbuQdZ9kUpbdgG/YQKZeF4ab5wCjt2ksVeiV/7Jh1Rq8y7yJdB1DWVshYqoLcy5T58WbSkZGBqmpqbS2tjJp0iSmTp2Kra3+tn3d3R3k579KYdG72Nt5EhP9Np6eF5s5ce9Kb2nnwYxiDjW3MXOwK8tDfPG2t6O4ro3Hvj7K9uwaxgV48MLl0YzwNLIJ2Y7VsO1FcHCFy9/T96kxci++tauVVw+8ymcZn+Ht5M3bF79NfJ0L5dfehiYrC9fZs/Fc/BjHDrawZ9lerG2suPCGMMInepvt25cq9MpJ1UVFHFmeTLhLFJ02Gg527GTmqgfVXryJtLS0sH79eo4fP46XlxfXXnstw4b9sodZX/8T6RmLaW8vZNiwqwgesQhbW8s5LqLR6Xi1sJLXCitxs7Hh7cjhzPV0Ryfhw535rNyQiQCenRfJdeOHGzfUUbJfvxdfdQKi58Mly8Fp0Klf9z/sLN3J07ufpqK1gmvDr+XesL/S+vb7FHzwITaDB+P75ho0IeNIejedqsJmAmMHM+WaUJzczfs7pAq9AsC6p1cT2DiCUNdYCltycL88kMQLF5k7lkWSUnLkyBG+++47Ojs7ueiii5g0aRLW1vqDilptMzm5Kykt/TcDHPyJj/snHh4TzZy6d+1vbOXBjGKy2jq4wmsgz4z0wcPWhpyqZhauPcr+wnqmhHjy/GXR+LgbMdTR2QZbnoO0N8HFG679AkKMb8fcqGlk5d6VJOcmE+gWyEezPiIkv4vyK6+lq7AI9/nzGfTgQxzcXsuB5/di72TDzL9GMWKUZ584hqIK/Tmu5MRxctfsIMZ5DG1WLRzs3kXiG6o/jak0NDSQmppKTk4Ovr6+zJs3D0/PXy7wqanZQkbmE2g0Vfj73UZQ0ANYWxt36X1f1Nrdzcq8Ct4pqcbb3pZPYoK4eJArXd063vghm9e+z8HR3prV82P5S7yRTcjyt+mbkNUXwJhb4eKn9UM2RtpUuInn0p6jUdPIX6P/yl+DrqXh5Tco+vxzbP398f/wQ5qHhPHVq+nUV7QRet5QJl8xEgdnW6O32dtUoT+HpS5aSXBXJCNcIshtTsfv9nEkxhvfelX533Q6Hfv27WPz5s1IKZk1axZjx4492YSss7OO7OxlVFQm4eQ0kuioNbi5mbZH+dm2vU7fhKyoo5ObDE3IXAxNyB756gjp5U3MifFmaWIkni5GDHV0NOrPiT/wkf5UyZvXQcBko/NWt1Xz/E/Ps7loM+Ee4fx9+t/xOVJBybwr0FZX43HLLbjf+X/s2VjGkY/24+xuT8K9sQyPMn5oyFTOuNALIQqAZqAb0EopxwghPIDPgQD0d5maL6WsP9NtKb0jY3caNf86/ksTMrufSFjzsLljWayamhqSk5MpKioiKCiIxMREBg7UXwkppaSqah2ZWU+j1TYTGHAfAQF3Y2Vl2kviz6bGLi3P5Jbxr/I6ggbY83V8MBPcneno6mb5+gz+sT0PDyc73r5hNDMjhxq3kcz1+iZkLZUw8T6YuviMmpB9k/MNq/atQqPV8MCoB7jOO5Ha51dRkpqK/ciR+L7+GjW2vny+6gjNtR1ET/HhvL+MwM6hb+4791aqC6WUNT2eLwK+l1IuF0IsMjxX4wF9QMpDKwizisHfKZispqOEPTSDhGDVhMwUuru72b17N1u2bMHW1pZ58+YRFxd3cjiiQ1NBZuYSamo24+oSQ3j4cpydQ82cund9V93Iwqxiarq03Os/hAUBQxlgbcWe/DoWrT1CXk0rV43x47HZ4bg5GjHU0Vqj709zbC0MiYSr/w0+xrdjLm0p5eldT7O7fDejhoxi6YSleOw8QdEdl9Ld0sLge+/F5fpb2JVcSPquQ7h7OfKXBaMYNtL4/vRng6k+fuYBUw2PPwK2ogq9We1PXU/XhmpDE7IacgZlM2uFal9gKhUVFSQlJVFeXk5YWBhz5szBxcUF0O8xlpV9TnbOC0ipJTh4Mf5+tyCEcZfe90XVnV08kV1KUlUDkc4OfBwTRKyLI80dXTyZcoJ/phXi5zGAf90+nknBRlwPICUc/Upf5DXN+jbCkx4wuglZt66bzzI/49UDryIQPD7+cf7iPoWqxc9StmULDjEx+C97lrK2gaS+cID25i5GzRzO2IQAbIy5Mvcs641CL4GNQggJvC2lfAfwklKWA0gpy4UQQ377IiHEHcAdAP7+/r0QQ/k9nRoNmx5+lTCHeGwc/TjRdIBxS68laojx97lU/reuri62bdvGzp07GTBgAPPnzyciIuLk/La2QjIyHqO+IQ139/GGJmQB5gvcy6SUrK2s58nsUlq7dSwKHMo9/l7YWgm2ZFbx+H+OUt7Uwa2TAnl4ZgiOdkaUoMYSSH0IsjeA71iY+wYMCTM6c15DHkt2LeFQ9SEm+UziqXFPMmD9TgpWzUVqtQxZtBCHeVex9ctccg8cZbCfMwn3xOLp72L0Ns+23ij0k6SUZYZivkkIkXE6LzJ8ILwDMGbMGNkLOZTf2PnpF9jv1hLrNIGajgpqgxuYca9qJWwqRUVFJCcnU1NTQ2xsLDNnzvx1E7LiD8nNW40QNoSFLmPYsKssqglZSUcnj2YW80NdM2NcHVkd5k+IkwP1rZ08m3qC/xwsZeQQZ9bePZFR/kZ0a9TpYP8HsGkJyG79OfHj7jijJmQfHPuAvx/+O462jjw/+XlmWEdTce9jNO7Zg+P48Qx95mnyy+3Y8exeujq7GT8viPgZ/lgbc2WuGZ1xoZdSlhl+VgkhvgbGAZVCCG/D3rw3UHWm21FOX0drK1sefYswp3hwgKPNe7hw5V04OFnOvUL7Eo1Gww8//MBPP/2Em5sb119/PcHBwSfnt7Rkkp6xmKamwwwedBGhoc/g4GDknY/6IJ2UfFxWy7O5ZegkLBvpwy0+g7ECUo+UsSTpOI3tXdx3UTD3XBSMvY0Rhbk2V9+ErHAHBE7R96jxML4d8/Ha4yzZuYTM+kxmBsxk0ehHEV+sI/+1vyBsbBj67DNYX5TAxn9nUnS8jqFBblx0YxgDh/bP36EzKvRCCCfASkrZbHg8A3gGSAZuApYbfiadaVDl9Pzw1nt4ZLoS7TKeyvYS2kbDrBsXmDuWxcrJySElJYXGxkbGjRvHtGnTsDdcSazTdVJQ+HcKCt7ExsaFyMhX8BqS0CcuoOktuW0dLMgoJq2xlSkDXVgZ6svwAfZUNnXw5DfH2HiikhhfNz65fTzh3kacy96thbQ1sOV5sLbXD9PEX290+4IObQdvHX6Lj45/hIeDB69c+AqTOvwov+VeOo4exfnCC/F66ikyM7XsfmYPEjj/qhCip/ggzmITst52pnv0XsDXhv+4NsC/pZTfCSH2Al8IIW4DioArz3A7yik0VFWz5+l/EeoUS7etVjUhM7H29nY2bNjAoUOHGDRoELfccgvDh//SV7yx6TDp6Ytobc3Cy2suISOfxM7OiJ7pfZRWJ/l7cRUvFlRgb2XFK2F+XDVU//4+31vEsnXpdGp1PDY7jFsnGdmErOKYvn1B2UEInQNzXgJX478J7avYx9LdSylsKuSykZfxUOx9dL7/KfnvPIi1iws+q19CGz+F1H9lUJ7TiF+EB1OvDcV1sGmakEmdjkMb1+E08P/bO+/oqKq1Dz8nvfdKei8kgQBKR3oPXQUFsWK5NgSkWCiighcbqBdFRFHsgITQm4DUUAIB0nvvvUySmf39MUPRT9Q7MEnIPc9aWZnZZ2bOb+1z5p3d3t+2I7BnX52c4yq3FOiFEOlAlz8pLwOG3Mpny/xzdq9Yg1uRG6GW3cmry8RguB1jomQTMl1x5coVdu7cSV1dHf369eOee+65wYSsgfT098nO2YCxsRNdItbh4DC4jRXfXi7XNjA7IZuLtQ2MdrDm7UB3nI0NyS6rZ8GWixxPK6Onjx0rJ0fg7aDFUEeLQm1A9tt7YGoL934JoRO0bsXXNtXywbkP+CHpB9ws3Fg3fB1dik0pmPowipRUrMZF4fDyAi6dqSb2zVgMjPQYMjOEoF4uOut9leXlsPfTNeQnXSGk/6D2Hehl2pbCjAyurNpBqEUECoMG4hTHGLtG9qfRFTU1NezcuZOEhARcXFx48MEHcXW93sIsrzhBYsIiGhqzces0DX//+RgY3DkrM/6ORqWKD7KK+Ci7CFtDAz7v7M1YJxuUKsH63zJYtScJfT2JNyeGMe0uT+1MyHJOw7ZnoTQJukyDEW+BmfY9oaO5R1l2chlFdUXMCJ3BM4GPUffJOjI3bsTA2Rn3tf+h0bc7v3yaQGlOLX6RjvSfGoi5tW56wsqWFs5s38KJn7/F0NiEkc/MJnSA7hsCcqC/Q9mx+F18agMItOxCVm0Ktvf5M3aAHFHe6XwAACAASURBVOR1gRCCCxcusHv3bpqbmxkyZAh9+vT5nQlZSuoK8vO/x9TUi26Rm7C17dXGqm8vsVV1vJSYTUq9gvtcbFnq74atoQHJRTW8/PNF4nIqGRzsxJsTw3C11saErA4OvAGn1oKVGzz4MwQM01pvZWMl78S+w/b07fhZ+/H16K/xT2ugYMo0mnNysJk2FbvnZ3P+cAnnVpzBxMKQkbPC8Ov2/1aC3zaKMtLYs/ZDSjLTCezVj8GPPIm5jW73ir2KHOjvMLLi48lce5wIi7uol2qI4zhjZRMynVFRUUFMTAxpaWl4enoybtw4HByuJ/iUlB4gKfE1FE0leHo+ga/PC+jrt/7GErqirkXJ2xkFrM8tpZOxId9F+DLI3oqmFhWrD6Sw5mAKFsYGfDi1K+O6dNJuqCPtEGx/Hiqz4a4nYOhiMNauJySEYE/WHt4+9TbVimqe6vIUj3rdT+V7H5L9088YenniufErqu0C+fmDK1QW1RPc24W+UwIwMdeNCVlzk4KTP39H7PYtmFlZM27OIgLubl03UjnQ30Fsn7+SQGUYvhYhpNcm4P1UH8aGj2lrWR0SlUpFbGws+/fvR5IkRo8eTY8ePW4wISsjOeUNioq2Y2EeRETEWqysItpY9e3lcHkNc5NyyG1s4hE3Bxb5umJhoM+FnErmb75IYmEN47p0YnFUKPYWWgx1NFTC3lfg/Ddg5weP7AIv7QNgcX0xy08u51DOITrbd+azYZ/RKS6P3Ocn01Jaiv3jj2H9xNOc2p1H/IZzWNqaEPV8FzxDdWdClpt4mb1rV1NRkEfYoGHcM/0xTCzUm6cIpaD2WB76VkaYddVdTwLkQH9HcOXIESp+TCXSog/VooKLJrGMWSkvmdQVJSUlREdHk5OTg5+fH1FRUdjYqL1MhBAUFW0nOWUZLS21+Pq8iJfXkx3KhKyyuYUlqfl8X1iOv5kxv0T609PGgoYmJW/tTODzo+k4WZrw+UM9GBrqrN1JEmJgxxyoK4F+s+Ge+WCoXU9ICMHW1K2sil1Fk6qJOd3nMNV5FGXLV5K7cxfGQUG4f/wxJXqu7F55gZqKRiIGutNzvK/OTMiaGuo5+t1XxO3ZgZWjM1NeWY5XxHU30qaCOio2J9OcW4tZd2c50P+vEzN7BUEGXfEw9yO55gKhc8cQ6jOurWV1SJRKJceOHePw4cMYGhoyYcIEunTpct2ErDGfxKTXKSs7hJVVV0KC38bCIrCNVd9edpRUsjA5l7LmFp73dOIlbxdM9PU4kVbGwi0XySyrZ9rdniwcHYyViRZDHbXFsHMeXPkFXMLhgR+gk/Z2zDk1OSw9vpRThafo4dyDJb2XYHP4AtmPjUdVX4/jC89jPm0mx3/JJPHkBWxdzJg0pxuu/rozIcuIO8u+dR9RU1ZKt1Hj6Dt1BkYm6h8x0aKi+mA2Nb/momdmgN0DwZiG637vXznQt1PObNuOcn8lXc37UqEoIc01hZErn2trWR2WgoICtm3bRmFhIaGhoYwePRqLq11soSIv/3tSU1cihJKAgFfxcH+oQ5mQFSuaWZiSy46SKsIsTNkU4Uu4pRnVjc0si77Mt6ey8bI349snetLHT0sTsos/wO4F6onXwa9B3xdAX7txcaVKybeJ37Lm/Br0JD1e6/Ua4y37UvTyMvIPH8G0Sxdc31xObrUV0W+do7G2me6jvOgxWncmZA011fy68XOuHDmInZsH05a9Q6fAkGvHFdnVVPycQktxPWaRTliP9UVfR/MCf0QO9O2MqyZkISaR6Ju6c6XmLL2WzSDcvv1tZtARaG5u5vDhwxw7dgxzc3Puv/9+QkKufznr6zNISHyFyspT2Nr2IST4TUxNO44JnxCCHwsrWJyaR4NKxSJfV572cMJQT+JgYhGLtlyiuKaRJ/r78NKwIEyNtAiSlTkQ8yKk7gePnursVkfte0KpFaksPr6Yi6UXGeA+gFfvfgWTmMNkrhqPUKlwXrQQo7FTOPhTGunns3HwsCDquS44euhmqasQgpRTxzjwxVoaa2voNXkqPSfej4Emt0LVpKR6Tya1x/PRtzLG/pHOmAa1bvKcHOjbEUc3fofZWa6ZkJUHVTP86RfbWlaHJSsri+joaMrKyoiMjGT48OGYmqq72CpVCzk5X5Ce8QF6ekaEBK/A1XVKh7IvyNGYkB0qr+Fua3PeDfIgwNyEsloFy2KusC0unyBnS9bO6E5XDy2GOlQqOLMe9i9Rt+hHvaNeVaOnnSFYs7KZzy99zmcXP8PS0JKV/VcyRAqh8On5VJ45g3mf3jgvXUp6jgHHlp+hpUlF74l+dB3qgZ6OTMhqK8o5sP4/pMaewNnXn8mLluHk7XvteGNqBRVbUlGWN2LeyxXrkd7otcHmJHKgbwfUVlXz26LPCTLvAsYQX3OKQe88LZuQ6QiFQsH+/fuJjY3FxsaGGTNm4Ofnd+14TW0iCQkLqKmJx8FhKMFByzA21nLSsR2iEoINeaW8mV6ABLwV4MbDbg5IwLa4PJZuv0JNYzOzhwby9EA/jAy0CJKlKep9W7NPgO8gtQmZrdffv+8mXCq9xOvHXyelIoVRPqOY320ufB9NxppFSMbGuL75JtI9I9mzKYmchApc/a0ZPCMEG2fd7LcrhODSr/s4vHE9yuZmBjz4CN3HTEBPk1uhamihckc69WeKMHAwxXFWBMa+1jrR8k+QA30bc+Cjddin2hBmeReF9Tk03q3HqOnytn66IiUlhZiYGKqqqujZsyeDBw++wYRMQUbmJ2RlrcXAwJqwsDU4OY7qUK34lLpG5iTlcLqqjkF2lrwT5IGHiREFVQ28uvUSBxKL6eJhwzuTIwhy0WKoQ9kCx1fDryvA0ATGfwJdH9DavqChpYFP4j5h45WNOJg6sGbwGnrVuVAw8xkaL1/GcthQHF95lcQrTZx8IxYJGDA1kLABujMhqyouZO9nH5EdH4d7SBjDZj2HXSe365ovl1LxSxqquiYsB7pjNcQTqY03J5EDfRtRWVxC7JJvCbSMoMWwmbj64wz/94uyCZmOqK+vZ8+ePVy4cAEHBwcee+wxPDw8rh2vqjpPQuJC6upScHGZQGDAqxgatk7WYmvQrBJ8kl3Mu5mFmOnrsTrEk3udbRECvj2Vzds7E2hWqXh1TAiP9PVBX5sgWXBRbUJWcAFCxsHoVWCpfU8otjCWJceXkF2TzZTAKcwOf5bG9d+Qse459K2tcfvgA5oj+hKzMYnC9Co8O9sx8MFgLO1MtD7nX6FSKYnbHcPR7zeip6fH0MefIWLISCTNUJSyponK6DQa4ksxdDXHYWYoRu7twwJDDvRtwK4Vq/Eo9iDEqhu5dRkYjnBk7Fg5u1UXCCGumZA1NDQwYMAABgwYgIGB+tZXKutJS3+PnJwvMTZ2oUuX9TjYD2xb0beZ+Jp6ZifmcKm2gbGOahMyRyNDMkvrWLDlIifTy+nta8+KyeF42WsxXNjcCEfegd8+ADN7uG8jhI7XWm9NUw3vn32fn5J/wsPSg/XD1xNWaEjB/TNpSkvDevx47Oe9TPzpamLfisXQWJ+hD4cQ2FOHJmS52ez5dDUFyYn4RPZg6OP/wspBvUubEIL688VUxaSjUiixGuGF5QB3pHa0OYkc6FuR/NRUEt/bS2fLLij0GjjfdJyoNXKA1xU1NTXs2LGDxMREXF1dmTFjBi4uLteOl5cfIyHxFRobc3Bzm46/39wOZ0L2bmYhn+QUY29owPowb8Y4qk3I1h1J5919SRjq6bFiUjj33+WhXZDMPqk2IStLga4PwvDlt2RCdjjnMMtOLqO0oZSHOz/MU4EPU/PRp2R9/Q0Gri54rPuMBq+ubF2bQFluLf7dneh/fyBmVrpJWFO2NBO7bTMnt3yPoakZo5+dQ3C/gdfqqqWykcqtqTQmVWDkaYntlEAMnXQzL3AryIG+lYh5fRV+dYEEWoWTWZuM3dRgovrJQV4XCCE4f/48e/bsQalUMmzYMHr16nXNhKy5uZrU1LfJL/gRU1NvunX7Hlubu9pY9e3lVGUtLyXmkNagYJqrHYv9OmFjaEBSYQ0v/3yBC7lVDA1xZvmEMFystRjqUNTCgWVw+jOw9oDpW8Bfe2fy8sZyVpxewa6MXfjb+PPBwA/wSa6mYOL9NOflYfvgg9g++wLnfi3i/HdnMLU0ZNRT4fh21d3ex4VpKexd+yEl2ZkE9RnA4IdnYWatyZBWCepOFVC1KxMQ2ET5Yt67U7vdnEQO9Dom7exZ8r44S1fLntRSTRwnGPuR7BWvKyoqKti+fTvp6el4eXkRFRX1exOykr0kJi2mubkML6+n8PF+Dn193YzptgW1LUreTC9gQ14pHiZG/NjFjwF2lihalLy/L5lPfk3FysSQNdMiGRvhql0rPvUAbH8RqnLUe7YOeR2MLbTSK4RgV8YuVpxeQU1zDc90fYZHPO6j/N33yNm8BSMfH7w2fUOllR8/f3CZyqJ6Qvq60neyP8ZmujMhO/7jJs7G/IK5jQ3j572Gf4+e14+X1FOxOYWmzGqMA2ywnRiAgY7mBW4XWgd6SZI8gI2AC6ACPhNCfChJ0hLgCaBE89JFQoidtyr0TmT7vJUEinB8LIJJrbmM/7/6MzZUNiHTBSqVitOnT3PgwAEkSWLMmDF07979mgmZoqmU5OSlFBfvxMIihC4Rn2FlFd7Gqm8vB8uqmZeUQ76imSfcHVjg44q5gT7nsyuYv/kiyUW1TIx047WxodiZazHUUV8Oe1+FuE1gHwCP7gZP7e2YC+sKWX5yOYdzDxPuEM7SPktxPpNJ9rMTUJZXYD9rFlaPzeLUzlwuHT6HlYMJ417sikew7pKNcq7Es/fT1VQWFhA+ZAQDHnwEE/PrJmQ1R3Op3p+FZKCP7ZRAzLo73RGrsm6lRd8CzBFCnJMkyRI4K0nSPs2x94UQq25d3p3J5UO/Urk5Q21C1lTORcszjFn5UlvL6rAUFxcTHR1Nbm4u/v7+REVFYW2tXrMshKCw8BeSU5ajVNbj5zsHT88n0NNrndTz1qC8uYXFqXn8VFhBgJkx27sF0MPanPqmFt6IucIXxzJwsTLhi4d7MDhYy1UwV7bBjrlQXwb958KAeerlk1qgEio2p2zmvTPv0aJqYV6PedzvMIKSJW+Tt2cPxiEheKxdS7FwYdeKOGorFXQZ7EHP8b4YGutmmaKivp6j327gwr5dWDu7cO9rb+IZdn3zvKb8Wio2p9CcV4tpZ3tsJvijb3nnGNlpHeiFEAVAgeZxjSRJCYDbX7+rY9OkULB3/gcEG3bFw9yHpOoLRCwYR6in9isQZG6OUqnkt99+48iRIxgZGTFp0iTCw8P/YEL2KmVlh7G27kZI8NuYm/u3serbhxCCmJIqFibnUtnSwmwvZ170dsZYT4/jqaUs2BJPdnk903t5Mn9kMJbamJDVFMHOuZAQDS4RMH0zuGpvx5xdnc2SE0uILYylp0tPXu/1OlaHzpH56HhEQwOOs2djfv90jm3NJOnUBWxdzZk8LwwXHSYbpZ+PZd+6j6krL6f7mAn0vW86hibqHzHRrDEhO5yDnpkhdg+GYNYKJmS3G0kIcesfIknewBEgDHgJeBioBs6gbvVX/Ml7ZgGzADw9PbtnZWXdso62JHbLNsSvNXQy86JcUUKhewHD5/yrrWV1WPLy8oiOjqaoqIiwsDBGjhz5exOyvG9JTXsHEPj5zsXdfQaS1H6Wu90qRYpmFibnsrO0ighLU94P9qSzhSlVDc28vTOB72Nz8HEw5+1J4fTy1cInSQiI+xb2LFQvnxy0EHo/B/ratQ1bVC1sStjER+c/wkDPgLk95hJl1pPCJUup++03TLt1w+WNZeRUWHD0h2QUdS10G+VFj5He6Bvq5rrVV1fx61frSPjtV+zdPRnx1Au4BgRdO67IrKJicwotJQ2YdXPCZqwvejqaF9AWSZLOCiF6/O3rbjXQS5JkARwG3hRCbJEkyRkoBQTwBuAqhHj0rz6jR48e4syZM7eko61oUijYP2c1waZd0ZP0Saq9QO83HsJKNiHTCc3NzRw6dIgTJ05gYWHBmDFjCA4Ovna8ri6dhMSFVFWdwc62H8HBb2Jq6t6Gim8vQgi+KyxnaWo+CpWKeT6uPOnuiIGexL4rRbz6SzwlNQqeGODL7KGBmGiTkVmRBdtfgPRD4Nkbxq0BhwCtNSdXJLP42GIulV1ioMdAXrlrEUbRByl59z0E4PTSSxiNnsSRH1LIuFCKk5clg2aE4OCu3QTv3yGEIOn4EQ5u+BRFfT09J95Lz4n3oW+gMSFTaEzITuSjb22M7aQATALbZ/LcPw30t7TqRpIkQ2AzsEkIsQVACFF0w/F1QMytnKM9c2TDN1jEGRBh0YuSxgKqOtcx4onZbS2rw5KZmUl0dDTl5eV069aNYcOG/c6ELDv7czIyP0RPz4SQkJW4uky+IybK/ilZDQrmJeVwpKKWXtbmvBvsgZ+ZCaW1CpZEXybmYgHBLpase6gHEe5ampDFroP9S9WWBaNXQY/HtDYha1I2sS5+HZ9f/BwrYyv+PeDfDBSBFD45l4pz5zDv1w+XJYtJzdLj2BuxKFtU9JnkT5ch7jozIaspL+XA+v+QduYULn4BDH/qBRw9va8db0yuoGJLCsoqBRa9O2E1whs9Hc0LtCa3supGAtYDCUKI924od9WM3wNMBC7dmsT2x1UTsmDzrghjFRdrTzJ45TOyCZmOaGxsZP/+/Zw5cwZbW1seeughfH2vOwTW1FwhIXEBNTWXcXQcQVDgUoyNdbe+urVRCsEXuaW8lV6AvgQrA92Z0ckeCdh6Ppel269Qr1AyZ1ggTw30w1CbIFmSpDYhyzkF/kNh7Ptgo70d88WSiyw+vpjUylTG+o5lXteXUH27lcyP5yOZmuL69tvQdzg7NyWRl1RBpwAbBs0IxkZHyUZCCOIP7uHw11+gUiq5Z/qjdBszHj09jQlZfTOVOzKoP1uEgaMpjk9GYOzddiZkt5tbadH3BWYA8ZIkxWnKFgHTJEnqinroJhN48pYUtjP2f/gpjpn2hFneRUF9Ds19DBk9dV5by+qwJCcnExMTQ01NDb1792bQoEEYGalXOyiVCjIz15CV/RmGhraEh32Mk9PINlZ8e0mqa2ROYjZnqusZbGfJv4M8cDMxIr+ygVe2xnMoqYRIT7UJWYCzNiZkzXDsQzi8EozMYeKnEHG/1iZk9c31fBT3Ed9c+QYnMyc+HvIxd1c7kD/zSRRXErAcMQKnRYtIuKTg5PLTSHoS9zwQROd+uks2qiwsYO9na8i5fBGP0HCGPfkcti6drmuOL6VyWyqq+mYsB3lgNdgTSUfzAm3Fray6+Q34syvTIdfMl+UXcG75T2oTMoMm2YRMx9TV1bF7927i4+NxdHTkvvvuw939+lh7ZdVZEhIWUl+fhqvLZAICFmFoqLvt4VqbZpXgo+wi3s8swsJAj49DPJmkMSH7+mQWK3clolQJFkeF8lBvb+1MyPLj1PYFRfHQeaLaL95C+71LTxWcYsnxJeTW5nJ/0P280PlpGtZtJGP9evRtbXFb/SHNYX2I/jKRooxqvMLtGfhAEBa2ujMhO7czmmM/fIOevj7DZj1L+KDh103Iqpuo3JZKw+UyDDuZ4/BoGEaddDMv0NbImbH/gJ3LP8Sz3IsQq0hy6tIxi+rE2OGyfYEuEEJw+fJldu7cSWNjI/fccw/9+/e/ZkLW0lJHWvoqcnO/xsSkE127fIm9ff82Vn17uVBTz+yEbK7UNTLByYY3AtxwNDIko7SO+ZsvcjqjnH7+Drw9KRwPOy2GOpob1DbCx9eAuQPcvwlCxmqtt7qpmvfOvMfmlM14WXmxYcQGQvP1KLhvBk0ZGVhPmoTDnLlcOFnJmTdjMTIxYNijoQTc5ayzOZTS7Ez2fLqawtRkfLvfzdDHn8HSTr0sUghB/dliKmPSES1KrEZ6Y9nfrV2ZkN1u5ED/F+QlJZO8+gBhFl1p1Ksnrvk4Y2UTMp1RXV3Njh07SEpKolOnTowfPx5n5+sJPmVlR0lMeoXGxnzc3Wfg5zsXA4OOMy/SoFSxKrOQ/2QX42RkyFfhPoxwsKZFqWLt4TTe35eMsYEe70yJ4N7u7toFyazj6rH4slSInAHD3wBT7VeUHMw+yPKTyylrLOORsEd4yn8m1av/Q9a332LYqRMe6z+nzi2cLZ8kUJZXR8BdzvS/LwBTHSUbKVuaObX1J05t/RFjMzPGPD+PoD4DrpuQlTdSsTUFRUolRt5W2E4OwNCx/ZmQ3W7kQH8TYl55B7/GEAIsw8ioTcLloS6MvVsO8rpACMG5c+fYu3cvSqWS4cOH06tXr2v2Bc3NlaSkvEVB4WbMzHzp3u17bGz+dkXZHcXxilrmJGWT0dDEdFd7XvNzxdrQgCv51by8+QKX8qoZ0dmZN8aH4WSljQlZjXpLv9jP1ZOsM34Bv0Fa6y1rKGPF6RXsztxNoG0gawavwSuhgryJ99JSUIjt9OnYPvMsZw4Wc+GbM5hZGzP6mQh8InSXbFSQmsTetaspzckiuO89DHp4FmZWmgxplaDuRD5VezIBCZvxfpj3dG23JmS3GznQ/4GU07EUfnWBrpa9qaWK83oniJJNyHRGeXk50dHRZGZm4u3tTVRUFPY35CAUF+8mKXkxzc0VeHs9jbf3c+jrd5x5kZoWJW+k5bMxvwwvEyN+7upHP1u1Cdm7e5P4z69p2JgZ8smD3RgVpqXfeso+tQlZdR70egYGv6qeeNUCIQQx6TGsjF1JfXM9z3Z9lpkekylfuYqcbdsw8vXFa9MmKsy9+em9y1SVNBDavxN9JvljbKqbcNOsaOTYj5s4t2Mb5ra2THj5dfy63339eLHGhCyrGuNAW2wn+mOgo3mB9ooc6G9g+9yVBBGBl0UAKdWXCHxhCFFB2o9dytwclUrFyZMnOXjwIPr6+kRFRREZGXndhExRQlLyEkpKdmNp0ZmuXTZgaRnaxqpvL/vLqnk5KYdCRTNPejjyso8L5vr6nM1Sm5ClFtcyqZsbr40JxVZbE7LdC+Hi9+AYDI/tBY+7//59N6GwrpBlJ5ZxNO8oXRy7sLTPUhxPppL9zASUVVXYP/Uklg8/wakdOVw+eh4rR1PGz47EPUh3yUbZly6y97PVVBUV0mXYKPo/8DDGZuofMaFUUXM4l+oD2egZ62N7XyBmkXeGCdntRg70wIW9+6jbnkekeR+qmspItU5k9Eo58UlXFBUVER0dTV5eHoGBgYwdOxYrKytA3WIsKNxMSspbqFQN+Pm9jKfHox3KhKysqYXXU/PYXFRBkLkJn3f2ppu1OXWKFpbuvMyXxzPpZG3Kl4/cxcAgLVbBCAFXfoGd86ChAga8DAPmgoF2PSGVUPFT0k+8f+59VELFgrsXMMVuCCWvvUXevn2YhIbi+fk6Clsc2bkijvoqBV2HenD3OF8MjXRlQlbHkW82cPHAbmxcXLlv8dt4hF53I23Kq6Xi52SaC+owjXDAJsrvjjIhu938Twf6JoWCvS9/QLBRV2zMvEmsjiPy1Sl07jShraV1SFpaWq6ZkJmYmDB58mTCwsKutbAaGnJJTHqV8vKjWFv30JiQ+f7Np945CCHYVlzJKyl5VLcomePtzAtezhjp6XE0pYSFW+LJrWhgZm8v5o0MxsJYi69ndYHahCwxBly7qsfiXcK01pxZlcni44s5V3yOXq69eL3X61juiyVz5XiEQoHT3DmYTn6AI1sySIm9iF0nc0Y9GY6zj5XW5/w70s6eYv+6j6mrrKRH1CT63PsAhsZXTciUVO/PpuZoLnrmhtjPCMG0851nQna7+Z8N9Cd/3Iz+b410NetDuaKYIs90hq18rq1ldVhyc3OJjo6muLiY8PBwRo4cibkmk1gIFbm5X5OWvgqQCApcipvbAx3KhKxA0cSC5Fz2lFbT1dKM94M9CLEwpaq+mVd2xPPT2Vx8Hc356ane3OWthd+6EHD+a9jzKigVMGwZ9PrXLZmQbbyykU/iPsFI34hlfZYx2qQHRS8upuD4CUx7dMdl2TKyy8w4+uZZmhpauDvKh24jvNA30J0J2cENn5J0/AgOnt6Mn/caLn7XPXgUGRoTstIGzHo4YzPap92ZkLUV/3OBvrGujoPzPyHYLBI9E1su1cTS763HibDWXQvkf5mmpiYOHTrEyZMnsbCwYNq0aQQFXXcIrKtL1ZiQncPebgBBQcsxNe04btdCCDYVlLM0NY8WIVjs14lZHo7oSxK7LxXy2rZLlNc18cxAP54fEqCdCVl5htqELOMwePVVm5DZ+2mtOak8ideOvUZCeQJDPIewqMcCDLbuI+P98UiShMvi1zEYPp4D36eQGZ+Jk7cVg2cEY++mOxOyxGOHOfjlZzTV19Pnvge5e/yU6yZkjS1U7c6k7mQB+rbGODwWhklA+zQhayv+pwL9r+u+wuqSCREWvShuzKcmXMHIx+QNQXRFRkYG0dHRVFRU0L17d4YNG4aJxudbpWomO3sd6Rlr0Nc3IzRkFS4uEzrURFlmg4I5iTkcq6ylj40F7wZ54GNmTHFNI0uiL7MzvpBQVys2PHwXYW5a+KqolHDqUzj4Bkj6MOY96P7ILZmQfXrxU76I/wIrYyveveddBrT4UvjEbBri4jAf0B+XxYtJSYfjb8SiUgr6TvEnYrAHejpaplhdWsKB9Z+Qfi4WV/8ghj/1PA4eXteONySVU7klFWW1Aou+GhMyHc0L3Mn8TwT62qpqji1cT5BFF1QaE7Kh7z4v2xfoiMbGRvbt28fZs2exs7Nj5syZ+Pj4XDteXXOJhISF1NZewclpNIGBizE26jjjqEohWJdTwsqMAgwkiVVBHjzgaocEbD6by7KYKzQ0K5k3IohZA3y1MyErToToZyE3FgJGwNj3wFp7O+a44jgWH19MelU64/zGMbfLbJSbfibz47no/Z7ZdQAADbRJREFUmZnR6Z2ViJ5D1CZkyZW4BdkyaHoQ1jpKNhIqFRcP7OHIpi9QqVQMfOgJIkeNvWZCpqxrpiomnfrzxRg4meL4VBeMveRe+c3o8IF+73uf4JLjTGerHuTXZ8EAC0ZPkU3IdEVSUhIxMTHU1tbSp08fBg4ceIMJWSMZmWvIzl6HoaEdEeH/wdFxeBsrvr0k1DbwUmIO52vqGW5vxcogd1yNjcitqGfR1kscSS6hh5ctKyZH4O+kxVBHSxMc+wCO/BuMLGDS5xA+5ZZMyNacX8OmhE24mLuwduhaulXYUDD9cRRJSViNHoXjwkVcjqvn9PJY9PQlBk0PJqSvlhuL/wMqCvLY+9kacq9cwjOsC8NmPYeNswugHsZpiC+lclsaqoYWLAdrTMh0NC/QUeiwgb4kO5sLK7YRbBlOk4GCuMZjDP/3bLkVryPq6urYtWsXly5dwsnJialTp+Lmdn2svaIylsTEhdTXZ9DJ9T78/RdgaNhxbGCbVCpWZxXzYVYRlgZ6rA31YryTDULAV8czWbk7EYCl4zozo5eXdkMdeWdh23NQfBnCJqtNyMy17wkdzz/OshPLyKvNY1rwNJ4LfZKGTzeQueFLDOzscP/4I5qCe7Lt8wSKs2rwjnDgnmlBWNjq5jukUio5u+MXjv+4CX1DQ4Y/9TxhA4dd+0FRViuo+CWNxitlGLpZ4PB4OEaud7YFhhACIcS1/BFd0SED/c5l7+NV6UuwVVeya9OwnOjF2CEL2lpWh0QIQXx8PLt27UKhUDBo0CD69u17gwlZLalp/yYv7xtMTNyJ7LoRO7u+baz69nKuuo6XEnNIrGtkkrMtb/i7YW9kQFpJLfN/vsiZrAoGBDry1sQw3G21GOpoqodf34YTH4GFM0z9DoJHa623SlHFqjOr+CX1F7ytvPlq5FcEZyspmPIgTVlZ2Nw7BfvZczh/rJxzb8ZibG7A8Mc7499dd8lGJVkZ7Fm7mqL0FPx69GLoY09jYafOkBZCUH+miMod6YgWgfUoHyz6uSHp39nzOVe9nZydnRk8eLBOz9WhAn3ulcukfnyUcIvuNOjVcr7lOFEfyf40uqKqqoqYmBhSUlJwc3Nj/PjxODldT/ApLfuVxMRXUSgK8fB4BD/fl9DX7zgGUvVKFe9kFPBZTgnOxoZsDPdhuIM1zUoVHx9K5cMDKZga6rPq3i5M7uamXZDM/E1tQlaeDt1mqk3ITLTvCR3IOsDyU8upaKzg8fDHmeU3ncoPPiLru+8xdHfHc8MX1LiEsvmjRMrz6wjs6Uy/ewMwtdBNslFLczOntv7A6V9+wsTCkrEvLiCwV9/rJmRlDVRsSUGRVoWRjxW2kwMxdDDViZbW4o/eTt7e3jo/Z4cJ9NsXvUOAIhR/y86k1ybi9kg3orpr3+qRuTkqlerajSqEYMSIEfTs2fMGE7IKklOWU1j4C2Zm/vTo/iPW1t3aWPXt5beKGuYk5pDV2MRDnex51a8TVgb6XMqrYv7mi1zOr2Z0uAtLxnXGyVILX5XGati/GM58Abbe8FA0+N6jtd7ShlLeOvUW+7L2EWwXzMdDPsbzUgm5E+6lpbAQu5kzsXnqX8TuL+TCxrNY2Bgz5l8ReIfrbpI8PzmRvZ+upiw3m9D+gxg48wlMLTUZ0ipB7fF8qvdkgp6EzQR/zO92ueNNyMrLy9m+fTsZGRl4eXkxbty433k76QqdBXpJkkYCHwL6wOdCiBW6OE/iiZOUbrpEpEVvaqgkzuAUYz+aq4tTyQBlZWVER0eTlZWFj48PUVFR2NmpE3yEEBSX7CIpaQktLVV4ez+Lj/cz6Ol1nHmRao0J2df5ZfiYGrG5qx99bS1pbFbyzu5EPj2Sjp25EWund2NkmKt2J0neAzGzoaYAej8Lg14BI+16QkIItqdvZ+XplTS2NPJCtxeY3mkcZStXkRO9HSN/P7y/+5YyE09+fDee6tJGwga40XuiH0a6MiFrbOS3H77m3K5oLO0cmLRgCT6R191Im4vqqPg5haacGkyC7bCZ4I+BzZ19D/3R22ns2LF069ZN52PzV9HJlZQkSR/4GBgG5AKxkiRFCyGu3M7z7HrrQ/zKA/E0DyC5Jp7g2cMZ6x91O08hcwNxcXHExMSgr6/PuHHjiIyMvNbFFkJF/KXn1CZklmGEhGzE0iK4jRXfXi7U1DPzYgbFTc084+HEXB8XzPT1yCmvZ+aG06SX1HFvd3deHROKtTYZmUKod3yK+wacQuG+r8G9u9Z6m5XNPHfoOY7lHSPSKZIlfZbgklpBdtRElNXVOPzrX9g/OYtjv2Ry8WAc1k6mTJwTSScdJhuV5eawdeUSqoqL6DpiDP2nzcTI9PqPWO3JfCq3p6NnrI/d1CBMuzje8bkV9fX1bNq06Zq305gxY7C2bt2FCLpq0d8NpAoh0gEkSfoeGA/c1kDv1S+Sms15pNklM2rlC7fzo2X+BHt7e/z9/Rk9evQ1E7KrSJIeZmY++PvNx8PjUfT0Osyo4DW8TIwIMjdhQ7gPkVbXg5OTlTHe9uYsHdeZ/gG3sCm5JIG9LwxcCP1eAoNbGxc31DfE28qbAW4DmBo8FT1Jj2aPYkyCg3GaPx+ToEAArB1NiRzuyd1jfTDQcbKRlYMjtp3cGfnMbNxD/r8Hj4GDKaZhDthE+aKvo3mB1sbU1BQ7Ozt69er1O2+n1kQSQtz+D5WkKcBIIcTjmuczgJ5CiGdveM0sYBaAp6dn96ysrNuuQ0ZGRqYjI0nSWSHE3+7Co6sBoj/7yfrdL4oQ4jMhRA8hRA9Hx1toBcnIyMjI/CW6CvS5gMcNz92BfB2dS0ZGRkbmL9BVoI8FAiRJ8pEkyQiYCkTr6FwyMjIyMn+BTmbMhBAtkiQ9C+xBvbzyCyHEZV2cS0ZGRkbmr9HZ0gghxE5gp64+X0ZGRkbmnyFbvsnIyMh0cORALyMjI9PBkQO9jIyMTAdHJwlT/7UISSoBtMmYcgBKb7Oc24Gs67+nvWqTdf13tFdd0H613YouLyHE3yYitYtAry2SJJ35J1lhrY2s67+nvWqTdf13tFdd0H61tYYueehGRkZGpoMjB3oZGRmZDs6dHug/a2sBN0HW9d/TXrXJuv472qsuaL/adK7rjh6jl5GRkZH5e+70Fr2MjIyMzN8gB3oZGRmZDs4dG+glSRopSVKSJEmpkiQtaEMdHpIkHZIkKUGSpMuSJL2gKV8iSVKeJElxmr9W36lckqRMSZLiNec/oymzkyRpnyRJKZr/uts37s81Bd1QJ3GSJFVLkvRiW9WXJElfSJJULEnSpRvK/rSOJDWrNffcRUmSdLbj+U10/VuSpETNubdKkmSjKfeWJKnhhrpb28q6bnrtJElaqKmvJEmSRrSyrh9u0JQpSVKcprw16+tm8aF17zEhxB33h9oRMw3wBYyAC0BoG2lxBbppHlsCyUAosASY28b1lAk4/KHsHWCB5vECYGUbX8dCwKut6gsYAHQDLv1dHQGjgV2oN9bpBZxqZV3DAQPN45U36PK+8XVtUF9/eu0034MLgDHgo/nO6reWrj8cfxd4vQ3q62bxoVXvsTu1RX9tT1ohRBNwdU/aVkcIUSCEOKd5XAMkAG5toeUfMh74SvP4K2BCG2oZAqQJIdpsH0khxBGg/A/FN6uj8cBGoeYkYCNJkmtr6RJC7BVCtGienkS9oU+rcpP6uhnjge+FEAohRAaQivq726q6JPUmrfcB3+ni3H/FX8SHVr3H7tRA7wbk3PA8l3YQXCVJ8gYigVOaomc13a8vWnuIRIMA9kqSdFZS79EL4CyEKAD1TQg4tYGuq0zl91++tq6vq9ysjtrTffco6pbfVXwkSTovSdJhSZL6t4GeP7t27aW++gNFQoiUG8pavb7+EB9a9R67UwP93+5J29pIkmQBbAZeFEJUA/8B/ICuQAHqrmNr01cI0Q0YBfxLkqQBbaDhT5HUO4+NA37SFLWH+vo72sV9J0nSK0ALsElTVAB4CiEigZeAbyVJsmpFSTe7du2ivoBp/L5B0er19Sfx4aYv/ZOyW66zOzXQt6s9aSVJMkR9ETcJIbYACCGKhBBKIYQKWIeOuqx/hRAiX/O/GNiq0VB0tSuo+V/c2ro0jALOCSGKNBrbvL5u4GZ11Ob3nSRJM4GxwINCM6irGRop0zw+i3osPLC1NP3FtWsP9WUATAJ+uFrW2vX1Z/GBVr7H7tRA3272pNWM/60HEoQQ791QfuO42kTg0h/fq2Nd5pIkWV59jHoi7xLqepqpedlMYFtr6rqB37Wy2rq+/sDN6igaeEizMqIXUHW1+90aSJI0EpgPjBNC1N9Q7ihJkr7msS8QAKS3oq6bXbtoYKokScaSJPlodJ1uLV0ahgKJQojcqwWtWV83iw+09j3WGjPPuvhDPTudjPrX+JU21NEPddfqIhCn+RsNfA3Ea8qjAddW1uWLesXDBeDy1ToC7IEDQIrmv10b1JkZUAZY31DWJvWF+semAGhG3Zp67GZ1hLpb/bHmnosHerSyrlTU47dX77O1mtdO1lzjC8A5IKqVdd302gGvaOorCRjVmro05V8CT/3hta1ZXzeLD616j8kWCDIyMjIdnDt16EZGRkZG5h8iB3oZGRmZDo4c6GVkZGQ6OHKgl5GRkengyIFeRkZGpoMjB3oZGRmZDo4c6GVkZGQ6OP8H+1LpY2ob9xgAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(rdf.timestep,make2D('age_all', rdf))\n",
