1442 lines
627 KiB
Plaintext
1442 lines
627 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# CIC Current System Network Graph"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Graph overview \n",
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"\n",
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"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",
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"We represent a network by a graph (N, g), which consists of a set of nodes N = {1, . . . , n}.\n",
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"\n",
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"#### Node types\n",
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"* Agent\n",
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"\n",
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"An agent is a user of the CIC system.\n",
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"* Chama\n",
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"\n",
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"A chama is a savings group consisting of multiple agents. Redemptions of CICs for fiat occur through chamas.\n",
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"* Trader\n",
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"\n",
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"A trader is an agent interacting with the bonding curve for investment/arbitrage opportunities.\n",
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"* Cloud\n",
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"\n",
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"The cloud is a representation of the open boundary to the world external to the model.\n",
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"* Contract\n",
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"\n",
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"The contract is the smart contract of the bonding curve.\n",
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"\n",
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"### Edges between agents\n",
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"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",
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"E is the set of “directed” edges, i.e., (i, j) ∈ E\n",
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"\n",
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"#### Edge types\n",
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"* Demand\n",
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"* Fraction of demand in CIC\n",
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"* Utility - stack ranking. Food/Water is first, shopping, etc farther down\n",
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"* Spend\n",
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"* Fraction of actual in CIC\n",
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"\n",
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"\n",
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"\n",
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"\n",
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""
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Assumptions\n",
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"(Defining data structures, not just initialization. Baking in degrees of freedom for future experimentation)\n",
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"\n",
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"* agents = a,b,c,d,e,f,g,h,i,j,k,l,m,n,o,p\n",
