diff --git a/.ipynb_checkpoints/conviction_cadCAD2-checkpoint.ipynb b/.ipynb_checkpoints/conviction_cadCAD2-checkpoint.ipynb new file mode 100644 index 0000000..9098ceb --- /dev/null +++ b/.ipynb_checkpoints/conviction_cadCAD2-checkpoint.ipynb @@ -0,0 +1,1444 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import networkx as nx\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import scipy.stats as sts\n", + "import seaborn as sns\n", + "%matplotlib inline\n", + "\n", + "#import conviction files\n", + "from conviction_helpers import *\n", + "from conviction_system_logic import *" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This notebook uses the differential games framework developed by BlockScience. It is currently in private beta, and building towards a full open source release.\n", + "\n", + "**Description:**\n", + "\n", + "cadCAD is a Python library that assists in the processes of designing, testing and validating complex systems through simulation. At its core, cadCAD is a differential games engine that supports parameter sweeping and Monte Carlo analyses and can be easily integrated with other scientific computing Python modules and data science workflows.\n", + "\n", + "To learn more about cadCAD, follow our [tutorial series](https://github.com/BlockScience/cadCAD-Tutorials/tree/master/01%20Tutorials)\n", + "\n", + "**Installing cadCAD:**\n", + "\n", + "cadCAD is in private beta. Tokens are issued to participants. Replace `` in the installation URL below\n", + "```bash\n", + "pip3 install cadCAD --extra-index-url https://@repo.fury.io/blockscience/\n", + "```\n", + "\n", + "If you'd like to participate in the beta program, contact cadcad [at] block [dot] science.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "#THIS policy is one of the main paramters of this system!\n", + "\n", + "#maximum share of funds a proposal can take\n", + "default_beta = .25 #later we should set this to be param so we can sweep it\n", + "# tuning param for the trigger function\n", + "default_rho = .1*default_beta**2\n", + "\n", + "def trigger_threshold(requested, funds, supply, beta=default_beta , rho=default_rho):\n", + " \n", + " share = requested/funds\n", + " if share < beta:\n", + " return rho*supply/(beta-share)**2\n", + " else: \n", + " return np.inf" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/Zargham/Documents/GitHub/conviction/conviction_helpers.py:158: RuntimeWarning: divide by zero encountered in log10\n", + " demo_data_Z0[sof_ind,ts_ind] = np.log10(trigger)\n", + "/Users/Zargham/Documents/GitHub/conviction/conviction_helpers.py:160: RuntimeWarning: invalid value encountered in double_scalars\n", + " demo_data_Z2[sof_ind,ts_ind] = trigger/tc #share of maximum possible conviction\n", + "/Users/Zargham/Documents/GitHub/conviction/conviction_helpers.py:161: RuntimeWarning: invalid value encountered in double_scalars\n", + " demo_data_Z3[sof_ind,ts_ind] = np.log10(trigger/tc)\n" + ] + } + ], + "source": [ + "dict1 = trigger_sweep('token_supply',trigger_threshold)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.15940000000000001, 1008990000.0, 'fixed alpha = 0.5')" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "trigger_plotter(dict1['share_of_funds'],\n", + " dict1['log10_trigger'], \n", + " 'log10_trigger',\n", + " dict1['total_supply'],\n", + " 'Token Supply')\n", + "axis = plt.axis()\n", + "plt.text(.2*axis[0]+.8*axis[1],axis[-1]*1.01, 'fixed alpha = 0.5')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "dict2 = trigger_sweep('alpha',trigger_threshold)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "dict_keys(['log10_trigger', 'trigger', 'share_of_max_conv', 'log10_share_of_max_conv', 'alpha', 'share_of_funds'])" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dict2.keys()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "trigger_plotter(dict2['share_of_funds'],\n", + " dict2['log10_share_of_max_conv'], \n", + " 'Log10 Share of Conviction Required to Pass',\n", + " dict2['alpha'],\n", + " 'alpha')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "n= 35 #initial participants\n", + "m= 3 #initial proposals\n", + "\n", + "initial_sentiment = .7\n", + "\n", + "network, initial_funds, initial_supply, total_requested = initialize_network(n,m,total_funds_given_total_supply,trigger_threshold)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note from Kris, consider: substitutibility of proposals st when a substitute passes, affinity for the others goes away; this will make the process more realistic because proposals will end up never passing.\n", + "\n", + "implementation notes:\n", + "- create substitutability matrix (proposal x proposal)\n", + "- update accounting when thing pass: change affinities and should affect sentiments\n", + "- define a new 'type' of proposals for tracking 'dead' ones (no longer candidates = zero tokens in support)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "proposals = get_nodes_by_type(network, 'proposal')\n", + "participants = get_nodes_by_type(network, 'participant')\n", + "\n", + "supporters = get_edges_by_type(network, 'support')\n", + "influencers = get_edges_by_type(network, 'influence')\n", + "competitors = get_edges_by_type(network, 'conflict')" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'type': 'proposal',\n", + " 'conviction': 0,\n", + " 'status': 'candidate',\n", + " 'age': 0,\n", + " 'funds_requested': 89026.13634431336,\n", + " 'trigger': 4438.095706916903}" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#sample proposal\n", + "network.nodes[proposals[0]]" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'type': 'participant',\n", + " 'holdings': 570.1459900261814,\n", + " 'sentiment': 0.9512015080497604}" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#sample participant\n", + "network.nodes[participants[0]]" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'affinity': 0.014451435550625114,\n", + " 'tokens': 0,\n", + " 'conviction': 0,\n", + " 'type': 'support'}" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#sample relationship participant to proposal\n", + "network.edges[supporters[0]]" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'influence': 5.586177183099282, 'type': 'influence'}" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "network.edges[influencers[0]]" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'conflict': 0.8113036023446017, 'type': 'conflict'}" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "network.edges[competitors[0]]" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Participants Social Network')" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "nx.draw_kamada_kawai(network, nodelist = participants, edgelist=influencers)\n", + "plt.title('Participants Social Network')" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Proposals Conflict Network')" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "nx.draw_kamada_kawai(network, nodelist = proposals, edgelist=competitors, node_color='b')\n", + "plt.title('Proposals Conflict Network')" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Histogram of Participants Token Holdings')" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist([ network.nodes[i]['holdings'] for i in participants])\n", + "plt.title('Histogram of Participants Token Holdings')" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Histogram of Proposals Funds Requested')" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist([ network.nodes[i]['funds_requested'] for i in proposals])\n", + "plt.title('Histogram of Proposals Funds Requested')" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "affinities = np.empty((n,m))\n", + "for i_ind in range(n):\n", + " for j_ind in range(m):\n", + " i = participants[i_ind]\n", + " j = proposals[j_ind]\n", + " affinities[i_ind][j_ind] = network.edges[(i,j)]['affinity']" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 121.63714285714283, 'participant_id')" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "dims = (20, 5)\n", + "fig, ax = plt.subplots(figsize=dims)\n", + "\n", + "sns.heatmap(affinities.T,\n", + " xticklabels=participants,\n", + " yticklabels=proposals,\n", + " square=True,\n", + " cbar=True,\n", + " ax=ax)\n", + "\n", + "plt.title('affinities between participants and proposals')\n", + "plt.ylabel('proposal_id')\n", + "plt.xlabel('participant_id')" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.9]\n" + ] + } + ], + "source": [ + "#power of 1 token forever\n", + "conviction_capactity = [10]\n", + "alpha = [1-1/cc for cc in conviction_capactity]\n", + "print(alpha)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "params= {\n", + " 'sensitivity': [.75],\n", + " 'tmin': [7], #unit days; minimum periods passed before a proposal can pass\n", + " 'sentiment_decay': [.001], #termed mu in the state update function\n", + " 'alpha': alpha,\n", + " 'base_completion_rate': [10],\n", + " 'trigger_func': [trigger_threshold]\n", + " }" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "function" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "type(trigger_threshold)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "# # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # \n", + "# Settings of general simulation parameters, unrelated to the system itself\n", + "# `T` is a range with the number of discrete units of time the simulation will run for;\n", + "# `N` is the number of times the simulation will be run (Monte Carlo runs)\n", + "time_periods_per_run = 1000\n", + "monte_carlo_runs = 1\n", + "\n", + "from cadCAD.configuration.utils import config_sim\n", + "simulation_parameters = config_sim({\n", + " 'T': range(time_periods_per_run),\n", + " 'N': monte_carlo_runs,\n", + " 'M': params\n", + "})" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[{'N': 1,\n", + " 'T': range(0, 1000),\n", + " 'M': {'sensitivity': 0.75,\n", + " 'tmin': 7,\n", + " 'sentiment_decay': 0.001,\n", + " 'alpha': 0.9,\n", + " 'base_completion_rate': 10,\n", + " 'trigger_func': }}]" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "simulation_parameters" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "initial_conditions = {'network':network,\n", + " 'supply': initial_supply,\n", + " 'funds':initial_funds,\n", + " 'sentiment': initial_sentiment}" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'network': ,\n", + " 'supply': 27015.659260348395,\n", + " 'funds': 729845.845271248,\n", + " 'sentiment': 0.7}" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "initial_conditions" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "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": 28, + "metadata": {}, + "outputs": [], + "source": [ + "from cadCAD.configuration import append_configs\n", + "# # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #\n", + "# The configurations above are then packaged into a `Configuration` object\n", + "append_configs(\n", + " initial_state=initial_conditions, #dict containing variable names and initial values\n", + " partial_state_update_blocks=partial_state_update_blocks, #dict containing state update functions\n", + " sim_configs=simulation_parameters #dict containing simulation parameters\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "from tabulate import tabulate\n", + "from cadCAD.engine import ExecutionMode, ExecutionContext, Executor\n", + "from cadCAD import configs\n", + "import pandas as pd\n", + "\n", + "exec_mode = ExecutionMode()\n", + "multi_proc_ctx = ExecutionContext(context=exec_mode.multi_proc)\n", + "run = Executor(exec_context=multi_proc_ctx, configs=configs)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "multi_proc: []\n", + "[]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/Zargham/Documents/GitHub/conviction/conviction_system_logic.py:238: RuntimeWarning: invalid value encountered in double_scalars\n", + " force = grants_completed/grants_outstanding\n", + "/Users/Zargham/Documents/GitHub/conviction/conviction_system_logic.py:361: RuntimeWarning: divide by zero encountered in double_scalars\n", + " force = proposals_accepted/proposals_outstanding\n", + "/Users/Zargham/Documents/GitHub/conviction/conviction_system_logic.py:104: RuntimeWarning: divide by zero encountered in double_scalars\n", + " new_proposal = bool(rv2<1/proposal_rate)\n", + "/Users/Zargham/Documents/GitHub/conviction/conviction_system_logic.py:238: RuntimeWarning: divide by zero encountered in double_scalars\n", + " force = grants_completed/grants_outstanding\n" + ] + } + ], + "source": [ + "i = 0\n", + "verbose = False\n", + "results = {}\n", + "for raw_result, tensor_field in run.execute():\n", + " result = pd.DataFrame(raw_result)\n", + " if verbose:\n", + " print()\n", + " print(f\"Tensor Field: {type(tensor_field)}\")\n", + " print(tabulate(tensor_field, headers='keys', tablefmt='psql'))\n", + " print(f\"Output: {type(result)}\")\n", + " print(tabulate(result, headers='keys', tablefmt='psql'))\n", + " print()\n", + " results[i] = {}\n", + " results[i]['result'] = result\n", + " results[i]['simulation_parameters'] = simulation_parameters[i]\n", + " i += 1\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "df = results[0]['result']" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "df.plot(x='timestep', y='funds')" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "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": 36, + "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": 37, + "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": 38, + "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": 39, + "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": 40, + "metadata": {}, + "outputs": [], + "source": [ + "rdf= df[df.substep==4].copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [], + "source": [ + "last_net= df.network.values[-1]\n", + "last_props=get_nodes_by_type(last_net, 'proposal')\n", + "M = len(last_props)\n", + "last_parts=get_nodes_by_type(last_net, 'participant')\n", + "N = len(last_parts)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "affinities = np.empty((N,M))\n", + "for i_ind in range(N):\n", + " for j_ind in range(M):\n", + " i = last_parts[i_ind]\n", + " j = last_props[j_ind]\n", + " affinities[i_ind][j_ind] = last_net.edges[(i,j)]['affinity']" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 545.3181818181818, 'participant_id')" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "dims = (100, 25)\n", + "fig, ax = plt.subplots(figsize=dims)\n", + "\n", + "sns.heatmap(affinities.T,\n", + " xticklabels=last_parts,\n", + " yticklabels=last_props,\n", + " square=True,\n", + " cbar=True,\n", + " ax=ax)\n", + "\n", + "plt.title('affinities between participants and proposals')\n", + "plt.ylabel('proposal_id')\n", + "plt.xlabel('participant_id')" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "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": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 1., 1., 1., ..., nan, nan, nan],\n", + " [ 2., 2., 2., ..., nan, nan, nan],\n", + " [ 3., 3., 3., ..., nan, nan, nan],\n", + " ...,\n", + " [ 998., 998., 998., ..., 143., 136., 106.],\n", + " [ 999., 999., 999., ..., 144., 137., 107.],\n", + " [1000., 1000., 1000., ..., 145., 138., 108.]])" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "make2D('age_all', rdf)" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "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": 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": [ + "
" + ] + }, + "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": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(make2D('age_all', rdf), make2D('triggers_all', rdf))\n", + "plt.ylabel('triggers')\n", + "plt.xlabel('proposal_age')" + ] + }, + { + "cell_type": "code", + "execution_count": 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": [ + "
" + ] + }, + "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": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "T = time_periods_per_run\n", + "plt.loglog(rdf.timestep,make2D('conviction_share_of_trigger_all', rdf))\n", + "plt.title('conviction_share_of_trigger')\n", + "plt.xlabel('time $t$')\n", + "plt.ylabel('conviction_share_of_trigger')\n", + "plt.hlines(1,0,T, linestyle='--')" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.loglog(make2D('age_all', rdf), make2D('conviction_share_of_trigger_all', rdf))\n", + "plt.ylabel('triggers')\n", + "plt.xlabel('proposal_age')\n", + "plt.hlines(1,0,T, linestyle='--')" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [], + "source": [ + "nets = rdf.network.values" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "snap_plot(nets[-1:], ani=False, savefigs=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.8" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/__pycache__/conviction_helpers.cpython-36.pyc b/__pycache__/conviction_helpers.cpython-36.pyc index 84346bc..3626e79 100644 Binary files a/__pycache__/conviction_helpers.cpython-36.pyc and b/__pycache__/conviction_helpers.cpython-36.pyc differ diff --git a/__pycache__/conviction_system_logic2.cpython-36.pyc b/__pycache__/conviction_system_logic2.cpython-36.pyc new file mode 100644 index 0000000..111f343 Binary files /dev/null and b/__pycache__/conviction_system_logic2.cpython-36.pyc differ diff --git a/conviction_cadCAD.ipynb b/conviction_cadCAD.ipynb index 1548bef..0b5c1c9 100644 --- a/conviction_cadCAD.ipynb +++ b/conviction_cadCAD.ipynb @@ -229,8 +229,8 @@ " 'conviction': 0,\n", " 'status': 'candidate',\n", " 'age': 0,\n", - " 'funds_requested': 89026.13634431336,\n", - " 'trigger': 4438.095706916903}" + " 'funds_requested': 76004.9165822238,\n", + " 'trigger': 1911.7540934361125}" ] }, "execution_count": 10, @@ -252,8 +252,8 @@ "data": { "text/plain": [ "{'type': 'participant',\n", - " 'holdings': 570.1459900261814,\n", - " 'sentiment': 0.9512015080497604}" + " 'holdings': 899.7297436837233,\n", + " 'sentiment': 0.7243294825269956}" ] }, "execution_count": 11, @@ -274,7 +274,7 @@ { "data": { "text/plain": [ - "{'affinity': 0.014451435550625114,\n", + "{'affinity': 0.006885421446880757,\n", " 'tokens': 0,\n", " 'conviction': 0,\n", " 'type': 'support'}" @@ -298,7 +298,7 @@ { "data": { "text/plain": [ - "{'influence': 5.586177183099282, 'type': 'influence'}" + "{'influence': 4.311864724268468, 'type': 'influence'}" ] }, "execution_count": 13, @@ -318,16 +318,36 @@ { "data": { "text/plain": [ - "Text(0.5, 1.0, 'Participants Social Network')" + "{'conflict': 0.9269205901765302, 'type': 'conflict'}" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" + } + ], + "source": [ + "network.edges[competitors[0]]" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Participants Social Network')" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -343,7 +363,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -352,13 +372,13 @@ "Text(0.5, 1.0, 'Proposals Conflict Network')" ] }, - "execution_count": 15, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -374,7 +394,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -383,13 +403,13 @@ "Text(0.5, 1.0, 'Histogram of Participants Token Holdings')" ] }, - "execution_count": 16, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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2CZI0yNAt7qdW1YHAEcCrkhwytUFVramqlVW1cmJiYkGLlCT92qDgrqpr+/8bgM8BB42zKEnSzOYM7iS7JHnQ5G3gMOCicRcmSZrekGPcjwA+l2Sy/aeq6itjrUqSNKM5g7uqrgSetBVqkSQN4McBJakxBrckNcbglqTGGNyS1BiDW5IaY3BLUmMMbklqjMEtSY0xuCWpMQa3JDXG4JakxhjcktQYg1uSGmNwS1JjDG5JaozBLUmNMbglqTGDgzvJsiTfS/KlcRYkSZrdfLa4XwusG1chkqRhBgV3kr2A5wAfGm85kqS5DN3ifg/weuBXMzVIsirJ2iRrN27cuCDFSZLubc7gTvK7wIaqOne2dlW1pqpWVtXKiYmJBStQknRPQ7a4nwo8N8l64BTgGUk+MdaqJEkzmjO4q+oNVbVXVa0AjgHOrKoXj70ySdK0/By3JDVmh/k0rqqzgLPGUokkaRC3uCWpMQa3JDXG4JakxhjcktQYg1uSGmNwS1JjDG5JaozBLUmNMbglqTEGtyQ1xuCWpMYY3JLUGINbkhpjcEtSYwxuSWqMwS1JjTG4JakxQ67yvnOS7yS5IMnFSf5qaxQmSZrekEuX/RJ4RlXdnmRH4BtJvlxV3x5zbZKkacwZ3FVVwO393R37vxpnUZKkmQ06xp1kWZLzgQ3AGVV1zjRtViVZm2Ttxo0bF7pOSVJvUHBX1eaqejKwF3BQkv2nabOmqlZW1cqJiYmFrlOS1JvXp0qqahNwFnD4WKqRJM1pyKdKJpI8pL/9AOCZwCXjLkySNL0hnyrZA/hokmV0Qf+ZqvrSeMuSJM1kyKdKLgQO2Aq1SJIG8JuTktQYg1uSGmNwS1JjDG5JaozBLUmNMbglqTEGtyQ1xuCWpMYY3JLUGINbkhpjcEtSYwxuSWqMwS1JjTG4JakxBrckNcbglqTGGNyS1Jgh15x8dJKvJ1mX5OIkr90ahUmSpjfkmpN3AX9eVecleRBwbpIzquoHY65NkjSNObe4q+q6qjqvv30bsA7Yc9yFSZKmN2SL+25JVtBdOPicacatAlYBLF++fAFK01K2YvXpi13CVrX+xOcsdgnblcV6fm2t9Tz45GSSXYHPAsdX1a1Tx1fVmqpaWVUrJyYmFrJGSdKIQcGdZEe60P5kVZ023pIkSbMZ8qmSAB8G1lXVu8ZfkiRpNkO2uJ8KvAR4RpLz+78jx1yXJGkGc56crKpvANkKtUiSBvCbk5LUGINbkhpjcEtSYwxuSWqMwS1JjTG4JakxBrckNcbglqTGGNyS1BiDW5IaY3BLUmMMbklqjMEtSY0xuCWpMQa3JDXG4JakxhjcktSYIdecPCnJhiQXbY2CJEmzG7LF/RHg8DHXIUkaaM7grqqzgZu2Qi2SpAHmvFjwUElWAasAli9fvlCTlZaEFatPX7R5rz/xOYs2b43Hgp2crKo1VbWyqlZOTEws1GQlSVP4qRJJaozBLUmNGfJxwJOBbwH7Jrk6ySvGX5YkaSZznpysqhdujUIkScN4qESSGmNwS1JjDG5JaozBLUmNMbglqTEGtyQ1xuCWpMYY3JLUGINbkhpjcEtSYwxuSWqMwS1JjTG4JakxBrckNcbglqTGGNyS1BiDW5IaMyi4kxye5NIklydZPe6iJEkzG3LNyWXA3wFHAPsBL0yy37gLkyRNb8gW90HA5VV1ZVXdAZwCHDXesiRJM5nzYsHAnsBVI/evBv7N1EZJVgGr+ru3J7l0YA27Az8Z2LZ19nVp2qb7mncs2KS26X4usC3q631c1nsPbTgkuDPNsLrXgKo1wJqhM7574snaqlo538e1yL4uTdtLX7eXfsK239chh0quBh49cn8v4NrxlCNJmsuQ4P4u8Lgk+yTZCTgG+MJ4y5IkzWTOQyVVdVeSVwNfBZYBJ1XVxQtYw7wPrzTMvi5N20tft5d+wjbe11Td63C1JGkb5jcnJakxBrckNWZRg3spfpU+yfok309yfpK1/bCHJjkjyWX9/9364UnyP/r+X5jkwMWtfmZJTkqyIclFI8Pm3a8kL+vbX5bkZYvRl7nM0Ne3JLmmX6/nJzlyZNwb+r5emuTZI8O36ed3kkcn+XqSdUkuTvLafviSW6+z9LXN9VpVi/JHd6LzCuAxwE7ABcB+i1XPAvZrPbD7lGH/HVjd314NvKO/fSTwZbrPyh8MnLPY9c/Sr0OAA4GLtrRfwEOBK/v/u/W3d1vsvg3s61uAv5im7X79c/f+wD79c3pZC89vYA/gwP72g4B/7vuz5NbrLH1tcr0u5hb39vRV+qOAj/a3Pwo8b2T4x6rzbeAhSfZYjALnUlVnAzdNGTzffj0bOKOqbqqqm4EzgMPHX/38zNDXmRwFnFJVv6yqHwKX0z23t/nnd1VdV1Xn9bdvA9bRfVN6ya3XWfo6k216vS5mcE/3VfrZFmQrCvhaknP7nwEAeERVXQfdEwh4eD+89WUw33613t9X94cITpo8fMAS6WuSFcABwDks8fU6pa/Q4HpdzOAe9FX6Bj21qg6k+zXFVyU5ZJa2S3UZzNSvlvv7PuCxwJOB64C/6Yc339ckuwKfBY6vqltnazrNsNb72uR6XczgXpJfpa+qa/v/G4DP0e1a3TB5CKT/v6Fv3voymG+/mu1vVd1QVZur6lfAB+nWKzTe1yQ70gXZJ6vqtH7wklyv0/W11fW6mMG95L5Kn2SXJA+avA0cBlxE16/JM+0vA/5Pf/sLwEv7s/UHA7dM7qI2Yr79+ipwWJLd+l3Sw/ph27wp5x6Opluv0PX1mCT3T7IP8DjgOzTw/E4S4MPAuqp618ioJbdeZ+prs+t1kc/0Hkl3dvcK4E2LWcsC9ecxdGeZLwAunuwT8DDgH4HL+v8P7YeH7iIVVwDfB1Yudh9m6dvJdLuSd9JtdbxiS/oFvJzuRM/lwHGL3a959PXjfV8upHuh7jHS/k19Xy8FjhgZvk0/v4Gn0e3mXwic3/8duRTX6yx9bXK9+pV3SWqM35yUpMYY3JLUGINbkhpjcEtSYwxuSWqMwS1JjTG4Jakx/x/Ziji8BkNDZwAAAABJRU5ErkJggg==\n", 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\n", 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" ] @@ -407,7 +427,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -416,13 +436,13 @@ "Text(0.5, 1.0, 'Histogram of Proposals Funds Requested')" ] }, - "execution_count": 17, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -440,7 +460,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -454,7 +474,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -463,13 +483,13 @@ "Text(0.5, 121.63714285714283, 'participant_id')" ] }, - "execution_count": 19, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -498,7 +518,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -518,7 +538,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -534,7 +554,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -543,7 +563,7 @@ "function" ] }, - "execution_count": 22, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -554,7 +574,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -575,7 +595,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -591,7 +611,7 @@ " 'trigger_func': }}]" ] }, - "execution_count": 24, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -602,7 +622,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -614,19 +634,19 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'network': ,\n", - " 'supply': 27015.659260348395,\n", - " 'funds': 729845.845271248,\n", + "{'network': ,\n", + " 'supply': 33548.84968598687,\n", + " 'funds': 1125525.315252941,\n", " 'sentiment': 0.7}" ] }, - "execution_count": 26, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -637,7 +657,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -692,7 +712,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ @@ -708,7 +728,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -724,7 +744,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 31, "metadata": { "scrolled": true }, @@ -733,8 +753,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "multi_proc: []\n", - "[]\n" + "multi_proc: []\n", + "[]\n" ] }, { @@ -774,7 +794,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ @@ -783,22 +803,22 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 32, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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E4MnrhjDulISAK4puChYRiWrTFm3nZ/9aTkwj458/OJMh3dsHXVLUU7CISNR68L3VPP3ZZjq2jOXtO0aQ1L5F0CWdEBQsIhJ1SsoquOmFRcxNz2VA1zZM+/6ZtGyqX3f1RUtaRKLKzoIDXPXUfDLyD3DF4ET+fPUgQhdLl/qiYBGRqFF4sJQrJ81nx54D/HJcP/7nHN1HJQgKFhGJCuk5hVz11Hzy95cycWxfhUqAFCwi0uDNWJXF918K3dnjkf8apEveB0zBIiIN2htfZnDPtGW0jI1h6q1nckpS26BLOuEpWESkQfv3yiwAPp84inYtYgOuRqD2tyYWEYlIW3bvY3jPDgqVCKJgEZEGyTnHr95eyfrsIk7q0DLocqQSbQoTkQZnV2ExNzz/Basy9zK4ezsmju0bdElSiYJFRBqcn76+jFWZe7lpRA/+3yX9dAJkhFGwiEiDUVxWzm0vf8nsdbu4YnAiv7q0f9AlSRUULCLSIGzJ3cc1kxeQtfcgF5+SwB++o5t0RSoFi4hEvHeWZXLnq0sAeGD8AK4/MznYgqRaChYRiVjFZeX87PXlvL00k7bNm/DiTWcwqFu7oMuSGihYRCQircos4MbnF5FTWMyovp15/NrBuvR9A6H/JRGJKM45npy9kYdnrAPgwW8P5LphJwVclRwNBYuIRIysgoP84OXFLN2+h55xLXlmQio9O7UKuiw5SjWeeW9mzczsCzNbZmarzOw3vr2HmS00sw1m9pqZxfr2pv51un8/udK87vXt68zsokrtY3xbuplNrNRe5RgiEn3eWrKDkX+cxdLte7hxRDIf3XOuQqWBqs0lXYqBUc65QcBpwBgzGw78EXjEOZcC5AM3+/43A/nOud7AI74fZtYfuAYYAIwBnjSzGDOLAZ4AxgL9gWt9X6oZQ0SiRMGBUm6Zsoj/fW0prZs15rVbh3P/pQNo1EgnPTZUNQaLCynyL5v4hwNGAa/79inA5X56vH+Nf/8CC50WOx6Y6pwrds5tBtKBM/wj3Tm3yTlXAkwFxvvPHGkMEYkCH6/JZsRDs/hoTQ6XDerKvIkXMKxnx6DLkuNUq30sfq1iMdCb0NrFRmCPc67Md8kAEv10IrAdwDlXZmYFQEffvqDSbCt/Zvth7cP8Z440hog0YEXFZdz7xgreWZZJy9gYJn9vKKMHdAm6LAmTWgWLc64cOM3M2gFvAv2q6uafq1p/ddW0V7XWVF3//2BmtwK3AnTv3r2qLiISIWatzebuqUspPFjG6P7xPHzlINq2aBJ0WRJGR3VUmHNuj5nNBoYD7cyssV+jSAIyfbcMoBuQYWaNgbZAXqX2Qyp/pqr23GrGOLyuycBkgNTU1CrDR0SCVXCglF+8sYL3VuykZWwMk64bwthTEoIuS+pAbY4K6+TXVDCz5sCFwBrgE+BK320C8Lafnu5f49+f5Zxzvv0af9RYDyAF+AJYBKT4I8BiCe3gn+4/c6QxRKQBmbEqixEPzeK9FTsZO7AL8yZeoFCJYrVZY0kApvj9LI2Aac65d81sNTDVzH4HLAGe9f2fBV4ys3RCayrXADjnVpnZNGA1UAbc7jexYWZ3ADOAGOA559wqP6+fH2EMEWkA8vaVcO8by5mxKpvWTRvzzPWpXNg/PuiypI5ZaMUgeqSmprq0tLSgyxA5oTnneG3Rdu6fvorisgouHdSV310+kLbNtS8lUpnZYudcajjmpTPvRSSs0nOK+Mk/l7F0+x46tW7KI1efxsiUuKDLknqkYBGRsCivcDw8Yx1PzdkIwP+c3YOfjelLk5janIct0UTBIiLHbW3WXm56fhGZBQc5JbEtf7l6ECnxrYMuSwKiYBGR4zJ7XQ7ff2kxxWUV3H9pf244K1n3oD/BKVhE5Jhk5O/nvrdWMnvdLlrGxjDt9hG6CZcAChYROUqH3y/lqqFJ3HdJfx3xJV9RsIhIra3KLOAXb6xgWUYB/RPa8KcrT2VgYtugy5IIo2ARkRrtLirm9++v5V9fZgBw56je/OjCPrq0vVRJwSIiR1RaXsFTszfy+Kx0SsoruKBvZ3592QC6dWgRdGkSwRQsIvIfnHO8tXQHD763htyiElI6t+K3lw9kuO6VIrWgYBGRb5i3MZcH3lnN2qxC2rVowp++cypXpSbpEGKpNQWLiAChkxwffG8Nn23IpUmMcfcFKfzw/F40bRwTdGnSwChYRE5wew+W8vv31jB1UehGrt8d1p2fjj6Z9i1jA65MGioFi8gJ6mBpOX+fs4lJc9I5WFrBhf3iuf/S/toxL8dNwSJygiktr+CFz7fw2KwNFB4so098K+4d14/zT+4cdGkSJRQsIieIsvIKXl6wlcdmpZO3r4RuHZrzhytO4ZJTuwZdmkQZBYtIlCsrr+CVhdt4fNYGcotK6Nq2Gf931SC+MyRRR3pJnVCwiESpkrIKXlm4lSc+SSe3qISEts146IpTuDq1m86YlzqlYBGJMgdLy3lh3hb+Pmcj+ftLSWzXnD9+5xSuGqpAkfqhYBGJEgUHSnl27maem7uZouIykju24L6L+3OFNnlJPVOwiESBZz7bxJ9mrKOkrIJ+CW24c1Rvxg7sokCRQChYRBq49JwifvfeGlrGxvDszWdwdkqnoEuSE5yCRaSBWp9dyMMz1jFzdTYAk69PZUTvuICrElGwiDQ4e/aX8NzczTz+STrOwRVDErn9/N706tQq6NJEAAWLSIOxbfd+/v7pRqalbae03DGoWzv+fNUgendWoEhkqTFYzKwb8CLQBagAJjvnHjWzDsBrQDKwBbjaOZdvob2FjwLjgP3ADc65L/28JgD3+Vn/zjk3xbcPBV4AmgPvA3c759yRxjjuf7VIA7JoSx5/n7OJj9aENnmdnRLHbef14qxe2uwlkak2ayxlwI+dc1+aWWtgsZnNBG4APnbOPWRmE4GJwM+BsUCKfwwDJgHDfEjcD6QCzs9nug+KScCtwAJCwTIG+MDPs6oxRKKec45bpqTx8docGhlcOTSJ75/Tk5T41kGXJlKtGoPFObcT2OmnC81sDZAIjAfO892mALMJ/dIfD7zonHPAAjNrZ2YJvu9M51wegA+nMWY2G2jjnJvv218ELicULEcaQySqzduYy9/nbGLO+l0M79mBJ747hI6tmgZdlkitHNU+FjNLBgYDC4F4Hzo453aa2aFLoyYC2yt9LMO3VdeeUUU71YxxeF23ElrjoXv37kfzTxKJGBUVjg9WZjFpTjord+ylcSPj+jNPYuLYvrSI1e5QaThq/dNqZq2AfwH/65zbW82JV1W94Y6hvdacc5OByQCpqalH9VmRoO3ZX8JL87fy0oKt5BQW07ppY350YR8mnHUS7VroZlvS8NQqWMysCaFQecU594ZvzjazBL8mkQDk+PYMoFuljycBmb79vMPaZ/v2pCr6VzeGSIO3IqOAKfO38NaSHZRVOPrEt+KuC1K4cmgSzZrodsDScNXmqDADngXWOOf+Uumt6cAE4CH//Hal9jvMbCqhnfcFPhhmAL83s/a+32jgXudcnpkVmtlwQpvYrgcer2EMkQbpQEk5byzJ4B8Lt7Eqcy8AF/brzE0jenCWTm6UKFGbNZYRwPeAFWa21Lf9gtAv+2lmdjOwDbjKv/c+oUON0wkdbnwjgA+Q3wKLfL8HDu3IB27j68ONP/APqhlDpEFZn13Ic3M38+aSHRSXVRDXKpY7R/XmumEn0aVts6DLEwkrCx28FT1SU1NdWlpa0GWIALA8Yw+vfrGdV7/YBsB5J3fi2jO6861+8bqEvUQUM1vsnEsNx7x0qIlImOXtK+GNLzP4Z1oG67ILAfhW/3h+Ma4fPeJaBlydSN1TsIiEQUWFY876XUxL286MVVlUOEhq35wfXdiHq09PIqFt86BLFKk3ChaR47C7qJipi7bz/OebyS0qoUmMcemgrlxzeneG9+yg+6HICUnBInKUDpSU8+HqLN5csoM563fhHPRLaMM93zqZy07rSqum+lrJiU3fAJFaKCuvYM76XUxflsmMVVkcLK2gddPGXD20G1cMSeSMHlo7ETlEwSJyBBUVjnkbd/POskzeX7mTwoNlNIkxLuwXz/jTujKqbzyxjRsFXaZIxFGwiFRSUeFYvC2ft5fu4N3lO9mzv5RGBuf06cSlp3ZlzMAutNSmLpFq6RsiJ7yKCseX2/L5YGUWby/NJLeomJhGxlm9OnLxKQmMGdhF1+wSOQoKFjkhFZeVs2BTHjNWZTFzdTa7Cotp3Mg47+ROXHJqV87v25m2zZsEXaZIg6RgkRNGwf5SZq/PYebqbOas20VhcRlNGzfinD6duGhAFy7s11lrJiJhoGCRqOWcY1PuPmatyeHjtdks2pJPeYWjfYsmfGtAPBcN6MLZKXG614lImOkbJVHlYGk58zftZs66XXyyLoetu/cD0LNTS24Z2YNRfTuTmtyBGF2nS6TOKFikwcvZe5CP1uTw71VZLNy0m+KyCmJjGjG8V0cmnJnMBf06c1JHXaNLpL4oWKRBKimr4N+rspg0eyNrdobua9KtQ3OuTu3G+X07MbxnR23iEgmIvnnSIDjnWJ9dxOfpucxNz2Xhpt3sKymnY8tYfnrRyYzsHcepSW119rtIBFCwSET7ZF0Ob365g3kbd5NbVAyErhp86aCunJ3SiXNP7qRrc4lEGH0jJSLl7D3IZxty+fE/lwFw8akJjOgVx4jeHbW/RCTCKVgkIuTtK2Hhpt0s3JzHpxt2sWnXPgC6tm3GCzedQZ/41gFXKCK1pWCRQOTvK2Fuei6LtuSxYNNu1mcXAdC0cSPO6NGBK4cmMaJXHAO6tqFxjC70KNKQKFikXhXsL2Xh5t3cM20ZRcVlNGvSiKEnteeSU7syvGdHBnVrS9PGMUGXKSLHQcEidSqr4CDzNuayeGs+aVvyWZ9TiHMQG9OI31w2gO8O604TrZGIRBUFi4RNRYVjy+59LN6az5fb8vlicx4b/b6SlrExDO7enrGndOGM5A6c1r2dzjMRiVL6Zssx21VYzIode1i6bQ9LMwpYtn0PBQdKAWjTrDFDTmrPtwcnct7JnemX0EaXURE5QShYpFZ2FxWzYkcBqzL3sjxjDysyCsgsOAhAI4M+8a0ZM6ALg7u3Y3D39qR0bkUjBYnICanGYDGz54BLgBzn3EDf1gF4DUgGtgBXO+fyLXTa86PAOGA/cINz7kv/mQnAfX62v3POTfHtQ4EXgObA+8Ddzjl3pDGO+18s1XLOkZF/gDU797Iqcy+rd+5l5Y4CdvoQATipYwuGJnfgxsS2nJrUloGJbXVXRRH5Sm1+G7wA/A14sVLbROBj59xDZjbRv/45MBZI8Y9hwCRgmA+J+4FUwAGLzWy6D4pJwK3AAkLBMgb4oJoxpA7MXpfDG4ed4W4GPeNacnpyBwYmtmFg17YMSGyrG2CJSLVqDBbn3KdmlnxY83jgPD89BZhN6Jf+eOBF55wDFphZOzNL8H1nOufyAMxsJjDGzGYDbZxz8337i8DlhILlSGPIcSrYX8rarL2syy5kzc5C1mbtZcm2PQCMGdCFESmh80f6dmmtHewictSO9bdGvHNuJ4BzbqeZdfbticD2Sv0yfFt17RlVtFc3hhylj1ZnM3/TbtZnF7I+u5DsvcVfvdemWWP6JbThhrOSmXBWMj3idLkUETk+4f5ztKq9te4Y2o9uULNbCW1Oo3v37kf78ah2/9srmTJ/KwADE9swolccfbq05uT41vRNaE2XNs10RWARCatjDZZsM0vwaxIJQI5vzwC6VeqXBGT69vMOa5/t25Oq6F/dGP/BOTcZmAyQmpp61MEUDQ6WlrNp1z425BSyLquQDTlFrMsqZFvefhLbNeeje86leazOaBeRuneswTIdmAA85J/frtR+h5lNJbTzvsAHwwzg92bW3vcbDdzrnMszs0IzGw4sBK4HHq9hDPGmpW3nw1VZpOcUsS1vPxU+UmMaGT3iWnJKYluuHJrE9WeepFARkXpTm8ONXyW0thFnZhmEju56CJhmZjcD24CrfPf3CR1qnE7ocOMbAXyA/BZY5Ps9cGhHPnAbXx9u/IF/UM0YQihUfvb6cprEGN/qH89lpyWS0rkVfeJbkxzXQtfbEpHAWOgAruiRllDpAAAIpUlEQVSRmprq0tLSgi4jrJxzzN+0m9WZe0nPKWJDThGLt4ZO6Vn1m4t0DomIHDczW+ycSw3HvPQbqQHYkFPEd59eCED7Fk1IiW/NdcO6852hSQoVEYk4+q0UwXYVFjNrbTZvLtkBwHM3pDKqb3zAVYmIVE/BEmH2HizllQXb+Dw9l7npuQA0bmQM6NqGYT06BlydiEjNFCwBcs6xZPseNuYUkbnnIMsz9vDx2tBR1V3bNuOO83tzTp9ODOneTndRFJEGQ8ESgLLyCt5fmcUHK3bywcqsr9o7t27K6P7xXH9mMiNT4gKsUETk2ClY6sm+4jIe+3gDK3YUMG/jbiB0kccecS3523cH06tTK5o10SHCItLwKVjqUFFxGY9+tJ512UV8un4XAEntm3PN6d0Y3rMj405JILaxNnGJSHRRsISJc468fSVk7jnIptwiPtuQy8drssnfX0rXts24amgSI1PiGH9aYs0zExFpwBQsx8g5R/7+Uu57awVrswrJ3HOAg6UVX73foWUsKfGtGdytHT8f01d3UxSRE4aCpRacc/7+7gW8vTSTtVl72Z53gAOl5QAkd2zBfw87ia7tmtO1XTMS27Wgf1fd411ETkwKlsOUVzjy95ewaHMez87dzK6iYrIKDlJcFlobMYML+nZmZO9OdG3XjF6dW3F27zgdDiwi4p3wwbK/pIx/fbmDdVl7+WTtLrL3HqSs4uvrp407pQuj+8eT1L4FyXEtGdC1DXGtmgZYsYhIZDvhgqWiwlFwoJT0XUWs2lHA1EXbWZtVCEC/hDaMP60r8W2a0al1U/oltNEdFUVEjtIJEyyLt+Zz16tLyCk8SGn512sksTGNOLNnR165ZZh2sIuIhEFUBsuG7EIWbs6jpKyC0vIKFm7OY5a/VMotI3uQ2L45Se1bMDCxDfGtmylQRETCKOqCpbS8grGPfvaN/SRmcHZKHDeOSNbVgUVE6ljUBcvarEISKhzfG34SPx7dh9jGjYiNaaSjtkRE6knUBUvb5k24/9L+XHtGd117S0QkAFEXLN07tODGET2CLkNE5ISl7UMiIhJWChYREQkrBYuIiISVgkVERMJKwSIiImGlYBERkbBSsIiISFgpWEREJKzMOVdzrwbEzAqBdUHXUQtxQG7QRdRCQ6izIdQIqjPcVGd4neycax2OGUXdmffAOudcatBF1MTM0lRneDSEGkF1hpvqDC8zSwvXvLQpTEREwkrBIiIiYRWNwTI56AJqSXWGT0OoEVRnuKnO8ApbnVG3815ERIIVjWssIiISoKgJFjMbY2brzCzdzCZGQD1bzGyFmS09dLSFmXUws5lmtsE/t/ftZmaP+dqXm9mQOqzrOTPLMbOVldqOui4zm+D7bzCzCfVU56/NbIdfpkvNbFyl9+71da4zs4sqtdfZz4WZdTOzT8xsjZmtMrO7fXtELc9q6oy05dnMzL4ws2W+zt/49h5mttAvm9fMLNa3N/Wv0/37yTXVX8d1vmBmmystz9N8e2DfIz9GjJktMbN3/eu6X57OuQb/AGKAjUBPIBZYBvQPuKYtQNxhbX8CJvrpicAf/fQ44APAgOHAwjqs6xxgCLDyWOsCOgCb/HN7P92+Hur8NfCTKvr29//nTYEe/mchpq5/LoAEYIifbg2s97VE1PKsps5IW54GtPLTTYCFfjlNA67x7U8Bt/npHwJP+elrgNeqq78e6nwBuLKK/oF9j/w49wD/AN71r+t8eUbLGssZQLpzbpNzrgSYCowPuKaqjAem+OkpwOWV2l90IQuAdmaWUBcFOOc+BfKOs66LgJnOuTznXD4wExhTD3UeyXhgqnOu2Dm3GUgn9DNRpz8Xzrmdzrkv/XQhsAZIJMKWZzV1HklQy9M554r8yyb+4YBRwOu+/fDleWg5vw5cYGZWTf11XeeRBPY9MrMk4GLgGf/aqIflGS3Bkghsr/Q6g+q/OPXBAR+a2WIzu9W3xTvndkLoyw509u1B13+0dQVZ7x1+c8JzhzYxVVNPvdXpNxsMJvTXa8Quz8PqhAhbnn6zzVIgh9Av2o3AHudcWRVjflWPf78A6BhEnc65Q8vzQb88HzGzpofXeVg99fH//lfgZ0CFf92Relie0RIsVkVb0Ie7jXDODQHGAreb2TnV9I3E+uHIdQVV7ySgF3AasBP4s28PtE4zawX8C/hf59ze6roeoZ6g6oy45emcK3fOnQYkEfqruF81Y0ZMnWY2ELgX6AucTmjz1s+DrNPMLgFynHOLKzdXM2bY6oyWYMkAulV6nQRkBlQLAM65TP+cA7xJ6EuSfWgTl3/O8d2Drv9o6wqkXudctv9CVwBP8/XqeGB1mlkTQr+sX3HOveGbI255VlVnJC7PQ5xze4DZhPZJtDOzQ5efqjzmV/X499sS2nwaRJ1j/CZH55wrBp4n+OU5ArjMzLYQ2mw5itAaTN0vz3DvKAriQeiaZ5sI7Vg6tFNxQID1tARaV5qeR2jb6cN8c6fun/z0xXxz594XdVxfMt/cKX5UdRH6a2wzoR2O7f10h3qoM6HS9I8IbfcFGMA3dy5uIrSjuU5/LvxyeRH462HtEbU8q6kz0pZnJ6Cdn24OfAZcAvyTb+5s/qGfvp1v7myeVl399VBnQqXl/VfgoUj4HvmxzuPrnfd1vjzD/g8I6kHoyIv1hLbJ/jLgWnr6/4hlwKpD9RDaXvkxsME/d6j0g/iEr30FkFqHtb1KaLNHKaG/RG4+lrqAmwjtxEsHbqynOl/ydSwHpvPNX4y/9HWuA8bWx88FMJLQJoHlwFL/GBdpy7OaOiNteZ4KLPH1rAR+Ven79IVfNv8Emvr2Zv51un+/Z03113Gds/zyXAm8zNdHjgX2Pao0znl8HSx1vjx15r2IiIRVtOxjERGRCKFgERGRsFKwiIhIWClYREQkrBQsIiISVgoWEREJKwWLiIiElYJFRETC6v8DPa06p16DEssAAAAASUVORK5CYII=\n", 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" ] @@ -815,22 +835,22 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 33, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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eUsrzbBcAgaRXs8q8fNuNgGsG0aw+LftrIP69Uy0ea1MNgOavx3Hq/FWTwyqlLGabAAjUicUeb1edv3esCbimWs78adnf98k/ukVzT5Mozqel03pEvE4jrZTN2CYAMvhjk0d+vXBrHR5uWYV04wqB0+5PywbsPRIsF968twG3Rpfl+NlUYt9MJPViutUlKaXcbBcAgepfPepxd+MozqWm02pEPOfTXJ+W/fz4D8BHDzahVY1S7D1+ji7vzCdd7yWglC3YJgD8vLXDI97q2YAudctx/Gwq7UYmFJibrogIXzzWnAZRxdh28DQ98jFFtlLKc2wTABkKwife/Pjwgca0rVWa/SfO88fhM342EuDaRIRvn2pNTfcU2b0nLNUQUMpitguAQCciTH60GY0qFwfgp7V7La7IcxwOYfaz7ahYvBBLtx+h72dJVpekVECzTQDoZ8G/iAhf929Fm5qlebdXQ6vL8SinQ0gY1IHSESHEbzrAgC9WWV2SUgHLNgGQQQKxG1AWHA7h88ea06NhRatL8biQIAcLX+xI0bAgflq3l+dn/GZ1SUoFJNsFgAoMYcFOFg/rRKFgJ9+s2s2wb/TWkkr5mm0CQK8HBp6I0CCWvtSJEKeDact38erM9VaXpFRAsU0AZNAGoMBSrFAwS1/qhNMhTFq8k9dnbbS6JKUChu0CQAWekoVDLt1fePz87Yyanbd7Jyulro9tAsDf5r5XnhVZJJTlL7lCYGzCNt6es8XiipQq+GwTABm0E1DgKlM07NKZwLtxW3kvbqvFFSlVsNkuAFRgK1csjMVDOwLw1pwtjE1ItrgipQou2wSA9gJSGSoUL8TCF2MBGDV7M+PmbbO4IqUKJtsEQAYdCKYAokqEs2CIKwRG/LyJjzQElPI42wSAngCoK1UqGc78wa4QGP7zJsbP1xBQypNsEwBKZaVyqXDmDe4AwOuz9ExAKU/SAFC2V6VU4UshMFybg5TyGPsEgF4FVtmoUqrwZc1BHyRq7yCl8ss+AYCOAVDZq1zqrwvDI3/ZzPvxOk5AqfzIVQCISBcR2SwiySIyNIvXK4tIgoisFpG1InKb50tVynVhOCME3vx1C+/O1RBQ6nrlGAAi4gTGAl2BaKC3iERfsdo/gBnGmEZAL+CDvBaiDUAqtyqVDGeRe7DY23O38Navmy2uSCn/lJszgGZAsjFmuzHmAjAd6HHFOgYo6n5cDNhzPcVoC5DKrYrFC12aNuK9+GSG/6yziCqVV7kJgIrAn5mep7iXZfYq8ICIpACzgL97pDqlslGuWBjLX+6ECHw0bzv/+kHvJ6BUXuQmALL6YH5li01vYJIxJgq4DZgiIle9t4j0E5EkEUk6ePDg5W+obUDqOpQpEkbSyzcT5BAmLtrJS9/qncWUyq3cBEAKUCnT8yiubuLpC8wAMMYsAcKA0le+kTFmvDEmxhgTExkZedWGdBoIdT1KRYSS9I+bCQ1yMHXZLl6YscbqkpTyC7kJgBVALRGpJiIhuC7yzrxinV1AJwARuRFXABxEKR8pHh7Cin/cTERoEF+vSmHA1FVWl6SU7eUYAMaYNGAgMBvYiKu3z3oReU1EurtXewF4XETWANOAPsbkrVFHbwij8qtoWDDLXupEifBgflq7l0cnrSCPv4ZKBZRcjQMwxswyxtQ2xtQwxvzHvewVY8xM9+MNxpjWxpgGxpiGxphfr6cYbQBS+VU4NIglwzpRpkgo8ZsOcN+EZRoCSl2DrUYCK+UJYcFOFr7YkUolC7Fk+2HuGLuI9HQNAaWuZJsA0A9pypNCghwkvNCBOmWLsCblOLe8PY+LGgJKXcY2AQA6F5DyrCCng5+faUvDSsXZdvA0bd6I53zaRavLUso2bBUASnmawyF8+1Qr2tYqzd7j52j+ehynz6dZXZZStmCbANCTc+UtIsKUvs25vX55jp1JJeb/5nL09AWry1LKcrYJAADRfkDKi8be15j7mlfmbOpFYv4zl33Hz1ldklKWslUAKOVtr995E/3b1+BiuqHdyAQOnNQQUIHLNgGgvYCUrwztegODO9fhwsV02o9MZNfhM1aXpJQlbBMAgI4EUz4zILYmH97fmLOpF+n4ViKb9p2wuiSlfM5eAaCUD3W9qTxT+jYjLd3Q5Z0FrPzjiNUlKeVTtgkAnQtIWaFtrUi+eaoVAHd/uITEzQcsrkgp37FNAIC2AClrNK5cgjnPtSPE6aDPxBXMXHNdN7RTyu/YKgCUskqtskWIH9SeImFBPD1tNZOX7LS6JKW8zj4BoC1AymJRJcJJHNSBMkVCeeX79Yyes8XqkpTyKvsEADoXkLJeqYhQEgd3oHrpwoyJ26q3mFQFmq0CQCk7CA8J4tfn2tGkSgmmLtvFY58l6T0FVIFkmwDQPy9lJ0FOB1/1b0nXeuWYu3E/d4xdxIW0dKvLUsqjbBMAoHMBKXsRET58oAkPt6zCmpTj3Dx6HsfPplpdllIeY6sAUMqO/tWjHoM712HXkTPEvpmok8ipAsM2AaBtrMrOBsTWZNQ99Tly+gLtRiWwed9Jq0tSKt9sEwCgvYCUvd0bU4mJfZpyIS2dzu/MZ8m2w1aXpFS+2CoAlLK72BvK8N2A1jgEek9Yyk9r91pdklLXzTYBoC1Ayl80rFSc+Bc6EBEaxICpq/hk4Q6rS1LqutgmAEDnAlL+o2rpwswfEkuFYmH8+8cNvPbDBqtLUirPbBUASvmTkoVDiB/UgXoVi/Lpoh08PjmJ9HQ9lVX+wzYBoH82yh+FBTuZOaANneuWZc6G/dz+3kLOXrhodVlK5YptAgBcA2+U8jcOh/DRgzE83rYaG/eeoMObCRw4oWMFlP3ZKgCU8mcv3x7Nv7rXZf+J87QflciW/TpWQNmbbQJAewGpguDhVlX5+KEYzqZe5Na357Ng60GrS1LqmmwTAKC9gFTBcHN0Wb4f0Jpgp/DgJ8uZseJPq0tSKku2CgClCooGlYqTMKgDpQqHMOTrtYz8ZZPVJSl1FdsEgN4UXhU0USXCSRzcgTpli/BB4jb6T1mp3USVreQqAESki4hsFpFkERmaxetvi8hv7q8tInLsuqrRNiBVwBQJC2bWM225+cYy/LJ+H7eNWcCp82lWl6UUkIsAEBEnMBboCkQDvUUkOvM6xpjnjDENjTENgfeAb7xRrFL+yOkQPn64KU+0r86mfSfpMCqBlKNnrC5LqVydATQDko0x240xF4DpQI9s1u8NTMtrIdoLSBV0w7reyIi7buLQqQvEvpnIyj+OWl2SCnC5CYCKQOZuDCnuZVcRkSpANSA+pzdNPnDqqk9B2gKkCrpezSoz9bHmpKUb7v5wMd//ttvqklQAy00AZHVcvtbn9V7AV8aYLMfCi0g/EUkSkaSzqRfp+OY8/RSkAk6rmqWZ+3x7ioYF8cz03xg9Z4vVJakAlZsASAEqZXoeBey5xrq9yKb5xxgz3hgTY4yJqVa6MBcupnP3h4v5brV+ClKBpUZkBAuGdKRGZGHGxG2l/5SVXNQeQsrHchMAK4BaIlJNREJwHeRnXrmSiNQBSgBLcrPhiNAg4l9oT/HwYJ798jcmLd6pcwGpgFIsPJjZz7a71EOo67vzOX5GbzqvfCfHADDGpAEDgdnARmCGMWa9iLwmIt0zrdobmG7ycHPf6pERzBscS+2yEQAcP6u//CqwBDkdfPxwU/7esSZb9p+i3agEkg+csrosFSDEqpuxx8TEmKSkJADS0w3//P530o1h+F31LalHKat9t3o3z375GwATH2lKbJ0yFlek7EhEVhpjYjzyXnYIAKWUy+pdR+k9YSnnUtP5Z7do+rapZnVJymY8GQC2mQpCKQWNKpcgcVAsFYsX4t8/buD5Gb/p9BHKazQAlLKZcsXCiB/UnlY1SvHNqt10H7uQE+f0+pjyPA0ApWwoNMjJF4815/G21fh99wnaj9SLw8rzNACUsikR4eXboxndswFHz6Ry8+h5xG3cb3VZqgDRAFDK5u5qHMV3A1oTHuKk72dJjE1ItrokVUBoACjlBxpWKk7ioA5ULRXOqNmbeWJKEmkX060uS/k5DQCl/ESZomHMeb49t0SXZfb6/dzy9nwOnDhndVnKj2kAKOVHgp0OJjwUw+DOddhx6DTtR+m00ur6aQAo5YcGxNbkk4djOJ92kbs/XMy05busLkn5IQ0ApfxUpxvLMvf59pSOCGXYN+sY8tUaHTSm8kQDQCk/Vj0yggVDYmlRvSQzklK4/b2FHD19weqylJ/QAFDKzxUKcTLt8RY80b46G/eeoN3IBNalHLe6LOUHNACUKgBEhGFdb+TD+xtz8nwaf3t/ITNW/JnzN6qApgGgVAHS9aby7usCIQz5eq1eF1DZ0gBQqoCpWcZ1o6Xm1VzXBW4bs4BDp85bXZayIQ0ApQqgwqFBTO/XggGxNdi07yTtRiaw8o8jVpelbEYDQKkCSkQY3PkGPn4ohnOpF7n7wyVMXLTD6rKUjWgAKFXA3RxdlsRBsVQoFsa/fthA/ykruZCm8wgpDQClAkLlUuEkDo7l1uiy/LJ+Hx3fSmTX4TNWl6UspgGgVIAICXIw/qEY/tktmpSjZ4l9K5Ff1++zuixlIQ0ApQJM3zbV+PrJlhQKdtJvykr+78cNGKNdRQORBoBSAahJlZLMHxLLTRWL8fHCHfQYu0inkAhAGgBKBaiShUOYObA1fdtUY23Kcdq8EU/STu0qGkg0AJQKYCLCP7tFM+GhGM6mXuSecUsYN2+b1WUpH9EAUEpxS3RZ5g+JpUqpcEb8vIkHPl7G6fNpVpelvEwDQCkFQFSJcOJf6MDdjaNYmHyINm/E8/tunVW0INMAUEpd4nQIb/VswDv/05CjZ1Lp9t5CPlu80+qylJdoACilrnJHo4rEv9Ce8sXC+N+Z6+k7aQVnL1y0uizlYRoASqksVY+MYP6QWLrVL0/cpgO0HRnP+j3aJFSQaAAopa4p2Ong/fsaM+qe+hw6dYHbxyxk8pKdVpelPEQDQCmVo3tjKjH3+faUKxrGK9+v59FJKzhzQXsJ+btcBYCIdBGRzSKSLCJDr7FOTxHZICLrRWSqZ8tUSlmtZpkIFrwYS/cGFYjfdIA2bySwNuWY1WWpfMgxAETECYwFugLRQG8Rib5inVrAMKC1MaYu8KwXalVKWSzY6WBM70a8/T8NOHL6At3fX8RHOnDMb+XmDKAZkGyM2W6MuQBMB3pcsc7jwFhjzFEAY8wBz5aplLKTOxtFMW9wByqXDGf4z5voNX4Jx8+kWl2WyqPcBEBF4M9Mz1PcyzKrDdQWkUUislREuniqQKWUPVUpVZiEQR3o3awSS7cfodWIOJZsO2x1WSoPchMAksWyK+eODQJqAR2A3sDHIlL8qjcS6SciSSKSdPDgwbzWqpSyGadDGH5XfSY8FMOFi+n0nrCU4bM26vTSfiI3AZACVMr0PArYk8U63xtjUo0xO4DNuALhMsaY8caYGGNMTGRk5PXWrJSymVuiy7JoaEfqVSzKR/O30/XdBew+dtbqslQOchMAK4BaIlJNREKAXsDMK9b5DogFEJHSuJqEtnuyUKWUvZUpEsYPA9vwdMeabNp3krZvxDNzzZWfFe3h4wXbGTh1VcDfAyHHADDGpAEDgdnARmCGMWa9iLwmIt3dq80GDovIBiABGGyM0cZApQKMiPD8rXX4+slWFC0UzNPTVjNw6irOpdprGonpK/7kx7V7afNGPPO2BG5ztFjVVhcTE2OSkpIs2bZSyvtOn0/jmemrmbvxAKUjQvm0Twz1o666NGiJnh8tYfmOI4QFOziXms6DLarwave6OB1ZXfK0FxFZaYyJ8cR76UhgpZRXFA4N4uOHmzLy7vocPn2e7u8vYkzcVltcIDbG0LJ6KRa+2JGmVUswZekfdHwrkeQDp6wuzac0AJRSXtWzaSUSB3WgRmRhRs/ZQo+xi9h/4pylNRkDDgeUjghlxhMtGdr1Bv44fIabR88LqOmvNQCUUl5XpVRh5j7fnsfbuu4/3GqEtReI043BIa7mHhGhf/sazHq67aXpr++bsJQjAXCBWANAKeUTIsLLt0cz44mWRIQG8fS01Tz1xUpLJpVLz6IVKrpCUeYPiaVX00os3naYNm/EE7dxv8+V6HCcAAAL3UlEQVRr8yUNAKWUTzWrVpLFQzvSpW45Zq3bR6sR8SzfccSnNRi4dAaQWbDTwYi76zOxT1MA+n6WxKD/ruF8mr16MXmKBoBSyucKhwYx7sEmvNurIafOpdHzoyW89sMG0rP6aO4FxhiyOP5fEntDGRYP7UjbWqX5amUK7UYWzJlPNQCUUpbp0bAiC1/sSMNKxfl00Q46vJnI1v0nvb5dY7I+A8iseHgIU/o25/U7b2L/CVcvpjdnb7ZFLyZP0QBQSlmqXLEwvn2qFcO63sCuI2e45e35jPPyFNOui8C5W/e+5pVZMCSWG8oV4f2EZDq/M58dh057tT5f0QBQSllORHiifQ1+fa4dVUuFM+LnTfQYu4i9x70zn5CrpSn3g74qlQzn52fa8kynWmzZf4rYNxOZtGiHV2rzJQ0ApZRt1C5bhLgXOvBYm2qs+fMYrUfEM2PFnzl/Yx6ZPJwBZBARnrulNj/+vQ0VioXx6g8b6DluieVjGvJDA0ApZStOh/CPbtF8/WQrShYOZcjXa3nwk2Ue7ZdvDNleBM5OvYrFmD8klgdbVGH5ziO0eSOeb1aleKw2X9IAUErZUpMqJVg0NJZ7m0SxYOshWg6P46e1ez3y3gaT40Xg7AQ5Hfz7jnp82a8FRcKCeX7GGvpMXM6xM/41eEwDQCllW6FBTkbd24DJjzYjNMjBgKmreGJKEifO5e/2k+m56AWUG82rl2Lx0I7c1agiiZsP0nJ4PD+v80xI+YIGgFLK9trVjmTJsE7cXr88s9fvp9Xw/I3STTcmL9eAsxUW7GT0/zTks0ebEeQUnvxiFf2nrORkPkPKFzQAlFJ+oXBoEGPva8xHDzbBGEPfz5IYOHUVp85fx1QSHjoDyKx9RkjdVJ5f1u+jxetxzN1g76kkNACUUn6lc91yLB7Wic51y/Lj2r20HB5HwuYDeXqPdGM8dQJwmYjQIMbe35jxDzYB4LHJ+QgpH9AAUEr5nWKFgvnowRg+uL8xF9MNj0xcwdPTVuf6QOuaC8h79d16ZUi9HmfLieU0AJRSfuu2m8qzeGhHbokuy8w1e2g1PI74TTkfaDNPB+0tGSE17oHGXHQ3WQ2YuspW1wY0AJRSfq14eAgTHvrrbODRSa4DbXY9hdLT8dhF4Jx0qVeeJe6zgZ/W7qXl8Hhmr9/nm43nQANAKVUguM4GOtGlbjl+WruXVsPj+eX3ax9ovX0GkFnG2UDGBewnpqzkiSlJHD9j7dmABoBSqsAoFh7MuAebMP7BJohA/89X8vjkpKtGEXvrInBOOtctx9KXOtHN3Z21+fC5lt4ZTQNAKVXg3Fq3HIuHdqRHwwrM2bCfViPiLpuuITfTQXtLkbBg3r+vMRMfaUpYsJOnp63moU+Xc+Ck7+cU0gBQShVIRcKCebdXIz57tBnhIUE8P2MN93+8lH3Hz7kuAlt89IutU4YlQztxb5Mo5m85SOsR8UxdtsunNWgAKKUKtPa1I1k8tCO9m1VmUfJhWr8Rz4GT5/HZVeBsFApxTXXxZb8WlAgP4aVv13HXB4vYdfiMT7avAaCUKvDCgp0Mv+smvn6yJeWKhgGwdPthi6v6S/PqpVg0tCOPtq7Gql3HaDcqgbEJyV6/+5hYdXuzmJgYk5SUZMm2lVKB62K6YfSczXSuW476UcWtLucq6/cc5+9TV7P90GmqRxZmTK9G1KtY7NLrIrLSGBPjiW1pACillM0YY/ggcRujZm8GoE+rqgy77QZCg5weDQBtAlJKKZsREQbE1mT+4FiaVi3BpMU7aT0innlbDnp0OxoASillU5VLhfPf/q0YdU99Tp1P4+FPl3v0/TUAlFLK5u6NqcTSYZ14pHVVj76vBoBSSvmB4uEh/O/f6nr0PTUAlFIqQOUqAESki4hsFpFkERmaxet9ROSgiPzm/nrM86UqpZTypKCcVhARJzAWuAVIAVaIyExjzIYrVv3SGDPQCzUqpZTygtycATQDko0x240xF4DpQA/vlqWUUsrbchMAFYE/Mz1PcS+70t0islZEvhKRSh6pTimllNfkJgCymjHpyuHDPwBVjTH1gbnAZ1m+kUg/EUkSkaSDBz07oEEppVTe5CYAUoDMn+ijgMvuYGCMOWyMOe9+OgFoktUbGWPGG2NijDExkZGR11OvUkopD8lNAKwAaolINREJAXoBMzOvICLlMz3tDmz0XIlKKaW8IcdeQMaYNBEZCMwGnMCnxpj1IvIakGSMmQk8LSLdgTTgCNAnp/dduXLlKRHZnK/qfaM0cMjqInJB6/Qcf6gRtE5P85c663jqjSybDVREkjw1o503aZ2e5Q91+kONoHV6WiDWqSOBlVIqQGkAKKVUgLIyAMZbuO280Do9yx/q9IcaQev0tICr07JrAEoppaylTUBKKRWgLAmAnGYX9XEtO0VknXsW0yT3spIiMkdEtrr/LeFeLiIyxl33WhFp7MW6PhWRAyLye6Zlea5LRB52r79VRB72UZ2visjuTLPD3pbptWHuOjeLSOdMy736OyEilUQkQUQ2ish6EXnGvdw2+zSbGm21P0UkTESWi8gad53/ci+vJiLL3PvlS/e4IUQk1P082f161Zzq93Kdk0RkR6b92dC93LK/I/c2nCKyWkR+dD/3/v40xvj0C9dYgm1AdSAEWANE+7qOTPXsBEpfsWwkMNT9eCjwhvvxbcDPuKbHaAEs82Jd7YDGwO/XWxdQEtju/reE+3EJH9T5KjAoi3Wj3f/foUA19++B0xe/E0B5oLH7cRFgi7se2+zTbGq01f5075MI9+NgYJl7H80AermXjwOedD9+ChjnftwL18zB16zfB3VOAu7JYn3L/o7c23kemAr86H7u9f1pxRmAP8wu2oO/5jP6DLgj0/LJxmUpUFwuHwXtMcaY+bgG1eWnrs7AHGPMEWPMUWAO0MUHdV5LD2C6Mea8MWYHkIzr98HrvxPGmL3GmFXuxydxjVaviI32aTY1Xosl+9O9T065nwa7vwzQEfjKvfzKfZmxj78COomIZFO/t+u8Fsv+jkQkCrgd+Nj9XPDB/rQiAHI7u6ivGOBXEVkpIv3cy8oaY/aC648SKONebnXtea3LynoHuk+jP81oVsmmHp/W6T5lboTrE6Et9+kVNYLN9qe7ueI34ACuA+I24JgxJi2LbV6qx/36caCUFXUaYzL253/c+/NtEQm9ss4r6vHF//k7wBAg3f28FD7Yn1YEQG5mF/Wl1saYxkBXYICItMtmXbvVnuFadVlV74dADaAhsBd4y73c8jpFJAL4GnjWGHMiu1WvUZPXa82iRtvtT2PMRWNMQ1yTQzYDbsxmm7apU0TqAcOAG4CmuJp1XrSyThHpBhwwxqzMvDibbXqsTisCIMfZRX3JGLPH/e8B4Ftcv8z7M5p23P8ecK9ude15rcuSeo0x+91/eOm4ZofNOA21tE4RCcZ1YP3CGPONe7Gt9mlWNdp1f7prOwYk4mozLy4iGfOLZd7mpXrcrxfD1WxoRZ1d3E1txrhmMJ6I9fuzNdBdRHbiaq7riOuMwPv709MXMnL6wjUB3XZcFykyLlDV9XUd7loKA0UyPV6Mq21vFJdfGBzpfnw7l18kWu7l+qpy+cXVPNWF69PNDlwXrkq4H5f0QZ3lMz1+Dle7JEBdLr9ItR3XBUuv/064981k4J0rlttmn2ZTo632JxAJFHc/LgQsALoB/+Xyi5ZPuR8P4PKLljOyq98HdZbPtL/fAUbY4e/Iva0O/HUR2Ov70+M/QC5/yNtw9XDYBrxsRQ3uOqq7d9gaYH1GLbja0+KAre5/S2b6hRnrrnsdEOPF2qbhOt1PxZXsfa+nLuBRXBeDkoFHfFTnFHcda3FNHZ75APayu87NQFdf/U4AbXCdDq8FfnN/3WanfZpNjbban0B9YLW7nt+BVzL9PS1375f/AqHu5WHu58nu16vnVL+X64x378/fgc/5q6eQZX9HmbbTgb8CwOv7U0cCK6VUgNKRwEopFaA0AJRSKkBpACilVIDSAFBKqQClAaCUUgFKA0AppQKUBoBSSgUoDQCllApQ/w+hKdvm3i1l6wAAAABJRU5ErkJggg==\n", + "image/png": 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\n", 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" ] @@ -847,22 +867,22 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 34, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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" ] @@ -879,7 +899,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ @@ -907,7 +927,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 37, "metadata": {}, "outputs": [], "source": [ @@ -923,7 +943,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 38, "metadata": {}, "outputs": [], "source": [ @@ -935,7 +955,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ @@ -946,7 +966,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 40, "metadata": {}, "outputs": [], "source": [ @@ -959,7 +979,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 41, "metadata": {}, "outputs": [], "source": [ @@ -968,7 +988,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 42, "metadata": {}, "outputs": [], "source": [ @@ -988,7 +1008,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 43, "metadata": {}, "outputs": [], "source": [ @@ -1002,22 +1022,22 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0.5, 545.3181818181818, 'participant_id')" + "Text(0.5, 487.1635514018691, 'participant_id')" ] }, - "execution_count": 43, + "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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"text/plain": [ "
" ] @@ -1046,7 +1066,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 45, "metadata": {}, "outputs": [], "source": [ @@ -1061,7 +1081,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 46, "metadata": {}, "outputs": [ { @@ -1071,12 +1091,12 @@ " [ 2., 2., 2., ..., nan, nan, nan],\n", " [ 3., 3., 3., ..., nan, nan, nan],\n", " ...,\n", - " [ 998., 998., 998., ..., 143., 136., 106.],\n", - " [ 999., 999., 999., ..., 144., 137., 107.],\n", - " [1000., 1000., 1000., ..., 145., 138., 108.]])" + " [ 998., 998., 998., ..., 492., 457., 300.],\n", + " [ 999., 999., 999., ..., 493., 458., 301.],\n", + " [1000., 1000., 1000., ..., 494., 459., 302.]])" ] }, - "execution_count": 45, + "execution_count": 46, "metadata": {}, "output_type": "execute_result" } @@ -1087,22 +1107,22 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 46, + "execution_count": 47, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1119,22 +1139,22 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 47, + "execution_count": 48, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1151,7 +1171,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 49, "metadata": {}, "outputs": [ { @@ -1160,13 +1180,13 @@ "Text(0, 0.5, 'share_of_funds_requested')" ] }, - "execution_count": 48, + "execution_count": 49, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1186,7 +1206,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 50, "metadata": {}, "outputs": [ { @@ -1195,13 +1215,13 @@ "Text(0.5, 0, 'share_of_funds_requested')" ] }, - "execution_count": 49, + "execution_count": 50, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1220,7 +1240,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 51, "metadata": {}, "outputs": [ { @@ -1229,13 +1249,13 @@ "Text(0.5, 0, 'proposal_age')" ] }, - "execution_count": 50, + "execution_count": 51, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1254,7 +1274,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 52, "metadata": {}, "outputs": [ { @@ -1263,13 +1283,13 @@ "Text(0.5, 1.0, 'phase: Triggers & Conviction')" ] }, - "execution_count": 51, + "execution_count": 52, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1291,22 +1311,22 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 52, + "execution_count": 53, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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xnTvTKjGNCcOeZlDbQW5HFla23H8/NZu3kP36a8SlpLgdjjExpcHJQ1X/D0BE0lS1dF+PN43grYGP76X8q0e5r0svZngqObzjUO4/6n5aJbdyO7qwUvzJJxS+OZ2sMWNIOdCmlzemuTV4nIeIHCYiS4ClgfuDROTJkEUWa0q2wsSz+OXbx7mwZz9meqq4ZtA1PHn8k5Y4duEtKGDTX/5CUu/etPnjH9wOx5iY5KTa6hHgZGAGgKr+ICI2614wbPoBJl3ALC3m7m7ZJMTH89SxT3FEpyPcjiwsbX3scbx5+XR95hniEmN7fIsxbnE0wlxV1+2yyRvEWIJCRIaLyLOFhYVuh9Iwi97E+8LJ/DtVuKlNBj1b92Xq6VMtcexB5c8/s33yZDJHnEfyATYFiTFucZI81onI4YCKSKKI3EKgCiucRMz0JD4ffPQ3iqaP5o+dOvNiijCi9wgmnDKBji06uh1d2NrywAPEpaTQ9vrr3Q7FmJjmpNrqauBRoBOwHvgfYBXOjVFRBNPHsGr1LG7o3pv1WsXdh9zNiD4j3I4srJV88SWln82m3a23EN+6tdvhGBPTnPS22gZcGMJYYkPezzD5AmaXruW2rtkkJibz/LCnGNx+sNuRhTWtqSH3n/eT0KULrS6+2O1wjIl5DU4eIjK+ns2FwFxV/U/wQopiP3+MvnEZL7RIYnz7tvTN7Mmjxz5q1VQNUDBtGpU/raTT+EetkdyYMOCkzSMZOBD4KXAbCLQGRovIIyGILXqowtdPUv7aufypbWseTU/ilOxTePnUly1xNIC3uJitj44ndcgQ0k880e1wjDE4a/PoBRynqjUAIvIU/naPE4GFIYgtOtRUwjs3smnhZG7I7skyrWTswWO5fMDlNs1IA+W/9BLeggLa3X6bvWbGhAknyaMTkIa/qorA7/sFJk2sDHpk0aB4M0y5iLnbfuTm7B5UeeJ5/OiHOLqzDY9pKF9ZGdtfe50Wxx9HSv/+bodjjAlwkjweABaIyKeAAEcD/xCRNODDEMQW2TbMg8kXMtVTybj9OtK5RUfGHzee7hnd3Y4sohS8/TbewkKyLrvM7VCMMXU46W31goi8BwzFnzzuVNWNgd23hiK4iPXDFKpnXMf97dszNSmBo/Y7gvuPvp+WiS3djiyiqNdL/oSXSR44kJSDD3Y7HGNMHU56W9W+e2tHmXcQkRRgTW07SMzzeeHDe8j75glu6tqT+VLJ6AGjue6g6/DEedyOLuIUf/wx1WvX0u6mG62tw5gw46Ta6kngYOBH/CWPAYHfs0TkalX9XwjiixzlBfDmaJau/Yzru/eiQOCfh/+T03qc5nZkESv/xZdI6NSJ9BNOcDsUY8wunHTV/QU4SFVzVHUwcBCwCDgBf3tI7Nr2Ezx/PO9v/obfd+4CKZm8fOrLljiaoOz77yn//ntaX3IJEu/kO44xpjk4SR59VXVx7R1VXYI/mawKflgRZMX/8D53HI94SvlT29Yc0HYgk347iQOybNK+psh/aQJxLVuSec7ZbodijKmHk690ywNjOyYH7o8EVohIElAd9MjCnSp8+SjFH/0ft3XJ5nNPDef2Ppc7h95JgifB7egiWtXatRR/+CFZo0cTl2ZrtRsTjpwkj0uBa4Gx+Ns8vgBuwZ84jg16ZOGsuhxmXM/qZdO5vntP1lNjExsGUf7Lr4DHQ6uLLnI7lB1U1RrtjanDSVfdcuChwG1XJUGLqIlEZDgwvFevXqE5QeEGmHIhn29fxm1duxGfkMpzwx4mp0NOaM4XY2q2baNg+nQyfvtbEtq3czucHWZPWkFSajyHntXT7VCMCQv7bPMQkamBnwtF5Mddb6EP0ZmQruex7jv02WG8WLGOP3RoR6fMnkw+fbIljiDaMu5+qKkha8wYt0PZYcsvRSz6fAPeGp/boRgTNhpS8rgh8PP0UAYS9r5/lYp3b+Se9h15L1E5Ofsk/nb430hNSHU7sqhRMns2Re++S5vr/khSj/AYia8+5fMpK0hNT2TIb8MjJmPCwT6Th6puEhEP8IKqxl6He28N/O8uNs99luu7dmcZ1dxw8A2MHjDa6sCDyFdWxua//h+JPXuSdeWVboezw7JvNrNldRHHX9qPxBTrMmxMrQa9GwKTH5aJSIaqRsji4EFQlg/TLmP+hq+5Mbs7lZ4EHjvqYY7pcozbkUWdrY89TvXGjXR77dWwWa+jusrL12//TPvuLekztIPb4RgTVpx8laoAForILKC0dqOqRudi0rlLYdIopnnz+XunjnRq0ZGXjh1Pj8webkcWdcoXLyb/5ZfJHDmS1MHhs6Li4tkbKC+q4pQrByBxVso04aHSW8n8LfPpmdmTdqnudSpxMkjwXeBuYDYwL3CbG4qgXLfsXaqfP4H7kqr4v6wMDul4GK+d9poljhDQmho23/0XPFmtaXfzTW6Hs0N1lZf5H6yhc99W7Ld/ptvhGLNDfnk+Y2aN4YsNX7gah5OSR6aqPlp3g4jcsKcHRyRV+PxB8j/9Bzd1yWZeXA2X9b+MGw6+wSY2DJH8ia9SsWQJnR55BE/L8Jl1ePHsDZQXV1sjuQk7XvUCECdOvvsHn5OzX1LPtkuDFEd4qCxi2Y8TGZXdg0UJHsYdNY6bcm6yxBEi1Zs2sXX8eFoceyzpJ5/kdjg7WKnDhDOf+ruMe8Tdz6V9ljxEZBRwAdBdRGbU2ZUO5IUqMDcUx8Vxees0UhPSePnYR+nfxlauC6WSz2aj5eW0u/WWsOq5tuLbzZQXV5NzWrbboRizm9rk4XbJoyHVVl8Bm4A27Dy6vBj/lOxRIz0xnfuO/DsD2w6kTUobt8OJehXLlxGXnk5i9/CpGlJVFn62gaxOLazUYcJSxCQPVV0DrAEO29vjRORrVd3rYyLBcV2PczuEmFG5bDlJfXqHValj86oi8taXMOzCPmEVlzG1IrHNY1+Sg3gsE+XU56Ny+XKS+/R1O5SdLPx0PYnJHvYf0t7tUIypV7i0eQQzeWgQj2WiXPWGDfjKykjq09vtUHYoK6ri5/m59D2sI4nJNprchKdoLHkY02AVy5YBkNw3fEoeS7/aiM+rDDimk9uhGLNHqv7v6WGfPAKLPTWEVRCbBqtcthxESNp/f7dD2eGXH7fRLrslrTrYAlQmfEVSyeNrABGZuI/HXdz0cEysqFi+jMRu3YhLSXE7FAAqy6rZsrqIrge0djsUY/YqYnpbAYkicglwuIjstqC0qk4P/FwU7OBM9KpcvoLk/uEzjmbD8gJUoUu/yEkepfO2UPLFBtqMHoCnRXhMJmmaj7hc2dOQ5HE1cCGQCQzfZZ8C04MdlIlu3pISqtetI/Oc3b6LuGbt0nwSkjy07xE+U6TsS9UvRdQUVBKXmuB2KKYZaaBvUtgnD1X9AvhCROaq6gvNEJOJQl6f4gnMTFu5YgUASX36uBnSTtYtyaNTn1Z4PJHTh6RybRFJXdNtxt8YU9tg7nYrs5N3ykQRuV5EpgVu14mIfeUxe6WqvPPjRoY9+AmLN/qXgqlcvhyA5DBJHoVbyyjaVhFRVVa+ihpqcstI7JLudiimmUVMyaOOJ4GEwE/wN5A/BVwR7KBMdFi0oZC/zVzCd7/k069jS7w+/z99xbLlxLVsSXzHji5H6LduST5ARDWWV60rBoXEbpFTzWaCo7bk4fYMCE6SxxBVHVTn/sci8kOwAzKRb2txJQ9+sJyp89bROjWRf/zuN4wc0uXXaqtly0juEz7Tf6xdkk9662Qy2oVHz6+GqNpQAkBipxYuR2KaWySWPLwi0lNVfwYQkR6ANzRhmUhUWePlpS9/4fGPV1JR7eWKI7tz3fH70zL519pN9fmo+OknMs8Oj8Zyn9fHhuXb6TW4Xdgks4ao2VyKJyPJGstjWCQlj1uBT0RkFf6mmm7AZSGJahcikoa/uqwK+FRVX2uO85qG+3ZVHrdPX8jqbaUc37cdf/5tP3q03f1bcfW6dWhZGcl9w6O9I29jKVUVXjr1aeV2KI5Uby4loaMNZoxF4VJt1eAGc1X9CNgfuD5w66Oqn9TuF5ETnZxYRF4UkVwRWbTL9lNEZLmIrBSR2wObzwamqeqVwBlOzmNCq7Syhnv+s4iRz36D16e8fPlQXrh0SL2JA/ztHQBJYTIh4ta1xQC07Ro5Dc9a46M6t5wEGwkPwMrcYq6f9D0rc0vcDiWmOJr9TVUr2fMaHv8EZjk43ATgceCV2g0i4gGeAE4E1gNzAgtQdQYWBh7mqKps2LBhu20bMWIE1157LWVlZZx22mm77b/00ku59NJL2bZtG+eee+5u+6+55hpGjhzJunXruPji3QfW33zzzQwfPpzly5dz1VVX7bb/rrvu4oQTTmDBggWMHTt2t/3/+Mc/OPzww/nqq6+48847d9v/yCOPcOCBB/Lhhx9y33337bb/mWeeoU+fPsycOZOHHnpot/0TJ06kS5cuTJkyhaeeemq3/dOmTaNNmzZMmDCBCRMm7Lb/vffeIzU1ldsefpE31yZRk5RB+uZ58N0X3PNeNZ9++ikADz74IO+8885Oz/1dRQUnxcWRtH8v7r33Xj766KOd9mdlZfHmm28CcMcdd/D111/vtL9z5868+uqrAIwdO5YFCxbstL937948++yzAIwZM4YVgW7BtQ488EAeeeQRAC666CLaVA8gu+Ugfnf+bwE47LDDGDduHADnnHMOeXk7r3d2/PHHc/fddwNw6qmnUl5evtP+008/nVtuuQUI3f/e744+HXzK/c89xNf3L9xpf6z87z355JNMnToVgOK2/cnreRpzX76Xr/7rH3ZW3/9eSkoK77//PkBY/O+tX79+p/0N/d+rbfMYe8NYErb8Wm1Z93+vOQSzU7ujMpSqzgbyd9k8FFipqqtUtQqYDJyJP5F0DjxmjzGLyBgRmSsic7du3eokHONASWUNd0xfyJTc9qA+OiyZRNaaT4jzVe/zuftVVZGYnU1ccnjM4N8qqSMFlVvcDsORmtwyANaX57ocSXioTm2HeKtJqNjudijNQsNkAnPZMeCkqQcSma+qBzt8TjbwjqoOCNw/FzhFVa8I3L8YOAS4DX8ppQL4oiFtHjk5OTp37lxHf4PZt0+X53LH9IVsKargiqN6cNOJvUlOaPi6AiuPP4GUQQPp9PDDIYyyYXw+5bmxn3HAEftx1MjwmRp+X4o+WkvRrDXs97fDiUt0d02HcHD+s19TXu3jP384wu1QmsXXG79mzKwxTDhlAoPbDw7qsUVknqrmNOSx4bZoQX2lF1XVUpqpcd7Ur6iimntnLuGNeevp1a4Fb15zOAd1ddbI7C0upnrDBjJHjAhRlM4U5pZRU+WjTYQNtKvJK8fTMtESB1Dt9bFoQxFnHrif26E0m0jsqrsvvwThGOuBLnXudwY2BuG4pgm+XZXHTVN/YFNhOdcM68kNx+/vqLRRq3ZkebgsABWJjeUANXkVeLIiZ0xKKK3LL6OksoaDHX6RiWi1s5NEyiBBEUkFbga6quqVIrI//h5X7wCoajA67s8B9heR7sAG4HzgAicHEJHhwPBevXoFIZzYVlnj5eH/reDZz1fRtXUqb1x9OIO7Nf5NWlE7LUmYLAC1dW0xnvg4WnVMdTsUR2ryyknuGzmj4UNpQ4G/w0LnVrGTTMOl5OGkwfwloBI4LHB/PbB7d4sGEpFJ+NcK6SMi60VktKrWAH8EPgCWAlNVdbGT46rqTFUdk5GR0djQDLBscxFnPv4lz8xexflDuvLe9Uc1KXGAfwEoT0YG8e3DY33wreuKyeqUFlGTIfoqa/CVVBPfJnY+LPdmYyB57JcZO69HuDSYO6m26qmqI0VkFICqlksTyk2qOmoP298D3mvscU3T+HzKC1+s5l8fLKdlSjwvXJLD8f2C82FfsXw5SX37ul7cBv9Aq23rSug5uJ3boThSk1cBQLxVWwGwoaACEeiQER6995pDuAwSdJI8qkQkhUCNm4j0xF8SMVFiQ0E5N09dwDer8jmhX3vuP+c3tGnR0FWI9069XipXrCBzxHlBOV5TFedVUFlWQ9sIayz3bve/5eJbBee6RLrcogqy0pJIiKDSY1OFS7WVk+RxD/BfoIuIvAYcAVwaiqBM81JV3l6wgb+8vRifKg+cM5A0QuQgAAAao0lEQVTzcjoH9ZtN1dq1aEUFyTayvEm8Rf7k4WlpyQNgS1EF7WP0tYiI5BGonlqGf5qQQ/F3qb1BVbeFMLZGsQZzZwrLq7nzrYW8++Mmcrq14uERB9I1K/gNyDt6WoXJnFZb1xUjcUJWp8ia4sNbVAVxENfCJkQE2FJUGVNVVhBh1VaqqiLytqoOBt4NcUxNoqozgZk5OTlXuh1LuJu/djvXT/qeTYUV3HpyH64+pueOadODrWLZMvB4SAqTpL51bQmtO6YS34gux27yFlbiSU+01QMDcosrGdg5tjrHRGK11TciMkRV54QsGtMsfD7lmdmreOh/y2nfMpmpVx3W5J5U+1K5bDmJ3bOJSwqPKoaibeVkReBaGN6iKquyClBVtpdV0Tot0e1QmlW4LEPrJHkcC1wlImuAUvyhq6oODElkJiS2Fldy09QFfP7TNk4d0IH7zxlIRkroq0AqViwn9SBHs9eEjKpSkl9Bt99kuR2KY96iShLaRta4lFAprqzB61NapcZY8ojAksepIYvCNIvPf9rKjVN+oLiimr//bgAXDO3aLPWm3sJCajZuImlUeLR3VJRWU1PtI71V5NWVewurSO4VQ6Op96Kg1D8RZ2aMLYgVcclDVdcAiEg7IGzfddZgvrtqr4+HZ63g6c9+pmfbFrx6xVD6dmi+ta8rV60CILlPeCSPknx/j6UWEdbd1VfpRSu9xLWMrW/ae7K9rAog5koekTg9yRnAQ8B+QC7+lQSXAv1DE1rjWIP5ztbll3H95O/5fm0Bo4Z24S+n9yelmSfUSz3oIHp/9y0SJu0dJdv9A+1atA7b70D12tFNNyM8Xke37UgeaVbycIOTaqt78XfT/VBVDxKRY4F6R4mb8PD+wk386c0fQeGxUQcxfJB7M496WjZfSWdfSrZHaMmj2F9N47FuugAUlNVWW8VWySMSpyepVtU8EYkTkThV/URE/hmyyEyjVVR7ufedJbz27VoGdcnksfMPCsnYjUhVnF9BnEdITY+sDx1f4MMyLsbq+PekIEarrSJqnEdAgYi0AGYDr4lILlATmrBMY63MLeYPr33P8i3FXHV0D24+qQ+J8bEzdUNDlGyvpEWrpIgbK+Er97/d4lLDbRked2wPJNPm6C0YTiKx2upM/Cv53QhcCGQAfwtFUKZxZv6wkdve/JGUBA8TLhvCsD6RNelfcynZXkGLCOxpZSWPnRVVVJOeFB+yga3hKuKSR2A1v1ovhyCWoIjF3lZVNT7Gvb+Ul778hcHdWvHEBQfH3JQNTpTkV9Jx/8gblewrqwGPIIlWkgQoq/SSmhRZMwQERZj0tmrwf6GInC0iP4lIoYgUiUixiBSFMrjGiLX1PDYXVjDquW946ctfuPyI7kwec6gljr3w+ZTSgsrILHmU1xCXGu/6h0a4KKv2kpYYe1V4EVfyAB4Ahqvq0lAFY5z5auU2rp/8PWVVXtd7U0WKssIqfD4lPcJ6WgH4SquJi7H6/b0pq6xp9m7n4SASpyfZYokjPPh8ytOzf+bBD5bTvU0ak8ccSq92kTW1uFt2jPGI4JKH8SutqrGSh4v2+cqLSO3a5HNFZArwNnUWgVLV6SGKzdSjsLyam6f+wIdLt3D6wI7cf85AWiTF3huosXaM8YiwAYLgbzD3tLYVBGuVV3lpFWOTIkIEJQ9geJ3fy4CT6txXwJJHM1mysYhrXpvHhu3l/OX0A7jsiGyr/3bo15JHBFZbldWQ0Nm+KNQqrfLSqVXsVlu5/d7f53+iql7WHIGYvZs2bz1/fmshmakJTB5zKDnZrd0OKSIV51cQn+QhKQKrf7xlVm1VV1llDakxWG1Vy+2Sh5PeVg+ISEsRSRCRj0Rkm4hcFMrgGkNEhovIs4WFhW6HEhQV1V7umL6QW974gYO7tuKd646yxNEEJdsrSW+V5Pq3Nqe02gs1PhvjUUdZtZfUWGwwD5NqKycdxk9S1SLgdGA90Bu4NSRRNUE0ddVdl1/GeU9/zaTv1nL1MT2ZOHoobdMjr7olnJTkV0RslRVAXErsftPeVVmV13pbucjJf2LtV57TgEmqmh9p394iyafLcxk7ZQFer/LMxYM5uX8Ht0OKCiXbK8nqHHkrCNrUJDvbtm0bVTU+kuJjMHmEScnDyX/iTBFZBpQD14pIW/zTlZgg8vqU8R/9xPiPf6JP+3Sevmgw2W3S3A4rKnirfZQVVUVmN91KLwBx1rOO+fPn89Z/ZgI5bFy3hoKCdmRmZrodVrMJlwbzBldbqertwGFAjqpW4+95dWbtfhE5MfjhxZbtpVVcNmEOj370E787qBNvXXuEJY4gKimIzKnYAbTKnzxieWoSVeXNN99kxowZpLX0J4tfVv3M+PHjyc/P/7U6J0a4XfJw9J+oqttV1Rv4vVRVN9fZbdOzN8HC9YWc/tgXfPNzHv/43W946LxBMVmfG0q13XQjcflZrfIBIAmx+T9RVVXFzJkzWbhwIQCXXHY5AAMHHIDP52P8+PEsWrTIzRCbTSRWW+2LNYA00n8WbOBP034kKy2RN64+jEFdYqcI3px+HSAYgSWP6ugpeXi9XjyefSdBVSUvL48lS5bw8ccfAzBgwABOO+00iqr9r0Ov7tlkpA9hzpw5bN++PZRhh41wqbYKZvKIrTJjEHh9yr8+WM7Tn/3M0OzWPHnRwbRpEXkfbJGiOD8yl5+FOiWPCCmNlpaWsmXLFrZs2UJBQQGlpaUUFxdTUVHB1q1bSU5ORkS44ooraNWq1Y7nFRcXs3r1alatWsWqVasoKvp17tWRI0fSr18/ALbllQGQGB/HMcccw5w5c0hOjrzr2hiRuJJgRIiUKdmLKqoZO3kBHy/LZdTQrvzfGf1t0aYQK9leSVJaPAkR8gFcly/Q5hGXED7/Iz6fj7i4OPLz89mwYQObN2/ekTCKi4t3PC4xMZG0tDTS09PJzMwkJSWF5ORkli1bxrp161izZg1r165l/fr15ObmApCSkkL37t3p0aMH2dnZtG7dmri4X//2Kq//9YjF90w0Vlv9EsRjNZqqzgRm5uTkXOl2LHuyamsJV74ylzV5Zdx71gAuPrSb2yHFhE69M0nLiMy5kLQ6PEoe1dXVbNy4kc8++4xVq1bRqlWrHdVFcXFxtG3blu7du9OhQwfat29Phw4dSEvbvdNHeXk5y5YtY/p0/+xGHo+Hbt26MXDgQHr06EGHDh12Sha7qqzxvx6JnhhMHpFYbSUihwPZdZ+nqq8Efp69h6eZOj5bsZXrXp+PJ0549YpDOLRHltshxYz9c9q7HUKjaZXX36rocecDo7CwkG+//ZYFCxZQVlaGx+NBRMjIyOCQQw4hOzubNm3aEB/fsI+UlJQUunbtyrZt2zjttNPo37+/ow/DqtrkER+7Ta0RU/IQkYlAT2AB4A1sVuCVEMQVdVSV5z9fzbj3l9K7fTrP/T6HLq1T3Q7LRAit9iGJnpB926yoqOD999/nyCOPpG3btju25+bm8vnnn7N48WJUlV69etGjRw8GDRpEamrT/n8vv/zyRj+32uv/9p3YgIb3aBOJJY8c4ACNtc7UQVBR7eXO6QuZ/v0GTh3QgQfPG0SaDfYyDmiVFwlhe8esWbP44YcfSE5O5tRTT6W6uprZs2fz5ZdfEh8fzyGHHMIhhxwSNoPxfi15xGC1VQQ2mC8COgCbQhRLVNpSVMGYifP4YV0BN57Qm+uO60VcXOwWtU3j1JY8QmHr1q3Mnz8fgG+//Zbs7Gw+++wzNm/ezKBBgzjppJPqbbdwkzWYR1C1FdAGWCIi37HzYlBnBD2qKPH92u1cNXEeJZU1PH3RYE4ZYPNTmcbxhbDkMWvWLBITE2nfvj1r165lypQpJCQkMGrUKPr06ROSczZVlTWYR1S11V9DFUQ0enPeeu54ayHtWybxyujD6duhpdshmQgWqpLH1q1bWbFiBcOGDePAAw/km2++YdOmTZx44ol07tw56OcLlkqrtoqckoeqfiYi7YEhgU3fqWpuaMKKXDVeH/e/v4znv1jNYT2yeOLCg2kdg0tlmuDSKm9IxnjMmTMHj8dDTk4OLVq04JRTTgn6OUKhtuSRFB8H+NwNppnFSzzJnmTXk4eTxaBGAN8B5wEjgG9F5NxQBRaJCsuquWzCHJ7/YjWXHNaNV0YPtcRhgiIUJY/KykoWLFhA//79adEisqapr+1tFe9S12U3jew7kjkXzSEz2d3OC06qrf4MDKktbQSmZP8QmBaKwCLNytxirnxlHuu3lzHu7N8wamhXt0MyUUSrvEGf12rVqlVUVVVx4IEHBvW4zcEbqPf3WOcT1zhJHnG7VFPl4XBW3mj10dIt3DB5AckJcbx+5aEMsWViTZBplS/oM+quWLGCpKQkunWLvBkOfL5A8rAF6VzjJHn8V0Q+ACYF7o8E3gt+SE3TnHNbqSpPffYz//pgOQd0bMmzv8+hU2ZKyM9rYo9WB7/ksWHDBrp27dqgGW7DjddXp+QRW00eYcPJYlC3As8CA4FBwLOqeluoAmus5lrDvLzKyw2TF/DAf5fz2990ZNrVh1viMCHjC3LJw+fzkZeXt9No8kjiC1Rb2Zgp9zga5qyqbwJvhiiWiLGxoJwxE+eyeGMRt57ch2uH9XS9z7WJXupTqPERF8SSR2FhIV6vl6ysyJxbzVun2io8xlvHnn0mDxH5QlWPFJFidl6zQwBV1ZgawDD3l3yufnU+FdVenrs4hxMOiNzJ9kxk2DGjbhBLHtu2bQOgTZs2QTtmcwrkDuJEdky0Z5rXPpOHqh4Z+Jke+nDC2+Tv1nL3fxbRKTOFSVcewv7tY/4lMc0gFOuXR37yqK22wpKHS5yM85jYkG3RqNrr468zFnP79IUc2iOL//zhSEscptmEquSRkpLS5Jlx3eK13lauc9Lm0b/uHRGJBwYHN5zws720ij+8Pp+vfs5j9JHduePUvsTH4Hw6xj2hWL88Ly+PrKysiG2r26m3lXFFQ9o87gDuBFJEpHZBYQGq8Pe+ilrLNxdzxStz2FJYyYPnDeLcweE714+JXqFYv3zbtm2E+1LNe+NTRcT9yQFjWUPaPMYB40RknKre0QwxhYUPFm/mpikLSE2KZ/JVh3Jw11Zuh2RilKdVEq1G9CaxY3CmRa+srKSkpCRie1qBv+RhVVbuclJt9Z2IZKhqIYCIZALDVPXt0ITmDp9Peezjlfz7wxUM6pzBMxfn0CEj2e2wTAzztEgk7eDg9eorKCgAoFWryP1C5FW1MR4uc1KJek9t4gBQ1QLgnuCH5J7yKi9/nDSff3+4gt8d1IkpVx1micNEndrkES6rAjaGz0oernM0t1UTnx/2PHFCfmkVd57WlyuP6mH1qSYqRUXyULCCh7ucfPjPFZGHgSfwDxa8DpgXkqhckhgfx2tXHGo9OExUKygoID4+PuyWlnXC67NqK7c5qba6Dn8PqynAG0AF8IdQBOUmSxwm2hUWFpKRkRHRJWufqr1XXeZkJcFS4PYQxmKMaQbFxcW0bBnZswpZbyv3NWScxyOqOlZEZsLuc5Cp6hkhiayRmnNKdmMiUXFxMV26dHE7jCbxWW8r1zWk5FE7BcmDoQwkWFR1JjAzJyfnSrdjMSbcqCrFxcWkp0f29DpW8nBfQwYJ1jaKtwbeU9XK0IZkjAmViooKvF5vxK1Zviuvz9on3eakwfwMYIWITBSR3wbmtjLGRJDi4mKAiC95+Kut3I4itjlZSfAyoBf+nlYXAD+LyPOhCswYE3xRlTys2spVTlcSrBaR9/E3nKcAZwJXhCIwY0zwlZaWAkT0GA+wNo9w4GQ9j1NEZAKwEjgXeB7oGKK4jDEhUFZWBhCx63jUst5W7nNS8rgUmAxcZY3mxkSm8vJyAJKTI3vONit5uM/JIMHzQxmIMSb0ysvLSU5OxuMJ3togbvD6sJKHy5xUW50tIj+JSKGIFIlIcZ3FoYwxEaCsrIyUlBS3w2gy//QkbkcR25xUWz0ADFfVpaEKxhgTWuXl5RHf3gFWbRUOnOTuLZY4jIls5eXlUVPysGordzmdkn0K8Dawo8FcVacHPSpjTEiUlZVF9PKztXxqJQ+3OUkeLYEy4KQ62xSw5GFMhIimaisbJOguJ72tLgtlIMaY0PL5fFRWVkZHtZUPm57EZU56W3UWkbdEJFdEtojImyLSOZTBGWOCp6qqCoDExESXI2k6ry0G5TonufslYAawH9AJmBnYZoyJAJWV/qbKpKQklyNpOqu2cp+T5NFWVV9S1ZrAbQLQNkRxGWOCLJpKHrYMrfucJI9tInKRiHgCt4uAvFAFZowJrmhKHjbOw31OksflwAhgM7AJ/+SI1ohuTISIumorK3m4yklX3XuBS1R1O4CItMa/NO3loQjMGBNc0VTyUMVKHi5zkjwG1iYOAFXNF5GDQhCTMSYEakse0ZA8Du6WSceMyO9yHMmcJI84EWm1S8nDlqI1JkLUljyiodpq3NkD3Q4h5jn58H8I+EpEpuEfWT4C+HtIojLGBF00VVsZ9zkZYf6KiMwFjgMEOFtVl4QssjpEpAfwZyBDVc9tjnMaE21qq60SEhJcjsREA0cD/FV1iao+rqqPNTRxiMiLgVHpi3bZfoqILBeRlSJy+z7Ou0pVRzuJ1Rizs6qqKhITE4mzeT1MEDRHm8UE4HHgldoNIuIBngBOBNYDc0RkBuABxu3y/MtVNbcZ4jQmqtUmD2OCIeTJQ1Vni0j2LpuHAitVdRWAiEwGzlTVccDpjT2XiIwBxgB07dq1sYcxJipVVlZa8jBB41b5tROwrs799YFt9RKRLBF5GjhIRO7Y0+NU9VlVzVHVnLZtbeYUY+qqrq625GGCxq2utvWN7tE9PVhV84CrQxeOMdGvpqaG+HjrXW+Cw62Sx3qgS537nYGNLsViTEzwer14PB63wzBRwq3kMQfYX0S6i0gicD7+6d6bTESGi8izhYWFwTicMVHDSh4mmEKePERkEvA10EdE1ovIaFWtAf4IfAAsBaaq6uJgnE9VZ6rqmIyMjGAczpioUVNTYyUPEzTN0dtq1B62vwe8F+rzG2P8vF6vlTxM0NhoIWNihFVbmWCy5GFMjLAGcxNMUZc8rMHcmPpZycMEU9QlD2swN6Z+VvIwwRR1ycMYUz8reZhgsuRhTAzw+Xz4fD4reZigseRhTAzwer0AVvIwQRN1ycMazI3ZXU1NDWDJwwRP1CUPazA3Zne1JQ+rtjLBEnXJwxizOyt5mGCz5GFMDLCShwk2Sx7GxAAreZhgs+RhTAyoTR5W8jDBEnXJw3pbGbM766prgi3qkof1tjJmd1ZtZYIt6pKHMWZ31mBugs2ShzExwEoeJtgseRgTA6zkYYLNkocxMcBKHibYLHkYEwMSEhLIzMwkISHB7VBMlIi6ryEiMhwY3qtXL7dDMSZs9O/fn/79+7sdhokiUVfysK66xhgTelGXPIwxxoSeJQ9jjDGOWfIwxhjjmCUPY4wxjlnyMMYY45glD2OMMY5Z8jDGGOOYqKrbMQRVYJDgH4DDgJ922Z0B7LrQR33b2gDbQhLg3tUXS3Mdp6HP2dfj9ra/oa9/fdvduib1xdJcx3Hrmuxpu71XnD2nsdelqdubck26qWrbBj1SVaPuBjzb0O172DY3nOJujuM09Dn7etze9jf09a9vu1vXxM3r4tY1cXKt7L0S/OvS1O3NdU2itdpqpoPte3qsG4IVS2OO09Dn7Otxe9vv5PW36+LeNdnTdrsmzp7T2OsSrO0hFXXVVsEgInNVNcftOMyv7JqEJ7su4ae5rkm0ljya6lm3AzC7sWsSnuy6hJ9muSZW8jDGGOOYlTyMMcY4ZsnDGGOMY5Y8jDHGOGbJYx9EJE1EXhaR50TkQrfjMX4i0kNEXhCRaW7HYvxE5KzA++Q/InKS2/EYPxHpJyJPi8g0EbkmWMeNyeQhIi+KSK6ILNpl+ykislxEVorI7YHNZwPTVPVK4IxmDzaGOLkuqrpKVUe7E2nscHhN3g68Ty4FRroQbsxweF2WqurVwAggaF14YzJ5ABOAU+puEBEP8ARwKnAAMEpEDgA6A+sCD/M2Y4yxaAINvy6meUzA+TW5K7DfhM4EHFwXETkD+AL4KFgBxGTyUNXZQP4um4cCKwPfaKuAycCZwHr8CQRi9PVqLg6vi2kGTq6J+P0TeF9V5zd3rLHE6XtFVWeo6uFA0Kre7cPwV534tYQB/qTRCZgOnCMiTxFe0zPEinqvi4hkicjTwEEicoc7ocWsPb1XrgNOAM4VkavdCCzG7em9MkxExovIM8B7wTpZfLAOFAWknm2qqqXAZc0djNlhT9clD7APKHfs6ZqMB8Y3dzBmhz1dl0+BT4N9Mit5/Go90KXO/c7ARpdiMb+y6xJ+7JqEp2a9LpY8fjUH2F9EuotIInA+MMPlmIxdl3Bk1yQ8Net1icnkISKTgK+BPiKyXkRGq2oN8EfgA2ApMFVVF7sZZ6yx6xJ+7JqEp3C4LjYxojHGGMdisuRhjDGmaSx5GGOMccyShzHGGMcseRhjjHHMkocxxhjHLHkYY4xxzJKHMcYYxyx5GGOMccyShzGNICKZInJtnftfheg8nUXEFlYyYceShzGNkwnsSB6BtRJC4Xjg4BAd25hGs+RhTOPcD/QUkQUi8i8RKQEQkWwRWSYiz4vIIhF5TUROEJEvReQnERlaewARuUhEvgsc45nASnDU2X8k8DD+9TEWiEj3Zv0LjdkLm9vKmEYQkWzgHVUdELhfoqotAttXAgcBi/HPdPoDMBo4A7hMVc8SkX7AA8DZqlotIk8C36jqK7uc57/ALaq601rVxrjNFoMyJvhWq+pCABFZDHykqioiC4HswGOOBwYDc0QEIAXIredYfYDlIY/YGIcseRgTfJV1fvfVue/j1/ecAC+r6h6X0BWRLKBQVatDEqUxTWBtHsY0TjGQ3oTnf4S/LaMdgIi0FpFuuzymO7ZCnwlTljyMaYTAGupfBhrF/9WI5y8B7gL+JyI/ArOAjrs8bBnQJnCOUPXmMqZRrMHcGGOMY1byMMYY45glD2OMMY5Z8jDGGOOYJQ9jjDGOWfIwxhjjmCUPY4wxjlnyMMYY45glD2OMMY79P2809+iRm9fNAAAAAElFTkSuQmCC\n", + "image/png": 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\n", 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" ] @@ -1328,22 +1348,22 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 53, + "execution_count": 54, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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3awiFQgCYTOrtpih9gfpLPgmeoIfXd7zOC1tfoCXQwoy8GVwffyl7P1zGf9b+gZDJyvrYQupyxnPPjDO4ZEQ6xq6oHSUlFC+Dr2bDro/Cq6AGXwrjb4es8R3Ot9Ba3DS+/RbOV14lWFqKOT2d5F/9itgrZmGMbt/WscFgkKKiIrZv387OnTuZOXMmw4cPP5FXpyhKL6MCxwkIakEW7l7I7K9nU++rZ1rmNG5MvJzKT1byydqH0ExW1sUWUpZRyJ3nD+eawqyuWSUVcMPmBeGAUbsDHElw1v9C4S0Qndbx11VejvPV12h48030lhbso0aRfN99RJ17DqIdvYVgMMiePXsOBotAIIDNZmPw4MEkJKjsckXpK/pU4OjqkiOarrFk7xL+venflLeUU5hSyJ8H/ArnZ+tZsfZf6CYba2MLKU4Zw63Th3DzpFzsli7IgWjYH5672PAy+BogbQRc9kw4q9tk7fDpPBs34nzpZZo//hiEIPqCC4i/+SbsZ5zR5rFSSkpKSti4cSM7duwgEAhgt9sZOnQoQ4cOJS8vD6NR5YEoSl+iSo60g5SSZaXLeGLjE+xp2MPg+MH8KOVaPMu3U7R2NbrZxrrI4eyIH8kNUwu47ax+xNg7uYaUlLB/Fax+GnYsBgQMngnj74TsCR0ejpK6Tsvnn1M/51m8mzZhiI4m7uqriLv+esxpbfdWWlpa2LRpExs2bMDpdGK1Wg8Gi9zcXBUsFOUUo0qOdKKvKr/i8Q2Ps7luM7nRufx5wK8QK0vY8uoLSLON9fFj2RxzBldNGsgTZ/cjOaqTN0wK+mDrW+Fd9ao2h1dHTboHxv4IYrM6fDoZDNL4n/9Q/9xzBPYUYc7IIOW3vyX28sswOI6/tauu6xQVFbFhwwZ27tyJrutkZ2czdepUhgwZgtncDQUXFUXpcSpwHMPWuq08tuExVleuJiUihd/k3YN9TTVF8+eDxcbGxHGscwzj4sJ+/OPcAWTFd2zFUpuaKmHdC+GLpy5cjXbmo+FqtB1cHQXh/IuGhW9R/+KLhCorsQ4cSPr//R/RMy5sc/6ipaWF9evXs2HDBhobG4mIiGDChAmMGjWKpCS1w5+inG5U4PiO4oZintj4BJ/u/5Q4axw/y/wRcRubKF74HljsbE4ezyrbUM4+I5tF5xcwICWqcxtQth6+ejpcP0rXwiVAxt8e3uviBJbwhlwuXK+/juuVV9EaGogoLCTtD7/HcdZZbS6nra6uZvXq1WzevBlN08jPz+f888+noKBALa1VlNOY+utvFdJD/HHVH3m/6H3sJjt3pF1P2td+9r7zCQ1WO9tTJ7DCMoSxBem8ccEgRmZ1vETHMWkh2P5ueDiqbC1YomDs/4Szu09wN71gVRXOF+fievNNpMdD5PTpJPzoR0SMHnXc4w4MR61atYri4mJMJhOjRo1i/PjxqnehKAqgAsdBJoMJv+bnxoTLyN0m2Pfel+yz2tmVMYllxkEMzk3hxQsKmNw/sfOeVErY/h4s+yvU7YL4fJjxDxjxfbC1L1/iu/zFxdQ/9zyNixaBrhMzcyYJP7oV64ABxz0uGAzy9ddfs3r1aurq6oiMjGT69OkUFhYSEdHJw3CKopzSVOBopWsaZ66NZfealZTZ7OzNPpOPGUhOWgKPn1/ABUNTOi/bW0oo+gyW/gkqN0FiAVz9Mgy6pMO1o8Knk3i++grnSy/T8vnnCKuVuGuvJeHmmzBnZBz32ObmZtauXcvatWvxer2kpqZy+eWXM3ToUDUcpSjKUalPhlYGoxG3sFKeN4XF2gCSE2N56NyBXDYqo3OzvUvXwKd/hH1fQkw2XPZ0eML7BPa80P1+mhYvxvnSy/h37cIYH0/inXcSd8P1mOLjj3tsbW0tK1euPDh/UVBQwMSJE8nJyVFl0BVFOS4VOFqFNJ2nQqPwRuo8ML0/147LwmrqxFyEqq3w2V/Cu+s5ksPlzMfcdEIJe8GaGhrmz8c1fwGa04m1oIC0v/6V6JkXY7Ae+3xSSvbt28fKlSvZtWvXwfmLiRMndllmt5SSpqZNRETkYTZ34ryQoig9RgWOViajgTk3FpKTEEGEpRN/Lc5iWPYgbFkI1miY/juYcCdYjp8zcTTebdtwvfwKjUuWQChE5NlnE/+DHxAxftxxewm6rvPNN9+wcuVKysvLiYiIYNq0aYwdOxZHG7kbJyoYbKCy6h0qKhbgdu9mQP8HyM6+pUueS1GU7qUCxyEGp53YhPRRNVXC8n+Ey4IYzDD5p+FLxPGHkL7rQIVa10sv41m3DkNEBHHXXkv8Dde3WcI8EAiwadMmVq1ahcvlIi4ujosvvpgRI0ZgsVhO5tUdva1S4mpYTUXFAmprP0LXA0RHncGggr+SkqI2cVKUvkIFjs7mccJ/H4Wv5oAehDE3hwsPRqV26DRaczMNb72F65VXCZaXY87IIPnXvyL2iiswRh0/d8TtdrNmzRrWrFmD1+slIyOD8847j0GDBmE4gcn3tgQCTior36S8YgFe7z5MpmjS068hPe0aoqIGd/rzKYrSs3p94BBCOICngADwuZTytR5u0tH5W8J1pFY+Dv7m8Has0+7v8P7dgX37cL76Go1vvYXu8WAvHEPyr35J1DnnINqo/+R0Olm5ciWbNm0iFApRUFDApEmTyM7O7pIJ78amrykre4Wamv+g6wFiY8aSl3s3yckzMBo7ufSKoii9Ro8EDiHEC8BMoEZKOeyQ2y8EHgOMwHNSyr8Bs4CFUspFQogFQO8KHCE/rHsRVjwc3se74GKY/gCkDG33KcLLadfgfPllWpYtA5OJmItmEHfjD7APa/s8TqeT5cuX8/XXX2MwGBgxYgQTJ07skoQ9TfNRXbOYsrJXaW7egtHoIC3tajIzricycmCnP5+iKL1PT/U45gJPAi8fuEEIYQT+DZwHlAFrhRDvA5nAltaHad3bzOPQQrB5Pnz+N2gshdwpcO08yBrbodN41q+n5l+P4F2/HmNcHIl33kHstddibsce3fX19axYseJgwBg3bhyTJ08mup2bLXWE11tKWflrVFS8SSjUQEREfwYO/ANpqZdhMnVy2RVFUXq1HgkcUsrlQojc79w8DtgjpSwGEELMB75HOIhkApuADg3QT5s27Yjbrr76au666y48Hg8XXXTREffffPPN3HzzzdTV1XHllVcecf+dd9zBNWfYCX70e8yNe9nRFMGze/ux/vNmmPu/3HfffVxyySXs3LmT22+//Yjjf/vb33Luuefy9TvvsOv3f2BYIECDwcAH0VGsspj5Y2Ehk5KTWblyJb/5zW+OOP7RRx8lKyuLBQsWUF1dja7rVFZWsn//fpYuXcrs2bOJjo5m0aJF/POf/zzi+FdeeeXg8U8//fQR9y9cuJDExETmzp3L3LkvkpUVYMKEZgYWeAFITDyP3JybmTdvPff/+nng+cOO//zzzwF4+OGHWbx48WH32e12PvjgAwD+/Oc/s3Tp0sPuT0hI4K233gLg/vvvZ9WqVYfdn5mZyauvvgrAvffey6ZNmw67f+DAgcyZMweA2267jV27dh12/8iRI3n00UcBuOGGGygrKzvs/okTJ/LQQw8BcMUVV1BfX3/Y/eeccw6/+93vAJgxYwZer/ew+2fOnMkvfvELoIvee3feyTXXXENpaSk33njjEfe39723adMm7r333iPuf/DBB5k0adJx33sjR47k008/5S9/+csR98+ePZuCgoJOeu/NPeL+JUuWEBERwVNPPcUbb7xxxP3qvfeLI34nXaU3zXFkAKWH/FwGjAceB54UQlwMLDrWwUKI24DbALKzs7ugeZIxcc2cV/Ig7NgHsfn8bmseK+pigPbPH5iqayj/+c+xLPmAPCF4OzKSzx0RBNsxB2G321m/fj3vvfceQgjKysooLS0lEAicxOs6kq4HiYjYwq23VpOeEcTjMbDyv1GsWxfJggX/ai1BsqFTn1NRlFNHj23k1NrjWHxgjkMIcRVwgZTyR60/3wiMk1Le3dFzd/ZGTpSuhaV/hJIV4Wzvs+/vcLZ3sLKSuqeeouHtdxBWK/E3/YCEH/6wXXt419XVsXz5crZs2YLRaGTs2LFMmjSJqDZWV3VUMNhIecV8yspexu+vIiIin6ysH5KWejlGo71Tn0tRlN7lVN3IqQw4dGeiTKCih9oSVr0tnO29c0l4P+8Z/wgvr+1AtnfI6aR+9hxc8+aBlMRdfx2Jt92GKbHtYom1tbUsX76crVu3YjQamTBhApMnTyYyMvIkXtSRPJ69lJa+REXlQnTdS1zcJAYV/IWEhKkI0QV7pSuKckrrTYFjLTBACJEHlAPXAtd15ASdtue4c29rtvebrdnevw1v0Wpt/we21tKC84UXcc6di+7zEXP5ZSTddVebRQfh24CxZcsWzGYzEydOZNKkSZ0eMBobN1Ky7xnq6pYihJnUlEvIyvqhyr04Dl0P4vdXomlejMZIdN2PP1BNwF+DP1CD31+DlCFs1jSkDBEMNhAMuggGG9BlEKslGV0GCIWaCAWb0DQPVlsqQpgIhVrQNDea5iYUCl+DYMiQf5CcdEFPv/RTgtdbTmnpC9Q7l7f+H9nRNR+a7iMz43ry84+c21E6rkeGqoQQ84BpQCJQDfxeSvm8EOIi4FHCy3FfkFL+9UTOf8JDVc1V8MU/YMNL4Wzv8bd3ONtb9/lwvfY69XPmoDU2EnXBBST99B6s+fltHltTU3Owh2E2mxk3bhwTJ07s1IAhpcTpXE7Jvtk0NHyFyRRLZub1ZGbciNWq9tsACIXceDxFuN178Hr34/WV4vOW4/WV4fdXA/oxjzUY7AhhRNNaADAaIzCbYjGb40AYCPhrMBitmEwxmE3RGIx2/L5KJBKT0YHR5MBodLT+OxKX87/4/NVkZt6A1IOAJCFhKrGx43tNMUopNTTNg6Z50TQPNlsaBoP1kPtlt7S1vv4LNm/5MVJqxMWOw2C0YTBYMBiseDzFtLR8w6SJy9X7/Bg6MlTVY3McXeGQHsf/7N69u2MHayF4bAS0VMHom8LZ3tFp7T5cBoM0vPU2dU89RaimBseZZ5J0773tysOora3liy++OCxgTJo0qVPrSOl6iJraD9i3bzYtLd9gtaaSnf0j0tOuxmRq+3m83v1YLEl9bq7DH6ijqXETTU2baG7Zjtu9B5+v/JBHGLBaU7Dbs7DZMrDbMrHZMjGaItBCLQiDBaslGas1Bas1GaMxEiEEoVAzQlgwGjtexPJQbncRGzZeTyBQi8FgQUqJlEEcjgFkZFxPSvLFWCwdK2PTHlJKfL5SrNY0QNDSsp3m5u20uHfgcRcTCDpbe1MN6PrhK3wMBhsWSwK67icUciOlRqRjAA7HACyWBMzmWEzm2PC1KfrAEwI6UuqARCJbb5NompdgqAFN86JrXiKjBmOzZYDUkVJDSo2m5i3s3v0XIiOHMOKM2dhs6Ye1yeMpYfVX55OYeB7Dhz3Za4Jub3LaBo4DTrjHsetjSOwf3lCpnaSu07TkA2qfeJzgvv3YR40i6Wf34hg3rs1jGxoa+OKLL9i0aRMmk4nx48czceLETg0Ymuansuot9u97Fq9vPxER/cjJuY3UlEsxGI5fr0pKjbq6ZZSWzcXlWkVi4rmMOGN2p7Wtu2mal6bmrTQ1fR2+NG7C5w9PowlhxOEYgMMxEIejf/gSMQC7PbPN31NXO/A3KoQIJ2BWL6as/BWam7cihJH4uMkkJV1AfPyZ4Q9U5BFzU5rmxevdj89fid9fffASDDaghZoJhZoJhppaew7hy4GelRAWpAyv3DMaHTgc/bFYElt7UrEYTVEYjXaMxgh03U9j44aD3/RNxnBvucW9C4+7iEDQdUSg6UyTJ32JzXb0L3z79j/Hnj0PkZryPfr3v1/1PL5DBY7OXlV1FFJKWj7/nNpHH8O/cyfWggKSfnYvkVOntvltpqWlhRUrVnCgjWPHjuXMM8/s1CGpUKiZsrLXKC17kUCgjujoEeTk3E5S4nltTniHQs1UVLxJWdkreH37sVrTiIoaSl3dp5xxxhySEs/ptHZ2pVComYaGdbgavqLB9RXNLduQMpxDarNlEh19BjHRI4mOHkFU1NBTqjclpaSl5RuqqxdTXbP4YC/pQDKVAu97AAAgAElEQVRmXNxk7PZM/P4ampu34/EUc/gQm2j99h+HyRiJyRyNyRjVOlQWgdEYcXDoSQgjcbHjiI4egc2WcdILJjTNTygU7q2EQs3ftkgYAMMh5xcgBAaDFYs5DqPRga4HcTWsQmBACCMIAwIjQhiIjh553N6zlJKSkicp3vs4Qgiio0cSGVmAzZoWDoTmuNbXbsdoDP8eTKYYzOYjVz5KKfF4inE6v0SiY7WmIvUABoMNo9HWem3HYLC2XttazxvZa3s7KnB0ceBwr1lD7SOP4t24EXN2Nkn33EP0RTMQbRQQ9Pl8rFy5klWrVhEKhRg5ciRTp04lNrbz9qnw+2spLZtLWdmraFoL8fFTyMm5nbjYCW2+YT2evZSWvURl5dtompuYmEKysm4mKfE8QLJm7SVomo8J4z/sNbWopJQEAnUEgvUEA06CQSfNzdtwNXxFc/NWpNQQwkxM9EhiYwuJjhlFdPQIrJZO3AK4h0kpcXv24HL+l+bmbTS37MDnKyMUasFqTSYqaihRkUNwOAZgtaVitaRitSb1eE+qp3g8JVRULsTlWo3Hs5dQqOG4jzeZorHbs7Dbc7BZ09B0H5WVC9F1f4efOzX1MoYOOTI5sjc4bQPHSc1xtIN36zZqH30U95dfYkpOJvHHPyZ21uUIs/m4xwWDQdasWcOXX36J1+tlyJAhTJ8+ncR2LMltL5+vkn37ZlNRuQBdD5KcPIOcnNuJjhp23OPCk+UrKC2bS339FwhhISXlYrIybyI6evhhj3W5VrNh4/Xk5v6Efvk/67S2d5SmeXC5VlNX/wX19V/g85Uedv/BQBE3nrjY8cTEjDqlehOdRddDGAy9aeFk76RpPgKBeoJBJ5ruQ2+d6A9pLQSDLrzeMnze/Xi8+/H7q9B1H0KYGDjw98THTSQYdGE0OhDCjK770XUvmuZD132t5/Oi6X5qqv+Dq2E1kyetOGIOpjc4VfM4TpqUchGwqLCw8H8687z+4mJqH3uc5o8+whgbS/Ivf0ncdd/HYDv+t25N09iwYQPLly+nubmZ/v37M336dNLTO+9N4/NVULLvGSoq3gR00lJnkZNzGxERx6/KGww2Uln1NuXlr+PxFGOxJJKX91MyMq475rfxuLgJpKRcyr59c0hLvazN5+hMgUAddXWfUVP7MS7Xf9H1AAaDnfi4iWRl3YTVmorFHI/ZHIfdnnVaBorvUkGjfYxGG3Z7BnZ720vlpZRoWgsGg/2Q32/7/g5MpihcDatxOleSnn5kSZlTiXpnHUewvJzafz9F47vvYrDZSLzrLuJv+SHGNuYidF1n69atLFu2DJfLRVZWFldccQW5ubmd1rZwwHi6NWBAWtoV5Obcid2eecxjpJQ0NW+mvOw1qmsWo+t+oqNHMWTww6SkXHTYEspjGdD/furqPmPnrj8ycsSLXTpe6/Hso7buE2prP6GxcT0gsdkyyUi/jsTE6cTGFrarzYrSWYQQJ1zUM9IRrh5tbMcqxt5OBY6jCNXXU/fMbBrmzwchiL/xRhJuvw1T/PGXPUop2bVrF5999hnV1dWkpKRw3XXXMWDAgE77gPV6yynZ9xSVleGCbOnpV5GTfcdxvy1pmoeqqvcpL3+d5pZtGI0RpKXOIiPjOqKihnTo+a3WZPLz72X37r9QW/sRyckXntTrOVR4wnc7NbUfU1v7MW53uFBcZORg8nLvJinpfCIjB/XayUVFOb4D79tTf3qgTwWOk80c15qaqH/hBZwvv4L0+4mddTmJd92FOa3tfI6SkhKWLl1KaWkp8fHxXHHFFQwdOrTTdtzzessOCRgG0tOvITfn9uOOlba07KS8fB6VVe+gaS1EOgooGPgnUlMvPalS6JkZN1JZuZBdu/9MQsJZGI0RJ3wuCJdsr6p6j6rq9/F4igADsbGFDOj/AElJ52G3Z7V5DkXp9Q584ZHHTiA9VfSpwHEycxwyFGLv5bMIlpcTfdEMEu++G2te22OXFRUVLF26lKKiIqKiopg5cyajRo3C2MZufe3l9e6npORpKqveBgxkpH+fnJzbj7lWXdf91NR8RFn5azQ2rgtPdidfREbmdcREj+6Ub+sGg4mCgX9k/YZr2Lv3Sfr3/2WHzxEIOKmp+YCq6ndpbAxX2o2NGUtWwc0kJ12AxZJw0u1UlN5EtPY4pOpx9B3CZCL5vp9jyc3FNqTt4Zva2lqWLVvG9u3bsdvtnH/++YwdOxZzGyus2svj2UfJvqeoqnoHIYxkZHyfnOxjB4xgsJHSspcpK3uZYNCJ3Z5N//6/Ji31ii7JLI6NLSQt9Qr2lz5PWtosHI62e3ma5qWubilVVe9R71yOlCEcjgH0y/8FKSmXtmtyUlFOXQd6HCpw9CnRR9lc57sOzfY2m81MnTqViRMnYmtjhVV7eTwllJQ8RVX1uwhhIiPjBnJzbsdqTTnq4wOBekpLX6S07BU0rYXEhOlkZv6A+PjJXV7Ztn//X1Jb9wk7d/6eUaNePWpvRtdDuBpWU131HjW1H6FpbqzWVLKybiY15XtERg5WcxbKaaLvvM/7VODotOq4R/HdbO/x48czZcqUTisP4vHsZW/Jv6mufh8hTGRm/oCc7NuwWo++hazfX8P+/c9RVv46uu4jOXkGuTl3dWtlW4slkX75v2Dnrv9HdfUiUlMvBUBKnYaGdVTXLKam5gOCQSdGYyTJyReRmvo94mLHhbN+FeU08u0XJNXj6FW6Io/jaNne06ZNIyYmplPO7/WWs7fkcSor38ZgsJCZeVNrwDh6HR2fr4J9++dQUbEAKTVSUi4hN+fOdg0VdYWMjGupqHyD3XsewmJNoq5uKTXVS/AHqjEYbCQmTicl+WISEs4+6YJ/itIXqDmOPuy72d5Dhw7l7LPP7rRs70Cgjr0lT1FePg8hICvrJnJy7jhm8t23k+TvALI10e8OIiJyOqU9J0oIIwUFf2LduivYuPEGhLCQkHAW/VPuJzFhersq7yrK6UHNcfRZXZ3tHQw2sX//s5SWzUXX/aSlXkFe3t3HXFbrdhdRsu/p1iEsY7uW4Xa3mOgRDB36CFIPkpR03kkt9VWUvksNVfU5XZ3trWleyspepmTfbEKhRpKTLyI/72c4HEcv4d7SspO9JU9SU/MBBoO1dQjrR8ecJO9pqSmX9HQTFKVXU3McfdSXX36JxWLp1GxvXQ9QUfEme0ueJBCoISFhKv3y7yMq6ugbPDU1bWZvyb+pq/sUo9FBTs7tZGfdovIaFOWUp/I4eqWTWVVlMBi44YYbiIyM7JRsbyk1qqoXsbf4Mby+/cTEFDJs2OPExY496uMbGtdTsvdJ6p3LMZmiycv7KVmZP8Bs7ryS64qi9KQDcxw924rO0KcCx8muqoqOPnLDlhNoA3V1n1JU/C/c7l3hrSxHPE9C/NE3eGpq3kpR0cM4nSswm+Ppl/+/ZGZer+YJFKXPUUNVylE4XasoKvonTU0bsdtzGTb0MZKTLzpqIp7bXUzx3keoqVmCyRRL/36/IjPzhpOu+6QoSu+k5jiUwzQ1baao6J84XV9itaYyaNCDpKXOwmA4svyIz1dB8d7Hqax8C6PRRm7uT8jJ/pHqYSjKaeLAHIeUepvVHaSUBIMu/P4qvL5S/L4qAsF6PJ695OXeTWTkwO5o8hHaDBxCiMnAJimlWwhxAzAaeExKua/LW9fLtbh3U1z8CLW1H2E2xzOg/wNkZFx/1ES3QKCOkn3PUFb2GhDO28jNuQNLH9rCVFF6I6+ms9frJ9ZkJNFiwtJJFas7Ltzj2LHjNxQXP0IgUAtATEwhRqM9vAthoJ5A0IXZHI3BYCUQqEXXA0ecx27LIhCoA3pp4ACeBkYIIUYAvwSeB14GpnZlw3ozr7eMvXsfo7LqXYzGCPLy7iU76+aj9hpCoWb27X+O0tIX0TQvaWlXkJ93T6/Kw1CUvkZKyaLaRuaW17Gu0U3gkKS7GJORJIuJOJOJOLOROHP4Ot5sIt5sIsJoINFsItFiwmoQWA0G0q1mDCe7yvKQ4+PjJgNQVf0ufn8lFksyNls60VHDMBoj8PrKMBojsFpTWi+p2G2ZWK0pmEwxPV6FoT2BIySllEKI7xHuaTwvhLipqxvWG/n9tZTs+zfl5fMRQpCd9UNycu44avVZTfNRVv4KJSXPEAo1tOZt3IvD0a8HWq6cCtyaxsYmD86gxiVJMar443HUBoIsrHKxrsnNLrcPTcKIKDtpVgtmg2B1QwtfNbrJt1u5NTOREVERtGg6NYEgtYEQdYEQrmCIcn+ArS1eXMEQXv3Ycw+3ZyXxx/4nV73ZYo4jNmYs2dm3kJR0PgBDh/7zpM7ZU9oTOJqFEPcDNwBniXB1us6pHd7JuqrIYTDYxL79cygtnYuUAdLSriIv9ydHLXGu60EqKt+kZO+T+APVxMdPoV/+fURHD+/UNimnPiklXzd7+czZxLL6ZjY2uwm1fnb9b24qhTEOdnt8lHoDDI60MT0+mmTryf3pBXVJmS9AdSBITSB08IO0KaTRHNJwazrNIY1BkTZ+kp1C6kk+X1eYV1nPb3aV4dUluXYLgxw2lrtaqKkPoklJQEoswsAD+Wn8ODu53T0Fr6bjCobw6DpV/iANQQ2/rvNMaS3PltYy2GHjmtT4Ew7oBoOVMWPmn9CxvY2QbdRNEUKkAtcBa6WUK4QQ2cA0KeXL3dHAE1FYWCgPVLE9GZrmobT0Zfbtn00o1ERKyiXk5/2UiIgjN3iSUqe6ejHFex/B691PTMxo+uX/gri48SfdDqXvCOg637h9fFjbyNvVLvb5AghgRFQEZ8VFMj42kvmVThbVNhw8xiwEwda/0+GRdqYnRDMx1sHoaAfRpuNXGa4LhPi0vpENTR42N3v5xu3F/51v1kYB0UYjkSYjkUYDQSnZ4/EDkGA2EdB1JHx7aT1cCDAABgEGBAYBo6Md5NgsB4d/EswmhkTaGRBh7ZQe1BtVTu75Zj9T4iJ5cEAmAxxH385AStlpPTZ3SOP6zcWsbnQz2GHjvIRozk2I5oyoCGzGnpov6XxCiPVSysJ2PfZ4gaO1d/GRlPLczmpcdzjZwKHrAcorFlBS8m8CgVoSEs5uzfY+smS5lJL6+mUUFf+TlpYdREYOol/+L0hImKaGGhQAPJrOhiY379c0sLDahUfTMQBT4qK4PCWW8xJiSLB82/n3aTqf1DcRZzYyMMJGosXE9hYvS+ub+czZxNpGNzrhqdZBDhtjoh0Mi7IzMymWRIsJj6bzfo2L+ZVO1rQ+NtpkYHhkBGdE2Slw2Ei1mkmxmEm2mIkzGw/7Vi6lZE2jmyW1jXh1HatBIA7sXyfCzyv4NojoSHQJZf4AaxvdhKSkKXT49qhRRgMZNgtpVjOpVjOpFjNpVjNJFhMmITAIgQEwt84pmIXAahCYDQKzCF+KPH5u2rqXkVERzBuRj7UbJ7k1KVlQ6WRepZO1TW4gHHD7R9i4NCmWYVF24kxGUqxmkixmIg4JKFJKagIhvLpOrr33VojutMDRerL3gRullI2d0bjucKKBQ0qNqqr3KN77GD5fGbGx4+iXfx+xsUf/XbpcX1FU/DCNjRuw27PJz/sZKSkzu3wDJaX30qRkY5OH5a5m9nsDFHn8bGr2EJQSm0FwWXIcZydEMSEmkpQTHAZqDoXnQtY2ulnb6GZTs4eGkAaEA0mFP0BTSKd/hJXvJcdyYWIMwyLt3fpFJqRLXKEQtYEQm5o9bGn2UukPUOkPUuUPD4+dyM7bkUYDS8cWkNODH8AlXj8bmzzsdPt4s8pJuT94xGMch0ywN4U0drf24O7JTuY3/XrnwpjODhxvABOATwD3gdullPecTCO70okEDl0PsW79LJqbtxEVNZR++b8gPn5Km9neVksKeXl3k5Z25VHzNpS+L6hL/tvQzH9qG1lS20h9MIQAUixmsmwWxsU6mBDjYHxsZJtDSydCSskKVws/2FLMQIeNYZF2rkqNZ0KMo9f2ekO6pDYYpC4QIihla88lPJQXlJKA3nqREr+uo8lwUB4THcGwqN6TJBvSJZWBIPWBEM5geM6opnXyvS4Yoj4Qwq/rzEiK4Y97KtCBPVOGE9kF74OT1ZHA0Z7J8f+0Xvo0g8FESvJMcnLuIDnpwmNkexdRXPwINbUfhLO9+/+azIwbMRo7Z9tY5dRR7gvwWmU9/3W1sLXFi1vTcRgNnJsQzYzEGM6KjyLe3D35tUIIzoqPYtuZw4gwGHptsDiUySBIs1pIs1p6uiknxWQQZNksZNnafh1+XfJgcSVuTe+VgaMj2nxnSylfEkLYgWwp5c5uaFOPycm57ai3H57tbScv926ys29V2d59WEtIY5fHR2NQQwdcwRB7vX5KvAGKPX6+bvYggdHREVydGs/UuCimxkdh78HJUofx1P4w6utiW4PFqV9wpH2Z45cADwMWIE8IMRL4k5Ty0q5uXE8LBOooKXmasvLXgQPZ3neqEud9iE/T2ePxscMdvuxsvS71fTdbNzwhnGmzkGe3cE9OCtelxZPdiyc7ld7lQEfwdCmr/gdgHPA5gJRykxDiyPWofch3s73T06487i59yqlBl5LdHj8bm9xsbPKwscnDdrf3YO6EWQj6RVgZEx3B9WnxFDhsJFnMGIBIk5Ecu6VbV/IofYug9w8htld7M8cbvzNueuqHzKPQNN8hu/Q1tLlLn9K7SSnZ4faxwtXMF84W1jS20KyF1/JEGQ2MjI7grqxkhkbZGeSwk2+3Yjb0nT9upXfqA1uOtytwbBVCXAcYhRADgHuAlV3brBNzMpnjuh7iqzUX4/WWkBB/Fvn97iM6aljnN1LpUpX+AMudLaxwNbPc1UxNIARAP7uVy1PiGBPtYFR0BP0jrCdfe0hROqAvvdvaEzjuBh4A/MA84CPgz13ZqBN1Mhs5GQwmcnNux27PJS5uXBe0TukKbk3jv64Wlrua+cLZfHC9fILZxFlxkUyJj+KsuCgy27HqRVG6Qx/ocLRrVZWHcOB4oOub07PS06/u6SYo7VAbCPJJXRMf1jWy3NWMT5fYDYIJsZFcl5bAWfFRDHbYVI9C6VX6zjZO7VtVtYgjX2sjsA6YLaX0dUXDFOVQxR4/H9Q18lFdI2sb3Uggw2rmhvQELkiIYVysQ01cK71bH/oe056hqmIgifAwFcA1QDXhHUSeBW7smqYpp6vmkMb2Fi9bW7xsa/GyttF9cAhqWKSd+3JTuTAxmqHdXEZDUTrDadHjAEZJKc865OdFQojlUsqzhBDbuqphyumlxOvnrSoX79U0sMvzbSc23mzkjMgIbspI5ILEmHZl6CpKb9SXvuK0J3AkCSGypZT7AVrLqh/Y7/TILClFaSdnMMT7NQ28VeVibZMbAUyMjWRWSipDI+0Mi7KTajGrXoXSp7RVH/BU0J7AcR/wpRCiiHDQzAPuEkI4gJe6snFK3+PXdT6pa+Ktahef1jcRlJICh40H8tOYlRJHhupRKH3UaTU5LqVc0pq/MYjwa99xyIT4o13ZOKVv0Fv3d1hY5WJRbQONIY0Ui4lbMxO5MiVOzVUop4XTKnNcCDHrOzflCyEagS1SypquaZbSF1T6A8xr3fym1BcgwmjgosQYrkyNY0pcFEYVLBTllNSeoapbgYnAZ4R7HNOA1cBAIcSfpJSvdF3zTg/ukMZ/G1qYHh+N6RQveRHSJUudTbxaUc/S+iZ0YEpcJL/KS2VGUoyq4KqctvrS96T2BA4dGCylrAYQQqQATwPjgeWAChwn4cPaRh7YXUa5P8jUuChmD80htpv2cehM+71+Xq90Mr/SSVUgSLLFxE+yk7kuPaFXb5epKN3ttJjjAHIPBI1WNcBAKaVTCHHknolKu5T6Avx2dxkf1TUxyGHjf9MSeHRfNTPW7+Kl4fkMdPT+zaGklCx3tfBCeS0f1zUBMD0+mofSMzg3IUYVDFSUQxycHO8DkaM9gWOFEGIx8Gbrz1cAy1tXVTV0Wcv6qKAumV1awz9LwrH4d/3SuS0zCbNBMCUuklu2lnDR+l08NSSH8xNjeri1R9cS0lhQ5WRueR27PX4SzCZ+mpPCDekJqiZUHydb93iVmg4hHd0TQveGkLoETbZe68hg60WXoMtvr7XDfz7svkPPobc+zyH3CZOBqKmZmJN7z9axHdGXvka1J3D8mHCwmEz4tb8MvCXDi5HP7sK2ASCEyCdcJytGSnllVz9fV/qqoYVf7Spjh9vHhYnR/GVA5mEftONiI/mocCA/3LKXm7bs5Tf5afwkO7nXrDja4/HxQlkdb1Q5adF0RkZF8MTgbC5NjlXlPk5hUpdoDX6CVW5CLh9aox+tMYDW6Ef6NPSghgxoyICODGidP9YiAINAGET42hi+Puw2gyDU4MO7pZaoqVlEn5PdyY3oPn2gw9Gu5bgSWNh66RAhxAvATKBGSjnskNsvBB4DjMBzUsq/Hef5i4FbhRAdfv7ewhkM8ZeiCl6vdJJhNfPS8DwuOEZvIsNm4d3RA/j5jv38tbiS7S1e/jkom4ge2pJUSsnnzmbmlNWyzNmMRQguTY7llsxERkc7eqRNfcWBb+fC3L0LBmRQx1fUgH9PA/59TYSq3ciA/u0DTAJjjBVjtBVjvA2TxYDBYkSYDQiLEWEyIEwCjAYMNhMGhwlhNICB8Ae90RB+rNkQvt14eAD49hoQrf9uh5DLR9Xf19L0yT4cY1MwRp9ac2ff5nGc+qHjmIFDCPGllPJMIUQzhwdJQTieRLfj/HOBJwn3Ug6c1wj8GzgPKAPWCiHeJxxEHvrO8becykt+pZTMr3Ly56IKmkIaP85O5ue5KW2uLIowGnh6SA5DI+08WFxJkcfPi8PzujU5zqfpvF3t4pnSWnZ5fKRYTPwqL5Ub0hNIspi7rR2nEqnpaE0BtOYAeksQ3R1Ec4evD1w0dzB8nzd08Nu7KdmOKc4GJkPrh7IBBEd82GIg3Ps81oevQYRX7hjFYbdhEKBLguUthJw+/MWN4ec2CSxZ0TgKUzGlRmBOcWBKsGFw9M5sfVOcjbhZA3C9vRupt/343qY3/k5P1DEDh5TyzNbrqBM9uZRyuRAi9zs3jwP2tPYkEELMB74npXyIcO+kT9jh9vLrnWWsbnQzLsbB3wdmMjjS3u7jhRDcnZNCgcPGXdv3ceH6XbwwLI+xMV37Lb82EOSl8npeLK+jPhhiWKSdJwZn873kWCyn+XCUDGqE6n2E6ryEnAeGdPyEGgNoDX70lsBRxyGE2YDBYT54MSdFYIgwIWwmhIBAaTOaO4gM6uEx/qDeOpdwYHyf8IzqgXmA1nmGDjMKTHE2IkYmYR+agDU/ptt7OyetD3z2nvr9jTaGqoQQBmDzocNMnSADKD3k5zLCS3uP1YYE4K/AKCHE/a0B5miPuw24DSA7u+fGP92axiMl1TxTWkOU0ci/CrK4Ni3+hPeGOD8xhv+MGcjNW4qZtXEPfy/I5Lq0hE5udTjQPVtay8JqF35dcl5CNLdnJTE5NrJPfVNqD92vEaxsIVDeQqjGEw4WtV60Rv9hjxMWQ3hIJ9aKuSAOY4wVU4wVQ7QF44FAEWnGYOn8D2cpZfgT6NBgosnwip0DAeeQ24Qg3B7bqbfU++hOvY/fvvRXdNx3kZRSF0J8fWiRw05wtN/fMd8FUsp64I62TiqlnAPMASgsLOyRd9XHdY38ZncZZb4g16bG87t+6SRYTv4PtcBhY8mYgdy+rYSf7yhle4uXP/TLOOlkQSklX7iamV0anr+wGwTXpMZzW1YS/SN6/3LgzqB7ggQq3AQrwoEiWNFCqM578B0p7CbMiXas+TGYEu2YEm2YEiMwxdsQNmOPBVUhxLeTyj3Sgh526sWNg06X5bhpwDYhxBrAfeBGKeWlJ/icZUDWIT9nAhUneK7DnMye4yej3Bfgd7vLWVLXyMAIG++MymFibGSnPkec2cTrZ/TjT0UVzCmrZafbx+yhucSfQLKgT9N5u8bFnNJadrh9JFtM/DovlRvTEzsl0PVWMqQTKG8hUNJIoLSZQIUbzfltCXdjrBVzeiQRI5MxZ0RiSY/EGK2WF/cqp3CUPK2KHAKRHD73IIC/n8RzrgUGCCHygHLgWuC6kzjfQSez5/iJCOqS58pq+b+SKqSUPJCfxu1ZSV02F2AyCP40IIMhkTZ+ubOMGet28dIZeQxytG/upC4Q4qXyOl4sr6MuGGKIw8Zj/7+9O4+Oq7zPOP79zWgZSSONtSFbtuV9wazBDiTYhLCWhpC1JFCahiYnHOghbc9p1p40Xc5JQ9KcnoSWhJCGkDYpaUhSwAlLEggQs9sEjMEGjBckS5ZlydYy0kizvP1jLiAbS9bYGt2ZO8/nHB2P7tw789qv5z7z3ve977uyjQ+0BHM4bSaRYnT3AGO7Bhjd1c9Y+xCksp0D4YYIFXOjlJ85m4rWKOWtNYSjComiEYSzbxGbSnCUOeceHr/BzKZ0pjKz28nObdVkZh3APzjnvm9m1wP3kx1JdatzrugWhNrYH+dzL7XzYjzBRY11fGXZXNpmaGqNK+Y0srQ6wie27OTSTa/w7VULJhzeC/BSPMH32nu4o7uP0YzjgoY6rp3fzLr6YPVfuFSGsfZBEtuzQ03H2geyncghKG+NEn3HHCoX1lGxoI5wrUKiOBX//9cgZN5kw3GvA/6S7Gy4m8c9VQs8OpUXd85dOcH2e4B7cijnlMzEpaoDyRRfebWLH3X10lpZzg9OXsglTbEZPwGvidVw3+rlXL1lJ1c/v5PPL5rNXy9oeaMczjl+f2CIm9v38WDfIBGv/+JT85pZVgTTmUxVsmeYxLYDjG4/wOjO/uz9CAbl82qpPXc+lUtiVLTV5aWDWiQXAfqONmmL43+Ae8neW/GFcdsHnXN9eS3VMcrnpSrnHHd0H+CftndyMJXi2vnNfHbhbGrK/DshtUYquOtty/jbl9q5YedeXown+Pryedy3v5/vtvewNZ6g2W0JDfgAABKESURBVLv/4s8D0n/h0o6x3QOMbOsl8WJftiMbKGuuonp1C5Gls6hcPItQVfH/XeUIAjDhU6BvAHTO9QP9wBFbDaXk5XiCz7/czuMH46ypq+brK5awKod7MvKpKhziphPbWFUT4Ss7uvhVz0HSDk6sifDNlfP5YEt90fdfZBIpEi8fILG1j8RLfWSGUxA2KhfHiK5tJbKyIXsDnUgBe338255Eko5EkoFUmhU1EU7yziVp5xhKpakKh97ST5p2jr5kiu3Do/x6fz+vJcb41xXzj2lwzHTQ17JJDKczfGt3N99+bR814RDfWDGfPz2OezLyxcy4fkELJ0ar+Hn3Aa6Y3cA5Rd5/kRlNk3ixl+Hneki8cgDSjlB1GZEVDURWNRBZVh+gexKkFKS8VtJVm3ccsj0aDpF0jtFM9vkQ2SH4syvLGUilOZBM0zk6RsJ7vsKMBVUVDKbSCo7pMJ19HL/tHeDvXu7gtcQYl8+u58tLWgt+qo0LGuu4oHEqM8EUJpfMkHipLxsW2/pwyQzhWAXRd7ZSdVIjFW112QnwpHQV8ZjWZu8k/7HWRj4yu4HBVJq79h2kKhyiOhSiJpz96R5L8tzgCL3JFLPKwsyNVHBRUx0LIhXMj1Tw9liN72v2BCo4pqOPo2s0e0/GL3v6WVZdyc9PX8La+mOedUWOwqUzJLYfZOS5HkZe6MWNpgnVlFO9uoXq05uzYaF1PeR1RdyKXlcfZcvak2ka19d4fpF+0QtUcByPtHN8v6OHr+3cS9o5vrhoDte15e+ejFLmXLaDe/gP+xh5fj+Z4RQWCVN1ShPVpzVTuXiWWhYyqSJscGBmh4RGMQvG38JzPJeqDLhr30HOitXw1eXzWKDlTqdd6mCC4U37GH6mm1RvAisPEVnVSPVpzUSW12dnhRWZxBtfJ4p4VFUQBCo4judSVciM209bQm04VNSdyoUmM5ZmZMt+hjd1M7qjHxxULIpRf14bVac0EqoM1H9ByTd9NAuCPrXj1Pl4T0bQjHUOEX9qL8PP7sMl0oQbItRd0Eb1GS2UNWjorEgxU3DItMmMphh+tof403tJdgxBmVF1chM1b59N5aKYOrlFAkLBIcdtrHOI+BNd2dbFWIaylmpi711MzRknEKou7CHMUqTUxeGrQAWHX9OqlyKXyjCyZT9Dj3cxtnsAKw9RdWozNWfOpqKtVv1Ekh/6b1UQAhUcMz2teilK9Y8Sf7KL+FN7yQwlKWuMELt0MTWr1bqQmaDkKASBCg7JD+ccozv6iT/WycjWXnAQWdFA9J1zqFxWr74LmXkajusrBYdMyKUyDD/Xw9CGPSS74oSqy4ieM4/oWXM0Mkr8oe8oBUHBIW+RjieJP9nF0OOdZAaTlJ1QTf2Hl1F9ejNWriHLIqVOwSFvSPYMM7RhD8PP7MMlM1Qur6f28rlULpulzm4pLLpS5atABYdGVeXOOcfoq/0MbdhDYlsflBk1b2shuq6V8pYav4sncih9fykIgQoOjaqaOpdxjDy/n8GH20l2xgnVlFN3YRs175hDOKr1uKVQKTkKQaCCQ47OJTPEn+lm8JEO0r0JypqrvP6LE7ByTTIoxUGDqvyl4CgRmUSK+JNdDG7YQ2YwSfm8KLP+7EQiqxo1nFaKhrraCoOCI+DSg2MMPdrJ0BOduESaymWzqP3ofCqXxNThLcVLTQ5fKTgCKtWXYPCRDuIbuyGdoerkJmrPnUfFPK1mKCLHR8ERMMm9cQYeamdkcw+YUXNGC9F3zaW8udrvookcPzWSC0KggqOUh+OO7Rli4IHXSLzYi1WEia6bS+3auYRjWslQAkhXqnwVqOAoxeG4hwRGpIy6C9uInt2qCQcloNTkKASBCo5S8pbAuGgB0bWthCKqUgkw5UZB0FmmyIx1DjHw28NaGGvnEqpSVUoJ0agqX+lsUyQODYywAkNEfKOzToFTYIiMo0tVBUFnnwI11un1YbygwBB5C12p8pXOQgVGgSEyCc12UBB0NioQCgwRKRY6K/ks2TPMwK93M/L8fiwSpvaCNmrXKTBEJuM0qspXgTo7FdOd46mDCQZ++xrDm7qx8hC158+n9px5CgyRyehKVUEI1FmqGO4cTw+NMfi7doae6AIgenYrtefN1+JJIlI0AhUchSyTSDH4SAdDGzpxyTTVq1uou7CNslkRv4smUjTeaHDoSpWvFBx55pJphh7vYvChdjLDKapOaaLu4gWarVbkWGhUVUFQcOSJS2eIb+xm4IHXyAyMUbm8ntjFC7QehogUPQXHNHMZx8jmHvp/s5t0b4KKBXXErlhJ5eKY30UTCQ6NqvKVgmOaOOdIbOtj4P7dJPfGKZ9dw6yrTyKyol5LtIpMF32UCoKCYxqM7jhI//27Gds9QFljhIYrVlB1ajMW0v9yEQkeBcdxGNszRP/9uxh9+QDhugpmfXApNWtasHDI76KJiOSNguMYJPcNM/Cb7N3eoeoyYu9ZRPSdc7DysN9FEykN6uLwlYIjB4fe7e1ND3LOXK26JzJTXr/6q+Dwlc54U3DI3d4G0bVzqX33PN3tLTLj1G9YCBQck3jzbu89uFSGmtWzqb2gjbJZlX4XTaTEqcnhp4IPDjP7AHApcAJwk3Pu1/l+T5dMM/RYF4MPe3d7n9pE3UW621vEd16DQ7dx+CuvwWFmtwLvBfY5504et/0S4FtAGPhP59wNE72Gc+5O4E4zqwe+AeQtOFw6Q/zpbgYezN7tHVlRT93FC6mYG83XW4qIFJ18tzhuA/4D+K/XN5hZGLgJuAjoAJ42s7vJhshXDzv+E865fd7jL3nH5YVLO7pv/AOp7mEqFtYRu3IllYt0t7eIyOHyGhzOuUfMbOFhm88EtjvndgCY2U+A9zvnvkq2dXIIy952fQNwr3PumXyV1cJG9Kw5hBsiuttbpECZRlUVBD/6OOYC7eN+7wDOmmT/TwMXAjEzW+qcu/lIO5nZNcA1AG1tbcdUsOjZrcd0nIjMFH2hKwR+BMeRan7C7w/OuRuBG4/2os65W4BbANasWaPvIyKBpo+4n/yYG6MDmD/u93lApw/lEJFiowZHQfAjOJ4GlpnZIjOrAK4A7p6OFzazy8zslv7+/ul4OREpVGpw+CqvwWFmtwOPAyvMrMPMPumcSwHXA/cDW4GfOudemI73c86td85dE4tpNJRIIKnFURDyParqygm23wPck8/3FhGR/AjU/N+6VCVSInSpyleBCg5dqhIJON1fVRACFRwiIpJ/gQoOXaoSKRGa5dBXgQoOXaoSCbjXZ8f1txQlL1DBISLiN1cCraGCX49DROQtCuzc7Jxj7LVB4k/tJdUzTPN1pwV6otRABYeZXQZctnTpUr+LIiJ5UGgnY5fMkHipj8ENexjbNYBVhqk6qRGXzGAVYb+LlzeBCg7n3Hpg/Zo1az7ld1lEJJicc4y+epDhjd2MbO3DjaaxijB1F7YRPbuVUHW530XMu0AFh4iUiBnuR3CZbFiMvNDL6I5+UvuGCVWXUXVKE9WnNlO5OIaVlU6XsYJDRIrHDF6pcs6R7Bhi6LFOEtsPkBlMYhUhKhbUEV3bSs0ZLVh56YTFeAoOESk+eWpwvB4WIy/sZ2RLL6n9I1hFiMjKBqpOaaJqZQNWHty+i6kKVHCoc1xEcpXcN0zilQOM7exnrDNOui8BIaNySYzoulaqTm4iHK3wu5gFJVDBoc5xkYCbplFVY3uGGHmxl9FXDjD22iAAodpyKlqj1J03n6qTGkuik/tYBSo4RKREHOOlqtTBUeJPdjH4u3YwKJ8bpfaCNmpWtxCuryy44b6FSsEhIkVo6smRGUuTeKGX+KZuRl89CA4ql9fT8JHlugR1jBQcIlI8ptAgcM6R7h9jeFM3I9v6SO0bxo2mCddXUnt+GzVnnEBZY1X+yxpggQoOdY6LlIgjNDjSA6MMPdpJfFM3maHkG9urzziB6tUtVC6KYSFdipoOgQoOdY6LlBaXccSf7CL+1F6SXXEwiKxqJLJkFqFoOeUt1ZS31PhdzMAJVHCISOkY3txD/327SPclKGuMUPdHC6k6pYnyJl2GyjcFh4gUD2/UU++PtgLZUVF1ly+n+rTmkpryw28KDhEpGuNHy8760FJqVs/Gwuq3mGkKDhEpGqHaCsKNEWIXLaD69BP8Lk7JUnCISNEI15Qz57Nv97sYJS9QFwXN7DIzu6W/v9/vooiIBFaggsM5t945d00sFvO7KCIigRWo4BARkfxTcIiISE4UHCIikhMFh4iI5ETBISIiOVFwiIhITgJ3A6A3tfp+M9t92FMx4PAbPI60rQnYn6fiTeZIZZmp15nqMUfbb7LnJ3puKvXiV50cqSwz9TqFXiegz8rx7JdrvUy1ro6nThZMeU/nXKB+gFumun2CbRsLqdwz8TpTPeZo+032/PHUi1914me9FHqd+FkvpfhZmWpdzVSdBPFS1foctk+0rx+mqyzH8jpTPeZo+032vOolP/urTmb2dfyql1zqKu/MSynxmNlG59wav8shb1KdFCbVS+GZqToJYovjeN3idwHkLVQnhUn1UnhmpE7U4hARkZyoxSEiIjlRcIiISE4UHCIikhMFxyTMrMbMfmhm3zOzq/wuj2SZ2WIz+76Z/czvssibzOwD3mflLjO72O/yCJjZiWZ2s5n9zMyum67XLbngMLNbzWyfmW05bPslZvaSmW03sy94mz8E/Mw59yngfTNe2BKSS70453Y45z7pT0lLS471cqf3Wbka+KgPxS0JOdbJVufctcBHgGkbpltywQHcBlwyfoOZhYGbgD8GVgFXmtkqYB7Q7u2WnsEylqLbmHq9yMy5jdzr5Uve85Ift5FDnZjZ+4ANwAPTVYCSCw7n3CNA32GbzwS2e99kx4CfAO8HOsiGB5Tgv9VMyrFeZIbkUi+W9TXgXufcMzNd1lKR62fFOXe3c+5sYNout+tkmDWXN1sWkA2MucAvgA+b2XcorCkXSsUR68XMGs3sZuBtZvZFf4pW0ib6vHwauBD4EzO71o+ClbCJPivvNrMbzey7wD3T9WaBmx33GNkRtjnnXBz4i5kujLxhonrpBXRi8s9E9XIjcONMF0aAievkIeCh6X4ztTiyOoD5436fB3T6VBZ5k+qlMKleCs+M1omCI+tpYJmZLTKzCuAK4G6fyySql0Kleik8M1onJRccZnY78Diwwsw6zOyTzrkUcD1wP7AV+Klz7gU/y1lqVC+FSfVSeAqhTjTJoYiI5KTkWhwiInJ8FBwiIpITBYeIiOREwSEiIjlRcIiISE4UHCIikhMFh4iI5ETBIVJAzGzI7zKIHI2CQ+Qw3toGIjIBBYeUFDNbaGbbvCWBN3tLalab2S4z+7KZbQAuN7PTzewJb5//M7N67/iHzOybZvaYmW0xszO97Q1mdqe3/xNmdqq3/Vwze9b7+YOZ1ZpZ1MweMLNnzOx5M5vSGiOTHWdmf+/9vX5jZreb2We87UvM7D4z22RmvzezldP+jyqlxzmnH/2UzA+wEHDAWu/3W4HPALuAz43bbzNwrvf4n4Fveo8fAr7nPX4XsMV7/O/AP3iPzwee9R6vH/deUbJLGZQBdd62JmA7b07/MzRJ2Y94HNklQZ8FqoBa4BXgM95+DwDLvMdnAQ/6XQf6Kf4frcchpajdOfeo9/hHwF95j/8XwMxiwCzn3MPe9h8Cd4w7/nbIrsRmZnVmNgtYB3zY2/6gt9hUDHgU+Dcz+zHwC+dch5mVA/9iZu8CMmQX4WkB9h6l3DbBceuAu5xzI17513t/RoGzgTvM3liuoXKq/0giE1FwSCk6fGbP13+PH8fxEy2kc4OZ/Qp4D/CEmV0IvANoBlY755JmtguITOF9r5rguCO9N2QvRR90zp0+hdcWmTL1cUgpajOzd3qPrwQ2jH/SOdcPHDCzc7xNHwMeHrfLRwHMbB3Q7+3/CN6azmb2bmC/c27AzJY45553zn0N2AisBGLAPu/kfx6wYIrlnui4DcBlZhbxWhmXen+PAWCnmV3ulcvM7LQpvpfIhNTikFK0Ffi4tw7zK8B3yK6XPd7HgZvNrBrYwaFLCB8ws8eAOuAT3rZ/BH5gZpuBYe94gL/xTvJp4EXgXrL9EOvNbCPZvoltUyz3j490nHPuaTO7G3gO2E02oPq9Y64CvmNmXwLKgZ94+4kcM63HISXFzBYCv3TOnXyMxz9EtuN54zQW67iZWdQ5N+QF3SPANc65Z/wulwSTWhwiwXCLma0i2+fxQ4WG5JNaHCIFxsxOAf77sM2jzrmz/CiPyOEUHCIikhONqhIRkZwoOEREJCcKDhERyYmCQ0REcqLgEBGRnPw/+s1YtoFbJOAAAAAASUVORK5CYII=\n", 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" ] @@ -1363,7 +1383,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 55, "metadata": {}, "outputs": [], "source": [ @@ -1372,14 +1392,14 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 56, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] diff --git a/conviction_cadCAD2.ipynb b/conviction_cadCAD2.ipynb new file mode 100644 index 0000000..603d584 --- /dev/null +++ b/conviction_cadCAD2.ipynb @@ -0,0 +1,1476 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import networkx as nx\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import scipy.stats as sts\n", + "import seaborn as sns\n", + "%matplotlib inline\n", + "\n", + "#import conviction files\n", + "from conviction_helpers import *\n", + "from conviction_system_logic2 import *" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This notebook uses the differential games framework developed by BlockScience. It is currently in private beta, and building towards a full open source release.