"plt.title('check age')"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a3d4b8358>"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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HzJkzufDCC5k5cyYLFizgl7/8ZbgGze7du1m6dCkvvvgiZ5xxBitWrOCBBx7giCOOYPXq1VRXV9PU1MT48eO54447uOWWW/jtb3/L3XffHT5mrPLFd999N7fffjsTJ06Mud1FF13EXXfdxZQpU3pMrvPnz+eLL77go48+Ij8/n7q6Ovx+P7NmzWLJkiWMGDGCCy+8kPvuu4+rr7465r42bdrEG2+8QUNDA4cccgiXXXYZv//971m/fj2rV69O4JkRwrke+fgRPvj2A8AZLXpbJXorLF26lHPOOYeKCuPJ6tevH++88064tO8FF1zAddddF97+jDPOQCnFmDFjGDBgAGPGjAFg1KhRbN26lerqavLy8sL1cX7605+GSwaHxFu+uLvt9uzZQ319PVOmTAnH+Morr3T7GBcvXszs2bPJz88PP8Y1a9ZQVVXFiBEjAJg5cyb33HNPj4n+tNNOw+1243a76d+/Pzt37oy5vRDZZrd/N7d9cBtFriKGlA1haK+hVofUI1sl+lgt73TRWqOUirlN5N9D5X/z8vLCv4f+31054K7711rHVb64u+3q6+t7jLnrfqLF0J3IEsjdlT8GKYEsclOoy+Z3x/2OU4adYnE08cn5PvqpU6fy5JNPUltrVKGrq6vjmGOO4YknngDgscce47jjjktonx0dHeHRNY8//vh+949VvjiylHB32/Xp04fevXuzfPnycIyxnHzyydx///3hpFxXV8fIkSPZunUrmzdvBozKmaFvCMOGDWPVqlUAPPPMMz0+Xil/LHJJuL5Nkf27bEJyPtGPGjWKG264gSlTpjBu3DiuueYa7rzzThYuXMjYsWN55JFH+POf/5zQPktLS9mwYQMTJkxg6dKl3HTTTZ3+Hqt88axZs5g9ezbV1dUEAoFut1u4cCG/+MUvOProoykuLo4Zz89//nOGDBkSvuD8+OOPU1RUxMKFCzn33HMZM2YMeXl54cXOb775Zq666iomTZqEy+Xq8fGWl5dz7LHHMnr0aLkYK7KeUwqZRZIyxWng8XhobGy0OgxbycbnWeSmB9c/yB2r7uCdn7yDp9CTkWNKmWIhhMggr89LkauI0oJSq0OJm60uxmYLq1rzr732GnPmdL6gXVVVFV74XAiROq/fS3lxeUIDIqwmiT6LTJs2jWnTplkdhhBZzSmFzCLZousmk9cJRObJ8yuyiVNKE0eyPNEXFRVRW1srySBLaa2pra2lqKjI6lCEMIUTW/SWd90MHjyY7du3R60HI7JDUVERgwcPtjoMIVLWFmijvqXeEfVtIlme6AsKCqiqqrI6DCGE6FGt35hY6bQWveVdN0II4RS1vmCid9CsWJBEL4QQcXPirFhIMdErpf6PUmqDUmq9UurvSim54iaEyFo5l+iVUoOAXwITtdajARfwY7MCE0IIu3HSYiORUu26yQeKlVL5QAngrDXwhBAiAV6fl16FvSh0FVodSkKSHnWjtf5aKXU7sA3wAa9rrV83LTIhhIjDR7s+4qUtL2XkWO/teM9x3TaQQqJXSvUFzgKqgHrgKaXUT7XWj3bZ7lLgUoAhQ4akEKoQQuzvoQ0P8eZXb9Lb3TsjxzvjoDMychwzpTKO/kTgC611DYBS6lngGKBTotdazwfmg1GmOIXjCSHEfrw+LxMHTuSvJ//V6lBsK5U++m3AUUqpEmWUcZsKbDQnLCGEiI8TSxJkWtKJXmv9HvA08CGwLriv+SbFJYQQPdJaO7LIWKalVAJBa30zcLNJsQghREKa2prwB/yS6HsgM2OFEI7l1HHtmSaJXgjhWE6dqZppkuiFEI7l9QcTvcOKjGWaJHohhGOFq0lKiz4mSfRCCMfy+rzk5+XTy93L6lBsTRK9EMKxvD4v5UXl5ClJZbHI2RFCOJZMloqPJHohhGPJZKn4SKIXQjiWtOjjI4leCOFIgY4Adf46mSwVB0n0QghHqm+pJ6AD0qKPgyR6IYQjyazY+KVU1CxR23f7+NWTa3rcbvrhgzjuYHnyhEi3L2ubuPeNLbR3dF4qoqKskDnTRpKXpyyKDF7f8C2vbdhJfp7ivKPKeGnbQ7R1tIX/LpOl4pfRRN/Y0s67n9fG3KamoYXaphZJ9EJkwMtrd7Bo5VcM6lMcvs3XFqCuqZXzJh7IQZUey2K7780tbNyxF39bB3sKtrCi/hkGlg4kL6IjYmS/kQzvPdyyGJ0io4l+5MAyVsz9fsxtLlr4PjWNLRmKSIjcVtPQQllRfqf35fLPvPz0b+/hbWixNNHXNLRw6ugDWLxxJ7W+WvJUHq+e/SquPJdlMTmV7froK8vc1DRIohciE2oaW6gsc3e6LfR/KxtcWmtqGozYKsvc1LfW0tfdV5J8kmyZ6L2NrXR0yPKyQqRbTUMLlZ5uEr2FDa6GlnZa2jvCib6xfbf0xafAfone4ybQodnd3Gp1KEJkPW/D/i36PsUF5OcpSxN96NhGoi/C11EviT4F9kv0ZUWAtV8bhcgVNVESfV6eosJjbRdqONF73FR63LSzVyZGpcCGid76r41C5AJfa4CGlvb9Ej0Er5VZ2NiKbNFXeAohv4Hehf0si8fpJNELkaO8jftazV1ZPSgiMtGXlbShVIAi1ceyeJxOEr0QOWpXRDLtqtLqrpvGFgpcit7FBRS4GwFwaVlcJFm2S/SlhS6KC1yS6IVIs5pYib7MTW1TKwGLRr+FRgMppcjLNxK9bi+zJJZsYLtEr5SyvH9QiFwQeo91l+itHP0WeZG4I28vAG1tpZbEkg1sl+jB+v5BIXJBTUMLeQrKS6Mn+tA2VohM9P6OegB8Pkn0ybJnore4f1CIXFDT0EK/UjeuKIXLLE/0ETN26/y1oPPZ0yizYpNlz0Rf5g6PCBBCpEe0MfQhoZE4VrwPAx2a2sZ9M3Zr/bW4dC9qm2QSZbJSSvRKqT5KqaeVUpuUUhuVUkebEVRlmZvdzW20tneYsTshRBTR6tyEWNmir2tqpUPvi8Hr8+JWfeRbfgpSbdH/GXhVaz0SGAdsTD2kfU9wbZM8sUKkizdKnZuQUnc+JYXWjH7rOhrI6/Piye8riT4FSSd6pVQvYDLwNwCtdavWut6MoEIvPnlihUiPyOqQ3bFq9FvX0UBen5fehf2oaWxBayl2mIxU6tEPB2qAhUqpccAq4CqtdVOqQYWe4Fv/sTHmC9FJ8pTiP6cMZ9R3elsdStxWfVnHg//+Muaby53v4rpTDmFAr6IMRmad97+o45F3Y5+TkOGVHq45aUTMbbbVNvO/iz+lLdB9N2WeUlw6eTijB6X22tn07V7uW7aFQIcm0KFpDXTETvQeN//eUssVj38IQJ+SAm46fRSF+Ym1D/3tfv7wwR9obG0M39ahNRu+2Ru1e9bXFqDoO60s+HQxT2zNZ7d/NyP6ltMW0Fz+2IdRLx6nU4Erj6tPPJih5c4d9ZNKos8HxgNXaq3fU0r9GZgL3Bi5kVLqUuBSgCFDhsS14+/29zBhaF9qGluyZjz9Vm8T/cvcjkr0iz74ilfW7WBIeUnUvwc6NF/WNnNkVV9mHBHfc+t0T7y/jVfX7+DAftHPScheXxsvr93Bf04eTqm7+7fZ6x9/y3Mffc3wilLoJn9t9TZRWeZOOdG/sPobXlzzDVUVRsIaObCM71V1Xz/mlNEDefz9bXy8Yy++1gA79vg5b+KBjB2cWCmC9d71PP3p0wwsHUiRy2gQtLZ38FWjj/w8RbS87emVx7ZGY/z8QX0OYtpBk/jqc/hkZ0NCx06Zhs+9TRx6QBmXTj4os8c2USqJfjuwXWv9XvD/T2Mk+k601vOB+QATJ06M63tXqTufZy47JoXQ7GfSbUsdN5KopqGFkQeU8fKVk6L+3d8WYOSNr+JtzJ3REDWNLYz6Tm+e/8WxMbd7etV2rn1qDd7GlpiJvqahhcL8PJb8agpKRc/0k297w5TXTk1DCwPKilj6q+Pj2v7nk4bz80nGMn0fbdvN9Hv/nVQcXr+xiPe9U+/l4L4HA/DGpl1c9OAHPHv5MYwf0jeu/ZwzKuFDp0xrnRWv8aT76LXW3wJfKaUOCd40FfjYlKiyUKXHebN9axq7v1gHUFTgoqwoP6eupfTUrx0S76iVyKn+sfZlxjmON/buYgjtI1HRFvGOLENsZ+GZ+g5/jac66uZK4DGl1FqgGvi/qYeUnZz4YoknMTjxcaUi7kQf54CCWEMcI/dldaKvSGGAhNfnJV/l09u9r+spVvkFu8mG13hKiV5rvVprPVFrPVZr/UOt9W6zAss2TnuxdHRovI2tGUtCTtAW6KCuuTWuVmi8667G/WFqRtdND9/QYikqcNEryW9vXp+XfsX9yFP70k1oUfKiAvvPds2G17gtZ8Zmo0pPkaMmge1uNioX9pQYcqkAXV1TK1rH1wrtV1pInoqz6yaORF/f3EZLeyCheCOFZ5um0IJO9rn2+rz7LQOYyreLTMuG17gk+gxx2iSwfV+tYw+bdNo3lVTEKuvblStPUd5DSzDebwjh104KFwS7zjZNRrLPda2vNnqit3n/fEhlmZu6ptaYQ2DtThJ9hlhdJCpR8Sa1yjI3jS3tNLe2ZyIsSyWS6KHnr/zxfkMwYwJhorFHjaOsKOmum/0SfYrfLjLJjA9aq0miz5DwLD+HfAX0xnmxLFz8qsG5b4J4hb/lxNkS7ekrfyIfppHbJyPe5zNmHEn0VXfoDur8dZQXdV7Y2+ukrhsLC7yZRRJ9hmRzix6gptGf9pislnCLvoeujnhHnsR7YTcWM4YzVpa5aWoN0NQS/7e3+pZ6AjrQqUUfa1FyO3LaezcaSfQZUuEpBJzzYqlpaKG4wEVpYexREdnwJohXoiNFQuW2O7pZji/e5FtuwmvHjOGMyXwr9fqMyVKRiT7WouR2lA2vcUn0GeLOd9G7uMAxL5bQqIhYE3kgO94E8Uq0X7nS46YtoNnja4u+vzi/IbjzXfQpSe21U9PQQkmhK+Ys3Z4k81xHS/SxFiW3o/AcAum6EfFw0jCteJNaeak7rmGE2SDRkSI9dbkk8g0h1bHcZgxnTOaicMxZsQ5J9KnMIbALSfQZVOEpdMyLpaahJdzdFIsrT9Gv1DkfYKnwNrRQkUiLvocWcCITmFJtJJgxnLGiLNiFlETXTXnxvouxiV7UtoMKhw8jlkSfQckOT7NCIi3AXBlLn3SLvrtEn8AHR6rn2IzhjMl8e/P6vBTnF1OSv6/aZ01DC0oZk8qcwumzYyXRZ5BTXiyt7R3sbm6j0hNfjflcSPTJjBTpKdEnMsQw9NpJduENM7puwt/eEkz05UXlna711DS0UF5aSL7LOenHSd2u0TjnTGeBZIanWSE0e9esiUHZIJlx6GXufNz5eTH76BPpuvG1BWhqTbwMQkt7gD2+NlO6ShL9UO9uVmyFg7ptwPmNmVTq0YsEhZLEZY99SFGCq/Qke7xbzhrd7Yo8t7/2CZ9GWcihMfhBlEjXzc6GFi59eGXywcahpNDFvDNH0ackvV/5d+3189//2Ii/bV9S3es3Rs4kkuhDJW7/sXYHW72dF17TkNA3hPBr59FVTBlRGa4TD/DBtx/w2MbHOrX2631tbPU2oTFqqhcNbmFZfW82Ly2OO/5o8jxb8DV/y6y/xPf63Vjop7+u6vTaWPVlXcqLqGRaaAb4JQ+v7G59GFuTRJ9BRwzrS/WBfdi1N/2Tixr87Xxd7+Pi46o4qNKz39/9bQHufmMz/cvcUftKJwzty7jB8b0Zjz+kkrc/q2FbXXPKcXentb2Dz71NnDb2O5x02IC0HQfg7c+8vLjmG77b30N+xIfkxKF9GZNggjr78EG8/vHOqOdmzKDeHPfdiij32t/Eof2oPrAPG77Zy/qv93RK9M9vfp63tr9FVe+q8G3f7vFT728LL/tXWgKtqpXtjak1MFzqG/z5zTSogri2H9TWxjGN9SzO2/f4B/Qq4rQxB6QUR6Yd990KXhn0LV+l8TWeVlrrjP1MmDBBi8xY/lmNHjrnZf3OFm/Uv39V16SHznlZP/H+lxmOLDnf1DfroXNe1o+9m/5471u2WQ+d87Ju9Lel/ViJ+tO/PtVD57ysW9sD4dv+8/X/1D9+6cedtpv9yEo99Y5l5gdw/yStH/lR/NsvOFVjnZtrAAAZOElEQVTrv51ifhw5BlipU8i90kefpXqaxei0sczlpZmbmOU1YXJRukQrsFXr378f3JtC7fmYGmvAk8A3Kk9/aNplfhwiIZLos1RPk1v2Tb+Pb2SN1Qrz8+hbUpCRmjp2rqwYbSSP1+ftNE499HfTH0NHh5G0Pf3jv49nADRKoreaJPos1bu4gAKXijlZB5zToofMjXywc630rkXkAh0B6vx1mVnYw7cbOtoTb9G37IVWh/ZtZwlJ9FkqL09REWPYY+j28jhmv9pFRhO9TT8Au7bod7fspkN3dEr0TS3tNLUGzH8MjTuNfxNt0YN031hMEn0WizXJo6ahhX6lhRQ4adKKJzOTVuzcddO1Cmq0WjJpqw4ZTvSJtOiD20r3jaWc8y4XCYs1kcnO3RPdCbXodZKzQ+PR0h6gvtmcyUXp0LUKarTqkGm70B5K1ol23cC+DwlhCUn0WSxm101jS7hIlVNUlrnxt3WEJ3SlQ2g0SyLFyzKtwlMY/mYTLhoWsYJT6Dk3ffZpUl03kujtQBJ9Fqssc1Pb1EogysIXTm3RQ3qHWJqxElO6RV6riFkdMh199PnF4C6L/z4lFYCSrhuLSaLPYpVlbgIdmt3Nnddz1Vrb+oJjd0JDQTOS6G18biKroHp9XkrySygp6FwdMi8d1SEbg0Mre1iMphNXPpRWSIveYpLos1h3LeCGlnZa2jtsncyiMWPt1J44Ydhp5LWX7oqGlXvc3dY4SlrjzsT650NkLL3lJNFnse4SvRNardFksuvGzsNOI6ugev3e6GPo0zIrNsHJUiGe/tKit5gk+izW3exYp82KDelTXEB+XveTwMxQ09BCn5IC3PnxLQBuhcjyFlFnxaZreKi06B0r5USvlHIppT5SSr1sRkDCPN11dTi1Rd/TJDAzOOEideQ3G6+vmxa92c9teyv46pJM9MEWfRqHxYrYzGjRXwVsNGE/wmSl7nxKCl1Z03UD6V/px86TpUJCH0Tf7GmgobWhU6Lv6NBGQTOzH0NTjfFvUl03AyDQCv56c2MScUsp0SulBgOnAQ+YE44wW7SyATWNLeTnKfoUx1dT3E7SXQbBCaORQvF9ucfo945M9Ht8bbQFtD1mxYbI7FjLpVqH9U/AdUACA2tFJlV63Czf7GXmgvfDt322s4EKj5s8s0dlZEClx82KLo/HDLvVB9Sq5ewubeXjjhJmLy41df+m0nDYkHUs2dQMblj01nZeeNs4H77gqlimfFitfQrWPmH83myUWki66wbg+cuhuE/qcUUq6gNn3Q0Fqa2c1aOaT+BfN0NHG4w8HSZelN7jmSzpRK+UOh3YpbVepZQ6PsZ2lwKXAgwZMiTZw4kkTR8/iCdXbqfe1xa+rbJXEVNGVFoYVfJOGTOQT3Y2dHo8Zvi2aBl+11ZKigdS5HaxtyXxtVkzRmt6u7x0kMf3fO1U+pr4uHDf+ThqeD8mDO2b+nFWLYRv10HFwaDy4LsnQv+Rie9n4FgYfoJRxdK3O/W4QloawLsYjroMBk80b7/RfPoqfPqK8cHS8G3uJHrgWOBMpdSpQBHQSyn1qNb6p5Ebaa3nA/MBJk6cKFdjMuz87w3l/O8NtToM05xwSH9OOCSJfuIeTH/hdob2OpY/nfAn0/dtuiYv/PEgOPoKeOduOOtAOPxY84/TuNNI7ucuTG0/xX3gwufNiSnSN6th/pTMDN1s3AUFpTBqOmxy3riTpPvotda/0VoP1loPA34MLO2a5IVwimgTj2wrlNgGjun8f9OPsyu5rppMCff9ZyLR7zS6oDwDjA/aQPrqLaWDjKMXOa+to43dLbv3G49uW6HE1mcIuHul5yJna7PR1eKxcRdfaQbr6IQTfX9AQ7M3/cc0kSmJXmu9TGt9uhn7EiLT6nx1AA5q0UeUC07XrNOmJEoSZ5qrAErKM9d1E2rRg+Nm+kqLXuQ8rz9Y073IKYk+olxwumadJlN73gqZmnUbmhXs0KGikuhFzou2SpOtNe6CghIo9KSvRZ9M7XkrZKKOTnuLMVoo9A0KpEUvhNNEW6XJ1kL9xUqlsUWfwgSpTPIMSH/SjZwVLIleCGeKtniHrUUWF/P0Ny6atjabfIxdgAouHGJjnv5GrOmsoxP5oVdQDO7e0nUjhNN4fV56Ffai0GXf0sSdRJYLDiX8JpMTT+NOY1SLK9XJ82nmGQDtfuPDLl3C1yv67/tXWvRCOEu0CpC21qlFn6aLg3YfQx+SiYujXbuxHFh2WRK9yHmOmiwVeWEQ0tdnHLoOYHeZ6DMPJfXSyn3HlBa9EM4SbfEO2+paLjhd47od16JPZ6LfCcV9Id+975jSohfCWRzVddO1G6EkDbNDtXZgiz7NXTeRH3rpugCeRpLoRU5rbmumub3ZQYm+y4VBV75x0dTMFq2/3lgoxAkt+uK+kFeQ/q6byA+9dF0ATyNJ9CKnOW+yVJTx7WZ3JThlViykdy5ByH4teufNjpVEL3Ka88ofBPvoSyOKjYXGkpt2jC7fGuwu3RdHG2v277oBR12QtfkgWZEpS7ct5dGNj1odRsbVtxjrmNr+Yuyer+Glq2DXx50vDIKRhL58Bx40qa5gk3fffp3AMwC2Ljfv8UfSGtqaonfdLP4trHsKps+HgiLzj20iSfQCgJc/f5n13vUcVn6Y1aFkVK/CXpw09CSqeldZHUpsX66Azf+CQRPgoKmd/zb6R1D/FegOc45V0g8O+yH0tfk5CRk3w7g4atbj76pqirEAS0hpJYz7D9ixGj5+ASZdCweMTc+xTSKJXgBGX/XoitEsmLbA6lBENKFuggueg6Lenf928EnGT64aNd34yZS8PJh+H2x7Dxac7Ii+eumjF0BwiKFT+qlzUeNOyC8yFhoR9uCgvnpJ9AJw2KShXBQa4qeU1ZGIEEn0wkkcN5Y8F3Ud4iesV1gKhWXSdSOcwXFjyXORU0oS5BqH1L2RRC/2jSWXRG9fTilJkGscUvdGEr1w3gpLuSbQBs210qK3I2nRC6dw3ApLuaZrxUphH9KiF07h9XnJU3n0dfe1OhQRjVPWb81Fnv7Qsgfa/FZHEpMkekGtr5Z+Rf1w5bmsDkVE46QiY7nGIZUsJdELZ62wlIvCLXrpurEdh1SylEQvZLKU3YUSfakkettxyKQpSfQCr1/KH9ha4y6jvo3NKyTmpEwsZWiCpBO9UupApdQbSqmNSqkNSqmrzAxMZIbW2llL6eUimRVrX6VpWMoxDVKpXtkO/Epr/aFSqgxYpZT6l9b6Y5NiExmwt3Uv7R3t0nVjZzIr1r5cBUZZ52xt0Wutd2itPwz+3gBsBAaZFZjIDJks5QAyK9beHDCW3pR69EqpYcDhwHtm7C9r7f4SXrxi/zG3bg+c/QCUpqFVvfpxtH8v17d9yVcNX+3356a2JsBBif6zxfDWbcbKP2YprYBzFqanD/ztO+CTV1PbR/02GHGKOfEI83n6w+dvwgPBNQGKesM5C6AogZLSS2+Fz5elJTwwIdErpTzAM8DVWuu9Uf5+KXApwJAhQ1I9nLN9+W/44i0Ycsy+peBaG2HLUvh6FYw42fxjrnqI3f5aXva0MLz3cAaUdO4CKMkvoap3lXNWlvr4edixBoYcbc7+mr3wyT+h9jMYOMacfUZa9RAEWqFyZPL7qJpirPgk7Gn8hUCwfLS/3lgJbOd6GHpM/PtYtRBcbqg4OC0hppTolVIFGEn+Ma31s9G20VrPB+YDTJw40cRmmAOF+vHOf8poxYPRyv/z2PT18TXuxNtWD54yLq++nGnDpqXnOJnSuAsqRsCFz5uzv23vwoJpwfNvcqLX2oj3iJ/BtFvN3bewj9E/Mn4Adm6A+45J7P0caDfW6Z1yHZxwffRtZqa2DkEqo24U8Ddgo9b6f1KKIlc07oKC0n1JHtI/DrdxF952