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"* Agent starting native currency is picked from a uniform distribution with a range of 20 to 500. Starting tokens is 400.\n",
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"* system = external,cic\n",
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"* chama = chama_1,chama_2,chama_3,chama_4\n",
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"\n",
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"Chamas are currently set to zero, it can be configured for more detailed analysis later on.\n",
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"* traders = ta,tb,tc\n",
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"\n",
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"Traders are currently set to zero, it can be configured for more detailed analysis later on.\n",
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"* Utility Types Ordered:\n",
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" * Food/Water\n",
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" * Fuel/Energy\n",
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" * Health\n",
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" * Education\n",
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" * Savings Group\n",
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" * Shop\n",
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"* Utility Types Probability \n",
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" * 0.6\n",
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" * 0.10\n",
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" * 0.03\n",
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" * 0.015\n",
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" * 0.065\n",
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" * 0.19\n",
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"* R0 = 500\n",
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"* S0 = 200000\n",
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"* P = 1\n",
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"* priceLevel = 100\n",
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"* fractionOfDemandInCIC = 0.5\n",
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"* fractionOfActualSpendInCIC = 0.5 # if an agent is interacting with the external environment, then the actual spend is 100% shilling.\n",
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"* kappa = 4\n",
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"\n",
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"\n",
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"## Initial State Values\n",
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"\n",
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"# Equations\n",
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"\n",
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"## Generators\n",
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"* Agent generation for each time step: Random choice of all agents minus 2 for both paying and receiving. \n",
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"\n",
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"* Agent demand each time: Uniform distribution with a low value of 1 and a high of 500. \n",
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" \n",
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"### Red Cross Drip\n",
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"Every 30 days, the Red Cross drips 4000 shilling to the grassroots operator fiat balance. \n",
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"\n",