\n", + "\n", + "**Description:**\n", + "\n", + "cadCAD is a Python library that assists in the processes of designing, testing and validating complex systems through simulation. At its core, cadCAD is a differential games engine that supports parameter sweeping and Monte Carlo analyses and can be easily integrated with other scientific computing Python modules and data science workflows.\n", + "\n", + "To learn more about cadCAD, follow our [tutorial series](https://github.com/BlockScience/cadCAD-Tutorials/tree/master/01%20Tutorials)\n", + "\n", + "**Installing cadCAD:**\n", + "\n", + "cadCAD is in private beta. Tokens are issued to participants. Replace `` in the installation URL below\n", + "```bash\n", + "pip3 install cadCAD --extra-index-url https://@repo.fury.io/blockscience/\n", + "```\n", + "\n", + "If you'd like to participate in the beta program, contact cadcad [at] block [dot] science.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "#THIS policy is one of the main paramters of this system!\n", + "\n", + "#maximum share of funds a proposal can take\n", + "default_beta = .25 #later we should set this to be param so we can sweep it\n", + "# tuning param for the trigger function\n", + "default_rho = .5*default_beta**2\n", + "\n", + "def trigger_threshold(requested, funds, supply, beta=default_beta , rho=default_rho):\n", + " \n", + " share = requested/funds\n", + " if share < beta:\n", + " return rho*supply/(beta-share)**2\n", + " else: \n", + " return np.inf" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/Zargham/Documents/GitHub/conviction/conviction_helpers.py:171: RuntimeWarning: divide by zero encountered in log10\n", + " demo_data_Z0[sof_ind,ts_ind] = np.log10(trigger)\n", + "/Users/Zargham/Documents/GitHub/conviction/conviction_helpers.py:173: RuntimeWarning: invalid value encountered in double_scalars\n", + " demo_data_Z2[sof_ind,ts_ind] = trigger/tc #share of maximum possible conviction\n", + "/Users/Zargham/Documents/GitHub/conviction/conviction_helpers.py:174: RuntimeWarning: invalid value encountered in double_scalars\n", + " demo_data_Z3[sof_ind,ts_ind] = np.log10(trigger/tc)\n" + ] + } + ], + "source": [ + "dict1 = trigger_sweep('token_supply',trigger_threshold)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.15940000000000001, 1008990000.0, 'fixed alpha = 0.5')" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "trigger_plotter(dict1['share_of_funds'],\n", + " dict1['log10_trigger'], \n", + " 'log10_trigger',\n", + " dict1['total_supply'],\n", + " 'Token Supply')\n", + "axis = plt.axis()\n", + "plt.text(.2*axis[0]+.8*axis[1],axis[-1]*1.01, 'fixed alpha = 0.5')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "dict2 = trigger_sweep('alpha',trigger_threshold)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "dict_keys(['log10_trigger', 'trigger', 'share_of_max_conv', 'log10_share_of_max_conv', 'alpha', 'share_of_funds'])" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dict2.keys()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "trigger_plotter(dict2['share_of_funds'],\n", + " dict2['log10_share_of_max_conv'], \n", + " 'Log10 Share of Conviction Required to Pass',\n", + " dict2['alpha'],\n", + " 'alpha')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "n= 35 #initial participants\n", + "m= 5 #initial proposals\n", + "\n", + "initial_sentiment = .7\n", + "\n", + "network, initial_funds, initial_supply, total_requested = initialize_network(n,m,total_funds_given_total_supply,trigger_threshold)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note from Kris, consider: substitutibility of proposals st when a substitute passes, affinity for the others goes away; this will make the process more realistic because proposals will end up never passing.\n", + "\n", + "implementation notes:\n", + "- create substitutability matrix (proposal x proposal)\n", + "- update accounting when thing pass: change affinities and should affect sentiments\n", + "- define a new 'type' of proposals for tracking 'dead' ones (no longer candidates = zero tokens in support)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "proposals = get_nodes_by_type(network, 'proposal')\n", + "participants = get_nodes_by_type(network, 'participant')\n", + "\n", + "supporters = get_edges_by_type(network, 'support')\n", + "influencers = get_edges_by_type(network, 'influence')\n", + "competitors = get_edges_by_type(network, 'conflict')" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'type': 'proposal',\n", + " 'conviction': 0,\n", + " 'status': 'candidate',\n", + " 'age': 0,\n", + " 'funds_requested': 17589.292287573582,\n", + " 'trigger': 1104.121115799948}" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#sample proposal\n", + "network.nodes[proposals[0]]" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'type': 'participant',\n", + " 'holdings': 4537.290223053911,\n", + " 'sentiment': 0.11711653488779006}" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#sample participant\n", + "network.nodes[participants[0]]" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'affinity': 0.4582318657379634,\n", + " 'tokens': 0,\n", + " 'conviction': 0,\n", + " 'type': 'support'}" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#sample relationship participant to proposal\n", + "network.edges[supporters[0]]" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'influence': 5.9558732617319805, 'type': 'influence'}" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "network.edges[influencers[0]]" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'conflict': 0.9916719921318113, 'type': 'conflict'}" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "network.edges[competitors[0]]" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Participants Social Network')" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "nx.draw_kamada_kawai(network, nodelist = participants, edgelist=influencers)\n", + "plt.title('Participants Social Network')" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Proposals Conflict Network')" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "nx.draw_kamada_kawai(network, nodelist = proposals, edgelist=competitors, node_color='b')\n", + "plt.title('Proposals Conflict Network')" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Histogram of Participants Token Holdings')" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist([ network.nodes[i]['holdings'] for i in participants])\n", + "plt.title('Histogram of Participants Token Holdings')" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Histogram of Proposals Funds Requested')" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist([ network.nodes[i]['funds_requested'] for i in proposals])\n", + "plt.title('Histogram of Proposals Funds Requested')" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "affinities = np.empty((n,m))\n", + "for i_ind in range(n):\n", + " for j_ind in range(m):\n", + " i = participants[i_ind]\n", + " j = proposals[j_ind]\n", + " affinities[i_ind][j_ind] = network.edges[(i,j)]['affinity']" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 96.12857142857142, 'participant_id')" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "dims = (20, 5)\n", + "fig, ax = plt.subplots(figsize=dims)\n", + "\n", + "sns.heatmap(affinities.T,\n", + " xticklabels=participants,\n", + " yticklabels=proposals,\n", + " square=True,\n", + " cbar=True,\n", + " ax=ax)\n", + "\n", + "plt.title('affinities between participants and proposals')\n", + "plt.ylabel('proposal_id')\n", + "plt.xlabel('participant_id')" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.8]\n" + ] + } + ], + "source": [ + "#power of 1 token forever\n", + "conviction_capactity = [5]\n", + "alpha = [1-1/cc for cc in conviction_capactity]\n", + "print(alpha)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "params= {\n", + " 'sensitivity': [.75],\n", + " 'tmin': [7], #unit days; minimum periods passed before a proposal can pass\n", + " 'min_supp':[50], #number of tokens that must be stake for a proposal to be a candidate\n", + " 'sentiment_decay': [.01], #termed mu in the state update function\n", + " 'alpha': alpha,\n", + " 'base_completion_rate': [100],\n", + " 'base_failure_rate': [200],\n", + " 'trigger_func': [trigger_threshold]\n", + " }" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "function" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "type(trigger_threshold)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "# # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # \n", + "# Settings of general simulation parameters, unrelated to the system itself\n", + "# `T` is a range with the number of discrete units of time the simulation will run for;\n", + "# `N` is the number of times the simulation will be run (Monte Carlo runs)\n", + "time_periods_per_run = 200\n", + "monte_carlo_runs = 1\n", + "\n", + "from cadCAD.configuration.utils import config_sim\n", + "simulation_parameters = config_sim({\n", + " 'T': range(time_periods_per_run),\n", + " 'N': monte_carlo_runs,\n", + " 'M': params\n", + "})" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[{'N': 1,\n", + " 'T': range(0, 200),\n", + " 'M': {'sensitivity': 0.75,\n", + " 'tmin': 7,\n", + " 'min_supp': 50,\n", + " 'sentiment_decay': 0.01,\n", + " 'alpha': 0.8,\n", + " 'base_completion_rate': 100,\n", + " 'base_failure_rate': 200,\n", + " 'trigger_func': }}]" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "simulation_parameters" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "initial_conditions = {'network':network,\n", + " 'supply': initial_supply,\n", + " 'funds':initial_funds,\n", + " 'sentiment': initial_sentiment}" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'network': ,\n", + " 'supply': 39271.4767780144,\n", + " 'funds': 1542248.8883261245,\n", + " 'sentiment': 0.7}" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "initial_conditions" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "# # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # \n", + "# The Partial State Update Blocks\n", + "partial_state_update_blocks = [\n", + " { \n", + " 'policies': { \n", + " #new proposals or new participants\n", + " 'random': driving_process\n", + " },\n", + " 'variables': {\n", + " 'network': update_network,\n", + " 'funds':increment_funds,\n", + " 'supply':increment_supply\n", + " }\n", + " },\n", + " {\n", + " 'policies': {\n", + " 'completion': check_progress #see if any of the funded proposals completes\n", + " },\n", + " 'variables': { # The following state variables will be updated simultaneously\n", + " 'sentiment': update_sentiment_on_completion, #note completing decays sentiment, completing bumps it\n", + " 'network': complete_proposal #book-keeping\n", + " }\n", + " },\n", + " {\n", + " 'policies': {\n", + " 'release': trigger_function #check each proposal to see if it passes\n", + " },\n", + " 'variables': { # The following state variables will be updated simultaneously\n", + " 'funds': decrement_funds, #funds expended\n", + " 'sentiment': update_sentiment_on_release, #releasing funds can bump sentiment\n", + " 'network': update_proposals #reset convictions, and participants sentiments\n", + " #update based on affinities\n", + " }\n", + " },\n", + " { \n", + " 'policies': { \n", + " 'participants_act': participants_decisions, #high sentiment, high affinity =>buy\n", + " #low sentiment, low affinities => burn\n", + " #assign tokens to top affinities\n", + " },\n", + " 'variables': {\n", + " 'supply': update_supply,\n", + " 'network': update_tokens #update everyones holdings \n", + " #and their conviction for each proposal\n", + " }\n", + " }\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "from cadCAD.configuration import append_configs\n", + "# # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #\n", + "# The configurations above are then packaged into a `Configuration` object\n", + "append_configs(\n", + " initial_state=initial_conditions, #dict containing variable names and initial values\n", + " partial_state_update_blocks=partial_state_update_blocks, #dict containing state update functions\n", + " sim_configs=simulation_parameters #dict containing simulation parameters\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "from tabulate import tabulate\n", + "from cadCAD.engine import ExecutionMode, ExecutionContext, Executor\n", + "from cadCAD import configs\n", + "import pandas as pd\n", + "\n", + "exec_mode = ExecutionMode()\n", + "multi_proc_ctx = ExecutionContext(context=exec_mode.multi_proc)\n", + "run = Executor(exec_context=multi_proc_ctx, configs=configs)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "multi_proc: []\n", + "[]\n" + ] + } + ], + "source": [ + "i = 0\n", + "verbose = False\n", + "results = {}\n", + "for raw_result, tensor_field in run.execute():\n", + " result = pd.DataFrame(raw_result)\n", + " if verbose:\n", + " print()\n", + " print(f\"Tensor Field: {type(tensor_field)}\")\n", + " print(tabulate(tensor_field, headers='keys', tablefmt='psql'))\n", + " print(f\"Output: {type(result)}\")\n", + " print(tabulate(result, headers='keys', tablefmt='psql'))\n", + " print()\n", + " results[i] = {}\n", + " results[i]['result'] = result\n", + " results[i]['simulation_parameters'] = simulation_parameters[i]\n", + " i += 1\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "df = results[0]['result']" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", 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m14WLAnqA2RV9zCLa03kF6DCzVNibKdepWKfHzFLAZGDLKH3JOL39sE5+d+nJ+9RHR0uGTX1DNRqRiLxe7PXXyrj7k+5+kLt3uXsX0Zv+Me7+spkdEs6bYGbHhv43Aw8Dc8OVZBmiE/fL3N2B+4AzQ/dLePUcz7IwT1j+m9B+GbA4XH3WTbSn9NBeP3MREYndmHsyZnYLcBLQaWY9wBXufuMIzc8ELjSzAjAALA7BUDCzi4F7gCSwNJyrAfg8cKuZfRV4FCj3fSPww3BifwtRMOHuq83sJ8CfgAJwkbvrOI2ISAPak6vLzh5jeVfF9LXAtSO0Ww4sr1JfR3R12PD6IPDhEfq6ErhytHGJiEj96VuYRUQkNgoZERGJjUJGRERio5AREZHYKGRERCQ2ChkREYmNQkZERGKjkBERkdgoZEREJDYKGRERiY1CRkREYqOQERGR2ChkREQkNgoZERGJjUJGRERio5AREZHYKGRERCQ2ChkREYmNQkZERGKjkBERkdgoZEREJDYKGRERiY1CRkREYqOQERGR2ChkREQkNgoZERGJjUJGRERio5AREZHYKGRERCQ2ChkREYmNQkZERGKjkBERkdgoZEREJDZ7FDJmttTMNprZqirLLjEzN7POMG9mdo2ZrTWzJ8zsmIq2S8zsmXBbUlF/m5k9Gda5xsws1Kea2b2h/b1mNmWsxxARkcaxp3syNwELhxfNbDbwXuC5ivJpwNxwOx+4PrSdClwBHAccC1xRDo3Q5vyK9cqPdSnwa3efC/w6zI/4GCIi0lj2KGTc/X5gS5VFVwP/AHhFbRHwA488CHSY2QzgVOBed9/i7luBe4GFYVm7u//B3R34AfCBir5uDtM3D6tXewwREWkg4z4nY2ZnAC+4++PDFs0Enq+Y7wm10eo9VeoAB7v7SwDh/qAxHkNERBpIajwrmVkLcBlwSrXFVWo+jvqoQ9iTdczsfKLDacyZM2eMLkVEpNbGuydzGNANPG5m64FZwEozO4Ror2J2RdtZwItj1GdVqQNsKB8GC/cbQ32kvnbj7je4+wJ3XzB9+vRxPE0REdkX4woZd3/S3Q9y9y537yJ60z/G3V8GlgHnhCvAjgd6w6Gue4BTzGxKOOF/CnBPWNZnZseHq8rOAe4MD7UMKF+FtmRYvdpjiIhIA9mjw2VmdgtwEtBpZj3AFe5+4wjNlwOnA2uBfuBcAHffYmZfAR4O7b7s7uWLCS4kuoKtGbg73AC+DvzEzM4juoLtw6M9hoiINJY9Chl3P3uM5V0V0w5cNEK7pcDSKvUVwLwq9c3Ae6rUR3wMERFpHPrEv4iIxEYhIyIisVHIiIhIbBQyIiISG4WMiIjERiEjIiKxUciIiEhsFDIiIhIbhYyIiMRGISMiIrEZ11f9i8ShUCyxfnM/z76yk2KpxEC+yOYdOU49+hBmT22p9/BEZBwUMlJT7s5AvkjvQJ5C0SmUnGKpFO6j20CuSN9ggb6hPJt35Fjzch9Pv9zHnzf0MVQovabPjX1D/OPpR9bh2YjIvlLISM2sebmPeVfcw85cca/W65yU4cgZ7Zxzwhs5ckY7h02fRCaVoCmV4P3feoBCcazfsBORRqWQkZpYOO8QiiWnu7OVg9uzdLSkSScTJBOQTCRIJYxkwkgljKZUkrZsirZsio6WDFNbMyP2m7BqP4IqIgcKhYzUxFkLZnPWgtljNxSRCUVXl4mISGwUMiIiEhuFjIiIxEYhIyIisVHIiIhIbBQyIiISG4WMiIjERiEjIiKxUciIiEhsFDIiIhIbhYyIiMRGISMiIrFRyIiISGwUMiIiEhuFjIiIxEYhIyIisVHIiIhIbBQyIiISG4WMiIjEZsyQMbOlZrbRzFZV1L5iZk+Y2WNm9isze0Oon2RmvaH+mJldXrHOQjNbY2ZrzezSinq3mf3RzJ4xs9vMLBPqTWF+bVjeVbHOF0J9jZmdWptNISIitbYnezI3AQuH1b7h7m929/nAXcDlFct+6+7zw+3LAGaWBL4NnAYcBZxtZkeF9lcBV7v7XGArcF6onwdsdffDgatDO8J6i4Gjw7iuC/2LiEiDGTNk3P1+YMuw2vaK2VbAx+jmWGCtu69z9xxwK7DIzAw4Gbg9tLsZ+ECYXhTmCcvfE9ovAm519yF3fxZYG/oXEZEGM+5zMmZ2pZk9D3yU3fdkTjCzx83sbjM7OtRmAs9XtOkJtWnANncvDKvvtk5Y3hvaj9SXiIg0mHGHjLtf5u6zgR8BF4fySuCN7v4W4FvAz0PdqnUxSn286+zGzM43sxVmtmLTpk3Vn4iIiMSmFleX/Rj4EESH0dx9R5heDqTNrJNob2N2xTqzgBeBV4AOM0sNq1O5Tlg+meiw3Uh9vYa73+DuC9x9wfTp0/f1eYqIyF4aV8iY2dyK2TOAp0P9kHDeBDM7NvS/GXgYmBuuJMsQnbhf5u4O3AecGfpaAtwZppeFecLy34T2y4DF4eqzbmAu8NB4noeIiMQrNVYDM7sFOAnoNLMe4ArgdDM7AigBfwUuCM3PBC40swIwACwOwVAws4uBe4AksNTdV4d1Pg/camZfBR4Fbgz1G4Efmtlaoj2YxQDuvtrMfgL8CSgAF7l7cR+2gYiIxGTMkHH3s6uUb6xSw92vBa4dYdlyYHmV+jqqXB3m7oPAh0fo60rgypFHLSIijUCf+BcRkdgoZEREJDYKGRERiY1CRkREYqOQERGR2ChkREQkNgoZERGJjUJGRERio5AREZHYKGRERCQ2ChkREYmNQkZERGKjkBERkdgoZEREJDYKGRERiY1CRkREYqOQERGR2Iz5y5giIrL33J1iySm6UypBsTxfcvLFErlCiaFCdJ8L89F0ceRlYX6oUGIoXyRfckqlVx/HHYolpxSmS+7hFo2nNMbyqB929Vly3+ftoJARkQNWrlDi5d5Btvbnojfu8IacL0Zv5OU381yxxECuSH+uyM5cgUIxehMtlErRfdF3hUCh5BSL4b5UouhQLJUq1onWG8xHfQ7ki+QLpV3rlzxqU4P356oSBk2pJJlUgnTSSJiRTFTeQyLMJwwSZpgZycSr0+V6+T5pRiJZXqeyv30fr0JGRParwXyRbf15tvbn2NafZ1t/jq39efpzBUruFEvRm3r5vlBydgwV6B3Is60/z0CuyFCxxMbtg7y8fXCv38wzyQSZVIJkwkgljES4T+52n6hab0onaLZovjmTpDmdojmTIJNMRm/iiegNu9xv0sJ9mE6G6XQYQyaVIJNM0JTafX60ZalavPPvhRvO2bf1FTIiskd6B6IgKB+2eXn7IOs397NtZ47egTzbB/PR/UCBwUJxV7vKwz7lv/z3RjJhtGVTTG5O09GcpiWToj2d4rDp05g1pYVZHc1Mm5QJf9lHt0wyQTplu6YzqQTNmSQt6eR+f5Oe6BQyIhOEu9M7kKdvsMBAPjp01J8r0D9UpG8oqm8fyLN9sEBvf57NO3NsH8xTKJbo2TrAxr6hEftuySRpz6aZ3JymvTnFpKYUTa2Vf41Hh3ey6QQdLRk6WtJMCfcdzRmmtKZpSadIJsNeQMXegBzYFDIiB6hCscTOoSI7cgX6hwrkihXnIipOED/7yk7u//MmVr+4nd6B/Jj9ZtMJ2rNpprZmmBz2HE6c28kRB7fR3pzetWfQOamJ7s5WprZGexEi1ShkRGpoqFBky84cOwYLu518rjZdKJXIF5xcsUQh1HPFEn2DBV7ZMUS+GJ2U3jlUYOdQkb6hQpgusGOowFChtMfjOnJGO+978wy6O1tpb07TkknSEs4ptGSStDenac+maMumFRhSUwoZkcDdGcgX2T5QoG8wOmzUN5gnX3S29ed4+uU+NvUNMZgvMlgoRffhNpAvsm1nnr6hwj6PI500Oic10ZRKkDCjpSnJpKYUMzuytDalaG2KDke1ZlK0hmUtTSmawtVG5fMS6WR0eGp6WxMHtWVrsIVE9p5CRg44hWKJLTtzbOwb4pUdQ2wfLFAoltg+EJ1HeGXHEL0DeXJhLyFfKO3aixgq7L43UT4hXZ4ujXKlUlMqwSGTs2RTSbKZJNlUgiktGbLpBNl0kiktGTonZZja2sSkbCo6+bzbm/6r05lUdAVTuhwMFdOZZAIznYuQ1weFjDS82x95nl8/vYFCMdrT2NqfG/Gy1YTB1NYmJjenyISTzZlkdOlpa1Nqt0tB00nbdUVS+TxDa1OKtmyK9myatmw0nUkmaW1K8sZprSR1IlpkryhkpKF96t2Hs/rF3l2fL8imk0yf1ERnWxPTJzUxvS06OZ1MJGjPpuhoySgIRBqIQkYa2oUnHVbvIYjIPtBlJCIiEhuFjIiIxEYhIyIisVHIiIhIbBQyIiISG4WMiIjERiEjIiKxUciIiEhszOP6jdAGY2Z9wJp6j2MPdAKv1HsQe0DjrC2Ns3YOhDHCgTPOI9y9bbwrT6RP/K9x9wX1HsRYzGyFxlk7GmdtHQjjPBDGCAfWOPdlfR0uExGR2ChkREQkNhMpZG6o9wD2kMZZWxpnbR0I4zwQxggTZJwT5sS/iIjsfxNpT0ZERPazCREyZrbQzNaY2Vozu7Te4ykzs9lmdp+ZPWVmq83sM6H+JTN7wcweC7fTG2Cs683syTCeFaE21czuNbNnwv2UOo7viIrt9ZiZbTezzzbCtjSzpWa20cxWVdSqbjuLXBNeq0+Y2TF1Huc3zOzpMJafmVlHqHeZ2UDFdv1Oncc54r+zmX0hbM81ZnZqncd5W8UY15vZY6Fel+05yntQ7V6f7v66vgFJ4C/AoUAGeBw4qt7jCmObARwTptuAPwNHAV8CLqn3+IaNdT3QOaz2P4BLw/SlwFX1HmfFv/nLwBsbYVsC7wSOAVaNte2A04G7AQOOB/5Y53GeAqTC9FUV4+yqbNcA27Pqv3P4//Q40AR0h/eCZL3GOWz5N4HL67k9R3kPqtnrcyLsyRwLrHX3de6eA24FFtV5TAC4+0vuvjJM9wFPATPrO6q9sgi4OUzfDHygjmOp9B7gL+7+13oPBMDd7we2DCuPtO0WAT/wyINAh5nNqNc43f1X7l4Isw8Cs/bHWEYzwvYcySLgVncfcvdngbVE7wmxG22cZmbAWcAt+2MsIxnlPahmr8+JEDIzgecr5ntowDdyM+sC3gr8MZQuDrujS+t5GKqCA78ys0fM7PxQO9jdX4LoxQocVLfR7W4xu//nbbRtCSNvu0Z+vX6C6K/Ysm4ze9TM/s3M3lGvQVWo9u/cqNvzHcAGd3+molbX7TnsPahmr8+JEDJWpdZQl9SZ2STgDuCz7r4duB44DJgPvES0W11v/87djwFOAy4ys3fWe0DVmFkGOAP4l1BqxG05moZ8vZrZZUAB+FEovQTMcfe3Av8V+LGZtddrfIz879yQ2xM4m93/EKrr9qzyHjRi0yq1UbfnRAiZHmB2xfws4MU6jeU1zCxN9I/7I3f/KYC7b3D3oruXgO+yn3bvR+PuL4b7jcDPiMa0obyrHO431m+Eu5wGrHT3DdCY2zIYads13OvVzJYA7wM+6uHAfDj8tDlMP0J0ruNN9RrjKP/Ojbg9U8B/BG4r1+q5Pau9B1HD1+dECJmHgblm1h3+yl0MLKvzmIBdx2VvBJ5y9/9VUa88xvlBYNXwdfcnM2s1s7byNNHJ4FVE23FJaLYEuLM+I9zNbn8hNtq2rDDStlsGnBOu4jke6C0ftqgHM1sIfB44w937K+rTzSwZpg8F5gLr6jPKUf+dlwGLzazJzLqJxvnQ/h7fMP8eeNrde8qFem3Pkd6DqOXrc39fzVCPG9EVEX8m+uvgsnqPp2JcJxLtaj4BPBZupwM/BJ4M9WXAjDqP81CiK3QeB1aXtyEwDfg18Ey4n1rncbYAm4HJFbW6b0ui0HsJyBP9JXjeSNuO6HDEt8Nr9UlgQZ3HuZboGHz59fmd0PZD4bXwOLASeH+dxznivzNwWdiea4DT6jnOUL8JuGBY27psz1Heg2r2+tQn/kVEJDYT4XCZiIjUiUJGRERio5AREZHYKGRERCQ2ChkREYmNQkZkL5hZh5l9Kky/wcxuj/Gx5lsDfAO3yL5QyIjsnQ7gUxB9C4K7nxnjY80n+syCyAFLn5MR2QtmVv4W7zUftWOfAAACFklEQVREH1Q70t3nmdnfEX1TbRKYR/TdWRng48AQcLq7bzGzw4g+zDYd6Af+3t2fNrMPA1cARaCX6FPha4Fm4AXgn4G7gG8BfwukgC+5+53hsT/Iq19n/2N3/6eYN4XIHknVewAiB5hLgXnuPj98a+1dFcvmEX2LbZYoID7v7m81s6uBc4D/TfR76Re4+zNmdhxwHXAycDlwqru/YGYd7p4zs8uJPlF9MYCZfQ34jbt/wqIfD3vIzP5veOxjw+P3Aw+b2S/cfUWcG0JkTyhkRGrnPo9+k6PPzHqBfw31J4E3h2+6fTvwL9FXRgHR3gfA74CbzOwnwE+p7hTgDDO7JMxngTlh+l4PX7BoZj8l+roQhYzUnUJGpHaGKqZLFfMlov9rCWCbu88fvqK7XxD2bP4D8JiZvaYN0fdGfcjd1+xWjNYbftxbx8GlIejEv8je6SP6mdq95tHvdDwbzr+Ufy/9LWH6MHf/o7tfDrxC9HXqwx/rHuA/h2/OxczeWrHsvRb9Lnsz0bmh341njCK1ppAR2QvhkNTvzGwV8I1xdPFR4DwzK3+jdfmnwL9hZk+Gfu8n+jbe+4CjzOwxM/tPwFeANPBEaPeVin4fIPom4seAO3Q+RhqFri4TOcCFq8t2XSAg0ki0JyMiIrHRnoyIiMRGezIiIhIbhYyIiMRGISMiIrFRyIiISGwUMiIiEhuFjIiIxOb/A6YNdPVNg0bhAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "df.plot(x='timestep', y='funds')" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [], + "source": [ + "def pad(vec, length,fill=True):\n", + " \n", + " if fill:\n", + " padded = np.zeros(length,)\n", + " else:\n", + " padded = np.empty(length,)\n", + " padded[:] = np.nan\n", + " \n", + " for i in range(len(vec)):\n", + " padded[i]= vec[i]\n", + " \n", + " return padded\n", + "\n", + "def make2D(key, data, fill=False):\n", + " maxL = data[key].apply(len).max()\n", + " newkey = 'padded_'+key\n", + " data[newkey] = data[key].apply(lambda x: pad(x,maxL,fill))\n", + " reshaped = np.array([a for a in data[newkey].values])\n", + " \n", + " return reshaped" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [], + "source": [ + "df['conviction'] = df.network.apply(lambda g: np.array([g.nodes[j]['conviction'] for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='candidate']))\n", + "df['candidate_count'] = df.network.apply(lambda g: len([j for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='candidate']))\n", + "df['candidate_funds'] = df.network.apply(lambda g: np.sum([g.nodes[j]['funds_requested'] for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='candidate']))\n", + "df['killed_count'] = df.network.apply(lambda g: len([j for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='killed']))\n", + "df['killed_funds'] = df.network.apply(lambda g: np.sum([g.nodes[j]['funds_requested'] for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='killed']))\n", + "df['candidate_funds_requested'] = df.network.apply(lambda g: np.array([g.nodes[j]['funds_requested'] for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='candidate']))\n", + "df['active_count'] = df.network.apply(lambda g: len([j for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='active']))\n", + "df['active_funds'] = df.network.apply(lambda g: np.sum([g.nodes[j]['funds_requested'] for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='active']))\n", + "df['failed_count'] = df.network.apply(lambda g: len([j for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='failed']))\n", + "df['failed_funds'] = df.network.apply(lambda g: np.sum([g.nodes[j]['funds_requested'] for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='failed']))\n", + "df['completed_count'] = df.network.apply(lambda g: len([j for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='completed']))\n", + "df['completed_funds'] = df.network.apply(lambda g: np.sum([g.nodes[j]['funds_requested'] for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='completed']))" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "df['funds_requested'] = df.network.apply(lambda g: np.array([g.nodes[j]['funds_requested'] for j in get_nodes_by_type(g, 'proposal')]))\n", + "df['share_of_funds_requested'] = df.candidate_funds_requested/df.funds\n", + "\n", + "df['share_of_funds_requested_all'] = df.funds_requested/df.funds" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "df['triggers'] = df.network.apply(lambda g: np.array([g.nodes[j]['trigger'] for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='candidate' ]))\n", + "df['conviction_share_of_trigger'] = df.conviction/df.triggers\n", + "df['age'] = df.network.apply(lambda g: np.array([g.nodes[j]['age'] for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='candidate' ]))" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [], + "source": [ + "df['age_all'] = df.network.apply(lambda g: np.array([g.nodes[j]['age'] for j in get_nodes_by_type(g, 'proposal') ]))\n", + "df['conviction_all'] = df.network.apply(lambda g: np.array([g.nodes[j]['conviction'] for j in get_nodes_by_type(g, 'proposal') ]))\n", + "df['triggers_all'] = df.network.apply(lambda g: np.array([g.nodes[j]['trigger'] for j in get_nodes_by_type(g, 'proposal') ]))\n", + "\n", + "df['conviction_share_of_trigger_all'] = df.conviction_all/df.triggers_all" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [], + "source": [ + "rdf= df[df.substep==4].copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "last_net= df.network.values[-1]\n", + "last_props=get_nodes_by_type(last_net, 'proposal')\n", + "M = len(last_props)\n", + "last_parts=get_nodes_by_type(last_net, 'participant')\n", + "N = len(last_parts)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "affinities = np.empty((N,M))\n", + "for i_ind in range(N):\n", + " for j_ind in range(M):\n", + " i = last_parts[i_ind]\n", + " j = last_props[j_ind]\n", + " affinities[i_ind][j_ind] = last_net.edges[(i,j)]['affinity']" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 204.0, 'participant_id')" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "dims = (100, 25)\n", + "fig, ax = plt.subplots(figsize=dims)\n", + "\n", + "sns.heatmap(affinities.T,\n", + " xticklabels=last_parts,\n", + " yticklabels=last_props,\n", + " square=True,\n", + " cbar=True,\n", + " ax=ax)\n", + "\n", + "plt.title('affinities between participants and proposals')\n", + "plt.ylabel('proposal_id')\n", + "plt.xlabel('participant_id')" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [], + "source": [ + "#working on deduplicating colors\n", + "#\n", + "#last_props=get_nodes_by_type(last_net, 'proposal')\n", + "#M = len(last_props)\n", + "\n", + "#cm = plt.get_cmap('gist_rainbow')\n", + "#c= [cm(1.*j/M) for j in range(M)] " + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 1., 1., 1., ..., nan, nan, nan],\n", + " [ 2., 2., 2., ..., nan, nan, nan],\n", + " [ 3., 3., 3., ..., nan, nan, nan],\n", + " ...,\n", + " [198., 198., 198., ..., 40., 26., nan],\n", + " [199., 199., 199., ..., 41., 27., 1.],\n", + " [200., 200., 200., ..., 42., 28., 2.]])" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "make2D('age_all', rdf)" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Proposal Status')" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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gPj6eV199FYAlS5bQq1cvevTowaRJkygoKAAgNjaWkydPArB+/XqGDh1a6XueNm0ae/bsISEhgb/97W+1/RXUjDGmzn769OljlGfb8/uRZv+E210dRr20fft2l+5/69atplOnTiYjI8MYY0xmZqY5deqUsVgsxhhj3n77bfPggw8aY4x54oknzOWXX27y8/NNRkaGiYqKMufPnzfr16833bt3Nzk5OSYrK8u0b9/evPjii8YYYyZOnGg+++wzk5eXZ1q2bGnS09ONxWIxY8aMMSNGjDDGGJOVlWUKCwuNMcb8+OOPZtSoUcYYY+bOnWvuvvvu0lgfffRR8/777xtjjDl9+rTp2LGjyc7OLvd9vf7662bUqFGl283MzCyNYdeuXcYYYyZMmGBeeuklY4wxbdq0KT0G69atM0lJSZW+53379pm4uDi7j3N5v2dgvalF7tUzemW3whMnKNixQ+9araeWLl3K6NGjiY6OBiAqKorDhw8zfPhwevTowYsvvsi2bdtK248YMYLAwECio6Np3Lgxx48fJzk5mZEjRxISEkKDBg248cYbL9nPzp07adu2LR07dkREuO2220pfy8rKYsyYMXTv3p0HHnjggv2V9cMPP/Dcc8+RkJDA0KFDyc/P5+DBg+W2Xbx4MVOmTMHPNvIrKiqKXbt20bZtWzp16gTAxIkTWblyZZXHqLz37A400Su75aSuAiBML57WS8aYS8Z533PPPUydOpUtW7bw1ltvXVCeIbBMUTpfX1+KbNd17BkrXlGbxx57jCuuuIKtW7fy9ddfV1gOwhjDwoULSUtLIy0tjYMHD9K1a1e735f1JLp8fn5+WCwWgEv2X9F7djVN9MpuOcnJ+MZEE9ili6tDUS4wbNgwPv30UzIzMwE4deoUWVlZtGjRAoB33323ym0MGTKEL774gry8PM6dO8fXX399SZsuXbqwb98+9uzZA8DHH39c+lrZ/c2bN690eXh4OOfOnSt9Pnz4cF599dXShL1x48YKY7rmmmt48803S5PyqVOn6NKlC/v372f37t0AvP/++yQlJQHWPvoNGzYAsHDhwirf88WxuYImelWls999x9Fpj5K9YgVhAwfp3Zn1VFxcHNOnTycpKYmePXvy4IMPMmPGDMaMGcPgwYNLu3Qq07t3b8aNG0dCQgI333wzgwdfeg9FUFAQs2fPZsSIEQwaNIg2bdqUvvbwww/z6KOPMnDgQIqLi0uXX3HFFWzfvr30Yuxjjz1GYWEh8fHxdO/enccee6zCmP70pz/RunXr0ovMH330EUFBQcydO5cxY8bQo0cPfHx8mDJlCgBPPPEE9913H4MHD8bX17fK99yoUSMGDhxI9+7dXXYxVir7iuJoiYmJZv369XW2P1V7xhh2D0nCkpuLb6NGNHv6aUL793N1WPXSjh07Kux+UN6jvN+ziGwwxiTWdJs6jl5VquTu1WbP/JOGN9/s6nCUUjWgiV5VSu9eVd7i+++/55FHHrlgWdu2bfniiy9cFFHdqTLRi0gr4D2gKWABZhtjXhGRKGA+EAvsB8YaY047L1TlCtnJKQR26oR/kyauDkWpWhk+fDjDhw93dRguYc/F2CLgf4wxXYHLgLtFpBswDVhijOkILLE9V16kODuH3J9/1nHzSnm4KhO9MeaYMeZn2+NzwA6gBXATUDKe6l3g984KUrlG7to1UFhIWDkjI5RSnqNawytFJBboBawBmhhjjoH1wwAotzKViEwWkfUist4ZM6co58lJSUFCQgju3dvVoSilasHuRC8iYcBC4H5jjN1l84wxs40xicaYxJiYmJrEqFzAGEP2ymRC+/fHJyDA1eEoD7R8+XJWrVpV+vzNN9/kvffec2FE1XNx/J7MrlE3IuKPNcl/aIwpKSV3XESaGWOOiUgz4ISzglR1r/DAAQoPHyZq0p2uDkV5qOXLlxMWFsaAAQMASm848hQXx+/J7Bl1I8A7wA5jzP+VeekrYCLwnO3fiuuAKo+TnZwCoP3z7urbafDrFsdus2kPuO65Kpv9/ve/59ChQ+Tn53PfffcxefJkvvvuO/7+979TXFxMdHQ077zzDm+++Sa+vr588MEHvPrqqyxZsoSwsDBGjBjBxIkTWbt2LQD79+/nxhtvZPPmzWzYsIEHH3yQ7OxsoqOjmTdvHs2aNSs3jt27dzNlyhQyMjLw9fXls88+o127djz88MN8++23iAj/+Mc/GDduHMuXL2fmzJl88803AEydOpXExETuuOMOYmNjmThxIl9//TWFhYV89tlnBAUFXRJ/eXfxegp7zugHAhOALSKSZlv2d6wJ/lMR+SNwEBjjnBCVK2SnJOPfpjUBrVq5OhTlZubMmUNUVBR5eXn07duXm266ibvuuouVK1fStm1bTp06RVRUFFOmTCEsLIyHHnoIsNZ3B+jatSvnz59n7969tGvXjvnz5zN27FgKCwu55557WLRoETExMcyfP5/p06czZ86ccuMYP34806ZNY+TIkeTn52OxWPj8889JS0tj06ZNnDx5kr59+zJkyJAq31N0dDQ///wzr7/+OjNnzuTf//73JfF7sioTvTEmBaiouMkwx4aj6pqloIATzz9P8dkLiy7l/rSGhqNHuygqVSU7zrydZdasWaU3GR06dIjZs2czZMgQ2rZtC1jL/FZl7NixfPrpp0ybNo358+czf/58du3axdatW7n66qsB64QgFZ3Nnzt3jiNHjjBy5EjAWh8HICUlhVtvvRVfX1+aNGlCUlIS69ato0GDBpXGM2rUKAD69OlzwUQn3kLvjK3nsleu5PRHH+PfvDn4//bn4N+qJRG/v8mFkSl3tHz5chYvXszq1asJCQlh6NCh9OzZ84KZouwxbtw4xowZw6hRoxAROnbsyJYtW4iLi2P16tVVrl9Rja6KlpctLQwVlxd2p9LCjqTVK+u5nJRUfEJDaf/9d3T4/vvSn/bffENwjx6uDk+5maysLCIjIwkJCWHnzp389NNPFBQUsGLFCvbt2wdYy/xC5eV527dvj6+vL08//TTjxo0DoHPnzmRkZJQm+sLCwgonFmnQoAEtW7bkyy+/BKCgoIDc3FyGDBnC/PnzKS4uJiMjg5UrV9KvXz/atGnD9u3bKSgoICsrq7QbqTLuUF7YUTTR12PGGHKSkwkdcDni7+/qcJQHuPbaaykqKiI+Pp7HHnuMyy67jJiYGGbPns2oUaPo2bNnaeK+4YYb+OKLL0hISCDZVjOprHHjxvHBBx8wduxYAAICAliwYAGPPPIIPXv2JCEhodLhje+//z6zZs0iPj6eAQMG8OuvvzJy5MjScsNXXnklL7zwAk2bNqVVq1aMHTuW+Ph4xo8fT69evap8r1XF70m0THE9VrB3L3uvH0HTGTOIvGWcq8NRVdAyxfWDM8oU6xl9PaaVKZWqH/RirBsyxcUcf/55ik+edOp+8jZtJqBdOwJatnDqfpSqjbvvvpvU1NQLlt13333ceafezGcvTfRuKC8tjdPvvY9f82b4BAY5bT8SEEDU7ROctn2lHOG1115zdQgeTxO9G8pOTgZfX9otWoRveLirw1FKeTjto3dDOckpBPdK0CSvlHIITfRupigzk/xt2wjTC6RKKQfRRO9mcmwXnUIHeW4BJaWUe9FE72ayk1PwjYoiqJuOl1b11x133MGCBQsqbTNv3jyOHj1are3u37+f7t271ya0Wjlz5gyvv/56ne9XE70bMRYLOSkphA4aiPjor0apytQk0buaqxK9jrpxI/nbtlN8+rTWgFdVen7t8+w8tdOh2+wS1YVH+j1SaZv33nuPmTNnIiLEx8fzz3/+k0mTJpGRkUFMTAxz586ldevW3HHHHQQHB7Nz504OHDjA3Llzeffdd1m9ejX9+/dn3rx5AISFhfHnP/+ZZcuWERkZySeffMLFM9GVV6M+NTWV9evXM378eIKDg1m9ejXbt28vt5b9hg0bmDRpEiEhIQyq4tpXcXExjzzyCN9//z0iwl133cU999zDkiVLeOihhygqKqJv37688cYbBAYGEhsby/r164mOjmb9+vU89NBDLF++nBkzZnDw4EH27t3LwYMHuf/++7n33nuZNm0ae/bsISEhgauvvpoXX3yxVr8ze+lpoxvJSUkGEUIHDnR1KEpdYtu2bTzzzDMsXbqUTZs28corrzB16lRuv/12Nm/ezPjx47n33ntL258+fZqlS5fy0ksvccMNN/DAAw+wbds2tmzZQlqadWqLnJwcevfuzc8//0xSUhJPPvnkBfssqVG/YMGC0oQ9ffp0Ro8eTWJiIh9++CFpaWn4+fmV2w7gzjvvZNasWXZVxZw9ezb79u1j48aNpe8pPz+fO+64g/nz57NlyxaKiop44403qtzWzp07+f7771m7di1PPvkkhYWFPPfcc7Rv3560tLQ6S/KgZ/RuJTsllaC4OPzsqOet6reqzrydYenSpYwePZro6GjAWnd+9erVpfXbJ0yYwMMPP1za/oYbbkBE6NGjB02aNKGHrRpqXFwc+/fvJyEhAR8fn9IiaLfddltpXfgS9taor6hdVlYWZ86cISkpqTTGb7/9tsL3uHjxYqZMmYKfn1/pe9y0aRNt27alU6dOAEycOJHXXnuN+++/v9LjNWLECAIDAwkMDKRx48YcP3680vbOpIneTRSfPUteWhqNJt/l6lCUKpcxBuvMohUr+3pJjXcfH5/SxyXPK6r5fvH2jTF21aivqN2ZM2eqjPni7ZQXQ0XK1rmvqMY9uL7OvSZ6Jyk+e5bjzzyDJTfPvvZnzkBxsfbPK7c1bNgwRo4cyQMPPECjRo04deoUAwYM4JNPPmHChAl8+OGHVfaBX8xisbBgwQJuueUWPvroo0vWL1uj/vLLL6ewsJD09HTi4uIuqBdfWbuIiAhSUlIYNGgQH374YaXxXHPNNbz55psMHToUPz8/Tp06RZcuXdi/fz+7d++mQ4cOvP/++6XfEGJjY9mwYQPXXXcdCxcurPL9uqrGvSZ6Jzn3ww9kLfqKgPbt7R5BE5o0hOD4eCdHplTNxMXFMX36dJKSkvD19aVXr17MmjWLSZMm8eKLL5ZejK2O0NBQtm3bRp8+fYiIiGD+/PkXvF5So/7ee+8lKyuLoqIi7r//fuLi4rjjjjuYMmVK6cXYitrNnTu39GLs8OHDK43nT3/6E+np6cTHx+Pv789dd93F1KlTmTt3LmPGjCm9GDtlyhQAnnjiCf74xz/y7LPP0r9//yrfb6NGjRg4cCDdu3fnuuuuq7N+eq1H7ySH77ufvI0b6bBiebW+OipVEW+sRx8WFkZ2drarw3ArWo/eQ5iiInJWryZ08CBN8kopl6sy0YvIHBE5ISJbyyybISJHRCTN9nO9c8P0LHmbt2A5e1b725WqgqvO5r///nsSEhIu+Bk5cqRLYqkL9vTRzwP+Bbx30fKXjDEzHR6RF8hJSQYfH0Ivv9zVoSilyjF8+PAq++u9SZWJ3hizUkRinR+K58tOTeX0xx+Tl7aJ4J498Y2IcHVISilVqz76qSKy2da1E1lRIxGZLCLrRWR9RkZGLXbn/jLffIvc1T/hFx1N1ITbXB2OUkoBNU/0bwDtgQTgGPD/KmpojJltjEk0xiReXMPCmxRnZ5O7cSOR48fT7ssvaHC9XrZQSrmHGiV6Y8xxY0yxMcYCvA30c2xYnif3p5+gqIjQQVqnRinlXmqU6EWkbLGJkcDWitrWF9nJKfiEhhKSkODqUJRymvLqua9fv760mNm8efOYOnUqADNmzGDmzOqN1wgLC3NMoDX07LPPunT/zmLP8MqPgdVAZxE5LCJ/BF4QkS0ishm4AnjAyXG6NWMMOcnJhFx+GRIQ4OpwlKpTiYmJzJo1y9VhOIS3Jnp7Rt3cWs7id5wQi8c6v28fhUeP0mjyZFeHouqJX599loIdjq1HH9i1C03//ne72+/du5ebb76ZP/zhD6xYsYJvvvmmwrZ79uzh7rvvJiMjg5CQEN5++226dOnCvn37+MMf/kBRURHXXnttlft84YUXeP/99/Hx8eG6667jueeeIy0tjSlTppCbm0v79u2ZM2cOkZGRDB06lJkzZ5KYmMjJkydJTExk//79zJs3j6+++orc3Fxbc+2vAAAgAElEQVT27NnDyJEjeeGFF5g2bRp5eXkkJCQQFxdXZV0cT6J3xjpATnIyAKE6obeqJ3bt2sXNN9/M3Llz6du3b5XtJ0+ezKuvvsqGDRuYOXMmf/3rXwG47777+Mtf/sK6deto2rRppdv49ttv+fLLL1mzZg2bNm0qLYl8++238/zzz7N582Z69OhxSU378qSlpZXWl58/fz6HDh3iueeeIzg4mLS0NK9K8qBFzRwiOzmFgHbtCGjZwtWhqHqiOmfejpaRkcFNN93EwoULiYuLY/ny5ZW2z87OZtWqVYwZM6Z0WUFBAQCpqamlVR8nTJjAI49UXGd/8eLF3HnnnYSEhADWWvEX15ufOHHiBfupyLBhw4iw3efSrVs3Dhw4QKtWrapcz1Npoq8lS34+uevWEXnLOFeHolSdiIiIoFWrVqSmphIXF1dle4vFQsOGDUtnlbqYvfWg7KmHX5an1IqvC9p1U0u569ZjCgoIHaR1bVT9EBAQwJdffsl7773HRx99VGX7Bg0a0LZtWz777DPAmrA3bdoEwMCBA/nkk08A7KoVP2fOHHJzcwE4deoUERERREZGkmzrPi2vVjzAggUL7Hpv/v7+FBYW2tXWk2iir6WclGQkMJCQvjWuIKqUxwkNDeWbb77hpZdeIisrq8r2H374Ie+88w49e/YkLi6ORYsWAfDKK6/w2muv0bdv3yq3c+2113LjjTeSmJhIQkJC6dDNd999l7/97W/Ex8eTlpbG448/DsBDDz3EG2+8wYABAzh58qRd72vy5MnEx8czfvx4u9p7Cq1Hb5Ofnk7GK7Ogml/h8tLSCIqPp/Xbs50UmVJW3liPXl3KGfXotY/e5swnn5CzciWBtgmA7eXfujWR4//gpKiUUqr2NNFj7TPMXplM6KBBtHrjdVeHo1S9tmXLFiZMmHDBssDAQNasWeOiiDyfJnqg8MABCg8fJmrSna4ORal6r0ePHhWO0FE1oxdjgeyUVACdEUop5ZU00WO9szWgTRsCvPiGCaVU/VXvE72loICctWsJ1bN5pZSXqveJPm/DBkxentaRV0p5rXqf6LOTUxB/f0L71fu5U5Sq0qxZs+jatWuFNxRVVJveXrGxsXbf3OQML7/8cumdt96k3o+6yUlJJqRvIj62QklKqYq9/vrrfPvtt7Rt27bc1xMTE0lM9Ny7xF9++WVuu+220sJp3qJeJ/rCY8co+GU3ESNHuToUpaol+dN0Th7Kdug2o1uFMXhsxTcMTpkyhb1793LjjTdy2223sWjRIvLy8ggODmbu3Ll07tyZ5cuXM3PmzEtq02dkZDBlyhQOHjwIWBPqwIEDyczM5NZbbyUjI4N+/fpR1Z367733HjNnzkREiI+P5/333+fAgQNMmjSJjIwMYmJimDt3Lq1bt+aOO+7gd7/7HaNHjwass1dlZ2ezfPlyZsyYQXR0NFu3bqVPnz588MEHvPrqqxw9epQrrriC6Oholi1bVssj6j7qdddNdkoKAGGDtY68UlV58803ad68OcuWLeMvf/kLK1euZOPGjTz11FP8vYqyyffddx8PPPAA69atY+HChfzpT38C4Mknn2TQoEFs3LiRG2+8sfSDoDzbtm3jmWeeYenSpWzatIlXXnkFgKlTp3L77bezefNmxo8fX9p1VJmNGzfy8ssvs337dvbu3Utqair33ntv6fvzpiQP9fyMPic5Bb+mTQno0MHVoShVLZWdedeFrKwsJk6cyC+//IKIVFnxcfHixWzfvr30+dmzZzl37hwrV67k888/B2DEiBFERkZWuI2lS5cyevRooqOjAWs9eoDVq1eXbmPChAmlE5JUpl+/frRs2RKAhIQE9u/fzyAvnjio3iZ6U1REzurVNLh2eLVqXCul4LHHHuOKK67giy++YP/+/QwdOrTS9haLhdWrVxMcHHzJa46uR1/Spmw9emMM58+fL22j9ejribzNm7GcO6d15JWqgaysLFq0sM6oNm/evCrbX3PNNfzrX/8qfV5S4mDIkCGldei//fZbTp8+XeE2hg0bxqeffkpmZiZgrUcPMGDAgAtq2pecmZetR79o0SK76syHh4dz7ty5Ktt5mnqb6LOTk8HXl9DLL3N1KEp5nIcffphHH32UgQMHUlxcXGX7WbNmsX79euLj4+nWrRtvvvkmAE888QQrV66kd+/e/PDDD7Ru3brCbcTFxTF9+nSSkpLo2bMnDz74YOm2586dW3pxtqTv/q677mLFihX069ePNWvWEBoaWmWckydP5rrrruOKK66w5zB4jCrr0YvIHOB3wAljTHfbsihgPhAL7AfGGmMq/ii2cad69PtGj0ECAoj9yLsmAVbeS+vR1w/OqEdvzxn9PODai5ZNA5YYYzoCS2zPPUZRZib5W7fqaBulVL1Q5cVYY8xKEYm9aPFNwFDb43eB5UDF07e7mZxVqwC0f14pN5SZmcmwYcMuWb5kyRIaNWrkgog8X01H3TQxxhwDMMYcE5HGFTUUkcnAZKDS/re6lJ2cjG9kJEFx3VwdilLVYu/IE0/WqFGjeluP3llTuzr9YqwxZrYxJtEYkxgTE+Ps3VUdj8VCTkoqoYMGIT719lq08kBBQUFkZmY6LRko1zLGkJmZSVBQkMO3XdMz+uMi0sx2Nt8MOOHIoJwpf/sOik+d0v555XFatmzJ4cOHycjIcHUoykmCgoJKb+RypJom+q+AicBztn8XOSwiJ8uxlT0IHahliZVn8ff3r7CYmFKVqbLvQkQ+BlYDnUXksIj8EWuCv1pEfgGutj33CNkpyQTFxeGnF3WUUvWEPaNubq3gpUsvi7tIUWYmx/4+HUteXpVt8zam0eiuP9VBVEqp6jDG8I8vt7Inw7FVOZWX1Lo5+913ZK9YQXDv3lVeYA3t35+Im26qo8iUUvbadzKHD9ccpGPjMCJDA1wdjlfxikSfk5KKf+vWeperUh5sRbr1IvM7E/vSupF3TfxRWzKldut7/PhCy/nz5KxZQ5gXlxhVqj5YkZ5Bu+hQTfJO4PGJPu/nnzG5uYTqcEmlPFZ+YTE/7c1kSCfX32vjjTw+0WcnJ+vk3kp5uLX7TpFfaCFJE71TeHwffU5yCsGJffCxowSpUqruFRZbePDTTRw/m19hm2NZeQT4+dC/XVQdRlZ/ePQZfeHx4xSkpxOmxcmUclsbDpzm601HyT1fhI9Q7k+LhsHcc0UHQgI8/tzTLXn0US29y1UvxCrltlakZ+DnI3x812WEB/m7Opx6yaPP6LOTU/Br3JjATh1dHYpSqgIrdmXQp02kJnkX8thEb4qKyFm1itDBg7y+bKtSnurE2Xy2Hzuro2lczGMTfd7mLVjOniVssPbPK+WuVv5yEkBH07iYW/fRF+zbx69PPoU5f/6S14pOngQfH0Ivv9wFkSml7LEiPYPosEC6NWvg6lDqNbdO9FmLFpG7bh0h/fpe8pp/i+Y0GHE9vhERLohMKVWVYosh+ZcMruzSGB8f7V51JbdO9DnJKQQnJNBm7lxXh6KUqqbNh89wJrdQu23cgNv20RdlZpK/bZvOBKWUh1qRnoEIDO6oid7V3DbR56SmAhCqN0Mp5ZFWpmcQ37IhUVpy2OXcNtFnp6TgGxVFULeurg5FKVVNZ3LPk3bojHbbuAm36aPP37WL40//E1NUVPo8/OqrqpxIRClXeGP5Hn7c/qurw7jAab8fyPZLc3UYgPVCbFDrYpKzw/n5v26TZuott/kNnFmwkLxNmwjpax1hE5KYSNT48S6OSqlLFRZbeG3ZbqJCA2jjJrXTDcXs8f0WP0IJNI1dHQ7+vtAg0Ifo0HB0vI3ruU2iz0lOJuTyy2g9e7arQ1GqUj8fOE12QREzx/Tk2u5NXR0OABtPbOT2b/N4NulphscOd3U4ysHe5u1are8W/SLnDx3i/P79WoVSeYSVv1iLdA3o0MjVoZRKPZKKj/hwWbPLXB2KckO1OqMXkf3AOaAYKDLGJNZkO6VVKHUopfIAK9Iz6N0mkgZuVKQr9Ugq8dHxRATqDYTqUo44o7/CGJNQ0yQP1iqU/i1bEhAb64BwlHKejHMFbD1y1q1Gk5zKP8W2zG0MbDHQ1aEoN+XSPvrMd+Zw9vvvKdixg4ibRzmlCuXK9AxeWpyOxZT/+s29W3D75bEO32+dOrUXFk2Foopn8KmUbyDc+CpEd7hw+aG18MM/wFJU+xgv1qwn/O6lSxa/vDid1lEhjOrdstLV/528l683H3N8XFXIzi8E7C/S9emuT/ly95fODInswmwMhkEt9BuxKl9tE70BfhARA7xljLnkSqqITAYmA7Ru3fq3FYuLOTl7Nr7h4YQOHEjkLbfUMpTyvbtqP3tOZNOrdeQlr+0+kc3ry/Yw4bI2nl3qePOncGAVtL8SavI+9iyFzfPhyukXLl8/F37dCm0cXDju3K+wfg4MfggiWpQuzi4o4rVlu2nTKLTSRF9sMby2bDdhQX60iw5zbGxVaBjsT/92jewq0mWMYc7WORRZiugQ2aHK9jXVILABfZr0oVujbk7bh/JstU30A40xR0WkMfCjiOw0xqws28CW/GcDJCYmlp5X52/diiUri6aPP0bEiBG1DKN8BUXFrNqTyZjEljx1U/dLXp+/7iCPLNxC+vFsOjcNd0oMdWL3YmjRByZ8XrP1/3017FlyYaK3WKzb7XwtjJ7jmDhLHN8Ob1xu3Wfv20sXr96TSWGxYfeJbA6fzqVlZPlDF7ccyeJ0biEzbozjpoQW5bZxBwfOHuBI9hH+0f8fjOsyztXhqHqsVn30xpijtn9PAF8A/exdNzs5BUQIHTCgNiFUasP+0+QVFlf4NbtkMoQV6SecFoPT5Z6CIxugw1U130aHq+DIz5CT+duy41sh50TttluRxl0hvLn1g6SMFekn8LVVOVyZfrLC1Vfs8owaKqlHrWU8BrRw3t+4UvaocaIXkVARCS95DFwDbLV3/ZzkZILie+AXeWmXiqOsSM8gwNeHy9qVPwyuWUQwnZqEsSI9w2kxON3eZWAs0GFYzbfR4SrAWLdVoiQJt7+yVuGVSwQ6XAl7lkOxtf/fGMPyXRlc0TmG5hFBlX74rkg/QXyLCLevoZJyJIXYBrG0Cm/l6lBUPVebM/omQIqIbALWAv8xxnxnz4pFp0+Tt2WL08fNr0jPoG/bSEIDK+6hSuoUw7p9p8kpcMIFx7qwewkENYTmvWu+jeYJEBx14Rn27iXQpAeEO+mGoA5XQUEWHFkPwL6TORw+nUdSpxiSOseQujuTwmLLJat5Sg2V/KJ81v+6XkfCKLdQ4z56Y8xeoGe1VrJYODh5MoWHDoPFUq0SxMYY/ufTTezOyC5d1qdNJE/cEFdu+1+z8tn56zkeva5LpdtN6tSYt5P38fvXUgkO8LU7HoCBHaJ55NrKt1/imf9sZ82+U5csv61XNGP3/p3sMxkcy8qr1v4BWhUd5FzrYcT4Vv2rPJldwD0fbSTn/KUfav9j6cFlmz7n4DZr4m1XtIfTCVOIrnZEFfs1K597P9lIfmExoZYgPsCHzHm3keXTkGKLYVGAhS4bw8kvLOYWk8u+Z/9+yUXyYovhC38LHdLDYH/1fl9O4ePPloFTeG7f5xRbiksXFxQXkF+cz8DmmuiV69Xp8EpLTg45K5MJSUwkJDGRoB497F53T0Y2n288Qo8WEUSHBXD0TD7zVu3nnis7lvsVfqWtOyapc+Vnfv3aRjGmT0tOZhdU673sycjhg58O8PDwzlWO2MnKLeSdlH10aBxGi4bBpct3/XqOzSs/Z2zBEn4N7snRwjAahlTvJpyfisL5qehaptnR9vttv7J6byaDO0bjd9GMPyv9biYiqwDBeha99Hwf0ouGcne1oqncf7YcY+2+UyR1isFHGrGoeALtz+8ofT003I/AiDD8LAa/8+fIs1x6Rg8QGOpDSMMGuEURlX0rWbjp36QXnaRv0wtnQuvWqBv9m/V3UWBK/aZOE31xdjbSpCmt57yDBFSvf3X5LmvifuO23rSMDCHt0Bl+/1oqyb9klDvyYkV6Bk0aBNK5SeWjaQL8fHhxTPW+mAC8k7KPp7/Zzuncwir7ilN2n8Ri4H9H9aBPm6jS5e+t3o/ff17FEhLOHwoeZWC3Zrw0LqFacfz9iy18lXaUB4ssBPhV3hO3YlcGLRoG896kfuV8OPUDJpY+m/DOGo4dzHdool+RnkH7mFDenVRyzb78a/e+QPnf09yP+XAsqXk7GBR7FS9dcel9AUq5gzqtdWM5d47Q/v2rneTBmiQ6NA4rHXLXo0UEkSH+5V5ILSq2kPxLBkmdYpw2Pj7WVrVwf2ZOlW1XpJ+gQZAfPVs2vGB5Usdoknw3szWwFydyLTXqd07qFEN2QRE/HzxdabvzRRZW7ckkqbN9xySpU0zpMEdHyC8sZs3eTJI6ub6yoiPtbd2bX31gYEQnV4eiVIXqNNGb84U1qmeTd76YNbav/CV8fYTBHWNYmX4Sy0W3vW46fIaz+UVOTSptGoUCcKCKRG+MYUV6BoM7xuDne+HhbmM5TAvJ5ONTnWzDBavfIz6gfSP8fKTKkUM/H7RWXLT3w2SorcursmGO1fHT3kwKiixVdqV5mpSgQAAG5jrmA1EpZ6jz6pVhg6s/0uanfZmcL7r0jDepUwwnswvYfuzsBctX7MrAR2BQB0deSrxQq6hgROBAZuX/wXcdP8fxswXlJ1jbKJcVxfH0aBFBo7DAascRHuRPnzaRrNhVeaJfkW6ruNjevoqL7WOs1xMcdY/BivQMAv186N82qurGHiT19A7aF0OzA2tcHYpSFarTPnoJDCCgVeVjiuem7mPBhsMXLDuZXUCQvw/9LkoSgztZE/mf399wwUXMg6dy6dU6kohqXtisjkA/X5pHBDNgy2Ow++gFrx05k09eoXUEhlgM3wRY6LwuHDZc1GWSdYjsBh04mh/NzbUYLpjUOYYXvtvF9a8kV1gB4WBmLn3aRBJuZ8VFEWFIpxgWbjjMiFnJNY6txP6TOVzWrhFB/r+NlHnmp2fYlLGp1tt2pV9O/8IfwmJh51J486KTmJBGMO4DCKzbMg1KXaxOE71vw4aVvm6M4a0Ve/HzFbqUKUnQLCLokiQB0Dg8iHuHdWT70awLljeLCGJ8/zaOC7wCXaMM/Y5+B4HdoKF1f/lFxWw/cpLwIL/SeMMC/fBvWM5/9gYtCOwxlol723BLv9aXvm6nUb1asu3IWQqKiits0ywimAmXV++Y3H55G07lFFBcUUW4amgWEcykQbGlzzPzMvlk1yd0iuxE89Dmtd6+q7QIa8HNbUaApQGUGV7J+WzrDWh7l0PX37ksPqWgjhO9X0zlZ63px7P59Ww+z9/cg3F97Ut8D17tuotg8aFnrA+GToNuNwHw1bpDPLx9M9/dPZguTasufOUPPGn/KNNyNY0I4rXxtbhhqgJdmzXgrQk1rj5dqVVHVwHw1ICniIv2lDE2lWh3UamIovPwQjtr95wmeuVibjHDVImS/uAhbn7XY4muAdZ+8XOhv30o2Tuss75LPZpKZGAkXRt1dXUozuEXAO2SrHcYm9p/I1KqNtws0WfQuUk4zSKCq27sBtrIcQAOWpoAdTOs0xtYjIXVR1czoMUAfMSt/gQdq8MwyDoIJ39xdSSqnnOb/2U5BUWs23fao4bfNS46wgnTkL22QT91MazTG+w4tYNT+ae8vzxAe1uhuYuqdCpV1+q0j/6XE9lc90r5IzgKCos5X2xhSF2Xnj2fC/PHQ3YVFSw7XQPDHr9gUXjOITaYJvzzP9t5ffkezuSed/qwTmdZdXQVL294GYspv+yAI2Wdt148H9Dcy8v3RraBRh1hxfOQ9pFz9xXR0jrCx46aR6r+qdO/igBfH1pGVtwt079d1CVDKJ1u30rrDEuxgyGwgounmbth9Wsw5G/g/1v8vmf2EdKkD/Hh1tFELSODue2yNk4d1uksn+76lMPZh0ls4pyLr2U1pzmjOoyiUbB9Y/o92pXTYfNnzt1H3ilI/xYOr3P8bGDKK9Rpom/TKIS3b3d+IqmWPUvAPwTGLwD/oPLb/PIjfDjaOl1fSd3387lw7hjd+ybw9hA3e0/VVGgp5KdjP3Fd2+t44vInXB2Od4kbaf1xprwzv43w0USvyuE2ffQus3ux9Wy+oiQP0GagdQLt3Ut+W3Z6v/XfqHZODa8ubDqxiZzCHAY118mlPVJwQ2jVT68FqArV70SfuQdO7a16uryAEIgdeOF/pFN7rf96QaJPPZqKn/jRr5ndM0Eqd9NhGBxLq/pak6qX6nei37PU+q890/B1uApO7oIzB63PSxJ9ZFvnxFaHUo+kEh8TT3iAjv33WCUjfEr+ppUqw/Mv0X8xBY7VsF7K2aPWRN2ofZVNLe2v5P7G0RxaOAJ8fKC4EFq2gB/urNm+3cjuM7u5t9e9rg5D1UazBGttne8fhdSXXR2NcjOenehPH4BNH1vnS424dPKRKjVqb/eFsh0+FpaFhtBbQokSP+uRC2kEDWKrv1830zGyIze0v8HVYaja8PGBq5+CdLumbVYe56dare3ZiX6P7eLoyLcgxrk1b1KPpiIIL439L1FB3lVqV3mJXrdZf5T3ueXDWq3u2X30u5dARGuI7uj0XaUeSaVro66a5JVSHqdWiV5ErhWRXSKyW0TsmZ/acYrOw94V1gupTq4rc/b8WTZlbPL+W/aVUl6pxoleRHyB14DrgG7ArSLSzVGBVenwWjh/ruqhkQ6w5tgaik0xg1roOHOllOcRU8MSqiJyOTDDGDPc9vxRAGPM/1a0ToumbcyUCdNrtL9LGWv5V/9gwLln9EWmCGMMCY0TECfvSymlLjbqoT4bjDE1vgW/NhdjWwCHyjw/DPS/uJGITAYmA7Ro0oZg8b24Sc35+YNf3ZQ0bhDYQJO8Usoj1SbRl5f1Lvl6YIyZDcwGSExMNA+98Mda7FIppeqhh2q3em0uxh4Gys703RI4WkFbpZRSLlKbRL8O6CgibUUkALgF+MoxYSmllHKUGnfdGGOKRGQq8D3gC8wxxmxzWGRKKaUcolZ3xhpj/gv810GxKKWUcgLPvjNWKaVUlTTRK6WUl9NEr5RSXk4TvVJKebkal0Co0c5EMoADdbbD6osGTro6CDtonI7nKbFqnI7lKXF2NsbUeAq4Oq1Hb4yJqcv9VZeIrK9NPYm6onE6nqfEqnE6lifFWZv1tetGKaW8nCZ6pZTycproLzTb1QHYSeN0PE+JVeN0rHoRZ51ejFVKKVX39IxeKaW8nCZ6pZTycvU20YtIKxFZJiI7RGSbiNxnWz5DRI6ISJrt53o3iHW/iGyxxbPetixKRH4UkV9s/0a6OMbOZY5ZmoicFZH73eF4isgcETkhIlvLLCv3+InVLNuE95tFpLeL43xRRHbaYvlCRBralseKSF6Z4/qmi+Os8PcsIo/ajucuERnu4jjnl4lxv4ik2Za78nhWlIsc9zdqjKmXP0AzoLftcTiQjnWS8xnAQ66O76JY9wPRFy17AZhmezwNeN7VcZaJzRf4FWjjDscTGAL0BrZWdfyA64Fvsc6gdhmwxsVxXgP42R4/XybO2LLt3OB4lvt7tv2f2gQEAm2BPYCvq+K86PX/BzzuBsezolzksL/RentGb4w5Zoz52fb4HLAD6zy4nuIm4F3b43eB37swlosNA/YYY9ziLmhjzErg1EWLKzp+NwHvGaufgIYi0sxVcRpjfjDGFNme/oR1JjeXquB4VuQm4BNjTIExZh+wG+jntODKqCxOERFgLPBxXcRSmUpykcP+Ruttoi9LRGKBXsAa26Kptq9Ec1zdJWJjgB9EZINtsnWAJsaYY2D9QwEauyy6S93Chf+B3O14QsXHr7xJ793lBGAS1jO5Em1FZKOIrBCRwa4Kqozyfs/uejwHA8eNMb+UWeby43lRLnLY32i9T/QiEgYsBO43xpwF3gDaAwnAMaxf71xtoDGmN3AdcLeIDHF1QBUR67SSNwKf2Ra54/GsjF2T3tc1EZkOFAEf2hYdA1obY3oBDwIfiUgDV8VHxb9ntzyewK1ceDLi8uNZTi6qsGk5yyo9pvU60YuIP9YD+6Ex5nMAY8xxY0yxMcYCvE0dfc2sjDHmqO3fE8AXWGM6XvJ1zfbvCddFeIHrgJ+NMcfBPY+nTUXHz+0mvReRicDvgPHG1klr6wrJtD3egLXvu5OrYqzk9+yOx9MPGAXML1nm6uNZXi7CgX+j9TbR2/ro3gF2GGP+r8zysn1dI4GtF69bl0QkVETCSx5jvTi3FetE7BNtzSYCi1wT4SUuOFNyt+NZRkXH7yvgdtvIhsuArJKvz64gItcCjwA3GmNyyyyPERFf2+N2QEdgr2uirPT3/BVwi4gEikhbrHGurev4LnIVsNMYc7hkgSuPZ0W5CEf+jbriKrM7/ACDsH7d2Qyk2X6uB94HttiWfwU0c3Gc7bCOWtgEbAOm25Y3ApYAv9j+jXKDYxoCZAIRZZa5/Hhi/eA5BhRiPRv6Y0XHD+vX4tewntFtARJdHOdurP2xJX+jb9ra3mz7e9gE/Azc4OI4K/w9A9Ntx3MXcJ0r47QtnwdMuaitK49nRbnIYX+jWgJBKaW8XL3tulFKqfpCE71SSnk5TfRKKeXlNNErpZSX00SvlFJeThO98jgi0lBE/mp73FxEFjhxXwniBhVMlaoNTfTKEzUE/grWu4aNMaOduK8ErGOalfJYOo5eeRwR+QRrBb9dWG8m6WqM6S4id2Ct8OcLdMdabyUAmAAUANcbY06JSHusN5zEALnAXcaYnSIyBngCKAaysN5BuRsIBo4A/wt8A7wK9AD8gBnGmEW2fY/kt3K8HxljnnTyoVDKLn6uDkCpGpgGdDfGJNiq/X1T5rXuWKv/BWFN0o8YY3qJyEvA7cDLWCdanmKM+UVE+gOvA1cCjwPDjTFHRKShMea8iDyO9c7DqYkmwNIAAAFrSURBVAAi8iyw1BgzSayTgKwVkcW2ffez7T8XWCci/zHGrHfmgVDKHprolbdZZqw1vc+JSBbwtW35FiDeViFwAPCZtcQIYD0LB0gF5onIp8DnlO8a4EYRecj2PAhobXv8o7EVxhKRz7He2q6JXrmcJnrlbQrKPLaUeW7B+vfuA5wxxiRcvKIxZortDH8EkCYil7TBWmfkZmPMrgsWWte7uB9U+0WVW9CLscoTncM65Vq1GWud7322/viS+Td72h63N8asMcY8DpzEWgr24n19D9xjqziIiPQq89rVtnk+g7FeK0itSYxKOZomeuVxbN0jqWKd9PnFGmxiPPBHESmpCHqTbfmLYp2EfSuwEmslw2VAN7FOGD0OeBrwBzbb2j1dZrspWKs4pgELtX9euQsddaOUA9hG3ZRetFXKnegZvVJKeTk9o1dKKS+nZ/RKKeXlNNErpZSX00SvlFJeThO9Ukp5OU30Sinl5f4/BLd4+WyqgV4AAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "rdf.plot(x='timestep',y=['candidate_count','active_count','completed_count', 'killed_count', 'failed_count'])\n", + "plt.title('Proposal Status')" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Proposal Status weighted by funds requested')" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "rdf.plot(x='timestep',y=['candidate_funds','active_funds','completed_funds', 'killed_count', 'failed_count'])\n", + "plt.title('Proposal Status weighted by funds requested')" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'share_of_funds_requested')" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(rdf.timestep,make2D('share_of_funds_requested_all', rdf))\n", + "plt.title('share_of_funds_requested by proposal')\n", + "plt.xlabel('time $t$')\n", + "plt.ylabel('share_of_funds_requested')" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'share_of_funds_requested')" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.loglog(make2D('share_of_funds_requested_all', rdf), make2D('conviction_all', rdf), '.')\n", + "plt.ylabel('conviction')\n", + "plt.xlabel('share_of_funds_requested')" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'proposal_age')" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(make2D('age_all', rdf), make2D('triggers_all', rdf))\n", + "plt.ylabel('triggers')\n", + "plt.xlabel('proposal_age')" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'phase: Triggers & Conviction')" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.loglog(make2D('conviction_all', rdf), make2D('triggers_all', rdf))\n", + "a = plt.axis()\n", + "plt.loglog(a[:2],a[2:], 'k',alpha=.5 )\n", + "plt.ylabel('triggers')\n", + "plt.xlabel('conviction')\n", + "plt.title('phase: Triggers & Conviction')" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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Lc6sBiE46ltUlPR6O/PkvVC9dSvxjjxJ9221+xZ2klKxatYoVK1ag1WoZOHAgffr0ITk5Ga1We3Q/IcRRBZKQkBCwzH9ETrXCiOuBLkKINCFECHA9MDeQAdTFoFSCpbJyGxs2/gmPx87AAV+ctorD5fHyy95iLuweF3Rgf+X0nThcWgZHZRJ9zqDAByjcrTzHBT7HoyTXCkB0u2PKo+idd6heupSEp58m5vbb/VYc8+bNY+nSpXTr1o0HHniAyy67jA4dOtRTHAAXXHABZrOZmTNn4nA4Apb5j0hbpup+BawFugkhcoQQt0sp3cD9wI/AbmCmlHJnW8mo8sehtGwtmzZPQqs1M3jQTMLD+7S1SEGzdHch1TVuRnQLLkX34PZi9m4uJfXgIrrc/afghCjYBZa4oMqSlOZaCYsxEmLUUb1qNcUfTKVk6odEXHUV0Tc3TBhpil9++YVNmzZx/vnnc9111xEW1rQVFhoayvjx4yktLeXrr79WFYgftGW21Q1NbF8ALAh2XNVtpRIoZWXr2Lr1Dkym9gzo/ykGw+nrtnB5vPzzxz2kx1mCmt8hpWTdnP2Yakro2aEaY8+ewQlSsAMSegXVteRINVFRGrLvv5/qJUqGki4+noSnn/J7jNzcXJYvX07v3r0ZOXKkX5ZKamoqV199NbNnz+bjjz/myiuvJCUlJajP8EfgVHNbNRvVbaUSCBUVm9i67Q6MxmQGDph+WisOgK/XHeZAkZWnLu2BXhv433vv3PUU5VjpmLWQ+CmBBbqP4vVA0R6IP7nykF4vjoxMSqd/wZHHHmff1eMpy6lALP0e66rVxD3yFzovXULanNlow/0L/EspWbx4MSaTicsuuywg113fvn2ZOHEiDoeDjz/+mEOHDvnd94/GqRYwbzaq5aHiL5WV29i85VZCQmIZOOBzQkJi21qkZlHpcPHmkr0MTYtmdI/ArA5XQQEFr73OupwuGE0xDHjkWsyDT5pw0zilWeB2QELTVktNVhYVs76nYs4c3IWFgGJdVHS7AKnR0X7MWXS67kH0yckBH3779u0cPHiQSy65BJPJFHD/Tp06ce+99/L+++/zww8/cPfdd6Pxd2LkH4gz7oyoloeKP1RV7WLzlsno9VFnhMUB8P6K/ZRanfz1sh4B3W1XLVvG/kvHkr12HxURnTjr+v5Ej2tGymqhL0zZhNuqfNb3HLh0LCWffIKxZ0/avfwynZYsocvKnykbNgGDWUfv+64JSnEcPnyYOXPm0LFjRwYHq/xQJviNGjWKwsJCduzYgdvrZl3eOt7c+CZPrHyCjQUbgx77TOGMszxUVE5GdXUmm7fcglZrZuCA6RiNSSfvdIpjc7qZtuYg4/ol0TfF/7RaV24uuU88iSE1lerRTxGSaaXniI7NE6ZgJwhNowURPdXVFL72GqYBA0j+91vo449ZSE6HmwNbiug2NBGtPvD7WrfbzYwZM4iIiGDChAnodMFf3jbkb2BWxSzWpq5l4fqF1GypwSM96DQ69Bo9iw4u4q6+d3Frr1sx681BH+d0RlUeKn8orNYDbN5yE0LoGDhgOibTmREQXbK7EJvTw41DOvjdR3o8HHn8cfB4SHz9DZa+fYi0fnHoQrQn73wiCnZCdDroG7qMSj78CE9pKQlTp9ZTHADZu0pxO710HRKcFZiVlYXVauXKK6/EbA7+gr7o4CIe+/kxAHrF9KKgsIAUawrjzxrPlf2uBOCFX1/g/a3v8+XuLxmeMpxBCYNIj0gn0hCJRW8hLCSMEG0IAoEQ4uhzLWWOMipqKigtL6WgrIBL+l1yWtRLq8sZpzzUmIdKUzgcuWzePAkpJYMGTsdsTm1rkVqMuVtySQg3MCTN/2Igpf/7H/YNG2n3j1cotIZSY3PTeVALlG8vzmzU6pBuN+XffEPYRRdh6t3QpZWzpwydQUtCenAu54yMDPR6PWlpaUH1ByiwFvC3NX+jT2wf3hzxJgmWBAoLC/n888/JmJ/BzB0zSU1N5elBTzOh2wRmZszklyO/MP/A/JMP7kMjNHilt962d/e+y6VdLqVnTE8GJgwkPCS4qgC/J2ec8pBSzgPmDR48OMhUEZUzlb37XsHlruSswd9hsXRqa3FajAqbi58zC7l5WCpajX93r56qKoo/mEroiBFEXHklGz/bTYhJR/seLVCN1lrU6Jrltg0b8JSWEt5ECZCcjDKSOkeiDSJLDCAzM5NOnTqh1+sBqNm/H29VFab+/f0e4/1t7+PwOHj1/FdJsCgWUHx8PA888AC//vorW7ZsYcWKFfz8888kJSUxNH4oo+JH4TQ6KXIXYZd2HNKBw+vAjRspJRKpPNd5nVWQRZY9iz6iDx6nh901u3l/6/tIJNHGaGZcPoNES2JQ5+H34oxTHioqjVFRsYnCwgWkpT5IaGjgJTNOZRbtzMPlkVzRz//YTennn+OtqiLuwQfweiRZW4tJ6xcbVKyhHh432MvBHNOgqXLRIoTJROgFwxu0VZfVUF5go+d5wcWfKisrqays5OxBgyh6+x2sa9Zg37wZhCDp1X8QccXJlwEqsZcwe99sxncZT/vw9vXaQkJCGD58OMOHD6eoqOhoRte+ffuoqqoKSFaBIJ10BkYOZMqUKQghmDNnDtv3bKc4tJh1seu4f+n9/HfUf48qsFMRVXmonPFIKdm77xVCQuLo0OGOthanxZm3NY+OMWb6pvjn7vFUV1P66WeEXnghxp49Obi9uOVcVo5yQDZQHtLjoeqnJYRecAGaRtJnj2Qq1X9TAly/42j/bF8x7jfeoHjvPgzduxH/2KNUr/yF3CefwmuzE375ZWh9pdobY87+Obi9bm7o0ej85aPExcUxcuTIo+89Hg9WqxWPx3P04fV68Xg8R+MYQoh6rzUaDbGxsUdTgCdMmMA52eewfPlyRJ5gg3YDt/54K9+O+/aUDcifccpDjXmoHE9R0Y9UVGyie7eX0On8XEL1NKGwysGa/cXcO6Kz3wHXsulf4K2oIPa++8BWypGfFqAVibSPKwWaOdfFWqw8m+u7v2oyMvCUlBA2amQjnSBnTykGi47YlKYv7o3hqajAtnEju2bNQkRHE28JJWn6dMwDBwAQdcMN5DzwIPnPP0/+3/9O2KiRRFxzDZazz26gxJYeWkrvmN6kR6QHJINWqyXczwmMJ6J9+/Zce+21HHrjEDdZbuKjyo94bs1zvDr8VTTi1JtVcepJ1EzUeR4qdfF6nezb/08sli60a9dwsaPTnQXb8vBKuKK/f+4e6fVSOn06lnOHYSqeD//uR+nBQiJ1R9B+PAI2Twev96TjNInNt5iVpb4Ssm/bBtBo/EFKSU5GGSldo8DrwVNejjMnB8fu3bjLGl+PRHq9lM2cyb6Lx5Bz730UIYgLDaXTF8cUB4DGbKb91A9IfvMNYm67Fdv6DeTccy8ZQ4Zy+PY78FRUAFDqKGV78XaGt2/oUvs9sVgs9O/fn/Lt5UzuOplFBxexrWhbm8rUFGec5aGiUpcjR77Ebj9Ev34fo9GceT/3JbsL6RIfStcE/0qvO3btwlNcTETPXFjxHXS/nNLywSSlh4JhIMy5D1a9CWffA/1ugJCTW2qeykocu/fgPHQQzYGfiACOvPg6jrx/4qmoIHL8eNxFRWijotCnpOApL6di3nxcOdk4jxyhvKCa6pibSd74AXverL/aHhoNYaNHE//4Y2iMRqTXC14v+S++SPWSpZgHDyb2/vuxrV5FWnp6o9aX0GoJv/RSwi+9lNgHH8S2fj3WlSsp+/IrDt9xJx0+/oh1JeuQSM5LOs+v89iaXHjhhezcuRPNXuXePrsqm/7x/gf9fy/8+jf51hb/VEo5qZXlUVFpMVyuSg5kvU101LnERDfM/jkT2JNfyYX+Vs+VEuv/ngPAMqAHXPkCzqg+VK9YSXTHWLh4Duz8Htb+F354BJa+AEPuguGPgS4EULK0qleupCZzL86sLBy7d+PKPrb4Z2QXBxGDQHqNGLql4K2upmTqVLSxsZj69sVdWMTh22/DuW8/wmxGn9SO8qTzAeh4bhcir+iBNiwMTWgYGosFx47tlEz7lKrFixt8nPgnniB68i243W4qFy0k+vh1ywt2QWUudBl9dJMmJITQc88l9NxzMQ89m5yHHiLr2vGsuzMdo9ZI95iGKca/N6GhofTp04eN2zZCEhTYCtpapEbxS3lIKT1CiDghRIiU0tnaQqmotASHDr2H211B585PnnYTsPyhuLqG4mon3fxZ8Mnjgh/+gnXdZgzJ8eimzAWNhtIDitsmup0FNFroMx56XwvZv8Gat2HlP/FkrqIq8kaqlq+mes0acLlApyMkORljr15EXncdxh49MHRKR7f3C1j+Iikffg56I9LjIfuuKVhXr0YbFUX2HXfgys2jw7T/YR46FCEEB/63E/OeMjo/+2CD7yl8zMWEjxuHbcMGpU0IQBCSloZl6BAAKnyup8jIOjPr9yyAr32B73vWNlpnK2zkhXT89FOOPPIImw6sorMwYJ37AxFjxyJCQgL/QlqQxMREvOu9hOvDybfmt6ksTRGIHX8QWC2EmAtYazdKKd9oaaGagxowVwGw23PIzplGu8SrCQsLsqz4KU5mvpIi2j3xJMHanI0w70E8OTuxlSQRc/t14MvyKc3zLbxUZ9U+hIAOZ1PjiqNkhaTym01Iz8voE2KJnjiRsIsvxtS3D6Kx8h/byiAkFPRGZSitlqgbb8C6ejUVs2eDELT/8EMsZ599tEvJESuxKWFNKnhj164Yu3Zt8uOV+eIiUVG+TK2Dq2DmzRCVBmVZ8NOzMOm7RvuaBw6gw9zvOThrOFfsNpD35FNYV60m+bV/NXm834PERGWOR5QuijxrXpvK0hSBBMxzgfm+PmF1HqcUasBcBWD/gdcBQXr6X9palFZjj095dE1sJEPJ44K9P8F3d8BHo8BWiq3Lk+CVWM47/+hupUes6PQawmOOZR65y8rIe/b/ODDuCirXZRBx8QhSr4ROozJIuDASc/++jSsOUALmx2VaObOyABAWC3F//jOh5x1bodHrlZTn2+orrwCppzysJfDNrRCVCnetgItfhH1LYO+SJvsXyAo8eBlw+2PETJlC5fz5VP/8c9DytATx8fEIIQiVoae/5SGl/BuAEMIipbSebH8VlbaisnIbBQVzSe14L0Zju7YWp9XILKgi2hJCXKjh2MbKXFj/EWz8FGzFYIhQgt8jnqL6H2+gMZsxDzgWfC3NqyaqnQXhm5le/csqcp9+Ck95BVGTJhJ7zz3ooqKUFNzv74aFj8O2mTDuLUhsZLVFW0mDOR7OnBy0kZF0+WUlwjf7+6i4RXY8bm+9JWcDpTRnLzqNIDRrEWQuVGS46XswRSoxm43TYO79cPeqBllgAIcqlTU7OoZ3JPa+y6hasoT8l16m0/nnI9qoFLter6ddu3Zk2jLJ9mafvEMb4PeZEUIME0LsQlkeFiFEPyHEu60mmYpKECgTAv+BXh9Nx453tbU4rcqe/Cq6JoQq7p7ywzBrCrzVB355AzqcDdd/CY/thUteQRrCsK5ajfnss+v580tzrUS3s+CtqSH/5ZfJvvNOdJGRpH0zk8Snn1YUBygX3YnfwNVToewgfHABLH4GbKX1hWpEebjy8tAltWugOGqPDwRveeyeT9m2H4nyFiNm3QE7voOzbofE3kq7zgDj/6fIOeuuRtOQD1cdBqBDeAc0ISHE3nMPrsOHsf32W3AytRCpqanISkmlsxKby9amsjRGIDGPt4AxwFwAKeVWIUTbJkWrqBxHcfFSyst/o1vXv6PTnXJe1SaRUlL22WdULv4JfUIC+pQU9MnJ6FOSCUlJQd+uHWg0uEtKcRcWoomNYW9BFdf1j4clz8Pad5Uy6EPuUh7R9YsD2jduxJWTQ/Rttx7dVmNzYa1wElpTyMHxT1Kzdy9RkyYR/+gjaIzGhkIKAf0mQJeLYMlzSkB9/Scw8GYYdi9EdlCsndgu9bq58/LRN7Gca2leNQBRiUHMoraVwtz7Kdb9ibgO3WDsg+CyQVyP+vu16wsX/R0WPQGH10LqufWaD1UewqK3EGNUlF7Y6FFowsMp/24WlmHDApcrAAqyKsnbX07/0Q2rIaempmLcqnwP+bYBjeg1AAAgAElEQVT8gCcvtjYBJb5LKbOPC2p5WlYcFZXg8Xpd7Nv/KmZzJ5KS/tTW4viN12ol96/PULVoEYauXbEXFlK5eDG43cd2qv3fSQlAQXgc1pFP0HXrP0D8CH2vh1HPQkTDi3TlwoXkPvkU+qQkwseMwWu3Y9uwgUNLtwE9cH32Dm5tGe2nfkDocD/uB83RcMXbMPRunwL5ENZNhR7joLqooeWRn4/5rLMaHao010pYtJEQYxOXot3zwF4GA246dg5AURzf3Y7bXk2psNArJa2B0qpH/xtg8V9h748NlEdWRRYdwzseDdhrjEYiLr+M8m+/w1P+V7SR/q+PciIO2mvYXW3HqNEgAb3Dw7ZXNwOQ3DWKuA71b3bS0tIIF0oyRH71MeXxXX4pB+1OHk5NQNuGWYSBKI9sIcQ5gBRChAAP4nNhnUqo2VZ/XNzuCgyGRNq3n4xG09BFcipSk5VFzgMP4DyQRfxjjxJ9220IIZBuN+7CQpw5ObhyjuDKyQEkuuhIdBmfs3WnckcasQucT35DyKCLG4wtpaT4v+9S/M47mAYOJPnNN6hctIji/7yNp6KCvPYXQKcedHrkDhLHjUQTaHpqQi+4+n0Y+Qz89r4SZ3HbFddRZAfoNhaPPhZvZSX6do1XiC3NO0Gw3GlTJi06KuDwr4o7KmmgokTm3A8HV1Ey/CXkyjzi4uJOLKsxAjoMg8zFihVSh/3l+xmWVN/CiJwwgbIvv6L0iy+Iu+8+v09JYxQ5XTyZmcOCogrk8WJdHQkSftiRRSdrBMVON/3DzKSZDSSE6InoNAyXfR+/leQSH+XAK+HxzBysHi9uKXkive1ieoEoj7uBfwPJQA6wGGjeWW0F1JLsf1xCQmIZ0P+zthajSTzVVhw7d1Kzby/O/QeoOXAA+7ZtaAwGOnz8UT0XidDp0CcloU9KgiG+jY5K+HIC6DZQfMW/YQ8kHsxh/8SHMPTsQegFFxA2YgTGPn2QTid5Tz9N5YKFRFx5JZETJpB9x53U7N2LeehQYu64g6LD0ejWFdHu6jFHA+ZBEZGiZDUNmgxvDwKhg0VPwqIncWuVSXc612EoPQCmKNDoQGhBo6O6zEG7To1kRno9sO1rRXF0v1wJ0m/5AiLaQ9IAyPgBRj5LYdQ5wHcnVx4AXccocZryw4pyA8od5RTZi+gcWf9m09itG6EjRlA2/Qti7rzzqGL1erys/m4f9ioX50/ogin0xAq3yOli7Ma9FDldPNwxgTGxEbil5ECZjdfXH6KjMQStEGz3ONldUE6KKYQVpVXHlExkN4h8kVdL4NWSPfXGfvNQAVurbIxPjCbdZCBar0UC26rsjItvGWvpRASSbVUMTGxFWVRUms2pNBnQXVyM9dffsG/ejG3zJmr2ZBwN2GosFkI6dSLisrHE3nOPoiROhK0Upl8L+dvg2o/I2J5OcmQZfed8S8UPP1C94mdKPphKyXvvo4mKQkiJp6KC6NtvRxMRzqGbb0YXG0vy2/8hbPRohBBYP9hOWLSxeYqjLi678nzpPxSrJGMhrkWzgEr0O96Dgn/X290jtdTYvsW08XXY+61PqWjA4wTp84jH94IJ05Vqvbvnwd7FcGgNRHSAs++haNVvCCGIjfWjoGMXn/LI/BGGKPeW+8r3ATRQHgARN9zIurwU9rz8Mx2HdychNZzs3aVsW5YDKMUc+4/uQOfB8fVSnWuRUnLXzoMUO13MGtCZgeHHLCzrghwmr67i+meGEGLS8cVzvxLdzsJl9/ZAmnXk17godLqwutw8+tPThJvieOich9EAu7dvo3rNShIn3cZ7uaUsK61fEl4roG9YDzqaDLQmfisPIcR/GtlcAWyQUs5pOZFUVE5PpNuNfcsWqn9ZhfWXX3Ds2gWAMJsx9e1L7N1TMA0YgKFrV3S+PP4m8bghZz0cWqVcLLPXKRfVP30O3ceS+dNKuieGoU9KIvbOO4m9807cZWVULVtO0b/+hae8HIDSjz8GIGzMGNr97fl6/vsamxuDqQXrfdUWRTTHQEwnOOd+XDnxMPM59Hd+Dd4j4LQqVoXXjcMKfA+mbkOhU3vwuhWloQ0BnVF57nKx4qYyRSmB+YE3K3Ef6QWNlpKSEqKiovxbrzy2izJxMGPhUeVRm6abHtkwGJ1n6Ex+OxfGfDvZM/ce3W6y7CQxTYPTNYy13+9n7ff7CY81EpVowRSqJ8Ssw2DSsdnkZa3WyoMiFOP2CvZoKhEagUYrOLyzhJRu0UQlKgpl1C09WDR1B9OeWs2Qy9PoMyKF9Ejl4p/uLKCgZhvXJPwNgANfbKTG6+Fy4eTec3uzx+og2+6k3O3G5vHSL8zc6ooDAnNbGYHuwDe+99cCO4HbhRAXSikfbmnhVFROdaTbjW3dOip++IGqn5bgrawErRbTgP7EPfwwlnPPxdije9OT6upiL1fuivf+qExscyhlN4jvCX0nQP8bIWUwTreX/UXVjOpRv6aVNiyM6qVL8VRUkPzvtwhJS8O+cSPamBjCLrqogbJy2t2Yw1uwDEdd5eHDnZ8PGg263hfAcefAcaQavl+HadA4CGQtESEUtxdgtVoJPcEaHQ369boKVv9HCeyHxlFgK0AgiDc3PP7utfmE6uwMWflXwj6bh0dvpqqkgB//+wZlOTDyto6MmDiSrC3FFB6qpLzQRkluNU6bG6fDwyejwokyCkIXHGb58cEOoPcFx5IbOg2I5/pnhvDb3AP8OvsA6384SGxKKJZIA2cVXkG26zA/fbodg8GAoTgVgyePI0eOkJaWRq9QE71CG1o+rU0gyqMzMFJK6QYQQryHEve4CNjeCrKpqJySSClxbN1Kxbz5VC5ahKekBI3FQuiokYSNGo1l2Nlo/V3fwe1UFMW2ryFjEXhqwBIH3ccpKbFpwxvM2M4qtuL2ygY1rQpefoXqZctIeOYZwseMAThhWQ+n3U1kQgsuNFTpK6MReuxC7MrNU6ysRpSnrUopk2cKDT65wWq1+ueyqqXvBKVq8M5ZMHQKhbZCoo3R6I9LsPC4vOQfqKBHv3hY5kK/+GtSHn+M32YvAyCuQyorPv0QY2gYAy5uWHQzy+rghXV7eDIlntuH98brkUivxOtRHhJ51OqoJSY5lLH39CU/q4J9GwopzqmiLN9GeEUSqa4I9m0qRK/Vgy2SMMLYvbQccvcqy9t6JV6vREpFR553XRd0IdrAT2gABKI8kgELiqsK3+skX9HEmhaXTEXlFEM6nVQuXEjpZ5/j2LkTYTAQOmIE4WPHEnrB8MbnRjRFdaGS3rrhE9/EulgYfCv0uU7JKDrBzOY9+ZUA9ZRH9erVlH35JdGTJxM9yb/QZI3dTUhLuq0qspW6VqZjqwG68vPRJzaeaeWocgFgCgve+rHZbJjNASjA+B6Q0Ae2zYChUyiwFTRqdeTuLcfj8tJhSCohl15K+YwZxNw9hcy1q0hI78x1z77M7H/+nQX/+RcHN29g6DUTiE46ZkksL1PiEFelxGBpxIUkpaSquIifPvov5Xm5XPfsS4THKXIkpkWQmHYsiWBb0TYmLpjIVVzFC7e8wNsvfAQF8TgKDOwuy1ViVgI0GmW1Qikl51zb+tmmgfxy/glsEUKsAAQwHHhZCGEBmi4co6JymuMuKaFsxgzKvvoKT1ExIenpJD7/HOGXX37CZU0bpSgD1r4DW2coMYxuYxU/fudRoPXvDjyzoAqdRpAeqxzb63CQ//zfCElNJe7P/nmPpZQ47W4Mpha8Oy3PVrKh6rjHXHm5mHr1anR3e7XP8ggLzvLwer3YbDYslgBnp/e9Dn76PyjeR6GtkCRL/WQFKSXr5h/AHB5CcrcoPJMnU/nDD6x98jEKS44w5p6HMZjNXPv03/l11tdsmDeLXb8sJzKxHYmduhIRn8CciI7EaA1sffd11tttuGocSI8HgyWUxE5dOLx9K3n7Mo4e8+vnn+DiO++nY7+BDdyLnSM7IxDsK93LkW92cLW1GwUxlWz37mP4kPOIi4pFur3gkUiXF1deNXp961odEFi21cdCiAUoiYMCeFpKmetrfqw1hFNR+b3wOp24cnJwHTmC60iu7/kIrtxcHLt2IZ1OLOefT/TLN2M595zAax5VF8Gyv8Omz5WSGQMmwtn3QWxgd4huj5efdhXQLTGMEJ0iQ/G77+HKzqbDtGloDP4FSj0uL16PbGHL4zBEtq+3yVtegTay