Community_Inclusion_Currencies/Simulation/CIC Network cadCAD model.ipynb

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# CIC Current System Network Graph"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Graph overview \n",
"\n",
"Modeling as a weighted directed graph with agents as nodes. A network is a set of items (nodes or vertices) connected by edges or links. \n",
"We represent a network by a graph (N, g), which consists of a set of nodes N = {1, . . . , n}.\n",
"\n",
"#### Node types\n",
"* Agent\n",
"\n",
"An agent is a user of the CIC system.\n",
"* Chama\n",
"\n",
"A chama is a savings group consisting of multiple agents. Redemptions of CICs for fiat occur through chamas.\n",
"* Trader\n",
"\n",
"A trader is an agent interacting with the bonding curve for investment/arbitrage opportunities.\n",
"* Cloud\n",
"\n",
"The cloud is a representation of the open boundary to the world external to the model.\n",
"* Contract\n",
"\n",
"The contract is the smart contract of the bonding curve.\n",
"\n",
"### Edges between agents\n",
"The edge weight gij > 0 takes on non-binary values, representing the intensity of the interaction, so we refer to (N, g) as a weighted graph.\n",
"E is the set of “directed” edges, i.e., (i, j) ∈ E\n",
"\n",
"#### Edge types\n",
"* Demand\n",
"* Fraction of demand in CIC\n",
"* Utility - stack ranking. Food/Water is first, shopping, etc farther down\n",
"* Spend\n",
"* Fraction of actual in CIC\n",
"\n",
"![](images/dualoperator.png)\n",
"\n",
"\n",
"![](images/v3differentialspec.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Assumptions\n",
"(Defining data structures, not just initialization. Baking in degrees of freedom for future experimentation)\n",
"\n",
"* agents = a,b,c,d,e,f,g,h,i,j,k,l,m,n,o,p\n",
"* Agent starting native currency is picked from a uniform distribution with a range of 20 to 500. Starting tokens is 400.\n",
"* system = external,cic\n",
"* chama = chama_1,chama_2,chama_3,chama_4\n",
"\n",
"Chamas are currently set to zero, it can be configured for more detailed analysis later on.\n",
"* traders = ta,tb,tc\n",
"\n",
"Traders are currently set to zero, it can be configured for more detailed analysis later on.\n",
"* Utility Types Ordered:\n",
" * Food/Water\n",
" * Fuel/Energy\n",
" * Health\n",
" * Education\n",
" * Savings Group\n",
" * Shop\n",
"* Utility Types Probability \n",
" * 0.6\n",
" * 0.10\n",
" * 0.03\n",
" * 0.015\n",
" * 0.065\n",
" * 0.19\n",
"* R0 = 500\n",
"* S0 = 200000\n",
"* P = 1\n",
"* priceLevel = 100\n",
"* fractionOfDemandInCIC = 0.5\n",
"* fractionOfActualSpendInCIC = 0.5 # if an agent is interacting with the external environment, then the actual spend is 100% shilling.\n",
"* kappa = 4\n",
"\n",
"\n",
"## Initial State Values\n",
"\n",
"# Equations\n",
"\n",
"## Generators\n",
"* Agent generation for each time step: Random choice of all agents minus 2 for both paying and receiving. \n",
"\n",
"* Agent demand each time: Uniform distribution with a low value of 1 and a high of 500. \n",
" \n",
"### Red Cross Drip\n",
"Every 30 days, the Red Cross drips 4000 shilling to the grassroots operator fiat balance. \n",
"\n",
"### Spend Allocation \n",
"\n",
"#### Parameters:\n",
"* Agent to pay: $i$\n",
"* Agent to receive: $j$\n",
"* Rank Order Demand: $\\frac{v_{i,j}}{d_{i,j}}$\n",
"* Amount of currency agent $i$ has to spend, $\\gamma$\n",
"* Amount of cic agent $i$ has to spend, $\\gamma_\\textrm{cic}$\n",
"* Percentage of transaction in cic, $\\phi$\n",
"* Spend, $\\zeta$\n",
"\n",
"\n",
"if $\\frac{v_{i,j}}{d_{i,j}} * 1-\\phi > \\gamma_{i} \\textrm{and} \\frac{v_{i,j}}{d_{i,j}} * \\phi > \\gamma_\\textrm{cic} \\Rightarrow \\zeta = \\frac{v_{i,j}}{d_{i,j}}$ \n",
"\n",
"else $ \\Rightarrow \\zeta = \\gamma$\n",
"\n",
"Allocate utility type by stack ranking in. Allocate remaining fiat and cic until all demand is met or i runs out.\n",
"\n",
"\n",
"### Withdraw calculation\n",
"\n",
"The user is able to withdraw up to 50% of the their CIC balance if they have spent 50% of their balance within the last 30 days at a conversion ratio of 1:1, meaning that for every one token withdraw, they receive 1 in native currency. We are assuming that agents want what to withdraw as much as they can.\n",
"This is one of the most important control points for Grassroots economics. The more people withdraw CIC from the system, the more difficult it is on the system. The more people can withdraw, the better the adoption however. The inverse also holds true: the less individuals can withdraw, the lower the adoption.\n",
"\n",
"## Distribution to agents\n",
"#### Parameters\n",
"FrequencyOfAllocation = 45 # frequency of allocation of drip to agents\n",
"* idealFiat = 5000\n",
"* idealCIC = 200000\n",
"* varianceCIC = 50000\n",
"* varianceFiat = 1000\n",
"* unadjustedPerAgent = 50\n",
"\n",
"```\n",
"# agent:[centrality,allocationValue]\n",
"agentAllocation = {'a':[1,1],'b':[1,1],'c':[1,1], \n",
" 'd':[1,1],'e':[1,1],'f':[1,1],\n",
" 'g':[1,1],'h':[1,1],'i':[1,1],\n",
" 'j':[1,1],'k':[1,1],'l':[1,1],\n",
" 'm':[1,1],'o':[1,1],'p':[1,1]}\n",
"```\n",
"\n",
"Every 15 days, a total of unadjustedPerAgent * agents will be distributed among the agents. Allocation will occur based off of the the agent allocation dictionary allocation value. We can optimize the allocation overtime and make a state variable for adjustment overtime as a result of centrality. We are currently assuming that all agents have the same centrality and allocation.\n",
"\n",
"Internal velocity is better than external velocity of the system. Point of leverage to make more internal cycles. Canbe used for tuning system effiency.\n",
"![](images/agentDistribution.png)\n",
"\n",
"### Inventory Controller\n",
"Heuristic Monetary policy hysteresis conservation allocation between fiat and cic reserves. We've created an inventory control function to test if the current balance is in an acceptable tolarance. For the calculation, we use the following 2 variables, current CIC balance and current fiat balance, along with 2 parameters, desired cic and variance.\n",
"\n",
"Below is \n",
"```\n",
"if idealCIC - variance <= actual <= ideal + (2*variance):\n",
" decision = 'none'\n",
" amount = 0\n",
"else:\n",
" \n",
" if (ideal + variance) > actual :\n",
" decision = 'mint'\n",
" amount = (ideal + variance) - actual\n",
" else:\n",
" pass\n",
" if actual > (ideal + variance):\n",
" decision = 'burn'\n",
" amount = actual - (ideal + variance) \n",
" else:\n",
" pass\n",
"\n",
"if decision == 'mint':\n",
" if fiat < (ideal - variance):\n",
" if amount > fiat:\n",
" decision = 'none'\n",
" amount = 0\n",
" else:\n",
" pass\n",
"if decision == 'none':\n",
" if fiat < (ideal - variance):\n",
" decision = 'mint'\n",
" amount = (ideal-variance)\n",
" else:\n",
" pass\n",
" \n",
"\n",
"```\n",
"\n",
"If the controller wants to mint, the amount decided from the inventory controller, $\\Delta R$ is inserted into the following minting equation:\n",
"\n",
"- Conservation equation, V0: $V(R+ \\Delta R', S+\\Delta S) = \\frac{(S+\\Delta S)^\\kappa}{R+\\Delta R'} =\\frac{S^\\kappa}{R}$\n",
"- Derived Mint equation: $\\Delta S = mint\\big(\\Delta R ; (R,S)\\big)= S\\big(\\sqrt[\\kappa]{(1+\\frac{\\Delta R}{R})}-1\\big)$\n",
" \n",
"\n",
"\n",
"If the controller wants to burn, the amount decided from the inventory controller, $\\Delta S$ is inserted into the following minting equation:\n",
" - Derived Withdraw equation: $\\Delta R = withdraw\\big(\\Delta S ; (R,S)\\big)= R\\big(1-(1-\\frac{\\Delta S}{S})^\\kappa \\big)$\n",
" \n",
"\n",
"There is a built in process lag of 7 days before the newly minted or burned CIC is added to the respective operator accounts.\n",
"\n",
"### Velocity of Money \n",
"\n",
"Indirect measurement of velocity of money per timestep:\n",
"\n",
"$V_t = \\frac{PT}{M}$\n",
"\n",
"Where\n",
"\n",
"* $V_t$ is the velocity of money for all agent transaction in the time period examined\n",
"* $P$ is the price level\n",
"* $T$ is the aggregated real value of all agent transactions in the time period examined\n",
"* $M$ is the average money supply in the economy in the time period examined.\n",
"\n",
"\n",
"\n",
"## Simulation run\n",
"* 5 monte carlo runs with 100 timesteps. Each timestep is equal to 1 day.\n",
"\n",
"\n",
"## Proposed Experiments\n",
"![](images/experiments.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Run cadCAD model"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/aclarkdata/anaconda3/lib/python3.7/site-packages/statsmodels/tools/_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n",
" import pandas.util.testing as tm\n",
"/home/aclarkdata/anaconda3/lib/python3.7/site-packages/networkx/drawing/nx_pylab.py:563: MatplotlibDeprecationWarning: \n",
"The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead.\n",
" if not cb.iterable(width):\n",
"/home/aclarkdata/anaconda3/lib/python3.7/site-packages/networkx/drawing/nx_pylab.py:660: MatplotlibDeprecationWarning: \n",
"The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead.\n",
" if cb.iterable(node_size): # many node sizes\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[{'N': 5, 'T': range(0, 100), 'M': [{}]}]\n"
]
}
],
"source": [
"import math\n",
"import pandas as pd\n",
"from tabulate import tabulate\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import numpy as np\n",
"\n",
"from model.parts.supportingFunctions import *\n",
"\n",
"pd.options.display.float_format = '{:.2f}'.format\n",
"\n",
"%matplotlib inline\n",
"from tabulate import tabulate\n",
"from typing import Dict, List\n",
"\n",
"from ipywidgets import interact, interactive, fixed, interact_manual\n",
"import ipywidgets as widgets\n",
"from IPython.display import clear_output\n",
"\n",
"# The following imports NEED to be in the exact order\n",
"from cadCAD.engine import ExecutionMode, ExecutionContext, Executor\n",
"from model import economyconfig\n",
"from cadCAD import configs\n",
"\n",
"exec_mode = ExecutionMode()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
" __________ ____ \n",
" ________ __ _____/ ____/ | / __ \\\n",
" / ___/ __` / __ / / / /| | / / / /\n",
" / /__/ /_/ / /_/ / /___/ ___ |/ /_/ / \n",
" \\___/\\__,_/\\__,_/\\____/_/ |_/_____/ \n",
" by BlockScience\n",
" \n",
"Execution Mode: single_proc: [<cadCAD.configuration.Configuration object at 0x7f78b7d16c90>]\n",
"Configurations: [<cadCAD.configuration.Configuration object at 0x7f78b7d16c90>]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/aclarkdata/anaconda3/lib/python3.7/site-packages/cadCAD/utils/__init__.py:113: FutureWarning: The use of a dictionary to describe Partial State Update Blocks will be deprecated. Use a list instead.\n",
" FutureWarning)\n"
]
}
],
"source": [
"single_proc_ctx = ExecutionContext(context=exec_mode.single_proc)\n",
"run1 = Executor(exec_context=single_proc_ctx, configs=[configs[0]])\n",
"run1_raw_result, raw_tensor_field = run1.execute()\n",
"df = pd.DataFrame(run1_raw_result)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# Set subsetep to last\n",
"df = df[df['substep'] == df['substep'].max()]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
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" .dataframe thead th {\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>network</th>\n",
" <th>KPIDemand</th>\n",
" <th>KPISpend</th>\n",
" <th>KPISpendOverDemand</th>\n",
" <th>VelocityOfMoney</th>\n",
" <th>startingBalance</th>\n",
" <th>30_day_spend</th>\n",
" <th>withdraw</th>\n",
" <th>outboundAgents</th>\n",
" <th>inboundAgents</th>\n",
" <th>operatorFiatBalance</th>\n",
" <th>operatorCICBalance</th>\n",
" <th>fundsInProcess</th>\n",
" <th>totalDistributedToAgents</th>\n",
" <th>totalMinted</th>\n",
" <th>totalBurned</th>\n",
" <th>run</th>\n",
" <th>substep</th>\n",
" <th>timestep</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>(a, b, c, d, e, f, g, h, i, j, k, l, m, o, p, ...</td>\n",
" <td>{'a': 143, 'b': 187, 'c': 462, 'd': 0, 'e': 26...</td>\n",
" <td>{'a': 143, 'b': 187, 'c': 462, 'd': 0, 'e': 94...</td>\n",
" <td>{'a': 1.0, 'b': 1.0, 'c': 1.0, 'd': 0, 'e': 0....</td>\n",
" <td>22.59</td>\n",
" <td>{'a': 400, 'b': 400, 'c': 400, 'd': 400, 'e': ...</td>\n",
" <td>{}</td>\n",
" <td>0</td>\n",
" <td>[c, a, m, j, e, l, g, b, i, g, o, e, j, m]</td>\n",
" <td>[k, g, a, l, i, a, external, k, d, external, m...</td>\n",
" <td>4500</td>\n",
" <td>200000.00</td>\n",
" <td>{'timestep': [], 'decision': [], 'cic': [], 's...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>8</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>(a, b, c, d, e, f, g, h, i, j, k, l, m, o, p, ...</td>\n",
" <td>{'a': 0, 'b': 0, 'c': 41, 'd': 363, 'e': 0, 'f...</td>\n",
" <td>{'a': 0, 'b': 0, 'c': 41, 'd': 363, 'e': 0, 'f...</td>\n",
" <td>{'a': 0, 'b': 0, 'c': 1.0, 'd': 1.0, 'e': 0, '...</td>\n",
" <td>16.89</td>\n",
" <td>{'a': 495.0, 'b': 341.0, 'c': 169.0, 'd': 414....</td>\n",
" <td>{'a': 143, 'b': 187, 'c': 462, 'e': 94, 'g': 2...</td>\n",
" <td>0</td>\n",
" <td>[k, k, h, h, d, k, c, m, i, h, g, k, m, o]</td>\n",
" <td>[external, g, g, b, p, m, g, d, i, p, b, g, e, d]</td>\n",
" <td>4500</td>\n",
" <td>200000.00</td>\n",
" <td>{'timestep': [], 'decision': [], 'cic': [], 's...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>8</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>(a, b, c, d, e, f, g, h, i, j, k, l, m, o, p, ...</td>\n",
" <td>{'a': 0, 'b': 0, 'c': 0, 'd': 310, 'e': 0, 'f'...</td>\n",
" <td>{'a': 0, 'b': 0, 'c': 0, 'd': 93.25, 'e': 0, '...</td>\n",
" <td>{'a': 0, 'b': 0, 'c': 0, 'd': 0.30080645161290...</td>\n",
" <td>15.11</td>\n",
" <td>{'a': 495.0, 'b': 341.0, 'c': 169.0, 'd': 414....</td>\n",
" <td>{'d': 363, 'h': 321, 'k': 561, 'a': 143, 'b': ...</td>\n",
" <td>0</td>\n",
" <td>[external, f, o, d, m, p, g, h, e, p, g, o, h,...</td>\n",
" <td>[k, o, e, m, external, i, d, h, k, external, e...</td>\n",
" <td>4500</td>\n",
" <td>200000.00</td>\n",
" <td>{'timestep': [], 'decision': [], 'cic': [], 's...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>8</td>\n",
" <td>3</td>\n",
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" <tr>\n",
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" <td>(a, b, c, d, e, f, g, h, i, j, k, l, m, o, p, ...</td>\n",
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" <td>{'a': 383, 'b': 0, 'c': 135.625, 'd': 164.625,...</td>\n",
" <td>{'a': 1.0, 'b': 0, 'c': 0.13783028455284552, '...</td>\n",
" <td>18.27</td>\n",
" <td>{'a': 495.0, 'b': 341.0, 'c': 169.0, 'd': 414....</td>\n",
" <td>{'f': 333, 'p': 225.5, 'external': 280, 'd': 4...</td>\n",
" <td>0</td>\n",
" <td>[p, a, f, external, d, e, c, c, g, e, i, c, h, i]</td>\n",
" <td>[f, o, c, p, h, f, m, external, m, external, b...</td>\n",
" <td>4500</td>\n",