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"### Spend Allocation \n",
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"\n",
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"#### Parameters:\n",
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"* Agent to pay: $i$\n",
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"* Agent to receive: $j$\n",
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"* Rank Order Demand: $\\frac{v_{i,j}}{d_{i,j}}$\n",
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"* Amount of currency agent $i$ has to spend, $\\gamma$\n",
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"* Amount of cic agent $i$ has to spend, $\\gamma_\\textrm{cic}$\n",
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"* Percentage of transaction in cic, $\\phi$\n",
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"* Spend, $\\zeta$\n",
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"\n",
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"\n",
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"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",
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"\n",
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"else $ \\Rightarrow \\zeta = \\gamma$\n",
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"\n",
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"Allocate utility type by stack ranking in. Allocate remaining fiat and cic until all demand is met or i runs out.\n",
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"\n",
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"\n",
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"### Withdraw calculation\n",
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"\n",
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"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",
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"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",
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"\n",
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"## Distribution to agents\n",
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"#### Parameters\n",
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"FrequencyOfAllocation = 45 # frequency of allocation of drip to agents\n",
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"* idealFiat = 5000\n",
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"* idealCIC = 200000\n",
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"* varianceCIC = 50000\n",
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"* varianceFiat = 1000\n",
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"* unadjustedPerAgent = 50\n",
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"\n",
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"```\n",
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"# agent:[centrality,allocationValue]\n",
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"agentAllocation = {'a':[1,1],'b':[1,1],'c':[1,1], \n",
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" 'd':[1,1],'e':[1,1],'f':[1,1],\n",
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" 'g':[1,1],'h':[1,1],'i':[1,1],\n",
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" 'j':[1,1],'k':[1,1],'l':[1,1],\n",
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" 'm':[1,1],'o':[1,1],'p':[1,1]}\n",
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"```\n",
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"\n",