8XXJ7VUuEGCwBKc8HA4HUsrALA9QXFdL/gabPqXQVkj/uPoLLeXtqyD/QCUX3NBVmbzYpzfR99/H8iXziImJoedwZSldXUgI511/MwMuGUfGmpUc3rmNvH0ZZP66ip03/IW0gizKcnMIMZvRG4xotFqs5WWsm/0tUipZdzf/8208bjfz//0q373yHHEd0+h94UUMuGTcUSVi1ptJC0vj+kOjkBuVIpAJNeEk0BdWV1JBZT359UkWPFVOdJGnTrbVQN/L2ipdiUIIE3CoNg5yKqBOElQ5EdLtxnn4MDV791Gzd6/y2LcP58GD4KlTMEGvR5+YiD45mcjrJxB1/fUY0oMoD+FxKYUKl78CLisMuw/O+3OjBfr84av12WQWVPP+pEEAODIzKfnkEyKuugrL2UP9HqfGrvxlWzTbqjwbUobU2+R1ONCYGw/m2qucGC16NEGmClutSl2sgC2PsEToPpaaLV9QnmBp4LbasfIIBrOObsOOTcCznjMU+y+L6L4jk5x77iHpH/84WvfLEhnFwLFXMnDslQAU2Wt49dfdXNOvB5Mn39Dg8B63G0d1FebwiKM3IZNff49dK5exbclClk+bSknOYc6/cTJGi2JdTig9n0G27lh3f4/3wApE/9GUDe3Drt1bGD3yAqLCQ5GuGlxHjmD79VeE9k3gFFEewLvAQGAbiuXR2/c6Rghxt5Sy4VJfbYA6SVClFm9NDTWZe3Hs3Ilj1y4cu3ZRk5mJdPrWMxMCfYf2GDp3Ieyi0RjS05V6UsnJ6OLiENpmmv45G5QZ0kV7oNNIuORViGs6gH0yKmwu3licwbD0GMb0SgCg4JVX0IaGEv/E4wGN5fQpjxazPGqqlLkYdSwP6fUia2oQxiaUR7Wr2fEOIHDLA2DQrRTuXQDUVx4el5eD24vpMigefZ2Ac8aalRhDw+g95RpK3/o3OffdT8dPpzVa7DHDofy+ejeRAaXV6bAcZ43p9Hr6jhpDn5EX88uX01g/9zt2/byMpG49SNQZOOdgKh59PoWaTFxRFtqtn0fk+nmcA9iWLqBu2URDl85Id+vfzwe6GNTtUsqdAEKInijuqheAWSiZVyoqbYL0eqnZuxfbxo04dijKombfvqP1oTTh4Rh79SRq0iQMXbtg6NwFQ6d0NKZWSHGUEjZ8DAufhLB2cP1X0O3S+rWZguDfS/dSYXfxf+N6IoTAvm0btrW/Ev/YY8eq3/pJTUsrj3KfQyKijvJwOADQmBpPJLBXOZudaQVBWB4A6RdSGNke8JJQR3kc2VuGy+Ehrf+xGetSSg7v2ErHPv2Jv+02DPEJ5D76KEX/eZv4RxquF3PQriiPNHPgd/5CCIZPvJVu5wxn589LyNu1g/CVu9CNuJAdhT+xMwS08WGUJUTT9bzhOLywdfcuajwewqKjMYSFUiEEt5hMgRUuDIJAxu9eqzgApJS7hBADpJQHTqVZvSp/DLxOJ47t27Ft3IRt4wbsmzbjrVIyXLRRURh79SJ0+HCMvXph7NUTfXLy7zP73GWH+X+BrV8qE9yumVov+yhY9hVW89nag0w4qwM92ilpwCUffoQmPJzICYEXgXTaWthtVeFTHpHHqsN67cqMc9FEFpqj2tWsRaCaZXloNBT0vByy5xKfvxOSlWKJuXvLERpBUpdjkynL8nKpLiulfa++AERcfhm2336l5MMPESYjsXffXS8Gdsheg14I2hmCV4wJaZ1ISOtE6WefUbpVOY/fnL8fU3QSkzyjWD3jcw6uWV6vj6O6+OjrqopyDMbGs9xaikB+ORm+uR1f+95PADKFEAbA1eKSqajUwVNVpZT52LBRsS62bz/qfgpJTyf8kkswDRqIedAg9CkpbVOmpDQLZt4E+TtgxFMw/PETptz6S0Glg0e+2YpJr+WRixW3V82BLKqWLCFmyl2BZ3zRGpaHsiZGXcvDa6+1PBq/uNuqnCSHBa9Yay2PoJQHUBjXCbIhfs0H0P9W0OrJ21dBXPvQelV+s3duBaBD775HtyU+9xzemhqK//M21lWrib17ChbfWimHHE7a+2pWNZeK2XMI6TwGjVlHnz5nMW3XNJ4b/xIDLx2Hw2rFaVcUqBAahC9VFyGIjAtg0mWQBPLLmQzcCzyMEvNYBTyKojgubHHJVP7QuAoKsW/c4LMsNlKTkaG4g3Q6jD17EjVxIuZBAzENHIguOvrkA7Y2hbvhf5cqZTNunAldG1a5DYaVmUX8ecYWbE4Pb07oR6xv1cCSTz5GhIQQfdNNQY1bG/MwmFvQ8tCGQGjC0U3SodwxN+a28nq81FjdzXJb2Ww2DAaDf6VJGqHAXoRJoyesZB/8+Ffk6BcoPFRJz3Prp+4e3rmd0JhYIhOPbRc6HUmvvopl6FAK33qL7LumKGVoevUi69pbiNNqKP5wFRqDEWEyojGa0JiMCN+zu7CQmn378drteKuqiLnrTkLa189Uc+bk4Ni1i/De9xLSMZyrulzFxzs/5ovdX/DwoIcJaUIp/14EkqprB173PY6nusUkUvnDIaXEmZWFbeNG7D7LQilBDsJkwtS/H7H33Yd58CBMffuiCfJOs9Uoz4bPr1HqMU3+Qanr1EyklLz5UyZvL99Hl/hQZkwcSOd4ZVKgq6CAijlzibruOnQxMScZqXFaxfIIT65naZ3IbeWwKsdvTsDc4XBgDGRi5nEU2gqJD01C9BsC6z6gihTczt4NXGkF+zNJ7tqjgTUrhCDy2msJHzcO68qVWNeswbF7D0UeSZ89Oyia5sdCqxoNQq+n/NtvMfXti6l/P0JHjsIydAj2jRsBkJ4QdHEmUiNSuSz9Mj7f9TkXpV5Er5jG58/8Xpz0lyOEmCml/JMQYjs0KEePlLJvI91UVE6Ip9qKddUqqpcvo/qXVXhKleVMtdHRmAcNJGrSRMyDBmHs3r3RjJZTBlspTL9GKfh328IWUxzPzd3JZ2sPMX5QCi9c2RtTncyfsunTweuttypgoDjtboQAvaGFJpOVZzec42GvtTwaKnuHVfF0GyzBKy+Xy4W+Gb+NInuRkml18XuQtZLSrFygd7311D1uN5XFRfQ4b0ST42hCQggbPZqw0aORUlK+chud+3an20N34HU4kA4HXrsD6bDjdTjw2u3ImhrcRcWEjhgB0kv5rFlYf1lF2dczKP9+Nl1/+xXHngw0oTHgAV2koiQfG/wY6/PW8+aGN/lozEdBf/aWwJ9v7iHf8+WtKYjKmY8rP5/q5cupWrYc26+/Il0utBERWIYPxzzkLMyDBhOSlnpKlVU/IU4rfHEdlB2Cm2crZcibiZSSv83bxWdrD3Hn+Wk8PbbhHW/16tWYh5xFSBNLu/qD0+4hxKRruXNdkQ2dL6q36UTZVi6HMqemyRUE/aC5yqOipoJOkZ2ULLh2/SjLVGSKqqM8qoqLkF4vEfH+BZ+rPV4cXkmcIQSNyeR3Nl/cvfcSd++9lE7/goIXX8RdVERNxh4MXfsBoI1S3JUxphguSr2IbzO/ZcGBBYxoPwKzvm0s8ZN+c1LKPCGEFvhYSjn6d5BJ5QxBSknNnj1ULVtG9bLlOHYqyXr6jh2ImjSJsJEXYhowwL+Ks6caHhd8MxlyNyll0jue0+whpZS8+MNupq05yG3nNq44aueuxNx2W7OO5WzJulZer1L5N6n+TO3agHlj8zycNT63mTF4y6e5ysPmtmHW+S680emUVwpMYXqMdWa8lxfmAxCR4J/yKHQqFlV8SHDnNiQtFQBn1kEcGZlYhk9QQn1RxxTwjd1v5Le833jilyfQCA3x5njizfGYdWZMOhNOr5N3Rr6DTtO6/yu/RvcVP7QJISKklBUn76HyR0U6nVjXr6d62XKqli/DnZsHQmDq35+4R/5C2MiRhKSnnz7WRWNICXMfVBYmuvwt6NEyRvm7K/bz8aosJp+TyrOXN1QcADW7d4PbjbFP72Ydq0WLImo0iuV1HF5fJtCJLA+9IXgZ3G43Bj/LsTSGzWXDovdZGTGdqXYVExpXPzuuokBRHpEJ/i33mmlVFGawabqGtDQAajIy8JSUoI1sh7sMtHVKjXQI78A3475hY8FGNhRsILc6l0JbIXa3nVJHKXqNHqvLSoShkRUaW5BAvjkHsF0I8RNgrd0opXywxaU6DiFEOvBXIEJKOb61j6cSGFJK7Js3U/H9bCoXLcJbVYUwGrGcey5h991P6IgLgg7snpJkLFTmcQx/XKmE2wJsz6ngzZ8yubxvO57zTQJsDPv2HQCY+vRp1vGUooite2d6zG3V0PJwORTLQ99My8PvtTyOl01KbC7bMZdPTCesXkmYqf6sg/KCPLQ6HaFR/mX0fZNfRqxex5CI4OTSJSYijEYce5QlZ4U+DGHQojnOvafT6BjabihD2/lfkqalCeTX84PvUZdGljipjxDiE5R4SaGUsned7ZegrImuBT6SUv6jqTGklAdQFp36NgB5VVoZ15EjlM+ZQ8WcObgOHUaYzYRfdBFhl4zBMmxYYCXKTxc8LvjpWYjtChcEVhKkKRwuD3+euYWY0BBeuqrPCa0yx47taONi0SUkNLmPP9TY3YRFt+73c9Rt1YjycLZxzMPldeGW7mNuqw7nYDVCYrv68yMqCvMJj0/0qxBmsdPN4pIK7kyJQx9kvS6h0RCSmkpN1gFlg86IJsjCka1NIN9cpJSy3iLEQoiHmtq5DtOAd4DP6vTTAv9FWUgqB1gvhJiLokheOa7/bVLKwgDkVGlFvFYrlYt/omL2bGy//QaAeehQYu+5h/CLLkITTKmI04kNn0DJPrhhht8l1E/Gaz9mKDPIbxtChPnEY9q378DUp2+z3X5OmxtDcutaHkfdVo3cRLhqfG6rZloewc7xsLl8s9N9lofHq8FR7cZyXCXaioICIv2MdywrrcQt4ZqE5lUUCElLxbZ+Q+07NK1sIQZLIFLdgmIp1GVyI9vqIaVcKYRIPW7zEGCfz6JACPE1cKWU8hXUrK5TDun1Ylu3norZs6lcvBhps6Hv2IG4hx4k4oor0Ccnt7WIvw/2MljxCqRdAF3HtMiQvx4o4ePVWUw6uwPDu8adcF9PVRXOAweIGNf8v4jT4SakpSYINoG0OxB6faMJEU6Hkiqs0wc/A785lofV7Zud7rM8rBXKenZ1lYeUkvKCPJK69fBrzDVl1UTrtc1eEtaQlk7Voh+VN14tmtDTVHkIIW4AbgTSfNZBLWFASZDHTeZYaXdQrI8mnXdCiBjgJWCAEOIpn5JpbL+7gLsAOnTo0NguKgHgPHSI8tmzqZwzF1duLprQUCIuu4yIq69SsqRO56B3MKx8TVlnfMxLzS5yCFBY5eDRb7bSIdrM02NPfoGqzVYz9m5evEN65e8S8/A6HI26rEAJmOuNzUsVbo7yON7ysFYopW4sEceUh6O6Cqfd5newfGOllcHhFjTN/G0YundTkjIAr0uga2UlHyz+SLUGyANiqT+7vAqlJHswNHZ2m4yfSClLgLtPNqiUciowFWDw4MEnjceoNMRTVUXlwoVUzJ6DfdMm0GiwnHOOkik1atSZGcfwh9ID8NsHMGASJDbv4g3w4858npq1HWuNmy/vPBuzH6md9u3bATD2bt58EleNBymbF2/wB+mwN/l7cdZ4mpWm6/V68Xg8wSsPt6I8arOtHI2salheoKzJ7k+art3jZb+thsvjIk+678moTYYQBgOyxtMgWH6q4M88j0PAIWDYifYTQqyVUp5wnzrkAHWno6YAuU3sGxDqYlDB4Tx0iOKpU6mc/wOypoaQzp2If/QRwsddgT6h9YusnfL89JxSu2nkM80aprrGzd/n7WTmhhx6JYXz1oT+dEkIO3lHwLF9B/r27QMuv348NS1d16oJvDY7ooly7C6Hu1mz292+UvvNtjx8bqvGAvhH03TjT56ckGF14IVmu6zAl3EVEoLQ6ZBODyKkhaoAtDAt+esJ5JZ0PdBFCJEGHAGuR3GNNRt1MajAqMnKouT9D6iYPx+h0xFxzdVEXnMNxt69/3huqaY4tAZ2z4UL/6qsQhck+wqruW3aenLKbNw7ohMPj+56dClZf7Dv2I65f/+T73gSWnwhqCbwOhxNVtStdVsFi8ulpNS2lNuqsXNSUVgA+Gd5ZNmVmElnS/NX7xNCIMxmpM2GdHkRIfV/I1XLllP05hukffcdIiT42mDNpSV/PY26iYQQXwEjgFghRA7wnG899PuBH1EyrD6pu1aISutTs38/xe+9T+WCBUp11ptvJua2W9HFnTho+4fD64Uf/wphSTDs/qCHycivYuJHvwIwY8owzkoNrBKwu7gYd24exptuDlqGWo4VRWzdO1ppP4HbytE8t1Wt8gg626rWbaWz+ORpOOO9vCAPS2QUesPJ74uzfasHtje2zMVcaLV43RIkDSyP/Oeew11UhGP3bkz9+rXI8YKh1Z1pUsqGi/gq2xcAC1r6eKrb6sQ4MjMpef99KhcuQphMxNx2K9G33npmTeJrSXbOUkqQXPU+hARXQ2jHkQpu+vg3QnQavrjjbDrHBz6BrDbeYWrmzHKoU47d1LrzB5SAeRNuqxo3prDgXTwtZXmY9IoMTocHjUagrZP9VV1WSmi0f2vNZzucxOh1WJq7dLEP6axR3KSA5riMNG1sLO6iImybNrep8jipzexb7MkfTgkfh5RynpTyroiI1p2af7rhyMgg56GHybriyv9v787jo6rPxY9/nkxWAiSBsIddFlFAEKkVvdWfS7GKttYqLq1VC+5ab6sAUoMAACAASURBVL29+qut3mpfbr22tXUpWrVat171Wtxq0YqWugCuIIuAIgkgYQkh66zP/eNMIFCSzJk5JzOZPO/XK68wZ2bOPCEn88z3+3wX6he+Qd85czjgtVfpf801ljjas/J56F0Bk85M6ukfVu7k7PvfoUd+Ln++6KtJJQ5w6h3k5FA4YUJSz28t1Ektj1hTU5vdVk7LI33dVvsO1Q03RcgrCuzVVRusr6cwwRnslU0hz1odGgoRq6snt9ypNf5LzSM+EqtxyRJPXi9Zifz23gamisijqtrezjPJ7UrjMWt57K15xQq23XsvdQteJadnT/pecjF9zzuPQGnqo0KynipUvgsjjkxqR8CPq3Zy7gPv0qc4n8fnfIWKsuRXP21avoyC0aM92cuks2oe7XVbOTWP1LutUml5CEJR7p6Wx77JrLmhnt4J7si3ORRmVFHq9Q6ASM1OAAonTQUgvGUTsKfuEtu1C4CGt96KJ+jUi/TJSOTqyReR84AjROS0fe9U1Wfj35d7HVwyrGDuaFq2nG333EP966+T06sX5ZddRp/vfZeAtcgSV1sFdZthqPv1gxqCEa544gNKivJ46qLDGVSS2h94j6lTPdvXpNNGW7XTbRUKRjypeSSbPPID+VT02rNdcag5st/kkWjLY0c4wmG9vVldIdbg7K1XNPVQmlfCrhf+QslJU9gV2sULn73AX4/expTa/pz4YjV1r/2dkpNP8uR13Urk6rkYOAcoBWbtc58Cz3odlEle00cfsfWee2h4401ySkrod9WVlJ17LoFeiQ0HNa1UOsuvMHS666fe/OIKNuxo5Km5X005cQCUX9zhNKeEhZoi5OQKuXmd0G21n+XYo+EYsYimtKJuqslj7qS5zJ00d/ftUHNkr248VaW5vo6C4o6Th6qyIxyhb5LLsO8rVu8kj9zezqCK5uUf8/Ddl3Bf2QdOoX84fKw1LBheSOCzn5H73DyC0RChaIhgLEgoGmLhGQt93+cjkXkei4BFIrJUVf/gazQmaY3vf8C2e+6hYdEiAqWl9Lv6asrOOZtAkquOGqByMeQVQ393k/IWrNjCE4srueTo0UwfmQH7q+8j2BT1fXY5xLuterS9l0cq3VapzvP4l5iaovTovadmEW5uQmMxChNIHrWRKFGFPh4l42hdHQBSUAQE+fTEsdzZ6yUmbyzkEmZSP/8F/vaDSYT7Bahf9hFFBVF6HTiJgtxC8sJKXlg7ZZi9myvoURG5Evi3+O03gPtUNdzOczpdd6t5NC5d6iSNt94mUFZG/2t+ROnsswj0zPIFCjtD5btQcSgEEv8z2VoX5NpnPmbCoN5cfdxYH4NLXqgx7H+9IxpFQ6H97l/u1S6CkPxQ3X2FmiOU9t+T6JrjXUeJtDx2hJ2fp0+eVy0Pp5jfkjz+Z+AXTMwdxg1Liogse4E+wA2DLqTXCcfz5ar/YuevnqJgTA7FM2bQ8PbbBFevJvf1S2GQv7UQNz/tPUBe/Ds4BfJ7gR94HVQqukvNo+HdxWy7+24aFy8m0Lcv/X/8Y8pmn+lJQdXgbDH75TI46t8Tfoqqct2zH1MXjPDE7ENcTQDsTJ3R8ti9l8f+dhHcnTzSV/PYX0x5rf5PmuNdR4nUPHaEnVaQd8nDeW3JdwrwteFd3HTKbYw5ZyKxhgYi27eTN3QoIsLAG2+gx7RDqXnscWoefxwNhSg+4gjyBiW2Hlcq3Py0h6lq60HFfxeRj7wOyLSvcckStv7mLhqXLiXQr5wB111L6RlnpG3ERdba+D5o1FWx/Mkllby6spqfnjyBsQkuOZIOnm5B24ZYUxPAfrutvNoICrxLHuGmCPmtlkvZnTyKO/49ep88WrqtnFbb8NLhTOznrHeVU1xMfqttD0SEklmzKJk1C1UlVlfXaR8g3fy0UREZrarrYPfuflF/wjL7U/fqq1RdeRW55eUM+MlPKP3O6d13oUK/tRTLK6Yl9PCahhA3vbCCGQf05fwjRvgXlweCTRGKS/x9g4k1t7d/eWZ1W6kq02eNot/wPYki2OR0HRUksD9NfTQGQM+ANy3Nlk20mnGS0iEDE1uSRkQI9O7tSQyJcPM//x/A6yLyGc6EwOGAN3tweihbax6N773Hxh9dQ+HBBzP8oQezf9OldKtcDP3GQ1FiixA++8FGGkNRrj9pAjlJ7iLXWYINnVDzaGl5tLt/eeobQeUkMf9mXyLClBP23sIhGnKWG8nN63jiX1M8efTwKHloKAgibNhVSX9ymDwg9fXM/JDwT6uqrwFjgCvjX+NU9fWW+0XkeO/Dcy8bZ5gH166l8pJLyRs0iKG/v88Sh99iMahanPAQXVXlqSUbmDy0lAMHdd4nv2Q01AZp3BWiz2B/r6Hd3Vb73YLWm24rr7qs9icaH80VSOA1Gj1PHiEkP5+tjdsAGFk2ypPzes3Vxw9VDdL2Hh63AQtSjsjsJfzll2yYMxcpyGfoA/envBy3ScD2tc6ugQnWO97fsJNPt9Rz62mp7/Phty/X1QIwcLS/H65271++n24rL0ZbHX744Rx0UGr7mrQnGu8WCyRQx2hJHkUetIIAYsEQUlDAjobtQH96FWXmBxIv266Z3VbvgqK1tVTOmUts1y6GP/oI+RUV6Q6pe6h0Vr9NNHk8uXgDxfkBZk0e7GNQ3ti8rpZAXg79hvpb0Nfmtrutxh0+kIrxZSl1nfXt25e+Pq7JFo3Ek0duxy2PpliMHKDAo+7KlpbHjkZno1bJ0G5Q35dkN8mJBYNUXnYZwfXrGTbv954siGcSVPmuU+vo23HdrK45zAsfb+bUQwZTnMKM6c7y5We19B/ei4DPw4j3tDz+NXkUFudRWOzvir6p2t3ySCB5NEZj9AjkeDYxT4NBJD+PmsYa50CGJo/MHIieAhGZJSLzamtr0x1K0jQaZdM1/0HT0vcYfOstFH810Q0ajScqFzutjgTeDOZ/tImmcJTZ04d1+Nh0i4SibN1QxyCfu6wcSqCkhJweXbM+56bm0RSLUeRRvQOclgf5+QTDzgZTEsj+5LHew3MlrasXzFWVLb/4BXULFjDgumspOSk9i551W407YNunCRfLn1xcyfiBvZhckfnXW/UXdcSiysDR/q+o3HvmTMa++w75FUN8fy0/7O62SmB/jsZojB4e1TsAYqEgsdwcAi1vz1295SEiPUTkpyJyf/z2GBE5ueV+Vf2XFXeNe9t/P4+ax5+gzwUX0Oe889IdTvdTFd8jIYF6x/KNtSzbWMvsw4Z2iS17v/wsXiwflZkF2EwSDYfJCeQiCSSFlm4rr2goRCQ3h1x1Elem1jzc/MQPAUGgpQ+lCrjZ84i6sZ3PPMvWX/+a3rNm0f+aH6U7nO6p8l2QAAye2uFDn1yygYLcHL41pWsMZNi8rpbSAT0o6pm+fa+7imgknFCXFTjzPDzttgqGCAcgoFnS8gBGq+rtQBhAVZuwEVaeqVu4kM0/+xnFRxzB4F/cnNAnHuODysUwaFKHW842haL85YNNfGPiIEp6ZHbxF5zu0C/X1fo+RDdbRCMRAgnOXm+MedttpaEQ4VwIkD0tj5CIFBEfVSUio3FaIiZFTR99xMYfXk3huHEMuesuJN8+GaZFNAwb30uoy+rFZZupC0Y487ChnRBY6javq6W5IcygUZY8EhENu2t5eNptFQwSyYWABiBDi+XgbqjuDcBfgaEi8hgwA/i+H0GloqstTxL8/HMqL7qY3H79GDrv97aUejptWQ7hxoSK5U8u3sCo8mK+koH7dexr3QfVvPrQCnqWFTBiUnm6w+kSouFwQsN0wfuaRywUJNTTSR6Z2uqABJOHONXAVcBpwOE43VVXqeo2H2NLSldakj1cXU3lD+ZATg7DHrif3HL7w06rysXO9w5aHlU1jSz9oobrThyf8YXyDxZs4K1n1jJgZG9OvHjiXhsemba56bZ6ZNJIcj28Dvp893v8Y9vrFDUVZGy9AxJMHqqqIvKcqh4KvOhzTN1CtK6OyrkXEampYfgfHyZ/+PB0h2Qq34XeQ6Ck/QJ4RVkPXr/maMoyvNaxYtEm3npmLaOn9ue48w/0fdvZbOKmYD66h7crW5edeQZrFn3E2HcLM3aOB7irebwjIof5Fkk3EguFqLriSoJr11Lxm19TNDHz10TqFioTXwxxZHkxpT0y91P85x9tZeFjqxg2oQ/HXzDBEodLbrqt/FAXqqMwJ7NbHm6SxzHA2yKyTkQ+FpFlItLWIommDRqLsfnaa2l85x0G/+Jmeh51VLpDMgC1G6G20tXmT5lqW1U9rzzwCf2G9eLrcw/2fSmSbOSm28oPjZFG8iW/69c84k70LYpuQlWpvu02dr30Mv2v+RElp56a7pBMi6qWekdiLY9MFYvG+PsjK8kvDHDSZZNTWrm2O3PTbeWHUDREHrkZ3fJI+MpS1S8ARKQ/YNvXJWHHgw+x44+PUPbd79LnwgvTHY6p+QLW/wM+/wes+zvkFsHASemOKiUfvlbJ1g11fH3OwVYcT0E0HCZvP8vJd5bmSDNvjl3O16fPTlsMHUk4eYjIKcB/A4OBapydBFcC/i2qn0Vq58+n+o476HXiTAZcd23Gj9LJSg3bYO1r8PmbsP5N2LnBOd6jHEYcCRO/A4HMLoK3Z2d1I4uf/5yRk8sZPbVfusPp0tLdbRWKhoj0UvLK05fAOuLmf+cmnGG6r6rqFBE5BjjLn7CyS/2if7Lp//+EHtOnM/i222z2eGdRha2rYfVL8Olf40NxFQpLnWTx1cthxFHQ/8CEVtDNdG88vppAbg5fO2ucfThJUboL5sFokIJAQdpePxFukkdYVbeLSI6I5Kjq6yJym2+RJSnTJgk2Lf+EjVdeScHo0VTc/TtybPa4v6Jh+OItJ1msfglq1jvHBx0CR18LY78OAydDliXw6i92UbWqhhmnH0BxaWa/6XQFmVDzyKbksVNEegJvAo+JSDUQ8Ses5GXSJMHQhg1UXnQRgdJShs6bR6CXv7u3dVuqsOkD+PBxWP60s4VsoABGHQ0zroKxM6F35u/yl4plr1eRWxDgwBnZ/XN2lnR3WzVHm8kPZPYHTTf/O6cCzcDVwDlACfBzP4LKBpHt29nwgzkQiTD00UfJG9A/3SFln7ot8PFTTtLYuhJyC2H8yXDwaU7iyO8eS7001YVYs7SaA2cMoiCFrV3NHunutsqqloeqNrS6+UcfYskasYYGZ/Z4dTXDHnqQglEj0x1S9ogEYfXLTsJY+ypoFCqmw6zfwEHfgsLut/Dfin9uIhqJMfFrXWNp+K4gnd1WqppdNQ8ROQ24DeiPs7aV4KxcYjvLtKLhMFVX/ZDmVauo+N1v6TFlSrpD6toatkP1J7DlE/hymVPHaKqBXoOdLqlDzobyMemOMm1i0RjL39zIkHFl9BncPVpanaGgR08KerS/LL9fIrEIimZP8gBuB2ap6kq/gunqVJXN119Pw6JFDLr5Jnodc0y6Q+o6ws2wbTVsWeGsblu9wkkY9Vv2PKZHXxh1DEw5x/meY0turP94O/U7ghz1nbHpDiWrzL3nobS9djDq7HSRTTWPLZY42rf1zjup/ct8+l11JaWnn57ucDJXLOokh8rFULXU2UNj+1qnCwqcYne/cTD6WBgwAQYcBP0Pgp79s2JIrZdWvLUpvtR633SHYjzSHG0GoDCQ2XOxO0we8e4qgKUi8hTwHK02gVLVZ32KrUvZ8cgjbL//AUpnn0nfiy9OdziZpWG7szd41WInYWx8H8LxElqPcqiYBhNOgf4TYMDB0GcUBKzw25FoNMamT3cy7vCB5Hi4n4RJr+1N2wEoKyxLcyTtS+QvdFarfzcCJ7S6rUC3Tx67Xn6ZLbfcSs/jjmXgT3/avSdoRSNOjaKlVVG1GHZ85twnARg40alTDJ3uJI2ykdaaSNLWDXWEg1GGjM3sNxnjzvZmJ3n0Lcrs1mSHyUNVz++MQLqqhnfeZdOP/5OiqVMZ8stfIoFu1g8fDcOmD501otYvgg3v7GlVFPd3ksTU7zkjogZP6XBvcJO4TZ/uBGDwmNI0R2K81NLy6FvYxZNHCxG5HbgZaMLZjnYy8ENV/ZNPsWW85lWrqLr8cvJHDGfoPXeTU5jZfZSeiEZg8z7JIlTv3NfvQDjkLBj2VadVUTrcWhU+2vhpDWWDim0BxCyzo3kHAH2KMnuLYzcdyyeo6o9F5FtAFfAd4HXA9+QhIt8ETsIZJny3qv7N79fsSKhqI5Vz5pLTs6cze7wkS+cXRCOw+aNWyeLtVsliPEye7awPNXwG9LTF+DpLNBpj89paxh0+MN2hGI/VheoQhJ55PdMdSrvcJI+WGTPfAJ5Q1R2J9O2LyIPAyUC1qh7c6vhM4DdAAHhAVW9t6xyq+hzwnIiUAb8E0po8IjU1VM6ZQywYZMRjfyJv0KB0huOtaAS+/HhPsvjibQjVOfeVj4NJZzqLCo440hn9ZNLC6h3Zqz5cT8+8nuRIZg+CcJM8nheRVTjdVpeKSD+c5Uo68jDwO+CRlgMiEgDuBo7HacUsEZH5OInkln2ef4GqVsf/fX38eWkTa2qi6uJLCG/cyLAH/0DBmCyYoLZzA6xZ4MzYXr8Igruc4+VjYdJ3nEQx/EjoNSC9cZrdrN6RvepD9RR3gaV13CxPcm18Fd1dqhoVkUac9a4AEJHjVXXBfp73poiM2OfwdGCtqn4Wf+6TwKmqegtOK2Uv4jRxbgVeVtX3E43ZaxqJsPHqf6dp2TKG/ObX9Jg2LV2hpCYSdLqf1ixwvratdo6XDnPWhRpxlJMwelmXSKayekf2aml5ZDpXg+lVtabVvxuA1utd3Qb8S/JowxCgstXtKqC9zaOvAI4DSkTkAFW9b38PEpG5wFyAYcOGJRhKYlSVzTfeSP3ChQy88QZ6H3+8p+f3XevWxWdvOCOiAvkw/AhnNNSYE5xlPqzAnfGs3pHd6sP19MrP/BW4vZyJ5eZdZ3+P1bYerKp3AXd1dFJVnQfMA5g2bVqb50vGtt/+ltqnn6H80ksom525W0Pu1l7rYvJsGHO808IoyPxPOGZvVu/IbvWh+oyfIAjeJg83b9ZVwNBWtyuATV4E4cdmUDVPPsm2e+6l5PRvU37FFZ6d13Ntti5mwKHnwQHHW+siC1i9I7s1RhqpyMv8FZLTtQbEEmCMiIwENgKzgbO9OLHXm0HtWrCAL39+Ez2PPppBN96YWbPHE2ldjPy3brOvRXex8dOdVu/IYl1hLw/wNnms399BEXkCOBooF5Eq4AZV/YOIXA68gjPC6kFV/cTDWDzR+N57bPrRNRRNnMiQX92JpHFnsd12VsKav1nrohv7+pyDaNgZ7PiBpksKRoMZv6IuuEweInIEMKL181T1kfj30/b3HFU9q43jLwEvuXn9BGP0pNsquGYNlZdcSt6QIVTcdy85RUXeBJiMrZ/Cyvmw8nlndjc4rYtDznKSxcijrHXRjeQX5pI/MAM+yBhfhKIh8nOyKHmIyKPAaOBDIL52Nkqr+RuZwItuq/DmzWyYM5ecggKG3n8/uWWdXLxSdWZ1r3ze+Wrpjqo4DI77Lxj3DWtdGJOlsrHbahowQVU9HcXktVRbHtHaWirnziVWX8/wPz1KfsUQbwNsSyzqrETbkjBqNzir0I6YAdPnwPiToPfgzonFGJMWqkooFiIvkL790xPlJnksBwYCm32KxROptDw0EqHysssIrf+CofffT+H48T5E2Eo0DJ+/6SSLVS9CQ7VTvxj9/+Do/4SxJ0JxZq+saYzxTkQjxDSWdS2PcmCFiCxm782gTvE8qjSR3Fx6zzyRPmefTfHh7c1ZTEG4Cdb93UkYq1+C5lrIK4axJ8CBs5waRqFtC29MdxSOhgGyLnnc6FcQmaTPued4f9LmXc4IqZXznSG14UYoLIVxJzkJY/QxkJfGgrwxJiO07F+el5NF3Vaq+oaIDAAOix9a3GrBwozhxyTBpDRsc1oWK5+HzxZCNAQ9B8Dks5yEMeJI6AL9msaYztOSPLKq5SEiZwB3AAtxlhf5rYj8h6o+7VNsSfF6kqArtRth1QtOwvjin6AxZ0jt9Llw4CnOaKmczF5m2RiTPi3dVtk2z+MnwGEtrY34kuyvAhmVPDrd9nV75mBsfM851m88HHWN08IYONGG1BpjEtLS8si25JGzTzfVdqD7fYxWhS2f7EkY1Suc44OnwLE/g/GzoN/Y9MZojOmSQrEQQHZNEgT+KiKvAE/Eb5+JDzPEU+VLzSMWc1oVLQmj5nNAnOXMZ94K40+G0qEdnsYYY9qTl5PHwX0P7hKr6oqbOX8i8m1gBk7N401V/V+/AkvVtGnTdOnSpcmfIBpx6hYrn3fqGHWbIScPRn3N6Y4a9w3bhtUYk3VE5D1V7XCnO7ebQT0DPJN0VJlOFT59JT4H40VoqoHcIhhznFPwHnMCFNky2MYY02HyEJFFqnqkiNSx954dAqiqZs+MNhF4/RdQsx7GzoxP2jvWFh00xph9dJg8VPXI+PfM3xfRC2c+Cr0GQ27mF6yMMSZdEh4tFV9Vt8Nj6SYis0RkXm1tbXInKBthicMYYzrgZqjtQa1viEgucKi34aROVZ9X1bklJSXpDsUYY7JWh8lDRK6L1zsmiciu+FcdsAX4i+8RGmOMyTgdJg9VvSVe77hDVXvHv3qpal9Vva4TYjTGGJNh3HRbLRaR3X1BIlIqIt/0ISZjjDEZzk3yuEFVd1ehVXUncIP3IRljjMl0bpLH/h7rapJhZ0h5tJUxxpgOuUkeS0XkThEZLSKjRORXwHt+BZYsG21ljDH+c5M8rgBCwFPA/wDNwGV+BGWMMSazudlJsAG41sdYjDHGdBGJrG31a1X9oYg8z95rWwGgqqf4EpkxxpiMlUjLo2UJkl/6GYgxxpiuI5GFEVuK4n2Al1Q16G9IxhhjMp2bgvkpwKci8qiInBRf28oYY0w3lHDyUNXzgQNwRlqdDawTkQf8CswYY0zmctPyQFXDwMvAkzhzPE71I6hU2CRBY4zxn5v9PGaKyMPAWuB04AFgkE9xJc0mCRpjjP/c1C2+j9PiuMiK5sYY0725mSQ4289AjDHGdB1uuq1OE5E1IlLbsiGUiOzyMzhjjDGZyU231e3ALFVd6VcwxhhjugY3o622WOIwxhgD7loeS0XkKeA5YHfBXFWf9TwqY4wxGc1N8ugNNAIntDqmgCUPY4zpZtyMtjrfz0CMMcZ0HW5GW1WIyP+KSLWIbBGRZ0Skws/gjDHGZCY3BfOHgPnAYGAI8Hz8mO9E5EARuU9EnhaRSzrjNY0xxrTNTfLop6oPqWok/vUw0K+jJ4nIg/HWyvJ9js8UkdUislZE2t2hUFVXqurFwBnANBcxG2OM8YGb5LFNRM4VkUD861xgewLPexiY2fqAiASAu4ETgQnAWSIyQUQmisgL+3z1jz/nFGAR8JqLmI0xxvjAzWirC4DfAb/CGWX1FtBhEV1V3xSREfscng6sVdXPAETkSeBUVb0FOLmN88wH5ovIi8DjLuI2xhjjMTfJ4ybgPFWtARCRPjhb016QxOsOASpb3a4CvtLWg0XkaOA0oAB4qZ3HzQXmAgwbNiyJsIwxxiTCTfKY1JI4AFR1h4hMSfJ1ZT/HtK0Hq+pCYGFHJ1XVecA8gGnTprV5PmOMMalxU/PIEZGylhvxlkeyW9FWAUNb3a4ANiV5rr3YZlDGGOM/N8njv4G3ROQmEfk5Ts3j9iRfdwkwRkRGikg+MBtnGHDKbDMoY4zxn5s9zB8Bvg1sAbYCp6nqox09T0SeAN4GxolIlYhcqKoR4HLgFWAl8GdV/SSZH8AYY0znE9XsKg2IyCxg1gEHHDBnzZo16Q7HGGO6FBF5T1U7nE/nptuqS7BuK2OM8V/WJQ9jjDH+y7rkYaOtjDHGf1mXPKzbyhhj/Jd1ycMYY4z/si55WLeVMcb4L+uSh3VbGWOM/7IueRhjjPGfJQ9jjDGuZV3ysJqHMcb4L+uSh9U8jDHGf1mXPIwxxvjPkocxxhjXLHkYY4xxLeuShxXMjTHGf1mXPKxgbowx/su65GGMMcZ/ljyMMca4ZsnDGGOMa5Y8jDHGuJZ1ycNGWxljjP+yLnnYaCtjjPFf1iUPY4wx/rPkYYwxxjVLHsYYY1yz5GGMMcY1Sx7GGGNcs+RhjDHGNUsexhhjXMu65GGTBI0xxn9ZlzxskqAxxvgv65KHMcYY/1nyMMYY45olD2OMMa5Z8jDGGOOaJQ9jjDGuWfIwxhjjmqhqumPwhYhsBb4ASoC2Jn20dV85sM2n0LzQ3s+UCed2ew43j0/kscn8ztu7z66Hzj9Hos9J9Xpo7/7uej0MV9V+HT5KVbP6C5jn9j5gabrjTvZnyoRzuz2Hm8cn8thkfud2PWTO9eDmOaleDx383u16aOerO3RbPZ/kfZnMz7i9OLfbc7h5fCKPTfZ3bteDP+dO5hyJPifV66G9++16aEfWdlulQkSWquq0dMdhMoNdD6Y1ux4c3aHlkYx56Q7AZBS7Hkxrdj1gLQ9jjDFJsJaHMcYY1yx5GGOMcc2ShzHGGNcseSRARIpF5I8icr+InJPueEx6icgoEfmDiDyd7lhM+onIN+PvDX8RkRPSHU9n6bbJQ0QeFJFqEVm+z/GZIrJaRNaKyLXxw6cBT6vqHOCUTg/W+M7N9aCqn6nqhemJ1HQGl9fDc/H3hu8DZ6Yh3LTotskDeBiY2fqAiASAu4ETgQnAWSIyAagAKuMPi3ZijKbzPEzi14PJfg/j/nq4Pn5/t9Btk4eqvgns2OfwdGBt/JNlCHgSOBWowkkg0I3/z7KZy+vBZDk314M4bgNeVtX3OzvWdLE3wr0NYU8LA5ykMQR4Fvi2iNxL112ywLi33+tBRPqKyH3AFBG5Lj2hmTRo6/3hCuA44HQRuTgdgaVDbroDyDCyn2Oqqg3A+Z0djEm7tq6H7UC3eZMwu7V1PdwFljrYBQAAAjlJREFU3NXZwaSbtTz2VgUMbXW7AtiUplhM+tn1YFqz66EVSx57WwKMEZGRIpIPzAbmpzkmkz52PZjW7HpopdsmDxF5AngbGCciVSJyoapGgMuBV4CVwJ9V9ZN0xmk6h10PpjW7HjpmCyMaY4xxrdu2PIwxxiTPkocxxhjXLHkYY4xxzZKHMcYY1yx5GGOMcc2ShzHGGNcseRhjjHHNkocxxhjXLHkYkwQRKRWRS1vdfsun16kQkW6zwZDpOix5GJOcUmB38lDVI3x6nWOBqT6d25ikWfIwJjm3AqNF5EMRuUNE6gFEZISIrBKRB0RkuYg8JiLHicg/RWSNiExvOYGInCsii+Pn+H18pzpa3X8kcCfOPhEfisjITv0JjWmHrW1lTBJEZATwgqoeHL9dr6o948fXAlOAT3BWYv0IuBA4BThfVb8pIgcCtwOnqWpYRO4B3lHVR/Z5nb8C16jqXntpG5NuthmUMd77XFWXAYjIJ8BrqqoisgwYEX/MscChwBIRASgCqvdzrnHAat8jNsYlSx7GeC/Y6t+xVrdj7PmbE+CPqtrmNrYi0heoVdWwL1EakwKreRiTnDqgVwrPfw2nltEfQET6iMjwfR4zkm68U53JbJY8jElCfB/zf8aL4nck8fwVwPXA30TkY2ABMGifh60CyuOv4ddoLmOSYgVzY4wxrlnLwxhjjGuWPIwxxrhmycMYY4xrljyMMca4ZsnDGGOMa5Y8jDHGuGbJwxhjjGuWPIwxxrj2f3Sff3AApuF7AAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "T = time_periods_per_run\n", + "plt.loglog(rdf.timestep,make2D('conviction_share_of_trigger_all', rdf))\n", + "plt.title('conviction_share_of_trigger')\n", + "plt.xlabel('time $t$')\n", + "plt.ylabel('conviction_share_of_trigger')\n", + "plt.hlines(1,0,T, linestyle='--')" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.loglog(make2D('age_all', rdf), make2D('conviction_share_of_trigger_all', rdf))\n", + "plt.ylabel('triggers')\n", + "plt.xlabel('proposal_age')\n", + "plt.hlines(1,0,T, linestyle='--')" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [], + "source": [ + "nets = rdf.network.values" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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ELo0KCgpdirq6OkpLS1m8eHF3N0VBQSGHUKpjBQUFBQWFPEKpjhUUFBQUFPIIRbQKCgoKCgp5hCJaBQUFBQWFPEIRrYKCgoKCQh6hiFZBQUFBQSGPUESroKCgoKCQRyiiVVBQUFBQyCMU0SooKCgoKOQRimgVFBQUFBTyCEW0CgoKCgoKeYQiWgUFBQUFhTxCEa2CgoKCgkIeoYhWQUFBQUEhj1BEq6CgoKCgkEcoolVQUFBQUMgjFNEqKCgoKCjkEYpoFRQUFBQU8ghFtAoKCgoKCnmEIloFBQUFBYU8QhGtgoKCgoJCHqGIVkFBQUFBIY9QRKugoKCgoJBHKKJVUFBQUFDIIxTRKigoKCgo5BGKaBUUFBQU9gps2bKF//3f/2XlypXd3ZSMEOzuBvR4tLdDcXF3t0JBQUFhv8bSpUuZPHkyQggAJkyYwBtvvNHNrUoPmrBarRCPTz6B4cNh2hR45CHPTg008w8NdD323blPS/Rbl38gz1VQUFBQSIiysjJaWlpc25YsWcLZZ5/dTS1KH0qiTYaDDoIRw+GM05EE6oEQIAz53chXIzTHh+bebm3TrGM0x/FJCN81SdBNA4IifQUFhZ6Ltra2uG3r1q3bK4hWSbTpwDCgtR6iEdADkqAE5qcAhDwGTX7H3CcP8hQmzEOEe5sN5/G6KSBb5Ij70y7PPN9qi1/5wvE9a2iO5mmebT7E70fsmnldcZMARfgKCgqJMWTIEP7v//7PtW3dunUMHz68m1qUPpREmwyGAS+9BGPHwgEHQLgDWhsBAUVl8jMSktwVCMRUweBDfiL23YJN2HqMcLyEaJ9nmFJzEqJ0qaUtdbbu+AyAbj5yPyIzTLFcGJ52G2a1hqM95nFOYre2G4a7/bGbkjvCtz+SEH4c+TuJnRjBa8TuGRro5nZQhK+g0EPw3nvvcdRRR/Hll19SUFDAvHnz9gqSBSXRJsekSfDGG5JEt2+G4lI5GEdDMem2qEwea0QgGgYjKn/bAzcOCc8Bp/TpIjGPDlqziDMgCcAq1yZFi4Stx+ghOOHZ7gebcDRHfToEnASty2O6gnisa7OvKwHhg3sCEyfROycB1jbnb+e2bJBArR8n0UO8VkKPbU9E+JrjOEX4Cgo8/PDDzJ49m6FDh7J06VKK9xJHVUW0yVBXB9u2ye8bPoHa2tg+w5CkKgwpJQYC7n3ewV3zDK6pYHjJw/nphEcF6yRNFxznCREjLHtXFgQdV7dF1gFJzoEuJuhcw0X45qdF7LZ2wiR/P8KHePL3Er79kQfCT2bHd0n9Pnb8OMc9S9rfC5+jwj6Bjz76iCOOOML+fcopp/Dyyy93Y4vSh1IdJ8OSJXD55XDWmW6SBTng6DpEo1KaFUZM8nMORk7JU5jSrnOgSzRw6ebAFgenfdhw/Am3ytZ5vE2CxKRVyx6ayTzLcErbHtIwDGIeYaEk5OGxMTsnBH4TEXubTzl+v+PIxlOe67eW4njPcbZpwPPM8k0+yQjfOwmL2477u98k0D7G8T1raI7b6afW9xC+87ty3FNIgrVr17p+f/LJJ3HHLF++nMsuu4xtpoBUXV3NE088wRlnnGEfM2XKFJYsWYJhGAwZMoTVq1dTUVFBe3s7hx12GF999RV9+/blgw8+oH///oAk9V69erFo0aKs2q6INhmOPhr+9S/53TCgo1WSpaaD0ICoaZvVpHQbDYMwbbV6gsHAHujMwTBqZCjtCnN8Eo7B31OHEEhCtiQuU+1qCCDiPtaqWw9AIAiBAvmXaBAzTGI3og51rqXy9hvA8Qz4jv3C+TvRRMHVWI8kRmwCYQ/aPvfRO5mIq6K7lTpeok+x3zWpcH4xCUlPNrFINglx3ldrm0//1fXYBC8RwbukfqdE7yF88DyfriJ8z/WmdNwDZcfvXpx77rmUl5fT1NQEwM9//vO4Y7Zs2cJpp53GbbfdRr9+/TjttNOYMmUKHR0dAMyZM4fFixezcOFCRo0axZgxYzj11FN59913mTVrFpqm0dbWxmGHHcbVV1/N0qVLefPNN3nnnXfYuXNn1m1XquNU+OgjGDoUguacJBKGUKv8XlAsScmIyO0R03YLpto04F+mBdtj2aFqdL7w3gEzV3Cqjv2ctmw4ByHdtBGbhGx5XydbD2xJYoYhJyhOUk7oIe1pJ5q5X3O3z7JlJ1SpOy/DO4DqDsne1EJoPtqIdOGS9K3rEfZHvKrY21afCYhrt8/xzmLj7p/w/ZpgQxcjR5MK655oePqSBc+9dE7ocJzjOiVPhG9/JNCkxNnvnZNGi+RNYt8fCL+lGUQIiiti4y6wezd85zth3nrrH/TufRD33def6dOTF/X5558zePBgPv30U4YMGcIhhxxC//79efvttwH49a9/zc0330w0GuWMM86gurqap556iosuuogPP/yQtWvXUltby+233861116b9SUpok2Gxkbo2xcungEP3pfeOU6Jz+VIlMZ5QBxpOG2fXQW/tiQkYh/1X9qTBOe5yPum6cQPmmZb0oWToP2k6XRI3mpfQmnHUmVakxA9dj3ZIOXzTbbfS0apTtOS7UwOq2/YfdpDcl7bfldOKvx253ti4Tt8pmhz3D3yOde37M5eiw/pp+O4l9SOb2mQchiAp3EntplND0Kv3qDrVFfDnj3uQ194ASZPTlzUrFmzmDt3LtGoLK+kpISrr76ae++9F5Dq52HDhvHpp5/y1FNP8eijj7Ju3ToOP/xwjj32WA499FD+/Oc/89lnn3XqkpTqOBkqKuCWWTB9WvrnWM4/mu5QJ3ucpRKe50Ai2641g9Ut+2ouBhInmQs5OfAdDL1Sglcidng/R61yzU+XWlOL1eUqH+K8rrO6nCSq0mTwlWg8UrTw7PNvQPLBzHefwl4J3+eXZOKTL4hE5O7VbiSbGBg+53uOSzQpSAt+2gyfm+R8D40INO1g8bIi9uypijv0Jz9JTLR///vfmTt3rksSjUQi1NTU2L8POuggALZt28bPf/5zXnrpJWpqajjkkEOYM2cOo0aNYvXq1YwfP561a9dy0EEH8e6771JWVpbuRQOKaFPj9l/Kz3C7XEebLpI5S6V7vgUn6VpORwYO6bGzKiOTzF3vjUm+wUJTVZyiDkuSF4Z5zeafcNpygUgKiVh3zJBddjZnc4UtsKb3smuO40n+3XtO3G+n+llztNOcWGFpNAzHPbHIOppiLbSPxJDpWuh8wasej1OXQ9zg7nuZKQZr72THtwif7ZkSQEJFXqpze6gC0H6P7A3d0w7ffgHxhG9+0TSfZx6v0dqw0Z+qdu/2r239+vWccMIJnHTSSdx///329mAwyK5du+zfmzdvBqC2thZd13n33XftfUcffTRTp07lueee45NPPmHPnj0MHz6cq6++mqeffjrBdfpDEW0qLFsG48ZBdTUECqV91ojKAS9YLInEuX7WCz9nKcu+mS7ScahyklZOBmCTfMNtEE7jcM2U2C0y0jXQCkArJGZj0tztj0SI2W4tz2lXodg2KTxlpH2NlgrZYlTPi532uOmUcMEU2VNXrSVpp2uiYJbrdCAyDDlJs4/PVIJ27HO2Y6+XolO0P9nurHlSxPpfyjJ6KBl3BXIw9ohoGM2hOhaazncvifD/fma+vw74SbMbN27kqKOOYsyYMaxYscK1r7a2llWrVtm/Fy9ejK7rDBkyxHXcwoUL+eSTT3jnnXc455xzOOyww9B1nbFjx/LBBx9kfE2KaJPh6qvhd7+D0lLYscW9z4hCqMX/PC8s6daImtKekZ6zVLLy7HY4Vczm96jIMemmAevFyGSMsQnAO5GwZrWeT6c06FRNu4I/eL2OvSq0zgyC3jI7CZfqzEeCtiR8P82FYUnK0dhvLM2B476lkvp9HcU0OXHStBTBSgx7TuD4klgF793nJ736qi4TTYwSSbz+mzsNr39C0gq1BNsVUsJyvLTD3QqqqwV339HMzbeX249h0CB4+GH3qV9//TUjR45k8ODBLunUwpVXXsntt9/O4sWLGTlyJLNnz+boo492HWMYBjNnzuSBBx4gGAwybNgwHn30UZqbm3nrrbdca3nTviTlDJUEl10G8+fLNHm7tuamzGydpVxwDIzeJTEuadc6PF1J0Gdw0Ex7rWVbNKLxx+QUXvutT/OsZSUuQsYhDVrHWxKeJ9oSmBK4cJTrnC2nuj6PGtm2P1sOIbrrUKlG90bySrWUKYewnc2ITcbiJGhISpDuAlNI0Jp7m+a5H74/kqg+bfWiBlq8WjHWXrOD2M/T2uXt07FTPF/yAEW4mcKiJM3sQ0IIots2E/zGCFpbpQPUiBEwalT8uVdddRWPPPJI3Pa3336b4447DpDLhJYsWYIQgsGDB/P+++9TUVFhHztz5kxWr17Nv8ylnc71tX369OHDDz+019emC0W0yWAY8NxzMP546F2e+7ITRZbKZR3gIaAcqJj1AHb0KUuqStuJKR8Dj6dMp1exa42vt14PKViexIh9Z6lE2nBIs05J2ron1gQR4VhDHfXcX+InO771mJ/gngR2ylHMS9RxPxIjbkKhhsTugJOKhBDouo4QAmPnVgL9vgGFhSxcuJBp06YxZswY3n///W5sbWZQquNk0HVcC7XCHdIpCqR9VhMQDpHVi9lZZ6l067DgWrJjqZgNf7VkKhhR0rJR+iIfg5hXYrGkTGuDZxLjnYC4VNOmTdRWTTvJ2FSp6h6JLW6tZoJ25QyONglNtkeY12t5oxsOUkyrHRZxmj/TmTc5iThhsQ6VvaU0cBKyMCvLhqBd3tzmp6V9sepMVp7vJvM5p+OUpZATuAi2qR7a2yCgIarrEC0NaIXFUFgISE9iIQSffvppdzU3KyiJNhWefgJOmgTVNdiepRYxosWiKNletlksT3FJt57IUvmCbyg+B6HkK1hGj0Gi63MSr4eI4+6V9em8Z35rCf0kbkd93Q1Nj7XJqWa2v3RDG31Vv45nkM1aaPAnZ9vW76PKtr52iZp5/4KLYBt2Q6hNTv77D0IvKSWyZxt6cwP6QYfZxxmGwe9+9ztOPvlkBg0a1B3NzgqKaFOh9gCYeSn8/Nb812U5S0EazlIBhy2qk2tPE6qYiZG+Zk0AAlLyse2OPaH7OAfILmiPc7lSJkRs/U45ifLYJ22Vrh7rF36e6Lb9P+KWanG2ax9HwrXQ1qfzWZnb4uDUhngIOi6YA2Sm4lZwEWz9LmhthoICKO+D3rtmnzTbKKJNhS++gL6VXffwc+IslYM2ZO1QtS/Doa4NBHElZ7DUn9Y656i5htj2DvaTDL1qabOsbtMm+NW7nwwPhnBIrj6BG4TnM+F9SSZBO7ZZxL8fvUsugt2zA5oaEZXVaNEQer9BrnCLiWAYBs8++yzHH388AwcOzGdzcwpFtOnCiJhJBYQkPyuLSr4GIkOAETbry5OzVFrtyJNDVbfDGlWTqJDzAZet3Pp0qqid7SMm0doRtQLuYzRHW1OSgELO4ZvRyvwOWRC09d1B0OCwyZvn72XvnUUzYs8O2L0DDvoGbN8CA4ag90rf0fS0007j5ZdfRtd1Wlpa9pp8tHvX0+oOvPkmNDdLsiupkIkELGeggiIorYTiXtJWm0vomozKpAdjSQsSRl3JIyynLSuRgG6prK0oUBH38pW9Bs6Bz+8vT7Dup5WvNxCEYIF81gVFsexJVi5fTYvd50jIDCDSJp3yIu3mZ4fZP/bG57CXw36ezmdqZcKynm0BFBSaf0WxP/tZmxNpyzxje/MLqRWxguJEQvIzGjYdMzukM2YkZCY1Cct+Yv85TDzWXxdDCCH/du/A+OQDKK+CoBRU9EGjMiJZiEVyMgyD9vZ232OGDx9OYWEhmqZx5ZVXuvYZhsEJJ5xAIBBA0zSqqqp44YUX7P1nnXUWuq5TXFzMwoUL7e0PPfQQ/fr1y6itTiiiTYaHHoKJE2HkEdDaIP/Cjocbbpfb2ltk588HAoEYiUfNl0kIpCdtANuZI92lDFlDyEEgEISCEigqh4LSWFxkiwyiDnXpPgvLbmoNqIVyAlZYAoWlUNRLTr6CJaCbkyUrVGMquAbtYAIiLoxFHLPUkNZgHA05BmDn4BvttsFWIQGcz1pPQNDBwtizjyPoAgdBax6CNkk6Go2RcxcStE3hEjCaAAAgAElEQVSwe3ZgfPR3qKhCq+wNjXvQvzEKvU9dWqpiL15++WWmTp3KI488QlVVfOxjgJEjRzJnzhxKS0vj9v3kJz/hnXfe4dVXX6Wjo4Phw4czY8YMANasWcMrr7zCpk2bOOecc/iP//gPQK6jveGGG1iwYEHG7bWglvckw+jR0q382HHd2w5vZKlIGAJG9pGlsoaIX9qjafJld9ohncHJcxaPuSfBoea1bkW2q50yhX0frUmWue7XbponR6xzOVdcwgenHdFhG1bOPT0b2b5Lvmpur2ob7Fjqzn5l92+PDRpcam5h7hMNuxFffoo2fAz6wUMQmzfAwKHoJRXptb+1QU4GNA1Kq2xS7t+/P3/+85+TnvqnP/0JgDvvvDNu38cff0z//v2ZNGkSADfffDNTpkwB4P3336euro4BAwYwc+ZMFi9eDMB3vvMdjj/+eE444YTU7U4ARbTJcNxx0NEhO2iozR13tjugm4OrrbLNw9rbbOGNBuRaPmTkKR7z/g5BHMO7PJ19kCgFoojEiNgqKM7TVj27vRr5ImghzF8xgtbKytFGHCX3l5SiH3ioFBCad+FeUuVMlhGwl0sa0Qi61UdbdsvtZb3505/ghhukDLRwYeaXdOutt3LKKaewfPlyTjzxRObMmUNdXR0AEyZMYNu2bXz55Zc89thj1NTU8N577/H666+zbdu27O6dCUW06UDXpSrQMKCjBXu9a7AYEGZSgUjXqEuzTcOXLey4t3pMco2EiaXuS9ZOEwnjMUP3etnmG9Z15aBf2GRnPgctGNN0gLzH0bDp7ZykL6YamazznJ7nzqVMILk9LqSl8krfZ5HkeTp9aTVNc/1GCIfc613+Rky9TcSME+Moy1tPNIyxZzsXXngAQsCmTXDrrfCrX2V2KUceeSSHHXYYp59+OiCz+bz66qsADBkyhKuuuorhw4fTq1cvFi1axNSpU/nFL37BLbfcwvz58ykpKWHx4sVx8ZFTQb0RybBmDZSXw/evMW2xTQ41nJlUINRqkl0X2yR1HYJF0n5jmI4y+WiDELL8aEhK9eH21CTr11Zdj9mgNB17DbCIuh2q9ikbYg4dqyzCMyLSxhZqkf3R8h1ob5LPxuhkX7Q0E3GOWh5nLcsuaKmonbbAcEfM/mfZ/fbJ57v/wrLBWogjWUDzdRQL+tuhnY5igQLQgz5vju6qo74+vbaGQiHbAaq8vJwPPviARYsW0dbWxpgxY5g4cSK6rnP99ddz//3309rayurVq5k0aRK6rnPeeefx4IMPsnbtWqZMmcK0aRnkJ7dbrpAYK1dKj+MlS7u7JQlghlAMFACa6ZUY6fmDmdPZx1IdWQ5Vdj7bvXVQ1nA7qeWzHuf3LtIKeCdNLq9aRcT7OlwE64lNbEHTNDshQCZl2n9mzGtpBdERgaDsU21NzL69g5ISGDYM7rknvfJPOukkPvroI958801qamoYN24cEydOpLi4mA8//BCA73//+9x///2EQiEATj31VIQQLF68mJUrV1JSUsKAAQOYPHlyVmpkpTpOhh//GGpq4ITju7slyeF1lsIAOpGGryuRr3jM3QYfu2ne6vH73s1I9Yx840wTU1WDUk33QPiGW/CQaTrk6luOkOY30d4Obc2AQOvbHxEokHVEo4hoiEBVNe3RYg4+GPr1k0nf/ZLoNDc3E4lIf5pdu3bx1ltv8fLLLzN+/HhGjBjB+++/z9dff01ZWZlNrDfeeCPz5s3js88+Y9WqVWzYsIGzzz6bb37zm/aa3bVr1/LEE08k9HZOBhWwIl0YhlTNRcOAJtW2GuZsvJudpJzIV2QpO3CCtVQFU6UcIW8DfdJ4zKgBd1+E95lnGt4SVL/IIdKlBz+STXqubfsX9tiimc9NGAaaHlMTW5l8ZlxayjPPxeIVFBbCjh3gyHAHQFVVFQ0NDa5tQ4cO5bPPPkPXdUpLS2lubsYwJ33Tp09n2rRpzJgxg6amJvr06YMQgvr6ejsgxllnncWyZcsoKCjg6aefzlh9rHpkMoRCcP318Pe/y5e3oFiuk9Q0M1hAB1LSCsq/rlLfWdB8Hp8VXMK59jaaAwlLmEt7Ih2xoAnRMHmVppy2Hd0hobtUzD0xSIO1xtZU6Sukj4TBPJyq6UCs7/utF3WuI/ZbF6qQFtIhWUtNHKf+FSK5hKtpaIEgWrBAfjonR+Z5VtlW+X/6szsoUCgE//M/8UXX19fbbbj22msBGahix44d/PGPf6SpqYk5c+YghOCZZ55h+fLlXH755dx1111897vfZezYsTz55JMMGDCA3r17c++99/Liiy9iGAYdHR1Z2WiVRJsMt9wi3dqqe8NXG7u7NdnBSsPXXXGT8wUVj1nBD52ViFW/SUiwfg5PmSBdu61f4neAYEUlhuEu41e/glmzEpd10003MXfuXP72t78xfvx4AEaNGkUwGOQf//iH69g1a9Zw3HHHsXnzZg4++GB+85vfMGLECCZNmkQoFELvRN9QvSoZvvc96N9Peh3vrfBGlsrIWcpa2hOUEY4CZpSjnoB92qEqHehyeVlxufwLFOGOg7yfIplE7BdNySsRe6MmeSXifRheT2K//enCKY0mco7yk4ITkSyRCJPP7HCdHwzCNSmG5tNOOw0gLZKcPHkyN9xwA9XV1bS0tHDxxRdzwgknIIRg/fr1Kc9PBiXRpotICELtgDDjDwvymlQgH8goDd9eDMNypvKRdpXEopAImSR8iJOI915NSnIKEA5FQGKJNJm0mrB82xEuGqtHNyfNdl5k8/6bE+mf/LyKhQuhrg6eeQbSSeBTWVlJ//79ee+993jzzTeZPHkyd999NzfccIN9zF133cW9997Lv//9bwCKioq47bbbGDlyJFOnTqW9vZ1CM/l8Nugh4sleACvmaNiyzSJttoECU3Iyg373ZPTkyFK5hG4tscHj5aoiVCkkQboe096oWhgpwlv2vP4WR37O7FxO+7dmTSpiSESqSQlVRB0TYM3WPNhrbb1lWKsnLOfLaAStoi//+tcpfPHFK2zfXkpr62pgeMprffXVVzn99NOprKwkGAwyY8YMF8k2Njbyy1/+kldeecXeNnv2bGbNmoUQgh/+8IedIllQEm1yNDbCsKHw0/+E/7i6u1uTWximZ7IwO3N3peHrSvgNlKCkXYXcICER+0nEXUfE8aRqxPLv6mayCyHcntvO1qbrUWyZbGxtkpNQk48vrvKsKGcFRfJ3JIRWeQBvvfWWK97wkUceyZo1a5KW21OgJNpkCIWguQV27e7uluQe1kzScpYSSaRbKwyjFf5R19yJzfcW9bn32lQ8ZoVcogdIxL6kGo3Keiz7taaDLtycmmBNrK/d1ojG/izoQdtnQsvgvfEjWK2wGHpVIZp3gSHQCnsBUp3rREFBjlOT5hFKok0HRgTaW9lrCCVTuKRb60Xcz0gmYYJ783N/ux8KXY+ECR+cfRIs4hXg9rS3fluTYDsutkMVbJ+TAtY616gjD7amxZbZOda9ZgM3wZrr8YNFaMXlSdPnXXzxxTz77LNUVVXxj3/8g4MPPjjrNnQlFNFmgkgEwq3m7DAo849izhh7WuCKbLC/OEulA7V8SKEHQQivFCzis+pYsKVhs49qYC0wcQaCsMsyzPHLjmHuIFTLjprL67BgROSYWlCEVlAMRSU5q6enQY0WqfDeW9C4C9paZFB9q58YERnIvb3FDOa+l5MsxJbL6NL5IJZkHtJOXL6vYG9YPqQXyqU9ulrasy8h0ZIXG1bftIPym0uYXHGm9Zg0HLUyO4UR4Q45XoXaoKNNOnYKA4IFaIWlaMVlaMW90AqLZTCJHJGs6zqiYVm/FkArKkUr6502yb7zzjuMHDmS66+/Pift6iooiTYVjj8Opk+Dq6/q7pZ0LZI6SzmWNWSayWdvh3KoUsgh3MOvM7CGlp6K179Ueb79aVfm+BRoXgnZQg7jTLuuLxwGEYGCYkngxeUZl1dZWUljYyMAr7zyCt/+9rczOr+7oEaFVHjuebjyiu5uRddD1+VMWQ+aKp6wh2SM/Y9kwZP2y0fatQMc7MvBMhSygUtKNQyE00PXqRp2riNNXmLsPK9vgfnp8hi2UiDqOlqeMy+5JNhwB3S0QjAoJdjiXlBamdWktFevXvb33r17x+1fvnw5/fr1Q9d1dF2nb9++LFu2zHXMypUrqa2tRdM0dF3nmGOOsfeNGTMGXdcpLy9n9erV9vZrr72W0aNHZ9xeC4poU6F/fyjrbc6+TKlO0+QaWmsd7b6sUu1UZKn9AM60cRbpAj0/HrNCPuGv/jUnqIY7mL4tPfqsWXWUSLwzpvO8mNTpjMQUlyM2WQq7tFIgBj1EbHiIOISw0nVGOqR6OlCAVliCphdIgg2muSa1tRWa3Uln16xZw8yZM3nmmWf45je/GXfKli1bOO200/jss89obm5m+PDhTJkyxd7f3NzMKaecwrHHHsu2bdvYvXs3N954IwCPPfYYGzZsoL6+nmHDhnH55ZcDsGnTJh5//HEWL16cXrt9oFTHyRCJyKSHZ50FI0bEtoXbsNO4YSUx34cH0kCBnGSEQ/LaQYb/0zRkdCwFXzgzlFhQDlX7HOKHUI/KNr1CYufa6mMcalxwSqh+w7aTQP0INt8QPnGmtbg40+CaIOiBWIhMb3jXpl1mFjINAsXQqzzjNn3++ecMHjyYTz/9lCFDhnDJJZewZMmSuOw+ANdffz2rVq3inXfeYfbs2dx3331s376dUaNGceKJJ/Lggw9mXL8F9aYnw2WXwU03wVFHQWuD/Au1eEjV2LdJFsyZajtgxEg30i5nrEpSSwxrIOnJDlUKGSFeUo2tI4+RWQpSs9W9hkPbYUmsmlynrgfMrDbS61fTdFeWHCe8EmxXk6xdp51KU7cz88RnXjLX21oScTQsHUqbdkPDdmjYAY07oHFnbFwVAiJt0LATgJUrob4+cXuceOSRR9B1nSFDhgCwatUq+vTpQ01NDbquU1VVxfPPPw/ApEmT+Oijj9i9ezcvvPACAwcO5A9/+AObN2/uFMmCItrksKTYPn26tx09CflKw7evw6uW0xyaEDskpiLengQvoQrnc3HaVImlcvOU4CZVp3ZDAyujlhYImITqJlW/tjiRDsHmk2QzrjPDhA/x99Pgf+5p5FvfgmHDUrfv73//O3PnzrVT5YFMBL9x40Z+9KMf0djYyPjx47nwwgtpbm5m6tSpnHTSSRx44IFs27aNJ598kh/+8IfMnz+fadOmUVlZySGHHMKXX36Z4Z1SquPUaGyE0lKIhsz8q8RUHFYw7P0ZrjR8QTPOsEJGSBgsI5WKOQjFJfL8UEueG7lvw3cYtNeXOqIqmUToXovqMQ9Y8HjvZkN6zmw23sw2idreFRKss66UuWezrScSRrO1hVJafvWNIKdNrWTCBHjttcTnrl+/ntGjRzNhwgRWrFhhb+/Xrx/t7e3s2bMHkHlqA4EAzz77LNOnT3eVMX36dDZt2sSsWbO44IIL2L17N5MnT6a5uZl33303o2tREm0qVFTISCVFpWY6sgJJLEZEfi/sJQNXWN56+yr8XiQr8ozl3BANKWepbODnUJVI2nXBXMutSDYj2F6/1qd1Xw2H17gQklgLiqCwWPZxPQBCICIRuVTF8r61QhHaOZ+9at/MJUuvtGiRmdcO25UkmyiNXq7rdKmiTRuuCBYgdJ1JxzYTiSQn2Y0bN3LUUUcxZswYF8kCDB48OK02rF27liVLlrB06VJee+016urqKC0t5Vvf+hYbNmzI+JoU0SbDhx9CVSX88Fppn21vikm1IIklZAayiIb37eUuiYKIg3whgqb9xXAQg0Lm8F0+pKnlQ1kiefAHy67o0BwEzDXjmqsQ9/0O6FAg1Z5aQSFasNAk1uxI1a+9TqRLsPki2a6oz/t8RDSCETUgEDRDkRt89tln1A4/Ek3TCAQC3HHHHXHlfP3114wcOZLBgwf7Sp0/+9nPqK+vZ+7cuYRCIc477zyCwSBnnnmm67izzz6b6667jr59+zJ69Gi2bNnC1q1bWbp0KXV1dRlfn1IdJ8OcOXDrrXBADWz8rLtbs3fAMGJOHlpM3aaQA6h4zClhhyo07aqadV9yQAr5lhbTqbOrJdhU7clZ+UIg2lul0FJWhRYIStVxIIiIRkAPUHXgITQ1NbnK+POf/8zUqVPt31dddRWPPPJIXF1vv/02xx13HAA33ngjv/3tb4lEIlRWVjJ//nzOPfdc+9h77rmHu+66i+3bt9vbxowZwwcffEBpaSmvv/46Rx99dEbXqog2GQwD/vu/4czT4eADu7s13QctAEIDzelhreO/ts/E/piGr6uxn8djtocu1zIqzexriZbYCMcuLbbNc2xXLIexW5QGoXWFyjbfdcWVGwkjmhtAE1Dexw73KMIhaG9BP2AgRlsDmiFo2r2TykOGxpU5ZcoUFi5c2Om25RsqTV4y6Dr853/Gfoc7zKTvwpFUANNpwgzmsC86R1kqcdelpVBbZpKGTyE7OO+lN8E9QFSk4VC1dyDhWlU7kbh3IuchBtvb1y8oRH69cxNhfyBYb5mirRlaGuTYWd4brapvbF97G3S0oh8wEKoOAEDvJaM/lZZU+JZfVVXVqfZ1FZREmwxffw0zZ8JFF8Gll8YCcO8LCQS6EioNX9diL4/H7J9UXCCMqMzbqmsykXgiEnBds/0vtqkbSNWJdAmtq9TEuSZYd4aeKKJ5j1wr26sKSivQPRmERFszdLSh1x6aNEXe2WefzYsvvmj/DgaDbN68mQMOOCDrtnYVFNEmw6mnwooVcmBq2geTv3c1VBq+3KOwlyTWSFviY7JePpR/JB5+hKupGUdacqC7idVCtgSb6Liuak/GZYXbEfU7pUBS0Re9tNz3ONHaBO2t6P2+IZ0pU+Bvf/sbEydOxDD7896iNgZFtMkxfz5cfjl8cwy88Wp3t6Yb4ZCCnLYw22k9Aw9j5SzVvehGaTcuD6pFppnW6Qz64EPAPYVYLfRcgo3ZpjuzxhchoLUR0bhL+nNU16J70t65CLapXjo91R6KXlScVl2GYVBcXEw4HHZtv++++/jRj36Ucdu7Gopo04UzxrGmQ7BI9lFrfaOI+i+BUfCHIcAw890qZ6nug59DVQ6kXdv715pYYQV96IRbiNPOarW0h5GqE5kQZ1eoiXNBsHZyBEMgGnYgmuvRikqgdx16YVGSOkE07ZFJBmoPRS/OLMm7FbPYi4kTJ7Jy5cqMyuoOKGeodBEMQrBcqkM62mLB9RWyg67JxOXKWap7kcihSqTvUOX2/hUxSVOzPID9JlEi9pHM1upJ89aTidVCZwg22bG5a09m99GeNEXDiJ2bER3taL0qoHctgerEa0rtNbGNu6C9DeoOQS8py+YSqK2t9d3et29f3+09DUqiTYbly+GMM+DbJ8ELz3d3a7oRzmUQeYByluqZ8JF2hRU8w7lMRjdTvTnhsgebcATGTwd7A6k60fMJNr06XBOn9hbEjq8QhoFW2Rcqa9BTaJ9sgm3YCe2tUDcQPYsk716ccsopvPLKK/bvYDDIxo0bGTBgQKfK7QooiTYZtm6VnW3Tpu5uSTcjz3MxaymQ7SxlAMpZqrsh7DW5Dru8RbIQi6rkt2RV09DM3LzeUIKJsLcRq4VMCS3fauJsCNb3uUQjMuD/QcMIpEGSllpZ1O+UXsa1h6DXVeRs0rxixQpuu+02nnvuOQYMGMDvf//7vYJkQUm0qfH553DQAGlPtMIK6kE5wFhSmELu4HWWCgRzEtVHITnihgFhxNS6zvvvlVSFiHGspiHwOd5rW91LVMCpkG40p2TH5y3SUhrlx4WjRHOp69Ntm02we3ZAWzP0OwS9tCovWqmBAweyadMmNE1jxYoVfPvb3855HfmAItpMYBjSW85aRxsoMJ07jJitUSE3UJGl0oAGhaXSUc/oSPuseFKNdzLyrS2Rp6zTg9hv+dA+QqxO9CQ1cdZtsWzxZh7Z7ByjTJgTY00PyslxQUHnHN988NFHH3HEEUfYv8ePH8/f/va3nNaRLyhDWDI0N8M558Cfn4PWRplUwEmm0bB0igp3dAPJduHAFSgwEzcXOurV5W8tT11I1+XaOj0o720krILox0HIpBZJSNYVUD8SQYQ6INQOYUemJY/UagWM9/65ynNmvTEHahlTWP5pgCYM+WdNmvaB55dpgP18BuNPty3+CRWQEyAry1CGzlFx9ZpJFaTQIUMo0toQ+2tvgVBHp/rAwIEDXe085phjfI8bPnw4hYWFaJrGlVdeGbd/5cqV1NbWomkauq67yhkzZgy6rlNeXs7q1avt7ddeey2jR4/Ouu2KaJPh/vth6VL4wQ/Ju50yY3Rhe6JhOZmIhhz1mi9UvlXnrjR8YZNwe9qz6BlwkWA06k5UDvJeFhTKtG8FhRAIyqTjPoTqKs9voHaQs+t8XZcDblyCe1N62ksT3GdDsPmyxWaS4SeRtJuL1H1+9SaEEYFIuxRWbAJulAQcCfufYx8nEwmUlZWxcuVKJk6cyH/+539yzz33+J42cuRI5syZQ2lpady+5uZmTjnlFI499li2bdvG7t27ufHGGwF47LHH2LBhA/X19QwbNozLL78cgE2bNvH444+zePHi1NeZAEp1nAzNzTBjBlx2CZxxene3RkFFlgJ8bGtxKlvils1k5G3qisqUw4AQPThCVTJkQpj5VBOnKjtfjmZ+tty8mwICBYhICHC0vbQyoyIqKiqYPn26K5vPJZdcwpIlS2hoaIg7/vrrr2fVqlW88847zJ49m/vuu4/t27czatQoTjzxRB588MGsL6dn9uyegrIyWLIEpl0gk75bkhVIlWZxuXz4hb3kvnypURUkrBytui4lo/1AnRwnVRqmB7BtwzbXrVoqW11Hsz8TSy5JpVWL/JKokLOCM8G9S9pNleC+6+F3X1Jdf77UxMmk43xIronq1UxP8i6xt5t5v13X2VLPe280MXAgfP/72RW7atUq+vTpQ01NDbquU1VVxfPPy6WbkyZN4qOPPmL37t288MILDBw4kD/84Q9s3ry5UyQLSqJNjfZ2KDbDhBmGQ4Xa3cjz2taEdfaQ7rKPOUslfA2dwSPAJcVnFXTADiiB78Sw25yWeoi0m6ulMXlJK5cG8lVvvvtFKg9uIQSapjHiqF6s+1g6WYXD8TkIli9fzmWXXca2bdsQQlBYWMiiRYs444wzACguLqajo8Muu6KigpaWFvbs2UNZWRmVlZU0NjaiaRoLFixg5syZPP3001x33XV8+eWXHHTQQbzxxhsMHDgwo+tTIlgyvPoqlJTAxAmmQb+ph5AskCwXbF7r7CHYS52l3FKkYToVRT0E44AG6AHpbBIIpiWlJJRWNc3tsJRLabWzcEq7mt7l0m429sdO2SwzbEsy5Or55ep6/Ppfqj/H2e4lYcRIWBgGl17YAsCBB/on+tmyZQunnXYan332GeXl5fTu3ZspU6a4rqekpISmpiZWrVpFR0cHkUiEv/zlLzz22GMANDQ0cNRRR3HFFVdw+OGHs3XrVjZu3Mi6desYPHgwF1xwQUb3AxTRJkdNDRQWwqBvdHdLFBIhEJBe0RDLCdwDCFdgCaNR0zHJxznJ0hBYqmCbD53kl0JVFyxB6EFEOIyIhBHRxAkeegyppoJFurpTxWwGxrBIN5obh6psyaU7CTbXzzHZPegcaaZVudn3PVoMhyQLQiaJD3Vw4w3y0K+/9i9u5syZPP744wwaNAiAE088kVAoxGeffQbA2LFjKSoqoqysjLFjx3LyySfb565Zs4bDDz+ciooKjj32WBoaGli6dCk333wzZWVlDB06lG9961ts2LAhs2tEEW1yjBoFHR3wyKNQUIytc9MCUFAi1zAWFDvW0+6j0AIyLnHAkcpKCyIDi/UAla0l3QaC8qW1pJ8ugu9gYw0QrmUvPo5FlrQaDNp21YzqC7fKCUYwGLNfW2XvLcSaCjbpOqRdcEi70Yyl3c4QbK69idMhqFxLramIMSvSdCDRErG4PmlrWdxBToRhOK5VQxhR9OIS6kOV/PrX8Oabietubm6mvr4egPXr16NpGoceeigAP/vZz6ivr2fu3LmEQiFWrFgBwJlnnumy0f7v//4vdXV1/OUvf6G9vZ2Ojg62bt3K0qVLqatLHN854f1QNtoMEQnLdYh0t9Sk0z3q4x6OPKbhy+hVsW2hmXn+plWncDhEaZpcprM3E2ln4Jd9SNOw77vn2aeyBSZCPuyW6ZBrZ85PVm6mqulcIeU1xyp1naMB7R0aVf0rMU2s3Hcf+GXIq6qqivMq/u1vf8uPf/xjAG688UZ++9vfEonI2AcPPPAAP/jBDwCZ4/bFF1/EMAzWrVvH0UcfzdNPP80ll1xCQ0MDmqaxcOFCzj333IyuWxFtMmzZAieeCD/4D/iPq7u7NQqZoBPOUra6yqHNwgpP57f0JRySmU2EkFJlYTF6Z9LLpYH9lliTIYVDlchyqVI+JFjHD19NR1ehK/pR2uQKLpWxt23LXg5w5tRY9p+hQ+Hjj/3LXL9+PaNHj2bChAm21OrErFmzuPvuu1mwYAHTpk3zLWP69Ols2rSJWbNmccEFF7B7924mT55Mc3Mz7777btJr8kKpjpNh2TLYsAEefKi7W6KQKdJ0lkqsSnN4vEYNSabOiEqWVKlpaEXFaKXl6L0q0ItL0ybZdNV4PcppqScjgUOVEAZCOCZe5iCeLzVxRjZMe/FAZvKO1Y601LMpysg1UvVpzfNn22RTOJ6NHRNxHZIozPHGjRs56qijGDNmjC/Jzp49m7vvvpvf//73CUl27dq1LFmyhKVLl/Laa69RV1dHaWlp1jbafdiwmANccYV8AU452b3dlVRgf1DfmnYU4VlqsjcgEABN2niIhkEEiHm04pBShRkBK2zmxwURLEQzIyhRINdQ527hv70x9t0xeCp0Erpu3m8rgPypWl8AACAASURBVId8zpoAGdXMINHyIf8JjzC7ieWxZm33PCun1sO5Ak/DrdK2Yfl9ZD6Byla1nI/+lZHUKhuRcR29C+t5550q7rwTxo6FX/wi/pivv/6akSNHMnjwYF+p8ze/+Q0///nPuffee5k5c2bCus4++2yuu+46+vbty+jRo3nooYeUjbbLYESkVGM52gQK5KBtdEdCASsHaNc5/ewNsB2RLJWcNSECwPFd12Uw/lAbIhwGXcZ9paAQgkUQyCz+q2870oAi1dwjkT3V3u76dGowHJ/CQZY2aWr2oT7U4dcQfwe4blLXdout1d2AjMu1npvR1EjggAFcOnMmzz//PDU1Nbz00ksMHTrUdfxVV13ligRl4e233+a4446jd+/etqOUhb59+7Jjxw779z333MNdd93F9u3b7W1jxozhgw8+oLS0lNdff52jjz465bW4rkMRbRJs3w5XXw0XXADTppoxOfcyiW4fRfzaO/NT0x2/kYOdrsccpATmUhEj5iyVI2/OdJDzQVYvMtWhCeLF7qOIe/5A2uRnMaf1LCyHKicc0qeWxBQQa4flkKUlJOK9nWCzIlfZgIzKNep3Q0sjWv+B6LpOtKWZQHkfbrr9dubOnWsf16tXL5qbm9NperdD2WiT4bvfhRdegEsugUgH+zfJetReelAu+dHyv7xHYAbKF0KuRw21Q7gdIiHH4KbFln041+JZg6SmSw1EsAAtWIAWKJBXFA3L7DKZtsmyQVkBJyJhmZ0k3CGXmzjsgHm1rRodez3Jdn6tpo9KNpHaVNflkirnUipr+ZAuzQqapqMJ7OxD3jW7ce2w1cm6i6DtOrvArp7tcqV0ykzb1uquPC27q1WuCIeJ/t96RFMjgZoBBA4bDZpOZOtmtJJSKC7mL3/5i+v8lpYWDJ93N1n2nquuuorS0lI0TSMQCHDMMcfQ3t5u71fZe7oD550nO8rw4d3dkh4Ajy3aiIARApE71XXCQdW1hEOTKfus9cuYtlVTYhVtTRgtjYhwLMyaL9llEFkqvk0xCUiz1sgGC6RTVGGxvSZ2f0RqkoxFw3Kl2pNnm+ugo7G10E6fAMsk4Apw4Ib9nPXUka98iSlBPGbLoUo4HeGs83TLjOPflnwi1wSb0jGPBMQqK05Jrq42C4GxdQvRTz6CQJDgiKPR6w6WQYIAXYPggMHoZb0BOOGEE1zlFBYW+joepsreM3fuXJqamnjvvfdYu3atHTlKZe/pCfAmfdeDUFgiX0ojEvNG7RLHKKtDB8DY+6QZt7rNsSObwcGWJjoxqLmWAgUQCYJLxJop7Ub7g301bimK5RBnWEFBzGHXJqig6Vhm3k+LSG2pMbHUl1Wb8ni+vcxLHuGy7WrmduFJcJ9pW7JFrlTE6Qz/mqYlnNik+86m55ilyxSOwQIZ8ta5vbQcwzA45ZRTePPNNykvL2fZsmWMGzcuYZ1+2Xu8OPfcc3n33XfZtm1bXrP3KK/jdKHrkljDIRnv2IjI2MdZwfKwyBaOAa8Hw3eQxuGk5PIIlVIDkTBaoADR3IBY/x7s2gYlZWjDjkKrPRjCHYiCQvSA2XVzYVu11M62ZzLye6AAApIgNE8A/r2RZIXzGcQ5+DhcZIXn02l31DXAjEKVAJpFqvlov7euHBJs/H6n67DbVhuTxGPvoWbb/x0mixwjFwSb0tZqledVjbsP6lRd/m02INQKIeyJrPw0oLUBvbSSKVNeZcMGGDwYRoxIqwlJsWrVKjtq1KRJk3jsscfykr1HEW0qzL4Dzjwdhg1NfWza2JuUCFpMEjGEKdHHtz/ZkghZTBKVkukZrEUitqOSVl6FNu50c7fjvEBpOi4vCRHXTotodV3anAWyfsNahxlw2H57Dlze1UZUjvICt0OONYFw2q81L7HaJXq0C7qDg7t3UuF6ZoaBAehphqv0LYPYNSVccmVOBBOqm+3tGpquOcwbkGr5UDboDMGmLbXKgzstvSarM9slTEIIFj3TwnXX9QLgiy/g6KNh/fqMinPh8ssvZ/v27axcuRKAqVOnMn/+fA488EBqampYsWKFHRlq2rRpvPLKK/Tu3Tur7D2KaFPh88/hiy9zTLR7E0xytYPuZDJJ0OzB2pbArQE8HJKDk0XigSAUdm5JTVzL/UgV3AOGS+VstVf3SLj5TcOXtfXG6/DlLpVEdkN/C5vmv7mbEXdvdJ1ADgb8ZPfcz76ekuic5zgjVFlap6hwaAXSJ91sCTZtqdVuZ9eTayb9XtM0Xljqfgf/7//SPj0Os2bN4vHHH2fBggWuJUKLFi2yv0+fPp3DDz+caDTKiy++aEeGuuCCCzKODKWINhUem2/moW23kxGj6dIhR9NjjhFWUPMcOgclhillGlHyJR1nM/jHx1A1B/uo6ZGrme0OFkBBUc4lpZRtzsSGZtkco+YaaeGYFGTbBltta0jtgO1UZYmODulTtwjRklzxHGs67gRLpCkjrt/1QNbMALbE7nhWnVUTO3ZaBaYsNyui8/YRlzOfkNKuc8KTDbGn2dak5+eAXNOpN61n4YxXLYRtmnB6dk89s5X5TxXbpx52WEbNtJFJZKivvvqKO++80xUZ6t577824TkW06UDXoajU9IgMyyUcobZubJAglwEyfF+EaBREhJj6SzOlOksC1DHQoHEXoqUeragUKquho02SamGRdGww09hppYU5a2/CNltOOJbkkIugE7oOWkFMujWcHqaGgwAtaDFJ02mLBscAFoglPUo52KeQNCPd2Q9zD9dzzdK5yL9vGA6NSmq1c07XoyaSdnFKu6aK1KeObCVC3/NSkGvMjp8KDtOFJWwIQ9qn/d4L2yfDnEQ6noOwzR3mhNKKQmc5YUUjCCPCuVNKmTcP7rlH2mgXLPBvWXNzs50wIBQKUV9fT1lZGcFgUEWG6rGYPx++dQL07dvdLek0EpKTM3KSw7bnchQBO3i+tR7VDkFpBn2w0B0h3lLV7Stpg8NzFkeYSYeaz+kkZHkng2nzNO+X7VAVf98U0kOXOvnkuR1pw+FQFT/B0NJWYTuR1PYcK8VBkpaGxYh9uuz1Tq2Cw1RhpyvUpMOgjz3b0Wjz07BK9ExAgUgUEW6XxxaXQjRqWnECiGgIvagUSiuTXruFZNl7VGSonojPPpP6iTPPgAV/7O7WpA0RJ2WBnTBb4JhRmp+4B5P0uoQkq3wGJne9+IGg6Yxlpb/zOPfEToyRZCRsSqFRW11NR7v0bASppSgslhOISEhK38EiOXEQ0pklbrDLYxq+/RGxJTTZT9SS2eI74zDU5ct0zO+afU/wXT7kMie4pEkjFlhDRGP3wYbmkia90qU1JqRF8ObkUrPb7ScJy7bHiNWEEZWrB8LmO1fUC93HB8LoaEMLBNCChTbJPvDAA1x//fUMGjSITz/91Pee9kQook2FO34B558HtpeZFpPgXB0sXZVLLiBfBIHPwn0RlepTiBFpAkIF/4HOXgOpOcvIj6Rmq6rCHZLsIiFJiMW95La2pljzikrlX6hdbgf5LIrL5DkRc9mVZjpXWYnqrUEhl+3vRBo+hc4RW5x2wnB4+Gb4nLuSYBMPtSZpak6bvClJWlojTZOxuY1wzMbrR5R6gvc13WtytNHVWjtMpTDJFY/WR7MnnHHXGQkhOtrkpDco320/YgUgUARFph3WWktbXG6XPXjwYD7//HMAmpqaKCsr8yulx0ERbSaIhOTgb0o76MHYbDLP4RkzfUyJF+DbP6Q91YqiZBhS6quoRisu9ZyvmxmLRMqgHHYdUY+jliWFCiEnA84XNK1BoHNST95gOUsp6TYt5MuLNt1yOtsO/3MdfdMZNcpaUmVNyDQz4lTUJC3LOVAYMaK1JvAWiVlt85vM+9r/8exPeBHx12ASvHDVEzOraAk8pt3jigHtbVINbBhQVALFpeip1lUX9oJgapehhQsX8r3vfY9x48bxyiuvpDy+p0ARbbowDDOObSiv1SRej2rZOYTZ2ZM7isSRqvPFTdPrMqFKzhmU3YoFaw8wQpJy0JyERCK4PGL1oGnfNVVdOQrq363wRJZyqbYVgOyIzb1+NoowY0iLQEDGK87CWSqhnwK43xGrf1p92ppIgbnky0GmVv5bp/Rpa5Gc0mr6SHpNKRLc230vIZl6NWGmitdJ3PY4k0gLZiIagbZmGX9c16V9tahX2jmZndLqvgxFtMmwdSsMHgQ/vBZ+fmtOi0542+0X29HpTSQjRBGNQMNuaNgJrY3Q3irVqf0PRauulQMVoGm6ab/BMcsukCqnSFj+OSXNQND2NrYHEVmr4x13bPMjc9uTUcTsQHszsSaC4VDbBwJ5iY4Uh2AJRNpJpmXoTti2dqt5KQJNxAJxmGSSJBxmnF+Bs5/FDpJlWJoUv9CQgaCcAII8xlZFW/XrcX08l8EivNeSpLAk272mK+t+4FbxepYVuUkzaque4302zILCHdDaiIiEZR8vLoOi0vSJFUALSkk3S4INhUIUFuZ2FUO+oZb3JENxMZSWQp8+WReRlFCtzuycCfuE+3OdBojmRsSWDbD73zJReXUt+oDBUNEbEQxARZVc2oIpcdZvh8JitJJyWUcoLLMRaaaqMxKWg02wAIoLY4Oc1xnIo06WM2ADQiGpVnZKqvZaUPafAPu6NSExHc+cATnyhR66vMftRZs8ypSw+ox1rDwQ70TT7R1rSrgWoViTQj0Yu+e2Q10kptXRA6AVONYpe9ukx5Ze+aKT0rOzpM6Qq6sgkEFWHMcLId9Jlx0Vtx1ViFgSh6Dbz8De39GCaGmQ9zFQCKXlUNE3M2K1UFAi8z13Atdeey0PPfQQvXr1Yvfu3XsN4SqJNl247LNIKbDANNqb2V+E9UJ7YS8LsdRKprOCd0YJDpJzwmPHFCJWnoDYtFWLBVpwSgXm+VkTnh4wxzOTQJy2JIiTOPZJaTVT7MfOUs4gA64lJPafeaCG2XfMSZmldncSqqsfE3t/7CVlsXcjled8V2TS8dlKKjOPeXKiHfb57u8OJCrXFY9Z2CVIJyszaEpBgeP4KLQ2IVob5ZGFJZJYC4qzI1YLOVQP9+3bl127dgHwwQcfMGrUqJyUm28oos0UkQgi1OpPiJa90l6w7SA+TZckFW6XTkiGZzauB6V9o7BEbguH5LGWfcdScVk5Vbt66UESKGJNgn3AWcpFnJaXrzcimjXJtPqr1WetPK+6GTfakiQtLQ64JF5Li+KNDNVTl+m47o1PPWlHY3Lu8zhCmQXlpo1ef49QuyTWSEh6+peUQ0FR54gVQC+QS+dy3N//8Ic/cM011zBq1Cjee++9nJadTyiiTYaNGxETJ8CVM+H//djdaaxBRgM7+Xm4wwzVaA46FsHaOUuLpHpVIzbbtBwmohE7Ybhcz1kQZyvJJ9JKCoAi1azQQ5yl4iRNF2kasXY6c64K064e0N1qWWe/9tr+3JXGpNiAHiNiEqiRc+iVnPfAKS71uP0P9zdvuzTs98qPUF2Hdq79iR2/zMrN/ZpTxWC1Kdv+GSiU9lcFFxTRJsPs2XDbbYiaGvh8nSPurbnfGSHFnL37euhZ9qFwCNHaDG3NaMWlUFENoQ7pWFBYhJ5uB7XUa52Ar0exw9PQfgntF858+ZxRpHqoA06PRY6cpYTT69RweHy7VK6WxGnE+h/ISWHAKWE6ydJJmm6kS4qehuIwziYsJ1FZPYVgU69/ddTtcgY0d6YiVCdySa72xMrA6dDle39c8ZidbXHbdhOiqFfS1Im5QCgUYtSoUXzyyScUFhayYMECJk+enNc6cwVFtMkQicAttyDOOR0G9IWOFtlhe1VB9YFoRUXyXTIHOyMSQYtYwfPNjtnajNizXTotlZahlZRBSS+0TjoFZAJfSUY3pQvDCkyh7z9OS90JT2QpYS8BMWKkGJdIwAFrkPSTKF1OdCLu1Fx5eye2RYIfoaS1jCdDNXE+CTYlsWJOIOw2+9xXv7YkKjcXamGrfMMxkTO1Bxnfl3SXD2m6JNguGjcuueQSnnrqKft3MBgkHA53Sd2dhSLaDCAMA/ZsgfrtiEhIBssv6gVlveX+nZth93ZEuAOtsBj69oc+dehdSKqQTGWEa3at1MC5Q+rXyCH6RKO4QuTZ6xpdohExaUjHpdJzTor0IjA6cnYdSa/Au0xLbowRThfYU4UlpWdRX4IC5Yfju1mo8yA73n1MSk2z7hyTa9w9s2zkICXKXJt4fByqAGlGKCqBYNeNbWPHjuX99993bdtb6Est70mFZ5/FOPFEKDCgvQUtEIS+A9A62hB7tiGadkPLHtnxyvug9Tu0844EGcAViamj1QxDGJUDckGRbRfOj7RqLSnIb1SsroSwJHzLYceyV1pBOMIh6cyGkOEggwXQ1izvfbAQSivkvrYWeW5puVzSEA7LcgJB+ScsSVagdSZucheQrHupDsgMLcQSMnQyCTtCpOyfrnMSBFJIUYBjYiPsS5Bwq7cdW0DT5KkasclQKikx2eCfIQHGrtus2yJWjVh/MU0QeZk4+6b8Q7bDCoOq6bLvF2a/NjYdXHbZZS6izSaLTndBSbTJ8MAD8KMfIQYMgNV/RTQ3SHVyQSFUVKOXyjibIhyScTlbG+T7UFoOpZVSqs0xhEDaiUPtDjVRUJKqw+aX05dON9cdGlGHjbbnQ7gkRnOjc2mSZUM0VedJCnJoBBznZyrdJEIPcZbywmVyiJjJGfSAuV41O0c973CT03R1zswzMRHUOim2tCWBI1JC/wrrvGR154hcvdGwZMhT3E5oVn3d7aDoK+1qsn8Ulv5/9t48Wp6rqhf/nKrquW/f+TtnIpIJgSQYQIMhA2IimIAscQjKIAIik++J8FuPPHzAiy6eYOTJc2KBMcsgWVGIDIogGBf+gCdDgAyEQIAk3+nO9/btuers98c+p+pUdVXf6r59b98beq/1TW5XV1edrq46n7P3/uzPTiWp2K/dcsst+PM//3Occ845+MhHPoJKpTL0c+yEjT3aXnbllaCJCdDzfhYoTcKamFZvaDEGdaPnHCBXBE0eAJqbQG0dWHwEpLtOFCfYEx7AYtdBls1UfGU7/qDJzk5LOfc00rlLksFk43bYe9dhVyerGgu0+Ddw1YKgwMo18Nq8OAH4GNkCTwia7a09gzimd9z1HepCRtc+S17IQQLYJWWpGJNuB6LT4Xtce+Aq/THovdZvmDhxf1PcgneEz8vzc4gCLKiScHDfge1FzEqxiBoCuIYUrczFlq0Z3ra5sxJB2SPqakkN7r0O0FANAYRQQhW5oSweX/WqV6FWq+HKK6/cNyALjD3a9CYlT+xeOwghWTYXfaPbyyMpA9Bt1XmyL1aAYqUv5mWQAwNSha32sKViqUbrErXoui6Z8qUhDX1ZM2dnyuWlCEnuORtBG76hKBj1OnaE0Z4aYP3yE3MwXVvCn4++8gGYVGq5h+pa2sXANvKuoSiL5zEo6ftc/QuaoRvnG7X32q8lEaosByiUBl5EHjlyBCdPngQAfOELX8Dll1++/bHugu2zWWiEpj0ef5lMHMKNAVmAH2hRrEDMnwEcPpc90M1V4MRDoNVToFYdJCWICEQyKNnQx/YPJLgno2XzMffIg0YQPH63DWo3Qa0GqN0CSY//Neug6gpofQm0tgBaW+CFB0n2OmvrfD1qa6zN3GmCQVSXLqlJUunOikwOIpuHyOYgMllfVF7YDr92Mvy3ukZCbEMJa5RmCpMAPBF7ww/XExH/ThrUdS13pwVqc95XbHNR54OFCPK4wlgE+f8nUs+BnpRV7hoRXDUWm/qf/wnP4xSO2wk8P4N1K3qw6oNzB9b13c0FQ9QSSqKCY0v1rKv7Wot1WDaQK0Lkinx/q6hXEMHRxDOx7d9i101HaWzlnWtREtnhZ766zM9/u2mEoLe206dP+3//x3/8R+w+F154IbLZLIQQeOUrXxl676KLLgrmh5jreskll8CyLExMTOArX/mKv/21r30tLr744tTjjNo4dNzLvvAF4OqrgRt+Hrj1gwMfRtgOqDzN7OROC9hcA5YeAyDY0y2UmbSUzYJ1jnfvgQpqMrVggVQPh81/txvdD4OTUUSgLIc6OyokKyygYwWhxlwh3CJMT3aWHchXxpm1P/RLd9T0ROXXbg9HN7lLgxgIvAsVJrZ2oJZTgFT0R+dODbav2iMArJhFkjEkqbx+4Wtq28E9i/Re35Ye7AChYb+Jgi+7CiMErLzSSBoplAv3dD/l7pr8fW3m72l6u60a/wMUk9lol7e5ytfSzgNFTpW95S1vwbvf/W4cOnQIr3vd62JP9eQnPxmveMUr8Pu///td791///2h1z/2Yz/mk1c/9KEP4eGHH8ba2hquueYavOIVr8A3v/lNPPLII/jrv/5rfPvb3x7464+Btpfdcw+zRb/8n31/tGuy0XklJwNMHeB/7QZ7c6unWK6sOAkqlAfK524dljXZi0BoYtPv6ckd4ElRWNydI1/uIoXwn4JlI/PF5PPucBH7495spekrVZiRImQpKwvI5NaNoUm8VeeFnpMBZY2ew4OweE1TE2cIOjXAmi6pL7UokHS39hLG0CFVIQRYjW0w8l+cbGKXp23+rd9LGpuWoAwRl2xeiPbwRP1x6NymsHZNXnWkFge6OkLo53YNUR6vCdQ6QGkKN998M26++eaeh7/jjjsAAO985zt77rewsIDvfe97uOWWWwAA99xzDy666CJUKhXccMMNeN/73gcAeP7zn4+Xv/zlOPPMM/v7noaNZ8Fe9rrXARdeCDztafzQ+H0oFUlEeWXUafIEBn4LOoSl2cBA4M2Zli8B+RJo6gCXiNQ3gLXToEKZ87m5EvyOHP4D7fkrXvYgm9wSz+sgAE+Vp8wWgGzO8IxUiNBSE5XSnuVxbeEpxT78Rhh9bDtnegHkK0sZZKkYkPUnf8/lz2hCk7rfgHDMJH0XGZPJG164EcJsXmGQBc17J6lpenLPU3VQzwNJF2SxFOQgJXQhFrExLmEuNk2LCQmTJi11MYJtft5ShHhj86+7KLe6pyyBUEUkw3E96QHVFXxvYQY33QQ8+9nAq1+9vVO/7W1vg+M4eP3rXw8AuPLKK/GhD30IKysruOuuu3DWWWfhb/7mb3D8+HG8//3v39a5xkC7lV1zjfGioJoK1DjP6KpJTjcLkIrw4WR5QkucPPQG1UGDPM7JFSsM3p0Gt8AjqULK+aB8R7Nuddgsk+MHHFtMmBkLQCb5/a1MtxbzOohOsmPbJevRhk82apz7AoB8CSJfCjGFw2UjMr48J5bAEg716tCu/j+ZYNqDzRuSIuW91L5WzD7C+H6WHxYWjjNQUoViwDUYARJBNkTk0uFgAbXQdXyxhr6VrExPej/yCHbS/IiaDIGtXs49+clAowF8+MNAqQS85CWDn+rOO+/E5Zdf7i/aXvjCF+LWW2/F0aNHMT8/j8985jO47LLLcPvtt+NFL3oRPvvZz2J6ehp33303zjrrrL7ONQbaXiYl6A//EPj5a4EzjgUPvWYLEqluOg5gl4PPmVR97UmGal6z/DlSIKuJEU6Ga3CJPQJqNzmf29jgMHO+DJSmdlW+MfhOnSTe19h203T0QVggz/XDySISwteTP5OeJKdAMhn2uCwlliETFkx+uFeHltXrnp5p77Cv2iG0b4iEZIIsANgOhLN9Dy92nEn7Bh8Knl8giBA5GX/sfZ/f/G77jdi0w5aU9hL6v/p+JEKj4YdN8NWvDg60X/7yl7G6utqVx/3Yxz7m//3iF78YF110ETzPwyc/+UmsrKzg+uuvxy/90i/hS1/6Ul/nGy+netldd0H8t/8G3PhS+GzBThvQNHXb4W0t1fpOl6Bour6dgcgXIYoTEOUp/lcoQzhZgzFrsGmdjGJHqlssm4eYOQQc/jFg8gAf//T3QQuPgGrrqvH12H5UTAMTEYGECNic0gPcDoTKXwqhGOGe0XDAsSHIg/Bco1OURFAgrYDVKDMJtXiMA1l17CRGbCj8G/GWyUxl6BylZYVY49u7VlEmP/j6GJM66f3aLVC9CmwsA9UVVYetSUmazW73NS5/geN36QrC1D8qIBu6X3v8UzvDL2vT96fNfZxJRT1kp43femUblgXMzQFvf/vgY3vb296GSqWCK6+8Mvb9e++9Fx//+MfxiU98Ap/73Odw6NAhFItFXHXVVXj44Yf7Pt/Yo+1lz3se6IUvAF7xsrDKk+VwSNcIc8Brq7CqsiE+TMKymJlcKPMEVd/gMOHqKVBhQuVzi7sbhhKOmjTHYL+TFvaIALQakBsrEBMzvIjTohtEgNcBeQJBmJcZ7OwQCPiSmQPeJ12eR0JesdtDEUpEAsFzYQXAY3Catm3BuY1Qtn5Pk8o6HU71uG0QmIDE6Z4irG2Q98LiEyrMbDuPO2BNJb1gNsnwyaA6Ry4CZyS0kBMAqTKtdpO7mwH8O7XbsEsTuPzKO3F84Q4cPXoU2ewfAegmYm5ubsJ1OX/ebrextraGcrkMx1Cquvvuu3HjjTcmDv/5z38+3vCGN2Bubg4XX3wx/uzP/gynTp3CJz7xiYGkH8eCFf2YlKrf7N7oGEGdNrC5DNSV5mhpigUxhir9KALRiMeRpvFetq5wqmWFRDlUUBimGhIpoPW3qdrroY7HsK0BloBOB9SsMrjlihDZ4sDSjYOMMWavCBlqOGPxAbbdAkkJkc3t2/KcxOtIBEBxSnQqTJdrgYKFnGVERQwCaOxxPRfUajCZ0xJAeQqWJo8CkO0WhG2DOi1Y+Qm8+e3vwB/90R/571cqFSwuLiKbDafSpqamsL6+Htr2x3/8x3jTm94EAPjLv/xLvPrVr8bx48dx5MiRrmG9973vxR/+4R9iYWHB33bJJZfgG9/4BorFIj7/+c/jsssuS76IMTYG2rTWbgNuE3uVAEQtVSpUX+f8b2kSKExAONsgQI1td0xK9rbaTdDqKcByIGYP+6QgAaj8oAgJ+QOAFAK0vABrTDC7/AAAIABJREFUZg46jwWS22tUYFgabeLQwsDwpkPlODtkoaYaAIg8oNXiZ1Ux/0Umx6RBJXQy1PO226BmA6JY5HPtUXJTsuqcUfMr3YheNODfa7p3sVav6qcJBABID9SocSMCKZmLUqrA6vo9LCaSWhbk5hoA4n2KFdi2zTXUhv3BH/wB3vrWt/Z3MUZg49DxVva864BXvAy47tpRj6SniVwByBVAk/NcAF7bANYXQVr6sVAe2iQTOTP26uJjT5mZ19SbNHtcKwVlshAHz+a8J8CXVtVi+maENknlHMXMvL9NGGSpoPbW8cUcUg83klvkP408rfRAWnxFehClKRYoiXSS2SmQDcK0Cii8DuB1+LrZDpCtqPzqcO/5wHttA45iQ09URgawTAiPRBJ0JYNJxNT3mPY+RQCavuBHJgvEiYVsNYa4aorGJqi2Aeq02cOvzMIqTwLlyZgjCCZ6Rs5rladCr6MgCwArKyt9jXVUNgbarSyT4X8hUyGSaMcXk6k4IuN87gRQmGBWar3KCiurp7g+tzQFZAsDTAxKOIHcyPYxyIYsyXPQBQq60bunmgfYti+36INS2jpMIshmHVahGCqTATCwslRINhH6T8UQ9vvoggEmWwBmUpSWDcmklJy7a9UgCPydnIxqB8lKZF3XYUjm18/qfGKOQ5w7upAIXgV5XxM4dZ20f39ZgM11xiHRDOWRapLl0Mam/9+qgzZWWRDFdhhMy1OwSnGgali2v362559/Ph588MHQtpe+9KX9DH1kNg4dpzXpMuPYc+HHVUxd3j1uQSu/DX5ASpOczzVyImNLaWbPWtMj1UxggtLBBiBskCWCW0S3mhvA4/Mf1U4bVN+EmJxJ9/mUbfjipBMDkRO9Jid13/P7O+nJBcIbqlOT2/FJM+RkgWwe1pA91u7zc6ieGjUGq3x+215yF9PWZ9sqhSnpMuuZjDSB732q6ESkCcFOWqgGutMBbSwDm2s8C+aLwOQcrEJ5q8OwObkA/Pu0zc1NXHHFFfjmN7+JYrGI2267DTfccEPfxxmFjT3atGY5SvRBk6FUeGafmMhkgcl50MQsE7pq68DCD4fSyu9xaVG2pJ7wCGFgVWVcZp0kCQRNAaQHvxGFAuJ+J8aQVJ8lgEwW1tRs+gP0UpYKHd+o6dYhWaXEFHy/nRNakJ7HZXKdBi9qiSByeRZxsR2/taHwCWE7Y/71qNdA7RZEsQRRmkip+BQNaasogF9WZUYXzLynxUz+TA6wiqnyoDthwXcAj3NzFbS6AHI7EE6OmcBT87DmuklEiWZlWHRnm99nY2MDDzzwADzPQ7Vaxde//vV9A7Rjj3Yre+//Al54A3Dw4KhHMnQjKZmcUFtXghglzufmy1s/5ELXcCbr7O5568otUZBy9pOkCbaV6pfZug+DhRj77eGayow2fKTzdEJ55vp8lh1ciy2ao2/Hwi3jXPZY+SRKYtRm8N9CM3io43E7fI2y0UiPkfvUEQIdlveUF6oXKX7pih0sVExQHSAPulMWkqVsboKWT3JNsWVDlCaAyXmgMDGQ5CWTmoa3eL/22mvx6U9/2n8thIjN2+5FG7swvazdBv77/wAe/j7w7j/ovW+SXuoeNmFZHEIuTap87ga3r1o9BVK9czmf6wQlJtqLJ3c/RMyN34SC8eoJW4dFdUmMxXWn/rYtclpdebR2K5Dg3EYZS0/R+20a6dBru8n5TK2DrHKPwrL5/GL4ACvdDufxmqpji9tR+stlIFeCyBW7wX0H61A1yFCnDVpdAmwbVrHEwNmqGSQio0uQZuDaNudDnbwCUitUzrIXLQSqnRZobRFYPc3Pfr4IMTkHHDwbdtciow/bRmh4K4uW7OwnH3Hs0W5ljzwCHDoY5E4AwG8qkFMMxMbISVDDNNKh5XqVJ9xiBShOjkb6Ma3pkJdUZB2NqjonqRcJplZvRPEo3WnUcd02qFnnybVQHkp9aNAJxhtI7i/JpJR8HB3GNAkoUkJIVkEiI3esbVv9aD0vCJUCipyj1vZqceOLSQBqP+GvdbYDWuR77kbpitZPJgZQJncRhJ0BkQSyeWbmh0K69p4H0CTzgVVKoLoCWjkJqq1z+djUHDA5B5QmY0ps+rQhhYa3ss997nO4xtCev+KKK3D33Xfv6DmHZWOg7dfcDgPrvnDntmek+9HWN/hfNq9KhUaUz9XhWB5chHGJIETn51aRSPzpx3wAbDc5d1goDRUI/R6mBmN22w3X9bWxtYIXjGtHoVAsmWQptYgcBFhISiYtdVpAu8HlP1YGyGaBDJefhXrdkpKSjFiv70467wnJ5CFygwWED6oa2E0SEf9NngRcF6JQBLVaEIUSRFdVwf6zkLfaqHJedfU0/xalSYjpA0xayvVoadmPCUuVc+3uPPB7t/0ebrvzNhw6dgh3v+duVPKVXT3/oDYG2jTWbgNuY9SjGKkRSaC6BmyuMBksWwQmZrhTzDBXsmbOxQRV39vRxKKYcw4xxCjbbe4T3KwB0wcgJqahXa1hlZAMMwdLRIoV32HSkP5NzDCwYjybDQfCB5EQWj/bDshSSSbbTaBRA9p1PrdlcX4/V+Boj53cbSd0Zh8kyChfkeHQrfaM/TyoZeQ/uwHVzIOaoXiqsYqaKJaHXmO7mxYIZjSZBbxyErSxwr/v7GHudz0xvS1JyW4TvNjuoyRnmPaGf3oD/vf//d/+61KmhKXfW0LeGaYS3s7YGGh7mesC55wDvOZVwO+8YdSj2TNGboc7CtU2eAIsVpi1nHa13POWI3QFC0zw2UFCjGzWIdoNXkTk8vAZpEPuFdpVhzhAHlZK4vbpmhsQE/JNAvJQOzpjuzpwEC0w8pJBH9agAQAsx2BgW0H43DgveS7geoClmazqGJ7LTFZhnNPMg/pgGmly0EcYV4eG5dIpCMuBmJ4FnP2pPexf/9o6aOUUaOUk0GwAlVkG1sk5IF+GNaRa2ZDtUmh4K3Pe4cCLVHq879r34fXPeP2IRpTexmSoXuY4wE9fDjz7p8PbzaYClsVg8zjL0/Yy4WSAiVlgYpZb+dU3gOXjnOMrqvpcvZIOyfKp/Kg5YfvMXIOMtBOTRYxFAUera/nfU1g9iccDn9PtMIjYYRWlVJ/1x6b+kJ4/AYZa40VAlgFWgqR5zWPOrZSlSKj7WoWCqVHl17aadLMFICMg/Dxom/OevpCCDCIRmoUrLJD0IGwWmRDZ/NDzoIEkowuqbgBOBtbBo/sKXP0Sm2YdtL4EWjoOrC0C2RzE9CFg9jDEsfNg7aS86ohCw72MYtJ1jX0SaRx7tP2YqwrnNVv1R9oUsaXTBHRLsnadCVTNGocOC2UVWlYNy/UEPwAJaVjWJcrguQymlrOjJSSDhInjPE+0myxrly/G6lh3LR56eLbdn5Og6ioAgihPg9aXOJxcnmI9ZrfNGspxeVC9ULIz3WQiT5EIbWfoLGpz/LRZhTzxKKyJCsShI0OPRKQzXR+W3vTiizZXgeUToKUTXE88OQsxcwSYOcS6wDv+XUYbGt7Kfu5vfw7/9N1/8l87wsHJ3z2JueLcCEeVzsZAm9ak5NKEfSRSMVyzwAQUj+cSX6fX8FoUmJKUQLMKNDaZQDSqVn7KAkWlJqhRgxA2UJrwPegdF70n6bNstwLzEKlFl7roblF2JvGzfM03uVQm6fhGqJrcDtCssSCE5YA2ljinWp7h69RqQBQnGChbDQNQ1fewLAhJIc/cf8/8LhEbOsCa7GJNhNvDnXP837exCVo9DVp8lL3VXAGYPsjAOn0A1nZKbPo1Jxtu+7lHTUqJyz94Ob5y8isoZor4zK99Bk8/+vRRDyuVjYG2l/3wh8BP/ATw2lcDb3nzqEezs+Y35jaFFkRARiEKQrtmiQzQ0zsltxNIP0oPKFSYBTnUVn5xX0ctjFoNCCfLwDpkMlMvI9fl8xcn/G3percS/OsObCmxJwmgjTVYExX+HVwW1+f62AynNFp1IFcEsnkOATdqEKVJIJMDba4xMJUm+bxKtajrnHrBYJKl9HVM8I5NAYxh57hpswpaXoCYOwTYAsLJ7KHys8Cr9UlqG8uQS8eBxUf5N5qYhpg5DMweYV3g3SZmCZt5CHsoNLyVjclQj1f7x38EbrgBuORi4Av/Fn5PkzV0GJQ8Jk/tZkjZ11pOaTFCCD7hxz+mAtGucw2hjGWHW/nFdZzRbOXd8qTTh2kD1igADtl5HfZaQ2xZChq763tOCesjkwfyRZ7IG1WeNItlzoW2WSpUKPlCWjoOdFoQ82cwwJJMl+OLhq99ecHuNnw9SVZDMPI8UL0GkS9w5xxJgCV2ZeGUxvwFRn0DtHwKtPAIsLHMv+3kPMTsEWD2MKz8kEps+ra9HRreyrLvzKIjw73A/+rn/wqvvPSVIxpRets/y5lR2PXXA9/4BnDeeYCtvAUdOpYSEATQCJvAx4Fs4rpJs3kjjFfdHAHY8bxpVyu/zXVgfQGULSrQ7b+VH5m1tc0aqFkH5QoQ+RJ7CWJ3PIVeABu8R0CrySHewoTqOuPwAq1d58WHAKhV57A7Eee5swX2TJt13j9b4AlTuqBGXan6zLOIxsYyQAQxMcsA22lBWBbEwbNCoCfQ47pE89jmfRHTho9I5Wi1hi+GD7Assi9BayugyiTsyWn0+gq7YUTEOfP1JdDCo8DiY3xNShWImUMQT3gqMDU35BKbAWwH1Zp20+LIUJ7cH6m8sUfbr7UagLcH9H1Dk6EMPA/IwKnWcnGmNzLIw+Z3axn+rUKey95YfYOJVQVT+jF+rH5erq76XeZLLOW3C3q4XWOJyjBqZi7AHmqLQ7eUzUMUJqB7daLd4AmwUOZJUHensVRfUMtGNMxtAjZV11mLVgiWfiSPw8P+/n2GyHtNA73ywhHvdliRAyk9iBZLWtLyAlCuQExMjjT3StIDNtchlx4DTv2Q71vbUSU2R4C5o0ChPJgu8LDNclRJzv6tFY7ab378N/GBr33Af5138lh+8zKK2VFFCNLbGGh7WbsN/M7vAC9+IXDZZbt//qhnocsl/HZnWhBeg6AO+w4IqCM26rSB2hpPYEQMuKVJBiKSDKog9gSHpKKUemym5+y5gNsKiGAZFY5rN3jsUoJsh4E1m1N5U1cRhxy/eftALfK0h9lpcfmHk+H65UEkIAcA19BYjOOIFG34Ug1JX2fpgTbWgUwWolQezQKq3QStnQad/AGwcpKvV67IpKW5o8DMIVh+Xrh/tvHQTVhBb97Hqf3Pf/+f+Lv7/g7HJo7h1hfcigPlA6MeUiobh4572c03A//n/wB3fAT44feS9xOmGH2ftbQxk1bQ65TYUzFrH4Xtl6JAOAC8mElxNyYloQQLhhc6F5ksMHUAVJkLtfKDauXns2AxPHANtYjzG2lL9kqdLGvkNusc6haCJ7JciSdct8P/Ok0G2WwRmDoIgCAIgXeXyfG/fsfVboHadfZMC2WW1ms1mb2dL7LyzyDXQYsf6FIrbWnLjdwOS1DqCIJiISe14Uv1XUGgxdNwv/U1WEfPhn3uebCm+2gFuE0jzwNtroEWHwFO/oB/T2EB5Slg9gjEOU8BKub1jgLrCEH2cRIaTmO/MP8L+Pzffx7Pfs6z9w3IAmOPtrc98ghwzdXAq14J/PZvBduFAplMNtDA7fWgxV3ikIdqgKsp3kDYQw+P6liie/HugIX6rvIWBptOE2jVIVo1BrPyVKpWfr6Gr+6ratvB79VqwFcpyuY59Gxn2FP0OsGixu9uY5DHOm3+nA7x6jpiyx44bOh7UBvLQH2DWcDTB7m+kojFCgym90Deq4589AGu/tiI+Nootnji+ROUpZKOS9V10PEfQlSmIQ4dHUpzhq2M1HehjWXQie8Dy8eDdnyT8xAHjgFzR2H5zHjjt/ctzoPdRa/2cRgaTmNzc3NYXl4GAHzpS1/CM57xjBGPKJ2NgbYf0xN3XFOBXpcxBKhasKG/ye7xaqRLRiwr3GZOel1sZL+VX32Dc5p55VlaTnhyz+Z4le+2GFR17tMyQmu6uTnQk4DlNxQgqepFRSh8PyjjlVTtJ9VVP2DbgajM8uQZI6morS8QGjA0HHxcfV57sP2c32xUYDmhWltSqmC0sc6LpXJlR/PrJD1QbQO0+BiwtgBUV/jxzeaBmcMMrFMHjEVSErBGt+2yCUulKfZ/E4RB7fDhwzh16hQA4Otf/zouvvjiEY8onY2BNq01Gywzl+ZymTWEIXnBsQHGBO65oPVF7jJiZyAOP4HDxzpPp+t23TYvbtxOuK5XK3UJofqallThfZAnHKgLTdxv7HZ80YaBmrjr7+Spdm22ExaAUDl2cl2WNYzUhKY+p5nL9Y+N7r97HkJHW9Al79i3qeboJCxQow7v3q9DZHOwf/wS1h0eMiOXiDgCsroIWjsNLJ/k0H95iuu3J2aA+WOwCiXjU2mBdQRerBC8MLR/NELDW9ljjz2GN7/5zXjuc5+Ll7/85aMeTmobA+1W9uu/BvzKLwFXPMvYqEpl/FZsu1ciE9geIF+kNJ+dWtsAbSyxSEImBzF7hPOumSwDWavO+U4dchRK0k+XwQB+vtqvNR1CK7/QIyA9UGOTQ8sri8CBMyAqU30DTYi81GkBzU0QeEEgsjnAUKSKlVpUluq82/Rcu8bsE+u2nwsnIshTxyEcB2Jyyu+2Mzx2MrPPsfAoaPkEM7oBLhWbPgDMHgUmZmA5xr0gVFoGJp9ij3mxlhPuwjS2fW1jMtRW1moy+1jn+QBeXZqSZZ4ixOyq7ebDr/KbXrcgh+/9eC5fB0MSjzyXPcBcQYkrFAD7IKypuQBMpeScp+0ApRSAFonyCsvyvVmaOsATbX0DWFsA5ctAqQLkulv5aXCjRhVYPsFjKE0ClTmIXIn/njmUGmhIegAEe28bKxyiFBYwexSiXAGyc7HEJYrzPPV32+rcSQA76KKAX8FcBAxqvngIEaxDR/laE8GSHveR7YMsZZrstIClE6D1RQ4BV9dY4WjmMMThc5iMVpwI58r1IlgvjP2Wi2bZmvE7+PXmESZ/cMAtXg9owlaLyh/d0PBWJqXELV++BT977s/iSQeeNOrhpLaxR5vWpGQgMUUrHscW8sg0iGpWrpSKSOSxx6nk/QAA7RZkdRlYW4IoFCEmD7BakbW77cmo02a9ZbOVX74EctvAyin2gueOcSjRb44eEIV6yh5KyeFdYXGD85VTXJZUrHBNZXFyS1JPV7mO8XfP6xTLUlf7DwKwvjcNbFeEXzOlNUmQNjc4GmCCXh9kKUkSqFWBpeOsbFXf4M+WJrkt49wxYPqgUWJjWgwYhkrh9GYTWM1tuwCs+lzj0HBq+/V/+HXc9q3b4FgOOjeNUCyoTxt7tGnNsgAX+x5kOVcI+KQeV4NoJyjPIN1j1Gax80yO/6/LQqRUq+8Mt12rrgDrS0A2DzExDWvuGDB3DMDwynD6NZHJQlpTXAK1uQJsrgK1VQjL4d6d5Wm/nlUNFEmenJSS63cBJi6tnGRQKc+wZu3hcxI/G7Vw9yAZCFyIHjKRXeCqPbLBcv9da+ttMn3JdUGryxCzc4Btg5oNiEIR1tRM984xylIgJkvJThtYX+SFS3WV5QstG5iahzh0FjAxA1Rm05c0CRb98MGVSJ1bGN5tjNeqFy+hUHroG2PbYGtnOMozBte+7NgkzysFp7DFnnvLxh7tVvZPHwee8XQgv9eEq8MPekhQgYjrP3Wdp25tFvUktO6pLnDX7f9EUoNtPmegwavYwmSUjIxAnUkbe5qBd+Z7a4Y0IFp19owaVc6Bqc5CwmTF6kdC92FtNTmvWijz5DhgiQ0RgTyPP26ETWOPE30spRchT/VvSY/6QOQun41NAeB7HoTTR15ceqC1RYhCCVRdAX33G357RTF9kElLubQTquZJUACi/vaoJ5uwjUcW/uwwPdlxaHjbtra2hj+9/U/x00/9aTz78mePejipbQy0W9mTLgJ+9VeA33lDeLuwjQ4mihm7Q95ul6iCDl/7daKR/qCZfPBAW7YCWXWMQWTyVMNuAEEeVunyjqbnZ2ChGs/aOo/TyXKdbS4fGlvAdlbfpVEF6uugTov1grPF4Lo5GV+0frs5y3CYGOhJNIrJl6qdh3N+HfIecEFk3ou0tgJRmeJ7aovuM0QEtBqgzVWIyTnQ4nGujT7jfF746GbwdsAY39KEzZcnpHcrgsWfCbjRPC0QEzbeCmwHAFohmM9hZ8be6zbtpptuwrve9S7/9dGjR/Gd73wHxeJYgnH/29ISMDWpAMaNTISqR+uA5oOETyTygtf6bx3GdbLKA1VAoL1Tgu9R9CvIn2p8CTYyr5WIyzXqG0B1mRcd82dwc/KE0ps4yUAf8Nw2E6iamwy4ADOWy9PbbuVH+re07eB3Qsy1SwJXYFsA64/BbQf6y4MCrIqYyMd+CO/b30Lmip9hEY1EHWQPtKZ63BZKoIfvBabmIOaOgupViGJM1ya9kATC5U8hi/EyNYBFATfRk+3FNo57PcAUOQ4ND9UeeughnHfeeV3br7vuOnzqU58awYj6szHQ9mvtFuD2ZhiHyiS01+l5POFJNwi5OephzGR5xe25ClglAIMoEhvG3RnzWcS6J6pUQg1dILa9RUY/JjttoF6FsC1ubC49kPQgbPY8Eyd7X3BBsaXbTZDXhhA294n1XGZGOxlYSiJxWK38yO3wb2408A6NMw5cfUGT7S9iQrn4uPOnOYZBlpKPfh/I5WAdOtZ1HCIC1TYgyAMKE6DHvsN9gM/5cQ6/uy4rP6UR99iSLKVCxELtGwJRHTo2wDXWk402ydgKbHuZAcTj0PCO2etf/3r86Z/+adf2XC6HZnO3Kz76tzEZKo01m4BsJXt4Zi5Q56ui+VFLhZq1bJ+uJzQnLasfMfDhAV1YML8D9hIUuOpJQzhqclMexw6CrD/BN6osZiFdYPIAawzbDjf57vF5KblDjpAe92sFOKzsukA2B8qXuHWZ7XQdp6uVX22DCTq5oqrP7d3Kz7+Wcc0DzOusXwNqMTUkgFW5U5IuN7zHgACr8++SCVvWWef6x5GtZsCne+whoN1kUG01OOd67Dy+tkIwQa6fk8eRpZDxG0sEUR74XAIfcEmVWPl9mo1Fo9m7WYfP/bBxlBAViSoAQJJnKwA4+XFoeIdtdjZe9zqb3R8NFMYebS87cQJ0zjnAK18BvPsPeJsOB7ptrr0E8YTqZBXI2kNtF7YTFpCZJMsU6nyrlCAnO5I2X9prhdvi61esKG9wa+KRX7MpPWBzFbS6AIA4zF6ZAUqT6ZqcJx0/RSu/ng3fE3KkwxQ3ISmBZo3Z4QM2XjCbBsil0xCTsxDFAuNVdRl0+hHuszoxA1p8lEu25o+xwtNONV9XylK+eIkuxSLDmxVaGtMNPjewJ2v8jiHmceS9cWh4V61er2NiYoIX0Ya97W1vwzvf+c4RjSq9jYG2lzWboKddCrz5vwC/8IIgD6pDWrbDE8Fe6E+7hXX9zG6Hw6RK8GEwcB3cq5ZEEJ4bLE7Cg+25UCEpeezVVaCxzjnbYgWYnOOWcVsJ32/DqNMOQstE4VZ+AGs0+3W5COeDeVBDHY/sdPiQRqlS3+33mg1eZG2sglpNiMlJzk9nsqAfPsAEpic8GaI8zXXImRys3RSz14tbzR7X2skEA3ATWMdx4CoQAVAgEWzHoeE9Y295y1vw7ne/2389MzODxcXFvdH/dwsbA20/pkUrOm3sVn5yOxbKtzZroHaDQ3m54sCavUMZj2e0ogM452o7iQ+MdJVH2azyZ/Nl7m7jZBDkN4Pa0l3rT9tpBtKPOp9brPBizBSSAIYOsLE9YfuYcKjdAi2ehpiZg1w6CWyuQNg2xJFzAMsBrS2yxz59YEtG8a4ZSU7HQCjegBM0h/DBNRI6BmK8Wx0mNl/D2N/wZMes4T1hm5ubqFQqXff961//erzvfe8b0ajS2xho01q7DbiNUY9iSwvr9spQiHJgABJ2eOLqYyzkdiC8Dvym1DyQnsAgVW5b+FED7flaQW9ePoMia/XfSH1Qi31ciJT04zrX6eZLTNoqVoaeQgidv90EWXaCMlK3SbcDLJ5QeWYBOv4QqLoMcdaPQ8wd4QWPZXP+eq+aVIs1P5zs8P1piTDrOA5cQ4zjLTzZcWh4T9lf/MVf4DWveU3X9gMHDuD06dMjGFF/toefqD1gX/sacMUVwK+8GPiTP07xgd1j4poWKhNy2+zpbaU21NcJ0tcHB0xVBnnR4TZ15GSZ3asn8Wh9q2abWjbLG6qSJ/IcFapUuVDLYBLbdkC62WELhP+hdK9VHlR/l0IZKJTZ021ssCTj+gKoqPK5mfy2fgsNsNRqgJZPQhw8C1au0JsU1mkDyydBm2sQlVmIqTlQuwGqrgDTByDOe1oYVGPIYXvOLAHWSbaC7k2Ww9t8JSjt4UaJURTxdiMEKGGrNnTjaXGv2Zlnnhm7fXp6epdHMpiNPdpe9u53A295C3DwIPDwg8F2ywl6mgIcQvR2V3fTByddp9lpc7lKrrAt4k96swF4rMbkl5KAO/RIl8OOuWKsvJ9Pxuq0manquay8lC34fUuj5JqQLu92W7f1YaTZt8FAeOzC4gVBjxaI1Gkx4NarDMZFFVpO6YHy6RRw1DZYPD+Tj/3eej/aWAGd+B7QqHLbwfkzQAvHQZYFUZmBKJZHKjAydDPJUorJz95tNE+b8HocGt43NjMzg9XV1dC2u+66C9dff/2IRpTexkDby6QEPvhB4LnPBY4cNkQlRpOf1Q2z4XaAzTWQ7TCY5Qq7MHmq8h5yw+FLtwNq1VTNKOd/uzrlSKM2GMSlNu2WAp8ykEsmY/Vk8+6gdWkSa6INROD1pe7sY7Tya2yw17RFKz+zZy+3DAznnpkEJQC3DTr9A9Aj3+aGBsfOU8pLp0HtNqyDhzn/nXkcE3gkKTEZTZZS/6L1tObrcWh439m9996LSy+9FJ0OOzUveclzuQhvAAAgAElEQVRLcNttt414VOlsDLT9mOsC7dqunc7/aVoN0NJj3H4tm4OozAFzR3eNbRcSfug0QJ0219dmCz4DMwQCrss5y+oyk5g8DyiUfLIQsoUtxx4GOto9klPS4yAln3+b15ykZ+RzG5zLNVr5BU3XVcTCyShmcI0BPlcALZ8EHf8u73PobFgzh4FcjsG1WoV1xlnKU0sW89hdS6hBHbZpsqImS2mynV4YWzbXvI5Dw/vS5ufnsbS0FNr2r//6r7j66qtHNKL0NgbarewDHwCuehZw+PCunM4XW6+uANVVbow+OR/r1ez4OKL1htoztRzltQqWRGzVgeYml9kIAVEoM6jygZhgkxKg/NuxUWOpvun5XckddnmwqtxFFEqsg7wTpUJuR+VzNzgfbTkQTpbFMuob/J1LFaBeBS08Cmo3+XrMHObIgRDwNqsQ1Q3unONktk98G6rtEsCaplXXzNrb7FhQ4vFgcff0b/zGb+ADH/jACEbTn42Xdr3sIx8BfvM3gQsvAL7ypfB7wjb0WAXQaQwcUtaauLR0HLS2AFGYAKYOQBx+wq6RffxxEAHtJtDY4BZ4jsOKTNk8LNsJSDntJne22VhmoC1MqE44E6BsEZYVjDnt6El6oMVTEOVJoFiCKJR2/LuHiGREqmyE66TF9PyOnl84GcjiFKjdhnBdDqnbDpOoWg1QpgAxOQvMHIL1xEv8z0kpgWYDlMvDKpaAYok75+wakKQl/SXVpu6g6WtgKUlTt6UU2XK9Pze2PW9CiK6I0+FdcoC2a2OPtpetrQHPuQZ47WuAX/nlGCAdfALpvuykusqI1K3GtmtExJrBWs+4w2pXZAkO7zoZJeJf436z9XUOHzsZYPog17Jmsjzm7XSXaTUhH/wGxBMuYA9+pz13ouBXk0qDWuePM7kdPb90XWBjicPG2RxEZZY91uoq//4ltchobAat/EoVID/ht6KDbfPCbHkJmJlNXd6zM9YLdEfg0UbPrWtvhQUUp8Zh431sUcGKyclJLCws7AsZxjHQ9mvbqKf1L3W7CVo5yeHRXBFi9jCsfL+tngabxGSnpRq1LyrJvhI31C5PATkeg9DkH8/lrjZuh/N9WW4CPyzPiUxdZf2tdgpgledKXkeVDrkMXLlSF6lpmGOQzRorWBHxIiKbB60ucFg8XwSm5oB8ObaZOXkei3RUV5n05ErIU6eAiTk4T3ry0MbYvzHjPGy97sddBlyfVazBlgLN8UwuWLSMbd/ZnXfeiTvuuAPHjh3DzTffjPye6xMeb2Og7WW33AK84x3ARRcBn/o44PT/cPqh1voG6HvfAJp1iEPnMIklu/PhLCklhNuGL3TfrPv5QOQKELbDilH1qlLdIWYy50u9vVXLMRoM9GdBTaoRXt4JgDXCwmTpHqdx51Fs4m2OQXoeL2I8l5sT5EuglVPMNiaAShWuZ83mfEGFnp2HPBfUqMP76pcgZmZhHzkSpCh0qdA2W/mxDVr/bQFCXeNUNmzA1eM2xCdCpTz6fBHvFoLTHEO5dmPbTbvuuuvwz//8z8jlcnjwwQdx1llnjXpIqWwMtEm2sQFMTgavX/2bwHv/V/d+WvdYQD3EJlu4Dlpf5rKXiSnA3h0WqGw3ecKvLgONGnewKU8DpSkm9ujxmVKBWhrRshJLTvzw6jDC5TvJJKZg8iehJlnP8wllURt0DLLT4s41Suyelo6D1pcAEIeEJ+eAQgUCelFB0H1pEwHW7QBSQj76fYiJKYi5A137U6uucuM1rucuTfJ5+q6fHgRghVIKiy6yRuW1GucO1cdGamf1fn4bPpcXnsWpsXe7j8x8Dl72spfhQx/60AhHk97GCYska0caBWxuBn8L1fJO2KrfJnuCAPj16R9yaHDuKJfh7LBWbKBpDC4DqW+CbBuYP4uBVWsBW7bSam6xuIHFSjiWk1Eydgnj9Cetwcle1GmzZq7yKodO3AlJT3oKYPVDKQzRfQpxdNJ2nWFhDgXWjSpo4THQ6R8AmRxocg5i5hAwfwbsw+cEQ/LVrvQ5BITVDbC+h99Rql4ZG9aZ50Ik1L6KXBGYL/LxWzVeVK0tgHKqhKpnKz8TEPv4PUMKSxpkTaDeYZCNBVGBoEGASADZiFdrKkt5LlBd4pRJvryz4x/bUKxQKKDR4NTdVVddNeLRpLexR9vLfvu3gb/8S+DoUeCee4CJMgOV5wbiEdqaNVBtnckr5akdr3GVrQawucoMYelx/k+HwwxxBUiPwd/r8KZ8acjKUXH5OrZQiFgJLwwVYKO6ziSZyOVL72mxgv69WFLARxvLoIVHgMVH2XucOghx4AxmA2dyySpNKc7n70cEOn0CtLEOcea5sAr9hzT9Vn61dVYqy09w3t1o5Tcc09c2+psn3wfbO50WngiaRsSCLIBur1YY70cZ0Or/0lNa2mOy1H6wRx55BO9617twxRVX4CUvecmoh5PaxkCb1qSEbFYhDEk+qm0oHdmZbbSaS2e6vjYg8tjcr1VLzXXaoNoaezdSqvZtrD60O5KMkbH6IMf/GVqI2JeeVCpdwmZRh5hr75cDGLd4HOgQEbfdW10ArS8yUazVAI6cCzF/DKI8jTS60f6jpD1ZOxMrHkVEQG0T7pfuBi0vwP6pq2EdO2to14hb+a2r3DCxDnN5GmI7JS6xoVh9Pczt2wwhm+ex7KBRgNnYIqTyZICs6WH38mrDJ1Sh5DFZaj/YN7/5Tbz3ve/FJZdcgje+8Y2jHk5qGwNtL6vXIW/8FeDXb4R47nN5m9sGba4BuQKsYiXY1xQ0H5KFQo/tlupUo+t3LX5dr3KPUElAhlu17Uj3lRQdfEKgJr3h1gDL6CQLQAg1GvLzyxCWAbBaOlHvzmORrgtsroCWT3I0IJODmD7IHmC7ycdUdcNpjLTWs5Qc/o2RxCQiUL0G+Z37gEYd9qXPBDLZIbSgS86zEhFLP26ushqVk+U8fTFZ+jFkocbn/kbDqzS3bTNvKxzlJStAtOyAbBcCXANku/5OC7IJwDsmS+1pe+CBB/CkJz3JX9D+8i//Mj784Q+PeFTpbBwn6WW33QbrY/8IuueboP/8KUBYsAoliNkjqqmAunytWkworX/zwaHVANWrHAp0lLKNkwU214DNFS5JKU4ABW46vitSjD2+nyRAdFrBAgAYDshqz1WDqPbMtVShb8I/HxFxGFULiRCB3DZEp8ViEJkcxPoCaHOdQ9nFCjA5D8oX+ToWyukFNvzQrwLYbIFLdsx9pFKZOnUc3nfvhzj7PNhPPWeI4VwT8CwFeEzKE0Jw/jFXZPGRZlXlc0+BsgWgPMOgm/Q7mdc42gVHn0+T43yQNT3MFCAreHEUgKrDv3ssyNrBfZgEsogLHYdOaIwr8p6wAVstIhobQLs+JkvtIfvgBz8Yeu7vuuuuEY6mPxt7tL3MdYHXvhZ42UuBn7g0kCAc4iUjKUGdJkRHleDkS/yG5wGdJusbd1qsFVyc5BD1nmjEzblQ6jRVT9AhlepI4/pGJzjtqXou5yFzRd+DBQzgczug2jpo9TRw6gfs1U3OMxN4+gAwMbOtcDqPweOSqGI5dlEhN6vo3PEh0MJJOD9zA+ynXLqD2sP9sYfJc9nL3VzlezpfBiZmmR1vXvNEoBLd5zNBsOe4DIaw9lp1HtX0YqMRIrOcrAtwDZDtGTqOGUeS1+2rhUle2Orncmwjs7vuugsveMEL/NfnnXceHnzwwR6f2Ds2Btp+TEoWedhGz1m/PnJ9CVg9yaGqEgMoNxCvctuu8iREocLhxT2hWxu2oXbV0flnIj/8axy05/lkuwmsL4PWFoDVBdZcnj3ChKXKrB/+G8Y1DPSf4xcVJCXc79wHq92Gdfa5wMTk0M6d3voTjqBOiwG3ts7XX3n4XaVCcUAaC64x548SmmzH6IKlXnsevy8Eg6rnwgdkiOA8SR5uEsimztUmjH9MltpTdtNNN+H9738/zjzzTHz2s5/F3NzcqIeUysZA28seeAB43euAa68FfvtVAx/Gn6Db2kNVXiAEs4Z14/B8mclLMSUgo7VgEhsawPo9bGM+29UU3gu82WaDQ3pCQORLPPHW1pV6VRYoVWANObfmM5BXTjHbOB/WYNbvc8jT43m6uPM6zf1bAsAIi7sKtercP7dRZRArTwETM5FSITM0bFrUexUs5K/b12lA1YL/QBDeN18TDFBVgKzB0WQ79wwpxwHuVmHkHma24RuTpcY2gI2BtpcdPQqcOMF/f/8h4MC88abgh862AdcD3Kb/TiC12AKtLzCLtTwDFEoQTpYVlzJbqwPtJUsE2Fg2as8D6T/gT3SErokruIYN0MYqaPkEcPqHnKctT0JU5oGpeQYC296Z7jpSQq4tcqi+MgMY7GkGVy71kg/eB8zOwTp8xq7pVAfWAyx0ZCDu94n1Rnk7yQ6HxWvrDL5OFqjMsRKVeZnjfnuh2tN57WSA1WFj7bVCGKHhJDKU9oiBbnLUFp7soOSoqI3JUiO3P/mTP8Hv/u7v4txzz8X999+/a61Ct2tjoO1ll14KfP3rvBpeOA4UTaJL+KH0L2OnrXSMqwGYCsHqTCl7se4lG4oHG3uLhQFW6rD8+hKH1bXC0oGzgJlDEKWKIToBnmiVpzVskCUiUHWVBSomZlgtywTYVsv3srmUaje9V3U/JYAkbMtXKAu/p4hSPpj5b4RBLfIZctsMuPV1Pm42D0weYInJ0L6KCOcp8RYhACsDX4VJj8EHYWMfz4UfVg4BLsJebc8wcopcbcirHSCMDDDgj5WlRmaTk5PY2NgAAHz+85/HlVdeOdoBpbQx0PaydpsFK665BrjwQt6mmr/Hdt/ptLn8x1P5xhyL8O8nYNVmiilgbQmUycOamEZqUQJNahIiACSfBGNBSg9Cd1URAthYBlVXQZ7LikgTs8DEtF9iE6pRtXYmEiA9D9hYgijPAA6HNf2SoHYL3le/CPfjd8B5zvPhXH41d9/pOYZt1pSGDhUX+gRgZfl6uC10AaidUcAQAV4NeG67+zO+pxs5l+VwW8T6BoMuwCHU2aNMoDKJSo7KuZpMYssOANbP08owaPYKI0fLf0JhZCuoJw+FsNMArvHd+/mtJAGyo57zMVlqt+xlL3sZbr31VhQKBSwtLaFY7LcZy2hsDLRprdkAea3gNUlubVZb44c4r+TvMrnYTiz7xQJA8yCXTkGUJmGVJ9J+OLrBn1hlp8mAvbEErJ7mZufFCjA5xzWsk7MsLaisKwdq2E54sKaHrM8hJUE+8A3QIw/DOvuJsJ54wc73B04K6Ub3iavZthz4Ck1RD9VylPfY6v6cnTW8SvMzhscYnBzkZFlHe32BGfGWA1RmWTXLJzmpzws7AKTUYWQbodysZYXzseZ3T5OfDYFvXMg4zlICr15QjMlSu2b1eh35fH5fOTBjoO1lX/kK6OqrgF96MXDLe3hbq8FgYTtcJpIv80Mmva0nyD1sfslKqwFqNSGmZlPUeqpJXefiFGBJUmHgdgsggsgo4Xu3wx6/sFjUwRT5lywuYWoBD5XZnPSdg1fQHiwpUX953z0QZ54N+4KnAjuUB96eKa/VB66Id+rk1Hvak9RvWYDIAHC7gTQWdNV5LBWWNrxQEhawdpqbHEgXyOSBqQNAaQrCZw7HhJF9j7tjhJEjbGTLVp5qTG426tV2gSwF5yYgOS8b/XsAG5Olds+q3wMeeA8wexlw7stHPZrUNgbaXnbTTcC73gWamQbd/1XAycMqFFXozeH/d6Ihu/1lgbSjp1bjKQX/DVKT7LSBjRVuCVdd5v6puSJ7qZPzwOQsUGRhjaTbLdaD9VyltJTvIZLfv4XC4p02l1BZFtwffA/ev/8L7Kf+BOwLn8pKWxguuG/fVCg+iYBmZw2mr2GWrTzaduQ9BYKQ3V6wozgGXjucC7VU3bTXMbxXh5nLKyc4tEzELPqZIyz9aIaEtQfrA6oDIOLlmiIWOr0gjTCzFncBkFjmE2JIR//uBbgDAq8uBRqTpXbGmkvARw8Fv/UFbwYufXfvz+wRGwNtL5MSuPlm4EUvAs4/jx8i/2Ha35et62dXuc94UBF+5x9JxBPp2iKo04KA4HKXyTkOn0sXEHaXtGAIPC0V/hPd5yOtZdxuKq93eJ5BIGihJCt1P2DXBdU3WdUpmwVIDhXYh2tx5TXJZTshwDL3d3LsTYY8WuVl2jYvQExv0cny314nDLq+Rx0OD1OzBqyeYtU0YbH04/Rh1S3Q8Fgh+LP++Z1AxEKonLEfRkakD3IPr7YnyJp/9/JqBwBcvXBVEqRjstQQ7ft/C3zRaCRQOAa88NHRjacPGwNtP9ZscBhunxvXo9YhTz8Ga+4QUKok90eVHqi2wW3Ylo4DGys8gUzOccegqQPA1IGealVpQsBEBFpbAjZWIc44NxaEBzVdx0yNGk+z2TzIk8DaCsTMHPxescPuLrSV2VkGtXYj/n0NcIQYT9TYxxfS6GU61xmjV21lAUEBwAGBB2yJbtC1VDTHM8LIuqyHjIWoECDhsGzo+gIvcOwM53Mn5iDMJgHaKzXzu0AY1NN6tYlNB9R1GDa4xtmYLDV8qz8GfOxM+L/PE34DeOYHRjqktDYG2q3snnuAs4+yp5NoOr8UU1axh4ykBJ34AdCsQzzhwi4wk1Jy3eTaIrf8kxIik2VvtTylvBpK7e2FQrQA4hqeExGoVgVaDYiZA2q3IeZh3Q6oWYMoTKhepCqX7HY4x9hqwCpNoF8Zw4FNqGuXVJ6j2xy2G92eqOlZunHAu0VYuWscJlDpPKwCS/P4qkMSgG6PNjaMbAfH8Tr+8QkCWFtg4JUef9epQ0C+DBECckspRcWRoxDj1RrfuRfImmzj2FKfyLUcBuCOyVLDtaUvA/fdDExfCjzl7aMeTWobA20v+9rXgKc9DfiZ5wAfuzPYLmwWnbAcfsBbtdGNMYWRlOxlGLJ6zKr1gFoVWF9gXeC1RZ7QKrMQEzMsCFGZh+WoGknhoLtDS8z5iILJrocoB2lpO/XeMAFWqlIrkSvyJF+rglaXYc0dBDXqQLkCq+fiCQms2+1YwoTuT/ox7+labLcdA7zai5Ts8XadLurtRrw52wmAu9OKMH3VsUFhAlSvMLJusmHmiC07kFg0cq7kuSxBWq/yOQoVYOYwpxxM7WOisNcMRF5TBGTN0LFAfHnPVrW1Q7YxWWpo5koXf3//3+PSw5fiibNPHPVwUtsYaHtZuw383M8Bb3gt8NyfVaGt/XO5SEsCuh0gm+M+pRsroHYdQkoWuS9Pc5kNKML8FcZkkG4C6qvhuc7B9dhvECOjXzBAgKfUfIgg65sQUzM700YwzuwM/2s3EestCzvwxkwvNKlmVh/TssPgp81yOPfqNrsXCJrVm9HA2g6HirXXqstxvA5CYWQny69D4Kq8YGGr7W74XLou1mwMoL1VNXYSFi9UVxdYWtOyOZ87dRDCXBRYdvj58xnJxvjNxYBfWoZkkB0m8ziN+fwOcIOQ7fQH/hG1I+85gpObJwEAn/21z+KaJ1wz4hGlszHQ9muNzfiw3x4yImLt39o6C0FsrLAMpNsGKnMstl+ZBYoTnFvVLGrL7nOlzeU9oVtIAWgiwKbYbxDzSVStGuTiAuC6sA6fAblwEpidh60E/hMtTf3qdk04LGKiuw/F6QVrj84MlSYfUHmdMMhI+i3BOWAnqxZb7fAxTWDtChUroNTecug9S0VGrDC4ag/ZcnqAbicM7H73HqWjLWxgc5lVwbwOn3/qIFCaVPlcdOdqozKTUS8+FbDuIuCOyVLbMvE/gvniV3/8V/G3L/rbEY4mvY2Btpfdcw/w1reyMlSapgL96v4O0aTbAVoNwOtwDjVf5Pmi0wSIQDZrLFtS5c38ydQZ+EEPbh3i8FgiaxlBeztVOzs0gJWq4wuItYeFAFU3QPUaxMHDsDJbhId7WSgXmMaSJumE7XaG606ljPdCQ6UvKYBXWOp4Xjhnqj1CJ8t/kxfxiHuFkRHkXAUU8z4CrnZG9Q2OiE7YdiRkLHixIdBNvNLsaBU2JiImUNXWVD63CEwfZjWukBdrerWR568nyALpgXYHwFdSIFc5JkultmPvPYbj1eMAgM+/9PO48uwrRzuglDYG2l5WKABN1Szgzr8DrrvWeFPnz1TYLC5HtkMmiQJvVesCN2pAqQJMH4SYmgcqc7ByatL1Q7VWAKp9A50Sp4ABsEb4tyfAqlpVrb40lJZ1ngtICVo6CdhZiFwecn0VYu4gRKG4B2pfdamKFzP5J7CEhQ3k8hxldlvxZTm6NCpalhMKs1pB2BoyJky8VRhZea1CLTRM0PajH04EXKFCww6fMxR6doJ8d0/Q1ekKXZKkmMudDrB2ivXDIVj8ZPoghDBSG2aZTyxBKq7sB+Ewfa+Qfdd1HpKNyVJ9mStdfPzBj+PiQxfjnOlzRj2c1Db+VXtZ2wDPhcXu9zvN7m07YEGbvRaHrjeWgVYdZDlAoQxx8Cwut/E8iGwOfru2VoMnGE1I0brDA1kkRAwAloCAyofFjVkDsZrQxRByo/5xO20Gg0xedZeZhD05vY0jb4d1HOcRaY9Fb7YCz80EIZO0Q57qd6zfEoCjWMgaeEPgqz3VTEBEcltBaLrTNPZRi0IQh4I912AEK4KT1hP2OkqIpRV83s4GHq3bBtA23nOC/K3uYqVrbAEes2toIesFiGbpa+UovS88BN48IBwC5o4xa7lRBTYWgcceBFk2UJkHJqbDrGVCMsiGWNkRIlQsKcr8ewd8Etvw5msrY7JUD2s2m3jKU56Chx56CNlsFrfffjte9KIXjXpYqWzs0fayW28F/ut/BS67DPjkJ3mbdJPrHodksr4JrJ0GrS2qptwbnFOdO8JKS6UKhJ0JVuACLByh6wrNWkNT5nBA68qt+upR8bfOTmgTExGoWedjESnijz00D3no5mQZ3EBMhkryTn2VJMNDTfR6LS6J0UQgL+KJdgGvAapdYWSVZ9XAanrImnEcR4wyy4C63kuqsVXeq+7uY4KgZu5HGc9A9zaDgUxEwOYaUF1SjPosMHMYyJWM0HIPkE0MKyfZmCw1arv22mvx6U9/2n8thIDruvtC83gMtGmt3Qbc4QOslJLDwIvHQZurXGdIBEzNc/3qJK/YLSejvDnJSkYPfQskPYgLnwZLszE1q3NbnmtgQYhY+i3Seh3V9zal5JU6tg+yvgazAlhaXQJBwJ4/uK3jJluPCdVywOAUIR6lPa5ONZCXIN1pGexaExitYBHlH06FcDWoak9Txny2K4wc3cfI30ZDxf6CwDFytJH8rWZPS1M7WQT5f88Lg6ZQpC9NCgICMA7lo2NAVwhwGiNgapP0OH1SW+Nt+QlurehHUKLh4h6h5N0A1F42Jksl2tGjR3FC9wdXdvz4cRw5cmREI0pvY6DtZf/4j8CNNwLPuRr427+J38dWE10si7TbyHNBrTqHgKXkyaA4AWQLwcMf46WR5wHLpyG/9Bng6NkQT/1JWEAQkgSGAq6AAbCdFk+6hYktABYcstRAjyEBrD54fZOvcz6/g95rwgQbVSDq+pitwtcqHKqvWRrbkgyFwLvUov5S5T+9TqS8xWAKWwqI3E7Em1XjdTJhRnE0fys08FJAformd7UKlGt6qPo9gwQVZRlrTWNzu5ZdNEE61qu1jG3G9TGuA7VbTKJqbvJ4Jua4LlzfN12ExT3ARI6zMVmqy2688Ubcfvvt/utMJoNmszn2aPe9PeUpwLe+xX/X1oLtQjEqYQU5qRjTgv1UXWX5woVHGZDL00xYKk8B04dgZZNDRIFHpzZYNv9p/mxDutH675ZjgTrNIP+75f4pxyAl5EP3w/vi5yHOPR/25dfsXu0rgMAbS1hAJdW/+u8r9q+jer620y3CmAxVCMLJXhxQajDTxCOoHKgK1UbDyJoVDBhhZC98Ts04jgtH6/NpBaiuMiGj3Ee6YXKUD64I19NqMPeZxmYoOVrepDxgv6QnCXSFAaKkZEY32dPtNHn8M4fCi8aeYhUjBlptY7KUb1JKXHfddfi3f/s3TE5O4pOf/CQuu+yyUQ8rlY2Btpd99KPAr/0acNVVwD/cGTB4E0otAtH6Dmj1NOjUD3iSLZQ4t1qZBcqTsFJIGJLnAYsnWPh+eg4ggiBj4rG2B2hd4yYCmlXOK2a2amg+CCinOBYR0KyDlhdZuWl6dqDjDWx+aUxC0wgNcEmiDugBvpbDoWPt/UdJTeb5NBBpkNSebCygIlj49QwjIxxu1nWw0fysySoGgprYOODVhK+ohykMb5QiXqrv7caEn7v2t9Q1Nb6vBl2S8JnK+r4L5WMDFjJJYtnH6gp/l1wRmD7E97l//YF4MB1xKBnAWFkqsPvuuw/vfOc78cxnPhNvetObRj2c1DYG2n7MyNOGCULcBJ4Wj3MN69QsRLHCOc0+u8AQSZ5U65tc6qGJR32LSaQ5FwUTuKqhTAZLBxCS82ER2xbAtltw/+VjcP//z8E6dhT2L7wczuEzBzreYNbDe7VsZv1qofy4mlqzZWI0f+mzbr0E8M0ocLQNMDXISVFPtgt8FZvX93opfl9gi3Czzj17Mfvoe6+HR6s9Zx3WjuZ3tQQjRUqIzPBwSJDCLGEyAdaKLHJFUDZk7gdEQDcgQZHXAdaXgfoaj6U8w4x9/zndI55snP2Ik6Xq9TomJiaY1wLgpptuwjve8Y4RjyqdjYF2K9vc5DkoqvHruqClx0AnHwZyRS6xmTmYyluNM1/QQbGIfcH/HWjXNqg3Oiw2MRGBNtbhfu6TvDiZmYJ19Q1wZhIITnY2yFcNy/wWbQmCFBpYIMLn1vlJLaQfm48VAds7WmfqZILFTbSTjglaOt+t99UgvmUYOQmo9bG1gIdMCDdbAeNY7xMCMu3R2rxJut1AFyJBxeR/tSJU1JP2G79HwsHaO40CeCh6IILrFSI9qe/qH88A3VaDS4WaNR7X9EGgaK1JGpkAACAASURBVHay2mNAC7B3SyoiYDksV/kj4t3ec889uOSSS/zXz3zmM/HFL35xhCNKb2Og7WWf+hTwvOeBnnEZ8K//Ange5OopYHMD4vDZsGYOc21rjzxtTyNAdloQ9SqXbTg8YbIHO/yHJ/RTK0H/aN/YLT8HAATlAaSvO9XCFd5990Dedw+s8y6Ade75ENMHkKwUFYhkDM2EUjiSkfCw1gnuUk0yPysARPOF6rPZHL/nk6Gij5UO+VsBYcnPM2qCkxsTFk4IIyfuHwFrINi3yxuMMJJjyVOGPCeURxsK5WrwNPLFXZ6oDhnHvBfr1eocrt4e8WCNMh/erEQyegmDxIEuAD+fW98Aqsv8+2XzHFrOFozQ8h6bJn8E2/BJKTE7O4u1NebLfOQjH8GLX/ziEY8qnY2Btpf953+CfuqnQDf8PPChv4Klu5lsx1Q+lLTMnWXxQ5PNpwK9wU4Z5I7RaXGj9hRAHro13A4I6FvSkIhASwto3fbnENU12D99JeyLLoY4cEYPgN1N095nDDHHyQah10QAVccQCANeJhd4j1oRSXoxXqwJpI4BPDsBvplgrEk5XHO/2FCyAax+SU9MLa9JgooLRUNEvFf9XrSuFoZXawKsCC9UfOKUCMZuHjdUl6xrwM0QMQAQp0aqq1y/Ll32GCfnYysB9oT9iJGl2u02PvrRj+Liiy/G+eefP+rhpLYx0PZrrUb/cotGPSp5agKQHrR8oyjszGo0VAfbo11dz882NkGbVVgHz4j38np9Xkqg3QS5LkQmq7w+9ADYXp7DAF5FtIuLeSxHt5eLJ7b53iso7Gk5uQDctopmaICwnYClHvVidc1ktOTE935ThpE18FiOHxlJLAUya1ntjMIcLwakBcIeLbrJUaFws4gZm3rfbHEXChmbnn3Uq7Xg5467tovusXY1tg+Hiv3fhOJBNvqaOm32cmvrfJzJA9zgYK+FasdkqT1vY6BNa/VN9AxjxnV/0fWXXofl4zRRo14DCkUGnx0wX7KxWVO1mluziMOfBZNsWnWgNGFoykYs8p2JCLRZhftvn4LIFmA/41kQpTKo1YAolAfwCqyA9DMUE0H9qCmAYGeUihMUwailJuyUx8wWQr1+GQy9IAwbJUJFAdgPu0r/fvFBJ9aTNULDXQSqCIhoQLXU4gAynkBlgqr2irYiWukoQFy4WXu1JONreUMh4xjg1d5riG2siU4xABsn6AGEAd8v59kaZIPXxI0r2k1WoWrWGMymDjI3Q3vQeyG0LL1g4fg4JUud2DiBK/76Crzy0lfirc9666iHk9rGQNvLXBf45RcDv/Vq4CefGXlTBEo/nWYwWejL6TEjlGzO6dGj3wNaLYizngjkd0b03gdYrQMskrvpxH6WJIdI222gPNnXZ+XqEuj4I7DPOY+/7+YKYNsQM4f6GsdQLNqrtNdE6OddESlTccJyh+0mfG3e+AMF3pb2AM0mDlICkH0AcEwYOdH7Ndi9GrQ1YHt6/4Q8rv7usftGyVEU49Eax/PJTNHQr0GC0qz6rpBxj3CyjkxEf9MugNWhY2wBuujLsw1eE5cKNda5VKjT4gYHlTnAzuyN0LJerD1OyVJ/8ZW/wGs++RocLB3Eqd89NerhpLYx0PayBx8ELrgAuOHngdtvM96IPIRRqUIAsB0VeloHpma4hVuhtIMAG7Z+zsMN4tUkZtk9QmMBYPm1t60WkM0yeNgOYAnolnn9jmPbnkFU9cdywt6P8u6h611115q04WrL5nZt5vXR147cAKi6AFQg5OUZClrBxKg/H8mv6u+lP2vmZLW3qMOGSd6v1h+G2j/uPOY5QqDao8xIRzTiQtPmQkPnqKNeaGI4Wb3nk6EiQKp/567tIiF0HPXyI+Hkrpyt2m8LAQvyXM7lbq7yOSbnGXh3e2EZZzrN8DgjS0kp8Z4vvgfXn389zp8b52gfP3bffcD55xthN4/zcqE6WvWQqpUzkxslt64DgGJ5R/I6BHR5N30BbKQWOHmCiACs9ICOC+/er4IaDVjnXwhBLsT0oaBTz1AmGhXWTcyJi/hWdHH76XIbHe40G4dr0pNlKcJYc4vjIfC0dF40rs455IlqYIhM3tobtez4MHIiAEc/GxG2iM3jIuzNRlnJvUhXutwnqcxIKz2ZpTtx4WQNznHv+6SnBDIUkACwVoRRjTCIm+NEFGSjnqve1t+0SJ2WyuduAJkMMHmQSYejBtwfMbLUXrUx0KY1KTk/Yz64XoefR1U3SLUq5Bf+CfTQvRCX/yzEk58Oy8zdDcn4Fwv/bAMBrOf6+dOtFgJaClL+4CF43/02RGUG1lMvhZAuRKkCPWHtClHEzjGguy3Vsi1iulG5pYg0ZvPxLtPhxghpKpMPwEtbrPca9YSwNQjrvKpm5MZ6sTrcGjlGyJNNCcB80h7erPa4Vchak6PiQtWmp+y33YtTq9LAahKdYohWvvpTTLhZ5+h1uDkUilafi5YshcC0l2eLmPAxjP2M69kH6JIk5jZUl4FWDShWOLTsZEcHuvp+I8mLykJl34aT77vvPrz97W/Hs571rLEy1OPOaqvwV76kGH6+7F0OcuEk5F0fAJZOQTzjGoinXw0rXxj6MIYhe0hEoNo6sHAc4uwLewKjDg/LxdOQ934N4uBhWE+4ACKfD3JhA44j1uxMd/6uH9PSgHpx43VU3acMjp/Jq50pXQMAPamHQqtW90SVCoQND8wPI0fqabvyuHHH0CAe9WQl55HjiFRJudyQ9xsDRKFwcoJHa5KufCnFmAWECb6xuVoNrnb853VkAgi/F8qzx+SjgZjxxni2AluAbL+g66n63FW+zypzrG8+qtDy44Aslclk4Krexrfccgve+MY3jnhE6WwMtL1MSuAJ5wCvfAXwpjfwg2lMVLK6Bvmvfw98916IH78M4iefC6s0MfRhhH4i6QFCDCDtSECryV2DJmd6PuxEBKrX4P7zP0Dedw/spz8L9lXPg8joUKPnN6weyoQRx9jWlsnzhOC6QLuObu9RXweKASV/pyB0rNWg/HIRm48fYg0bhBK/9jUKXOq4IgJ8Zv7VPJ726LYDwibDtwtIESwIQnlZGN5zEgCr8fsAbIJ9HNgZYWAg/L2iXqQfLtZjjgFfP5eb9L4+T3QRpglRiD83kM6LTQwfx20bbLokt8P9c2urfI2n5oF8efcBdx+TpdrtNnK5YHHwi7/4i7jjjjtGOKL0Ngbarey/vBF46a8DF1wIzXAktwOsLrK3VJnZHZKT9DBI0XxI2lF12UkEWClB1XXIe/4vyHVhnXcRxLGzecrxXEVgMUlOKm+9I2aQXqKTm5PjEJgPQi7XtPrhYRH0V4UMQCrxVEaYUpN0emlL+xKKRu41NoRsHtc2QsFxYWQvAoQpQbgrl9uDjCWsiDfbBwDr39pzEZtvNo+vSUm9ZCZNAYq4Gl+/pEzGvC+Mz0dCyogLHcPwbAcF3uEZtZvMWm5sAIWJ0YSWTbJUtggUyrt37m3Ys5/9bPz7v/87MpkMvvWtb+0b0Yox0PZhcrMK+pcPg+7/CsTZF0A8+/mwZoffgDz4SUg969S3BwswcPqh7oQHmSR7L/Kh++E9eC/s854E61wODw+zQ49xBH3m+LftbAAc/ZpuYK69SrfN4eFo6NgU8Cfj/3Feoh6z6blqrxFWNxib4d+tjhsNS8eJWvQDwjp0a4Jwv2QsCd7HBO6k0LXtwAe1JO/XH5exKEgiXZllPLHeseG9xol1+Nc/5jsSEF4UJuRt4+7PLfO2g3m63MqvpkqFmsDEDFCaBqxdDC3vQ7KU67pw9sE4TRsDbQqT9TroCx8HffVu4OAxWFdeD+vQGcEOViYmrNW/df8UBPTJJPaPQxJ+mU2MF0uuCzRq6PzzxyB/8BCcZz0H1k9cDiuTMRSliCdqJ6NEK3bIgxU2k5s8L8wwFhaQKQQPv5Qqr2oSoMzvlXQrG6FjP8faw2PV59KA6ecTEzxXnd8zQTPOe9XHDYWRCVuHpZNCyf2CsFlW1CcZS0cHkjxaE1TNuuRe3q+wlPebQNAyc7JJ9cNm3SxFgFkDYGx+Fui6l7sAFcExdtjI89jDra7yKSvz7GUKgR2H3H1Elrrz/jvxts+9DRcfuhi3/8Lt+6LpOzAG2t724Q+DfvVXgTMOwvv/XgXrqhtgnflj/F62xADQqm9NqPl/7Z17jBzFnce/1TOzszu76/Vix/Y6tsEBHCxjDCYvX0AQDCL4SIgVcrno7jhzPOSQKAlBIKH8gRwlnGLnYSkKwSTRyeaPA+OgsyWSu0BsERmScIYIyzHYWQM+zNNee987O4+u+6O6uqurq3t6eqZnd83vI9nb767umalv/X71q1/VwPcRlCfFjz2XrzuCt5YFKoOb+OAZVF96HrBtWKs/hczc+d5+uwp3hpBszrGkoyobp0LWZzdqCOZP+mDbIsJYlkHO7ZpRBLgy6Yxhdo6R+Xpl362s7EMtVsC1JtU+V9Va0oktmvAqfr0/FzC4khO4pX3jVm1NSA3uZJMIO6/AtcZNAVL6M/iCpEyiqjQWYCkWfoj1yyynPcfNlqsbcYzgfvcdM+UzV3EaAMZ3AXNjo2b12HwhFv25Z0Tqx/YC0D2nruxuiZnmwVKnx09jzhZvjurbLrsNv/z8L6ewRPGZWfZ3qzl0SPyMhidg/cvd/tZTaQyoM+Wxjs9FXBwXlVFbe6IflM8KBXwizR0RsN98HfzEcVgXLEf2M+vcSQx8Am1lAMbBLHVYUpg4WU6FWafIGvvFICp75ohhtRLegLGrooGjR47K+WPjuJWkxepGCyt9uY67PlhuTSxda7MNyBnEWA+qksJQqSL45VEsNHndXM67l+l6boCU/p40V7eV89zpJhEuVwBMms/PyjG0cN5X1Ttfv6/uAlf7YNVGkHyXUnwtR9DcRobBspVDifRhQNLeU/ebxg4DTnlMbmXTdsS0bptvp7BsDpg9D5g9T0zlN3IamBwD7+p1gpdSmuBANiy5DYwPiXXHlT0deHvkbd/6q6denaKS1A9ZtLXYuRO4+mpg3jyxXio61lVyAokinB98YoGtVkVlpY1l5aUSUC6hsvcpIJNF5lNXgfXOce/juphLk8JlVC2D5Zs/LCkSlgHyBU8EykVvDlfGvCT+gNfnWM/ctKo4yn4+V7wMrl2dQF+urMxNLmTAKJhhrmqZT1m3YMMs71pBW7HcyWoZtX7dQFkMLmXfuY5LWYpS2JAktdxy/CsPsZhdi9XyGlImyxaAbwxumOVtjEbXXM7684kdhu1T41YG4O/P5bawcjs6gQRdS7GYpsFSK362AodPHYbFLOy/dT/WLF4z1UWKBQltXIpFwI4QWCtbM4DHzUUMpxXNgKQ/FDcFotPHxW0bVq4Ntm2DVSvCPXzsVWSWLAVbsMhv4cpzy8Kq4tUyrEKNYUlWDv7JtwMHoP7+25BKTQ65UYN6VNewKsBhwUhuIJgijqGuY6cs0n2sCnLc/lw1qEreO8yNbLqXew9N/EODtgzvLSpoS1wseZCW7ZwfR4TdafKktVgjGCvQXxsm1kwJiOLB6+mu48DnrQqsQXxdTIKqb2+dyOrwagUYHxHDhdryIojKcfM2XXSnWbDU8ePHsX3ndqxevho33njjlJalHkhooxgfF0N7bvlnYO1ngvvbOgBYQGkCtUTGN2Vd1en/TPij4NISmhgDL5dgzZ4j3MMMYqyslXGnpAv00YoFxypkMcoRVaFYTpKJcoQAa+dn83BTHSaalUexTnVBNCWSiEIXSNVaDbVYZRk0kbBqlEG1XvXgqrB7BaxxQ5BVXUFbCIqo238KT0DrHTssG1kBS9pwnhRg11rlZtH2WbYI9yT4xBVmMXePQ4SFD0OZ4V13moisDi+XhJt3YhQodKfjWp4mwVJPP/00rr/+erceu+aaa/D73/++5eVIAgltFN/9LvDAA8CH5gJv9Cs7wtxLQdzXW3bGeeaTj7mVrl7+7v+Bv3kM7GNXg1UqovKaGAdyWfDJSWDWbF9/MlcqKT42LKasa0DoY2E5GYIAIQ5tTkamsjLe1ZgsQhsT647NtDwhUd2BkV9faTmq4iz/hkQFm3BFUnchS6sVMH8XDPfXxS00w5TiWq0ZyGWwZNVAKzVoy51AIsKaDQRtZZx+U9WiDRFzPUhLWrWw44swoFncJitYdpVw5R3pl7X8xwQ+I0XE6xFfI1MrvtzmQHlCWLnVCtDV23zXshos1d4NtLibacGCBXjvvfd82w4fPozly5e3tBxJIKGN4tQp4POfB+7aCPzjV7wfczlism+HZo9B5XYV/PhR8P6DYFfcKOayZRYwPgr7nbfAFiyENWu24Tyngis6eVcT9gWLBwgJYqr7OorQMccVaFcUcY1wDUehC6JupSrjkkMKpgijLs4R4hgogxZg5bt/DSvZFR1pIYckuXADuaTw1RB9KYC+fmo5dhVeA6JmP7Qu7NJCBTxXfUy3tLyWK/xhIuwIIiyAcU/0TVZwpHWrvmdEfJfjN6S946dPNcptDhRHgbFB0Ujt6m2ea9mXWaq1wVKzZs3CyMiIb9u+fftw9dVXt+T+jUBCWw8TY4iOsGXg8sddKYm0gflC3cN0VLiMxlSvwTlQHAevVsE6u43X526fGNygkcQ/skybZxGZyOa9IBoA5plTLH+lHluwNfEziaAMiknynlUL0uc6llYkosuplgmKiDHLCVCLsJp991b7dmu4ruMGeBn7d6OubRBRn2u54r9mraAtn6vYeY9RkzEEPlt4fcNhIgx4nz+kCBvcy1yWC+H3ln+Mn3m9Yjo9xNftzy2OiKBDRRgbEt0pCJb62te+hoceeshd7+jowPDw8IxIXkFCG4fxYYT+aHLtgG2Dl4vih1wti/7Hto6GBZYPnwYrlYA58wHOYfe/isprR5BduRqZReeFnucsuBVL8h9URGXBLCHAVS1pv5pYwMqKvmJL+SFUK373sZVxZspRxsTChm8cpRQHrlSitQRQFWifgJgs1QT9uvKfrYlXzQaE3mCQ7mQWFEr1nuBan3KcxoB8ByEBXpJAIFctV7V6zYwndPLZ6wna8lmhBg+E7zRFwN2yR1i3HF7jLvSzYcrxSSzc6SGoceDlSdGfWy6JwKaOAhpqgANKsBQDCr2pB0utWbMGBw4cQKFQwDPPPIOPf/zjqd6vWZDQRrF/P3DllcBnrwd+/bi3XU5bxm3x5ZXRkuXJhgUWgBiwDgCVCni5jOof/huwcshccQ2s7h7zOdJtVy6JPk/LSpS2sTmoYibdeFrEcsaZA7ZZP0zdbewKkyaANQVall/+Vd25Ga+yl59xnOFBxihotdEQp8EQMwDM1hsBMYKu3PuoAqgIKYewztX+WdfdC/M1datbjRhWXeuRgWCOyzgwDjain1d9Z/JeUX3b8rpRDZWohgzC9k1fuG2LAM6JYQAM6DrHjZNIJLqqlyOTE8kuUnAnr1u3Dr/97W/d9Ww2izfffBMLFixo+r2aDQltFC+9BHziE8A/fAn45cNQx+X5x8IK67HR/g8xhd0IWDYH+723YR89DLZwEayLVsLKmAWJcw4+WRTiXp4Ez3ckmwPXbdGHYOUgxCvEdW5l/RWXafhFvIIoliiC1p+v4q7hmo2DFGhTn25dgqiXPcSCjuNOVq1XYwAYEC2Y8m9IAJjvflUErPOkAV6AZtVGWKfutZR3BHgNM/kO4gilarWaXMe+60rx5N45pmu7RLznyP0zA25XRcTy5JjwLHXOdt9r3fVZisFStm0jkwkaDl/96ld97uTpyvR3bk8lq1eLflaJbYOPnXFa+VwEReXyDVuOnHMRNdyWB0qT4MUirL5FyJx7fvQ5TmXBLAvIZsHa8qjzp6Fe0LxduoNtQ/ahbM4briOpVsR7kf2zumtYxRUVxUoxBi/JfUD8ii1E9ADP1am7kEMaM6EE3Ny6SNdTboNLWZYtm/HK6JZfLQMMAWBx769Z7zIRhupitm1nBI/uLnf+hqYgZZ5FKq/NnfK7giyvVQn/Dkrr1l12UEU9yiXsLquNp5Dy+kgisjPHlQxA1F2dPUBnj/CkjQ2KMesds8DzBXFMXMFVM0sVR8S0likHS42NjaV27WZCFm1M+PAAZIJ+kUkp56QwZEKMqvXnY+SVCvjA+2D5dlT+uA/o7EbmY5+GVegMP4dzIWbjI+DFMaBnHqx8i3OSsoxfDNRoU0mzXcNhSKFRBQ9KhWrs2wXiVYZxrWvL0YGY1rUrjorFpmZJaoqbW2lM6NHSpr5en1u2xn1DA8CkR8P5L1GAl2LdStFSz69lHavvxH2OGOLq8+hEHcuVv2H7Zz68VAQmRgBwIZZOIzS26KrBUrl2MeKhQRYtWoS33nrLt+3555/HmjXTPzsUCW0Utg1+6y3A7bcCqy8XkcRWVghsW0FUYKWJcHdqCHxiAqiUwE+9j+rhv4CdtwzW8ksiZ6KQfbD87dfAS0Wwvo/AKqQR6WcBgeQbqqjoVkHSrw+DZ0AwZV1zCerLqoXSzJay0brWA50Av2A3aF2rz6Na11HPpvf5phYspri5Ab+1rPczJwkAc7cpZa03wAtc+T44x/rKZDhXCqXJMo4qv3dwxHFnH9y2RV7xyXGRrKJzFuT7iCW6arBUR4+YpSshp06dwgUXXIChoSEwxvCDH/wA9957b+LrtRIS2iiOHAG/6CLg728A/vNRsHpdiwqccxGoxBjs994BxkbA5n4I6J0LK8L1LM6bBH/tkBjOc95yWJ2Ntg5NLW99myV+FPpYVukatuO6hgEhDM5fNypaXTYImVxM0sfr/jG5DzWrSbdIgeQC7uvvTdO61holAetasTR9ZeP+qOJmBYvpfcEc4q9tO18rUz9znEaA2tDSi1XLwpUnwSDG6jPGKEfcd3KWizCvVsX43EoJaO/yktCghuj6gqWyIuI5wW/syiuvxP79+911y7Lw+uuvY8mSJXVfq9WQ0Nbiz38GVq0C2p0vVXECsOO7id1gJcZgv3MCLJsFOrvAumeL5YjzwLkYKpQR2XlaMhk0y4i+V5bxxEfmGpZ9YcwSrdt6E0o0E13UfIIm96Us4D7r22StaaIe912lZl3rzxDDupZjuCODxWK4m933Jf+q70nZp14nSaIRQBF7aI25WmVk/kUS2FB4pey4lplI/egYC9GCK4Ol4Iy9De8iC5waEgx1xx134JFHHqmn6FMCBUPV4pOfFH8rFTE1nhHHepBWHoTLhRfHgaFBVP92GFZXJ1jPbLC+RWD59pDrOAI7MQb7pb1gfeeBnXtRQ5Z03RUBrwLlkMQU7jG2sGoDGbKY749fkNT9mqWhr4P5LUwgKFLuepOFXu/zNfURqpW3Kup1WagqTHtnuiABvmE8cdzMca1rX8BU3LLr1rXi1g9Ytgi+L59Ax2koqO5i5/useinc0+Xn5Ah/ZL8s157DOd/V47gNlw+eyAIQU/l1nwMAYiq/ySEglwdvF2NzAYPoqsFSpTGRMrLBiQomJxubSa1VkEUbh/Eh8/Y2EZWH0jgAaYXaQLkC+9ir4IOnwRYtgdU9C+jqATKZ0AhlzjkwOQH79b+CzV8M1jsPjDUgItl2EQ0als0JEK6frBZIFXANO5Os+8oiXcGaG1B3C6pWhMldl1iYTCQQed2l7Fp4QMNuZJ1G3OipCrgi2CY3urxvK61rrm7Xn9903xjvgMN7ZhXd2xELRZgJF7c/t1oG8p2+HOYB0VWDpTJ5UT/W4Pzzz8drr73m2/biiy9i9erVTSl/mpDQ1mLf08DCPmDxYm+bOtYPjkgCQLUK/v674Axgc+eD2VXw0SGgqwdWiBUr55PlY0NgnbNEYz2XYBysLFeuQyTOCBNY5vSpqq1Idx5YZ5jGdHANq7gixbUKnhu2y02tEvk6BV4uh4q8sr2eCOYw1/l0cKNz7jVgpKUpLd1EgVxaWVSx9lTaK6P6Wbv3rvMeLq6ZHvPcDya8WhH51RkT/bnK998numqwVL4biPD2jY+P47LLLkN/fz/a2trw2GOP4aabbkrzMZoGCW0tDr4khFYm7OccqFbAlQqMl8vgJ98Fm9UD1j0LGBwAHxoAmzMfrLvXeFnfa6+KL1pjLuK46K167eN3k70bjtfFQu7XW6vqPnkt1UqUTAcRr4VqibruyAiRjy3wgZUEJLDiw1z1DH6vhZz1B0CgHzzMjQ792ZM8Y4QVDg7IiQVMlzWWIa51zZVlbZfvMkkaJR/sKpaXS8LSbWt3JzcAFMFVg6WsrDPVX7Bu2LZtGzZu3OiuL1myBMePH0+9/M2AhLYeihPglaJbUfEzA7DffAPWBReBdXTC/vPvgFcOgF16BXDJ3xkzNLmve3IC/EQ/0N0LfOjDkUN7IsnmRaBSGJmc0zfiVDxyhha1YlGH0URaOty42NqKhBkXgxtMVpfcZWgw6H1+vsYCPIsMQEsaDK7AA6EiP9Nc9VLkbTvYONODlfSGjLuc9BmkRa1YvAwQ7id4Vrfv3knuQ4TBbVt426plMcGB0o3GGPMHS2Xz4pjxQbE+ay7OOeccnDlzxnfNF154YUbkO6ZgqDgUi7BLo8LiZAz89EnYAydhXbgC2QVLYL/wNOyDzwHzF4PdfBesWUErVgosHxsC/+sfwRZ/FPjIxckEllnii1ieMIus5cz/aimJ+gOu4QTT0DUTn5AA7thdV1DkCoIVX0BY9GPkcfISdnC7shqykjJhDQa99VCHd8GdTi6swaB6F7SGhSnblFhJ2B9v+7c3XeQN70UVS7Vv1teo1BuLyvfBNKdt4vKp9yUAiAx2+Q4AHUJ0i2NiREWuXdSPzAIyDIzbQKUIXpkEk+9wbBAmm7BSqZ3DQO8fXrZsGY4cOQJAzAj08MMPw7IsbNmyBd/61rcAAHv37sVNN92EgYEBtLUlH/vrloEs2gh+/nPwu+4CPvpR4MU/wR46AxQnkOlbDGRzsAfeAz/0PFAcB1vxKVjzFxkvvc9fzwAACslJREFUwzkHnxgF/9tfwPqWAnMbsGBZBqH9r5mc6H+Vbr9qWQixbMWbUiYSjWFqMLgCr7gyA40FmPeZrCmjSIV5F4wbUiLEzRpYqcO7YHPNVez8cbXL6DMOaTClIfJRkMAmgVcrQKkItHX4s5fZFaXXnWHrrx7F3ffc457X19eHEydO1KxLGWN45plnsHbtWt/2YrGIrq4uHDhwAE8++SQ2b96MYlGMpJg3bx4efPBB3H777U15RhLaKDZsAN++HWhvB3/rdVjtIsqYcxsYGgDGRoDu2UBXj3lOWNmHVRwTwUW5ttaMhZ1yajxjrFdQ6yDD/khXsukSMQoSOCbMZZrgGqHX1A9h+gYzjSbacJHWKuI3GPRqJLTBMJ27I/R76v2rUZ8BVaPNgJcnRWMrkwV41ffJMDDs2P0H/OQnv8ayZX149NF/j2VthgntoUOHsGbNGoyMjGBwcBC9vb3gnOOee+7Bb37zG7zyyitNey4S2igqFeDBB4EvfAG45BIAgP2n/xFW7Jw+sDWf1dzE4ocp0yXa/S+DFbqBhefDMgy2bghmOdHDOVFRlsaVcbxMCLuV1SpfpcKEfzG81R9VgYZRw5KIc42ax+jXjHFM3fvjHEI/nyBT1NCK+1konuTgPuUatfYHykPfhWbBqxWA246nX7zXN45buPDyue48L9/+NvCjH9W+FmPMtXrnz5+PnTt34oorrkClUkGhUMBzzz2HPXv24Mc//jGOHTuGpUuX4uDBg7jwwgub9jwktDGxjx8F/9/fAUMDYJ9eB2vJMrFDDoUpF50+BA7+1jHRqf/hC2A1O6m+lREuFjByDRMeAavUxAe0oZXYdUxV41TB1YA557vwpX/qwK/3eMN/LMuLnYripz/9KW699VYMDAzgc5/7HI4ePYrBwUG0t7djy5Yt2LRpE7LZLLZt24bNmzdj5cqVuPTSS7Fp0yZkMhn84he/wPr16xt6HhLaKEZHYW+4BfyTFwOdJbCVa4BVnxbRxHJSgclxcGdSAX7mfWDktCOwCcfChmFlhaBzJ3JPVgLMyUnMNIs5lhuuxkff0FcjYR9iI/dsVnnr2NVYZdzIs07BPQliCvnKv3bgsV2eqziT8c9iGodSqYR8Po9du3bhi1/8om/frl27cNttt+HkyZMoFAp49tln8fLLL+O+++7D6OhoQ2UnoY3i3nuBH/4QvLMDvP9wIJo4jcnfzy4SvouGXmHSkxtxdzZQ4KTfl5rnxQ1UauZ99SE7tmF7lFUdYk2HBYPFsZiZfu/wVWqENANleJdvnLbzOcipRdWZoUweOD0bX7YD7w+24bzzgIkJsel73wO+8536SieF9oknnsDNN9/sbrdtG729vXjkkUewYsUKrFq1CtVqFcPDw+jp6TFGPNcDDe+J4utfB9/9X2B33gk2bxEABlSq4KVRYUlWK7BPngCb0werLTyjSf0wb2A3uYbPLqICjwBFJEzBR1CODdlfl1gZ1qeV+EQ1FkwbnH5SN/EG97YBcKfWc49TTnXH16rHn0XCq87x6xNCIJiGM4YQtopsB+AEPM2bB5w+XcFDDx3AVVctxuWXf7jm6bt370axWMT69etx+vRp3HDDDcjlcli3bp3vuA0bNmDp0qX48pe/jGJRdAPu2bMHBw8eRL4J832T0EZx7rlgR/8mlm0b9uhpdyytPfAuWFcPMn1L4f1AGxyHZ2VFtF2l7CXst7JAPu+NiT0biRxTKxeUv60Un2klPEAy8VE3a5VmVFavyOE4zL+uJoJQE2xYzP/+a46/dZbVv4FGiH5cEsIsc67sZr5NzbmvoQy+9xxHCJs0reN0phDMfTw8PIyFCxdibExM7rJ161Z885vfjLxMf38/7r//fpTLZTDGMH/+fDz11FMoFAruMUeOHMHOnTvR398PAGhvb8fGjRuxfv16MMawefPmhh+HXMcxsIdOisnemQU+NgxksrA6OkU/LecicUQjWDmIxABa1HBWDV2vU3x86ehgqOx8B/v+zCyrB2hcfCLGdvrWWcQ+eR2mjcYxVIJNn7DeXTEnlzAJW2gWKWU5cRBRFGHv3iA6vgkGoBijEQ0tX9KKCPdy3WU1fAd8iULUbR8AIZwC7rvvPmzZssVdLxQKruhOd85iM6kJ7N0LvnYt2NrPALseAy9Pwurqgfujc2btaRi7rG3gwmUclVqxJvWID9MWm2z11BKfmVgRBZL5O8vu9HrqPlMjp5UCp3++6oL6GeoCovWv6dt8Thwb4nPVZiLieoYotQGovhulIVnvc/nEWRc90zYSwplIT4/fys0lnXxlCiChjcL5AXLOYeU7wNqdiYp9uYIbRI6H1afPox9/kKj8v0CwMo8lcCY3cSsFTvmcI5P/Az6Bi5qrVyVyer4QIeRqIwLect2EWYSqGxQkhEQs7r//fuzYsQNHjx5FJpPB448/PtVFig25juuhVAIqIW5ilgV4zFhzZolgp2zjOTRbQpwE9zBsi0o7GLDeAisNoLsn1RXNCo8zfZ1rkSv7WjJPbRyLEN5y3cRwjRpFn4SQIOqBhDYOtg0URww7mLBGK5OonZCc1R813LDAxQgwaUn/m7NsEjjT7DmqwFnwloHWV+qJJ2wHmiKE+rvU31NACJ1pDkkIibMQ27axbds2XHvttU3N3JQ2JLRR2DZw5+3Av20ALl3lbWcZJS1JnEhjpcKcDgEm7t8a/W9x3ZNTiU8I9QbHNBVC/f1O13dLENOMu+++G1u3bkVHRwfGx5sUI9MCqI82ioMHgV/9B/DGcWDPk952Xq2d+4tZ8E2kfbYJXFympRAqfYQkhAQxY7j44osBiJl7ZhJk0dZi927gqquA2bPF+sQoQqepyzr9rjOpYp5WQmhwL/saIYZlYGa9b4IgGsK27eTTjE4RJLRxKRYB2zDchmXEZMZ61HCzkELoih73/w0Vwmb0xcYUQp9VSEJIEAShQkIbxebNwAMPAMsuBJ571i8YbR3CeiUhJAiCaAk7duzAN77xDaxatQr79u2bMZYtCW0UmYwnpD/ZAtx5R50XICEkCIJoFvl8HqVSCQCwfft23HLLLVNconhQMFQUnZ3AiDOsZ+Wl3jywau5RgISQIAiiBcyZMwfvvPMOAGD58uVTXJr4kEUbxYkTwKZNwPXXA8qUSgRBEETrGR4exve//31ce+21uO6666a6OLEhoSUIgiCIFCGfJ0EQBEGkCAktQRAEQaQICS1BEARBpAgJLUEQBEGkCAktQRAEQaQICS1BEARBpAgJLUEQBEGkCAktQRAEQaQICS1BEARBpAgJLUEQBEGkCAktQRAEQaQICS1BEARBpAgJLUEQBEGkCAktQRAEQaQICS1BEARBpAgJLUEQBEGkCAktQRAEQaQICS1BEARBpAgJLUEQBEGkCAktQRAEQaQICS1BEARBpAgJLUEQBEGkCAktQRAEQaQICS1BEARBpAgJLUEQBEGkCAktQRAEQaQICS1BEARBpAgJLUEQBEGkCAktQRAEQaQICS1BEARBpAgJLUEQBEGkCAktQRAEQaQICS1BEARBpAgJLUEQBEGkCAktQRAEQaQICS1BEARBpAgJLUEQBEGkCAktQRAEQaQICS1BEARBpAgJLUEQBEGkCAktQRAEQaQICS1BEARBpAgJLUEQBEGkCAktQRAEQaQICS1BEARBpAgJLUEQBEGkyP8DtyAvg9ogBbwAAAAASUVORK5CYII=\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist([nets[-1].edges[e]['tokens'] for e in supporters])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.8" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/conviction_helpers.py b/conviction_helpers.py index 9a69bd3..02726cd 100644 --- a/conviction_helpers.py +++ b/conviction_helpers.py @@ -137,6 +137,19 @@ def conflict_links(network,proposal ,rate = .25): network.edges[(i,j)]['type'] = 'conflict' return network +def social_affinity_booster(network, proposal, participant): + + participants = get_nodes_by_type(network, 'participant') + influencers = get_edges_by_type(network, 'influence') + + j=proposal + i=participant + total_inf = np.sum([network.edges[(i,node)]['influence'] for node in participants if (i, node) in influencers ]) + boosts=[network.edges[(node,j)]['affinity']*network.edges[(i,node)]['influence']/total_inf for node in participants if (i, node) in influencers ] + + return np.sum(boosts) + + def trigger_sweep(field, trigger_func,xmax=.2,default_alpha=.5): if field == 'token_supply': @@ -261,10 +274,10 @@ def snap_plot(nets, size_scale = 1/500, ani = False, dims = (20,20), savefigs=Fa cNorm = colors.Normalize(vmin=0, vmax=max_tok) scalarMap = cmx.ScalarMappable(norm=cNorm, cmap=cm) - + net_cand = [j for j in net_props if net.nodes[j]['status']=='candidate'] for j in net_props: - node_size[j] = net.nodes[j]['funds_requested']*size_scale + node_size[j] = net.nodes[j]['funds_requested']*size_scale/4 if net.nodes[j]['status']=="candidate": node_color[j] = colors.to_rgba('blue') trigger = net.nodes[j]['trigger'] @@ -277,6 +290,12 @@ def snap_plot(nets, size_scale = 1/500, ani = False, dims = (20,20), savefigs=Fa elif net.nodes[j]['status']=="completed": node_color[j] = colors.to_rgba('green') net_node_label[j] = '' + elif net.nodes[j]['status']=="failed": + node_color[j] = colors.to_rgba('gray') + net_node_label[j] = '' + elif net.nodes[j]['status']=="killed": + node_color[j] = colors.to_rgba('black') + net_node_label[j] = '' for i in net_parts: node_size[i] = net.nodes[i]['holdings']*size_scale @@ -287,9 +306,10 @@ def snap_plot(nets, size_scale = 1/500, ani = False, dims = (20,20), savefigs=Fa for ind in range(E): e = edges[ind] tokens = net.edges[e]['tokens'] - if tokens >0: - included_edges.append(e) edge_color[ind] = scalarMap.to_rgba(tokens) + if e[1] in net_cand: + included_edges.append(e) + iE = len(included_edges) included_edge_color = np.empty((iE,4)) @@ -306,6 +326,7 @@ def snap_plot(nets, size_scale = 1/500, ani = False, dims = (20,20), savefigs=Fa edgelist=included_edges, labels = net_node_label) plt.title('Tokens Staked by Partipants to Proposals') + if ani: nx.draw(net, pos=pos,