" <td>200000.00</td>\n",
" <td>{'timestep': [], 'decision': [], 'cic': [], 's...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>8</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40</th>\n",
" <td>(a, b, c, d, e, f, g, h, i, j, k, l, m, o, p, ...</td>\n",
" <td>{'a': 0, 'b': 0, 'c': 0, 'd': 0, 'e': 0, 'f': ...</td>\n",
" <td>{'a': 0, 'b': 0, 'c': 0, 'd': 0, 'e': 0, 'f': ...</td>\n",
" <td>{'a': 0, 'b': 0, 'c': 0, 'd': 0, 'e': 0, 'f': ...</td>\n",
" <td>0.75</td>\n",
" <td>{'a': 495.0, 'b': 341.0, 'c': 169.0, 'd': 414....</td>\n",
" <td>{'f': 349.5, 'p': 338.25, 'external': 546, 'd'...</td>\n",
" <td>0</td>\n",
" <td>[g, d, i, d, l, k, b, e, c, j, external, k, m, l]</td>\n",
" <td>[p, d, j, external, p, c, j, g, g, f, d, b, j, a]</td>\n",
" <td>4500</td>\n",
" <td>200000.00</td>\n",
" <td>{'timestep': [], 'decision': [], 'cic': [], 's...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>8</td>\n",
" <td>5</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" network \\\n",
"8 (a, b, c, d, e, f, g, h, i, j, k, l, m, o, p, ... \n",
"16 (a, b, c, d, e, f, g, h, i, j, k, l, m, o, p, ... \n",
"24 (a, b, c, d, e, f, g, h, i, j, k, l, m, o, p, ... \n",
"32 (a, b, c, d, e, f, g, h, i, j, k, l, m, o, p, ... \n",
"40 (a, b, c, d, e, f, g, h, i, j, k, l, m, o, p, ... \n",
"\n",
" KPIDemand \\\n",
"8 {'a': 143, 'b': 187, 'c': 462, 'd': 0, 'e': 26... \n",
"16 {'a': 0, 'b': 0, 'c': 41, 'd': 363, 'e': 0, 'f... \n",
"24 {'a': 0, 'b': 0, 'c': 0, 'd': 310, 'e': 0, 'f'... \n",
"32 {'a': 383, 'b': 0, 'c': 984, 'd': 365, 'e': 54... \n",
"40 {'a': 0, 'b': 0, 'c': 0, 'd': 0, 'e': 0, 'f': ... \n",
"\n",
" KPISpend \\\n",
"8 {'a': 143, 'b': 187, 'c': 462, 'd': 0, 'e': 94... \n",
"16 {'a': 0, 'b': 0, 'c': 41, 'd': 363, 'e': 0, 'f... \n",
"24 {'a': 0, 'b': 0, 'c': 0, 'd': 93.25, 'e': 0, '... \n",
"32 {'a': 383, 'b': 0, 'c': 135.625, 'd': 164.625,... \n",
"40 {'a': 0, 'b': 0, 'c': 0, 'd': 0, 'e': 0, 'f': ... \n",
"\n",
" KPISpendOverDemand VelocityOfMoney \\\n",
"8 {'a': 1.0, 'b': 1.0, 'c': 1.0, 'd': 0, 'e': 0.... 22.59 \n",
"16 {'a': 0, 'b': 0, 'c': 1.0, 'd': 1.0, 'e': 0, '... 16.89 \n",
"24 {'a': 0, 'b': 0, 'c': 0, 'd': 0.30080645161290... 15.11 \n",
"32 {'a': 1.0, 'b': 0, 'c': 0.13783028455284552, '... 18.27 \n",
"40 {'a': 0, 'b': 0, 'c': 0, 'd': 0, 'e': 0, 'f': ... 0.75 \n",
"\n",
" startingBalance \\\n",
"8 {'a': 400, 'b': 400, 'c': 400, 'd': 400, 'e': ... \n",
"16 {'a': 495.0, 'b': 341.0, 'c': 169.0, 'd': 414.... \n",
"24 {'a': 495.0, 'b': 341.0, 'c': 169.0, 'd': 414.... \n",
"32 {'a': 495.0, 'b': 341.0, 'c': 169.0, 'd': 414.... \n",
"40 {'a': 495.0, 'b': 341.0, 'c': 169.0, 'd': 414.... \n",
"\n",
" 30_day_spend withdraw \\\n",
"8 {} 0 \n",
"16 {'a': 143, 'b': 187, 'c': 462, 'e': 94, 'g': 2... 0 \n",
"24 {'d': 363, 'h': 321, 'k': 561, 'a': 143, 'b': ... 0 \n",
"32 {'f': 333, 'p': 225.5, 'external': 280, 'd': 4... 0 \n",
"40 {'f': 349.5, 'p': 338.25, 'external': 546, 'd'... 0 \n",
"\n",
" outboundAgents \\\n",
"8 [c, a, m, j, e, l, g, b, i, g, o, e, j, m] \n",
"16 [k, k, h, h, d, k, c, m, i, h, g, k, m, o] \n",
"24 [external, f, o, d, m, p, g, h, e, p, g, o, h,... \n",
"32 [p, a, f, external, d, e, c, c, g, e, i, c, h, i] \n",
"40 [g, d, i, d, l, k, b, e, c, j, external, k, m, l] \n",
"\n",
" inboundAgents operatorFiatBalance \\\n",
"8 [k, g, a, l, i, a, external, k, d, external, m... 4500 \n",
"16 [external, g, g, b, p, m, g, d, i, p, b, g, e, d] 4500 \n",
"24 [k, o, e, m, external, i, d, h, k, external, e... 4500 \n",
"32 [f, o, c, p, h, f, m, external, m, external, b... 4500 \n",
"40 [p, d, j, external, p, c, j, g, g, f, d, b, j, a] 4500 \n",
"\n",
" operatorCICBalance fundsInProcess \\\n",
"8 200000.00 {'timestep': [], 'decision': [], 'cic': [], 's... \n",
"16 200000.00 {'timestep': [], 'decision': [], 'cic': [], 's... \n",
"24 200000.00 {'timestep': [], 'decision': [], 'cic': [], 's... \n",
"32 200000.00 {'timestep': [], 'decision': [], 'cic': [], 's... \n",
"40 200000.00 {'timestep': [], 'decision': [], 'cic': [], 's... \n",
"\n",
" totalDistributedToAgents totalMinted totalBurned run substep timestep \n",
"8 0 0 0 1 8 1 \n",
"16 0 0 0 1 8 2 \n",
"24 0 0 0 1 8 3 \n",
"32 0 0 0 1 8 4 \n",
"40 0 0 0 1 8 5 "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"df.reset_index(inplace=True)\n",
"del df['index']"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"df['agents'] = df.network.apply(lambda g: np.array([get_nodes_by_type(g,'Agent')][0]))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"df['agent_tokens'] = df.network.apply(lambda g: np.array([g.nodes[j]['tokens'] for j in get_nodes_by_type(g,'Agent')]))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"df['agent_native_currency'] = df.network.apply(lambda g: np.array([g.nodes[j]['native_currency'] for j in get_nodes_by_type(g,'Agent')]))"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
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" vertical-align: middle;\n",
" }\n",
"\n",
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" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>network</th>\n",
" <th>KPIDemand</th>\n",
" <th>KPISpend</th>\n",
" <th>KPISpendOverDemand</th>\n",
" <th>VelocityOfMoney</th>\n",
" <th>startingBalance</th>\n",
" <th>30_day_spend</th>\n",
" <th>withdraw</th>\n",
" <th>outboundAgents</th>\n",
" <th>inboundAgents</th>\n",
" <th>...</th>\n",
" <th>fundsInProcess</th>\n",
" <th>totalDistributedToAgents</th>\n",
" <th>totalMinted</th>\n",
" <th>totalBurned</th>\n",
" <th>run</th>\n",
" <th>substep</th>\n",
" <th>timestep</th>\n",
" <th>agents</th>\n",
" <th>agent_tokens</th>\n",
" <th>agent_native_currency</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>495</th>\n",
" <td>(a, b, c, d, e, f, g, h, i, j, k, l, m, o, p, ...</td>\n",
" <td>{'a': 90, 'b': 369, 'c': 23, 'd': 0, 'e': 73, ...</td>\n",
" <td>{'a': 0, 'b': 369, 'c': 2173.134679223996, 'd'...</td>\n",
" <td>{'a': 0.0, 'b': 1.0, 'c': 94.48411648799983, '...</td>\n",
" <td>39.50</td>\n",
" <td>{'a': 570.0, 'b': 1690.488462001112, 'c': -166...</td>\n",
" <td>{'a': 0, 'b': 177, 'c': 0, 'd': 380.3278659415...</td>\n",
" <td>0</td>\n",
" <td>[c, i, m, i, b, c, i, l, external, e, a, a, i, i]</td>\n",
" <td>[j, external, l, l, h, m, o, o, a, o, h, h, i, i]</td>\n",
" <td>...</td>\n",
" <td>{'timestep': [], 'decision': [], 'cic': [], 's...</td>\n",
" <td>1500</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>5</td>\n",
" <td>8</td>\n",
" <td>96</td>\n",
" <td>[a, b, c, d, e, f, g, h, i, j, k, l, m, o, p]</td>\n",
" <td>[703.0, 1927.5761232713448, -2581.075082991195...</td>\n",
" <td>[-1654.70852899975, 2248.5549359185716, 651.94...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>496</th>\n",
" <td>(a, b, c, d, e, f, g, h, i, j, k, l, m, o, p, ...</td>\n",
" <td>{'a': 0, 'b': 307, 'c': 316, 'd': 0, 'e': 0, '...</td>\n",
" <td>{'a': 0, 'b': 307, 'c': 651.9404037671989, 'd'...</td>\n",
" <td>{'a': 0, 'b': 1.0, 'c': 2.063102543567085, 'd'...</td>\n",
" <td>19.00</td>\n",
" <td>{'a': 570.0, 'b': 1690.488462001112, 'c': -166...</td>\n",
" <td>{'a': 0, 'b': 546, 'c': 2173.134679223996, 'd'...</td>\n",
" <td>0</td>\n",
" <td>[l, c, l, j, b, h, b, e, c, d, c, p, i, external]</td>\n",
" <td>[k, j, e, d, k, g, b, e, p, g, m, m, k, j]</td>\n",
" <td>...</td>\n",
" <td>{'timestep': [], 'decision': [], 'cic': [], 's...</td>\n",
" <td>1500</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>5</td>\n",
" <td>8</td>\n",
" <td>97</td>\n",
" <td>[a, b, c, d, e, f, g, h, i, j, k, l, m, o, p]</td>\n",
" <td>[703.0, 1774.0761232713448, -2907.045284874794...</td>\n",
" <td>[-1654.70852899975, 2095.0549359185716, 325.97...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>497</th>\n",
" <td>(a, b, c, d, e, f, g, h, i, j, k, l, m, o, p, ...</td>\n",
" <td>{'a': 35, 'b': 305, 'c': 293, 'd': 0, 'e': 0, ...</td>\n",
" <td>{'a': 0, 'b': 305, 'c': 325.97020188359943, 'd...</td>\n",
" <td>{'a': 0.0, 'b': 1.0, 'c': 1.1125262862921481, ...</td>\n",
" <td>24.16</td>\n",
" <td>{'a': 570.0, 'b': 1690.488462001112, 'c': -166...</td>\n",
" <td>{'a': 0, 'b': 853, 'c': 2825.075082991195, 'd'...</td>\n",
" <td>0</td>\n",
" <td>[m, b, j, m, a, external, f, c, external, m, k...</td>\n",
" <td>[g, i, m, k, e, h, l, l, i, m, a, d, i, b]</td>\n",
" <td>...</td>\n",
" <td>{'timestep': [], 'decision': [], 'cic': [], 's...</td>\n",
" <td>1500</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>5</td>\n",
" <td>8</td>\n",
" <td>98</td>\n",
" <td>[a, b, c, d, e, f, g, h, i, j, k, l, m, o, p]</td>\n",
" <td>[703.0, 1621.5761232713448, -3070.030385816594...</td>\n",
" <td>[-1654.70852899975, 1942.5549359185716, 162.98...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>498</th>\n",
" <td>(a, b, c, d, e, f, g, h, i, j, k, l, m, o, p, ...</td>\n",
" <td>{'a': 0, 'b': 233, 'c': 0, 'd': 461, 'e': 201,...</td>\n",
" <td>{'a': 0, 'b': 233, 'c': 0, 'd': 369.1639329707...</td>\n",
" <td>{'a': 0, 'b': 1.0, 'c': 0, 'd': 0.800789442452...</td>\n",
" <td>27.93</td>\n",
" <td>{'a': 570.0, 'b': 1690.488462001112, 'c': -166...</td>\n",
" <td>{'a': 0, 'b': 1158, 'c': 3151.0452848747946, '...</td>\n",
" <td>0</td>\n",
" <td>[h, h, i, m, h, m, h, j, i, e, b, g, d, f]</td>\n",
" <td>[j, e, c, j, m, f, j, i, k, d, f, f, b, m]</td>\n",
" <td>...</td>\n",
" <td>{'timestep': [], 'decision': [], 'cic': [], 's...</td>\n",
" <td>1500</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>5</td>\n",
" <td>8</td>\n",
" <td>99</td>\n",
" <td>[a, b, c, d, e, f, g, h, i, j, k, l, m, o, p]</td>\n",
" <td>[703.0, 1689.6580897567273, -2990.030385816594...</td>\n",
" <td>[-1654.70852899975, 2010.636902403954, 242.985...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>499</th>\n",
" <td>(a, b, c, d, e, f, g, h, i, j, k, l, m, o, p, ...</td>\n",
" <td>{'a': 0, 'b': 0, 'c': 254, 'd': 285, 'e': 290,...</td>\n",
" <td>{'a': 0, 'b': 0, 'c': 242.98510094179971, 'd':...</td>\n",
" <td>{'a': 0, 'b': 0, 'c': 0.9566342556763768, 'd':...</td>\n",
" <td>25.28</td>\n",
" <td>{'a': 570.0, 'b': 1690.488462001112, 'c': -166...</td>\n",
" <td>{'a': 0, 'b': 1391, 'c': 3151.0452848747946, '...</td>\n",
" <td>0</td>\n",
" <td>[e, m, g, k, f, i, c, h, o, o, k, d, g, external]</td>\n",
" <td>[d, a, o, g, p, d, j, c, l, l, m, m, l, a]</td>\n",
" <td>...</td>\n",
" <td>{'timestep': [], 'decision': [], 'cic': [], 's...</td>\n",
" <td>1500</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>5</td>\n",
" <td>8</td>\n",
" <td>100</td>\n",
" <td>[a, b, c, d, e, f, g, h, i, j, k, l, m, o, p]</td>\n",
" <td>[927.339751973192, 1689.6580897567273, -3029.0...</td>\n",
" <td>[-1430.3687770265578, 2010.636902403954, 203.9...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 22 columns</p>\n",
"</div>"
],
"text/plain": [
" network \\\n",
"495 (a, b, c, d, e, f, g, h, i, j, k, l, m, o, p, ... \n",
"496 (a, b, c, d, e, f, g, h, i, j, k, l, m, o, p, ... \n",
"497 (a, b, c, d, e, f, g, h, i, j, k, l, m, o, p, ... \n",
"498 (a, b, c, d, e, f, g, h, i, j, k, l, m, o, p, ... \n",
"499 (a, b, c, d, e, f, g, h, i, j, k, l, m, o, p, ... \n",
"\n",
" KPIDemand \\\n",
"495 {'a': 90, 'b': 369, 'c': 23, 'd': 0, 'e': 73, ... \n",
"496 {'a': 0, 'b': 307, 'c': 316, 'd': 0, 'e': 0, '... \n",
"497 {'a': 35, 'b': 305, 'c': 293, 'd': 0, 'e': 0, ... \n",
"498 {'a': 0, 'b': 233, 'c': 0, 'd': 461, 'e': 201,... \n",
"499 {'a': 0, 'b': 0, 'c': 254, 'd': 285, 'e': 290,... \n",
"\n",
" KPISpend \\\n",
"495 {'a': 0, 'b': 369, 'c': 2173.134679223996, 'd'... \n",
"496 {'a': 0, 'b': 307, 'c': 651.9404037671989, 'd'... \n",
"497 {'a': 0, 'b': 305, 'c': 325.97020188359943, 'd... \n",
"498 {'a': 0, 'b': 233, 'c': 0, 'd': 369.1639329707... \n",
"499 {'a': 0, 'b': 0, 'c': 242.98510094179971, 'd':... \n",
"\n",
" KPISpendOverDemand VelocityOfMoney \\\n",
"495 {'a': 0.0, 'b': 1.0, 'c': 94.48411648799983, '... 39.50 \n",
"496 {'a': 0, 'b': 1.0, 'c': 2.063102543567085, 'd'... 19.00 \n",
"497 {'a': 0.0, 'b': 1.0, 'c': 1.1125262862921481, ... 24.16 \n",
"498 {'a': 0, 'b': 1.0, 'c': 0, 'd': 0.800789442452... 27.93 \n",
"499 {'a': 0, 'b': 0, 'c': 0.9566342556763768, 'd':... 25.28 \n",
"\n",
" startingBalance \\\n",
"495 {'a': 570.0, 'b': 1690.488462001112, 'c': -166... \n",
"496 {'a': 570.0, 'b': 1690.488462001112, 'c': -166... \n",
"497 {'a': 570.0, 'b': 1690.488462001112, 'c': -166... \n",
"498 {'a': 570.0, 'b': 1690.488462001112, 'c': -166... \n",
"499 {'a': 570.0, 'b': 1690.488462001112, 'c': -166... \n",
"\n",
" 30_day_spend withdraw \\\n",
"495 {'a': 0, 'b': 177, 'c': 0, 'd': 380.3278659415... 0 \n",
"496 {'a': 0, 'b': 546, 'c': 2173.134679223996, 'd'... 0 \n",
"497 {'a': 0, 'b': 853, 'c': 2825.075082991195, 'd'... 0 \n",
"498 {'a': 0, 'b': 1158, 'c': 3151.0452848747946, '... 0 \n",
"499 {'a': 0, 'b': 1391, 'c': 3151.0452848747946, '... 0 \n",
"\n",
" outboundAgents \\\n",
"495 [c, i, m, i, b, c, i, l, external, e, a, a, i, i] \n",
"496 [l, c, l, j, b, h, b, e, c, d, c, p, i, external] \n",
"497 [m, b, j, m, a, external, f, c, external, m, k... \n",
"498 [h, h, i, m, h, m, h, j, i, e, b, g, d, f] \n",
"499 [e, m, g, k, f, i, c, h, o, o, k, d, g, external] \n",
"\n",
" inboundAgents ... \\\n",
"495 [j, external, l, l, h, m, o, o, a, o, h, h, i, i] ... \n",
"496 [k, j, e, d, k, g, b, e, p, g, m, m, k, j] ... \n",
"497 [g, i, m, k, e, h, l, l, i, m, a, d, i, b] ... \n",
"498 [j, e, c, j, m, f, j, i, k, d, f, f, b, m] ... \n",
"499 [d, a, o, g, p, d, j, c, l, l, m, m, l, a] ... \n",
"\n",
" fundsInProcess \\\n",
"495 {'timestep': [], 'decision': [], 'cic': [], 's... \n",
"496 {'timestep': [], 'decision': [], 'cic': [], 's... \n",
"497 {'timestep': [], 'decision': [], 'cic': [], 's... \n",
"498 {'timestep': [], 'decision': [], 'cic': [], 's... \n",
"499 {'timestep': [], 'decision': [], 'cic': [], 's... \n",
"\n",
" totalDistributedToAgents totalMinted totalBurned run substep \\\n",
"495 1500 0 0 5 8 \n",
"496 1500 0 0 5 8 \n",
"497 1500 0 0 5 8 \n",
"498 1500 0 0 5 8 \n",
"499 1500 0 0 5 8 \n",
"\n",
" timestep agents \\\n",
"495 96 [a, b, c, d, e, f, g, h, i, j, k, l, m, o, p] \n",
"496 97 [a, b, c, d, e, f, g, h, i, j, k, l, m, o, p] \n",
"497 98 [a, b, c, d, e, f, g, h, i, j, k, l, m, o, p] \n",
"498 99 [a, b, c, d, e, f, g, h, i, j, k, l, m, o, p] \n",
"499 100 [a, b, c, d, e, f, g, h, i, j, k, l, m, o, p] \n",
"\n",
" agent_tokens \\\n",
"495 [703.0, 1927.5761232713448, -2581.075082991195... \n",
"496 [703.0, 1774.0761232713448, -2907.045284874794... \n",
"497 [703.0, 1621.5761232713448, -3070.030385816594... \n",
"498 [703.0, 1689.6580897567273, -2990.030385816594... \n",
"499 [927.339751973192, 1689.6580897567273, -3029.0... \n",
"\n",
" agent_native_currency \n",
"495 [-1654.70852899975, 2248.5549359185716, 651.94... \n",
"496 [-1654.70852899975, 2095.0549359185716, 325.97... \n",
"497 [-1654.70852899975, 1942.5549359185716, 162.98... \n",