H+Cg7plYzB6BEj7/aehjbWmAdp9cSM0lyUygavYCOq3XYVIZR38scAHwfaXU6uDPqSbFlZ2iXVQrKAZ37zQlmkZoa6I233iasyPRmzwCpTSNH7RSuiD3FPcD5Urs9ZSBWkZJd91orZcT7pgScemuNZquUqfBfXpdRg0bxyf6jg6jpoiZLR+3Bwo96fmgldIFuScvL/H3cwYaBDIzNpOaaqK/6T0D9pWiNft4GIm+OK+AkvwS84+RSb7d0NFu/hsizR+00qLPMZ7+0JjA+zmc6O3ZdSMSZWGLvtxVgnL6wtLpaiGnaxy0dN3kJs+A5Lpu0ljLSBJ9prS3GC3SqIk+vYmm1uWiIq/A/P1nWrpayOn8oM3Lh2Kp859TPP0Tez837gJ3LyhM3zduSfSZEmuVIE9/aNkLrc3mHrNxJ6g8vPkFVGiHt+YhfS3kRFtg8WrcZbTS8uRtllM8A4xrSR0d8W2fgZnP8grMlFit0XQtXtC4E0r74813Ud4e54vOztLWddMf/GlYJUhKF+QmzwDjWpJvd3zbZ6CWkST6TIl1wSVdixc07qLVU8keBRU2X+osLo07Ib8Y3GXm7jedH7TSP597Ep0bIy36LBKrNeqp7LyNicesC9bPqfA3mbtvKzQGh1aafVE5jR+00qLPQYnOzQh18aWRJPpMCSWR0sr9/5auxQsad+Et7g1ARXO9uYXArJCuFnI6Zid3BILDaaVFn3MSaTi0+YzFxaVFnyUadxqjL0LFzCKVpGHxgo4OI9G7jYqMFa1+44Kvk6WrhZyOD9rmOtABSfS5KJGGQ4aG4Eqiz5RYrVFXvlEq18xE46+Hjja8BcYHS0UgYPua2T1KV4s+9C3LzPMjs2Jzl7vMuJYkiT4H9dQaNXssfXiylNGf3S8QsP0qODG1t4KvLj1vCFcBlJSbe35kVmzuUir+sfQZahBIos+UnlqjZk/aCSV6AvQu8FAYcZsjxZqHYAbTP2jTP61d2Fi8czMy1CAwZYUp07U2wRP/YfRzZov6r2Dk6d3+ebE7n/n+b2BhtTnH6wjAdwbydc2HVIaKmb1+Eyz/0/7bFvWGGY8kP4Nz6wp4/QbjmOnSHhwemq43hKc/bHkD7p9kzv6avMH9Sos+J3n6w+YlPb+eGncBKrjIePrYM9HXfGIsqzVoYvRRKk7UZwiMPrvbPy8pK2Orz833lEnToF1AcSED+o9iyoHHQ/FoqPti/+389bD1bfh2HVRNTu5Ym/8FO9bCwWlYISvSwDEw5Kj07Hviz4x+VbP0GgRjftR57QGROybMiq/h02sQDBhldB+mkT0Tfehr76m3waAJ1saSIV6XixGVY7jr1EfTc4BDzo1+e82ncM8RqXVbNO6CsgPgP55Ifh9WO+xM40cIMxx8kvFjE/bso8/BC1len9eaevFmjCGXqf5C2JpNE32MyUVZqtZXa02iL+ptLEqccqLPnQ9lIZzGpok+xuSiLNTW0cbult2UF5dn/uBKpT7iRKb6C2Fr9k30OdRCrPMZo4ssW+ovlaGdMtVfCNuzaaLflVPdNl6/MRSvvMiCFj0kvlBCpOZa0B3SohfCxmya6HOrRV/rqwUc2qLPwQvnQjiNTRN9+gvx24nXZ7TorUv0A4wJPoH2xO8riV4I27Nfom9phLamnOoKCCV6Sy7GQvBca2j2Jn5fmeovhO3ZL9HnYAvR6/NSVliG22XRKKNUyvRKlUYhbM+GiT73WoiWTZYKSWWFpcZdUFgGhaXmxiSEMI0NE33utegtmywVksrsWJkVK4Tt2TDRZ6YQv514fV4qiixM9ImucRkpxy6cC+FEKSV6pdQpSqlPlFKblVJzTYmocScoF5T0M2V3TuD1ea27EAtQWALuXkl23UiLXgi7SzrRK6VcwD3AD4DDgJ8opQ5LOaLGncZkqTxXyrtygua2Zprbm63tuoHkx9Ln2JwHIZwolRb9kcBmrfXnWutW4AngrJQjyrG6KZZPlgpJpt5Nmx/86V/BXgiRmlTq0Q8Cvor4/3bge7HusNn7MT9cMDb2XjvaoLgEnv9hCqE5hz9grJxkadcNGMl60z/hnphPYWcd7fvuK4SwrVQSvYpym95vI6UuBS4FqBhSzPCC3j3vuc8QKMud7oAjBh5BdaVJSwgma8JFRs2aRA2aAN890fx4hBCmUVrvl5vju6NSRwPztNbTgv//DYDW+v91d5+JEyfqlStXJnU8IYTIVUqpVVrricneP5U++g+Ag5VSVUqpQuDHwIsp7E8IIUQaJN11o7VuV0pdAbyGsRT1Aq31BtMiE0IIYYqUFgfXWv8T+KdJsQghhEgD+82MFUIIYSpJ9EIIkeUk0QshRJaTRC+EEFlOEr0QQmS5pCdMJXUwpWqALzN2wMRVAEmsp5dxEqe5JE7zOSVWp8R5iNa6LNk7pzS8MlFa68pMHi9RSqmVqcw+yxSJ01wSp/mcEquT4kzl/tJ1I4QQWU4SvRBCZDlJ9J3NtzqAOEmc5pI4zeeUWHMizoxejBVCCJF50qIXQogsl7OJXil1oFLqDaXURqXUBqXUVcHb5ymlvlZKrQ7+nGqDWLcqpdYF41kZvK2fUupfSqnPgv/2tTjGQyLO2Wql1F6l1NV2OJ9KqQVKqV1KqfURt0U9f8pwZ3DB+7VKqfEWx/lHpdSmYCzPKaX6BG8fppTyRZzX+y2Os9vnWSn1m+D5/EQpNc3iOBdFxLhVKbU6eLuV57O7XGTea1RrnZM/wAHA+ODvZcCnGIuczwOutTq+LrFuBSq63HYbMDf4+1zgD1bHGRGbC/gWGGqH8wlMBsYD63s6f8CpwCsYK6gdBbxncZwnA/nB3/8QEeewyO1scD6jPs/B99QawA1UAVsAl1Vxdvn7HcBNNjif3eUi016jOdui11rv0Fp/GPy9AdiIsQ6uU5wFPBT8/SHATovsTgW2aK1tMTlOa/0WUNfl5u7O31nAw9rwLtBHKXWAVXFqrV/XWgcX5+VdYHAmYomlm/PZnbOAJ7TWLVrrL4DNwJFpCy5CrDiVUgo4D/h7JmKJJUYuMu01mrOJPpJSahhwOPBe8KYrgl+JFljdJRKkgdeVUquCa/ACDNBa7wDjhQLYaYXuH9P5DWS38wndn79oi97bpQFwMUZLLqRKKfWRUupNpdQkq4KKEO15tuv5nATs1Fp/FnGb5eezSy4y7TWa84leKeUBngGu1lrvBe4DDgKqgR0YX++sdqzWejzwA+AXSqnJVgfUHWUsK3km8FTwJjuez1jiWvQ+05RSNwDtwGPBm3YAQ7TWhwPXAI8rpXpZFR/dP8+2PJ/AT+jcGLH8fEbJRd1uGuW2mOc0pxO9UqoA48Q+prV+FkBrvVNrHdBadwB/JUNfM2PRWn8T/HcX8BxGTDtDX9eC/+6yLsJOfgB8qLXeCfY8n0Hdnb/twIER2w0GvslwbJ0opWYCpwPn62AnbbArpDb4+yqMvu8RVsUY43m24/nMB84GFoVus/p8RstFmPgazdlEH+yj+xuwUWv9PxG3R/Z1TQfWd71vJimlSpVSZaHfMS7OrcdYiH1mcLOZwAvWRLifTi0lu53PCN2dvxeBC4MjG44C9oS+PltBKXUKMAc4U2vdHHF7pVLKFfx9OHAw8Lk1UcZ8nl8EfqyUciulqjDifD/T8XVxIrBJa709dIOV57O7XISZr1ErrjLb4Qc4DuPrzlpgdfDnVOARYF3w9heBAyyOczjGqIU1wAbghuDt5cAS4LPgv/1scE5LgFqgd8Rtlp9PjA+eHUAbRmvoZ92dP4yvxfdgtOjWARMtjnMzRn9s6DV6f3DbHwVfD2uAD4EzLI6z2+cZuCF4Pj8BfmBlnMHbHwRmd9nWyvPZXS4y7TUqM2OFECLL5WzXjRBC5ApJ9EIIkeUk0QshRJaTRC+EEFlOEr0QQmQ5SfTCUZRSfZRSlwd//45S6uk0Hqta2aB6qRCpkkQvnKYPcDkYM4a11uek8VjVGOOZhXA0GUcvHEUp9QRG9b5PMCaSHKq1Hq2UmoVR3c8FjMaotVIIXAC0AKdqreuUUgdhTDapBJqBS7TWm5RS5wI3AwFgD8bsyc1AMfA18P+Al4G7gDFAPjBPa/1C8NjT2VeK93Gt9W/TfCqEiFu+1QEIkaC5wGitdXWw0t/LEX8bjVH5rwgjSc/RWh+ulPpf4ELgTxhrb87WWn+mlPoecC/wfeAmYJrW+mulVB+tdatS6iaMWYdXACil/i+wVGt9sTIWAHlfKbU4eOwjg8dvBj5QSv1Da70ynSdCiHhJohfZ5A1t1PNuUErtAV4K3r4OGBusDngM8JRRXgQwWuEAK4AHlVJPAs8S3cnAmUqpa4P/LwKGBH//lw4WxVJKPYsxrV0SvbAFSfQim7RE/N4R8f8OjNd6HlCvta7ueket9exgC/80YLVSar9tMGqM/Ehr/UmnG437de0DlT5RYRtyMVY4TQPGcmsJ00aN7y+C/fGhtTfHBX8/SGv9ntb6JsCLUQa267FeA64MVhtEKXV4xN9OCq7xWYxxrWBFMjEKkQ6S6IWjBLtHVihjwec/JrGL84GfKaVC1UDPCt7+R2UswL4eeAujiuEbwGHKWCx6BvA7oABYG9zudxH7XY5RwXE18Iz0zws7kVE3QqQoOOomfNFWCLuRFr0QQmQ5adELIUSWkxa9EEJkOUn0QgiR5STRCyFElpNEL4QQWU4SvRBCZDlJ9EIIkeX+PwoVYbavMp3sAAAAAElFTkSuQmCC\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'])"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a3d584128>"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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oKiqitLSUxsZG3n333S7vmT17Nq+99hoAO3fuZPv27QCUlJRgt9v58Y9/zCOPPMK3337rVh2EsIJjK5WYcD9pmUQZLRNf7eJe0+Dbg7HgZOzmssCFF17I888/z+TJkxkzZgynnXYaSUlJvPDCC1xxxRXY7XaSk5P56KOPuOSSS7jyyit55513ePrppzvktXjxYu6+++7WIBQSEsKbb77JbbfdRmVlJc3Nzdxxxx1MmND18cTBwcE8+OCDzJo1i/T0dMaOHdvlPTfffDPXX389kydPJiMjg5kzZwJw9OhRrr/++taWzm9/+9vuvEVC9KrWlkmo/7RMmprtVDU0Exvu/To5pgb7kpxnIvoN+XcW7vr8QDHXvrSVNf95OjPTux6v9LV3so5y++osNtx5DiOTo7yat92uGX7fOm6fN4pfnj+60+t65TwTIYToT6p7YePD7kiMMsYnS3wwCF/b5PutVEC6ufqtW265hS+//PKEtNtvv53rr7/eohqJk9XOo5U88cFemltO7AVJiArhqUVTCA0K9Em5zS12fr9+H+V1Hafc5pTUAZyw0aOVksxjg4t9MAjfG0f2ggSTfuvZZ5+1ugpCALBuRwFfHixhxtAfupNqm5rZfKiUn8wcwhkjE31S7t7j1fx10yHiI0Oc7kk1dUgcSWaLwGqOlolPgkmDtEyEEP3AwaIa0hMjWXPT6a1p1Q02pjz8IVsOlfosmDhOTXxxyQymDfHvE7/jwoMJClA+6ebqjR2DQcZMhBA+ll1c02FQOTosmEmDYtl8qNRn5ToOukqO9o/WhysBAYrEqNA+3c0lwUQI4TO2Fju5pXWMSOo4Q+m0EQlk5VVQ39Tik7IdZ5Mk9YFgApAYHeKTVfC1joOxQiSYiG5YunQpb775pstrVq1axbFjx1xe015OTg4TJ3bY2PkE11xzDZMnT+aPf/xjt/J2ZtWqVSxbtszjfIS1ckvraLZr58FkeAK2Fs23R8p9UnZRdQNxEcE+G+D3tiQftUx6a+aajJmchFatWsXEiRM55ZRTvJbn8ePH+eqrr8jNzfVanqLvyy6uAXC6duLUYfEEBig2HShmyuA4APMAJ+/88S+qauwTXVwOSdGh7C6o8nq+vXFkL0jLpNe8+uqrTJ48mSlTpnDttdeSm5vLvHnzmDx5MvPmzePIkSOA0bK4+eabmTt3LsOHD+ezzz7jhhtuYNy4cSxdurQ1v6ioKP77v/+badOmMW/ePIqLizuUuW3bNs455xymT5/O/PnzKSgo4M033yQzM5Of/vSnZGRkUF9f7/Q6x/1Tpkzh9NNP73J22AUXXEBRUREZGRl8/vnnzJkzB8fi0ZKSEoYNGwYYgeyKK67gwgsvZNSoUfzqV79qzePll19m9OjRnHPOOSdMa37jjTeYOHEiU6ZMYfbs2T16/4U1DhYZwWR4UmSH16JCg5g0KJa/fnaIiQ+tZ+JD68l4+COKqho6XNsTRdWNJEeHeSWv3pAYFUpJTRNFVQ0UVzd67cvR3RcZ6tsW2knXMnli6xPsLdvr1TzHxo/l1zN/3enru3bt4rHHHuPLL78kMTGRsrIylixZwnXXXceSJUtYuXIlt912G//6178AKC8v55NPPmHt2rVccsklfPnll7z44ouceuqpZGVlkZGRQW1tLdOmTeOpp55ixYoVPPzwwzzzzDOtZbramv6ZZ55pPR3R1XXXX389Tz/9NOeccw533323y/dg7dq1LFiwgKysrC7fr6ysLL777jtCQ0MZM2YMt956K0FBQTz00ENs27aN2NhY5s6dy9SpUwFYsWIF69evZ9CgQbK1fR+TXVzDwJiwTjdU/O0Vk/jiQAkAx6saeOmLw+w4Wsm8GM+DQHF1I8MTOwYxf5UaG0aLXTPzNx97Pe+IkECfd/eddMHECp988glXXnkliYnGFMj4+Hg2b97MP//5TwCuvfbaEz6hX3LJJSilmDRpEikpKUyaNAmACRMmkJOTQ0ZGBgEBAa2bPf7sZz9r3S7ewd2t6Tu7rrKykoqKCs4555zWOr7//vsd7u+JefPmERtrHEI0fvx4cnNzKSkpYc6cOSQlJQHGHmT79+8H4Mwzz2Tp0qUsWrSow88p/Ft2cS0jkjv/gz4uNYZxqTEAVNQ18dIXh8kurmHeuBSPytVaU1zdSFJM3+nmumzqIIIDA7DZvb/F1YheCKonXTBx1YLwFa11l9vNt33dsfV7QEBA63PH9223gu/sfkeZEyZMaN1N2FXdnF1XUVHh0XnRbbe372xrezhxe/vOynv++ef5+uuvee+998jIyCArK4uEhIQe1034VkVdEy12jQYOFdVw+bRBbt0XFxFCYlRIa9eYZ3Ww0dRi71PdXNFhwVw90zdnwPcGGTPpBfPmzWPNmjWUlhpz6svKyjjjjDNYvXo1AK+99hpnnXVWt/K02+2ts7b+/ve/d7jf1db0bbe57+y6uLg4YmNj+eKLL1rr2B3Dhg1j27ZtAF3OLgOYNWsWGzdupLS0FJvNxhtvvNH6WnZ2NrNmzWLFihUkJiaSl5fXrbqI3vO3zTlkrPiI6Y9uYMajG6hubGZUSrTb949IiiK7uNbjejjGCfrSAHxfd9K1TKwwYcIE7r//fs455xwCAwOZOnUqf/nLX7jhhhv4/e9/T1JSEi+//HK38oyMjGTXrl1Mnz6d2NhYXn/99RNed7U1/dKlS7npppsIDw9n8+bNnV738ssvc8MNNxAREcH8+fO7Vb+77rqLRYsW8be//Y1zzz23y+tTU1NZvnw5p59+OqmpqUybNo2WFmP9wd13382BAwfQWjNv3jymTJnSrbqI3vPRniLSBoRz4+zhAAQHBnDJFPdnDY5IjuK97QVuteZdcax+l2DSe2QL+j4qKiqKmhrPuwP6k/7479yX2FrsTHn4Q66cnsaKha7XJHXmpS8O88i7u8n8f+e17lfVE29ty+e/3/ieT++aQ3ofGoS3kmxBL4TwC9vzK6lrauG04T0fz3KsR8n2cNxEurl6n3Rz9VFWtUrWr1/Pr3994iSG9PR03n77bUvqI/zHFnOfrVkeHDY1wlyPcrC4hlkeBKWi6gYiQwJ9vlBP/EDeadEt8+fP7/b4iTg5bDlUypiUaBI86J46JTac8OBAsos8G4Qvqm4k2QtrVYT7Tppg4umAnvBv/W3sry8orWlkw55CHMsiMnPKWTQjzaM8AwIUw5Mi2XyolH9sPdLjfPYUVPWZDR77i5MimISFhVFaWkpCQoIElH5Ia01paSlhYfJJtDe9/GUOz3x68IS0uWOTPc536pA4/m/LEe795w6P8jljhKxF6k0nRTBJS0sjPz/f6f5Von8ICwsjLc2zT8Wie6obbMSEBfHhL41dEkKCAoiPDPE43xWXTmTZ3FEe5yOD773L7WCilAoEMoGjWusFSql0YDUQD3wLXKu1blJKhQKvAtOBUmCx1jrHzONe4OdAC3Cb1nq9mX4h8GcgEHhRa/24me60jO7+kMHBwaSnp3f3NiGEC/W2FiJDgxgY690WYUCA8nqewve6MzX4dmBPm++fAP6otR4FlGMECczHcq31SOCP5nUopcYDVwMTgAuB/1FKBZpB6lngR8B44BrzWldlCCEsVm+zEx7cN84KEb7nVjBRSqUBFwMvmt8r4FzAsU/GK8Bl5vOF5veYr88zr18IrNZaN2qtDwMHgZnm10Gt9SGz1bEaWNhFGUIIi9U3tRAmwUSY3G2Z/An4FWA3v08AKrTWjl0H8wHHbm6DgDwA8/VK8/rW9Hb3dJbuqgwhhMUabC2Eh0gwEYYug4lSagFQpLXe1jbZyaW6i9e8le6sjjcqpTKVUpkyyC5E76i3tUg3l2jlTsvkTOBSpVQORhfUuRgtlTillGMAPw1wHCqeDwwGMF+PBcrapre7p7P0EhdlnEBr/YLWeobWeobjPAwhhG9JN5doq8tgorW+V2udprUehjGA/onW+qfAp8CV5mVLgHfM52vN7zFf/0QbK8rWAlcrpULNWVqjgK3AN8AopVS6UirELGOteU9nZQghLCbdXKItTzZ6/DVwp1LqIMb4xktm+ktAgpl+J3APgNZ6F7AG2A18ANyitW4xx0SWAesxZoutMa91VYYQwmINthbCgmSvWGHo1qJFrfVGYKP5/BDGTKz21zQAV3Vy/2PAY07S1wHrnKQ7LUMIYb16aZmINuRjhRCiR2QAXrQlwUQI0W12u6bBZpcBeNFKgokQotsam40lZ9LNJRxOio0ehTiZbc4u5b9e20ZzS+fb9CsFj10+ye3z2uttLQDSzSVaSTARop/bcqiUinobS88YhnK6FhhWf3OELYdKJZiIHpNgIoSfabFr8svrcOe8rwERIcRGBLu8Jq+8joExYTx0yYROr/kqu4TCqka361jfZASTMOnmEiYJJkL4md+t38tfPzvk1rUxYUFse+B8ggM7H/7ML6tn8IAIl/mkxIRRWNXgdh0bpGUi2pFgIoSf+T6vgpHJUdwyd4TL67KOVPDK5lxyS2sZmRzd6XVHyuo4c2Siy7wGxoSxu6DK7To6urnCgmUOjzBIMBHCzxworOH88SlcPtX1yZGjkqN5ZXMu+wtrOg0mjc0tFFY3MDg+3GVeKbFhlNQ0Ymuxu2zlODi6uaRlIhzkY4UQfqS0ppHS2iZGJkd1ee2IpCiUMoJPZ46W16M1XXZzDYwJQ2sornZv3OSHlokEE2GQYCKEHzlYZASGUSmdd1s5hIcEkjYgnANF1Z1ek1deD8Dg+C6CSaxxXvpxN8dNWsdMZABemCSYCOFH9juCiRstE4DRydEuWyZ5ZXUAXXZzJUcbZ64XdTeYSMtEmCSYCOFHDhZWExUaRGpsmFvXj0yJ4lBJDc0tdqev55XXERIYQEq06/wGmuUdr3QvmMiYiWhPgokQfuRAUQ0jk6NQyvniwvZGJ0dja9Hkmi2Q9vLK6kgbEE5AgOv84iNCCA5UHHdzrUm9TbZTESeSYCKEH9lfWON2FxfAqBTj2gOFzsdN8srqSetivAQgIECRHO3+WhPHAHyonGciTPKbIISfKK9toqSmkdFuDL47OGZ9dTZukldex+ABrsdLHAbGhrndzdVgbj/vbgtK9H+yzkQIC+w6VslPX/y6dSAbwG5unzIyxf2WSURIEGkDwvnTxwd4duPBDq832OwMcaNlAsb04D1uLlw0zn+Xz6LiBxJMhKVySmp5J+sYms43ogoJCuBnpw0lJsz1HlR9yd6CairqbPxk1hCiQ3/4bxgZGsQZIxK6ldcjCyey5VCp09eCAhWXTx3kVj7JMaF8uq8BrXWXLQ45GEu0J8FEWGrVVzms+iqny+sSIkNYfOoQ31eol1TW2wD41fwxxEWEeJTX3LHJzB2b7HGdBsaEUdfUQk1jM9FdBO56W4ts8ihOIMFEWKq2sZnU2DC+uudcp6+32DXjH1zPoZLaXq6ZbzmCSVd/tHuTY3rwvKc+4+xRSTy1aEqn1zY0SctEnEiCibBUva2F8JDOB3KDAhVDEiI4XNy/gklVg43o0CACu5iy25tmj0riutOH8k1OOe/tOMaTV03u9N9FurmsV1hbyNbjW62uRisJJsJSDW78UUpPjORwP2yZxIT7T6sEYEBkCCsWTuSVr3J4aO0uimsaW1fGt9dgayEyVP58WOlP3/6Jdw+9a3U1Wslvg7CUO59whydG8tn+Ylrs2q8+yXuiqr6ZWD8LJg6O2V95ZfWdBpN6m52EKGmZWCm3KpdpydN49MxHvZLfkKWejUlKMBGWqm/q+hNuemIkTc12jlXUd7lhYV9RVW8jJtw///s59vHKK6tj+tABTq9xp0UpfOtozVHmDp7L4JjBVlcFkEWLwmL1NnuX25inJ0YC9Kuursp6m9+2TNIGOFomzrdoAeNDgAQT69TZ6ihrKCMt2vWZN71JgomwlFtjJkn9L5hUNdj8dt1MWHAgSdGh5JW7CCbmxAlhjfyafADSoiSYCAG49wk3KSqUqNCgfhVM/LllAjB4QDh5ZfWdvl5vayFUVsBb5mj1UQAGRbm3ILU3yG+DsJQ7n3CVUv1qRpetxU5dU4vfzeZqa0h8RKctkxa7pqnZLt1cFjpaYwaTaP8JJl2OACqlwoBNQKh5/Zta64eUUumRRUcRAAAgAElEQVTAaiAe+Ba4VmvdpJQKBV4FpgOlwGKtdY6Z173Az4EW4Dat9Xoz/ULgz0Ag8KLW+nEz3WkZXvrZhR+ot7W4dfRremIk23LLyXfR9eIN4cGBJESF+rSMKnPBol+3TOIjWPv9MadnwsvBWNY7WnOU8KBwBoQ6nyBhBXemkzQC52qta5RSwcAXSqn3gTuBP2qtVyulnscIEs+Zj+Va65FKqauBJ4DFSqnxwNXABOAUYINSarRZxrPA+UA+8I1Saq3Werd5r7MyRD/QnU+4I5OjWPv9Mc564lOf1+vfy85iUlqsz/KvamgG/DyYDIjArqGgooEhCSfOoKuXI3stl1+Tz6CoQX61a3OXwURrrQHH/tbB5pcGzgV+Yqa/AizH+EO/0HwO8CbwjDJ+4oXAaq11I3BYKXUQmGled1BrfQhAKbUaWKiU2uOiDNEP/HCOeNe9rUvOGMaguHBadOcbQnqqss7GY+v2sKegyqfBxLGVir9ODQZIc0wPLq/rGEzMUxbdaVEK3zhac9SvZnKBm+tMlFKBwDZgJEYrIhuo0Fo3m5fkA47Ou0FAHoDWulkpVQkkmOlb2mTb9p68dumzzHs6K6N9/W4EbgQYMqT/bAbY39V3o7skNjyYH0/37X8eW4ud376/x+ddaZV9oZvLxfRg6eayltaa/Op8Zg2cZXVVTuBWMNFatwAZSqk44G1gnLPLzEdn7S7tIt3Zx1JX1zur3wvACwAzZszw3UdX4VX+9gk3ODCA1Nhw8so7n8XkDY4xE3+dGgyQGhtGUIDikXd389RH+094zXHevAQTa5Q3llPfXO9XM7mgmyvgtdYVSqmNwGlAnFIqyGw5pAHHzMvygcFAvlIqCIgFytqkO7S9x1l6iYsyRD/Q4Id972kDwl0u1vOGvtAyCQoM4KFLJ7D7mPPDsiJCApk5PL6Xa3Xyyq/O55vj3wBQUFsA+Ne0YHBvNlcSYDMDSThwHsbA+KfAlRizrZYA75i3rDW/32y+/onWWiul1gJ/V0r9AWMAfhSwFaMFMsqcuXUUY5D+J+Y9nZUh+oHudHP1lrQBEXxxsNinZVQ1OMZM/DeYAFx72lCrqyBMT2Y+ycdHPm79PkAFMGrAKAtr1JE7LZNU4BVz3CQAWKO1flcptRtYrZR6FPgOeMm8/iXgb+YAexlGcEBrvUsptQbYDTQDt5jdZyillgHrMaYGr9Ra7zLz+nUnZYh+wNHN5U/BZHB8OIVVjTS4OWW5JyrrbYQEBfhN957wf4W1hcxImcFvzvoNABHBEcSG+m6SSE+4M5trOzDVSfohfpiN1Ta9Abiqk7weAx5zkr4OWOduGaJ/cLRM/OnEPsfA89GKekYkuX8We3dU+fnqd+F/ShpKmDlwJqlRqVZXpVOyAl5Yxh9nBTl2Jc734SB8VX0zMWH+Oy1Y+BetNaX1pSSGJ1pdFZckmAjL+OOYSdvt133F3/flEv6lqqkKm91GQliC1VVxSYKJsEx9kznF1I+6uZKjwwgOVC53zPVUVYMEE+G+0vpSAGmZCNGZ1jETP2qZBAYoBsWFk+9ix1xP+eORvcJ/ldSXAP4fTKTjVljGH8dMwBg3ySuvQ/to6xbp5hLdUdpgtEwSwv27m0uCibBMfVMLAQqCA/1nszowgsnnXx8h/d4OEwy9Jk6CiXCTtEyE6EK9ecqiP+18CvCfs4eTEh2Gdr57j8cClfL5PmOi/yipLyEoIIiYkBirq+KSBBNhGX89+nVoQiS3n+dfq4vFyau0vpSEsAS/+9DVngzAC8s0NPlulbkQ/UVJQ4nfd3GBBBNhIUc3lxCic6X1pX4/+A4STISF/LWbSwh/0hdWv4MEE2GheunmEsKlFnsLZQ1lfr/6HSSYCAs1SDeXEC5VNFbQolukm0sIV2TMRAjX+soaE5BgIiwkYyZCdK6wtpDvi78H+kYwkXUmwjL1TXYZMxHCiaqmKha8vYCGlgYABkYOtLhGXZNgIiwjYyZCOLft+DYaWhq4c/qdTEma4nfnvTsjwURYQmttdnNJT6sQ7W09vpXQwFB+Mu4nhAaGWl0dt8j/ZGEJW4umxa6lZSKEE5mFmUxJmtJnAglIMBEW8cezTITwB5WNlewr28epA0+1uird0u+6ucrrmngjM6/L684elcTA2LBeqJFwpvUsE5nNJcQJMgsz0WgJJlbLL6/n7je3d3ndkPgIPrjjbCJC+t1b0CfUN/nnwVhCOLO/fD8f537cK2VtPb6VsMAwJiVO6pXyvKXf/SUdkxLNe7+a6/KaPQVV3Pi3bTz14X4eWDC+l2om2qr301MWhXDmme+e4dO8T3utvIvSLyIkMKTXyvOGfhdMQoICGBwf4fKawfER/HTWEFZ+eZivskvx71MC3BcQAL+aP5bZo5OsrkqrfceryS+v65B+uKQWgDDp5hJ9QE5VDucOPpc/zf2T1VXxW/0umLjrnh+Nxa6huLrR6qp4zVfZJbyTdcxvgondrrn8f76kzuzSciYpqu/MVhEnp2Z7M3nVecwdPNfvD6iy0kkbTKLDgvntFX2rT7IrS1ZuZXdBldXVaFVe10RdUwv/ec5wLp6U2uH1yNAgRiRFWVAzIdxXUFtAs72ZYTHDrK6KXztpg0l/NOGUGL7cdIjG5hZCg6zvPiquMVp9kwfFMTktzuLaCNEzuVW5AAyNGWpxTfybrDPpRyacEkuzXXOgsMbqqgA/dCEmRUtXlui7JJi4p8tgopQarJT6VCm1Rym1Syl1u5ker5T6SCl1wHwcYKYrpdRflFIHlVLblVLT2uS1xLz+gFJqSZv06UqpHeY9f1Fmx2RnZQjnxp8SA8DuY/7R1VVitkwSo/rWrBQh2sqpzCE6OJr4sHirq+LX3GmZNAP/rbUeB5wG3KKUGg/cA3ystR4FfGx+D/AjYJT5dSPwHBiBAXgImAXMBB5qExyeM6913Hehmd5ZGcKJofERRIUGsetYpdVVAaRlIvqH3KpchsYMlcH3LnQZTLTWBVrrb83n1cAeYBCwEHjFvOwV4DLz+ULgVW3YAsQppVKB+cBHWusyrXU58BFwoflajNZ6s9ZaA6+2y8tZGcKJgADFuNRovxmEL65uJCw4gKhQGZoTfVduVS5DY6WLqyvdGjNRSg0DpgJfAyla6wIwAg6QbF42CGi7n0m+meYqPd9JOi7KaF+vG5VSmUqpzOLi4u78SP3O+NQYdh+rwm7XVleFkpomEqNC5ROd6LMaWxopqC1gaLQEk664/ZFRKRUFvAXcobWucvEHwtkLugfpbtNavwC8ADBjxgzr/4paaMIpsbyyOZeJy9f3ymLMxOhQ3rvtbKetj+LqRuniEn1KSX0JthZb6/dHqo+g0TL47ga3golSKhgjkLymtf6nmVyolErVWheYXVVFZno+MLjN7WnAMTN9Trv0jWZ6mpPrXZUhOnHhpIHkltXSaLP7vKyCqgbe217A7mNVzEzvODhZXN3IkATXuxEI4S8+OfIJt396u9PXhscN7+Xa9D1dBhNzZtVLwB6t9R/avLQWWAI8bj6+0yZ9mVJqNcZge6UZDNYDv2kz6H4BcK/WukwpVa2UOg2j++w64OkuyhCdiAkL5u75Y3ulrGMV9by3vYD9hdVOg0lJTSPTh8kEPNE37CjZQZAK4oHTH0C1adfHhMQwZsAYC2vWN7jTMjkTuBbYoZTKMtPuw/gDv0Yp9XPgCHCV+do64CLgIFAHXA9gBo1HgG/M61ZorcvM5zcDq4Bw4H3zCxdlCD+QGhtGdGgQ+wurO7xma7FTVtck26WIPuNw5WEGxwzmilFXWF2VPqnLYKK1/gLn4xoA85xcr4FbOslrJbDSSXomMNFJeqmzMoR/UEoxKiWKfcc7BpOy2ia0NsZUhOgLDlUeYnisdGf1lKyAFx4ZMzCa/YXVGJ8hftC6xkRaJqIPsNlt5FXlkR6bbnVV+iwJJsIjo1OiKa+zUVLTdEK6Y18umc0l+oK86jyadbO0TDwgwUR4ZHRKNECHcRNpmYi+5HDlYQBpmXhAgonwiCOYtB83cQSTxGjZl0v4P0cwkW3me072uRAeSYwKIT4yhB1HKymsamhNzyurIyo0iIgQ+RUT/u9w5WGSI5KJCpHzdXpK/qcLjyilGDswmre/O8rb3x094bURSZEW1UqI7jlUcUi6uDwkwUR47NHLJrLlUFmH9EmDYi2ojTgZtdhbeOvAW9TYenaWT3ZlNpeNlH1kPSHBRHhseFIUw+X4XWGhrOIsHtnySI/vVyimpUzr+kLRKQkmQog+72D5QQDevfxdkiOcbi7uUoAKIDRQZh56QoKJEKLPy67MJjI4kiHRQ+TIA4vI1GAhRJ+XXZHNiNgREkgsJMFECNHnZVdkMyJuhNXVOKlJMBFC9GkVDRWUNpT2/WCS8wU8ORqeSId1d1tdm26TYCKE6NMOVR4C6Pv7ah3ZAjWFEDcYsv4ObU587AskmAgh+rSDFcZMrpFxIy2uiYdqiiA0Bs76JTTVQMH3VteoW2Q2lxDCv+z6F3z7ituXH7IXExEQwsDIgT6sVC+oLYKoZBh6lvH94U2QNsPaOnWDBBMhhHPZn0LxPgiJpGbcJXxftguN7vo+T33zNJQdhthBbl2eZS9leEhU35/JVVMEUSkQlQRJ44wxlLPvtLpWbpNgIoToyG6H1T8BWx0A/1OWyd+OftI7ZSsgIRKocPOGIK5qbOj6Mn9XUwgp5oGzw876YdwkMNjaerlJgokQoqOaQiOQnPoL+OZ/yavOY2jMUB476zHflttYA3+7zCh3ymL37vn2NUZveQGaaiHEw81Fa0ug5cSD3giOgPA4z/J1R00xjEgxnqefDd/8L3y/GgbPhKQxvi/fQxJMhBAdVeQaj+mz4Zv/paihjLSksUxJmuLbcvO+gcYmSDsL3C1rcC5s/qvRJTfIg/21dq+FNdd2TA8IgtuyjFlWvmKrh8ZKY8wEjHGTgCBYuwxQ8Mtdbnf7WUWCiRCio/Ic4zF5HITFUtxcw9iIFN+XW7LfeOzOJ/Hkccajp8Fk/wcQFgfnP/xDWtUx+OwJOL7Dt8Gkpsh4dASTyAT4z8/hwHrYsBwqjkgwEUL0QeVmyyR2MM3RqZTa63q0gWK3leyHgGCIG+r+PQPSjXuK9/a8XK2N2VPps2H60h/S68uNYFJ6sOd5u6O22HiMahOwU8aDbjGCSW2Rb8v3AllnIoToqCIXolMhOIyS6GTs0HvBJGEEBHbjc25gECSO8iyYlOdAZZ4RTNoKHwARib4PJjWFxmNUu/c40vy+RoKJEKIvKs9tbR0URRiDzym91c2VOLr79yWN9SyY5HxuPLYPJgAJI6E0u+d5u8MRTCLbB5NEUAESTIQQfVRFLgwwg0mYMUMqKSzBt2U2NxnrS3oaTMpzoamuZ2Uf3mR0MTkrO2FkL7RMzG6uyKQT0wMCjZaRI9j4MRkzEUKcqLkJKvNhwDAACoONdQ7J2geLArWGhkrjeWm2MUbQk2mwSWMADe/fbXRNddfBDTDyPHC28DFhOGQdh8ZqCI3uft7uqCmE8HgICun4WlRyn2iZSDARQpyoMg/Qrd1cxQqCtGZAY633y3rnFsh67cS0nrRMBs80WhY7/9mzegQEwYQrnL+WYO75VZoNp2T0LP+u1BadOPjeVlRynxiA7zKYKKVWAguAIq31RDMtHngdGAbkAIu01uXK2M/gz8BFQB2wVGv9rXnPEuD/mdk+qrV+xUyfDqwCwoF1wO1aa91ZGR7/xEII1xxrTBzdXNhIbm4hoNrLXS12O+x9D4aeCWMXGGnhAyC1B2tZYk6Bu/Z7t34OjmBS5sNgUlNkbKPiTFQKlBzwTble5E7LZBXwDPBqm7R7gI+11o8rpe4xv/818CNglPk1C3gOmGUGhoeAGYAGtiml1prB4TngRmALRjC5EHjfRRlCCF9yTAt2DMA315HU0gLVBd4tp3AnNFTAtCXur3a3Qry5tb0vB+FrCiHtVOevRSYZr2vtvBvOXZ/+xthvzUe6HIDXWm8CytolLwQc23q+AlzWJv1VbdgCxCmlUoH5wEda6zIzgHwEXGi+FqO13qy11hgB67IuyhBC+IKtHrb+L+xZa6zbiDkFgMLGcpJb7N4PJjlfGI/DzvRuvt4WHA6xg307CF9T7KKbK8XY4sUxttRT216BqqPGljPOvjzU0zGTFK11AYDWukAp5ZjPNgjIa3NdvpnmKj3fSbqrMoQQvnDgQ1h3l/F88GnGTCKgqK6IswLCoMrbweRzY8FhbJp38/WF+OGwfz286ovPtBpstR1ncjk4gkxNUc/3CNMa6krhjGVw3nLn1yzxbIKFtwfgndVG9yC9e4UqdSNGVxlDhgzp7u1CCIDKo8bjHTsgxvhMV9NUQ11zHckh0VB9zHtl2Vsg90sYv9B7efrStOvg678am0n6wtAzYeQ85685xlJqCiGpB5MTwJiJZrdBhO+md/c0mBQqpVLNFkMq4JhqkA+03cAmDThmps9pl77RTE9zcr2rMjrQWr8AvAAwY8aMXjhwQYjuq7XVcqDcjwdSS3dCeBQ0lUGJ0bN9vO44AMlh8XD8gLEtujfUFBrdNsPO9k5+vjbpSuPLCo6WiSczuupKjcfweM/r04meBpO1wBLgcfPxnTbpy5RSqzEG4CvNYLAe+I1SyjEB/ALgXq11mVKqWil1GvA1cB3wdBdlCNEnPbz5Yd4//L7V1XBtYDy833Hn3LT4MbD/C/jXzd4rKzDE+YpzcaK23Vw9VW8Oe1vZMlFK/QOjVZGolMrHmJX1OLBGKfVz4AhwlXn5OoxpwQcxpgZfD2AGjUeAb8zrVmitHYP6N/PD1OD3zS9clCFEn5RdkU1GUgY3TbnJ6qo49+H/MzqZ5z96QnJEcASTEybDrNvpQS9050JjIMJ3n5T7jbA4Y0KEJ8Gkzg+Cidb6mk5e6tDBZ87IuqWTfFYCK52kZwITnaSXOitDiL5Ia83RmqMsHLGQMwf56eylqnJjC/fO6jegGzv5Cu8JCDCnB3uhm8uHwVtWwAvRCyobK6m11TIoyk/PpNAaqo8bOwUL/xOVbEyAsNUb3wcEde8439Zg4n8D8EKIbjhaY8yUGhTtp8GkoQKa6yWY+KvoVNj/Pjw20Pg+OAKWZbp/YFZdKahACIv1WRUlmAjRC/JrjOVUaVF+uqbCsYYkRoKJX5r3IAyZZTyvPg5fP2/sINCdYBIR79kK+i5IMBGiFzhaJqdEnWJxTTrhWEMS7af1O9mljDe+AKoLjWDi2PbGHXVlPu3iAjnPRIhecazmGDEhMUSH+GgLc09Jy6TviEqGoHDjdEh3STARon/Ir8n338F3+GHfLRkz8X9KGTPrKrrTMin1+TRs6eYSor36cuPkPe29NRVHyw4yKnmy1/LzuuoC83CmUKtrItwRN7Sb3VylEDHLd/VBgokQHX32e9jyrNeyswPHhg5mTtAZXsvT66oKWncJFn3AgKFwZLN729I7Nnn0cTeXBBMh2is9CIlj4KpVXsmuJO8rmnb9mUHaj3uVq49JF1dfEjcUGquMVnRX3VcNlcZxyD7clwskmIheZNd2iuuKra5G1yoPQ0I6RHnnk9zuKGPb8FNszV7Jr4PjO+Dot57lUZ7bsxMOhTUcuxFU5HYdTHphXy6QYCJ60R8y/8Aru1/p+kKrRQJNe+DN87ya7RBfnKEO8ObPoWSf5/kkT/A8D9E7BgwzHstz4JSprq/thX25QIKJ6EXfFX/HyLiR/HTcT62uSucaq+HD+2HCj2H4OV7LdsCGRxlW3f7AUi9oboTSA3DaLXC6023x3KMCIHqg9+olfMs8UtmtQfhe2EoFJJiIXqK1Jrsim0tHXMqVoy06F8Ided9AdS2kXwSjf+S9fLf8X/emcrqr5ABou7FBo7uroUXfFxYD4QPc+53qhU0eQYKJ6CXHa49Ta6tlZNxIq6vimuM/Z5yXd8gdMBT2bPdungDFe43HpLHez1v4t7ihUHYIGqpcX1dl7m4gLRPRHxyoME4Y7DvBxMvHP8cNNT4hNtZAaJT38i3eZ3RRJY7yXp6ib4gfDrv+CY8P7vrawFAI9e3uCxJMRK/IrsgGYETcCItr0oXyXIhI9O4ffDhx9k2KFwe6i/cYf1RkseHJ59z/B4Omu3dt4mifbvIIEkxELzlYcZDk8GRiQ323BbZXVOR6v1UCEDfMeCz3djDZJ11cJ6uEEXDGMqtr0cqPV1GJ/uRA+QFGDvDzLi4w/tj74kTBti0Tb2luhNJsCSbCL0gwEZ6rL4fakk5fbrG3cKjykP+Pl9hboDLf+4PvYAx+Bkd2bz+lrpRmGyubJZgIPyDdXP2N3Q75W6G54cT0kCijf9UX/ab/+i8o2E7edW9w1NZxZklpfSmNLY2eBZOWZijcYfx8vlJXAnabb1omjp1eC3dC/jbv5JmzyXhMGuOd/ITwgAST/mb/B7D6Guev3fDhD6e1edOx79jVWMrP3ruaZjrfaXd8wviel7H1r7D+vp7f3x2Jo32U7yjY/Q68eK738gwMlZlcwi9IMOlvjmZCQBBc+y8ICDTSmmrhtSuN17wdTOrLsVUX8MDgNAY023g8dCSBjnLbiAqJZkykB4vqju+EyCRY+D8eVNYNIREw9Ezf5H3xHyDjZ97NM3YQBId7N08hekCCSX9zfIfRh55+9onp0al8nf85r32yD+2i9dBtdeWUpaZwICiAvwQPZ2ZFacdrmhugLBumXAejzu9ZOaUHjZ9r9AWe1ddKkYl9u/5CuCDBpL8p2A4j5nZMHziJf1TtY0vTIYbGeHFMoK4UlOI/R1/D3NM76YaqK4PfpUPRbs+CyfiFPa+nEMKnJJj0JzVFUHMcBjo50W/gZPYe3sk5p8zl93P/4L0y37sLsvfDafd2fk1EvHFWRtHenpVRV2Zso53g57PBhDiJydTg/uS4uffTwEkdXqpKHMnR4CDGhMR5t8zivZA8rutZYkljjZZJT5Qaq+clmAjhvySY9CcFnQeTfeERAIyzeXFqrdZQuAuS3VjnkDzeWK3dk6m9pQeNxwQ/34pFiJOYBJP+5PgOY8FdeMfWx56mCgDGVDsZIO+p2mKj+ynZjSm/yeOguR4qcrpfTulBUIG+WUwohPAKvx8zUUpdCPwZCARe1Fo/7pWMtYZ966Cm0CvZ+YW8rzs9dW1fxX6SdACJuVsgc6V3yis7bDwmj+v6WkfAKTI3JuxWOdnGgr+gkO7dJ4ToNX4dTJRSgcCzwPlAPvCNUmqt1rqHne9tbFsF797hcTZ+54xbnSbvKdvD2PAUyPka3v2l98oLjnA+4N+eY5V20W4Ye3H3yig9KOMlQvg5vw4mwEzgoNb6EIBSajWwEPAsmFQehQ8fgGFnwxX/6/OtmXuNCjAW9rXT2NLI4YrDzJl4PVz0N/DmOpOQSPfOSQiNMnbj7e6MLq2NAfhhZ3d9rRDCMv4eTAYBeW2+zwdcLuE+WLKby1Z28UlZt0ByNETb4ZObPa6kv7PZbTTrZsbGj4XoFOsqkjwe9r4Hz3ZjFb62g62u+11jQohe5e/BxFmTocPHaqXUjcCNAIlDwhke7MaZGXFDrP3D2sumJk/ljFPOsLYSp93cs0OcTpkKYy7yfn2EEF6jtPZil4eXKaVOB5Zrreeb398LoLX+bWf3zJgxQ2dmZvZSDYUQon9QSm3TWs/o6f3+PjX4G2CUUipdKRUCXA2stbhOQggh2vHrbi6tdbNSahmwHmNq8Eqt9S6LqyWEEKIdvw4mAFrrdcA6q+shhBCic/7ezSWEEKIPkGAihBDCYxJMhBBCeEyCiRBCCI9JMBFCCOExv1602BNKqWIg1+p6uJAIlFhdCTdIPb1L6ul9faWufaWeY7TWbmy055zfTw3uLq11x50O/YhSKtOTVaa9RerpXVJP7+srde1L9fTkfunmEkII4TEJJkIIITwmwaT3vWB1Bdwk9fQuqaf39ZW6nhT17HcD8EIIIXqftEyEEEJ4TIKJDymlBiulPlVK7VFK7VJK3W6mL1dKHVVKZZlflp/8pJTKUUrtMOuTaabFK6U+UkodMB8HWFzHMW3esyylVJVS6g5/eD+VUiuVUkVKqZ1t0py+f8rwF6XUQaXUdqXUNIvr+Xul1F6zLm8rpeLM9GFKqfo27+vzFtez039npdS95vu5Tyk13+J6vt6mjjlKqSwz3cr3s7O/Rd77HdVay5ePvoBUYJr5PBrYD4wHlgN3WV2/dnXNARLbpf0OuMd8fg/whNX1bFO3QOA4MNQf3k9gNjAN2NnV+wdcBLyPcZLoacDXFtfzAiDIfP5Em3oOa3udH7yfTv+dzf9T3wOhQDqQDQRaVc92rz8FPOgH72dnf4u89jsqLRMf0loXaK2/NZ9XA3swzrXvKxYCr5jPXwEus7Au7c0DsrXWfrFAVWu9CShrl9zZ+7cQeFUbtgBxSqlUq+qptf5Qa91sfrsFSOuNurjSyfvZmYXAaq11o9b6MHAQmOmzyrXhqp5KKQUsAv7RG3VxxcXfIq/9jkow6SVKqWHAVOBrM2mZ2XxcaXX3kUkDHyqltimlbjTTUrTWBWD8MgLJltWuo6s58T+pv72f0Pn7NwjIa3NdPv7zIeMGjE+kDulKqe+UUp8ppc62qlJtOPt39tf382ygUGt9oE2a5e9nu79FXvsdlWDSC5RSUcBbwB1a6yrgOWAEkAEUYDSFrXam1noa8CPgFqXUbKsr1BllHOF8KfCGmeSP76crykma5dMqlVL3A83Aa2ZSATBEaz0VuBP4u1Iqxqr60fm/s1++n8A1nPiBx/L308nfok4vdZLm8j2VYOJjSqlgjH+817TW/wTQWhdqrVu01nbgf+mlJrkrWutj5mMR8DZGnQodTVvzsci6Gp7gR8C3WutC8M/309TZ+5cPDG5zXRpwrJfrdgKl1BJgAfBTbXaam91GpebzbRhjEaOtqqOLf2d/fD+DgCuA1we2bdkAAAOnSURBVB1pVr+fzv4W4cXfUQkmPmT2mb4E7NFa/6FNetu+x8uBne3v7U1KqUilVLTjOcaA7E5gLbDEvGwJ8I41NezghE98/vZ+ttHZ+7cWuM6cMXMaUOnoarCCUupC4NfApVrrujbpSUqpQPP5cGAUcMiaWrr8d14LXK2UClVKpWPUc2tv16+d84C9Wut8R4KV72dnf4vw5u+oFTMLTpYv4CyMpuF2IMv8ugj4G7DDTF8LpFpcz+EYs2G+B3YB95vpCcDHwAHzMd4P3tMIoBSIbZNm+fuJEdwKABvGp7qfd/b+YXQhPIvxyXQHMMPieh7E6B93/I4+b177Y/P34XvgW+ASi+vZ6b8zcL/5fu4DfmRlPc30VcBN7a618v3s7G+R135HZQW8EEIIj0k3lxBCCI9JMBFCCOExCSZCCCE8JsFECCGExySYCCGE8JgEEyHaUUrFKaX+y3x+ilLqTR+WlaH8YNdoITwlwUSIjuKA/wJjZwCt9ZU+LCsDY76/EH2arDMRoh2l1GqMXVP3YSzmGqe1nqiUWoqxq2ogMBFjb6gQ4FqgEbhIa12mlBqBseArCagDfqG13quUugp4CGgBKjFWSR8EwoGjwG+Bd4GngUlAELBca/2OWfbl/LDN+t+11g/7+K0Qwm1BVldACD90DzBRa51h7rD6bpvXJmLsuBqGEQh+rbWeqpT6I3Ad8CeMs7Rv0lofUErNAv4HOBd4EJivtT6qlIrTWjcppR7EWF28DEAp9RvgE631Dco4pGqrUmqDWfZMs/w64Bul1Hta60xfvhFCuEuCiRDd86k2zoOoVkpVAv8203cAk81dWc8A3jC2QwKM1gTAl8AqpdQa4J84dwFwqVLqLvP7MGCI+fwjbW4UqJT6J8YWGRJMhF+QYCJE9zS2eW5v870d4/9TAFChtc5of6PW+iazpXIxkKWU6nANxp5IP9Za7zsh0bivfZ+09FELvyED8EJ0VI1xtGm3aeOMiMPm+IjjLO0p5vMRWuuvtdYPAiUYW3y3L2s9cKu5yytKqaltXjvfPLM7HGPs5sue1FEIX5BgIkQ7ZlfSl0qpncDve5DFT4GfK6UcuzAvNNN/r5TaYea7CWP32E+B8UqpLKXUYuARIBjYbl73SJt8v8DYOTcLeEvGS4Q/kdlcQvQB5myu1oF6IfyNtEyEEEJ4TFomQgghPCYtEyGEEB6TYCKEEMJjEkyEEEJ4TIKJEEIIj0kwEUII4TEJJkIIITz2/wEitzcu9SQjHwAAAABJRU5ErkJggg==\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'])"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'conviction')"
]
},
"execution_count": 45,
"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.semilogy(rdf.timestep,make2D('conviction_all', rdf))\n",
"plt.title('conviction by proposal')\n",
"plt.xlabel('time $t$')\n",
"plt.ylabel('conviction')"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'conviction')"
]
},
"execution_count": 46,
"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.semilogy(make2D('age_all', rdf),make2D('conviction_all', rdf))\n",
"plt.title('conviction by proposal')\n",
"plt.xlabel('proposal age')\n",
"plt.ylabel('conviction')"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'share_of_funds_requested')"
]
},
"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": [
"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": 48,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'share_of_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": [
"plt.semilogy(make2D('age_all', rdf),make2D('share_of_funds_requested_all', rdf))\n",
"plt.title('share_of_funds_requested by proposal')\n",
"plt.xlabel('proposal age')\n",
"plt.ylabel('share_of_funds_requested')"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 0, '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.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": 50,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 0, 'proposal_age')"
]
},
"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.semilogy(make2D('age_all', rdf), make2D('triggers_all', rdf))\n",
"plt.ylabel('triggers')\n",
"plt.xlabel('proposal_age')"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'phase: Triggers & Conviction')"
]
},
"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.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": 62,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.LineCollection at 0x1a3e7cfb70>"
]
},
"execution_count": 62,
"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.semilogy(rdf.timestep,make2D('conviction_share_of_trigger_all', rdf))\n",
"plt.title('conviction_share_of_trigger')\n",
"plt.xlabel('time $t$')\n",
"plt.ylabel('conviction_share_of_trigger')\n",
"plt.hlines(1,0,T, linestyle='--')"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.LineCollection at 0x1a3e86ce10>"
]
},
"execution_count": 63,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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P7sRhc+O0edA0XzZe7oxU5q7M7zvPabfT0VBH05EKPn35ebKmFbJw9QU0Vx3h0JbNQdd3Ox18+tI/yCuZxYyFi4Oe56yqwvLmm9i3bMVRXo7W1QVA/i9+TsbVV4f8HVzHjtHx7LN0vfoayaedhj4j9oO4Pv/8c1599VX0ej179+7tOy6EICUlBbPZDB4Hlxq3sLR2K02NzwLXUPfyv5PNQRB6tIJl/INLaWqu5sYbb6S0tDT0kxac6vv5ySM+UbnkNwOFRQHA0a6jWF1WFuUuGvYaLq+Lf9/y7+iEjpvn30y6KZ3cpFxWTFtBTlLOkPP9whFJnOOflf/Epbm4Ye4Nw97faKGEY4Kgubx0vliJp60Hr82Nt8OBeckUDBmj862yen8bHY125iyfSkqWieyCFLKmJZM5xYxO77tIWdtaefq7X8fRbQUgY2o+F9z5NXR6PZn5BTi6rfRYLSSlpg1Z/6Pn/kpXcxPX/vibAQP7XquVhh//GOv6DQAkLlhA2po1JM6fT9MvfoGz8nDI/btq6zh2y5fwdnZimjWL7DtuH+lLMoT29nZeeuklioqKuPHGG2loaCA5OZmsrCz0llrY/jiU/wM6KiElD659gdx9L2H8XFJXdgcnnXsWZBbx6Y7PqFy/nksuuSS8aACkF0JyLthaYNX3lGgEwOFx8NV3vkqCPoFXvvDKsNd5Zv8z1FhreOT8Rzij4Iyw5+cm5QI+V1UoPJqH5w4+x2lTT6M0M4K/+RijhGOC0PNZC/ZdzSSUpJMwPRX9whxSz47e2tC8Gp3NPThsbtrrbXz+Xg2ly6aw7NKSkI+rr+jEZDZw3pfmIXSBYz+fvPgcrp4eLv3md8mdUUJWQWGfCGRO83Ua7mioGyIcDRWH2PnGK5x0/pqAsQ0pJQ33/xjrO++QfeedZH3xJgy5uX33d/zf/+Gqqhr4GJeL1sceo2fnLtwNDXhaWkAIitc9R+Kc2AfcAXbv3o2UkquuugqTyURxcbHvjkPrYd0toHlg1jlQdhEsvQ0yi9CXnk9++xPUWDxU2UzUle/ggw8+oLS0lGXLlkX2xELAzNXQdhjmro3L7zbR+cvev1DXXUdWYvTFjprUeL/6fZ7e/zQ7m3eyqnBVRKIBYDaaSTWm0mJvCXneK4dfod5Wz/dO+17U+xsLlHBMELo/acAwxUzunYuGlWorpeSzd2v45OUjeNzHq62FgJoD7REJR/7sjKCi0dXcxJ733mbRuRcyd+XZQ+7PnOoXjnqmlc3rO+5xu9nwyH+TnJXF2TfdNmC/Qgiky0Xbk09hXb+e3Hu/Tc5XvjJk7YSSEhwHjzeh1JxO6r7xTbo3bsQ0fx6m0lKSFi8m86abBoiGw+Fg9+7dFBcXM3Xq1JC/fzg0TWP37t3MmjWLdH9qr9ftC3Sv/z5MWQDX/RUypg95bEFBAVu2bOGpp54CIC8vj8svvzy6v/MXHgHpVdZGABptjTy+93H0Qo/FZRmYiBCC96vf58EdD2JxWWh3tFOYUsi9p97Lv8z5l6ieP9ecG9JV1ePp4eFdD3NS7kmcM/2cqNYeK5RwTABcdd24a7tJv2xmVBcTzavRdNRK45EumqosHN7ZTPGibGafmoc53URispHP36+hZn97yHVsXU66mntYcGbBkPu8Hjfr//f3VG7fitAJll95bcA10nKnoNPr6Wio6ztmt3Sx5fm/0VZbzVX3/RT0evbs2cOhQ4eorKigVKdj0Wuv4W1pJXnV2WTfHti9lDCzBOs776C5XOgSEmj57/+he9Mmpv70p2Ref13Ax+zfv5/XXnsNu91OSUkJX/rSyGp2jhw5gsVi4cILe9vs29vhLxdDy0EoPssnGkmBYypLly5FSklRURFFRUW+OEi06A2oj3Ngntz3JF7NyzVl1/DcoedweB0kGUKPgu5ydvGTj39CuimdMwvOZMW0FawpXoNBF/1rnGfOCykcj37+KM09zfxq1a8mTHsS9U4bx0hN4jjUjuXdajDoSF6SF/p8Kane3059eSdNRy00H7PgdviquI2Jek65aAanXzFrgNWQnpvEwS4XHpcXQ5DWIw2VvQHo0qFFcvWHDnDwo43MPWMVS9ZcRmr20AAhgN5gID1vKh31PuHY+8E7vPWn/0FqGovOvZAZJy3hkUceoaWlBbPZjGa309TayrJ588j65c0kn3EGIsi3aVNJCXi9uKurMc2ejfWdd0g5++yAouFwOPjoo4/YvHkzBQUFzJo1iz179mCxWEhLS8PlclFTU8OsWZG3SPnss8947733SExMZI7fonnze9BWCdc+A/MuC5nanZ2dzZo1ayJ+PkXkdDg6eKH8BS6deSllmWUAWF3WsMLx0K6H6HJ18diFjzEna2SuzTxzHp82fhrwvqf2PcWf9/yZK2ZdwalTTh3R84wmSjjGKT372uh8/Qjedgf6tAQyr5yNzmwMen5jVRcfrqugqcqCTi/IKUxhzmlTmVaWQeGcTJJSA7caScvxfYAsbQ6y8gcWKGmapOqzFvZtrsOQoCN3RuqQx9fs3wtCcN7td5GYHDotODN/Wm/GVSXv/PlhCucuYNXNt5NXMovdu3fT0tLC5ZdfzvycHJ76+c/xFBUx44c/DPdSkVDiS3N0VlUhDAbc1dVkfemWQb+Lxscff8zGjRtxu90sXryYtWvX0tXVxZ49e9izZw+nn34669ato7Kykq9//etkZ2eHfe7a2lpefPFF8vPzufLKKzEaDLD7WdizDlbdB/MvD7uGIvY0dDfwRtUbbGnYgtPr5LaFt1He4es+a3VZ+7KdArGvbR/rDq3jxnk3jlg0wCccrfZWNKn1pem6NTcPbn+Qvx74KxcUXcBPV/50xM8zmijhGIdoTg8dL5SjS0kg68a5JC3IRugDf9v2F+HtfKua5LQEzrl5LmWnTcFgjKxxYZ9wtPYMEA7Nq/HOkweo2NYEAuatzEcfYA+1B/aSW1QyQDS8Xi8ejweTaWB7kMz8Aqp272Ddz75PUlo6a791H+a0dLxeL5s2bSI/P58lS5bQ/tRTGN1unEmhvxX6SSgpBsB1pApPoy97Jfmss9i4cSPNzc24XC66u7tpaGhgzpw5rFq1imm9wfqcnBwKCgrYsWMHR48epbLS1zW2s7PTJxxSwov/CjllcPZ3hjz3kSNHAF/b6+TEBPjr1XD4XV+K7FmR1aMoYoPb6+bFyhfZWLuRj+o+wiu9ZCVmcceiO5iZMZMGWwPgE45gaFLjF1t/QVZiFneffHdM9pVnzsMjPbQ72slJymFf6z5+vvXn7G3by03zbuLepfcOywU2lkys3U4SbFsb0Owecr68kITpQ7/l96fxcBc7N1QzZ/lUzr6+jISk6P6k/YWjPx/83yEqtjWx/PKZnHzB9IBC5HG7aSg/yEnn+9wsbreb8vJy3n33XbxeL9/61rcGnD/r1NN6hWYmp156BeY0n+tr8+bNdHR0cMMNNyCEoPuddzFlpNPm9Q55zkDoU1Iw5OXhqqrC095GQlERzULw/vvvk56ejtlsRgjBpZdeytKlS4f4kZcsWcJrr72GzWZj6dKlbN++HYvF4rtzx1/g8+eg9KKAz33s2DFyc3NJTk6Ghs98onHGPb42H/rgFqIitng0D9/b/D3ePvY201Onc8uCW7h+zvVMS5nWd05qgu+zZHFZAq7h9rp5aNdD7Gndwy/P/CVpCUPTxodDXpLPuvnN9t9wpPMIB9oPkJ2Yza/P/jVrSiami1IJxzhDc3mxbq7DVJoRVjQA9n9Yj9Gk5+wbykhIjP7PmZRqxGDSY2lx9B2rK+/gwMcNLLlwBksvKQ762MbKQ3jcLgoXLGLHjh288cYbeL1e9Ho9Xq8Xl8tFQr/pedMXnMQXH/j9gDV27drFBx98wEknnURZWRme9nbsO3eSfMvNOJ3OiH+PhJISujdtQuvuJuO669i5Zw8Gg4G77rqLxDAV5aeccgqlpaWkpqaiaRrbt2+nq6sLOo7Bhh8FfZzX66WmpobFi3sLFrt7A6BzL1WiMUpUdFTwjfe+gSY16m31fGfpd/jSgsCJDn7hCGRxuDU3N795M/va9nH5rMtZOzN2ac2zM2djEAbeq36Psswyvn3qt7mm7Jq+/UxElHCMMxyHOtC63RFVhDt7PFTuaKbs9KnDEg3wVTSn5yTS1WtxOGxuNj9XQUqWiWVrg6foal5vXyV47sxS/vnnx8nPz2fVqlV0dnby+uuv09PT0yccrtpaDLm56Pq5r/bs2cMrr7zCzJkz+9JPbVu2gKaRMnMmnv37+4QoHCnnrMZ19ChJixeTdvVV7Hv1VcrKysKKBoBOp+tLodXpdCQnJ/ssjg0/ACSkDc0mA2hoaMDlclFU1Nt6v7u3yCsldBKDInZsbdhKbXctqwtXc9vC27hubuAsOggtHLubd7OvbR8/WP6DmFduF6UVsfWmrSToEiZM1lQ4lHCMM5wVHQiTHlNJ+HYYFZ824nFrLDhzWthzQ5GWk0Rncw/vPrWfg1sbQcKaOxdiHJRl1VZXg7WlmfqKgxzY/AGdTQ3MWrqcvQcO0