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"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",
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"\n",
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"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",
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"\n",
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"\n",
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"### Inventory Controller\n",
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"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",
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"\n",
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"Below is \n",
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"```\n",
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"if idealCIC - variance <= actual <= ideal + (2*variance):\n",
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" decision = 'none'\n",
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" amount = 0\n",
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"else:\n",
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" \n",
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" if (ideal + variance) > actual :\n",
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" decision = 'mint'\n",
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" amount = (ideal + variance) - actual\n",
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" else:\n",
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" pass\n",
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" if actual > (ideal + variance):\n",
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" decision = 'burn'\n",
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" amount = actual - (ideal + variance) \n",
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" else:\n",
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" pass\n",
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"\n",
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"if decision == 'mint':\n",
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" if fiat < (ideal - variance):\n",
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" if amount > fiat:\n",
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" decision = 'none'\n",
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" amount = 0\n",
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" else:\n",
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" pass\n",
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"if decision == 'none':\n",
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" if fiat < (ideal - variance):\n",
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" decision = 'mint'\n",
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" amount = (ideal-variance)\n",
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" else:\n",
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" pass\n",
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" \n",
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"\n",
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"```\n",
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"\n",
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"If the controller wants to mint, the amount decided from the inventory controller, $\\Delta R$ is inserted into the following minting equation:\n",
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"\n",
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"- Conservation equation, V0: $V(R+ \\Delta R', S+\\Delta S) = \\frac{(S+\\Delta S)^\\kappa}{R+\\Delta R'} =\\frac{S^\\kappa}{R}$\n",