"498 [-1654.70852899975, 2010.636902403954, 242.985... \n",
"499 [-1430.3687770265578, 2010.636902403954, 203.9... \n",
"\n",
"[5 rows x 22 columns]"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.tail()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"# Create dataframe variables \n",
"tokens = []\n",
"for i in df.index:\n",
" tokens.append(sum(df['agent_tokens'][i]))\n",
" \n",
"df['AggregatedAgentCICHolding'] = tokens \n",
"\n",
"currency = []\n",
"for i in df.index:\n",
" currency.append(sum(df['agent_native_currency'][i]))\n",
" \n",
"df['AggregatedAgentCurrencyHolding'] = currency \n",
"\n",
"AggregatedSpend = []\n",
"for i in df.index:\n",
" AggregatedSpend.append(sum(df['KPISpend'][i].values()))\n",
"\n",
"df['AggregatedAgentSpend'] = AggregatedSpend \n",
"\n",
"AggregatedDemand = []\n",
"for i in df.index:\n",
" AggregatedDemand.append(sum(df['KPIDemand'][i].values()))\n",
" \n",
"df['AggregatedAgentDemand'] = AggregatedDemand \n",
"\n",
"\n",
"AggregatedKPISpendOverDemand = []\n",
"for i in df.index:\n",
" AggregatedKPISpendOverDemand.append(sum(df['KPISpendOverDemand'][i].values()))\n",
" \n",
"df['AggregatedKPISpendOverDemand'] = AggregatedKPISpendOverDemand \n",
"\n",
"\n",
"AggregatedGapOfDemandMinusSpend = []\n",
"for i in df.index:\n",
" AggregatedGapOfDemandMinusSpend.append(sum(df['KPIDemand'][i].values())- sum(df['KPISpend'][i].values()))\n",
" \n",
"df['AggregatedGapOfDemandMinusSpend'] = AggregatedGapOfDemandMinusSpend "
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['KPISpend'][1]['external']"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"subset = df[['timestep', 'VelocityOfMoney', 'operatorFiatBalance',\n",
" 'operatorCICBalance', 'totalDistributedToAgents', 'totalMinted',\n",
" 'totalBurned', 'run', 'substep', 'AggregatedAgentCICHolding',\n",
" 'AggregatedAgentCurrencyHolding', 'AggregatedAgentSpend',\n",
" 'AggregatedAgentDemand', 'AggregatedKPISpendOverDemand',\n",
" 'AggregatedGapOfDemandMinusSpend']]"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"mean_df,median_df,std_df,min_df = aggregate_runs(subset,'timestep')"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>timestep</th>\n",
" <th>VelocityOfMoney</th>\n",
" <th>operatorFiatBalance</th>\n",
" <th>operatorCICBalance</th>\n",
" <th>totalDistributedToAgents</th>\n",
" <th>totalMinted</th>\n",
" <th>totalBurned</th>\n",
" <th>run</th>\n",
" <th>substep</th>\n",
" <th>AggregatedAgentCICHolding</th>\n",
" <th>AggregatedAgentCurrencyHolding</th>\n",
" <th>AggregatedAgentSpend</th>\n",
" <th>AggregatedAgentDemand</th>\n",
" <th>AggregatedKPISpendOverDemand</th>\n",
" <th>AggregatedGapOfDemandMinusSpend</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>95</th>\n",
" <td>96</td>\n",
" <td>21.41</td>\n",
" <td>16500.00</td>\n",
" <td>198500.00</td>\n",
" <td>1500.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>3.00</td>\n",
" <td>8.00</td>\n",
" <td>-251.65</td>\n",
" <td>16153.53</td>\n",
" <td>3180.47</td>\n",
" <td>2237.60</td>\n",
" <td>56.60</td>\n",
" <td>-942.87</td>\n",
" </tr>\n",
" <tr>\n",
" <th>96</th>\n",
" <td>97</td>\n",
" <td>14.46</td>\n",
" <td>16500.00</td>\n",
" <td>198500.00</td>\n",
" <td>1500.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>3.00</td>\n",
" <td>8.00</td>\n",
" <td>-265.55</td>\n",
" <td>16139.63</td>\n",
" <td>2263.33</td>\n",
" <td>1913.20</td>\n",
" <td>8.07</td>\n",
" <td>-350.13</td>\n",
" </tr>\n",
" <tr>\n",
" <th>97</th>\n",
" <td>98</td>\n",
" <td>17.58</td>\n",
" <td>16500.00</td>\n",
" <td>198500.00</td>\n",
" <td>1500.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>3.00</td>\n",
" <td>8.00</td>\n",
" <td>-46.55</td>\n",
" <td>16358.63</td>\n",
" <td>2864.87</td>\n",
" <td>2800.60</td>\n",
" <td>8.79</td>\n",
" <td>-64.27</td>\n",
" </tr>\n",
" <tr>\n",
" <th>98</th>\n",
" <td>99</td>\n",
" <td>11.75</td>\n",
" <td>16500.00</td>\n",
" <td>198500.00</td>\n",
" <td>1500.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>3.00</td>\n",
" <td>8.00</td>\n",
" <td>-77.95</td>\n",
" <td>16327.23</td>\n",
" <td>1780.46</td>\n",
" <td>2094.80</td>\n",
" <td>5.57</td>\n",
" <td>314.34</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99</th>\n",
" <td>100</td>\n",
" <td>14.91</td>\n",
" <td>16500.00</td>\n",
" <td>198500.00</td>\n",
" <td>1500.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>3.00</td>\n",
" <td>8.00</td>\n",
" <td>-53.25</td>\n",
" <td>16351.93</td>\n",
" <td>2328.69</td>\n",
" <td>1862.80</td>\n",
" <td>18.12</td>\n",
" <td>-465.89</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" timestep VelocityOfMoney operatorFiatBalance operatorCICBalance \\\n",
"95 96 21.41 16500.00 198500.00 \n",
"96 97 14.46 16500.00 198500.00 \n",
"97 98 17.58 16500.00 198500.00 \n",
"98 99 11.75 16500.00 198500.00 \n",
"99 100 14.91 16500.00 198500.00 \n",
"\n",
" totalDistributedToAgents totalMinted totalBurned run substep \\\n",
"95 1500.00 0.00 0.00 3.00 8.00 \n",
"96 1500.00 0.00 0.00 3.00 8.00 \n",
"97 1500.00 0.00 0.00 3.00 8.00 \n",
"98 1500.00 0.00 0.00 3.00 8.00 \n",
"99 1500.00 0.00 0.00 3.00 8.00 \n",
"\n",
" AggregatedAgentCICHolding AggregatedAgentCurrencyHolding \\\n",
"95 -251.65 16153.53 \n",
"96 -265.55 16139.63 \n",
"97 -46.55 16358.63 \n",
"98 -77.95 16327.23 \n",
"99 -53.25 16351.93 \n",
"\n",
" AggregatedAgentSpend AggregatedAgentDemand AggregatedKPISpendOverDemand \\\n",
"95 3180.47 2237.60 56.60 \n",
"96 2263.33 1913.20 8.07 \n",
"97 2864.87 2800.60 8.79 \n",
"98 1780.46 2094.80 5.57 \n",
"99 2328.69 1862.80 18.12 \n",
"\n",
" AggregatedGapOfDemandMinusSpend \n",
"95 -942.87 \n",
"96 -350.13 \n",
"97 -64.27 \n",
"98 314.34 \n",
"99 -465.89 "
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mean_df.tail()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# plot of agent activity per timestep\n",
"plot_median_with_quantiles_annotation(subset,'timestep','timestep','AggregatedAgentSpend')"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_median_with_quantiles_annotation(subset,'timestep','timestep','VelocityOfMoney')"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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22ZVdd92VWbNmsc021TpD4e4979mfiy8+m3322ZVddtmFOXPmsPXW1TJD+wXYckuYPPnZz42WLt3wTsv29z9AX5/hrtM0s1+eemoo3DVlc5K0Qakt3JU7V78K3JWZn2+YNQ84CjitvF/aUP+/EXER1c0Tj5Vw9kPgHxtuongb8PHMXBIRj0fEHKrTve8HvrSOfWxwBgcHn1fr6+t75r8IJk+ezL/92789b5nJkydz0UUXjbjNe++995npH4xykVPjfg877DAOO+yw9Wi11F6TyhUQy5dXlzb4vG1JvaTOkbs3Ae8DbouIX5Ta31EFrosj4ljgPuDdZd7lwAHAAuAp4GiAEuJOAX5Wlvv7oZsrgL8EzgMmU91IMZRURtuHpB4wblw1ur1iRRXwJk9ud4skqXXqvFv2v4HR/nt53xGWT+D4UbZ1DnDOCPWbgNeMUF880j4k9Y7Jk6twt2yZ4U5Sb/HnxyR1paFA53V3knqN4W4dqgFFjcS/jTpZ43V3ktRLDHdrMWnSJBYvXmyIGUFmsnjxYiZNev6z+6RO4MidpF7VkocYb6hmzJjBwMAAjzzyyHqvu3z58q4PPpMmTWLGjBnrXlBqA8OdpF5luFuLiRMnsuOOO76gdfv7+9lzzz2b3CJJY2W4k9SrPC0rqSsZ7iT1KsOdpK5kuJPUqwx3krqS4U5SrzLcSepKPgpFUq8y3EnqSo7cSepVhjtJXclwJ6lXGe4kdSXDnaReZbiT1JUMd5J6leFOUlcy3EnqVYY7SV3Ju2Ul9SrDnaSu5MidpF5luJPUlQx3knqV4U5SVzLcSepVhjtJXclwJ6lXGe4kdSXDnaReZbiT1JUMd5J6leFOUlfyUSiSepXhTlJXcuROUq8y3EnqSoY7Sb3KcCepKxnuJPUqw52krmS4k9SrDHeSutLQDRUrVsCaNe1tiyS1kuFOUleKgI03rqZXrGhvWySplQx3krqWp2Yl9SLDnaSuZbiT1IsMd5K6luFOUi+qLdxFxDkRsSgibm+o7RER10XEbRHxvYjYvNQ3iohzS/2WiOhrWOfIUr81Iq6IiG1KfauImB8R95T3LUs9IuLMiFhQ1tmrrmOU1NkMd5J6UZ0jd+cB+w+rfQU4KTN3B74DnFjqHwAo9f2Az0XEuIiYAJwB/EFmvha4Ffi/ZZ2TgCszcyfgyvIZ4B3ATuV1HHBW8w9N0obAcCepF9UW7jLzGmDJsPLOwDVlej7wrjK9G3BVWW8RsBSYDUR5TYmIADYHflvWOQQ4v0yfDxzaUL8gK9cDUyNi+yYemqQNhOFOUi+a0OL93UEVvr4LHA7sUOq3AAdHxIWlNgvYITNvjIi/AG4DngTuAY4v60zLzIVl+iFgWpmeDjzQsM+BUlvIMBFxHNXoHtOmTaO/v78Jh1gZHBxs6vbUPPZNZ6qjX5Ytey2wFTfccAuZjzZ1273E70xnsl86V7v7ptXh7hjgzIj4FDAPeLrUzwF2BW4C7gOuBVZHxETgL4A9gV8DXwI+DvxD40YzMyMi17cxmTkXmAswe/bs7OvrewGHNLL+/n6auT01j33Tmerol5e+tHrfeec9sMtfOL8zncl+6Vzt7puWhrvMvBt4G0BE7AwcWOqrgBOGlouIa4FfAq8r839V6hfz7LV1D0fE9pm5sJx2XVTqD/LsiCDAjFKT1GM8LSupF7X0USgRsV15Hwd8Eji7fN4kIqaU6f2AVZl5J1Uo2y0iti2b2A+4q0zPA44q00cBlzbU31/ump0DPNZw+lZSDzHcSepFtY3clevn+oBtImIAOBnYNCKGrpm7BDi3TG8H/DAi1lAFuvcBZOZvI+IzwDURsZLqlO2flXVOAy6OiGNL/d2lfjlwALAAeAo4uq5jlNTZDHeSelFt4S4zjxxl1hkjLHsvsMso2zmbMsI3rL4Y2HeEevLsTReSepjhTlIv8hcqJHWtSZOq9+XL29sOSWolw52kruXInaReZLiT1LUMd5J6keFOUtcy3EnqRYY7SV3LcCepFxnuJHUtw52kXmS4k9S1DHeSepHhTlLX8lEoknqR4U5S13LkTlIvMtxJ6lqGO0m9yHAnqWsZ7iT1IsOdpK5luJPUiwx3krqW4U5SLzLcSepa3i0rqRcZ7iR1LUfuJPUiw52krjU0crdiBaxZ0962SFKrGO4kda0IT81K6j2GO0ldzVOzknqN4U5SVzPcSeo1hjtJXc1wJ6nXGO4kdTWvuZPUawx3krqaI3eSeo3hTlJXM9xJ6jWGO0ldzXAnqdcY7iR1NcOdpF5juJPU1Qx3knqN4U5SV/NuWUm9xnAnqas5ciep1xjuJHU1w52kXmO4k9TVDHeSek1t4S4izomIRRFxe0Ntj4i4LiJui4jvRcTmpb5RRJxb6rdERF/DOhtFxNyI+GVE3B0R7yr1jSPimxGxICJuiIiZDet8vNT/NyLeXtcxSup8hjtJvabOkbvzgP2H1b4CnJSZuwPfAU4s9Q8AlPp+wOciYqhtnwAWZebOwG7Aj0v9WODRzHwV8AXgswARsRtwBPDqsv9/jYjxTT86SRsEw52kXlNbuMvMa4Alw8o7A9eU6fnAu8r0bsBVZb1FwFJgdpl3DPBPZd6azPxdqR8CnF+mvwXsGxFR6hdl5orM/A2wANi7iYcmaQNiuJPUa1p9zd0dVOEL4HBghzJ9C3BwREyIiB2BWcAOETG1zD8lIv4nIv4zIqaV2nTgAYDMXAU8BmzdWC8GSk1SD/JRKJJ6zYQW7+8Y4MyI+BQwD3i61M8BdgVuAu4DrgVWl/bNAK7NzL+KiL8CTgfe14zGRMRxwHEA06ZNo7+/vxmbBWBwcLCp21Pz2Dedqa5++c1vtgN24777FtHff2fTt98L/M50Jvulc7W7b1oa7jLzbuBtABGxM3Bgqa8CThhaLiKuBX4JLAaeAi4ps/6T6lo7gAepRv4GImICsEVZfqg+ZEapjdSeucBcgNmzZ2dfX9+LPcRn9Pf308ztqXnsm85UV7889lj1vtlm29HXt13Tt98L/M50Jvulc7W7b1p6WjYitivv44BPAmeXz5tExJQyvR+wKjPvzMwEvgf0lU3sCwz9p/c84KgyfRhwVVl+HnBEuZt2R2An4Ma6j01SZ/KaO0m9praRu4i4kCqUbRMRA8DJwKYRcXxZ5BLg3DK9HfDDiFhDNcrWeNr1Y8DXIuKLwCPA0aX+1VJfQHXjxhEAmXlHRFxMFQJXAcdn5up6jlJSpzPcSeo1tYW7zDxylFlnjLDsvcAuo2znPuAtI9SXU92UMdI6pwKnjrWtkrqX4U5Sr/EXKiR1taG7ZQ13knqF4U5SVxsaufNRKJJ6heFOUlfztKykXmO4k9TVDHeSeo3hTlJXM9xJ6jWGO0ldbeONIQKefhpW+1AkST3AcCepq0X4+7KSeovhTlLXM9xJ6iWGO0ldz+vuJPUSw52krme4k9RLDHeSup7hTlIvMdxJ6nqGO0m9xHAnqesZ7iT1EsOdpK5nuJPUSwx3krqej0KR1EsMd5K6niN3knqJ4U5S1zPcSeolhjtJXc9wJ6mXGO4kdT3DnaReYriT1PUMd5J6ieFOUtfzbllJvcRwJ6nrOXInqZcY7iR1PcOdpF5iuJPU9Qx3knqJ4U5S1zPcSeolhjtJXc9wJ6mXGO4kdT3DnaReYriT1PV8FIqkXmK4k9T1HLmT1EsMd5K6nuFOUi8x3EnqeoY7Sb2ktnAXEedExKKIuL2htkdEXBcRt0XE9yJi81LfKCLOLfVbIqJvhO3NG7atrSJifkTcU963LPWIiDMjYkFE3BoRe9V1jJI2DIY7Sb2kzpG784D9h9W+ApyUmbsD3wFOLPUPAJT6fsDnIuKZtkXEHwODw7Z1EnBlZu4EXFk+A7wD2Km8jgPOatLxSNpAGe4k9ZLawl1mXgMsGVbeGbimTM8H3lWmdwOuKustApYCswEiYlPgr4B/GLatQ4Dzy/T5wKEN9Quycj0wNSK2b8YxSdowebespF4yocX7u4MqfH0XOBzYodRvAQ6OiAtLbVZ5vxE4Bfgc8NSwbU3LzIVl+iFgWpmeDjzQsNxAqS1kmIg4jmp0j2nTptHf3/8iDu25BgcHm7o9NY9905nq7JdMiHgrTz8dXHllP+PH17KbruV3pjPZL52r3X3T6nB3DHBmRHwKmAc8XernALsCNwH3AdcCqyPidcArM/OEiJg52kYzMyMi17cxmTkXmAswe/bs7OvrW99NjKq/v59mbk/NY990prr7ZdKk6rTsnDl9TJlS2266kt+ZzmS/dK52901Lw11m3g28DSAidgYOLPVVwAlDy0XEtcAvgbcCsyPi3tLW7SKiPzP7gIcjYvvMXFhOuy4qqz/IsyOCADNKTVIPmzy5CnfLlmG4k9TVWvoolIjYrryPAz4JnF0+bxIRU8r0fsCqzLwzM8/KzJdm5kzgzcAvS7CDauTvqDJ9FHBpQ/395a7ZOcBjDadvJfUob6qQ1CtqG7kr18/1AdtExABwMrBpRBxfFrkEOLdMbwf8MCLWUI2yvW8MuzgNuDgijqU6lfvuUr8cOABYQHWd3tEv/mgkbegMd5J6RW3hLjOPHGXWGSMsey+wyzq2dy/wmobPi4F9R1gugeOH1yX1NsOdpF7hL1RI6gk+DkVSrzDcSeoJjtxJ6hWGO0k9wXAnqVcY7iT1BMOdpF5huJPUEwx3knqF4U5STzDcSeoVhjtJPcG7ZSX1inWGu4i4ciw1SepkjtxJ6hWjPsQ4IiYBm1D9wsSWQJRZmwPTW9A2SWoaw52kXrG2X6j4IPBR4KXAzTwb7h4H/qXmdklSUxnuJPWKUcNdZp4BnBERH8rML7WwTZLUdIY7Sb1inb8tm5lfiog3AjMbl8/MC2pslyQ1leFOUq9YZ7iLiK8BrwR+Aawu5QQMd5I2GIY7Sb1ineEOmA3slplZd2MkqS4+CkVSrxjLc+5uB15Sd0MkqU6O3EnqFWMZudsGuDMibgRWDBUz8+DaWiVJTWa4k9QrxhLuPl13IySpboY7Sb1iLHfL/rgVDZGkOhnuJPWKsdwt+wTV3bEAGwETgSczc/M6GyZJzWS4k9QrxjJyt9nQdEQEcAgwp85GSVKzebespF4xlrtln5GV7wJvr6k9klQLR+4k9YqxnJb944aP46iee+d/+0raoBjuJPWKsdwt+86G6VXAvVSnZiVpgzEU7p56Cq64or1t2dDceutWns7uQBtqv2y+OcyZA+PW69yh1sdYrrk7uhUNkaQ6bbQRTJwIK1fCO97R7tZsaF7b7gZoRBtuv5x3Hhx1VLtb0b3Gclp2BvAl4E2l9BPgI5k5UGfDJKmZIuD00+Hyy9vdkg3PkiVL2GqrrdrdDA2zIfbLggXwq1/Bb37T7pZ0t7Gclj0X+AZwePn83lLbr65GSVIdPvzh6qX1099/K319fe1uhobZEPvltNPg4x/32te6jeWM97aZeW5mriqv84Bta26XJEnqMt7Y1BpjCXeLI+K9ETG+vN4LLK67YZIkqbsY7lpjLOHuGODdwEPAQuAwwJssJEnSejHctcZY7pa9Dzi4BW2RJEldzF+KaY11jtxFxI4R8fmIuCQi5g29xrDeORGxKCJub6jtERHXRcRtEfG9iNi81DeKiHNL/ZaI6Cv1TSLisoi4OyLuiIjTGra1cUR8MyIWRMQNETGzYd7HS/1/I8Jf05AkqQM4ctcaYzkt+12qBxd/Cfhcw2tdzgP2H1b7CnBSZu4OfAc4sdQ/AFDq+wGfi4ihtp2emb8H7Am8KSKGnlB1LPBoZr4K+ALwWYCI2A04Anh12f+/RsT4MbRXkiTVyHDXGmMJd8sz88zMvDozfzz0WtdKmXkNsGRYeWfgmjI9H3hXmd4NuKqstwhYCszOzKcy8+pSfxr4H2BGWecQ4Pwy/S1g34iIUr8oM1dk5m+ABcDeYzhOSZJUI8Nda4wl3J0RESdHxBsiYq+h1wvc3x08+9NlhwM7lOlbgIMjYkJE7AjMapgHQERMpfoptCtLaTrwAEBmrgIeA7ZurBcDpSZJktrIcNcaY3mI8e7A+4B9gDWlluXz+joGODMiPgXMA54u9XOAXYGbgPuAa4HVQytFxATgQuDMzPz1C9jviCLiOOA4gHNY4MUAABXCSURBVGnTptHf39+sTTM4ONjU7al57JvOZL90LvumM22I/XL//ZsAe7NkyVP099/Y7ubUpt19M5ZwdzjwinJa9EXJzLuBtwFExM7AgaW+CjhhaLmIuBb4ZcOqc4F7MvOLDbUHqUb3Bkr424Lq+XtD9SEzSm2k9swt22b27NnZzCd99/f3b3BPDu8V9k1nsl86l33TmTbEfrn33uo9YpMNru3ro919M5bTsrcDU5uxs4jYrryPAz4JnF0+bxIRU8r0fsCqzLyzfP4HquD20WGbmwcM/ezwYcBVmZmlfkS5m3ZHYCege//zQJKkDYSnZVtjLCN3U4G7I+JnwIpSy8w8ZC3rEBEXAn3ANhExAJwMbBoRx5dFLqH6jVqA7YAfRsQaqlG295VtzAA+AdwN/E91vwT/kplfAb4KfC0iFlDduHFEadgdEXExcCewCjg+M585xStJktrDcNcaYwl3JzdMB/D7lCC1Npl55Cizzhhh2XuBXUaoD5R9jrT95VSnjEeadypw6rraKEmSWsdw1xrrPC1bHnvyOHAQ1bPr9qGcTpUkSRqriRNh/HhYvRpWrmx3a7rXqCN35YaHI8vrd8A3gcjMP2hR2yRJUpeZPBkGB6vRu4kT292a7rS2kbu7qUbpDsrMN2fml2h4PIkkSdL68tRs/dYW7v4YWAhcHRH/HhH7Msr1b5IkSWMxaVL1vnx5e9vRzUYNd5n53cw8Avg94GqqR5FsFxFnRcTbWtVASZLUPRy5q99Ybqh4MjO/kZnvpHog8M+Bj9XeMkmS1HUMd/Uby0OMn5GZj2bm3Mzct64GSZKk7mW4q996hTtJkqQXw3BXP8OdJElqGcNd/Qx3kiSpZbxbtn6GO0mS1DKO3NXPcCdJklrGcFc/w50kSWoZw139DHeSJKllDHf1M9xJkqSWMdzVz3AnSZJaxnBXP8OdJElqGR+FUj/DnSRJahlH7upnuJMkSS1juKuf4U6SJLWM4a5+hjtJktQyhrv6Ge4kSVLLGO7qZ7iTJEkt492y9TPcSZKklnHkrn6GO0mS1DKGu/oZ7iRJUssY7upnuJMkSS1juKuf4U6SJLWM4a5+hjtJktQyjeEus71t6VaGO0mS1DITJsD48bBmDaxa1e7WdCfDnSRJailPzdartnAXEedExKKIuL2htkdEXBcRt0XE9yJi81LfKCLOLfVbIqKvYZ1Zpb4gIs6MiCj1rSJifkTcU963LPUoyy2IiFsjYq+6jlGSJK0/w1296hy5Ow/Yf1jtK8BJmbk78B3gxFL/AECp7wd8LiKG2nZWmb9TeQ1t8yTgyszcCbiyfAZ4R8Oyx5X1JUlShzDc1au2cJeZ1wBLhpV3Bq4p0/OBd5Xp3YCrynqLgKXA7IjYHtg8M6/PzAQuAA4t6xwCnF+mzx9WvyAr1wNTy3YkSVIHMNzVa0KL93cHVfj6LnA4sEOp3wIcHBEXltqs8r4GGGhYfwCYXqanZebCMv0QMK1MTwceGGGdhQwTEcdRje4xbdo0+vv7X8ShPdfg4GBTt6fmsW86k/3SueybzrQh98vq1bOAzfjJT27i4YcH292cpmt337Q63B0DnBkRnwLmAU+X+jnArsBNwH3AtcDqsW40MzMi1vuG6sycC8wFmD17dvb19a3vJkbV399PM7en5rFvOpP90rnsm860IffLNtvAggXwmtfM5o1vbHdrmq/dfdPScJeZdwNvA4iInYEDS30VcMLQchFxLfBL4FFgRsMmZgAPlumHI2L7zFxYTrsuKvUHeXZEcPg6kiSpzTwtW6+WPgolIrYr7+OATwJnl8+bRMSUMr0fsCoz7yynXR+PiDnlLtn3A5eWzc0DjirTRw2rv7/cNTsHeKzh9K0kSWozw129ahu5K9fP9QHbRMQAcDKwaUQcXxa5BDi3TG8H/DAi1lCNsr2vYVN/SXXn7WTgB+UFcBpwcUQcS3Uq992lfjlwALAAeAo4utnHJkmSXjjDXb1qC3eZeeQos84YYdl7gV1G2c5NwGtGqC8G9h2hnsDxw+uSJKkzGO7q5S9USJKkljLc1ctwJ0mSWspwVy/DnSRJaqlJk6r35cvb245uZbiTJEkt5chdvQx3kiSppQx39TLcSZKkljLc1ctwJ0mSWspwVy/DnSRJainDXb0Md5IkqaW8W7ZehjtJktRSjtzVy3AnSZJaynBXL8OdJElqKcNdvQx3kiSppQx39TLcSZKkljLc1ctwJ0mSWspwVy/DnSRJaikfhVIvw50kSWopR+7qZbiTJEkt1RjuMtvblm5kuJMkSS01YUL1WrMGVq5sd2u6j+FOkiS1nKdm62O4kyRJLWe4q4/hTpIktZx3zNbHcCdJklrOkbv6GO4kSVLLGe7qY7iTJEktZ7irj+FOkiS1nOGuPoY7SZLUcoa7+hjuJElSyxnu6mO4kyRJLeejUOpjuJMkSS3nyF19ag13EXFORCyKiNsbantExHURcVtEfC8iNi/1iRFxfqnfFREfb1jnhIi4IyJuj4gLI2JSqe8YETdExIKI+GZEbFTqG5fPC8r8mXUepyRJWj+Gu/rUPXJ3HrD/sNpXgJMyc3fgO8CJpX44sHGpzwI+GBEzI2I68GFgdma+BhgPHFHW+Szwhcx8FfAocGypHws8WupfKMtJkqQOYbirT63hLjOvAZYMK+8MXFOm5wPvGlocmBIRE4DJwNPA42XeBGBymbcJ8NuICGAf4FtlmfOBQ8v0IeUzZf6+ZXlJktQBDHf1acc1d3dQhS+oRut2KNPfAp4EFgL3A6dn5pLMfBA4vdQWAo9l5n8BWwNLM3NVWX8AmF6mpwMPAJT5j5XlJUlSBzDc1WdCG/Z5DHBmRHwKmEc1QgewN7AaeCmwJfCTiPgR1enWQ4AdgaXAf0bEe4ErXmxDIuI44DiAadOm0d/f/2I3+YzBwcGmbk/NY990Jvulc9k3nWlD75cHHpgO7MSvfjVAf/+CdjenqdrdNy0Pd5l5N/A2gIjYGTiwzHoPcEVmrgQWRcRPgdlUp2t/k5mPlHUuAd4IfB2YGhETyujcDODBsq0HqUYEB8qp3C2AxSO0ZS4wF2D27NnZ19fXtOPs7++nmdtT89g3ncl+6Vz2TWfa0Pvlnnuq9622mkFf34z2NqbJ2t03LT8tGxHblfdxwCeBs8us+6muoSMipgBzgLtLfU5EbFKum9sXuCszE7gaOKysfxRwaZmeVz5T5l9VlpckSR3A07L1qftRKBcC1wG7RMRARBwLHBkRv6QKbr8Fzi2LfxnYNCLuAH4GnJuZt2bmDVTX4/0PcFtp89yyzseAv4qIBVTX1H211L8KbF3qfwWcVOdxSpKk9WO4q0+tp2Uz88hRZp0xwrKDVDdYjLSdk4GTR6j/mupaveH15aNtS5IktZ/hrj7+QoUkSWo5w119DHeSJKnlDHf1MdxJkqSWmzSpel++vL3t6EaGO0mS1HKO3NXHcCdJklrOcFcfw50kSWo5w119DHeSJKnlDHf1MdxJkqSWG7qhYtky8DekmstwJ0mSWm7ChOqVCStXtrs13cVwJ0mS2sJTs/Uw3EmSpLYw3NXDcCdJktrCcFcPw50kSWoLw109DHeSJKktDHf1MNxJkqS2MNzVw3AnSZLaYuhZd8uXt7cd3cZwJ0mS2sKRu3oY7iRJUlsY7uphuJMkSW1huKuH4U6SJLWF4a4ehjtJktQWhrt6GO4kSVJbeLdsPQx3kiSpLRy5q4fhTpIktYXhrh6GO0mS1BaGu3oY7iRJUlsY7uphuJMkSW1huKuH4U6SJLWF4a4ehjtJktQWPgqlHoY7SZLUFo7c1cNwJ0mS2sJwV4/awl1EnBMRiyLi9obaHhFxXUTcFhHfi4jNS31iRJxf6ndFxMcb1pkaEd+KiLvLvDeU+lYRMT8i7invW5Z6RMSZEbEgIm6NiL3qOkZJkvTCGe7qUefI3XnA/sNqXwFOyszdge8AJ5b64cDGpT4L+GBEzCzzzgCuyMzfA/YA7ir1k4ArM3Mn4MryGeAdwE7ldRxwVlOPSpIkNYXhrh61hbvMvAZYMqy8M3BNmZ4PvGtocWBKREwAJgNPA49HxBbAW4Cvlm0+nZlLyzqHAOeX6fOBQxvqF2TlemBqRGzf1IOTJEkvmuGuHhNavL87qMLXd6lG63Yo9W+V+kJgE+CEzFwSEa8DHgHOjYg9gJuBj2Tmk8C0zFxY1n8ImFampwMPNOxzoNQWMkxEHEc1use0adPo7+9v0mHC4OBgU7en5rFvOpP90rnsm87UDf2ydOlE4E088cRK+vt/2u7mNE27+6bV4e4Y4MyI+BQwj2qEDmBvYDXwUmBL4CcR8aPSvr2AD2XmDRFxBtXp1081bjQzMyJyfRuTmXOBuQCzZ8/Ovr6+F3RQI+nv76eZ21Pz2DedyX7pXPZNZ+qGfhkcrN5XrZq4wR9Lo3b3TUvvls3MuzPzbZk5C7gQ+FWZ9R6q6+pWZuYi4KfAbKpRt4HMvKEs9y2qsAfw8NDp1vK+qNQf5NkRQYAZpSZJkjpI42nZXO8hGo2mpeEuIrYr7+OATwJnl1n3A/uUeVOAOcDdmfkQ8EBE7FKW2xe4s0zPA44q00cBlzbU31/ump0DPNZw+laSJHWI8eNh4sQq2D399LqX19jUdlo2Ii4E+oBtImIAOBnYNCKOL4tcApxbpr9MdV3dHUAA52bmrWXeh4CvR8RGwK+Bo0v9NODiiDgWuA94d6lfDhwALACealhekiR1mMmTYeXKavRu443b3ZruUFu4y8wjR5l1xgjLDlLdYDHSdn5BdYp2eH0x1Uje8HoCxw+vS5KkzjN5Mjz+eBXupk5td2u6g79QIUmS2sbHoTSf4U6SJLXNpEnV+/Ll7W1HNzHcSZKktnHkrvkMd5IkqW0Md81nuJMkSW1juGs+w50kSWobw13zGe4kSVLbGO6az3AnSZLaxnDXfIY7SZLUNj4KpfkMd5IkqW0cuWs+w50kSWobw13zGe4kSVLbGO6ab0K7GyBJknrXULgbHIQVK9rblmZZuTLaun/DnSRJapuhcPfFL1avbvDyl8/m3nvbt3/DnSRJapu3vAVe8hJYsqTdLWme8eOzrfs33EmSpLZ57Wth4cJ2t6K5+vtvAvratn9vqJAkSeoihjtJkqQuYriTJEnqIoY7SZKkLmK4kyRJ6iKGO0mSpC5iuJMkSeoihjtJkqQuYriTJEnqIoY7SZKkLmK4kyRJ6iKGO0mSpC5iuJMkSeoikZntbkNHiIhHgPuauMltgN81cXtqHvumM9kvncu+6Uz2S+dqRd+8PDO3HWmG4a4mEXFTZs5udzv0fPZNZ7JfOpd905nsl87V7r7xtKwkSVIXMdxJkiR1EcNdfea2uwEalX3TmeyXzmXfdCb7pXO1tW+85k6SJKmLOHInSZLURQx3NYiI/SPifyNiQUSc1O729KqI2CEiro6IOyPijoj4SKlvFRHzI+Ke8r5lu9vaqyJifET8PCK+Xz7vGBE3lO/ONyNio3a3sddExNSI+FZE3B0Rd0XEG/zOdIaIOKH8W3Z7RFwYEZP8zrRHRJwTEYsi4vaG2ojfk6icWfro1ojYq+72Ge6aLCLGA18G3gHsBhwZEbu1t1U9axXw15m5GzAHOL70xUnAlZm5E3Bl+az2+AhwV8PnzwJfyMxXAY8Cx7alVb3tDOCKzPw9YA+q/vE702YRMR34MDA7M18DjAeOwO9Mu5wH7D+sNtr35B3ATuV1HHBW3Y0z3DXf3sCCzPx1Zj4NXAQc0uY29aTMXJiZ/1Omn6D6P6npVP1xflnsfODQ9rSwt0XEDOBA4CvlcwD7AN8qi9g3LRYRWwBvAb4KkJlPZ+ZS/M50ignA5IiYAGwCLMTvTFtk5jXAkmHl0b4nhwAXZOV6YGpEbF9n+wx3zTcdeKDh80CpqY0iYiawJ3ADMC0zF5ZZDwHT2tSsXvdF4G+BNeXz1sDSzFxVPvvdab0dgUeAc8vp8q9ExBT8zrRdZj4InA7cTxXqHgNuxu9MJxnte9LyXGC4U9eLiE2BbwMfzczHG+dldbu4t4y3WEQcBCzKzJvb3RY9xwRgL+CszNwTeJJhp2D9zrRHuX7rEKoA/lJgCs8/LagO0e7vieGu+R4Edmj4PKPU1AYRMZEq2H09My8p5YeHhsTL+6J2ta+HvQk4OCLupbp0YR+qa72mllNO4HenHQaAgcy8oXz+FlXY8zvTfn8I/CYzH8nMlcAlVN8jvzOdY7TvSctzgeGu+X4G7FTuYNqI6oLXeW1uU08q13B9FbgrMz/fMGsecFSZPgq4tNVt63WZ+fHMnJGZM6m+I1dl5p8CVwOHlcXsmxbLzIeAByJil1LaF7gTvzOd4H5gTkRsUv5tG+obvzOdY7TvyTzg/eWu2TnAYw2nb2vhQ4xrEBEHUF1PNB44JzNPbXOTelJEvBn4CXAbz17X9XdU191dDLwMuA94d2YOvzBWLRIRfcDfZOZBEfEKqpG8rYCfA+/NzBXtbF+viYjXUd3kshHwa+BoqoEAvzNtFhGfAf6E6kkAPwf+D9W1W35nWiwiLgT6gG2Ah4GTge8ywvekhPF/oTqN/hRwdGbeVGv7DHeSJEndw9OykiRJXcRwJ0mS1EUMd5IkSV3EcCdJktRFDHeSJEldxHAnqedFxNYR8YvyeigiHizTgxHxrzXuty8i3ljX9iX1pgnrXkSSultmLgZeBxARnwYGM/P0Fuy6DxgErm3BviT1CEfuJGkUZWTt+2X60xFxfkT8JCLui4g/joh/jojbIuKK8lN3RMSsiPhxRNwcET9s+DmiD0fEnRFxa0RcFBEzgT8HTiijhL8fEdtGxLcj4mfl9aaGfX8tIq6LiHsi4gPt+YtI2hA4cidJY/dK4A+A3YDrgHdl5t9GxHeAAyPiMuBLwCGZ+UhE/AlwKnAMcBKwY2auiIipmbk0Is6mYZQwIr4BfCEz/zsiXgb8ENi17Pu1wByqH4z/eURclpm/bdmRS9pgGO4kaex+kJkrI+I2qp8XvKLUbwNmArsArwHmV784xHhg6DckbwW+HhHfpfqZopH8IbBbWRdg84jYtExfmpnLgGURcTWw91q2I6mHGe4kaexWAGTmmohYmc/+fuMaqn9PA7gjM98wwroHAm8B3gl8IiJ2H2GZccCczFzeWCxhb/hvRfrbkZJG5DV3ktQ8/wtsGxFvAIiIiRHx6ogYB+yQmVcDHwO2ADYFngA2a1j/v4APDX2IiNc1zDskIiZFxNZUN2L8rNYjkbTBMtxJUpNk5tPAYcBnI+IW4BfAG6lOz/5HOZ37c+DMzFwKfA/4o6EbKoAPA7PLTRd3Ut1wMeRW4GrgeuAUr7eTNJp49qyCJKkTtfjxLJI2cI7cSZIkdRFH7iRJkrqII3eSJEldxHAnSZLURQx3kiRJXcRwJ0mS1EUMd5IkSV3EcCdJktRF/n9JFPgDmonUigAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_median_with_quantiles(subset,'timestep','timestep','operatorCICBalance')"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_median_with_quantiles(subset,'timestep','timestep','operatorFiatBalance')"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_median_with_quantiles(subset,'timestep','timestep','totalMinted')"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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jM5wcl+Hl2AynQY/LIMPbk5ZkB3qnUl81UZ+qOhU4FWDx4sU1MjIyZfsfHR1lKrenqeG4DC/HZjg5LsPLsRlOgx6XQZ42vRV4dt/ywq5t3D5J1gM2AZZ3ywuBfwF+v6r+a9qrlSRJGgKDDG+XAtsm2SbJBsAhwNlj+pxN74YEgIOBb1ZVJdkUOAc4uqr+fcYqliRJGrCBhbeqWgW8FTgPuAb4fFVdleR9SQ7oun0S2DzJDcCfAav/nMhbgecBxyb5Xvd6xgx/BUmSpBk30Gvequpc4Nwxbcf2vV8JvGGcz70feP+0FyhJkjRkfMKCJElSQwxvkiRJDTG8SZIkNcTwJkmS1BDDmyRJUkMMb5IkSQ0xvEmSJDXE8CZJktQQw5skSVJDDG+SJEkNMbxJkiQ1xPAmSZLUEMObJElSQwxvkiRJDTG8SZIkNcTwJkmS1BDDmyRJUkMMb5IkSQ0xvEmSJDXE8CZJktQQw5skSVJDDG+SJEkNMbxJkiQ1xPAmSZLUEMObJElSQwxvkiRJDTG8SZIkNcTwJkmS1BDDmyRJUkMMb5IkSQ0xvEmSJDXE8CZJktQQw5skSVJDDG+SJEkNMbxJkiQ1xPAmSZLUEMObJElSQ9Ya3pJ8YzJtkiRJmn7rTbQiyVxgHrBFks2AdKueBmw9A7VJkiRpjAnDG/A/gXcAWwFLeTS8/Qz4yDTXJUmSpHFMGN6q6sPAh5O8rapOnsGaJEmSNIEnmnkDoKpOTvIyYFF//6r6zDTWJUmSpHGsNbwlOQN4LvA94OddcwGGN0mSpBm21vAGLAa2r6qa7mIkSZL0xCbzd96uBJ453YVIkiRp7SYz87YFcHWSS4AHVzdW1QHTVpUkSZLGNZnwdvx0FyFJkqTJmczdpt+aiUIkSZK0dpO52/Q+eneXAmwArA/cX1VPm87CJEmS9HiTmXnbePX7JAEOBHafzqIkSZI0vsncbbpG9XwR2Gcqdp5k3yTXJbkhydHjrH9qks916y9Osqhv3V927dclmZJ6JEmSht1kTpu+vm/xKfT+7tvKJ7vjJHOAjwKvBJYBlyY5u6qu7uv2JuDuqnpekkOADwJvTLI9cAiwA71nr349yfOr6udIkiT9EpvM3aav7Xu/CriJ3qnTJ2tX4IaquhEgyZJuu/3h7UAevdv1C8BH+k7dLqmqB4EfJrmh296FU1CXJEnS0JrMNW9/OE373hq4pW95GbDbRH2qalWSe4HNu/aLxnx262mqc9KSQVegnpFBF6AJjQy6AI1rZNAFaEIjgy5A4xphkM+dmsxp04XAycDLu6bvAH9aVcums7CpkuRI4EiABQsWMDo6OmXbXrFixZjtjUzZtiVJ0vCayjyxriZz2vRTwGeBN3TLh3Vtr3yS+74VeHbf8sKubbw+y5KsB2wCLJ/kZwGoqlOBUwEWL15cIyMjT7LsR42OjtK/PZ/+OhzGjouGh2MznByX4eXYDKdBj8tk7jbdsqo+VVWrutengS2nYN+XAtsm2SbJBvRuQDh7TJ+zgcO79wcD36yq6toP6e5G3QbYFrhkCmqSJEkaapOZeVue5DDgzG75UHqzX09Kdw3bW4HzgDnAaVV1VZL3AZdV1dnAJ4EzuhsS7qIX8Oj6fZ7ezQ2rgD/xTlNJkjQbTCa8HUHvmrcT6T1p4T+AKbmJoarOBc4d03Zs3/uVPHq6duxnTwBOmIo6JEmSWjGZu01vBg6YgVokSZK0FpO523Qb4G3Aov7+VWWgkyRJmmGTOW36RXrXnn0ZeGR6y5EkSdITmUx4W1lVJ017JZIkSVqryYS3Dyc5Dvga8ODqxqr67rRVJUmSpHFNJry9GPg9YE8ePW1a3bIkSZJm0GTC2xuAX62qh6a7GEmSJD2xyTxh4Upg0+kuRJIkSWs3mZm3TYFrk1zKo9e8VVUdOH1lSZIkaTyTCW/H9b0P8Jt0j6mSJEnSzFrradOq+hbwM2B/4NP0blT4h+ktS5IkSeOZcOYtyfPpPYT+UOBO4HNAqmqPGapNkiRJYzzRadNrge8A+1fVDQBJ3jkjVUmSJGlcT3Ta9PXAbcAFST6eZC9617xJkiRpQCYMb1X1xao6BHghcAHwDuAZSU5J8qqZKlCSJEmPmswNC/dX1Wer6rXAQuBy4N3TXpkkSZIeZzJ/pHeNqrq7qk6tqr2mqyBJkiRNbJ3CmyRJkgbL8CZJktQQw5skSVJDDG+SJEkNMbxJkiQ1xPAmSZLUEMObJElSQwxvkiRJDTG8SZIkNcTwJkmS1BDDmyRJUkMMb5IkSQ0xvEmSJDXE8CZJktQQw5skSVJDDG+SJEkNMbxJkiQ1xPAmSZLUEMObJElSQwxvkiRJDTG8SZIkNcTwJkmS1BDDmyRJUkMMb5IkSQ0xvEmSJDXE8CZJktQQw5skSVJDDG+SJEkNMbxJkiQ1xPAmSZLUEMObJElSQwxvkiRJDTG8SZIkNcTwJkmS1JCBhLckT09yfpLru5+bTdDv8K7P9UkO79rmJTknybVJrkrygZmtXpIkaXAGNfN2NPCNqtoW+Ea3/BhJng4cB+wG7Aoc1xfyPlRVLwR2Bl6e5NUzU7YkSdJgDSq8HQic3r0/HThonD77AOdX1V1VdTdwPrBvVf13VV0AUFUPAd8FFs5AzZIkSQOXqpr5nSb3VNWm3fsAd69e7utzFDC3qt7fLR8DPFBVH+rrsym98LZ3Vd04wb6OBI4EWLBgwS5LliyZsu+xYsUK5s+fP2Xb09RwXIaXYzOcHJfh5dgMp5kalz322GNpVS0e277edO0wydeBZ46z6j39C1VVSdY5QSZZDzgTOGmi4NZt/1TgVIDFixfXyMjIuu5qQqOjo0zl9jQ1HJfh5dgMJ8dleDk2w2nQ4zJt4a2q9p5oXZLbkzyrqm5L8izgp+N0uxUY6VteCIz2LZ8KXF9VfzcF5UqSJDVhUNe8nQ0c3r0/HPjSOH3OA16VZLPuRoVXdW0keT+wCfCOGahVkiRpaAwqvH0AeGWS64G9u2WSLE7yCYCqugv4a+DS7vW+qroryUJ6p163B76b5HtJ3jyILyFJkjTTpu206ROpquXAXuO0Xwa8uW/5NOC0MX2WAZnuGiVJkoaRT1iQJElqiOFNkiSpIYY3SZKkhhjeJEmSGmJ4kyRJaojhTZIkqSGGN0mSpIYY3iRJkhpieJMkSWqI4U2SJKkhhjdJkqSGGN4kSZIaYniTJElqiOFNkiSpIYY3SZKkhhjeJEmSGmJ4kyRJaojhTZIkqSGGN0mSpIYY3iRJkhpieJMkSWqI4U2SJKkhhjdJkqSGGN4kSZIaYniTJElqiOFNkiSpIYY3SZKkhhjeJEmSGmJ4kyRJaojhTZIkqSGGN0mSpIYY3iRJkhpieJMkSWqI4U2SJKkhhjdJkqSGGN4kSZIaYniTJElqiOFNkiSpIYY3SZKkhhjeJEmSGmJ4kyRJaojhTZIkqSGGN0mSpIYY3iRJkhpieJMkSWqI4U2SJKkhhjdJkqSGGN4kSZIaYniTJElqiOFNkiSpIQMJb0menuT8JNd3PzeboN/hXZ/rkxw+zvqzk1w5/RVLkiQNh0HNvB0NfKOqtgW+0S0/RpKnA8cBuwG7Asf1h7wkrwdWzEy5kiRJw2FQ4e1A4PTu/enAQeP02Qc4v6ruqqq7gfOBfQGSzAf+DHj/DNQqSZI0NFJVM7/T5J6q2rR7H+Du1ct9fY4C5lbV+7vlY4AHqupDSU4Evg1cDnylql70BPs6EjgSYMGCBbssWbJkyr7HihUrmD9//pRtT1PDcRlejs1wclyGl2MznGZqXPbYY4+lVbV4bPt607XDJF8HnjnOqvf0L1RVJZl0gkyyE/DcqnpnkkVr619VpwKnAixevLhGRkYmu6u1Gh0dZSq3p6nhuAwvx2Y4OS7Dy7EZToMel2kLb1W190Trktye5FlVdVuSZwE/HafbrcBI3/JCYBR4KbA4yU306n9GktGqGkGSJOmX3KCueTsbWH336OHAl8bpcx7wqiSbdTcqvAo4r6pOqaqtqmoR8BvAfxrcJEnSbDGo8PYB4JVJrgf27pZJsjjJJwCq6i7gr4FLu9f7ujZJkqRZa9pOmz6RqloO7DVO+2XAm/uWTwNOe4Lt3ARMeLOCJEnSLxufsCBJktQQw5skSVJDDG+SJEkNMbxJkiQ1xPAmSZLUEMObJElSQwxvkiRJDTG8SZIkNcTwJkmS1BDDmyRJUkMMb5IkSQ0xvEmSJDXE8CZJktQQw5skSVJDDG+SJEkNMbxJkiQ1xPAmSZLUEMObJElSQwxvkiRJDTG8SZIkNcTwJkmS1BDDmyRJUkMMb5IkSQ0xvEmSJDXE8CZJktQQw5skSVJDDG+SJEkNMbxJkiQ1xPAmSZLUEMObJElSQwxvkiRJDTG8SZIkNcTwJkmS1BDDmyRJUkMMb5IkSQ0xvEmSJDXE8CZJktQQw5skSVJDDG+SJEkNSVUNuoYZk+QO4OYp3OQWwJ1TuD1NDcdleDk2w8lxGV6OzXCaqXH5laracmzjrApvUy3JZVW1eNB16LEcl+Hl2Awnx2V4OTbDadDj4mlTSZKkhhjeJEmSGmJ4e3JOHXQBGpfjMrwcm+HkuAwvx2Y4DXRcvOZNkiSpIc68SZIkNcTw9gtIsm+S65LckOToQdczmyV5dpILklyd5Kokf9q1Pz3J+Umu735uNuhaZ6Mkc5JcnuQr3fI2SS7ujp3PJdlg0DXORkk2TfKFJNcmuSbJSz1mBi/JO7t/x65McmaSuR4zg5HktCQ/TXJlX9u4x0h6TurG6Iokvzbd9Rne1lGSOcBHgVcD2wOHJtl+sFXNaquAP6+q7YHdgT/pxuNo4BtVtS3wjW5ZM+9PgWv6lj8InFhVzwPuBt40kKr0YeBfq+qFwEvojZHHzAAl2Rp4O7C4ql4EzAEOwWNmUD4N7DumbaJj5NXAtt3rSOCU6S7O8LbudgVuqKobq+ohYAlw4IBrmrWq6raq+m73/j56/xHamt6YnN51Ox04aDAVzl5JFgKvAT7RLQfYE/hC18VxGYAkmwCvAD4JUFUPVdU9eMwMg/WADZOsB8wDbsNjZiCq6tvAXWOaJzpGDgQ+Uz0XAZsmedZ01md4W3dbA7f0LS/r2jRgSRYBOwMXAwuq6rZu1U+ABQMqazb7O+AvgEe65c2Be6pqVbfssTMY2wB3AJ/qTml/IslGeMwMVFXdCnwI+BG90HYvsBSPmWEy0TEy47nA8KZfCknmA2cB76iqn/Wvq94t1d5WPYOS7A/8tKqWDroWPc56wK8Bp1TVzsD9jDlF6jEz87rrpw6kF663Ajbi8aftNCQGfYwY3tbdrcCz+5YXdm0akCTr0wtu/1RV/9w137562rr7+dNB1TdLvRw4IMlN9C4t2JPedVabdqeEwGNnUJYBy6rq4m75C/TCnMfMYO0N/LCq7qiqh4F/pnccecwMj4mOkRnPBYa3dXcpsG13B9AG9C4oPXvANc1a3XVUnwSuqaq/7Vt1NnB49/5w4EszXdtsVlV/WVULq2oRvWPkm1X1u8AFwMFdN8dlAKrqJ8AtSV7QNe0FXI3HzKD9CNg9ybzu37XV4+IxMzwmOkbOBn6/u+t0d+DevtOr08I/0vsLSLIfvet55gCnVdUJAy5p1kryG8B3gB/w6LVVf0XvurfPA88BbgZ+u6rGXnyqGZBkBDiqqvZP8qv0ZuKeDlwOHFZVDw6yvtkoyU70biTZALgR+EN6/zPvMTNASd4LvJHeXfSXA2+md+2Ux8wMS3ImMAJsAdwOHAd8kXGOkS5sf4Teae7/Bv6wqi6b1voMb5IkSe3wtKkkSVJDDG+SJEkNMbxJkiQ1xPAmSZLUEMObJElSQwxvkmaFJJsn+V73+kmSW7v3K5L8/TTudyTJy6Zr+5Jmn/XW3kWS2ldVy4GdAJIcD6yoqg/NwK5HgBXAf8zAviTNAs68SZrVupmxr3Tvj09yepLvJLk5yeuT/E2SHyT51+5RbCTZJcm3kixNcl7fI3PenuTqJFckWZJkEfDHwDu7Wb7fTLJlkrOSXNq9Xt637zOSXJjk+iR/NJjfiKRh58ybJD3Wc4E9gO2BC4Hfqqq/SPIvwGuSnAOcDBxYVXckeSNwAnAEvQe8b1NVD+uHX3MAAAF+SURBVCbZtKruSfIP9M3yJfkscGJV/VuS5wDnAdt1+94R2J3eQ8kvT3JOVf14xr65pCYY3iTpsb5aVQ8n+QG9R+D9a9f+A2AR8ALgRcD5vafiMAdY/RzDK4B/SvJFeo/SGc/ewPbdZwGelmR+9/5LVfUA8ECSC4Bdn2A7kmYpw5skPdaDAFX1SJKH69FnCD5C79/MAFdV1UvH+exrgFcArwXek+TF4/R5CrB7Va3sb+zC3NjnFfr8QkmP4zVvkrRurgO2TPJSgCTrJ9khyVOAZ1fVBcC7gU2A+cB9wMZ9n/8a8LbVC91D4lc7MMncJJvTu9Hh0mn9JpKaZHiTpHVQVQ8BBwMfTPJ94HvAy+idPv3H7nTr5cBJVXUP8GXgdatvWADeDizubmq4mt4NDatdAVwAXAT8tde7SRpPHj0jIEkalBn+8yWSGubMmyRJUkOceZMkSWqIM2+SJEkNMbxJkiQ1xPAmSZLUEMObJElSQwxvkiRJDTG8SZIkNeT/A4AxW4cfneOeAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_median_with_quantiles(subset,'timestep','timestep','totalBurned')"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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2rIGtIYQQ0ghaNtRISKuRTqezfzPPixBCFicUXoTUCbvjRQghZPFB4UVInbAKr2g0mueAEUIIWRxQeBFSJ6zCS0qJhYWFBraGEEJII6DwIqRO2EufsKwEIYQsPii8CKkTduHFPC9CCFl8UHgRUifswisajTaoJYQQQhoFhRchdcKeTG+aJvO8CCFkkUHhRUidcJreiuFGQghZXFB4EVInKLwIIYRQeBFSJyi8CCGEUHgRUiechFcqlYJpmg1oDSGEkEZA4UVInXASXgAovAghZBFB4UVInXCbIojCixBCFg8UXoTUCTfHyzCMOreEEEJIo6DwIqROMNRICCGEwouQOkHhRQghhMKLkDpB4UUIIYTCi5A6QeFFCCGEwouQOsHkekIIIRRehNQJlpMghBBC4UVInWCokRBCCIUXIXWCwosQQkio0Q0gZLHgJLyeeGIp0ukunHVWAxpECCGk7tRUeAkhDgGYB2ACMKSU24QQywHcCWATgEMA3i6lnK5lOwhpBuzCK5EQ+MhHTodpAu99L9DV1aCGEUIIqRv1CDW+Rkp5oZRyW+b/jwN4REp5JoBHMv8T0vbYhdcLL/QgkQjAMAKYmmpQowghhNSVRuR4vRnArZm/bwVwVQPaQEjdsQuv3/2uN/s3hRchhCwOhFvCb1VWLsRBANMAJICvSSlvEULMSCn7M+8LANP6f9tnbwRwIwAMDg5efMcdd1StXZFIBEuWLKna+kj1aOdjE4vF8sTXF75wIX7xi7UAgC996Tls3TrbqKYVpZ2PS6vDY9Oc8Lg0J/U6Lq95zWuesUT68qh1cv3vSymPCSFWA3hICLHH+qaUUgohHJWflPIWALcAwLZt2+TQ0FDVGjU8PIxqro9Uj3Y+Ns8++2ye8Nq7d2X277Vrz8fQULgRzfJFOx+XVofHpjnhcWlOmuG41DTUKKU8lvk9BuBuAC8HMCqEOAUAMr/HatkGQpoFq+gaGwtjdLQj+//kpHNxVUIIIe1FzYSXEKJXCNGn/wbwhwB2ALgXwPWZxa4HcE+t2kBIs2AP6e/Y0Zv3/9RU7UL+hBBCmodahhoHAdyt0rgQAvBdKeVPhBBPAfi+EOI9AA4DeHsN20BIU+CWWN/ZmUYiEcDkZCNaRQghpN7UTHhJKQ8A2Orw+iSA19Zqu4Q0I26O18teNofHH+/nqEZCCFkkcMogQuqAVXgZBrBrlxJer3zlHACWkyCEkMUChRchdcAqvPbtU4VTN26MY+PGBABgZqZRLSOEEFJPKLwIqQPpdG7Uos7vOv/8KJYuNQAA09O8FAkhZDHAuz0hdcDqeGnhdcEFUSxbpoTXzIxoSLsIIYTUFwovQuqAVXjpxPoLLoigr88EAMzM8FIkhJDFQK0r1xNCkBNeMzNBHD3ahc7ONM44IwYhACEk5ueDME0gGGxwQwkhhNQUPmYTUge08NJu13nnRREKKaGVc70a1jxCCCF1gsKLkDqghdf27Wpy1vPPj2bf0wn2LClBCCHtD4UXIXVAj2rM5XdZhZdyvCi8CCGk/aHwIqQOSClhmsDOnblSEppcSYmGNI0QQmqGYRiNbkLTQeFFSB2QUuLgwS5Eo0GsWZPAqlWp7Hva8ZqYSLt9nBBCWpJkMtnoJjQdFF6E1AEppWOYEUC2lheFFyGk3aDwKoTCi5A6IKXMJtbbhZd2vCYnKbwIIe1FIpFodBOaDgovQuqAl+PV16ccr8nJujeLEEJqCh2vQii8CKkD8/PAwYNdCIXSOOushbz3li1TjheT6wkh7QaFVyEUXoTUgakpCSkFli830Nkp895jHS9CSLtC4VUIhRchdUCnOXR0FOZx0fEihLQjUkqkUqniCy4yKLwIqQPxuPrd0ZHvdoVCIfT3q9emp0W9m0WIL+hakHIwDAOmaTa6GU0HhRchdUA7XuFwvvAKh8NZx2t2lpcjaU4WFhaKL0SIDcMwsrN2kBy80xNSB7Tw6uzMvwmFw+Gs4zUzE4CU9k8S0ljS6TRLApCy0FXrKb7yofAipA7oUKOT49XVBXR1mUilBKJRhw8T0kAMw6DwImVB4eUMhRchdcAtuT4cDiMQCHCibNK0mKZJ4UXKgsLLGQovQupAPK6cLntyfUdHB4QQnCibNC2maTK5npQFhZczFF6E1IHcqEY6XqS1oONFykULL45szIfCi5A6kEyqUhFOOV5CiOxE2RRepNkwDIP1mEhZ0PFyhsKLkDrgNaoxEAigr4+OF2lOtFtB14uUihbrFF75UHgRUge8RjVaHa+JCd6gSHNB4UXKhY6XMxRehNQBHWq05niFQiEIIWw5XizkRZoLLbyYYE9KhcLLGQovQupArpxETliFw2EAyBvVODlJ4UWaC9150vEipULh5QyFFyF1wKmOlxZegUDAklxP4UWaCzpepBxM04TMTMVB4ZUPhRchdSCRKBzVaHW8mFxPmhXmeJFy0