tPTw5o1aygsLOTAAV9Nhd1uJy0tjfannqL5V78m9+tfI+euu/oymz788ENmzJjB9ddfj8Hgeys6yyvAYCB52jTYvx+Xy0VSBLGO7FtvJfvWWwE4fPgwNpuNhQuH1904LS0NS2MV1L8G5/0Y9geuND527BjAUOFIVsIxWlR2VpKVmMVD5z0U9txQwrG5bjMGnYHLZ8UnmcGkj804gPHCuBcOIcRM4IdAupRy6FDlEwgpJY7yDkyzMhD68N9Mqj5vI2OKOWC2UzSk5SZR9VkrHQ025p85jXkr85k6c2DqbUdDHU9++y7fDSGYPm8hZ3/xy2QUz+YvTz7JrFmzKCz0WUn+OgSbzUbnP/5B83/+FwBei5XOzk6eeOIJLBYLixYt4rLLLhvgznKWl2MqKcbUu4bT6YxIOPzYbDbeeustTCZTZO06Ar0eZhMdVQchswRWfG2AcNTW1rJz507q6upobm4mOzub1NTe17+7GUxpkDA+Wl9PBio7KpmVEVnqtElvwqQ3BRaO2s2cmndqRK3PFXEWDiHEE8BaoFlKubDf8TXAfwN64M9Syv8MtoaU8ghwuxDi+XjudTzgaXPg7XSSujq8m0rTJA2HOylbNmXE5m96b4A8f1Y6q2+cE7A63NLaggRWfvF28ucuwJScwoEDB3ju0UcxGo2cf/75fecmJ/s+fHa7ncQtWzBOm4bXasXudrPumWdwuVzcfvvtTJ8+tIraWVFB0kmL+jKyoolzeL1ennrqKdrb27n++usxGocRZ+iqJa1uI8e0qXDN42A4/k3R6XTy7LPP4vV6KSwsZM6cOcybd7wKnu4m5aYaRaSUVHZWcsXsKyJ+TGpC6pDgeKOt0bfOqZGvM9mJt8XxJPAH4Gn/ASGEHngYuACoBbYJIV7BJyIPDHr8bVLK6MZnTWCcFR0AJJaGH4faVtuN2+FlWtnIO7xOK80guyCZc28J3oeqraWV7rKTeWvHZ7DjM8AXH5kzZw6XXnrp8W/dHLc47HY7yfsPkLhgPrbtO3jP46arq4ubb745oGh4u224a2vJuObqYQlHa2srzc3NrF27ltmzZ0f8uD52PAUbfkCa5yQcFOHMWUh/B8O2bduw2+3ccccdfdbVALqbIWVK9M+rGBYNtgbsHjuzMyL/W6cmpA6xODbX+WJ1ZxWeFdP9ncjEVTiklJuEEMWDDp8GVPZaEggh/g5cIaV8AJ91MmlxlHegz0rEkB3eNVNX7hOZabOHN3O7P9kFKVx///KQ59Q3NoLewFkrV5JfWIjX66WoqIi0tKEpi4mJib5Ad2cX6ceOkXbF5exqa6MGuPSii47HBAbhOuyroTCVlh4PqrtcEf8eHR2+12RYfaca98Br90DxmaSX3QMbNmOxWMjtbaZo8Rj46KOPmD17dmDRAJ/FMXX4LbsV0VHZ6Xu/jFQ4djXtIjcpN6JBSwofY9ERrQCo6Xe7tvdYQIQQ2UKIR4AlQojvhzjvTiHEdiHE9paW0J0oxyNajwdHeQdJ8yLr3llf0UlabhIpmcMPukkp2fH6yxz7fHfYc1s7OkDTOPPss5g/fz6LFi0KKBrgy0xKSkrC2uD2cuBqAAAgAElEQVQb3OQqKWH3rFnM8HpZunRp0OdwlPsqe01lZcOyODo7OwHIzIxSTKX0tQhJzIBrnyYt3+czt1h8DfE+sBbzP0dn43K5OPfcEMOflMUxqviFI9IYBwQWjvKOcsqyyk6YjKfRYCyC44H+OjLYyVLKNuCr4RaVUj4KPAqwdOnSoOuNV3r2tYJXYj45tI/c4/LSWttNfWUnJYtzQ54bDLfTga2zkx2vv8juDa8zZ8VZFJ10csjHdFq70bscmBIjC1SbzWa6W9sA2NrRgRSCM3ocIT+czvIKhNmMsaAAU28BXrTCYTQao2sSqHnhg/+EYx/B2t9BUiZpab63j8Vi4a233mJLdwkLUro477b7ycoKLOxPHqunftp1/EDFOEaNyo5K8sx5pJuG9lALRpoxjVprbd9tt+bmSNcRVhasjMcWT1jGQjhqgf4O7kIg9EzRSYB9dwv67ESMhYH7PbkcHl79n900HbUie6fvFS8K30upPx63m09f+gc7Xn8JV4/ddzCCb1mapmF1OjFpnoify2w2Y29upquoiD3l5SxobCI5zAXdWVGBafZshE43LIujo6ODjIyM6L45rrsFDr4Gi66FU3yFY/54zfvvv4/FYmG5uYY1U62IIKIB8KfaVgzZZ/KDFFvkz60YEYe7DkflpoKhFke1pRq35qY0Y/wPTxpPjIVwbANKhRAlQB1wPXDjGOxj3OC1unAe7iT1nOlBL3rNx6w0HrEw74x8ihflkFeUSkpmdNP/drz2Iluef5bZy1Ywa+lyUrNzePfxP4Z9XHt7O14J5ghShP2YzWYanU5qF8xHr9ezqKUFCoN6JAFfKm7KOasB+mIc0VocUbmp6nf7ROPs/wfn/LBPRP1Wi8ViYfny5aw59j5CBHdB1ThcVLk0SkG5qkaRdkf7sISj/0yOio4KgL7OuYrIiHc67t+A1UCOEKIW+ImU8nEhxNeADfgyqZ6QUu6L5z7GO47yDpCQtDBwS3KAjgbfN9nll80kOSP6uIaUkn0b36Vw/kKu+E6/jrMRfDtvaPA1h0s1Be6wGwiTy4UDQVdmJnl5eZiEQLqDWyyetja87e0klvk+wHq9HoPBELFwSCnp6OgIGnjvz6ed3ZSYTeTuegYMibDi34a8DieddBJGo5Fzzz0X8WjQbHEANnf085krV9Wo0e3qjrqfVGpCKh7N0zeTo7yjHL3QU5IeepCZYiDxzqoKWLsvpXwDeCOezz2RcB2zIBL1GKcGLz5qb7CRkGTAnB75xbs/jYfL6WioY9nlV0f92IaGBoSUpKeEjx1IKbF/8gnud97BWVxMu8nE7Lw8MBqQnuDC4fQHxvsV7ZlMpoizqnp6enC5XGEtDrcmuWb3Yb5WmMl3P/8HzLsckoY+Jpr5GJvb+wuHsjhGA6/mpdvdTUpC6Fb+g+lfPZ5kSKKio4LitGIS9MP7XE1W1JzJcYDzmIWEGWlBayjAZ3Fk5ZuHnfmxf9P7GIwJlJ0e2axk8InA7t272bZtG0a3Y8is8CHnu91UXXkV1bd+mUSvhtTpsNntTJkyBWEwhhaOCp/LwFR23GVgMpkitjj8qbgZGaHrWmocLlxS4mo9DM4uOOWWkOeHQ5OSTR3dxw8kB7caFbHD5vFZ4KnG6Lom+C0Uf5yjorOC0kwV34gWJRxjjNbjwdNsx1QU+qLc3mAjMz/6dggOWzfvP/UYe95dz6ylyzGZI1ujoaGBv/zlL7z00ktMmzaNpPqjJKaE/pC66+txHjxI1pe/zPR7vtl3PC8vD6HXIz3u4PssL0efmYm+3/CkaIQj0lTcqp7e9Zy91cMFp0S0fjD2d/fQ5vaglxroDKCLbA6KYmT4L/zRdpj1n9/uaOfvB/9OXXedEo5hMO57VZ3oOKstICEhhHD0dLvosbqHTOgLh6vHzgu/uJ+mqsPMP/tczrohsrnabrebZ599Fk3TuPTSSzlp0UL+sP6FsBP+3A2NAKSsOpvk9OMpklOmTKHDYEDagouAs6ICU9nAXPp4WBx9wqFpvp+6kbU/f7vNggCWuWppG+FaisjpdvmsvOEKxzff/yZWl5UleUu4cvaVMd/fiY4SjjHGdcwCOkLO3uho8KXORmNxOO12Xv71f9BUdZgrvvNDZp0aujK8Pzt37sRqtXLLLbcwc+ZMutt99RhhLY7eILoxPx9zbyv0pKQkUlJS6AgR45CahrOikoyrrhpw3GQy9VkS4ejo6CAxMTFsG/Uqu1+IeoVjhHMzNrRaWJJmJre2hTZz+MD8ZMbtddPj7YnJgCR/v6loYxyZJp9FmqBL4KFzH2JV4SpV+DcMlHCMIVJKnJWdGPNT0JmCuzjaezOqIrU4LC3NvPSrn9FaW83F//btiEXjueeeo6mpCYfDQVFRESUlvkwTR7fPLRBeOHzlOIapUzHbfHueMsXXhDFUjMNdX4+02zGVDXQZJCQkRBwcP3r0KAUFodN9YZDFIfQRZZUFo8npZrfVzn0lU9lX1TNi6+VE5zsbv0Ntdy0vXP7CiNcarsUxPW06D5/3MAtzFpKVGFmXBsVQlHCMIT2ft+KqtpJ+WegeOe31NowmfUTtRT5/dz0fPP04QsBV9/2U4sWR+fDdbjeHDh3CZDLhcDh8aai9F1VHt+9DmpgS+tudp6ERfXY2OpMJv8Tl5fnSU4UhuMXhLO8NjA9qg+53VXm9XnQ6XdBvhh0dHbS1tbFs2bKwv+fRnl4hktqIrY132nzfei9K1bHP6/bFOBQB2VK/hfdq3ovZxdrq7o1xRBkcBzi78OyY7GEyo97pY4SrwUbnq4cxFqSQsiL4IKaORhsHtzQwrSx8RXRr9VHefvQPzFh4Ehf+6zdJz4s8NbS2thZN07jyyispLi4eMCOjxxapxdGAMT8f8FkLq1ev7ms77hOOwMFxV7VvIFJCcfGA437hWLduHSaTiasGubL8VPRmZIXriOvRJNWOXotDajGIb3RRmGhkrqt3gJMaFxsQr+bl19t/DfhafMSC4QbHFbFBCccoI6Wk7ZkDOPa3IYw6Mq8qDZqG63Z52fDYPvQGHatvnBN27R1vvIIhwcTae+4Lmzo7GP80u+nTpw8QDTjuqkqKQDhMM33WkxCC1atX990nDAYIUgDorqtHl5yMflBg22Qy4fV6OXToEMWDRKU/FRUVZGZmkp0dugVLrdOFx9/FTHpBP/y3vyYlWzttXJKbjrD01q8q4QjIwY6DVHRUkGfOw+K0hH9ABPhdVdHGOBSxQaXjjjI9e1px7G8jZVUhU7+3jISCwG98KSXvPX2Atvpuzv/y/LDtRexdnRz48H0WrDovatEAqK6uZsqUKQGn7UXiqpJS4mlowJAfpKV5iOC4u64OY0HBEIvKZArvmnO73VRVVTF79uywFtnxwDi9FsfwheOQzUGnx8vy9BTo7G32rGIcASlv9xV3npp3Ki4t8jb5ofAX8BnVaz4mKOEYRaRbo+vNKoxTk0m/qBh9SvBq1d1v11C5vZkVX5hF0cLwzQw/f3cDXrebUy6JfmayJiU1NTVB23U4uq3o9HqMITrjahYLmt2OMT+w2y1UjMMvHIMZbPkEoqOjA4/HE3AwVH+8UvJB/9Yg2shcVVs6fWJ6ekYydNWA0KkajiAc6jiE2WCmJL0ETWp4omiWGYxudzcpRmVtjBVKOEaRnv2teDucpF9SErJKHODwrmamlKSx5MIZEa1dvvVDps2ZT9a08GNnB2P1aLjd7qDC4bR1Y0pOCfmN3t3oq+HwxzgGIwxGpNc75LiUMqhwRGJx+Os8Qs0ll1Jy9a5K/lTTwtmZKSQIAWgjclV90mVjmsnIjMQEn3AYI5+LPtk41H6I0sxSTL1jeF3ekVsdFpdFxTfGECUco4in1QGAqST8/ABrm4OsackR5Zh3NTfScqyK0mWnR70nmzGRSpuLjIwMZs4MnN3VY7FEVDUOYAziqvLFOIYGRjWLBa27O6Bw5ObmYjabB4ylHYxfOEKJTKfHy9YuG1+dnstzi2f5MnBHYHFIKdna2c3pGb1i2lULxihmgEwipJQc6jjEnMw5JOh8FmQsAuTdruj7VClihxKOUcTb6USXakQYQ7/sHrcXu8VFalZkbdMrt20FYPayFVHtx263056URrJex1e+8pUh39qllHzy4joqPt1CzvTQlo+/+M8QzOIIEuNw19UBYCwY6uLKzc3lu9/9btDhSRCZcLT3BuUXpSQdF+IRpONuaLXQ5PJwenpv0nFnDSQo4QhEo60Rq8vKnKw5fY0EY2FxWF1WZXGMIUo4RhFPpwN9Rngx6G73XQzTsiMTjopPt5Azo5iMqYEv2sHYvn07UugoMhtJTh5aXNhQcZAP//40pctXsubub4Vcy11bB0YjhpwgTf70+oDC4eoTjvDFe4GIRDjaXL7nzTL2c00NIx13Y7uVWz4/wq17qyg1m7gkNwM8TuhuVK6qIBxsPwj45l34A9mxCJB3u7uHVcOhiA1KOEYRb6cTQwSzNCxtPQCkZoe/GLmdDuoPHWDWqadFtRe3280nn3xCottJkj7w26DlWBUAq26+nYQQgXF3YyOd69aRvHw5Qhd4LWEwgqYh/T2i/I/tFY6EEQpHqEB6W6/FkZ3QXziiS8fdaZzGdZ8dZrvFxv8rnso7y+aQk2AAi2//ylUVmEMdhxAIyjLLYmpxqBjH2KLqOEYJKSXeTieJc8JXzlrbfLGQ1AgsDrfDgZQayZnRVeSWl5djs9nIc9qAwI0B2+pqMJoSSc0O3ipcSknjT36K9HiY+uP7g54nDL63mvR4EP0u8u66enRmM7r0yOdG9ycyV5UvKJ89xOKI/O2/z+irgF9/ahkzkvo9lz8VV1kcATnUfojpqdMxG80xFQ4V4xhblMUxSmh2D9KtoY+gbYi1zYFOJ0iOYGiTpzfgrDdE53ZpampCCIEpxIe4va6WrILCkAF6b1sb3Rs3kn3bbSTMCB4HEf6L9qAAebAajkhxuVwYDAb0+uCpsH6LYySuqjp9OnoB0wZPQeyq9f1UFkdA9rTuYUHOAoCYBcedXicuzRWTZomK4aGEY5Twdvq+GUfmqnKQnGlCF8SFNGDd3jYeBmN0wtHa2kpWVhahLtft9bVkFYSuj/Cn2Bqmhm5v0t/i6E+wVNxIcTqdYdN221wezHrdQJecjC4dt1afxtQEI4bBadRdNYBQFkcAmu3NNNmbWJSzCABjbzLCSIXD325E1XGMHUo4Rglvp8/9FElw3NrmiDgw7vVbHMMQjlAtOlyOHqytLcOqCwlIAOFw19fjrKggcf68YS8bkXC4PQPdVBC1xVGrT2d6YgALsKvGNy5WqOK/wext3QvQJxx+i2OkrqrhdsZVxA4lHKOEp8NncegjsDis7Y6I4hvQTziicFVpmkZbWxs5wTKggI56X9A3qyA2wiF699dfODr+8Q+QkvSrop+D7idS4cgyDrqwa9Gl49bp0ygIJBydNZAR2iqbrOxp3YNBGJibNRcgZjEO1eBw7FHCMUp4O50Iow6dObR7xOvWsHU5I67h8LuqorE4Ojs78Xq9IYWjvc4X9M0O46qKlD5XVW+8QbrddD7/PCmrVpFQGF9XVXtQiyMyV5UXQYM+lQJTgNe4qxbSY2SVnWDsad1DaWYpiQbfezlW6bj+lurKVTV2KOEYJbxdTvQZprBBYGuHA2RkqbgwPIujtbUVILRw1NcidLqoa0OC0Rcc7xW67k2b8La0knnD9SNaN2JXVUIA4YjQ4mgypOERegoHWxya1iscyuIYjCY19rXu63NTwXGLw+2NTYxDWRxjhxKOUcLT6YzITWW3+L6NRZJRBcOLcbS1+UbBhrY4asmYkh91tlYwBgfHXdU+iybplMgGTQUjsuC4d2BGFfjqOCK0OOoMvnGjQ1xVthbwOpVwBKDGWkO3u5uFOQv7jvXFOEZocTTafH3RcpNyR7SOYvgo4RgFPJ1OPI02DDkRWBG98yKEPrL0VE/vhTiarKrW1laSkpIwm4OnkHZ3dpAaZr5FVAwSDq13tKwuRHPCSAgnHHavRo+mkTOC4Hid0SccQywOfyquinEMobXHZ9VOTT7eu8yfVTXSGEe1pZq0hDQyEgPXHynijxKOUaDr1cMApJ4Ve1/4cVdV5Kmlra2tIa0NAM3jRm+MzOqJhOPBcV/6rmazIRIT+yyR4SClDCsc/j5VAWMcEabj1hh8xZWFg2McXdW+n8riGIJ/YFP/WovBwXFNavzowx+xr21fVGsfsx6jKC1wJ2fF6KCEI844DnfSs6+N1HNnYIgw4B0N0QbHpZS0tLSEFQ6v2x2VGIVDGHqzmnr3q9nt6AL0x4oGj8eDpmmh+1QFKv6DqC2OTM1OsmFQZpbf4lDB8SFYXAGEY1ABYLujnZcPv8z2xu1RrV1jqWF6qhLrsUQJR5zxNNsBSF4a+fzvaIg2xmGxWLDb7eQH6WLbt67Hgy5G8Q0YGuPQbLYRC0ckfaraXQH6VEFU6bh1hkwKvAFGnnbWgCkNkpTLZDD+AHaaKbjF4T8nGpxeJw22BmVxjDGqV9VoMbyOGmGJNquqobf9eVjh8HpianEEinGMVDhcLt8FKBKLYyTpuM2GNHK9tuMHNA12PAH7X4aMyAZtTTb8Fkf/lFl/Oq7f4vAX8kVDrbUWiWRGmnrdxxJlcUxwonVVNTQ0IIRgypTQFpDX44lZRhX0i3G4+wlHiOB8JETUUr3PVTXIzRRFOq5EYKBfV9/6XfD6vZA6BS75TXSbniRYXBZSjano+43TFUJg1BlHZHEcsxwDoChVWRxjiRKOCY4nSldVQ0MD2dnZYed5xzzGYfRbHP1jHPEVjiq7k5ebO0kQgvT+8QlJVOm4Q/BnBZ3/71AU3fCsyYLFGbjteYI+oS8d11/IFw3VFl9CgrI4xhYlHBMcv6vKEIWrKpybCkDzxNZVFc8YRyDhsHm9XLyjnHKbg/+aE6TD7zBHxyrCY3FZBsQ3/CToEkZmcViPkW5KJ900vDb8itigYhwTHK/HjU6vDzpAqT/d3d1YrdaIhMMXHI+9cDBKwlFuc9Lp8fLnBcWszQsSvI6iO64iOqwua8C250a9cUQxjmpLtXJTjQOUxTHB8bmUYhsYB58gxTLGESg4ro+VcLz4ZWgaWAtQbvN1I56bEiIFWlkcccPisgQWjn4xDn8APRrqu+spSB1+bzNFbAgrHEKIM4QQyb3//6IQ4kEhhJL8cYLX4444vtHZ2QkQsp06gKZ5kZqGfnAm0ggQxuPBcSklmt2OGGlwvGIjAKa6j4cKh92BUQiKEwPFP3rL86PojquIDosziKtKf9xV1e2O3uLwSm9fPYhi7IjE4vgjYBdCLAa+CxwDno7rrhQR43VHLhx+dGHcWt5eqyC2WVXHg+OypwekHLnFUbMLgcSIZ8h9FTYHs8ymoYOX+jPc4LgiLMEsjgRdv+D4MGIcivFBJMLhkVJK4Argv6WU/w2otpTjhGhcVZGi9QlHfILjfX2qRiIc1kacPd2Y9DJgiUy53UFZcphKfWVxxAWX14XD6wiaVeXvjjucGIdifBCJcFiFEN8Hvgi8LoTQA+oTN07weDxRWxzh8Fsc8QqOx0Q4jn6IkwRMCUNdUT1ejWM9LsrMYYRDWRxxIVC7ET9GnbHP4hhOjEMxPohEOK4DnMDtUspGoAD4dVx31Q8hxDwhxCNCiOeFEHeN1vNOFDRPbOstYHgzPsLSZ3F48cZEODbj1iVhTBzaXfew3YEESpPDtLFXwfG4EEo4RhrjUIwPQgpHr3XxVynlg1LKzQBSymopZUQxDiHEE0KIZiHE3kHH1wghDgkhKoUQ94VaQ0p5QEr5VeBaYGkkzzuZiIeryjtarqqRBMerNoM5J2B9RoXdl20V1uJQ6bhxoa8zbpDguD8dV8U4Ji4hhUNK6cUXGB9utc2TwJr+B3rF6GHgYmA+cIMQYr4QYpEQ4rVB//J6H3M58CHw7jD3ccISTVZVNGtCvITDjWb3NX4ctsVhaYD2w5AcuMPvIZsDvYCZZmVxjAUhLY5+BYAqxjFxieTK4AD2CCHeBvo6vUkpvxHugVLKTUKI4kGHTwMqpZRHAIQQfweukFI+AKwNss4rwCtCiNeBZyPY86TB4/ZgiGHaLPQPjsfwwqr3t1WPQYyjo8r305QG7qFjSDe0drE41YwpaPaYSseNJ37hCBQc9xcAalJTrqoJTCRXnNd7/8WKAqCm3+1aYHmwk4UQq4GrABPwRojz7gTuBJgxY/L0sfG63ZhGOEUv0JoQ3TjacAghwGhEumMgHN3Nvp8GEzBQOPZ193DA5uCBsghmZCiLA/BN6/us5TPOm3FeTNbra6kewuKwuW1Iv4ArJhxhhUNK+ZQQIgmYIaU8FIPnDJQ9GfQdJKX8APgg3KJSykeBRwGWLl06ad6R8XFVxT6rCnzuKl+Mo9dVNdwYh63F99NgAgZ+a13X2I5RCK4I1makPyrGAcCfPvsT68rXsfOLOwd0sx0u4WIcLq9LxTcmOJFUjl8G7AbW994+WQjxygiesxboP76rEKgfwXqTmokSHIf+wjHC4LjNN88a/cAYhluTvNjUwfnZaUMn/vXH/7VCpeMCsLVhK5rUwp8YIRaXhSRDUt/8jf7403GVcExsIknH/Sm+uEQngJRyN1AygufcBpQKIUqEEAnA9cBIhGhSEw+LQ4tDcBz8wuELjo9o3ritBZKyYFBG1aO1LTS7PNw8LXRLlT6Uq4omWxNHLUdjumawqnE4XgCohGNiE2nleNegYxG5goQQfwO2AHOEELVCiNullB7ga8AG4ACwTkoZ3bR6RR/DaTkSDk88guP0Zlb1WhwjquGwtUBy7oBD1V4Dv6lqYE1OGudmB75oDUG5qvi08dOYrxlsFgcctzhUYHxiE8knZ68Q4kZAL4QoBb4BfBzJ4lLKG4Icf4MQgW5F5MSn5Uh8LA6MBl+TQ49jhMLROkQ4/uTIRAK/KI0gKO5HWRxsbdga8zVtbltIi0OTGp3Ozpg/r2L0iMTi+DqwAF/1+N8AC3BPPDeliBxPXIPjsbY4jH0xjhEV/9lahtRwWKWOnAQDBYmRdE5V6bgAUko+afgk5ut2u7sxGwP/fRP0vr9PW09bzJ9XMXpEklVlB37Y+08xzvC63RjiJBxxC47b7bFxVdnCnxqSSW5xuDQXTfYmEvWJOLyOmK1rc9uYnjo94H3+lujtjvaYPZ9i9Al7ZRBCvMrQmEYXsB34k5Qydu84RVT0zc0YoWUw+I97vFdVjIVDr/cFx2029FmZw1vE4wJHJ6TkjVw4JnmMw+72pUWbjeaYC0eyMfAXA7/FoYRjYhOJq+oIvmT5x3r/WYAmoKz3tmKMiEehHvSzOGK8LkYDuEcYHLf3ujiCtBuJikmejmv39AqHYWQDtQbT7e4OKhz+FN267joyTBHU2ijGJZF8cpZIKc/ud/tVIcQmKeXZQgiVDTWGeN0jz34KVI0Zv3RcI9LrHZlw+Iv/knOBnpFtaJK7qnrcvtcvyRi7zgNezUuPp4cUY0rA+/0WR2VnJSVpJSpIPkGJxOLIFUL09fDo/b//654rLrtSRERfM8IJExz3xTi8Viv6lGHOAhsgHCNkkgfH42Fx+NcM56qyuqxMTwscB1GMfyL5Snkv8KEQ4jC+L6glwN29c8ifiufmFKE57qqK8TwOv6tKP/L2E/0RBgNeSxeypwdDToRFeoPxV40n5wLVI9uQclUBsRUOm9sXeAoqHP3mhc9InTw95U40IsmqeqO3fmMuPuE42C8g/vt4bk4RGk+vcBhi3nLEjU5vQISZTR4twmDA09gEgD5nmDGKPotjJDEOlY4Lx4PjSYbYuar8rdKTE4LEOPq95sEyrxTjn0iyqq4adGimEKIL2COlbI7PthSREE9XVcyL/wCMBrztvmwaQ84wXU22FtAn+Fqqj5QYxjgCzJMa9/R4fDGOYDUXw8Hm6bU4DKGD46CEYyITydXhdmAF8B4+i2M1sBUoE0L8TEr5TPy2pwhFvLKqtDgJh+hnGY3IVZWcO7IrdV+Tw9i64iYacXFVuXzCkZIQOjgOUJgaRZW/YlwRydVBA+ZJKZsAhBBTgD/im6GxCVDCMUbEZTY4va6quAjH8TUNUbqqpOy92ttbwZwVg83oJqaZEEP613HEij6LI0yMI8+cF1MXmWJ0icSJXewXjV6agTIpZTuDp+goRpW4uarcntjXcNBPOHQ69JnDLADUPD5X1Yg3E9v4zUTEb3HEJcYRJqtKBcYnNpF8rdwshHgN+Efv7auBTb1ZVSoJewyJV4W31+OOk6vKt6Y+KwsR44yt6Dczud1U4ItxmPQmdDEUUX9WVdA6jl6LY0aaEo6JTCRXh3/DJxZn4ItxPA28IH2+g3PiuDdFGDye+LiqfDGOOGQc9aYNR+umigvK4sDutse8atwvHOGaHKrA+MQmknRcCTzf+08xjtDi1BrE6/XEJ8ahHy/CISHGqcYTkR5PT0zjG+ATDpPeFHD6H/hiG3eedCeXllwa0+dVjC5Brw5CiA+llGcKIawM7IMn8OlJDPIhFSMhbr2q3O6Y14bAcVeVIXuYGVWxRFkc2N32mAeoQ/WpAhBC8PUlXweOWyeKiUdQ4ZBSntn7c5i9IRTxxhO3rKooLA4Z0TBIoJ9w5I61xYESDnotjji4qoLFNxQnDiE/PUIInRBi72htRhEd/qyqeMzjiEtwvDfGMeyq8ViihAO7xx7TBocQuqW64sQh5KdHSqkBn/VvcqgYP8SvAHAYWVWR1ET0uaqUcIwH4hEcD+eqUpwYRHJ1yAf2CSE+pd/oHCnl5XHblSIi4lYA6I79OFo4XjmuXFXjA7sn9jEOu9vOFPOUmK6pGH9EIhwpwNp+twXwX/HZjiIavHGam+GLccQxOD4uXFWqjiMeWVXd7m5KjCUxXVMx/ojkimOQUm7sf0AIoXoFjAO87vh0sfV64xPj0CUlAuNBOFQ6LmyrQcAAAA6cSURBVMSvjkMFx098QqXj3gXcja8b7uf97koFPor3xhTh8Xri41KKV3A87fLLMc6YgT5jHIwMneSuKk1q9Hh6Yu6qsrltQVuqK04cQl0dngXeBB4A7ut33Nrbp0oxxsTrAu91x6fliCEzk9RzxkGzAcmkFw6Hx4FEYjaacXljM8jT7XXj9DqDtlRXnDiEquPoArqAG0ZvO4pokJqMuZsK4thyZDwxyYWjbxaHIXbC0denKkhLdcWJw+T+9CgCElUB4ERlkgtH3yyOOLRUj3XcRDH+mNyfHkVAfN1xlcVxIhPPsbHK4jjxmdyfHsUQNM2L1LT4jI4dT0zydNz+rqpYrxnPAU2SyFvcKOKHEg7FALxx6rg7vlDpuPFwVfkv6rGc7xEIMcknN44HJvenRzGEvlbtJ7rFMcnf+j3u2FscisnD5P70KIbgtzgmQnBcRtGZdwjK4gDi61ZSnLhM7k+PYgjxGkc77lDBcSC2rirF5GFyf3oUQ+iLcZzgWVVSBccB5apSDA8lHIoBxKtx4rhjslscva6qREPiGO9EMRGZ3J8exRC0SWJxRDQ/5ATG4XWQoEuIewaU4sREvWsUA/DHOCZCcFwxMlRaq2K4KOFQDGBy1HEoFIqRMO6FQwixWgixWQjxiBBi9Vjv50THO2nqOBQKxXCJq3AIIZ4QQjQLIfYOOr5GCHFICFEphLgv2ON7kUA3kAjUxmuvCh9ab3Bcpz9xhUOMpP5DoVBENAFwJDwJ/AF42n9ACKEHHgYuwCcE24QQrwB6fLM/+nMbsFlKuVEIMQV4ELgpznue1Pgvqcr/rVAoghFX4ZBSbhJCFA86fBpQKaU8AiCE+DtwhZTyAQbONh9MB2CKxz4VCoVCETlj4Y8oAGr63a4Flgc7WQhxFXARkIHPegl23p3AnQAzZsyIyUYVCoVCMZSxEI5APpCgTmcp5T+Bf4ZbVEr5KPAowNKlS5UTW6FQKOLEWGRV1QLT+90uBOrHYB/jFKV5CoVifDMWwrENKBVClAghEoDrgVfGYB/jGhWaVkwWRtTlWDEmxDsd92/AFmCOEKJWCHG7lNIDfA3YABwA1kkp98VzHwqFQqGIHfHOqrohyPE3gDfi+dwKRawY+n1YfUNWTG7GfeW4QjEeEIHEQtW6KCYpSjgUJwbKCFAoRg0lHJMIFYRUKBSxQAnHJEFzeEBTwqFQKEbOidvJTjGA+p9uITtX+eQVCsXIURbHJMLUoiwOhUIxcpRwKBQKAKTKMFBEiBIOhSIS1DVVoehDCYfihEBd1xWK0UMJh+KEQcStw5dKKlAo+qOEQwGqviMmTNRXMX6CqzhRUcIx2VFtMxRjhBKsiYsSDoVCoVBEhRIOhSIGqO/OismEEg6FQqFQRIUSDoVCoVBEhRIOxbhHqAC+QjGuUMKhGBkqlVehmHQo4VDEBGUVKBSTByUcCoVCoYgKJRwTGuUmUigUo48SjgmOchEpFIrRRgmHQqGYMEiVjDEuUMKhUCgmFKrH1dijhEOhUCgUUaGEQzGhUTEehWL0UcKhUCgUiqhQwqGYpChLRaEYLko4FAqFQhEVSjgUCoVCERVKOBQKhUIRFUo4FAqFQhEVSjgUCoVCERVKOBQKhUIRFUo4FAqFQhEVSjgUCoVCERVKOBQKhUIRFYax3kA4hBBnATfh2+t8KeXKMd6SQqFQTGrianEIIZ4QQjQLIfYOOr5GCHFICFEphLgv1BpSys1Syq8CrwFPxXO/CoVCoQhPvC2OJ4E/AE/7Dwgh9MDDwAVALbBNCPEKoAceGPT426SUzb3/vxG4I877VSgUCkUY4iocUspNQojiQYdPAyqllEcAhBB/B66QUj4ArA20jhBiBtAlpbTEcbsKhUKhiICxCI4XADX9btf2HgvF7cBfQp0ghLhTCLFdCLG9paVlhFtUKBQKRTDGQjgC9bMOOUhYSvkTKeXHYc559P+3d+8xdpRlHMe/v/QClrYgdCUEChRSIcRLqQ2gFvBCFFCol6AlRBslISaiEkMUU0XiH8ZqJERjQIhg1QqIgixKFQJCBSxuKb3alhYooW5tBbEVIUjbxz/e92SH5Zztzu6emdPu75NMzpx3Z3aefWbOPGfmnH3fiJgVEbO6urqGFaCZmbVWR+HYAkwtPD8K6K0hDjMzG4I6CkcPMF3SNEnjgblAdw1xmJnZELT767g3A38BTpC0RdLFEbELuBT4I7AO+FVErG1nHGZmNnLa/a2qC1u03w3c3c5tm5lZe7jLETMzK8WFw8zMSnHhMDOzUlw4zMysFBcOMzMrxYXDzMxKceEwM7NSOn4gJ3u9PXv2sHjxYmLX7rpDMbNRyIVjH9Tb20tPTw8Tx43loLqDMbNRx7eqzMysFBcOMzMrxYXDzMxKceEwM7NSXDjMzKwUFw4zMyvFhcPMzEpx4TAzs1JcOAwi6o5gr2KEY2zHX7wPpHFA0ZasdO52beg00i/ITiDpn8AzQ1x9CvDcCIYzUhxXOY6rHMdVzv4a1zER0bW3hfbLwjEckpZFxKy64+jPcZXjuMpxXOWM9rh8q8rMzEpx4TAzs1JcOF7v+roDaMFxleO4ynFc5YzquPwZh5mZleIrDjMzK8WFo0DS2ZI2SNok6YqaYpgq6U+S1klaK+lLuf0qSX+XtCJP59YU32ZJq3MMy3LboZLulbQxP76x4phOKORlhaSdki6rI2eSbpS0XdKaQlvT/Cj5QT7eVkmaWXFc35O0Pm/7DkmH5PZjJb1cyNt1FcfVcr9J+lrO1wZJH6w4rlsLMW2WtCK3V5mvVueHao+xiPCUbteNAZ4EjgPGAyuBk2qI4whgZp6fBDwBnARcBVzeAXnaDEzp1/Zd4Io8fwWwoOb9+A/gmDpyBpwBzATW7C0/wLnAYkDAacCjFcf1AWBsnl9QiOvY4nI15Kvpfsuvg5XAAcC0/HodU1Vc/X7+feDKGvLV6vxQ6THmK44+pwCbIuKpiPgfcAswp+ogImJrRCzP8/8B1gFHVh1HSXOAhXl+IfCRGmN5P/BkRAz1H0CHJSKWAP/q19wqP3OAn0WyFDhE0hFVxRUR90TErvx0KXBUO7ZdNq4BzAFuiYhXIuJpYBPpdVtpXJIEfAK4uR3bHsgA54dKjzEXjj5HAs8Wnm+h5hO2pGOBk4FHc9Ol+XLzxqpvBxUEcI+kxyRdktsOj4itkA5s4E01xQYwl9e+oDshZ63y00nH3GdJ70wbpkl6XNKDkk6vIZ5m+61T8nU6sC0iNhbaKs9Xv/NDpceYC0cfNWmr7StnkiYCvwEui4idwLXA8cAMYCvpUrkO746ImcA5wOclnVFTHK8jaTxwPnBbbuqUnLXSEcecpPnALmBRbtoKHB0RJwNfBn4paXKFIbXabx2RL+BCXvvmpPJ8NTk/tFy0Sduwc+bC0WcLMLXw/Cigt45AJI0jHRSLIuJ2gIjYFhG7I2IPcANtukTfm4jozY/bgTtyHNsal7/5cXsdsZGK2fKI2JZj7Iic0To/tR9zkuYBHwYuinxTPN8Kej7PP0b6LOHNVcU0wH7rhHyNBT4G3Npoqzpfzc4PVHyMuXD06QGmS5qW37nOBbqrDiLfP/0JsC4iri60F+9LfhRY03/dCmI7SNKkxjzpw9U1pDzNy4vNA+6sOrbsNe8EOyFnWav8dAOfzt98OQ3Y0bjdUAVJZwNfBc6PiJcK7V2SxuT544DpwFMVxtVqv3UDcyUdIGlajuuvVcWVnQWsj4gtjYYq89Xq/EDVx1gV3wTYVybSNxCeIL1jmF9TDLNJl5KrgBV5Ohf4ObA6t3cDR9QQ23Gkb7WsBNY2cgQcBtwHbMyPh9YQ2wTgeeDgQlvlOSMVrq3Aq6R3exe3yg/pNsKP8vG2GphVcVybSPe/G8fZdXnZj+f9uxJYDpxXcVwt9xswP+drA3BOlXHl9p8Cn+u3bJX5anV+qPQY83+Om5lZKb5VZWZmpbhwmJlZKS4cZmZWiguHmZmV4sJhZmaluHCYmVkpLhxmHUTSi3XHYLY3Lhxm/TT+C9jMmnPhsFElD7qzXtLC3PvqryVNyAPzXCnpIeACSTMkLVXfIEeNgXEekHSNpEckrZF0Sm4/VNJv8/JLJb0tt59ZGODncUmTJE2UdJ+k5UqDYg2q+/6B1pP0jfx33SvpZkmX5/bjJf0h92b8Z0knjnhSbfRp17/Ge/LUiRNp0J0g9fILcCNwOWmAqq8UllsFnJnnvwVck+cfAG7I82eQB/ABfgh8M8+/D1iR5+8qbGsiMDZPk3PbFFLXH41eHF4cIPam6wGzSF1PvIE0uM9G8kBIpO4npuf5U4H7694Hnvb9aewI1B6zfc2zEfFwnv8F8MU8fyuApIOBQyLiwdy+kL6u2iF3pBgRSyRNVhpydTapzyIi4n5Jh+Xf8zBwtaRFwO0RsSX3bvrt3CX9HtL4CIeTRi4ciFqsNxu4MyJezvHflR8nAu8Cbkt94wFp9DyzYXHhsNGofwdtjef/Hcb6Tcc9iIjvSPo9qSO6pZLOIg3h2QW8IyJelbQZOHAQ272oxXrNtg3pVvS/I2LGIH632aD5Mw4bjY6W9M48fyHwUPGHEbEDeKEwktungAcLi3wSQNJsUjfVO4AlpBM7kt4DPBcROyUdHxGrI2IBsAw4ETgY2J5P/u8ljY8+GK3Wewg4T9KB+SrjQ/nv2Ak8LemCHJckvX2Q2zJryVccNhqtA+ZJ+jHp84BrgS/0W2YecJ2kCaSxFT5T+NkLkh4BJpOGXAW4CrhJ0irgJfrGRrgsn+R3A38jDc86CbhL0jLSZxPrBxn3ombrRUSPpG5St97PkArUjrzORcC1kr4OjANuycuZDZm7VbdRRWmc5t9FxFuGuP4DpA+el41gWMMmaWJEvJgL3RLgkohYXndctn/yFYfZ/uF6SSeRPvNY6KJh7eQrDrMOI+mtpFHwil6JiFPriMesPxcOMzMrxd+qMjOzUlw4zMysFBcOMzMrxYXDzMxKceEwM7NS/g/4XoEr/aRetAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.semilogy(make2D('age_all', rdf), make2D('conviction_share_of_trigger_all', rdf))\n",
"plt.ylabel('triggers')\n",
"plt.xlabel('proposal_age')\n",
"plt.hlines(1,0,T, linestyle='--')"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [],
"source": [
"pos = {}\n",
"for ind in range(N):\n",
" i = last_parts[ind] \n",
" pos[i] = np.array([0, 2*ind-N])\n",
"\n",
"for ind in range(M):\n",
" j = last_props[ind] \n",
" pos[j] = np.array([1, 2*N/M *ind-N])\n",
"\n",
"#for i in last_parts:\n",
"#for j in last_props:\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [],
"source": [
"edges = [e for e in last_net.edges]\n",
"max_tok = np.max([last_net.edges[e]['tokens'] for e in edges])\n",
"\n",
"E = len(edges)\n",
"\n",
"node_color = np.empty((M+N,4))\n",
"node_size = np.empty(M+N)\n",
"\n",
"edge_color = np.empty((E,4))\n",
"cm = plt.get_cmap('Reds')\n",
"\n",
"cNorm = colors.Normalize(vmin=0, vmax=max_tok)\n",
"scalarMap = cmx.ScalarMappable(norm=cNorm, cmap=cm)"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [],
"source": [
"size_scale = 1/1000\n",
"\n",
"for j in last_props:\n",
" node_size[j] = last_net.nodes[j]['funds_requested']*size_scale\n",
" if last_net.nodes[j]['status']==\"candidate\":\n",
" node_color[j] = colors.to_rgba('blue')\n",
" elif last_net.nodes[j]['status']==\"active\":\n",
" node_color[j] = colors.to_rgba('orange')\n",
" elif last_net.nodes[j]['status']==\"completed\":\n",
" node_color[j] = colors.to_rgba('green')\n",
"\n",
"for i in last_parts: \n",
" node_size[i] = last_net.nodes[i]['holdings']*size_scale\n",
" node_color[i] = colors.to_rgba('red')\n",
"\n",
"included_edges = []\n",
"for ind in range(E):\n",
" e = edges[ind]\n",
" tokens = last_net.edges[e]['tokens']\n",
" if tokens >0:\n",
" included_edges.append(e)\n",
" #print(tokens)\n",
" edge_color[ind] = scalarMap.to_rgba(tokens)\n",
"\n",
"iE = len(included_edges)\n",
"included_edge_color = np.empty((iE,4))\n",
"for ind in range(iE):\n",
" e = included_edges[ind]\n",
" tokens = last_net.edges[e]['tokens']\n",
" included_edge_color[ind] = scalarMap.to_rgba(tokens)"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Tokens Staked by Partipants to Proposals')"
]
},
"execution_count": 58,
"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(last_net, pos=pos, node_size = node_size, node_color = node_color, edge_color = included_edge_color, edgelist=included_edges)\n",
"plt.title('Tokens Staked by Partipants to Proposals')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"\n",
"#make a version of this plot that cycles through the evol"
]
},
{
"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
}