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"- Derived Mint equation: $\\Delta S = mint\\big(\\Delta R ; (R,S)\\big)= S\\big(\\sqrt[\\kappa]{(1+\\frac{\\Delta R}{R})}-1\\big)$\n",
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" \n",
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"\n",
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"\n",
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"If the controller wants to burn, the amount decided from the inventory controller, $\\Delta S$ is inserted into the following minting equation:\n",
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" - Derived Withdraw equation: $\\Delta R = withdraw\\big(\\Delta S ; (R,S)\\big)= R\\big(1-(1-\\frac{\\Delta S}{S})^\\kappa \\big)$\n",
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" \n",
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"\n",
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"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",
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"\n",
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"### Velocity of Money \n",
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"\n",
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"Indirect measurement of velocity of money per timestep:\n",
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"\n",
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"$V_t = \\frac{PT}{M}$\n",
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"\n",
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"Where\n",
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"\n",
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"* $V_t$ is the velocity of money for all agent transaction in the time period examined\n",
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"* $P$ is the price level\n",
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"* $T$ is the aggregated real value of all agent transactions in the time period examined\n",
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"* $M$ is the average money supply in the economy in the time period examined.\n",
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"\n",
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"\n",
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"\n",
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"## Simulation run\n",
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"* 5 monte carlo runs with 100 timesteps. Each timestep is equal to 1 day.\n",
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"\n",
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"\n",
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"## Proposed Experiments\n",
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""
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Run cadCAD model"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"/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",
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" import pandas.util.testing as tm\n",
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"/home/aclarkdata/anaconda3/lib/python3.7/site-packages/networkx/drawing/nx_pylab.py:563: MatplotlibDeprecationWarning: \n",
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"The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead.\n",
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" if not cb.iterable(width):\n",
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"/home/aclarkdata/anaconda3/lib/python3.7/site-packages/networkx/drawing/nx_pylab.py:660: MatplotlibDeprecationWarning: \n",