G4XwHISdii8CKkDOsfLOqrRKry04zUzI+rfOEI8sDpekpOJEp9YhRcdr3wovAipA9oscHK8rMn109MUXqS5sHagDDcSv1B4uUPhRUgdyI1qzAmvjo4OALBNGUThRZoLa5iI4UbiFwovdyi8CKkDOsfLLbm+tzeNYFAiGg2ApgJpJqzCi44X8QuFlzsUXoTUgZzwck6uFwLo6+NE2aS5sCdF0/EifqHwcofCi5A6kJur0dnxAmDJ86pz4whxgcKLlAtHNbpD4UVIHciNalSOl65aDyD7mxNlk2bD2nkCDDUS/9DxcofCi5A6kKvjlc78Dmff044Xa3mRZoOOFykXCi93KLwIqQOpVH6Ol1V40fEizYpdeBmGwU6U+ILCyx0KL0LqgH2SbCfHizlepNlwys2h60X8kEqlsn9TeOVD4UVIHUgk1KXm5XjpWl50vEizYM/xAii8SHGklHmincIrn5oLLyFEUAjxnBDi/sz/m4UQvxFC7BdC3CmE6Kh1GwhpJFJKS6jR3fHSocbJSd6kSHPg5HgxwZ4Uwy7YKbzyqYfj9ZcAdlv+/wcAX5RSngFgGsB76tAGQhpGOp22lJNQjpeuWg/kHC+dXD85yfnwSHPAUCMpByenlOIrR02FlxBiPYD/BuDfM/8LAJcB+GFmkVsBXFXLNhDSaKSUSCbVpaYnyfZyvBhqJM0ChRcpByfhxVpeOWrteH0JwEcBaKm7AsCMlFIflREA62rcBkIaihJe+Y6Xc44Xy0mQ5sKpA2WokRSDjpc3oVqtWAjxJgBjUspnhBBDZXz+RgA3AsDg4CCGh4er1rZIJFLV9ZHq0Y7HxjQlDOM1AICpqZMIBID5+fns+1JKxGIxpFK9AF6CEycSGB5+skGtdaYdj0u7UMtjk0gkCpwKIQTGxsZqsr12YjFfM4ZhFAj0ubm57ENmI2mG41Iz4QXgVQCuFEJcAaALwFIAXwbQL4QIZVyv9QCOOX1YSnkLgFsAYNu2bXJoaKhqDRseHkY110eqRzsem5kZFZoJh9M45ZRBhEIhbN26Nfu+YRh4/vnnEQ6ryzEW62q6fdCOx6VdqOWx2bVrF2KxWMHrW7duRShUy+6j9VnM18yJEydw/PjxvNde8pKXoLe3t0EtytEMx6VmoUYp5f+WUq6XUm4CcA2An0kp3wngUQBXZxa7HsA9tWoDIc1APK4T6gvDjEBhOYmZGQG68qQZcMvLYZ4X8YKhRm8aUcfrYwA+JITYD5Xz9Y0GtIGQuqGFl9N0QUAuuT4UAnp7TaTTApZIJCENw6kDBSi8iDcUXt7UxSuWUg4DGM78fQDAy+uxXUKagVhMCS89Qbab4wUo1ysaDWJqCli2rH5tJMSOlNK1s2SCPfGCoxq9YeV6QmpMMccL4ETZpPnw6ijpeBEv6Hh5Q+FFSI3RfZRbjhfAibJJ80HhRcqFwssbCi9CakwuuT6d+V04SxYnyibNhpfwYqiReEHh5Q2FFyE1Jh5Xv/04XpwomzQLbon1gBJeUnJqK1JIOp12FFkUXjkovAipMToq41S1XsPq9aTZ8HK81MTvqTq2hrQKboKdwisHhRchNUaHGp3madTkQo10vEhzUGwUGsONxAkKr+JQeBFSY3SoMRyWCIVCjtNm2JPrmeNFGk0x4cXyAMQJNyeU50sOCi9CakwikUuud3K7gMLk+slJ5s+QxuKV4wXQwSDO0PEqDoUXITXGWk7CTXjZk+spvEijKeZQsCMlTlB4FYfCi5AakxvV6N/xGhvzdhsIqTUUXqQcKLyKQ+FFSI2xjmr063hNTwNHjhypS/sIcYLCi5QDhVdxKLwIqTGJhBJVnZ3FHa9ly1RnNzcXwvj4OE6cOFGfRhJigzlepBwovIpD4UVIjcnN1Vjc8erqSiMcTiORCCAeFzh+/DgmJibq1lZCNHS8SDm4CS+OasxB4UVIjdGOV0dH2nG6ICDneAmRy/Oanw8BUCHHmZmZOrSUkBwUXqQc6HgVh8KLkBpTyqhGAFi+XNXBGRtTy0opcfDgQcRisdo2lBALFF6kHCi8ikPhRUiNyQmv4jleALBpkxoGefBgV/a1dDqNSCRSu0YSYkFKWbSjZEdK7EgpXYWXlJLze2ag8CKkxuhQY1eXcKxaD+Q7XqedpoVXt209iRq1kJB8iiXWAxReix2n40+X1B8UXoTUGD2lXWen+zJW4bV5swopHjjQlbcMhRepF34SodmJLm6OHDmCuC5SmIEjYf1B4UVIjYnHdTkJ92WsoUbteB04QMeLNAYKL1KMRCKBvXv35k2WTuHlDwovQmqMvi91dTmHGYF8x2vDhgSCQYnjxzuyog2g8CL1g8KLFMMwDKRSKezduzc7MTaFlz8ovAipMbkcL/dlrI5XOCxx6qlxSClw6FB+gr316ZKQWsEcL1IMLc6186WFmJ/PLHYovAipMbnK9e7L2JPuN29muJE0DjpepBjWcyQej2Pfvn1FHwx5zigovAipMX5CjVbHCwBOO00l2FtLSgAUXqQ+UHgRL5zKjSwsLGB0dNTzczxnFBRehNSYZLJ4qJGOF2kmKLyIF27nR7E6XTxnFBRehNQYax0vN6rpeLHCPakU5ngRL/ycH06Ues606zlG4UVIjdGOVyk5Xhs3qpGNIyOdWeEG+BNe8/Pz5TWUkAx+k6DbtWMk3pSbJF/q+WIYRlsm5FN4EVJjtPDq7vbveHV0SKxfn0A6LXD4cM71Kia8pJSIRqMVtJYQCi/iTbliqNTPmaZJ4UUIKR0/oUanqYR0uNFawd40Tc8h2/F4vC1vVKS+UHgRL+rleJmmWXZYs5mh8CKkxuSS6/07XkAuwb6UORsXFhYovEjF+O3sKLwWJ/UUXu14P6PwIqTG+Ak1+nW8AG/hFYvF2BmSiqHjRbyoV3J9uzpeoUY3gJB2Jp0GDEM933R1uT/nODle5czZSMeLVAMKL+JFPR2vdoSOFyE1RGukcDiNYND9cnNyvDZujCMQUCMbtWum1knHi9SOdDpdtB6TdVmy+OCoxsqg8CKkhmiN1NEhHV0tjZPw6uqSWLcuAdMUOHIkV4vCTXglk8m2vVGR+lHK+UPhtThhcn1lUHgRUkPiKlqIjo60p/Bye88p3BjXK7WxsLAAgJ0hqYxSOjqea4sTlpOoDAovQmpIJY4X4FzB3u0p0Fqxvh1vVqQ+1MrxklJifn4eIyMjOHbsWDlNI00Ck+srg8n1hNSQeFwCEOjoSLuKK00gECi4MXnN2RgK5V++2vEC1A0uGAxW0HKyWKm28IpEIhgbG8Pc3Fx23b29vWW3jzSeeoYa/eYbthJ0vAipIbGYummEw96OF+BdUsLPnI10vEg1qLbwmpmZwfT0dN56k8lkWW0jzQFzvCqjqPASQjzi5zVCSCHK8Sqe4wU453lt2hSHEBKHD3chlXIf2WiaJhKJBBYWArj//uWYmmLuDSmPaud4OXXSqVSK+WEtDAuoVoZrTyCE6BJCLAewUggxIIRYnvnZBGBdvRpISCuTE17lOV5dXRJr1yZhmgJHj7qPbNRu1733rsBnPrMZX/0qw4ykPKrteLktQ9erNZFSli2a6XgpvHqC9wJ4BsBLMr/1zz0AvlL7phHS+vgd1Qh4jWwsrGBvF146v2t8vAMAcOJEWc0lpOrCy219FF6tSSVCSEpZUs6WaZol1b3EeeUAACAASURBVJVrFVx7Ainll6WUmwF8WEp5mpRyc+Znq5SSwosQH1TqeAHOczbaS0poxysaVduYnS2vvYRQeBEv9PGMxcpLEfd7flmdtXZzvYruOSnlzUKI3xNCvEMI8S79U4/GEdLqWIVXsVGNxUpKWB0ve6FU7XhFoyrEODfnvS1C3PDTye3Z043bb18Nwyg/1Og1AwNpXkzTxH/8xxpcdtlWPPvskpI/7zfcaL2/tVuel5/k+u8A+H8Afh/AyzI/22rcLkLaglyosbhVXkoRVSDXcUkpLY6XFl5lNZcQX53cTTetxxe/uAHPPRcue310vFoT0zSxc2cvUqkA/v3fTyn58+UIr3ZzvPzU8doG4FxZYpBVCNEF4OcAOjPb+aGU8tNCiM0A7gCwAipn7DopJa9A0pZYHa9iuDlemzYp4XX4cCcMA9DluxKJBHp6ehCPx7M5EHS8SKX4EV4zM+oknJ4uHm5icn17YZomFhbUfebJJ5fihRe6cfbZsSKfyuFXeFnF1qJzvADsALCmjHUnAFwmpdwK4EIAbxBCXALgHwB8UUp5BoBpAO8pY92EtAQ6mtLVVb7j1dOTximnJGAYAYyMFI5stNbv0jle8/MUXqQ8/HRyCwvqPItGy18fQ42tiWEYWeEFALfdNljS5+l4+RNeKwHsEkL8VAhxr/4p9iGpiGT+DWd+JIDLAPww8/qtAK4qo92EtAS5UGPxZb1ywDZuVJ2Uk/CyVqzXjheFFykXP52c7ngtp54jXqUHUqlU241WWwwoxysnHR58cDlOniwectYwx8tfqPEz5a5cCBGECieeAeBfALwIYEZKqa/sEbAmGGlj9EN9Z6f3coC74wUAS5eqSyYSyT1pOgkv3SHOzwcgJVAkn5+QAvx0jDnHy/sEK7auZDKJTj8XB2karKHGLVsi2L59Ce68czX+8i/9zb9Jx8uH8JJSPlbuyqWUJoALhRD9AO6GqgnmCyHEjQBuBIDBwUEMDw+X24wCIpFIVddHqke7HZsDBzYCOA3x+AyGh3/nuWwymXS9wQSDqwAsx4kTCxgdHQUAjI2N4fjx44jFYlnnIBJRHaJpCvz0pz9HV1d1qoO323FpJ6p5bKwDNdwwTSAeVx3vyZPzntsutr7Z2dmiZVZalXa9ZpLJJKLRIQDA1VfvwvbtL8ddd63AlVduR09PcYE0MzPjax5ZwzCyeYCTk5PYu3dvRe3WNMNxKSq8hBDzUCFCAOiAChlGpZRL/W5ESjkjhHgUwCsB9AshQhnXaz0AR5kspbwFwC0AsG3bNjk0NOR3c0UZHh5GNddHqke7HZv77lOxxsHBZRgaOt1z2SNHjmB8fNzxvVWrVKxSiH4MDuZyY84//3zs2LEDAGAYQCKRu6Ft3XopTil90JEj7XZc2gk/x2Z0dBSDg8VzcRYWFrB7927PZbS4B4BQaBmGhs52XTYej2Pnzp2u75966qlYuXJl0Xa1Iu16zbz44gHEYiq0+PrXh/CjH83j2Wf78MtfnoNrrx0r+vmNGzdi1apVRZc7fvw4TmQqQS9fvhybN2+urOEZmuG4+Knj1SelXJoRWt0A/hjAvxb7nBBiVcbpghCiG8DrAewG8CiAqzOLXQ9VCZ+QtkTneHV2Fo/5eeV49fYq213ncGmmp6ezf9vfY0kJAiiH4uTJk76XLYY1sXphwfu8Lpabw5GNrUc8noZpCoRCaYTDEtddpxz4O+5YDT8RQYYa/SXXZ8kkzP8IwOU+Fj8FwKNCiO0AngLwkJTyfgAfA/AhIcR+qJIS3yixzYS0DLlRjcWX9Qq5LFmibkLWHC/AW3ixej0BlNtlL7jrhj/hlTtPY7GAZ4I8hVf7MTenjndvrxJQr3rVLE49NY6TJzvx8MMDRT/P5Hp/oca3Wv4NQNX1irssnkVKuR3ARQ6vHwDw8hLaSEjLUkpyvZfj5Sa88hPr84UbHS9iGAYmJiYAKJHT3d3tuXwqlSq6TqvjFYsFkE6nXXN2inWyLCnReszPK+HV3a3uSYEAcO21o/j850/FbbcN4vLLpz0H9dDx8ud4/ZHl53IA8wDeXMtGEdIuVGtUo5vwsmJ/rxGOl5+Om9SPsbGxbEfn59iU6njF4wHPjpSOVz7tcH1o4dXTkzvuV1wxiYGBFPbs6cUzz3hPI0THy9+oxnfXoyGEtCOlhBr9OF72cKKVUkON8XgcXX4aVgLxeBzhsP+aPqR2mKaJsbFcsrMfkVNqjpd2vNwo1snqWl7F5jFtB1KpFAzDaPnrY35e/e7pyYmhzk6Jt799HF/72lrcdtsgtm2LuHzav4ha1JXrhRDrhRB3CyHGMj93CSHW16NxhLQ6OeFVWXK9H8erUHh5d3rWMhTVgqGj5mF8fDyvw/IjqvyFGq05XsGKHC8pZVu4QH5IJBK+3Z5mJZ1OZ2u3WR0vAHjb28bQ2ZnG44/348AB9we6chwvKWVbiS8/ocZvArgXwNrMz32Z1wghRYjH1U2qHqHGwhGP3qLKMIyqdnpSykUXOmpW0ul0tt6bphGOl5/OcrGI9UQi0fLiwVo81ep4AUB/v4krr1T5hF7TCJUjvID2yvPyI7xWSSm/KaU0Mj/fAlC8CAchBLof6+6uh+MVyKxHCS49+sgNa4HCauB35Fyr0Mo3+omJiYL2FxPZhmH4ckBLyfHy08kuFrEej8db3vGyThfU3V34Xd7xjjEIIfFf/7UcExPOmUzlCq92urf4EV6TQohrhRDBzM+1ACZr3TBC2oFEQokpP6FGP45XNBqEW9+oHa/ly1WHOzPjvT3TNKsuvFpZrNiZ18ksLYaUssDtAooLHL/nQrUdr8UivNoh1GiaJmIx7XgVfpcNGxJ4zWtmkEoFcOedqx3X4WcfOJ037XRv8SO8bgDwdgAnAZyAKn7KhHtCfFCtHK9QCOjsVIULYzHny1YLr8FB1ZHR8aqMSMQ9QbiZmZmZcTyuxY6137Cz9fyrNLkeYKixlTAMI+us20ONGl1Q9Yc/XFVQ4gYoX3i1+r6z4qdy/WEp5ZVSylVSytVSyquklEfq0ThCWp1ksjqOF1A83GgXXsVGNdLxckc92XvPWdisuAmZdDrt2Xn5PResuYSVJteXst1WZzE4XgBwwQVRbN0awfx8CPfcUzgdFB0vf6MaNwsh/lkI8Z9CiHv1Tz0aR0iro/vASnO8AD/CS13Oq1cr52J21nt91Xa8TNNsm6fSWCzWsjd6r3Z7HW+/54LV8TJNgXicwqsY2g1u9evDmuPl5ngBwHXXqSmqvvvdwmmE/OyDdne8itbxAvAjqGl97gPQ2nKdkDqjc7y6u4tH9f06Xm61vHTujXa8iqUoVbsjaKdQY6OFVyU11rxChl7V6/2GGu3nXyTiHtJmcr1Cu5Dt4HgtLCjZ4OZ4AcCll85i48Y4jhzpwiOPDODyy3NTm9Hx8pfjFZdS3iSlfFRK+Zj+qXnLCGkDdKix0imDgOKOl3599Wqd41Vfx6udQo2xWKxhIjKZTOZNBVUq9XS8AG/h5WcfLoYyJO0lvIo7XnoaIQD4zncG8wYEUXj5E15fFkJ8WgjxSiHES/VPzVtGSBughVdPT/Ucr2I5XmvWaMfLW3hpx6taAkOXI2j1zgVQwiudTjfku0QikYo6GS/nqtz3rNgdr2jUfVm/+2+xCK9Wd4QNw7DU8fI+tl7TCBU7L9o91OhHeF0A4M8BfAHAP2V+/l8tG0VIu1BKqLFaOV4rV6YghEQ0GoDbvcoqKqrV6Wmx0A43yHg8DqAxT9nz8/MV7cN6OV7hsLIxKnW8Stl2q9JOjpc+/nqSbDe6uiSuvnocAPDQQ8vz3itHeLWT4+Unx+ttAE6TUrb3lUFIlUmnAcPQoxord7x6e/05XkuWmOjpSSMaDWJ+HujvL1zWPpWMW95PKViFVyvPR6fn1AMaIyIjkQiWLl1a9ufLEV6mafoWBdrxWL1a4tgx4ep4pdNp31NStXtJiXYSXvo+09tb/LuceaYaGTw+nn8/KLYfnM7hdnig0/hxvHYAcLh1E0K80H1JR0cawWBtHS8pcx1ib286u6xbSQnrja3ajlerP5lay0jU+7sYhoF4PF52J1Os+rzbsS7lHNA5Pqsz9TG9hJdfFovj1erioRTHCwCWL1fh66mpfI+Hjldx+gHsEUI8BUA/lkgp5Ztr1yxCWp9MtArhsCzqZgGV5XglEgKmKdDZmUY4LLPu2Nyc87qsN7ZquQ3tEmpspPDS1fLL3W6xPC239/0KH6vAHxxUAs9NeJVyHrSz8Eqn09n93g6OlxbefhyvFSvUeTw1VZrj1e45Xn6E16ctfwsArwZwTW2aQ0j7YHW8hHCfY1FTieOlX9OCq96Ol5Qye2Ns9RtkI4WXrpZfiePlRTqdhmEYCIXyb/2pVApSAp/4xGYAwN///UHHzyeTSuCHwxIDA+p8pePljfXBptWvDWtyfSmO1+RkGFIC+hZXbD84va/zUv08xDY7firXPwZgDsCbAHwLwGUA/q22zSKk9dH3285Of3kufoWXTqK3ksu78Ce87DlelWJdX6uHBHRiPVD/jrLWjhfgfLyTySQSCYGHHlqOhx5anh0UYkeHmfr6gN5e9drCgvOydLwUVuHV6o5XKmUNNRb/Lj09aXR2ppFIBPKmDyrH8fJ6vdVwFV5CiLMyZST2ALgZwBEAQkr5GinlzXVrISEtijXU6Bc/E2U7OV5aeOkh3sVCjdV2vKzra/WbY6McL+s0RbVyvABncZZMJvPOq/l57wEcvb3AkiXejlcp38Eajms32kV4pdNpxGICUgp0dZkIFjfxIQSwYoXO88qFG8sVXq3+UKfxcrz2QLlbb5JS/n5GbLX2HZWQOpILNfoXXl6ul5fwyuVdlO54qTCT/zY60S7Cyz6fXj1v9POWqQbq7XilUinMzeXCj/PzzlkoVsdLCy83x6tUkdGurle7CK/84qn+v0cu3Jg7p+h4ufNWACcAPCqE+LoQ4rVQOV6EEB+UGmoEyne83HK8/DheQOWdnnV9rfxUap8Yu543ep3fBaDsQrSVhBqtLtfcnLfjVe1QI9C+JSXs36tVxYMSXtpZ9/8dli8vTLCn4+WClPJHUsprALwEwKMA/ieA1UKIrwoh/rBeDSSkVdGhxlKEl5fj5VXHy1rDy7qsH8cLqK7watWOBSgUXo1yvMrdtp/PuDleVuHlFmrMOV6iqPCi46WwC69Wdb1UYn3pjlcu1OjP8fJ66Gjle4sVP8n1USnld6WUfwRgPYDnAHys5i0jpMUpJ9To1/GyRwbdk+udt11Lx6uaN8eo13w0NcCaWA/UT3hZ87usr5WKH8fLvoyeNsoaXnQLNeYEfs7xisWq43i1o/BymoeyVcWDOkf1iMZSQo3qGpqczDleXvvA6722d7yckFJOSylvkVK+tlYNIqRdyIUa/X/Gy/Hq7JQIh9MwjEDBqLPC5Hr1e2bGWXjV0vGq5s1xfHy8auvyQ6Mcr2g0WpBnVy/HSwsxa3jRLdToPKrRuRuh8FLfyX5cW9XxUlXr83NJ/ZArouov1FiuKGslWr8gBiFNSjmhxnKLqJaaXN8KjpeUEtPT01XvqBYWFly3Z3e86nWjt4cZy912OTle+n8/oUZnxyvgeIxKPW7tmOPl9J387JdmHOFZruNVaqiRjhchpGyq7XgB7sLLnlyfKydRP8drz55ufOtbg0gkqiNW5ufnkU6nq+6EjIyMON744/F4gTthLQxbS6yJ9ZpSOxnTNH2NTpVSOpYT8RNqdHK84nFn4UXHy1l4+dkvzShCrY5XOcn11lBjLRwvp2uoWaHwqiPtYpMSf9RSeGnnQWNPri/ueJm47bbV2LGjB0B1hNdXvrIOX/nKejz9dE/F5SkAYGZmpiptsxOPxzE6Our4uhO1vm7T6bRjLlup2y3FJbHuU/25UkY1Wh2vagmvdqzlVa7j1Ywi1DCMrONVSnL9mjXqnubX8fJ64HB7LxaLuTrZzQiFVx2Zcxvb30S0i5XbDORCjf4/U26oMZdcn85bbm6uUMiZpont23vwpS9twN/+7SYA1RFeY2MdAFS9nmqIldmMaqx2J2SaJkZHRwvOdXt+l6bW14RTflc52y1lees+LSXU6OR4VSvUCDSn01MJ5QqvZtwP+XW8/F/fGzao+4I1x6vayfXz8/NNKVbdoPCqI3Nzc1VxAmpJKz01NDvxuDrW1SonAXgJr/wcL6/K9aZp4vhxdTM8cKAb4+Ph7Bx+5WIYBqanQ5ltVi68YrFY9kZazRuqnu/NNE2cPHmyYJtO1Fp4OeV3AY11vEob1VgdxwtoLsFRjYeHckKNTz0FfOQjS1zd6kaRX8fLv6geHOxCOJzGwkIQ8bi6v3kd53JEWSQS8X3uNMPgBgqvOrKwsND0qrzew/fbGS28urr81x2u1PHST6J6ufn5wm0bhoHx8Y7s/08/3QegfIGjhsybmJnRwitYsViZtfQ61Qw/Wds1Pj6et+5qCq9EIuH7IcstN6WWjpf1ezvneJXieAVdHa99+7rxwQ+egf37u3y1q5nuj9XIGSrH8friF4Hbb+/DffdVvPmqYnW8/EyQrenp6S7I87LPEGHfjhtu53gkEvF97jSD+UHhVSeklIjFYk2fw0DHq3rkHC//nynmeLkVUbXneHV0SIRCaSSTAvbUJdM0MTaWs/2feqoy4WWaJmZnQ5BStb0ajpdVeFWzM7a2K51O4/jx49m/3Z6Yy/ku8XjcV8ftlt9VznbLdbycQo1uOV7a8fCb4/XTnw7giSeW4cc/XuGrXc3keLmFgP3iVgi02HGdnFTbnJgoe9M1QRVQzU9p8EN3d7fjfI1uDzqlOl6JRAKpVMrXuZNOpym8FhOxWAxSyqYXXvF4nIMAqkQjc7yEcJ82yDAMTEzkboCVOl7WMCOgOvBKziHDMPLESDWFl/2JeXJyEolEwjWx3ukzflBT8DiHEK1EIhHXJ/965HjpsCvgL9SoHY++PqC7GxBCIpEIIJVyFhh6/scTJzoK3neimYSX387cDbcOvpjjpYseT02VvemaUK7jFQ6HsWKFWt46X2M5wgsoPM/1daYLAXvRLOcXhVed0E5SM1npdqSUSCQSFF5VQl/j3d3+Q43VyvFSf6sbvD1XRDleuY7w+PFOjIx0VE14zc6GKgo12nMha+V4AeqcP3bsmGsnAJQfavQjvLyWqYfjlRNguXNKCIloNAinr211vIQAurvVcYpEnEONWsydOOHv6aOZ7o9OswmUQrnCSz8oTU+XvemaoPaHvs/4c7xCoRCEEFi1Si1fqePl9L7VWS4mrCi8moxaO1FaeDWz46WrLFN4VYd6OV6GAcTjQQgh8wobupWUUDle6gZ45pnqvHz66b6yb0qGYeTdUCt1vHQZCY3VlakUJxE1PT2NyclJ18+Us+1kMoloNOqjk3Uf6VyPHC/9OxoNQkqBJUvSWLpUi6nCcKPV8QKAnh69bL7IsLtoJ0/6c7ycKr03ikqFV7nzDerrdWqqvP0Qj8cxNzeHSCSChYWFvIEqlWBNrvfreIXD6r6werUWXtV3vFpReDn7yYuQeDyePUlqQSs4XjrcQuFVHRKJ0pPry6njZR1pZP2428hGwzCzwuuNb5zCvn09eOqppXjHOwprW/lBCa98x6vcc0hK6ShGkskkuru7y1qnFbd2eTlP5YYapZSIRCJYunSp63q9cipr6XjptAd9P9I5XcuWpREKCczOqnBjf39+G6yOF5ATXvY0NS06dKhxcjKMeFygq6u4mEgmk+gs5WmlRqi6VfV3vPSAGJXr5f/eEYlEcPLkybz8SE04HMaWLVt8r8uOzo0qdZLsnPBS+8JaRLUajpc9HFysf20W4UXHK0MlF1gxdGI90NyOlz4pKbyqQzmhxnIcL30z1O/Zl7Xfh8fH00ilAujrM/DqV6s3leNVfqhRj2gElMtRbqgxEok4nn/VemCp1fyHdnIJ6+6Czk8ospRtl9rOZDJZUEpi2TKJ/n71vlOCfamOl/U89et6NUvnaJqmZ+5fMcpxvEwzJ7z85njNzs7ihRdewAsvvOAouoDKS6LoNuce8kpzvHJFVHPCyzAMx/6wFMfLPoCl2LnTLMYHhVeGWgqveDyevQibWXjR8aou+pSqheNl7dDs0wXZl7UbSCdOqG2sWpXCpk1xrFyZxORkGHv3hsqqcWMPNVYyqtGt46jWDbOcdpXaaVkH0XiJKz8Flf22t5xwrNXx0ufQsmUSAwNKRNlLSpimCmkDQI+a8CD72y68co5X8wkvv8fTNM2SyoLYKcfxsuoIPzle4+Pj2L9/f9ERtJWmkOh9Vq7jNTio/rc644Bzv1vs+Fi/h/36apVQI4VXhloKL2s4oZmFFx2v6lLOlEHlOF65EY35x03/b9cyx46p36tWpSAE8LKXqZvXU0/1lSVw7Mn1iUQA0Wh5RQrdhFe1rptynvwrmXNwYWHBtaOtpuNVriuXCzWq49ffL9HfLzLts3eS2lmV0Kdpb69zqFHNG5m/juPH/V0IflyLXbt2YWxsrKzv7XcGET33ZTl9QyqVKkt4WU9/P8KrlOuiEtdLXwO5KYPMovcqICe8TjlFLWsNNar1Fe7bYg9/Xo5XsfvX9u0BPPbYauzd67lYzaHwyuBVx6dSrEPjK60QXkvoeFWXWoxq1KOJrDlebsLLzfE6eVItv3q1uklt26YEwNNPlye8TNPMc7yA4onBTp2SV1mHVnK8rPcRnefltIyf+43f9pYjTJ1DjcDy5boeW77jZc/vAnKOl5PwiscDMM3c+ey3pESxY60Txo8ePYrt27fj4MGDmJqah59dlUqlfAkp64Tj5YQbvcSd1zHNF14CxQxo+7k5OxvEe95zNn70o8K6aZUKL8NQD1WBgERnp0SPPvgeaOG1dq06d4o5Xn4metf7z2nwg9c1lUwm8dOfDuBzn9uCu+4q2vSawuR6C7FYrCZJnfYE2lQqhVCouXZ9Op3O3vAovKqDvgfUOtRor+GlcXO8Tp5Uz1srV6pOVztezzzTh1hsBvZccD9PoNrxCgYlTFMUfVo/duwYRkdHEQwGEQwGEQgEPG+4jczx0p/ze83a2zo/P1+QYO/H7dLbreZyVqyOlxZeAwNAb6/Ie01jz+8CckVUnZLr7cKtWqFG6/1USonJySlcc80KjIyksW9fAF56YGFhwde+st4Dy3G8vI6v1/Vk1WvptMD8vBLDbti/y69+tRTPP78EyaTAVVflj9StxDVWIifndgkB9Pb2Fg1xauG1alUIoVAakUgIiYTITqPmJLyKob+z07Z1mN9poFwikciekzqPsVHQ8bJQi3Cjk1XdLAl+Vqw3Owqv6pBzvPxfZsXs+66uNIJBXbRSdZC6hpc94dXN8Rod1Y6XuhGvXZvEunUJzM+H8Oyz+eInkUhgz549nqLIKrzWr1dfenraW0Baw9rJZBLxeLzo02o1KFd4lXJNOAkvO6WEu/xQTqeaSCSy+0OHBAcGco6XPdTo5Hi5CS/TNAuEW7VCjfYH2eeeW4Inn1yK48cD2LfPe90LCwu+9mmjhJf9IanYA4z9uB89qqZmOnKkC/ZLttK5WHP3GdX+Xn3wPdACqKMjnJ02yJqWYHcT7cfm2WeXYMeOHsdl3Pax2/mTSCSyD6wDA0WbXlMovCzUQnhZE+s1zZjnZb0AKLyqQy1CjdaK9PomYp8uSOM0qlFKidFRdeNbtSonEF72MiUEHnss11nOzs5i9+7diMVinp1FLGZifj6EYFBahJfn1yg5rF+ta6bcc7ucqvAap86+GRwv6/1OOwEDA8J1VGPO8cqdo145Xlq4rVmjzh2/jlexCuR24XXnnauzf2dmgHIlGo3W3PFKJBKeDwpuUwkBhQ9JxUY22r/L0aNK3EajwYKwXqWhRu14dXenIYQoKdQYCoUK5msEClN88vd7AB/4wJm48cazMTqaPxoScJ9L023fK8dL5zIWbXpNofCyUAvh5VSnpxmFFx2v6hOPqw6qmo4X4C683HK89BQkgDq2eoLsNWtyy+s8r1/+Ut24T5w4gf3792fPBS/hNT6ufvf3G1i2TN0Ui41sLNXBqkZuZCUju0rZdiKRwM9+1p99UrfnefkNdwG1dbysLmbOCRBZN6Aw1OjkeInMe/kPDNaq9eeck0YgIDE+Hs66tMVwE+apVCrvu548GcbwcK4XLSa8/Dpe1uOTTCZLGu3rR1S7rc/ueJUqvEZGcq7ikSNdnsuWgnW6oN5eE6FQCB0dHZ4PijqFQLNypdq+PR/U2u9aj82xYx1IJAJIJgP45jfX5H2PdDrtWgPPy/GyhtQbSc2ElxBigxDiUSHELiHETiHEX2ZeXy6EeEgIsS/zu8G7IEclQ4fdcDo5mjHUWC3Ha2FhAdFoNJsA6+T4LRb0Ya5mjheQE1ja+nfP8SqcMshatf7UU8PZ7eUS7Luxe/eL2cmjNV7zCeon64GBVFZ4zc66V683DKPsavCVUMo29+/vwgc/eAb27u0u+bPHjqXxsY+dhr/4i7MwO6uOjbUz9htmBPx3lpU+zOkOacWKgEV42UONhTleWoTZb3NqnkYd0gZWrzaQTos858ILt2Ntv5/eddeqvAT+o0fd95cWbaU6XkBpD+V+jq9fx6uYc2z/LkeOdDr+7bRsKeRXrU9npwLyKjpuf2/lSvWdrfM1Au7Cyyoif/SjldnBGaZpek5g7kd4tbPjZQD4KynluQAuAfAXQohzAXwcwCNSyjMBPJL5vykod+iwF63meBmGqmxeDqZpYs+ePdizZw92796NXbt2YefOnZiYmKhmU1uGXHK9/8+U53gVztNoXc7qeMViagRiICCxdm0wO5hk5UoDp50WQzwewC9/WXiD9hJe09PqBrt8uYG+Pp1/4T5fY7kCqp7C6557VuKJJ5bhoYeUCvHbaam5HwWkFIhGg7j9dlXAqFzh5bfNlbqBOgRTuuOl3yt0vKz5NOvW8Qw9KQAAIABJREFUqe9RaYK99X6aSAjcffdKAMDllytr6PBh9/2gP1tr4eXH8XI7rqU4XoWTRQcxM5MTO7VyvHp6zKyo8hqMZhdeTvM1AsWFlxAShhHAN76xJruM1z72CjW2veMlpTwhpXw28/c8gN0A1gF4M4BbM4vdCuCqWrWhHCqpVOxEKzleMzNBvOENW/DZzw6WtQ775MaaqD0BZJGQTKrOqJSBsn4cL7dQo3tyfW6dx46p11asSKGjI5g3DY8e3fjEE0uxc2cP7rhjFT7xic1485vPx9/93UWOle2tifUDAwaWLtWhRnfHq9yyLZVeN6V0PPv2qf2i93EpztPUVE6w3HnnaszMBLMhrnQ6XdL1UC/HS3/PFSsCPnK8cq+5hRqV45UTcxs3qk7Xa7Lsxx9fipMnVafsR3g9+OByzMyEcfbZC3jta5U1NDLiHrHQn9XT33hh3+9++4VYLObrmBVzvDo7tUjx30arQwRU1/FS01vlpibTI3w7OtyFtF146WmDvEpK5IcaVfvf+tYJBAIS9923EiMjHZkRs+4PL07njmEYMIxc3mGjHa+61DQQQmwCcBGA3wAYlFKeyLx1EoBjLy+EuBHAjQAwODiI4eHhqrUnEokUrE+HxKampqo2Z6ObgyaEwNjYWFW2US0WFhbw/PPqRvbrX3eWtb+TyaTjxT0+Po7Dhw/7WofTsWlVFhZ+H0AATz75iwI3yg0/rmswuAZAP44di2J0dBTT0xsAAKnUJEZHx7PLRaMhABdgetrE8PDjAIDf/a4XwMswMLCAPXv2AMgJmjPPBIDV+OY3T8E3v3lK3jaPHVuD++77BVauzP8epmniyJG1AICurllIOQtgI8bGDDz55JMIBgunnTEMw5eIkhJ4+OH1OPPMGWzaFKn42tSVyP1sd+/eCwAAU1NJjI6OYnJyEnt9VF1Mp9M4fDhXQykaDeKWW5bg+uv3Ynh4GEKIkh7uxsfHceLECc9lIpEIYrFYVkxICfjQ73nMzJwHANi9+1cIh9MAXoXZ2QBGR3Pzd46PK8U1OXkIw8OHAADHj68CcB4mJ+N5120ikcDo6FmZdR9EV1cQwGbs25fKW6dm584BfPSjZ+IVrxjFpz71DCYmJnDgwIGC5fT3lBK47bYzAABvfOM+BIMRAKfj8OEkhod/4/gdE4lEtmPXx8INey7ZxMQE9u/f77q8xnpuG4bh+F0BNXDFyd1+4YWXAFiDVasWMDKyBM8/fwTDw4X7AVDnmvVc+t3v1DU7OBjH6GgXDh4M5m0/EAjg5MmTRb+DE/F4HKOj6zL/RbB//34cPny4YD9ZmZqayrvvm+YKACtw/LhZsF/GM4mi1vUdPKjua+eccxizswk8/PB63HzzAD70oe1F22uf9D6dTmN6OgXTFOjsNPDEE4/7+do1o+bCSwixBMBdAP6nlHLOerJLKaUQwvHRQ0p5C4BbAGDbtm1yaGioam0aHh6GfX27du1CLBbDsmXLcMYZZ1RlO1NTUzh48KDjey996Ut9uRvVIplMuj6dRKPRTCes/Nd4vKNg//hh+/btrhfh1q1bfdVBcjo2rYphqFP79a9/NTweDPNIJBLYsWOH5zIrVyrxEQwOYHDQQCqlkrjXr1+KwUFrMqv6vbAQxKWXDiEQAA4cULGMtWslLrzwQoTD4WyH8rrXBfAv/5LC9HQYmzbFcMEFUVxwQRS33z6Iw4e70N19DoaGVua1ZXJyEt/5ji5L0YENG1TsKZnsxdatW7FyZf7yAHD48GFf4eef/GQAX/rSaTjvvChuvXUPli9fjs2bNxf9nBte16OV8fEw5ubUAUunezE4OOh725OTk7j3XiWct2yJYPv2Jbj//s248cYIzjprRcmdn5/JjYeHh9GXsaH27OnG+953Fj74wWN461v9h/ijUfV93/jGV2Yd2mg0jNWrB7MiLhBQtcjOP38ThoY2AQCmp5WQkbI377p94YUXYJqqTRdffDoikRi+9z1gfn4Ag4OFz9oPPKDCSMePL8Pg4CC6urpw3nnn5S1jGAaef/55AMBvf9uLF19chv7+FN72NhPT032Z9nTj0ksvdRQ11vvTueee6znp+qFDh/I6b7+TTL/44ouYmZkBAIyOjjp+VwA4/fTT0e9gu3zxi+qesXGjiZERYMmSjRga2ui4junp6TxxOjenRndedVUXvvY14MSJJVi1ajA7y0AgEMBFF11U9Ds4sX37doRCqr0rV3biggsuwJo1azA5OYlDhw45fmbDhg1YvTo34nRiQrmS0WhfwX4555xz0NPTgyNHjmRF2Pi4Pt+6sW3bNB59dB0efXQd3v/+GWza5P0Adf755+eFQaempvCrX40AAJYsMRrex9R0VKMQIgwlum6XUv5n5uVRIcQpmfdPAdBU1k81c7ystvjUVAif+cyp+MlPlLipd57X+Pi4q72tXQAdMopEgiUnxC8sLHh+p8UWbjRNwDBUj1WKSVPNHK9gEOjuNiGlyM4BZ50uKBjMDzUuWZLGPffswM9+9lv88Ie78OlPH8Zb3zqB005T18SLLxa6mdbk+uXLDSxbpsOb7qMa/bpdt92mbs579vQgFgsUHaJfavjIDR1mBHJhXL+fTSaT2evo1a+exStfOYuFBZXrNT8/X1J+F+Avx8v6vR97rB+RSAhPPdXn8Ql7mwUSiQBCIYneXnW+9vZKpNMie24B1rIluc/qUGMsVhhqzNUGEzjtNPVZt+r1u3erh4fR0Q6k087hIuv9VJeQeMtbJtDZKbFyZQpCSExNhTE7W3ivsTszxfar/X0/SflSSt9lQtxDjepYnnKKOtcnJ73r51nRocaXvlTlbCYSAYyN5ZduKGegky5Kak1p0A/RpeR45SbKLnwA1/2u/k7pNHD8uDpX1q5NYv36JK68cgLptMDXv762aJvt9wprDa++vsbPHFPLUY0CwDcA7JZS/rPlrXsBXJ/5+3oA99SqDeWQTCarVk5B3ygOH+7Eu9/9Etx//0r827+tzW6nnsRiMdd58LRdrTuMWCyIeLy0fVCsQ3Eb+tuu6H6joyNdUtinkhwvp3CmvZbXiRPqkl+1KpUdEm4NB/b0pLF0af561q5V56pD5AeGYWBmJjeqUd/UKs3xeuaZJdizR7lnpimwc2eP5zUTiUSKPsz4va6rJbwGBlK48UYVJrzzztU4cSJZ8nXgp7O0Cq9du9Q+syfGe6GX7eszs+dqf7+eKDvXSeq5Gq05Xn19gex71nZYy0kMDACnn67W45bjpYVXMhnA9HQob6Jxjd534+Nh/OxnAwgGJf74j5U7Egop4Z9OCxw+XPjwbN/vxY6n0/vFQsR+S1UA7udixizDKafoh2H/wksn0595JrBpUyrvNbfP+EF/Rh//np60pTCq/xyv3LRBhU+iWnjp/aJKjwSwYkUqW7D1Pe85gVAojQcfHMD+/d4jluz3GGsNr97eNhZeAF4F4DoAlwkhfpv5uQLAFwC8XgixD8DrMv83FdVyvRYWFvDb3/bihhtekk0UPH68E6mUqLvjlUwmMeWSqalPUusFoUMIfnETdZrF5njlJsgurTxJOY6XTnp1El76Na2LT5xQPevq1cnsU6tXyAXIdQJHjxaKKeV45UY1Wh2vSkY16tGAesDA7363xPOamZubK3pN+e109u/P7Q+dUO63Q7UKr/5+AxdcEMXv/Z5yvbSDVyp+ty2lcgeBwlIQXuTmacwJPKcEe2fHS/2OxfJdcmvl+v5+YPNm9ffJkx0FcyrOzATzBNnoqOrM7Z2nFk933bUSpikwNDSDNWtyx1xPgXXgQKGwt99/SnW81Hf07hf8ul2Au+OlV7FunbpGykmuP+MM4LTT1HvVSLDX15U+/t3dZl5yvdvDYmFyfRDBoMTsbKignptdeOn+ct263LFcsyaFt7xlAlIWd72chFfuAaPxVQVqOarxcSmlkFJukVJemPl5QEo5KaV8rZTyTCnl66SURUrE1Z9qCK9EIoEHH+zD//gfZ2F2NoRXv3oGg4NJpNMCIyOddXe8kskkZmdnHW8odsdL/e3fktZ1VbzwI7zchGErknO8ShNepThe0WgQUuYEmH4ydFpW62I9QfbKlSnfwkt3AidOdDg6B9ZRjdrxmp8PIpUqPNeSyWTRkOChQ534xS/60dmZxvvep+qJbd/e6+iCaPwIr/o5XqrDGRhQn7nxRvUd9AjHUvET4gKAsbFwtip4aY6XOn5Ll+bOH6eSEk6OlxZe8XjAVXgNDADd3cCKFQZMU2BiIr9D3r07f+oZXXLC3nlGo1Gk08Ddd68CAPz3/56fpaJnYjhypHB/lep4NUp46es053i5r8P6HSKRAKamwujqkli3Dti8WbW/Go6Xvq6sjpc1X9fN9bILr87OMPr7dRFV55GNXsILAN797pPo6EjjkUcGMDHh/nBh71+TyWT2fGx3x6tlqUZJiX/4hyQ+/vHTkEwGcPXVY/i///fFbK7M4cOddXW89BQcUkpMO1zJ9hwvAJia8i+83MpIWDEMwzPEpOofHfO9zWZHn0J+k+o1pYYaEwkB0xTo6Eg7ijxdRFU7Xlp4rV6dyoYY/Tpex451OnZg1gKqoZBy2dJpkc1XseInzKjdriuumMQf/IGKvWzfvgRSOrtlaqj7QtGHGcMwsHt3D269dbDAddGkUgIHDxYKL339FCOZTFpCr+oGf/75C/i935tFLBbEd76zxuvjjhQTjLpdOlxnbbcfco5X7vs5FVH1drxywkvn29mH7q9bp/aHPc/L2m4gJ7ysx1OPFpycVOJy2TIDF12UP2XMqlXqnjo6GnB1y6zr88LpfS/hZZ+doBhux3R+Xl3/OrzvNeeptQ/RbtfmzWkEAsAZZ6hjoacQ0lTD8bLW8QKc87zsVesBNW3QihVqXfZwo86h0/tFfx+78Fq9OoWtW9V+3rnTfa5I6/FPp9MZ4aXOx7Z2vFqZSh2vn/0sgU9/ug9SCnzgAyP42MeOIhQCTj1V9caHD3fVVXhZt2V3lVKpVPZkt14MMzP+nZpiYUaNl+sVjUarml9XK/zObJArnlr6TAjFwo1W4eWV32VdVh+isTG1/OCgkd1OMeGlO4GTJzsQjeZfG3NzJuLxIDo60lmRp10vp8TgYuJoejqEBx5Q5Rje+c5RrF2bxIoVKczOhnDkiLNTPDc3h8cfX4oHHvAWG6Zp4uab1+Hmm9fj0UedC/kcOtQF0xTZG77KXcp93otUKpUZtp4vvICc6/WDH6xyFX1u+HW8dJgRKM3x0uFEq/DSE2VbQ41ejpdVeJmmCcNQHbUQEkvV4DRs2KC+uD3PSwuv009X55aT46WF07Fj6r316xMFuZNaeI2Pd+SJIKeSB17H0m0uRa8HcuXGeT+sPvbYMnz/+8qtc1o2kVBFYUOhNAYGDASDEtGogNslYz0v9OTYp5+u/j/jDHUsDx+uvuPV2yvz7lFOjpdT2RchBFasUPvdXr1erT9mcbzUOrXbbuXcc9W54CW8rPcJ/bc+l+l4NSmVCK90Oo2f/ES5SlddNY7rrx/N3iBOPVXdSI4c6aprqNG6rfn5+bybkPVmop/U1d/1FV56CHazCy+/4dByQ41AcderHOE1N6d+FhaC6Ooy0d+fu/SLCS+VcJ9AMhnA0aP5562ep3FgwMie5zo53ylMUszx+sEPViGRCODVr1ZDxoVQZRkA5Xo5XTeHDkXwV391Bt773uXwMqsNw8h26k8+udRxGR1mPPvsBXR3q5F98Xgg+3kvkskkEgmBhYUgQqF03qTl55+/gBUrUlhYCGanbPKLX8dLJ9artgSQSPgb1aFD1fmOl/qsVcA5Va7X8yTH4wGYphIT1qr1fX3pbDmDU09V63dzvF7zGnXCOOV45YSXsxMCWIVXOO9e4zSgwetYek115fbAXCzMaBjApz61Gf/4jxsxNhZ2FF76Ntrbqwbk6GLEbuHGfOGl9stZZ6mdffrpal8fO9YJ61etRHjp4790af555eR4udXb03UAnRLsFxYWsvvF6zifd546trt2uU/SrR+CgNx5tChGNbYyXhdYMUZGRrB/vzrAZ5yRL+A2btSOV31DjfbOyioe9EmZSonsqA/AezSNlVIm/PUSXlq8NbPwklJma8wUo9xQI1Dc8dIiKxIJWiaudX7a1svOzuZKSaxenUIolOtQg8Gg5+gkABgcVOfygQP5bsDEhNr+8uW58znXYRR2/F7CKx4XWUfgne/MFVjcskWdN9u39zpeN/fdF4BpCiSTAi71KgGoc0vnQD35pHO5BS28zjwzlnVqdEkFP8LL6nbZ9bMO2XpVb3fCj+NlTawPBPSIRH+uV67CvHeo0alyfTCoRu6qKZJyjldOzOXOlVNPVTvEKrymp0M4ebIT3d0mXvEKJV6cQo3+hJdafnw8nOd4Od13yhFegPtDebFR3Xv39mQfkiYnw47b0KvQgl1Pv+X2rOcsvERmHUEMDiZhmiLvfCun38kJL3X8ly7Nvz/5dbwA67RBhY6X9Zj5EV47d/bCKwChzx99z8mNamSosWkpx/WamZn5/+y9eZAkZ5ke/uRVZ1dV3/cx0z09Mz2j0YUkEOIQlwCDgmXBC+sAtIC9tlfGG7GxtvHaeB2B1/55N9b27hqvWRsWYgkg9gBrLdDiRWKE0LUgaSQkzUzPPdP3VV3dXV1dR2b+/vj6zfwy68urunrUA/1EKFrTVV2Zlfnl9z3f877v82JxcdFKaCSFi0ChxqtXr2+o0Y94keLFq11Afc8wL4RVuwDbddqNcrlsncdu9MtsFqj5d5hw405CjVEUL1rgwiheU1Ns0uMT6wlBqhcRr5kZzbpXzvwuexHwU7z8lN7vfrcDq6sajh4t4nWvsydhP8Vra2sL/+//2UzAz5t0fV23Fr+pqYQVzuBBFY1HjpQtgsHneflBlN/Fg7yZvLysvBBG8Zqf17CyoiGbrWFw0LnDD4KocbC7qtE0xYoXACST5vbxTOt8aZHjE/YPHmTLDf/9Se06cmQTg4PsmvHEi561MMSLqhoXFzVH2EqkePldUz9S5g43rq8D999v4g//0N837YUX7Iu2uqoGKF7s3KjhvIh4uXMOiXiR97eiKNx6YxOvnYUaiUw7aUMUxaunh50zbYB4EPHa3GSFArGYYamYPLq7q+joqGJ9Xa3LYeNBhIt+2lWN+4rXnkXUxb9SqVjtEa5cYYOBBj6hu7uKeNzYNvmTdtzYNsq58djc3LQmEFFiPWD7yQQhCvEyDEN4XVddB4vymdcTVEQQpvjCtpOIfpwgxSuVMiBJJkolhdvFiRcSXvG6do1N9ryVBCGYeLHFa2bGTrDXdd2DeNW2j1lvxOuleBmGnVT/sY/NO9Sio0c3oaoGLl5MYGnJ+cxcu7buUK+8iJdhGHV5JSKTUVK8JiaqyGSoD2G4ysZyuWxVNFL1Fg8iXmQMGRZhFC9Su44e3XQ0Kg8DEfFyVzVWKlTEYdapuFRNS8SL9/Diw5eHDrHzmZmxHwoiXhMTmzh4MAFFMbG8rFl9TqnND40bv9wfPscLsJWuZoUaAXvzWCyydl0PPljAww9L+NKXerG15b1hOnXKSbzCKF5+Gxj3+VOOF0+8hobs1BavvwsDWj9I+d2J4kVG9qJQI52bbZxahmgqlKRw4UYv4tXSsk+89iyiEC/TNHHp0iXUajUUizKWlmKIxQz09DgnB1nmE+yvX7hRpDKQ6kUkwi39hjHYZt83mj+X6P2FQgHr6wq+8IV+LC/H9zTxAsKNDeJmjRCvIMVLlm1CRc7UYZLrp6fZIkiu9TyCiFd3NyletqUEbyXhDDWK3esNw/Ac8z/+cQZXriTQ01PBO9/pXGnicRMTE5swTQnPPeccpw89ZKBWs6exmRlxyJX3GyM8+6wzzyufV7G0FEMqpWNkxOQUr8ZCjW7097MFgBSdsAijeFF+17FjxTqftyDwDvMEd6jRS+0CxIqXmHix6z8/H7NCRDzxam/PWqoVjetKxWk6S4rXgQP195kS0gsFFZWKhGKx6NlLsFHilc/ncerUKZw5cwYPP5zH177GxlC5LDvIFQ/TjKZ42cTLW/Hiz79YlLG8rCEeNzHE2htCURQrtWWniletVoNp8oqXc1xpmla3WfQiXn7u9QS7otFbHefDjV5whxpt4rUfatyziGIpMTc3Z8mktLsYGipD0B+Yy/O6fuFGL+JlmianeDkflEIhODE3avsTQGxkuLGxgW98gzVn/rM/O4yNjY3rpgaGBU8yoyheCX+DZSGimKhSInJQjtfampN4RVW8enuJeMUd7T3cnlWAvWCsrSmO++gXZiSl6S1vWYWopSfleb3wQoJrBm3iO99hkzQRPy/ixfK72AePjbFr8uMfZ8CvfxRmPHSoBE1TuByvcIqX27Xejd5eUryal+NFrzkVL9tLLQx4vy2CW/Gi/B4R8UqlnMSLKV5kJWETr0yGjY1yWbYWXvLwOnasiGw2a10jvrKRiNfWloTFxRhU1cTb3jaONv6EwTYkRNyWlliel1enAMMwPFMG/IiXruswDAPlsoT/8B9GYJqSZZHwzDPigo3LlxNYXeUrxsXEi6bTdFqHJEnWBkZEvERWEsPDNUshYsRr54oXI10mp3gaSCbrH1C36hVEvEShRoJfOJkQhnjVK17svPcVrz2MsIpXsVjE7Oys9W8KMxLBcuO1qGwUEbxyuYzV1VVr8qGJsKeHfJ+CiRevTOXzKh55pB3f/764TJ/gJl6FQgGmaVoP0HPPdcE0GyN1YaDrekM+bXzVUpixsZNQYxQvr4UFIl5hFC/2O1GoMZFI+B63u5stYLyJqrNPY7Di5ZdYTwstWVe4ceKEnedF43lubgNPP80Wuw98gDWE9lO8yLjzTW8y0dNTweqq5jBLnZy0iZeqqpbiRWpPlBwvUaiRvlszc7xIjeCVIzvUGI14tbfby4E7x4uuAYVfebiJl9u1ngflcc3OxrCyomJ+nimM4+MsV8iPeNHv+voqiMcVjI6O4sCBAw71lhLsFxZYZaOfIu9FQsKQky99qQ+XLydx4EAJ/+7fXQbgTbxI7ZIkdn3yeXGokVe84vG4b1WjKLF+dNQmkrzixedBRSVe7orGZNKomzuA+jwvL+Jltw3yVrzCEC+ylDh7NgWvr1SpVBx5gvuK1w0AtqvxL303DAOXL1927JzIN+XAAfHifr0rG/myWjdmZmas/6cFY2yMiJf/0DAM4KmnavjiF/vwwANHcd99N+NznzuIz352DJcuecs8W1tbjkmHES974VhZSWByMrlr4cbZ2dmG2hfxRDAMcbNDjREaNW4jmuLFJjhqreP1vrU1u12QSPGSJAkJH3mOQo2zszFUqwa2trYcoUaeaPCKV1jiRZVXVPnnxi23sHv28stplEpscX3ooSrKZRk337yBo0eJGIo/nw819vUBd93F7idvK0GK1/h4CYqiRAo1kkmxX6iRcrzm5mIIsHyqO3cvVKtVLC4mkM8zU9H+/op1z6MSr44Oe9zVhxqDFS96rLxCjQAwOGh7edEzz1Q6tvHq6yMTVDvBnogXKTuDg/a82dHRgWPHjqFl+8Qoz2tpSdvOQfS2f/EitEEEe3Iyia9+tReSZOLf/tsruPPOdSQSOs6fTwmtQoh43Xor2zyECTUmEglfxUvk4TU+br8uyzIGBipQFBOzszGHtUgU8uWuaEyndSGpCq94qZAkFg72Og0v81Qe2ayO4eEtlMuyo8UXj3K5bM05tRojj7JsIpl87Svn94mXD9xJ325MTU3VLcIk65LM6wZf2dgMxSuMqaMX+HOnRYmM98hB2Qv33WfiYx8bx//6X/145ZU0VNW0Qhy8iiACER/TNFEoFLCwoDnyb556KmcpYc1EpVLBwsJCQ1WTPPEql8uB57aTUGMUxYsWKN4zSvS+QsHZINud4wX4hxsTCQMdHVXUajKWlljVmLtPI4FXvMKGGkkFIsXDja6uKvr6yigWFfz0p+zzH3qIkYK3vz1vhXu87CR4K4n+fhl33cUUTD4x37aS2ISqqpFCje6QvYh4JZMGWlurqFZl31CL6Ny9UKvVcP58DgAjMJJk2xA0J8fLrXjV/72beLkbZPMYGrK9vHjildo2BOvvd1Y2lkola54iJWR42HltY7EYjhw5gkQiwVU2itsO8fC6n/7XG/j850eg6xL+/t9fxK23FhGLmVYV7rPP1l8gIl733svWkzChRl7xCiZeTisJQiKhoL+/DNOUrGvn/tsgNKJ4ybIsnF/YOaloba3BNKW6SnoCnStV53ohKNyo67pF2m0PL12YsH+9sQdOYe9iamrKoQrxWFtbE3o6eVU0EijUeOVKAuVy44qXaZq4evUqlpaWfN8XltyR9EvEi3esdkPXgcceY///4Q8v4L/+1/N47LEX8aEPsevhp3gBNvHa2NiAruvWBByPs8noqaeyofo/RsXU1FRDdhVbW1uO6xjmM3abeFFOlx1qFEsoRLzyeRPz8zbxEk2etPh5wfahiln+beLkejvHKKziRQSSVCERTpxg4+HppyWsr9fw+ONswn3b21a5pGzxlFar1awcr74+m3g9/3wGlYqEWg24eLHxUCONDz/Fi/9+UcKNfsetVqs4d44Rr2PH2PWJUtVomrziZT/zySQraqhUZGxtSb6KVzpdr3jZ3mDOsXzgAPvJiJed35XetsAfGGDjmMYDvzmkBXlkRHw9UqmUw0Q1CI2EGr/+9R6cPp1GT08FDz5otzi7+24mV7nDjXNzGubm4shkarjjDjbmiHC476tb8bLtJOo3efw5kkJ0+LBzznZWNjZGvGhc0/13twsi8IqXl9pFr9EmTbT5MAy+qtF/7aJwI28c7AZtmGk8em1Qrzf2iVcAZmdncfHiRccOpVar4fLly3XvNU1e8RITr0xGR3s7C5FMTTWm6BiGgYsXL2JxcTGQAIQlXjQZ0K5pY8N7aKyuAqYpIZOp4bOgNq8LAAAgAElEQVSfvYY3v7mAZNKwwquXL/uzDdqFUDiRHpz771+CLBt46aUWbGzITQ03FotFq09l1BwvUb5Z0GfspKoxSqhR19n98raTYON2aYklx7a1VaFpppB4BfdsZGOJejZWq16hRlLZwuV4bW7KKBRUxGKGJ2EBbD+vZ59V8NBDJZRKCiYmihgYqFiT+cKC3eKHB6949fay/8bGSiiXZfz0p2lcu5ZApSKjv7+MlhbDEWqkRcdvwaLnzPbxEm+qGrGUME3Tk3yVy2WH4gUgUnJ9sSjDMCQkkzricee4ozDh+roqbBdEIL7OK16kMLgVL97LiwoCJiZKFumnUKSo8tMmXuJNRjKZRHe3baIahKihxtnZGL74xX4AwG/91hXHZucNb2BzxDPPZB1h5BdeYBfslls2LFW2UGBjxK16FQrs3y0tBhKJBGeg6k+8SPE6cqS+NyIfYSFESXEJapBN4BUvP+LF2gYRoax/3+KihmpVRnt71bIp8YKteHlvGKnojZ4F2hS+1tgnXiGQz+cxOTlpDcKrV68KB+/SkobNTQW5XA2trd7MmkjZuXPRL3+tVsPk5KQVBm0W8aKHwCZeitUCxI3lZfaTdmQEIl7u/mBukJJF34EUrzvvXMfExCp0XcKzz2abSrympqas/4/aE1JEvMIrXtFzvKKEGglexCuRMKAo9sRNikAjxItyLmZnYyiVSsjnmZVDOq07jGJ5xStMqJEPM/pxTsrzeu45Dd/6FrtGb387G0OplIFUSkelIgvNf/mwaG8v+/58nheFGanbBK94hQk1uhUvUXI90LilhNex19bWcf48U1lIAYhiJ8GHYNzjjkjT2prdmiq84kXEy/mZo6Ps96dPpzE/H0M6rePIEdnabAwMsM+am4vVEWgiqyIrCYCNX95ENQhRQ43f+lYnymUZ73hHHvfc45wTRkbK6O0tY3VVs4o0AGd+Vy7HPpeFGuuJF2W2ZLNsY0Tzqyi5nidEVOlJVhIEXvFqNMHe3SCbtTOqn5/CKl4A0NXl3a8xbJgRAA4f3oSimLh4MWkRQzfoGtvmqfuK1w2FYrGIM2fOYGZmxlJO3AgKMxIo3HjpkhYpj6lcLuPMmTOOEFyQ8sIqrRT8j//R7xveoAXjwAEZsZiJalVGsSgepDbxcr7OEy+/5OFqtYq1tbXtXClb8Tp+vIQ77mDhyqeeyqFUKjUlD251ddXRjgIIX7VqmqawD1vQdd8J8YqieBG8iJckOV8j4iXKwdA0TUjICLZawwpDZmfZBO4mGek0I3ubmwq2ttixa7War5IAeOd3EcbHNxGPG7h8OYa/+Ru2uL397fazSIuuKMG+VtOtqsaeHkasXv96Il4ZR6sggF0fd46XnwVBuVxGrcbUIUUxLdXPjUYtJUTXrlar4dIlHWtrceRyNeuzoxAv22G+/vP5fo1+ihc1yibnBpZczz6XT9gHgPFxdg9IfTxyxE6sB1hz7mRSx+am4jh/07QX5YMHxd/FGWoMJrZRQo21GvDXf90JAPjlX65PJJQkp+pFIG+v227bQDKpoKVFh65L2xtb5zVfW2NjK5eTtol/cHK9bSVRrbMv4isb+c1wI8SL7r+IeAPseaI5JYh4dXZS26D694WpaCQkEibGxzdhGJKjQbwINB73idcNiEql4rCOcIMGdxDxaqSyUdd1nD17ti5cYxiGLwmoVCp4+OEOfPnLffj617uF72E5HKyxb2urbIUYVlaCiJfzAW5pMdDZWUG5LAfmsFDu3NxcDIWCitbWKo4cSeJ1r1sAADz9dBamuXMXe9M0HWoXIWy4cWNjQ5gIG0Tc6OOvn+LlzXT593Z3V6Aoiucx/FQvyrkg5WFxkX0Gn98FYDvB27lbD2Ml4ZffBQCqaocXSiUFY2MlR1suCuWI3OsLBQPlsoxUykRLC1sobrttA4rCrExogRwf39w+lloXagS8Fy3eSiKXq3kqd3QNm6F4ra2tWWrxsWNFy+0/ip2EHYIRGZIS8VIDFC/2vmKR/XQm1zvHWUeH7KjAnZjYdOQWappaZykBMJVoc1NBS0utjszZf6uhr4/NXUSy/RAl1PjEE61YXtZw8GDJUl7dIOL19NMs9FsoaLh4MYl43MCxY5vIZDJoa+NVL3eokf3M5bCteBnb75Xq1D8aD6RkHTxYf868l1ezFK+WFm+hgFSvIOJFbYNElhJ2Z4Jg4gXYKq9fuBGwc5b3QrsgYJ94NRVBFY2ERiob5+bmPEmaHwlglXxsMHv1taIFo72dNfbNZslvRryYUz6/m3gBCJ3nRaodtXw4dmwTra05jI6uo7OTnfP580ksLi7uyHZjcXHRseh/+9ud+P3fH0SxGE7x8vITK5fLnjYd7HX2M5l8bRUv92uiPo08/ImXs8mzXwUfKSjLy2ws+Y1zm3gFT7aU5wU41S7AJl7T0/XXgqode3pMSBJb2NJpAydObMAwJCsXxy/UCPgTL792QYRG2waJyMD6+rqjMpDQCPHim1kT+FCjf44X9VNkY71W04UWFQAj5f399vM8MWEn1gOMLBDxIqsUwNkqiG/w7kZ3dwzxuIFiUbFsQLwQJdT47W8ztesXfmGprvk54c471yHLJl58MY3NTRmvvtoOALjppiI0zUQ2m0V7O5Gpei8v8k7M5djPRIKRVF2XwIvuhmFYcw8lzY+O1t8/RWGNsmMxA4uLsVC5im6EVbwAO88riHhR2yBRcr2teIVbF8MYqQL7ocafaUQNNYZ1r69UKpj3qpOHN/EyTRPVatXaWfAlxTxsSwBqVcF+n8+LdzekeIkWmLDEi8AvHLlcDpIE3H03IztPPplFqVTC6dOnG6pwNAzDUihNE/jv/70fv/M7I/jGN3rw5JPhQrx+Rq5+qtleyfFyv7e7W2wlQfAjXrwSUatBaJ5KcJs/hvHwCgo1AraDPQC84x1u4kW93kTEi13THtYO0iKfVN0IsKraoaEyJEkShhoB8aJlGIajwtOvQMCuDI0LiwC8EKR4TUyIiFdwVSO9hzZbPHhLCT/Fq6WFelqS8mWgWpURixlIp+vH2tCQfX9uuqnsGHNEFgCn4sV7O/ltHNLplGWiGqR6ed1Ldzh5djaGp5/OQtMMvO99y56fl8vpOHasiFpNxvPPt+CVV9gFvO02NsYymQw6Omzi5d640VTT1saWZU3ThOFGUUUj9WjkoSgKFMXOl6KNd1jiRa71gL+BLiGs4jU8zH6+/HIabo4bxsOLR3jitR9qvGFRqUg4f96bUARVNBIGB8uQZRMzMzFsbAQTr+npaWFuiWGwMIgX8SJSR8RqZkY82duWAGxQktu0l+LlFWoEohMvyu86caIMTdMgSRLuuYdp7k89lbO+x9mzZwOtM9zI5/Oo1WowDOA//+chfOUrfdZrP/lJuORbr5YjgL/SuJNQY1TFS5JMJJPe6pszx6vetZ6HH/GKx010dlag66x1ix/RsBv82s2OvRA2xwugJOUajh8vYmzM+ZyR4jUzUz/IFxfl7WOwfxP5pAR7gFU5Kor9mijUKFJD6q0kvJ/plhYDmQxrm+NuTO8H93GZOWTFYclAoIKKcllGteo//vxDjfQe/6pGO8eLHYvajYkS9gFgaMjY/jsdR47UWyCIQo2UEzcwUA7cOIS1lBDdS9HvHnqoA6Yp4e1vX/UtmgLsTePTT+fwyitM8br11g3EYjHE43F0dNju9TzxMgzbO5EULz7B3ot4kXmqu6IRsMex3bMxUff3fuBFAXoG/IhXWMXrzW82MTBQxrVrCfzt3zrLXqPkeAHAwYNbSCZ1zMzEfZ+nfcXrBsXly3E88MBRfPSjx/Hww+11r1erzKROkkyrksQLmmZaxnaTk/4ls8Vi0dN9+fd+bwhve9uteOUV8WCiBYGUiXJZFlaS0IDt7GSfk8vR7xtXvIIqGwGmQlFS5O23s+sgyzJe//p1KIqJF19ssWwtTNPElStXcOXKldAFCYuLi6jVgN/+7QP4y7/sRixm4O/9PaaSnDqVCJyAREn1PMIpXqFO1YFwPl72PU+lDN9qQJ6keXl42Z+V8nWw5/O8iNCLiZdT8QoXagwmXtmsjr/6q5fxx388WRfysZPrnePDNE0sLirbx2AXiq7BTTcVrZwjCjPWEy9vxUvXdStfMYzixc4herjRfdy1tTXMzrL8yGy2jJ4ee5Hkc+yCEuzt1j71zxTfNsivSTYpXqWSk3h5FRiQ4sE71hNUVZzjxS/IQcTLbaLqBXESfc31bzup/oMfrPdtdIMKNn74wxzOn89CUUzcfDPrQwkAHR3sfe5QY7HILHqYrQcbR8zEt76ykSdEtpVE/TWh6+T28gqbuuEkXkTQgxUvt4u9G4mEik9+kkUivvzlPqsQa3NTxsqKBk0zLPIcBEWx1V6/PC+beO3neN0weOSRdnz84xM4d47d2O98p6PuPdPTMei6tN1HLJgYULhxctJ/kRUlhgPsgfurv+qCrkt44QVNmG9k78TtHQhJuTxoASUZnCZcr7x2yttxVzUCNvEKMlEF2DVbW1PR0VHFyAibbCRJQiaj48SJDei65GjpAgBLS0uYnJwM/OxSqYSVlU38q381hkce6UAyqeMP/uA8fv3X2Zd66aUWbG7653kF9Yv0U7zKZXaNdtvHC/APM7LX7bERFGqUJAnDtDIKYOd5xYTmqQTaWRYKsqMZuxu1GlMmZNm0QkxBaG3VhR4/dnK985niPbzcoUZVBV73OkawDx/edLzGtwwirs8vzMViEadPn7aqnP36NPLgWweFhVuJ4fO7xscLdSQ0bNsgr9Y+gDPUaCse9Z9hK14yDMOwEpm9iNd738sc/N///uU6014WanS2DQLcOV7+im13t7fi9eijrfjYx45ifl4TEi/3dX7qqRwWFmIYGtqy3On9cNNNRaTTOmZn4zAMGUeObCKVMpDZvnBdXex97lAjb55qj01xZSOd99aWhIWFGBTFxNhY/Xel59zt5bUTxSub9Z6b4vG4r2s9QdM0vO99K+jpqeDixSR+8AO24PDGqVHc5cOEG/cVrxsIW1sSPv/5EXzucwdRKil45ztXoCgmnn8+g9VV5+AKW9FIIPn3wgXvW5DP5+tsEAhf/WoPDIPNttTCxQ3mVwWHBCsqY6fXu7qIeNHOVUwgl5aIeNU/wN3dVSSTOvJ5re4auUFhkqNHN5FMsutHpOONb2Sk56mn6hvPbmxs+PZgY+e4hM997iAef7wV2WwNf/zHk7jzznUcO6ahvd3A8rKGc+f8F/qgiko/xYtux243yQaCiRe9V1UN5HI134ULYLko7e31qi7gNFH1U3hobLCebDVPxWt+PgbTlLaVON/TCgQRr4UF5/VjrvW2hxfg9DH7zGem8dGPzuP++5cdr8XjQCxmolaTUamwz6SFeXZ2tq7K2E8B5EHkNYqlhHuxXF9ftywwxsbqNwhhE+xth/n61/hQY1jFS9d1S2UThS8B4JZbVHz/+y/h/vuXHYn1gHeoMaziJUkS+rYzCkTE60tf6sOZM2n86Ec5YT6Xm3iFSarnoarO8PVtt7H52yZe7EPcxItvF0TfLyjUaPeurEDT6k/OS/HyM+TlIVK8cjnv9SoWiwWGGQH2vTTNxAMPsPLjL32pD6bJf59wYUZCOAd7b9uU1wL7xMsDU1MxPPDABB56qBPxuIF/82+u4D/9p0u488416LqEJ55odbw/bEUjgQja+fPi1cY0TUxPTwtfm5vT8PDDtuq2vOxNvAoF1SJogDjB3g41skmIkju9WlVSpyQR8ZJl+7sFhRvtisaiFd4i0vHGNzLS8/TTOWFe2szMjGfI0TAMzMys4LHH2qAoJv7kT87ippvYw5lOp3DXXdSayFuZLJVKgZK8X2XjTkKNYRQvnmyFJV5dXVXIstg81Y3BwUHhAsebqIr6NBJogmMeUCXPe0X5XWHVLj94tQ1iihf7ziLiNTq6hd/8zSlLGeS/tzvcWCqVMDk5KRx/YUONRCwabRtE7ZqImPT21uchhiVedqix/rWwilcmw14rlWRHuyAv4sUnYbvDUoqiWO7zCwsx6DpL45ifj0GSTAwM1AI3JgMD9oaUx+xsDJOTbM6hsVsfWrT/PT+v4cknc1BVwyLlYUDhRoAl1ieTSYuQdHXR3OoMNYoUL03TuFzJ+nOk/K6REfE85Va8Ll9OCJVbL/DzH+X4tbZ6jydFUXzTFAh0LT7wgSV0dFQxOZnCj36Ui5zfReAd7L2yUGyj4P1Q457GH/7hIC5cSGJkZAtf+coZfPCDbMdDjU4fe8w5U4WtaCRQqPHyZQ0XLlzA/Pw8isWiNZkvLCx4hme+9rUe1GqyNYj8FC+3V4oor4QmISJelONFuRr172c/vUIqBw+GS7C3W4ZsWg8skY7Dh0vo6Khifj6GCxfqP6dcLmN5WTwZ5vN5TE2xB623t4JDh+x7kkqlcPfd7Hv9+Mfek0hY/zAv1Ytu3W4pXooCKzfJz8OLvW4TLyAc8dI0Df39/XW/501U/ZLJKTelUFB9CxSi5HcFobW1Bkkykc8r4Dmz27Ue8L8G/Gt8uBFg48Ir9y+oXRCB8uSiEC9+oaQQOF277u76MRjWRNWrmTUQPseLRKutLRm1Ws3XogKAVUTjVrsAdu3jcRMdHVXouoSlJQ1zczEYhrStpgdbZAwPs/eQjQ7hhz/MWf9P86Jb+eH//X//bwcMQ8Jb31oQbi68QAn2AEusz3BstafHJl5ixctwhBpFjbJpLFA6x9iYeONFxKujo4Zcrob1ddUio1GJF1W1ZrP+17/Fz29iG7LMOhXE4yY+/nGmev3v/90XuaKR0NdXQVtbFaurmmfepO3jta947WlQ/sTv/d4Fy80aYMRLkkw8+2zW4RMTtqKRwO9CVldXMTU1hTNnzuDUqVOYnJz0NGpdWVHx7W+zRIF/9I/Ye/wUL1pwVJWRKpHiRQsG+avYE249ATBNYGWFqm/EDy//3bxgGPY1Pn68ZO18iXTIst14lqob3ZidnRUqKUtLS8Ldk6IoiMfjuOce9hA+/7w3K1paWsOrr3rvoAheeV673asRsBfXIMWLCDIpLUE5GITu7u66HBwiDVNTcd+cJl7x8iNeZCURxsMrCKrK1CbTlMD3r+dDjZTj5WciK1K8eEsJLwS1CyLwlhJhwRMCIn5EvLq66sdgWEsJet1tdMp+Z78nrOLlJF7+Zpsi4iXLMiRJshTQ+fmYw1QzzNg9eJBdV7fi9cQTPPESExC6zroO/J//Ez6pnsfAQAX/5J9M45OfPIPWVt1FvNj5+ylefKiRniMR8aJQ8/Hj/sRLkoCDB9kYuXgxfJ6XSPFqa/MfT6J7KgKpXh/60BJaW6t45ZU0vv99NuCiEi9JsjtOiKIsrBH8vp3EnsfGhozZ2ThiMaOOSHV21nDiRBGVioynn7bzj+iGU3J5ELq6WC5UoaA6cqGY6/O6Zwz+61/vRrks481vXrV2VmEUr1tuYROriHjReyjx00/xKhaZrUY8bjj68/EIYykxNRXHxoaKzs4KhoacDzORMPp+P/mJYLbf/n6Li85JsVQqYWNjQ0i8iETcdRcgyybOnEliba1endB1Hb/7uzl84hMT+M53xLlO/PFE2ElyfRjFCwhPvN785gI+/elZfPrTjKiHUbwIIyMjjn/39lYgSSYWFlhuFssZq/872qmvrYVTvMJYSYSBqLKxVrNDjUS8AO/rwP+eqrj4ykYv+BnK8iB1b3a2vh+hF2ihNE1zu5uCnXze2SkiXuEaZZMi1tHhTbxWV1VsbbH3pQSFYzbxUlCtVq1FLoh4uUk9we3lFTa/i3DgAHv/4qJmXd+NDdkxjxBJ9go1/vjHGczNxTEwUHZ4vYXFP/yHc/jwhy9uFwuJiVeY5Hq7qtG+lkSIzp9nxOvECfF15q/V6Cibky9eTDq+px9EOV5BglZU4pVMGvjYx5hHJT0/UXO8AP/wPQuBszUrFotgnreL2CdeAtDgPHBgS7iokGP2Y4+xmWljQ8bysoZ43LAqaoIgSXY+GN853g9rawr+4i+YLPWpT81ZycTLy6xCh39QdF2HruvWzu7OOxnZWFjQrERhgO0GaMCT4kXEi3xlePhZSRDCEC/K7+LDjAT6N8Xuz571LhOem5tzTGDk9cVXyBBoos9kgMOHmR/VM8/U3698ft2yDHnooU7PYwPBocbdspMAwhOvZNLAP/2nM5bvVRTixfrfdVn/1jTTMca9wmq0U19bU5rm4RUG9Excu2aPz6UlHbWajGzWAG9TFoZ4uUONXtB1O5zhpQQTslkd6TTrR0h/EwRKBKcWVisrKqpVGe3tOhKJ+pBe2FAjHZ8KanhkMmzOKJfJtdwUVpslEjIUxYSuSygWq9x1iK54AfUJ9jzxCjN229o0tLSwhul0Ls88k0WtJlsVuEGhRiI199xTiFRh50YqlXIQoNZWdk3X11WUy/WhRi/FiyrJAUaaymUJV64kIMsmbrpJfIKSJFnq+ejozhQvP8WTR1i1nr+PH/7wokUwAeecHRZ+lcJ7zUoC2CdeQtBDR74+blCe15NP5lCpSJbaNTy8FekhtY3twskif/7nXSgWFdx55xpOnCgik9ERi7H2GKWS00jVNk9lA3xgAOjrq8I0JceuYHNTRrksI5HQrfg9hRrX1+u/jJ95qv29mEHs9HTcQfJ4UH7XsWP1xIuM+AYGKmhpYWGipSXxhFutVi3VyzAMK+/LT/ECgDvvZOf/5JP1i9Z3v1u2yOgLL2R8c3G8Q43S9nfx/FNPhJ28iHAF5Xi5ETbUSBgYGHCQQT4s6JX7witefmhmjhfAm6ja14R6N1LVLsHrOvgl13uhUFB9FUAektRYgj0L4znDjENDYnITxk6iVmMqlSybyOXq3ydJzqR7L7VDkpj/FDueXdUoyhsjZLNZ3+vvDDXa1W7hw+TsfKiy8fHH2Rd5//vZ/BAUaqQwJSX6N4qMi6koim3Dw4cPSfHKZOz76eXjxZqjJ2AYEoaHt5DLeY8hul5uxSuocEjXdWtDaxhsnABixbMR8NWPLS0GPvpR1qO3vb0qtIoJgh2+9yZee6WiEdgnXkIQ8RobEy+qg4MVHD68iWJRwd/9XSZyRSMhitno5qaMb3yDxUk+9Sm2kkgSONVLdZAA2zzVVrOGhmhRstkAX4lFDykpXqLduF+fRkIsxpyJDUPy7A9Jpb8TE8U6t3QiXpIEHDnCvpNf9/m5uTnouo58Pm9NnDRZU+k+4CRed93FJrhnn61/BP7yL6nqik0A3/ue9wpSqVQ8PNTou3j+qSearXi5EUXxAurzofgdqZfySbkUa2uKZzjNMIKJV9hrQbDbBtUTr+5u54mECzWyn0E5XmHzuwjuvpdhwCoGnYn1IyOS8BrR9fdTvPi8F00Tv48nT36u5dQ5oVDQfSslCbmcOG8TqDdRpRyv/v5KaOLV38/OZ3GRtbd68kl2vPvvX4Ysm1hbU1GtSp7Ei3ICaTw1CjJO5UEdQpaX7bmHFC/+7ZIkWdefSBpZQZCn5Ph4ydew1CZetuJlmsGKlyi/K8ioOQrcz95HP7qAm2/ewAc+EK07CcHeyNQ/TzTO3W3WXkvsEy8BghQvAHjb25jqdfJka+SKRgIRtTDE61vf6kShoOLEiQ3ccYedc0A5Le48L7drfU8PMDTEHjaayABnXgopLTQnkms8jzChRsDfSNUwxBWNBP7f1PzXj3jVajUsLCxYYUbThGOXDDAVif/ce+5h3+2555x5NisrJTz2GJv9HnyQ2Xn8zd9Ey/MyTRNbW+b2d/H9UyHCKl5070UGpl6ISrpE58STWfexaScbj5uIxw3UarI1cbuRz6uoVGTkcjXPXW6YKiketomq/Tvq09jbG514hQ01hmkXxIMWiiju9ZVKxcqXs4mX7Eu8/BQveq2lRfccc3zSvd+tSCbN7c80LJVT5IZP8CNQ7lAj3y4o7Pjt72fnvbio4cUXW7C2pmJ4eAsHD25ZOXj5fH2jaiIkpHjRM9YIvCo3qVH2yop9zVdX2e/c4VnKvaPWW+7E+vHxLV/vLK/KxkaIVzrdvPwo9zlnszq+/OWzePDBmYY+zy/UaBv67oca9yxME7hwIQzxYtrvyZOtuHSJvT9sRSMhrN8VAHz3u8y361d+Zc5h5EcLjTfxshWv4WGnGsRet93H3YpXsaigVnMuiGFCjYB/ntfVq3FsbrJwQmenbilcBP7fR46whcYvzwtgqheZza6tsaa+qZRuyfruRN4TJ+LI5WpYWlJx9ar9+299q4xiUcGxY0V85CMs9+D8+ZRvj04+z2tlZQWvvPIKyuXGQ41hVZ4HHpjDb/3WFbzznfngN28japiRwC/MvDrlTiTv7LRz4miMeOUxhcnvcodqgkALJU+8yFCVT6wHvIlXI6FG20oirOIVPdSYz+etKt6wipdfVSO/IHmNC1618rsVpHitrxtcqDF6n1LASbwuX05gbU1FIqGjvd37PN0YGmLjdXFRs6oZ3/rW1e3zstMwghSvnRAvsk1wo73d3D6GfX3sUKPzvbkcy58rFiVUKjbxInHg6FH/UKhXZWMU4mU3SG8e8Wp0A+iFoSEJsmxicVGD+6vtNdd6YJ941WF5WUWhoKKlpeabKD82toWhoS2srmr40Y/Ygx22opFARG1qSty8mgftjG+5xelkTxPD8rKGra0ta2IWKV4jI2xy5ImXKNSoqkxWNgwJhYJzsC4u0s7MfxD7kUo+zBiPx+sWDv53YRQvAI5wH5/fRR/tJl6qquDECfbZTzxhP6l/8RfsGrz73SvQNBPveAcjNY88Ut8milAqlVAoFPDqq6/i0qVL2NwsQ9fZgUMYOdchvOJVwy/+4pJndakIzVC8+Lw5PscrkUg4Qit2uFF8zDAVjS0tLaGvB2BvREjlAmD1aeztdY6zaIpXUKgxXEUjoRFLiVXO0Ziu3fCweLyEqWq0TSX9FC/7//0UL9DJMrYAACAASURBVFIsmeLFPre9vXHi1d5eg6oaVmL/wEAFkhR+40CV0ouLmpXf9Za3FLbPi7yx6pWf+lBj48TL61zJLzGft1+nLiHuIgdNU617mc8z4mWawOSkv5UEwW0UDLA8r0YUr4jisy/CGK1GQSaTQG8vW7P4VlPA3rOSAPaJVx34MKOf8CBJdriRJoeoOV4tLQZaWnSUyzIKBe8JpViUsbGhIh436ggP5SAsLbF+jVRBVqlUtj23bP+iAwdExKs+1AjYkvfKihfx8n9w/UxUn32WLc5Hj9aHGQGm+FDewsjIFuJxA7Ozcd9rxMOvopHH7beza/Xkk5TsquPkyTQkycR99zHC9d73suSK732vDR4m9VhYWMD58+ctxbFaZQMnkTBDtRlxI2peUxQ0g3g5FS97gk6lUkilUtb5BytewR5eyWQy0jnTQrm4aJ8vOdlT+Ikg+lz3Ykk8kqq6vBDWtZ7AW0qEBb9Y8sRLNF7CVDUSIQ5LvPwVL3P7eJJFUnO5xsaxqqqQZTgafxPZDzsWyL3+Jz/J4Nq1BHK5Gk6cYJtWvrKRDzVS/lSlIqFQUKEoZuicPRG8rmlnJ4UPFWujTIqXm3i5vbyq1SqWl1WsrmpoaanhwAH/cem0lNip4uX7J5GQSCQibaiCkEwmrUIT9zO1r3jdAAiT30Ug4gWwBaiRqoneXgqNeE/AxOB7eip1CzmveAF2vlGlUkGxKKNSkZFKmUingdFR9jd8Xoko1AgA2Sztypxsw69PIw/eRJUnLBcvJvDII+1QFBPvelfec+dD4UZFsZsXB4UbCSIHZBHxuvNOdr+eeYY9Bt/8ZhmViozbb9+wXN5vvXUDPT0VzM3F8eKL4pnHbeJKRLxRz5hmTkhu7ETip7yMnp4KFIXaS9njIJVKQZZlq1giSPEKCjVqmrbd1y28bGi3DbLH8vIy+/++Pud1FV0L9+/CK17RcrwaIV48ghSvMMTLrvbyriKLqngtLWkwTQktLTXEYo2FtWke4scFPcthFa+BAfbz8mXbFoJurZfiRSSMnxMbfRS9woyAs1E2HZOS691kVdM0a64lxYvWqPHxEuJx//Hj5eWl67pnGy9ArHhFjPr7glXCJoPfGBKJRAIjI84wPGHfTuIGQJj8LsLx40V0dbHJIaraRejrYw+eWx7lwRMvN/gcLwCc6lJ1qF0A0N0tI5nUsb6uWiqEnZvi3PXaxMv5cIapagSA1lYdbW1VlEoKFhbshfOP/mgAhiHhgx9cxMhIOZB4AXa4MSzxomRcSgKXJEl4nLvuAiTJxMsvqyiVgG9+k01673mPXectyyzsCACPPOKfZE8gxauR/C46391CozlegE1eVdVWqYig8q9TQrFtKSE+ZlBFI03MUYhXOm0gHjdQKinY2KA+jdr2cYKJl/v62Dle/lOln4s/IR6PW9+lra2GeNzA+roqLGLxw9aWhNVVDZpmoqdHTLxYBZqJzU2lLueFENTaBwif45VKUauz2PZ7vVW0INA94Oe7qMTL3e3qLW+xN8mkeOXzqpB4NSOx3p23ykPUKJu6hLS3O7+fqqrWBmZlhREvqmg8dKjkexzAW/EKqmwUmaeSmXCz4GWg2wiSyaSl/rnD9/uK1w0A20oiOF9Llm1Pr6gVjYSBgTDEixLk6ycCkeJVq9Usk0UA6OlhD4yqKtYERqoXkbOODuegpAR7qrYhhK1qBOoT7J9/vgVPPNGKZFK32h15ES/+95RgH5TnRXBXNCaTSSGZ6eyMYWyshFpNwiOPAE8+mYCqGpZBLoHCjY8+2maRKj9UKuyxiscbU7z2YqgRgGOH+q//9VX8xm9cc2w46onXznK86HhRzlmS7GdiZsZwEC/q00gIo3hFtZPwCzV2dHRY10aSGsvzAuzr1t9vl/e7CYksB6teYRzmwyte7Cf5ZjWDeDkVL/b/YccCf681zXD0TyTFa3lZs4xpARHxalwh8cth6u6u79dIZtWtrfWbA9rk2sSLV7zCE6+Ojhqy2XCVjWLz1L1LvBKJBA4eJOIlzvHa9/Hao9B122DOy8PLjQcemMPb3563DOCiYmCAPXjNVLxEFY0Ae4j5XnuAvWB0djoJFhGvvKtgjsqaW1trGB8f95WLeeJlmsAf/MEgAODjH5+3ctOiKF5hiZc7x8vrAU8kEjhxgrnj/8t/yRIz7757rS6Pbny8hLGxEgoF1dEmygtkGtuo4gXsXrixWcTr9a9fxz/4B/aYj8Vi1iRPFhBBihdNkM1UvAD7mZiaqqFcrlljnJ4DQnNDjcHJ9TzxAuzxGcVSAuDNU+1nVrQAB3l5RQ01hlG8aK7KZPSG1VW6BzsJNcbjdhL7HXesO0yGecULsJUft5VET0/jVXx+hMjdr7FaBUolCYpiIpOpV7yIMIhDjeGJlyQ5VS8/E1Wx4tXcOalZxCsej0OWZRw4wObd/VDjDYbp6TjKZRk9PZXQ7Li3t4rf/d2LOHzYSdTCDqrBQXFcmgdNZkeOpHDw4EGMjo5ibGwM4+PjGBlhxIV50gDlctkKN/IVjQB7CGkCI1WIJp+ODjHxWl11Tj75PBsy7e3MHHBiYgLDw8PCRYw3iH300Va88koaHR1VqzeXpmmeEyk/oYyObkFRzG0biuDWLbSgU6jR617E43HcfDMjXhcusM+lsKIbFH50hxvX1hQ8/ngOjz7aiieeyOGZZzJ46aWW7c/3PVVfBKlesVgMuVwu8uS1k1CjH8nmzyMejzt26iLFa2NDxvo6KxjxIis7JV7T0zoWFhihbm3V6ypMRY2ydxpq9Pou2Wy2rk1OI+71gDO/iyDawNju9WKyTQtSW1szFC/2GbbiVWtqqLG/v+xogRMGVExB1YwEuke0MbUbYzsrGt0KaRSEJV6GYTjaBWma817x7vUrK0CpVLPa/oyPl33NU4H68RymstEwDEfRAY39ZibXA96RiKigsU9tZd0bmb0YamyumcYNjiDH+ijIZrO+zYEJQ0PsJ4UTRaAcqYmJDNrbnRNPa+s6WlurWF3VkM+r6OysWe7WbsWLJ14zM3FH1SPXjg+A7cFT4OasSoUtmIpioq2NnYckSejq6kJ7eztmZmawuLhoSfdEvM6dS+KZZ5hS9Ku/OmMl4vrJ8WQpYZomYjETY2MlTE6mMDmZxK23Fj3/jvm4yOjoqFo2C37NeG+7zQ4RJxI63vrWgvC973nPCr7whQH88IetePnlFJ57LoMf/SiHl15qsawj3NhJ7qgsy47JL5vNor29Hclk0lERVCgUcP78+dCfuxPFK5FIWPfEDfc1TqfTDvd6N/gwo2ju5ZNvGyVeMzOG5WDf1aUDqD8PRVEcC5CX4uXn42UYwTleHR3MjiSdTlvXsBH3esDeiI2M2HOBWPHyt5Swc7y8jxU2x4vMNZuZ40WKYFdXBYmECUWJNnY//WngK18p4V3vcm6maHzQxpTuvzvUODDQuC7hH2qkqkYNul6y5th0Wq8bf+6qxnPnZNRqMgYHt9DaGnw96olXcGWjWwmjsd/M5HrAfsb91kmv+YYHzRO0EZmfj8EwYIXh+erdvYJ94sWhmcQrk8lgjndx9MDICHsIw4Qa+YmWEI/H0dnJiNfysuYiXiLFi01m09MxrK8r0HUJ6bSOVMpN6NhPzjrIaluRzdYQizkXQ0VRMDQ0hGKxiGKRESMiXqdOZbbPf8vREsJvciJLCbLHOHp0E5OTKZw5k/IlXu6KxqDqmcOHJWSzNaytqXjrWwuWEaQbfX0V3HrrOk6dyuBXfmWC+94mbr99HblcDZWKjGpVQqUiQdclPPigBtFiHwaSJEFVVXR0dKCrq8tzB53NZiHLsrBtkQg7IV5+E6WIeOVyrMOCSPGyE+vFRSm8l1vUc6Yw9uysaREv6t3nhqqqvsQrTI4XPUctLTVoWv0ioSgKWrcfKKr63NzcbLiyka4dbyUgepaCQo10X/x6KkbN8SoU7EWuUXWV/u7AgS186lOzVqFT1HHwz/858IEPLGBpyXnvecWLTzJ3K14DA42rw36KVzoNxGLMo2xjw7CIF2uQ7fw7TdMcPl6nT7NzCxNmBIIUrzXRn9QRr93w8SKkUilf4tXS0oJqteowqXaDxn46zdoxrawoWF7WrMIfGv97ybl+n3hxiFLR6AdJkkK3OhkeZoN6YSEGXWf2CTxM0yZepI7xiMfj6Oio4fx5tlM7cqRkTSQ0gYhCjTMzcUcJvHt3SkmeVG0DOCsavSZBXp3o7a0gHrdNED/zmSlHA+EgE714PG4Rr7AO9nx7ETqG3847mYzjrrvW8P3vt+P++/37hP3SLy3i1KkM2tqquOeeAt70pgLe8IY1tLSISc+xY8d8P88Pw8PDyGQygaqBJEnI5XLIu5PxPLBTx+iwxKulpQWZDGPtIsWLVJ6gxHqgccVrbk7CPItqo6tLvGt2Xw/3QpVMArJsolyWUatB2AA7KLG+ra3NcR/T6XRTiBdt2gDxQh/UKJsWJL+eimFzvNydcbJZveEwkixTGyQTv/ZrdguZRoicKBQXj5tIp3UUiwrW1hSLcLlzvIaG1EibGv48/casJLEq8vl5GUtLtpVEOl1PVlm/RnK6N3H2LLvPhw6VQpmQ+ile1ao4rcJNvHbDx4sQlCqRzWZRqVR8iRc/VwwOGlhZUTA7G0NXVxW1Gjt/STIbar69W9jP8eIQxcPLD5TsF2aRa2lR0dUF6Lpkhf14bGwo2NxUkEoZwgmSFC/AJloEd1KxJEkYHKQmwjFrghG14qCQ5hq3KSIPr9ZWb+LFT3SKYld73nzzRl0YLwzxIoS1lOBd64HgBzsej+Ozn72KL33pDN7whnXf9953Xx5/+7cv4nvfewn//t9fwTvfuepJuoCdJcjncrnQf9/mJ1m4sJMcL0Cc5yXy2kqlUlaOlyjHKMjDayfEi56H+XmbeHklSotCOzwkKTjcGJTfRWFGAuV5UaiRb1ofBtFzvLwUL8rx8j4WH4b0W3jridfOFrkwVh9h4JUDJbKUEClejWxUwihRbW3UxNvk2gWJxyi1GFpZMSNVNAL114yvbJyZER/PS/FqdqgRCJ6fc7lcYNswfuyTlxfNL87uDDs50+ZiD53Ka4utLQnXrsWhKGbk1j9uRCmDV1XVUrJECfaU+9XXpwtzYWKxmFX2TESK4PbxAoCWFpb/VKvJmJxkg55vF0SgCbdQ4B3Aa9uv1eciENyL5D33FJBM6viN37hWd/5BxIt//fDhEiTJxIULSatqUISwFY38MVpbddxyi3f4kgdz+A/11l01QuURlqRJkrQrxEt0jRVFQVcXGwuijgNhKxoBfzNKEUjxWliQMT/P/i4s8RJdn6DKRqpoFOV3xePxOvWbiFd7ew2aZqBQUPGJTxzFRz5yDL/wC8fxnvecwC//8gRWV+uPZxhiBVxR6kmCX6jRNG1C7HZL56GqNiHwr2p0/tvPGywMRPehmSSIt5TgiZdpsrZxACNeUUm/3zF5UDETr3hlMuJrRvm2KytmpIpGoP468pWNZ8+Kx/P1VLz8Euw1TUMymfSNHsViMcfcQAn2NL/sxXZBwC4SL0mSvixJ0oIkSS9zv2uXJOlvJUk6t/0z/FZ9l3HpUhyGIWFoaKth/yVClKRgnniJEuxpkqXqRxF6e9kD61a8KMeLL6Pnw40vv8wWgLa2qifxIn8ZAFhYsNsFeX039+8ffHAGjz76Im66yRmeUhQlsCKHn1iSSQMjI1vQdckKCYvQiOIVBVHef72IlyzLoZpJN6Mxreh6el3j3t4kJMnExgaruOVB49qLeLk/M8oCaFusKFhclLaPI57cgxQvgM/zEt9Pes5Eipdb7QIY2ae2OBMT7Ll49dU0LlxIYmoqgaWlGM6dS+GHP6yXuPN5FZWKjNZWvW4hdG9k/Bplb23J0HUJ8biBdNqfjA8PswbEbjsOHm7Fy88bLAxExGu3FC8+1FgoKKjVZLS06EilpIaemTAhwI4Odn2WliRL8SLT6vr3srE7NSVjYSGGRELHwEA59Fzkled15kw44mXnSIU6XCTIsux5vajvq6Zpnu9xbwTJy4tEjL1oJQHsruL1FQDvcf3uswAeNU1zHMCj2//eE5ictGPnO0VYxYt28hQyECtetLv13pVS819e8SqXJWxsqFBV0xFKUFVVQLzqS78prLm+bv+e79MYVvECxK1zwkwa7veE8fNyNsgObksRhUh1dnbi+PHj6A1ZZ369iBcQLty4U7UL8A4ripDLtXiGu/wULxEpj0K8bDVDxdwcWROI3xuGeJFxpFeo0a9dkIh4AfY1+2//7Tz+5/88iz/90zP4xjdexbe//TL+8T9meU2nTtXv9GmOIP8/Hu6x7FfVSCpkS0tw9eGf/znw3e8adZXPPNzEq7V1bxAvTdOEioqX4kVzaFcX+91uhRrJY2x5WbIULy9iQ83Gt7bYz0OHSlAUKXDjSvDK8zp3Tvz3PPEyTWYHBABjY6EOFxne84cd5/baWLoJ2ego+66UQ0rh9J8bxcs0zR8CcGfvfQDAV7f//6sAfmG3jh8V586xGxXGsT4IYYkXvW4rXt7Ei5LwRaCyZ5LIAWd+Fz+viry8RDleNOb5xGi+T2MU4iVCmD5dfGUbABw5wiYML+K1tSVheVmDqhro6qoinU4HTtZBibCEnp4ejIyMQJIkDAwMYICawXlAkqRddaB3o7W1NfB4zVC8gPp75zVxptNpqxSeV12qVQlLSxpk2bRabvEQ7W6jEK9YzEQuV4OuS9bi0t8vfn6ihBq9vLy8rCQymYzn4mibzOq4444NnDhRxPh4CUNDZdx9N5NARL1BReapBPd188vxooWJ9d30f0aOHQPe/W7/97S0OMfeThWvMOa2YSBJknDseOV4UdSA2Y/sJvFiP5eXJcsr0Yt4pdMakkmbOIyPlxCLxULPL16K14ULcVy4cAFzc3NYX1+3igh44rWwoKFYVNDVZfoS753Aa/7gyZZXuNE9F5GJqijHay/helc19pimObv9/3MAPPahgCRJvwrgVwG26J08ebJpJ7GxsVH3eT/96XEAQGfnLOYpI7cBSJKEp59+GgAbwH7uwLIsY3l5Gevr3QCO4epVo+7YV66wS1Qun8fJk7OCTwE2NmIAurdzWtjfnz/PmFMqtYGTJ5+z3lupVNDS0gvAbmYmy8t46aVlxwPK4vpvxvq6ZF2r8+fHAaQgyyv4yU/OeT74YfzL8vk8Ll++LPguznuztbVlTQg9PTUAg3j5ZVV4j65eZQ9nd3cJS0vzWFvLY3ZWfM14lMtlh2eWG5qmYX19vc4vq1arWV0C3JAkqaljNgyCvsfS0lKo6yECf1/4cc2PdxGSydsAxHHpUgGxGCMUs7MpmKaEzs4Slpfr76OqqnVWLJVKxbfFiRutrSUUChlrAzI9/RxOnqz/e13XrcpZSZLw+OOP172nXD4OoAvT0xvCcTc72wcAUJRlx+urq6uYmZmpez/ATCq9KrXa2iTE44dx5UoCk5N55HL2GKPk6nh8ASdPXgBg3xv+uwC0gB5CPq/XnfdPf0r5n6t4/vmzO1Znp6c1APdY/15bu4KTJ680/Hmi+53P53H69OnInyV6LlQ1DqAfU1M1XLx4ETMzMyiVSrh4kd3LVKqAkyf/zvcZ98L6OivSEa0zhFKpD8ARXLq0BkUpAhhAqTSHkydfrHtvrVZDS0s7SiV273t6FjA9PY2lJf8qbIL7+7Nq48M4fz6OM2fOOnJvZVmGaZqWd9ZzzzGG2N9fwMmTp0IdLypEz4Isy/jRj35k/ds0TcsYnEehUHCMXbbBexNmZzXMzc1jaooRMFW1n11d16/73OzGa2YnYZqmKUmS57bINM0/AfAnAHDHHXeY9957b9OOffLkSbg/79o1tpDccUccPV5xiRBIpVKYmGA+T4uLi7h69arne7PZLMbHx6FpwOc/D+Tz2bpjr62xbdA733kE9957RPg5hw4xrTqfT1h/f+4c+7uxsYzju167dg2XLzuJ0YEDKbzudQcsryEA2wZ0Jra2VNxzz1uhaRJ+53fY3w0Pp/DmNx/z3A2+8MILgSXYo6OjwvCY+96cO3fO8iV7wxsYMbx8OYeOjp660v7Jydz2+dXQ09ODY8eOhVLWLl++jGVqQunC0NAQun2SW/L5PC5dulRn8qdpGm6++ebAYzcTQeOts7MTI5R9GhH8fVleXrZIc0tLC44cEY9LAOjpKeL8eUDTutHTwxSZq1fZTnZgoCZ81kTXfHZ21pPEiI9r4sr2ui/LJt7//rsRi9WrNsViEWfOnAHA8oFOnDhR957RUeCJJwBNaxcm6ZdKjPCPjKSt7yPLMm655RZPQqPrOk6d8l7IbrppE889l8HMzAEcPmxXAxeLLHR55509uPdeJpXTvSmVSnj11Vet9w4Ps7FfLifrrnM+z67vkSPA61//eoejfiM4d27V8e9bbhnB8eMHG/686enpOvLtNWcEQfR8j4ywa7O1lcHAwABOnDiB559/HtUqIxpjY2nce++9WFpawpUr4Qmkoii49dZbAYjXGcKVK4xo6HobMhmm+Bw50od7752oe+/y8jLa2kwsLrJ/3367anUMCYPz58+jwDlhd3dj27tQg6IMOhrdu0Hj5I1vbPX8LjuFYRh44YUXHL/r6+tDv6vT+SuvvFJH0G677TbHM2aaQDptoFhUkUz2g9LIe3o06xnI5/O79l3C4npXNc5LktQHANs/G2tw2GTk8yyxPR43rDBco+AX+rChRt5x1w07tOD9OZ2dccTjBkolxQqHkGQu6k/n/o6iUCNrssvI08oKOSdTn0bvqkYgXFgobH4CHz7JZnX095dRLstW420e09N2RWMsFgtFutzH4DEyMuJLugCWWzU+Pl4nl1/PMCOh1c+QCc3J8QKcoYGg4gWyJfmjPxrAb/7mKD73uQP40z9lOXJhE+uBxr28AJbDKCJdgPOaeI3psKFGPrk+lUr5qkiKovgmYd9yywaA+nCjyDyVUJ/j5R1qpOfnwIGtpowLPtSoqgZSqZ2N/2ZVNQLiuYZyvFZWWI4XNcumHK++Pkawo467MIn1ANDTQ/O0YplUe1WXqqrqCJUdOhSuopHgV9lI7Ye8QL2Ljx8PfbjIECXY5wTtFNx5Xu6KRoB9N7JMmp2NWWOfwu57BdebeP01gAe2//8BAA9d5+ML8fJ23eXYWGnHXh+NEK++PrYrX1lRUa3aD59p2u2CBge9Pycej1neRTRxUIjFLSiwMv8qVNVWpERVjYBdZUPEi/o0+vV2A5pLvNwTjJ+RKp9YL3pwwx4DYAamnZSIEYBMJoOJiQkcOnTIUg6uZ2I9QdM039LrZuV4UesgIJh43Xwze9/kZAonT7bhkUc68Hd/x9RY8nhzw8srLAp44kV2KyLwn+tFQGi+93KAFyXXhyH9fiqTF/GizRklEfOQZdnxXPlVNV69yha64eFyU4hXOi2DAhjZrA5V3dlnNsvHCxA/35TjtbLC+iW6TaepYCnquAtLiLq72fyQz8tWcj2ZVrvB92vs7S0jm9V3RLwA4OBB28HeD5cusXGyAy/oUODnEVVVhfOKe27zesYo/3FuLmaN/bC9l68Xdi3UKEnSNwDcC6BTkqQpAL8N4P8D8OeSJH0awBUAv7Rbx4+Cn/6U/WxGq6Aoxo/0UKsqa+g6NcWIFrX1WVtTsLWloKXFQC7nvZCzfok1TE/HsbysYXi4XOdaT1AUBYrC1IZr19hD1doqbmhLJogrK+wn+Qp1dvrvZoO+t1fCqwjZbNbRr+vIkU384AdtOHMmhfe9z1m7wbvW53LhSBNQP1kODg6iq4FM0lwuh1wuh7W1NYe0fz3R2tqKjY0N4WvNIl6SJCGRSKBUKgUSr9/+bQ1HjpzG2hozAt7clLG5qUCSgPe+tz6869U4PbriZZOtIOJF48vr+lDSs6iq0TRt4sUn14chXi0tLZ4h7ptvLkKSTJw+nUK5LFkWNyLXeh7xeNzKSUqndUiSiWJRcXTFqNXs1lrDw1tN2SQoioxEgqnuYSolgz+vOVWNgL/iRR5slBtnK17sfbtFvHp71e3jK6A/of63bmiahlyObTjHx0uRjgOIrxutdX6Kl2nar18P4rWy3ZMuk8kIIwZuxctLXaQI0sxMnKtq3Ft2ErtGvEzT/GWPl96xW8dsFES8mmklAYRXvAAWSpyaYjtaIl5hPLwIPT1kyOdUvEShRoCRk2vXEtsViuKHkxac1VUThmGXoJOvjBeCFsmwahfAHq6enh4r34MsJZ5/PgPThCMxlMxTBweroXyt+GMQ+vr6dpTjBzCymN0N05sQaGtrw9TUlPC1ZoUaATbOy+VyYGhF0xTcfruBra3gggv6XPHnNB5q7OryzzekRtmNhBqLRda0OJnUrabswM4Vr0xGx9hYCefPp3D6NOtPurXFuluoqmkpMm4kEgkruVuWGfna2FBRLCrWrn96Og5dl9DbW95uPr3zccGsWxjxymbFG7ko2O1QYyajQ1UNFIsKtrYki3hRZThVwUY9ZthQI7mMrK6qViub9nbxfVBV1Qpj0xoVhXiJvgPfs9ELi4saNjZUdHSYVmPv3QK/gfOKVpCfF+V5eT1jfGXjXq1q3HeuR/MUL7fHUVTiBTi9vGziFXxs4go0cYhc6wF7QiNyR7t00URHJeGrqyaWlmowDNZQO5n0/17NJF4AI0P0N7ffvoG2tirOnk3h8cftB9Q07VDjkSP1sX8/yLIMTWPJl+6EzhsNsVjMU4VqluIFsEmPDzn6IQoJbhbxotA7AHR3+xMvui5BoUaRcz0pJm7z1DDEK5lM+o7TW29lyiX5eS0sUJsl7+4JXnlefJiUDzM2KyTOmn8b1jF3SuaarXi5x6kkOVUvt+JFFj2KokTK1wxLiOJxRop1XcLsLDuWV6hRlmX84i+u4CMfWcCHP7wITdMi3TfRdaMcrwsXEvCqg+LVrt1OWeXnWqEfcQAAH45JREFULL9NKx9u9CK5vIkqNYLfJ157ENksewh2qnhFzU3hHwhRgj052Q8PB4/6/n6niapXcj0dk/rEUa6D6EGmjUc+b2J+nk1Sra3ervWEIGIVlXjJsozBbfaZShn49KeZJcIXvjAAqjgvFFgoq6WlhuHh6E3FBgcHrWPc6PAy7Wwm8UqlUoFhRkJQgYL7c0WI2u6IV7zCEq+gUKOYeNWHGWOxWOhz9c/zYm2sKM+LNmWDg96LSBgvrytXGDkYGWlOYj1ACdI28dopoQvjrxYWQV5ey8sqyuUytrbIdNpAd7d9/CjPTVjFix2fHPOl7X97H2dkxMC/+BfX0NNTjdxtQ3TtOjpq6OqqYGNDtQxS3bh0ia1nx47tfqGQoiiIx+NIJpO+6wu/ifPa3NgmqjHOuX6feO05fPe7wLPPnnXkhTQC0UDwG0QixYtvGxTGPJVA0jgRLr/kesBW9/r7vQ0UiXitrppYWNC3f+cdkiE0W/ECWAiNdkIf+tASBgbKuHQpiYcfZiSDclb6+yvI5aKH+drb2yP/zV5FV1eXMMm+2YpXWOKVSCRCFzv4KUWNtA0CvF3rCUHEyy/USOFtvtl32GpaIFyC/UsvtcAweOLlTSTDVDbSQjsy0pz8LoAUL906ZrNDjTsdu0F5XuWynRfb0VFDLBY+csG/LwpBbG+372MiYSAe975m/Dk0g3hJUr2i6gYpXrtZ0cgjlUoFpmgQ8RJVNBJI8Zqdjf9ctgy6oSBJ9XJq2IWFEFXxEhOv+lCjn5UEYXCQDbClJQ26bpe4u3PE6ZhvfOMa/uN/vIjPfGbKcwCTO0GhAIt4tba+NsQLYJWGbPdq4td+bRoA8MUv9mNrS7IS64eHa5Enpp81SJKEAwcO1E24zczx0jQtUh5bmDZLlLTvd8ywYJV1ZLzrnyMZNtQoSq4nwj84aFu0NIt49fVV0N1dQaHAVIkw1jLubg+kePGhRiJezbKSAOwcL4B5RDU71LjTzxMTL6fiZbvWVx3XMOy4izrv8MQryO6g2cQLsInXCy94ES9SvCIdrmGkUqnADZqmaZYy5oWeHljN5wuF/VDjDYVcLucZsvHCbhGvMBGwoSE7xFgoqDAMCe3tJtxzhizLkCQJsgzcd18enZ3ekyQRr9XVcH0aCbtFvOLxuLWAv+tdeUxMFLG4GMM3v9lt5XeNjl5//6y9iHg8jiFuhaa+oM0+Rli0tLT4Wl3Q5/nl00RRPWTZzvOiMHzQ5wYpXiI7iZ0SL79rIkm26nXqVAtX0ej9eZIkBVpKEPFqlpUE4Aw1NqOqkc1R9mfs9DxFY5Xy8vJ5zdGnsbPT7XIfbtxFCTMCdoI9AGQy/uFwfk5tNvEStaYyzetnJUHIZDKBcwS9z+9ayzLQ38/urWGwRvBUFbxXsE+8PNDX1xfZzVk0GLweWvdCKGqUTR5eYRQvSgZdWtKwskJhRvGCE3Y3Scmea2sSlpftPo1BxEpRFN+JdyeKVG9v77bMDHzmM0z1+spXevHqq+T+HC0J+2cZHR0dltN3M8OMjSJI9QpKwo+aYP/rvz6NT35yFkeP+hMvGv9ez4FtJ1E/pol4DQ01RrxUVfXdiNh+XmmOePlP2/w85G6UvbEhY3mZmUX39laaRsYlSbKq85oRagTCmduGhb+JKvts24KnMeIVdV7r6LDJAJlVe2E3FK9Dh0pIp3VMT8ettYawvKxibU1FW5uJEGJ1U5BOp0MX6wQ9Y3we5F4zTwX2iZcQmUwG6XQayWQydEWLV0Kt12Lhfpi7uoB43MTamopSSd42Tw0fauzqAiTJRD6vWn/nldNc71IvHgZtbey7r63BaleRy/m71hP8FsmoCygPWZatkONdd63jDW8oYGNDxQ9+wAjG0aM/32FGN0ZGRiIle+8mcrmc54SZSqUCixuijpt3vSuPBx+cCTTzDJ/jFax4BYVLRfBbRPg8HCJeo6P+zx+/MLtzvKiicWhoC7Lc3PDzffetYmKiiNe/fq0pnxvG3DYs/EKNVAFOild3t1Md2S3ixc/PZFbthd0gXoriVFR58GHG16AJhy+CFC8AGBqyryeZz+4l7BMvAWhnzhJGw+1evd7n9dC6f89aHbARPj+vYXVVRbkso7XVRAj1FarKcgZMU8KFC9RM1eu94SqGqIVFoSBz7YKCQ42A9yIZtRRahFwuh4mJCaRSKfyzfzbteG1sbI/NEq8xFEXBgQMH9oTiBUDokRaLxXDo0KHAcdEoYQ9r6+L1Pnr+NjcVR+l9qSRjaSm2XQXHkuvDWmzw8JtjDh0qIZnUMTWVsMLpBw/6fx9+UXLneNmJ9YwoNpN4veMd6/izPzuDgYHmKGn8ue1GqLFe8WI/e3ud6tNuhRq7uuxxksmEz0OM+ixTeokI3sSLwox7bz7VNC0w/5oPx++1/C5gn3jVwV1ZETbBfqfEC3B6eVF148BA+Ng0mahOTvoTr7ChRjL0W1+XkM+H69NI8AqfNJrf5UYymcTRo0fxjne0473vtR3sG+wB/TONTCazZ/zJ2tvbHWNAURQcOnQoFKlqlDwGLdqqqvouTsyIlD2HfLiReoMODFQsV/goYUaC39+oKnDiBLOV0HUJ2WwNQbZo/OfVEy/bsR5obmsr/rNujFCjWPFyz5u7pXh1ddnXKKjol86h0TSNoDwvP8VrLyJoc3PwIE9q94nXnkcf9YrYRtg8r6jGj37Ea34+xllJhN9x9PayxeHcOXYuOw01UnL9+rps9Wlsbw9HBL2+d7OIF8Aevt7eXvz+76eQSum45RYTETedPzcIk7R6PSBJkqV6SZKE0dHR0GRlNxWvoPeI2gbtNLE+7N+QKgHYScN+SKVS1sLkDjXyVhJAcxUvfjFsxuc2U/ESeXnZdhLOHC93MUbYTUHUc6R+jQACyfRuEa/jx4tQVQPnziWxsWGfDyXWXy8riWZjdJS/tvuhxj2NRCKBVmIb27ieihefYG9bSYQnXjRhkPHdThUv2oWtrclWn8awhZ7Xg3gRJiYSOHtWwaOP7j1ZfB/16OzshKqqGBoaimRJ0SjxCqN4Bb1H5OVFvU53SryCwpNO4hW8e2cVhuzc3FWNvJUE0FziRRs4SZIih1tFaGaOF1A/91BT89VVFbpuK17kiSg6Dy9EDTMCdr9GwE7r8AKN/WYTr0TCxLFjmzBNCS+9xDZnrEfj3la8gjA2Zs8V+4rXHoeo6iqorQfgn1DbSKiRV7yimKn397OHS9fZQ+yleIXN8SLitbGhWL5ge5F4Aew6RXT/2MdrBFmWMT4+HrkRedACKFrsw7R8URQlkNRlMuwzePf6ZileQQn5J04UIcvm9rH8q98ItGHkqxoNA7h6lUKN7Jx3I9TYrM9sZqgRqCctqsqqtA1DQj6vWiHHvr7oxKsRQtTTYx8niHjtluIF2MSe/LxWVpj/VTZrYo9kKETG0JBsPTP7xGsPIx6PC93LmTGg/2Tqt2NVVVX4WhDximIlQSBLCUJYxctrokwkmBFdtSpbkxKfl+CH60289nFjIao5McCeRa9FMJlMWtYZPMIoJW7vKxFEbYNsKwlbPWp0fPvNMem0gfFx1mmCVPEg0PXlc7wWFjRsbSloa6taDbN3I9S4G8RrNxQvwM7zunQpCV2XkMvVkE47x9huKV6trbDIQS4XvDlopGKW/3sv3Hab08+LDzPutYrGsNA0oLubbTr2qxr3MHp6ejzJU1CeVxAxEw16f+KlRXKtJ7gFu52GGiXJNvbTdWZEl8mEmwD3idc+dgNe4yqTyQgrJptVkSYKNboVr0YXxTB/+653sQKSN70pquJl53iRlQTldwG7o3g1i8xdD+JFJqpUkNTRURWOmaBx1IgSpSjMnoedRzDDUVV1VxSvm29mxOuVV9KoVOyq+L1Y0RgFAwPs3u77eO1h+CUfBxGvRowfw+d4+X60A666gB2HGgGnozIzTw23kO12VeM+fj7h7bWVQSqVqnsWwy7YQQsafSwpXrUae04lyUR/P7OSaCTMSAj62098Yh4nT76Au+8OtxgS8Uqn2aJTLCq4fNlpJQHsTo5Xs8gcf693I9QI2D09qSCps7Maer7m0SjpbmujVmzB9yEWi+1KnmNrq47R0RLKZRmnT6euu2P9buG229i9HRvbCnjn9cc+8QoBv7CILMvCEAePsDuoXI5N8FtbitV8N0qOF694pdMmvPhi2FAjOyeT+/9g13r+M0XH2St+Uvu4MeE1/mjj5Fa9mq14EfGanY1D1yX09FQQi7FnZDeJlywzd/Moz18ikYCqAqmUDsOQcPo0m8fISgLY28Tr+ipe7Np0dtaE5x903RtVokZH2fHHxoKvWdROKjxE16+3t9cqbuFtJSix/kataCR87nMbePjhlyw7lr2EfeIVAolEwicBPReqairM7wBb4TJN1msxSioMr3h1d3vvjKM0oOWN/cL0aeThnqx+3ptX72PnEC2AyWTSGpdud/xmeTC52wY1K7GeP34YwhJF8aCFmsKNr7zC/r1boUZK1Wh2qNHPYy0K/HO8GPHu6hKHpfzG0U5Mof/Lf1nF1752BkePXl/ilc1mMTAwgMHBQUiS5CJePxuKVyoVQ29v9bU+DSH2iVdIeKleYRppR5Gu+dBiFCsJgDlsk9GjV34XEI14ORWvcOapBPf33g8z7mOnED1L7vAir3qFJQFBC7tb8bp2rbnEK8zfR1WM3Qn2RC7ISgK4MRSvZqnksix7enlVq+ycyYTaDb9z2Ml97+yUcfPN4cjBTrz4+Pscj8cxOjoKgJ17R0eHlWD/4x9nsLqqIZMxI0Vb9iL28nqzT7xCQrTbUFU1lA+RKKfKa6LniVcjA59ULz/iFSXHq9FQI7BPvPbRfIgWQDfxam9vt8ZesxZtd79Gt+KladqOjxW0gEfN73FbSpimBEUxMTBQsd6zl4kX3yanWXDPQaR4EXp6xAbRu0W8ohiv7mT+pPOXZRljY2OOY/b396O/v4aengq2ttjv92KPxqjYSU/g3cY+8QoJkeLV3t4eSgJ3P7R+DzFfLh4lsZ7Q2+vv4QVEy/HieWXYPo2EfeK1j2YjjOIlSRK6tx+AZi3atp2EONS4U7ULCM4za5x42eGz/v4yNI2Ri2YZnRJ2q6pxd4mX02qAun+4sZvE63rkvdI1HBkZqTtfTdPQ19frMOq90Ssagb293uwTr5AQKV5hwoxANOLlDDWGOzceYRQvSZIcZMu/4oX/fz3SJLhPvPbRbLjHVCqVEo7Jrq6uhhoKe8EdatwN4tVsxYsS7Plyej6/q5mEBmi+jxfQWFNoPwQpXgIPbQA/G8Srp6dH6FUJsPD8HXeUrH/f6PldAPvOzRyLzcTePKs9iFgs5nhAEolEaBNI94S5m8RrfJz9HBvzfx+fuOoHnni1t4fzECK4J7l94rWPncL97HhZuSiKgo6OjqaRCz7UaBjA9PTeJ14AI6ZO4mXnpDV7wW92qBFg97GZBNFdROFWvNwm1AS/a78T/7ZGejw2gkQigYGBAc/XZVnGu99tiws3ekUjYa+uOfvEKwJ41Sus2gX8/+3de5Ck1V3G8e/T3XPpmb3MzuywYXd2F1CCrgFz2ULISmqJqRSXyCpS5OIlFY2UVUZiSiuiVsVYVv6IlTKaGGNRAUWJWSwSCSYRTEXQWBKKABECiBCEhPsuQpzVZGZ35+cf79vsu7M9M93T3e/79vTzqdra6ct2n92z5/TT55z3nNWPeK1mjddVV8FNNwXveEdrZVqp0WePspiaam/42SNe1m1DQ0PHTY8tt+B4y5YtXVvncWzEq8LBg0PMzVWYmDjMunXJl5FuBK+V1omt5u8yPj5+3FRjdiuJdvqwVnR7qrHxWr2caqzXFxgZWUgfW2Bysvl7LVUvrV6NupS8RrxauTJ0z54JJiaOIAVnntnzIuWirJ85Dl5tyI5wLTVk20yeU43r18O+fWKl/2+trp84Pni1V5bsB4WkUi92tP6RbT/LbV48PDzc0WhE1rHtJKqZo4KS0aNOjnJZbLkAt5pjlpJNZU+caqxUKmzevLn9Ai6jF1ON3Q4miz+IpWObqCabp7Z+ti50HrjzCl6tqFbhhhvmuf76+b6/orGhnc/pPJWjxvvEsX1x1reVpBvnNUbEy7eXUq/DWWfBc8+1fi7barQ61bhp07HHOwlei0cqzFarVqtx+PDhJdd39UJ2jdfi9V2djnpk1et1ZmdnT7h/ZGSkpSuoF0uC18GXbze2kpicnPRUY2rTpiM8/fTIkscFQe+CVyvnhObpzW9uP9yX2dTUFLOzs7zwwgtFF+U4HvFqQ+Mb52qG6Ns5/uKOO+Dhh1lx1KoTrY54Zc8Qm55uLzhld68vU+di/a0R6Fc6qqubsmc1Lt7Dq5P9lRZb6oP8pOUuU15GpVJ5efpsbOwoU1NHOnq9ld4Lyj3V2GwvtMYC+82blw5ekpqWI4+rWa0zO3bsKN2/sYNXG4aGhhgdHV3xiKBm2gleY2PJ8UG91Ooar8aIV6USTE21/w258SHpXeutW4oMXs1GvFYzErWUZh8Q1Wq1o2nBk05K2u3Ond9PD75f35XAsFivRry6PTK31JYSywUvaN5vd+Pf0X1jb1UqFU477bRSXeFYnpL0iW3btq2qArt94GunWp1qPPnkKiMjC2zdOsfw8OqDl0e8rFsa09bdHGla+T1hdDRYWBDf+lbyYTszM4ekrgavZh/kmzdv7uhD47zzKlxyyUGuuOIZoDejXdC7NV7dnk5eHHROPjkJ0Fu3zrcVvBrbdXSqTIFgrarX68yUaOFa8Qmgz0xk91doQ3a9U5mC10qd2rp1cM01j1CvH6ZWa/8/biNwOXhZt9RqNer1em7ruxqSA+zh8ceTD9uZmTnGx8e7PrU2PDzM/Hyyu3x2M9jV2rRpjA984D+BpB1u7NFwej9MNUIyNfziiy++fPvyyw8wOXmEiy6aBZbu4xZfHFS26Stb3vT0NLOzs8fVfVEctXNSthGvdo7jOPPMOXbunFvVVYke8bJuGxoaynWasaHxlgsLol4/yuTkkZ6EmOyo18TERMdtJ3s15PT0dM8ucumXqcbFI5QbNhzl0ksPHnchUTOLy9GL6VrrrZ07d5biIi8Hr5xkG23e39SbaXWqMfvc1XSADl7WbUUFrw0bjnXY27fPIdHz4NWNacFqtcro6GhPtpDI6tXO9d3uL0dHR5v2Ryv1bw5e/a8X/59Ww8ErJ9kRpjIk7nbOQXPwsjIZGhrKdX1XQzbrbduWjAD34sO38ZrJrvPd+XuOjY31ZAuJrF5MNQ4NDfVkDVSzwOzgZXlx8MpJI4CUYZoR2gtejV2PV9OhNnbj9gJS65bR0dFCvrVmg9fMzFzP1ko11g5tWe7A1TaNjY31bFF9Q6Of6OYXy159YWt2QYSDl+WlHClgADQabVmCV6McrU41rnbX+aGhIY922ZqwOHh182rGrHq9zvDw8Kq2rVnK1NRUz/ueSqXS9S9YvTrtYv369cdtag3tBa9areaTOGzVPAyRk7IFr3anGldb7uHhYe9TY2tCNmft2DHfs+AliZmZma6OHOXR70jqm5HtarV6wjTuSkEq+7hHu6wT/dFK1oB+nmrsJHhJcidla0J2xOuVr+ztIt1ujnblRVJp+rdWLA7O7Yx4uU+zTjh45aSxqL5MHVO1Wm3pG2qlUuloWL1xxqVZP2sEr1ptgTPOWFtn2nVLmfq3lSxeo+fgZXlx8MpRmU6ih9Z3he50Lx0HL1sLGgMkW7fOMznZ4zO9+lSZ+reV1Ov1tja2zq5hc/CyTjh45ahswavVPU06DV5l2DfFrFONEa8dO+b9wbuEMvVvrchON7ZS9sZzXP/WCQevHJUxeLU61VimcpsVYc8eeMUrjnDJJfNFF6W0+q2fyE43thq8RkZG+uYiAiun/molfa6xp1VZDA8Pt3TlVFk2fTUr0q5dcM89BzzasYwy9W+taGwr0Wof5+1xrBv6q5X0ubKNeLW6YL7VkTGzta5WqxVyXFG/KFP/1oparcbY2BhHjx5t+fkOXtYpf5rmqGzBq9UOxFONZokNGzZ4zeIy+rGf2LhxY8vlrtVqHvG0jhUSvCRdIOlhSY9KuqqIMhShjFONrehk53qztcSbAS+vTP1bqzZs2ODgZbnKPXhJqgKfAC4EdgFvl7Qr73IUoXEGW1m0Grx6dVCtma0t/Ri8xsfHW+6bfRKHdUMRn6ZnA49GxGMRMQ/sB/YVUI7c9Wvw8tSKmbWiH4MXwOTkZEvPW7dunS80so4pe0hoLm8oXQZcEBHvTm//PPBjEfGeRc+7ArgCYMuWLa/bv39/18pw6NChE87psnJw3ZST66W8XDfl5Hopp7zq5fzzz787InY3e6y0X08i4mrgaoDdu3fH3r17u/bat99+O918Pese1005uV7Ky3VTTq6XcipDvRQx1fgUsD1zeya9z8zMzGxNKyJ43QWcLulUScPA24CbCyiHmZmZWa5yn2qMiCOS3gPcClSBayPigbzLYWZmZpa3QtZ4RcSXgC8V8d5mZmZmRfHmTGZmZmY5cfAyMzMzy4mDl5mZmVlOHLzMzMzMcuLgZWZmZpYTBy8zMzOznDh4mZmZmeXEwcvMzMwsJw5eZmZmZjlRRBRdhhVJOgA80cWX3Awc7OLrWfe4bsrJ9VJerptycr2UU171sjMipps90BfBq9skfT0idhddDjuR66acXC/l5bopJ9dLOZWhXjzVaGZmZpYTBy8zMzOznAxq8Lq66ALYklw35eR6KS/XTTm5Xsqp8HoZyDVeZmZmZkUY1BEvMzMzs9wNXPCSdIGkhyU9KumqosszqCRtl3SbpAclPSDpven9k5K+LOmR9PdNRZd1EEmqSrpX0hfS26dKujNtNzdIGi66jINI0oSkGyX9h6SHJJ3rNlM8Se9L+7FvSvqMpFG3mWJIulbS85K+mbmvaRtR4mNpHd0n6bV5lHGggpekKvAJ4EJgF/B2SbuKLdXAOgL8RkTsAs4BfjWti6uAr0TE6cBX0tuWv/cCD2Vufxj4aET8IPAi8EuFlMr+BLglIn4I+FGSOnKbKZCkbcCVwO6IeBVQBd6G20xR/hK4YNF9S7WRC4HT019XAJ/Mo4ADFbyAs4FHI+KxiJgH9gP7Ci7TQIqIZyLinvTnWZIPkG0k9XFd+rTrgJ8qpoSDS9IMcDHwqfS2gDcCN6ZPcb0UQNJG4A3ANQARMR8RL+E2UwY1oC6pBowBz+A2U4iI+BfgvxfdvVQb2Qf8VSS+BkxIOrnXZRy04LUN+E7m9pPpfVYgSacArwHuBLZExDPpQ88CWwoq1iD7Y+D9wEJ6ewp4KSKOpLfdbopxKnAA+It0GvhTksZxmylURDwFfAT4Nkng+i5wN24zZbJUGykkEwxa8LKSkbQO+Czw6xHxP9nHIrnk1pfd5kjSW4DnI+LuostiJ6gBrwU+GRGvAf6XRdOKbjP5S9cL7SMJxluBcU6c6rKSKEMbGbTg9RSwPXN7Jr3PCiBpiCR0fToiPpfe/VxjqDf9/fmiyjeg9gCXSHqcZCr+jSTriibSaRRwuynKk8CTEXFnevtGkiDmNlOsNwH/FREHIuIw8DmSduQ2Ux5LtZFCMsGgBa+7gNPTq02GSRZA3lxwmQZSum7oGuChiPijzEM3A+9Mf34n8Pm8yzbIIuK3I2ImIk4haR//FBE/C9wGXJY+zfVSgIh4FviOpDPSu34CeBC3maJ9GzhH0ljarzXqxW2mPJZqIzcDv5Be3XgO8N3MlGTPDNwGqpIuIlnDUgWujYgPFVykgSTpx4GvAvdzbC3R75Cs8/pbYAfwBHB5RCxeKGk5kLQX+M2IeIuk00hGwCaBe4Gfi4i5Iss3iCS9muSih2HgMeBdJF+g3WYKJOn3gbeSXK19L/BukrVCbjM5k/QZYC+wGXgO+D3gJpq0kTQo/ynJ1PD/Ae+KiK/3vIyDFrzMzMzMijJoU41mZmZmhXHwMjMzM8uJg5eZmZlZThy8zMzMzHLi4GVmZmaWEwcvMys1SVOSvpH+elbSU+nPhyT9WQ/fd6+k1/fq9c1sMNVWfoqZWXEi4gXg1QCSPggcioiP5PDWe4FDwL/l8F5mNiA84mVmfSkdkfpC+vMHJV0n6auSnpB0qaQ/lHS/pFvS46mQ9DpJ/yzpbkm3Zo4RuVLSg5Luk7Q/Pbj9V4D3paNr50malvRZSXelv/Zk3vuvJd0h6RFJv1zMv4iZ9QOPeJnZWvEDwPnALuAO4Gci4v2S/g64WNIXgY8D+yLigKS3Ah8CfpHksOlTI2JO0kREvCTpz8mMrkn6G+CjEfGvknYAtwI/nL73WcA5JAck3yvpixHxdG5/czPrGw5eZrZW/ENEHJZ0P8mRYLek998PnAKcAbwK+HJyUghVoHEu233ApyXdRHK8SDNvAnalfxZgg6R16c+fj4jvAd+TdBtw9jKvY2YDzMHLzNaKOYCIWJB0OI6dh7ZA0tcJeCAizm3yZy8G3gD8JPC7ks5s8pwKcE5EfD97ZxrEFp+95rPYzKwpr/Eys0HxMDAt6VwASUOSfkRSBdgeEbcBvwVsBNYBs8D6zJ//R+DXGjfSA6sb9kkalTRFsij/rp7+Tcysbzl4mdlAiIh54DLgw5L+HfgG8HqSKcfr0ynKe4GPRcRLwN8DP91YXA9cCexOF+A/SLL4vuE+4Dbga8AfeH2XmS1Fx0bjzcysXTlvcWFmfc4jXmZmZmY58YiXmZmZWU484mVmZmaWEwcvMzMzs5w4eJmZmZnlxMHLzMzMLCcOXmZmZmY5cfAyMzMzy8n/A8Vo9VUGE12oAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_median_with_quantiles(subset,'timestep','timestep','VelocityOfMoney')"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"first_five_plot(subset,'timestep','timestep','AggregatedAgentCICHolding',5)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_median_with_quantiles_annotation(subset,'timestep','timestep','AggregatedAgentCICHolding')"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_median_with_quantiles(subset,'timestep','timestep','AggregatedAgentCurrencyHolding')"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_median_with_quantiles(subset,'timestep','timestep','AggregatedAgentDemand')"
]
}
],
"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": "3.7.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}