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"The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead.\n",
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" if cb.iterable(node_size): # many node sizes\n"
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]
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},
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{
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"data": {
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"image/png": 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kJiYqYVdYWIibmxs+Pj7K8KiTk5MsmpEk6V/vhQw+gG3btjF06FA6derEhAkT6Ny5MyYmJtjZ2fHee++xZs0acnJyqFKlCikpKRgYGODk5ISjoyP29vbEx8dTXFxMZmYmbm5ufP3113h5ebFx40ZmzZpFeno6rq6ubNy4kTZt2vzldt69e5fw8HBCQ0OJj4/H19eXwMBAmjVr9kRDq/C/gpl7RTOxsbGYmZlhZGREUVERNjY2+Pn54eHhocwpvLe+qSRJ0r/FCxt8AOvWrWP8+PH07NmTefPm4e/vr0x0f/fddzl+/DhnzpzB0dGRjIwM8vPzqVy5MpaWljRq1Ijbt2+TlZVFVlYWeXl5BAQE8O2332Jra8uhQ4eYMGEC169fx9nZmeXLl/PWW2/9rfYWFBQQGRlJaGgo586dU1aBCQwMxMnJ6YmvV1xcTHx8PLGxsURHRxMVFYVKpcLMzIySkhI0Go3SG/T09MTDw+OJw1aSJKmieaGDD2DRokXMnDmT/v37ExwcjJeXF9nZ2Tg5OdGuXTucnZ1Zu3YthoaG1KhRg+joaAwMDKhTpw6GhoYEBQVx4sQJzMzMSE5ORqPR0LNnT2W49L///S9Dhw4lISEBOzs7Pv74Y0aNGvW3263RaLhw4YKyfJqdnZ0SgnXq1PlLQ5a/L5iJiYkhKioKtVqNtbU1er2e3NxcnJ2d8fLywtPTEy8vL2WKiCRJ0j/FCx98ADNnzmTRokUMHz6cVatW4e3tTWJiIrVr16ZGjRqMGjWK8ePHk5ubi6+vL+fPn6eoqIgqVapgbm6Ot7c3lStX5uTJk9ja2hIXF4eRkRETJ05k7ty5qFQq4uPj6devHxcuXMDKyooxY8YwZ86cp1JpqdfriYuLU4pjhBDKGqJeXl5/+R6/L5i51yvMzMykUqVKylJwBgYGShDem1P4JN8hJUmSnjUZfP9v0qRJrFmzhokTJ7JkyRJat25NaGgoXl5eCCFYs2YNM2fO5MKFC9jb21O5cmUuXLiASqXC19eX7OxsunXrxvnz57l58yZmZmbExcVhY2NDcHAw77zzDgCpqan07duXkydPYmJiwoABA1izZs1TW59TCEFycrISghkZGTRr1kzZW/DvTnTPyMggNjZW6RXeuHGDypUrY2pqilqtJjc3l9q1a5cZInVwcHgqzyZJkvQ0yOD7nffee48tW7YwY8YMPv74Y/r168fevXtp0KAB2dnZLF++nLCwMD7//HNUKhUdOnTg22+/Ra1W4+Ligo2NDba2tnTq1Ildu3ZRuXJlMjMzuXr1KtWqVWPPnj0EBQUBkJ+fz8CBA/n+++8xMDCgS5cu7Nix46n3lu7cuaPMFbx27RoNGzZUdoewsrL629fPy8sjLi5OCcJr165RqVIlLCws0Ol0ZGZmYmlpiZeXFx4eHnh6eirDxJIkSc+DDL4/6N+/P/v27WP+/Pl88MEHzJgxg8WLFyu9ulGjRuHj48N7771HXl4efn5+5OXlceHCBQwNDWnevDlJSUm8/vrrmJiY8NVXX+Hn58e5c+e4ffs2fn5+HDx4kFq1agGl39VGjBjB7t270Wq1tG7dmt27d5dLLyk3N5fTp08TFhbGxYsXqV+/vrJ82tO63+8LZmJiYoiPj8fCwgIbGxsMDAzIzc0lPz8fd3f3MkUzck6hJEnPigy+++jevTvfffcdy5cvZ8yYMWzevJmRI0cqq580b96cjz/+mAEDBhAdHY2NjQ2dO3dmy5YtFBcXU6dOHZycnMjLy2PcuHF8//33XLx4kaZNm/Ljjz+Sn59Phw4d2Lt3r7Lzgl6vZ8aMGXz22WcUFBTQuHFjdu7c+aeNcZ8WtVrN2bNnCQsLIzIykqpVqyorxzzNghWdTse1a9fKDI8aGhpib2+PkZERarWa27dv4+TkVGZ41NnZWRbNSJJULmTwPcCrr77K8ePHWb9+PYMHD+b48eN07twZOzs7qlevjqWlJfv27WPx4sVs3boVAwMDunXrRkREBFFRURgZGdG5c2cl8Lp27cqyZcswMDDAw8ODkJAQdDodgwYNYu3atWUKUJYvX84nn3xCVlYW9evXZ/v27fj7+5fbs2q1WmJiYpRJ86ampkoIuru7P9UAEkJw8+ZNJQRjYmIoLCzE2dkZc3NzSkpKSEtLQ6fTKfMJPT09qVu3rlyIW5Kkp0IG3wPo9XpeeuklwsLC2LZtG7179yY+Pp6mTZtiaGhIixYtSElJYffu3Vy9epWxY8dSWFhIvXr1aNGiBWvXrqW4uBh3d3fc3NyIjY1l0qRJ5ObmsmnTJho0aIBOp+OHH37AzMyM2bNnM2nSpDJt2LlzJ9OmTSM1NZWaNWuydu1aOnXqVK7PLYTgypUrSnFMfn5+mb0Fy2OT3D8WzNy5c4fq1asr3yAzMzNJTU2lTp06ZXqFlStXfuptkSTp308G30Po9XoCAgKIiopi7969dO3albt37+Ll5UVeXh59+vThl19+YcWKFTRs2JC+ffty+fJlTExMGDt2LFu2bOHy5csYGxvTt29fTp8+jaOjI3PmzGHTpk38+uuv9OjRg/DwcE6fPo2DgwObNm36067vR48eZeTIkSQlJeHk5MTChQuVKtHydvPmTWXlmOvXr+Pv76/sLWhubl4u98zLy+PSpUtKECYmJlK9enVsbW0xNDSkoKCAxMREbGxslF6hh4cHtWrVksOjkiQ9kgy+R9Bqtfj7+xMfH88333zDK6+8gkajwcfHh+TkZEaMGME333zDyJEjmTJlChMnTmTPnj0AdO7cGVtbWz777DOKi4vx8vIiMDCQY8eO0bdvXzp16sT06dPJyspi0KBBbNy4katXr1KvXj0OHDiAj49PmbacPXuWwYMHExMTQ+XKlZk6dSrvv//+M3sXmZmZSnFMbGws3t7eSnFMefa+iouLlS2Z7hXMODg4UK1aNUxMTNBoNKSkpJCbm0v9+vWVHqG7u3u5hbMkSf9cMvgeg0ajwc/Pj5SUFI4cOUKrVq3Q6/W0adOGsLAwRowYwbFjxwgMDGTjxo2EhIQwZcoUtFotjo6OTJo0iVmzZpGcnIyJiQkjR44kPDycwsJCli5dSlJSEkuXLqV27dq88cYbzJ8/n4yMDAICAjh48CBVqlQp057ExET69etHZGQk5ubmDBs2jCVLljzTbYcKCgo4c+YMYWFhnD17lpo1ayqT5p2dncv13n8smImNjcXU1BRXV1csLS3R6XSkpqaSmJiIi4uLssqMh4cHVapUkb1CSXrByeB7TIWFhfj6+pKamsqvv/5KkyZNAJS5fgMGDCA+Ph4zMzP27dtHXl4e/fr1IyUlBYCJEydy9epVtm7dqvQYu3btyo4dO2jTpg3z589n6dKlHDp0iNdee41q1aqxZMkS1Go1PXv2ZMuWLX+a45eRkUH//v05fvw4RkZGvPnmm2zcuPGZF4GUlJRw8eJFpTimUqVKSnGMq6truQfN/QpmioqKqF+/PnZ2dqhUKjIzM4mPj8fIyKjMd8I6deqUy3dLSZIqLhl8TyAvLw9vb2+ysrI4deqUsu3QjBkzWLJkCS+//DJWVlbExcWxe/duPDw8GDduHCEhIahUKpo1a8Y777zD6NGjSU1NxdjYmKlTp3Lu3Dni4uKYMWMGAQEBTJo0iStXrjB+/HiioqLYtm0bhoaGjB8/nnnz5v2pZ6dWqxk8eDCHDh1Cr9fzyiuv8OWXXz6VCepPSq/XEx8fr0yaLykpUXqC3t7ez2zi+u8LZmJjY0lLS8PNzQ0XFxdMTEzIz8/n6tWrpKamUq9evTJzCu9NMZEk6d9JBt8TyszMxMfHh4KCAsLCwvD09ARg06ZNyuT2Tp06sWfPHpYvX07Xrl3Zu3cvU6dOxdDQEBMTE5YvX86XX37JgQMHlGHUESNGsHLlSmrXrs2nn37KxYsXmT17NtbW1nz00UesWbOGY8eOYW1tTXBwMIMGDfpT27RaLRMmTGDbtm0UFxcTFBTE7t27qVat2jN+S6WEEFy/fl0JwbS0NJo1a0ZgYCCNGjXC1NT0mbUlPz+/zAoz99ZirVu3LhYWFpSUlJCUlERCQgIODg7KKjNeXl5Uq1ZNDo9K0r+IDL6/IC0tTdmxPTIykrp16wLw008/0aVLFxwdHZk9ezbz5s3jvffeY9q0aVy9epV+/fpx584dNBoN7777Lg0aNGDMmDFkZGRgbGzMnDlzuHr1Kj/88APvvvsuH3zwAYsXL+aLL76gRYsWjBkzhpEjRxIdHY2Liws7duygVatWf2qfEIK5c+eyatUq8vLy8PX1ZceOHXh7ez/rV1VGenq6Mhx6+fJlGjRooOwt+Kx7WfcrmKlSpQqenp7Y29srw6eXLl2iqKiozPCom5ubnFMoSf9gMvj+opSUFBo1aoSBgYFS3AEQFxdHQEAARkZG7NixgylTpihFL3q9njFjxvDDDz9gZGSEq6srq1evZvr06Rw5coSSkhL8/PyYN28eH3/8MQYGBqxatYpatWoxefJkwsLCGDJkCIGBgQwZMoRbt27h6+tbZgm0P1q/fj2zZ88mIyODunXrsmnTpvuG5bOWl5dHREQEYWFhXLhwgXr16ikVoo6Ojs+8PfcrmDExMcHb25saNWpgaGjI3bt3uXTpEikpKdSuXbvMVAo7O7tn3mZJkv4aGXx/w9WrV/H398fU1JRz584pQ4qZmZl4eHhQWFjI/v37mT9/PiYmJuzfvx8HBwe2b9/OrFmzsLS0RK1Ws2zZMnJzc/nggw/IzMzE2NiYxYsXk5WVxZYtW+jYsSPLli0jMjKSadOmoVarmTdvHunp6bz//vvk5eXRoUMH9uzZg42NzX3bevDgQSZMmMDNmzdxcXFhxYoV9OjR41m+rgcqLi7m/Pnzyt6Cjo6OSnFMzZo1n8swoxCCW7du/WmFGS8vL9zd3bGwsCA/P5+EhATi4uKwtLQs0yusVavWM62ylSTp8cng+5uioqJo0aIF1tbWnDt3Tumt/H6u344dO/j666+JiYlh165d+Pn5ER8fT//+/SkoKKCgoIDXX3+dKVOmMGzYME6dOoVGo6Fhw4Z89tlnzJw5k+TkZObNm0ePHj1Yu3Ytq1evxsPDg2XLlrF161bWrFmDXq9n8ODBrF69+oGViidOnGD48OFcvnwZe3t75syZw4gRI57lK3sonU5HbGys8l3QyMhICcH69es/1zC5e/euEoKxsbGkpqZSv359vLy8cHBwoKSkhCtXrhAXF0dWVpayEPfvw1KSpOdPBt9TEBERwUsvvYS9vT3nz5/H1tYWoMxcv0WLFpGTk8POnTsJDg6me/fuqNVqRo4cyfHjx7GwsKBSpUps2bKFY8eOMXfuXHJycjA2Nmbp0qVYWFiwcOFCvLy8+PTTT7GysmLatGn88MMP9OzZkw8//JDRo0cTEhKCmZkZs2bNYuLEiQ8MikuXLtGvXz8uXryIlZUVEydO5KOPPqpQvRQhBNeuXVO+C2ZnZxMQEEBgYCB+fn7P/TvbgwpmvLy8qF27NgYGBqSkpBAXF8fVq1epWrWqMjTq5eWFo6OjLJqRpOdABt9TcuLECTp27EjVqlU5d+5cmSHHPn36sH//fkaNGkXz5s358MMPlaIXgM2bNzNv3jwcHR25c+cOM2fOpHXr1gwaNIjz589TXFxMo0aN2LNnD3PnzuW3335jzJgxTJw4kYsXLzJlyhRu3rzJ1KlT6dChA7179yY8PBwHBwc2bNjA66+//sB237p1i759+/Lf//4XU1NTBgwY8NAe4/N0+/ZtJQSTk5Np1KiRsnxaRdjWSKPREB8fr/QIL126hIODA97e3nh4eGBhYcGdO3eIjY0lLi4OoMzwaN26dSvke5ekfxsZfE/RkSNH6N69OzVr1iQyMrLMPLrp06ezdOlSOnfuzEcffcTAgQNp1qwZmzdvxsjIiJiYGAYOHIhOpyM3N5egoCA+++wzVq1axapVq8jNzcXExIRly5bh5ubG5MmTsbKyYvXq1TRu3Jhdu3axYMECHB0dWbZsGSqVit69e5OYmEjdunXZs2cPDRs2fGDbc3NzGTBgAEeOHMHAwIA33niDbdu2PfWNcZ+W7OxsTp8+TWhoKDExMXh6eirFMRWl0ESn05GYmMTgshoAACAASURBVKgEYUxMjFIw4+XlhZOTEzk5OVy6dIm4uDhu375N3bp1y8wpfNA3W0mS/joZfE/ZwYMH6devH3Xr1iUiIqJMcNyb6+fr68uhQ4fo1atXmaIXtVrN0KFDCQsLw9bWFo1Gw6ZNmzA2NmbIkCEkJCSgVqtp3LgxBw8eZM2aNezevZvu3bvzySefADBnzhx2795Nu3btWLJkCb/++iujR4/m7t27BAUFsXfv3ocuKabRaBg+fDj79+9Hq9XStm1bdu/eXWHC5H6Kioo4c+YMoaGhnDlzhurVqyvfBV1cXJ538xQPK5jx9vbG1dWVkpISLl++TGxsLAkJCdja2pbpFT7NvRIl6UUlg68c7Nq1i6FDh+Ll5UVoaGiZb1FHjx7ljTfewNHRkXPnzjF69GiioqL48ssvlZVg1q9fz6JFi6hVqxaJiYmMGjWKiRMnMmPGDLZu3Vqm99eqVStlLuAnn3xCly5dSExMZPLkyVy4cIGRI0cyYcIEli1bxsKFC9FoNPTo0YNNmzY9tNhCr9czdepUNmzYQGFhIU2aNGHXrl24urqW+/v7O7RaLVFRUYSGhhIeHo6lpaUSgvXq1atwofGwghlPT08sLCy4evUqly5dIjY2lsLCQjw8PJTvhG5ubs90IQBJ+jeQwVdONmzYwLhx42jYsCEnT54s8+0mJiaGwMBATExMiI6OZv369Wzfvl0pegE4f/48gwYNwtzcnOzsbFxdXdm6dSsJCQmMGDGC5ORk1Go1/v7+fPPNNxw4cIDg4GCaNm3K6tWrcXR05IcffuCjjz4C4JNPPqFNmzaMGTOGHTt2YGhoyLhx45g/f/4jC1qWLl3K4sWLyc7OxtPTky+++KJcN8Z9WoQQJCQkKHsLqtVqAgMDCQwMxMfHp0J+T/t9wUxsbCzXrl2jVq1aeHt74+3tTdWqVbl58yZxcXHExcWRlJREzZo1y/QK7e3tn/djSFKFJoOvHK1YsYIPP/yQwMBAfv755zIBk5GRgbe3NwUFBfzyyy9cvXqVadOmMXz4cD788EOg9C/BYcOGKcN3t27dYtWqVbRp04YJEyZw4MAB8vLylGXQunbtypgxYzhz5gyTJ09WpikEBwfz+eef07BhQ5YvX461tTV9+vTh+PHj2NjYsHTpUgYPHvzI59m2bRvTp08nLS2NWrVqsWHDBtq3b18+L68cXL9+XSmOuXXrFk2bNiUwMJDGjRtX2G+ZGo2mzAozvy+Y8fb2xs3NjZycHKWYJi4uDlNTUyUEvby8qFWr1jNbI7WUACpWz1qSfk8GXzmbP38+8+fPp02bNhw+fLhM+KnVanx9fUlJSWHPnj3UqFGDAQMGlCl6AVizZg3BwcH4+flx8eJF3nrrLRYvXswPP/zA+PHjSU9Pp6CggCZNmvDtt98SGhrKhx9+iKOjI2vWrMHb25v09HQ++OADjh8/Tt++fZk1axbXr1/nzTffJDY2FhcXF7Zv307r1q0f+UyHDx9mzJgxJCcnU7VqVRYvXky/fv3K7R2Wh4yMDKU4Jj4+Hl9fX2X5tEqVKj3v5j3Qwwpm7hXNqFQqJQTj4uLIyMhQ5hTeGyZ9ulWwGcB3wAEgHSgBLIGGQD+gCfAsg1eSHk4G3zMwbdo0Vq5cyauvvsrBgwfLhJ9er6d169aEh4ezdOlSevXqxVtvvYWRkRH79u1TJsRHRkby7rvvYmtrS15eHlZWVuzYsYNKlSoxevRojh49Sm5uLsbGxqxYsYL+/fszbdo0QkJC6NOnD3PmzMHExISIiAgmT55MZmYmM2fOpFevXhw9epQhQ4Zw+/ZtfH192bt3L25ubo98rtOnTzNkyBDi4uKoXLkyM2bMYOLEieX2HstLfn4+kZGRhIaGcv78eVxdXZUhUScnp+fdvId6VMHMvfmCV69eVYLw8uXLODk5lRkerVq16l/4/pkNLAOOAnrAGjADVIAWyAF0gD0wHuj41J5bkv4OGXzPyNixY9m4cSPdunXjyy+//NN3td69e3PgwAFGjRrFkiVLGDx4MFFRUezcuVOZhpCfn8+gQYOIiYnB3d2d6Oho5s+fT58+fdi7dy/Tpk0jOzub/Px8mjZtyjfffENycjLjxo2jsLCQ4OBg2rVrh16v54svvmDJkiXUqFGD5cuX4+vry+eff8706dMpKCigQ4cO7Ny5U5mM/zDXrl2jb9++nDlzBgsLC9577z0WLVpUoSbDPy6NRsP58+cJCwsjPDwce3t7ZVule5PSK7p7BTP3eoSpqam4u7srvcK6dety+/ZtJQjj4uLQarVlNuytV68exsbGD7nLbWAEcAuowsN7dAWUhuDw//9V8d+h9O8mg+8ZGjx4MLt376Zv375s2bLlT78/depUli9fTufOnTl06BBz5sxh27ZtLFu2rMy6msuXL2f16tW0aNGC8PBw2rZty6effkpubi7Dhg0jPDyc7Oxspff37rvvEhwczLp162jdujWrVq2icuXK5OfnM3PmTA4ePEinTp1YtGgR1tbWTJ06lXXr1iGE4J133mHVqlWPtUrKnTt36N+/P7/++itGRkb06tWLzz///LmvsPJX6fV6YmNjleIYAwMDpSd4b0jxn+Bewcy9IPxjwYynpyfFxcVlgvDGjRu4urqW6RX+bwg4BxhEafhVUe5z504xQ4ZcICSkKYaGfww3LXAHeB/oXf4PLUkPIYPvGdLr9fTp04dDhw4xePBgPvvssz8d89lnnzF+/HgaNGhAeHg4+/fvZ9q0aQwdOpQZM2Yox4WHhzNkyBBcXFwoLCykqKiILVu24Ofnx/r161mwYAGFhYXk5ubStGlTDh06RFFREWPGjFE2vX3nnXcAiI+PZ/LkycTHxzNhwgRGjhxJYWEhgwYN4ttvv8XMzIyZM2cyadKkx/rL/vfnCiHo2LEju3btqhCrq/xVQgiSkpKUEMzMzFT2FmzYsOE/Ktz/WDATHx+Pvb29EoTe3t5YW1uTkJCgFM1cunQJGxsbvLy86NQpitq1IzAxqcXQoRcYO7Y2DRtWekTwAWgoHR49CDyfPSIlCQAhPVM6nU506dJFmJmZiUmTJt33mMOHDwszMzNRq1YtUVBQICIiIoSnp6cYMGCAKC4uVo7LysoSXbt2FV5eXmLgwIGidu3aYvXq1UIIIZKSkkT79u1F1apVhZmZmbC2thZbtmwRQgixZ88e4eHhITp27CiuXLmiXC8kJEQ0aNBABAYGit9++00IIURiYqIICgoSxsbGomrVquKrr7567GctKSkRI0aMEJaWlsLY2Fi0bdtW3L59+4nf2TOh1wuRkyBE2gkhbv1Y+s/8pAcenpqaKkJCQsS0adPE22+/LRYuXCiOHz8u8vLynmGjnw6tVisuX74sQkJCxMKFC0W/fv3EoEGDxNKlS8X3338vkpOThU6nE0lJSeLHHw+Kmzdri4sXq4vIyGqiZ08bceSIh8jJaS1u3WovunRxFFrta0KILg/41UQIse75PawkCSFkj+850Ov1vPLKK5w6dYpJkyaxYMGCPx0TFRVF8+bNMTU15eLFi6hUKt566y1UKhX79+9Xil70ej1Llizh888/p1OnTvzyyy94eXmxefNmbGxsCA4OZvXq1ajVanJycggICODgwYOYmZkxZcoUZdPbewtUa7VaFi5cyNatWwkMDCQ4OJhq1aoRHh5O//79SUpKol69euzatYvGjRs/9vPOnj2bTz/9lPz8fBo0aMDOnTvx8PB4qu/1L9GpIfU4JG2HvKtgoEIpxxc6qOwLdQaAQwswvH+vLicnh4iICEJDQ4mKiqJ+/foEBQUREBDwj5xTJ/6/YObe0GhMTAwFBQV4eXnRvn0+DRt+h6lpLYKDr/Dzz3cAPXq9lvbtjfn++2IGD3bi8OECjIyM6NmzGt27/36lIDWlVZ8/AuXZSxbABeAQcB0oorT4piHQFXjw6kXSC+A5B+8Lq6SkRLRo0UKYm5uLhQsX3veYtLQ0UaVKFWFpaSnOnj0rioqKRJ8+fYS3t7c4d+5cmWNPnDghPD09xeuvvy46d+4svLy8xIkTJ4QQQkRHR4vmzZsLFxcXYWZmJmxsbJTe38mTJ0WTJk1E06ZNxalTp5Tr3bx5U/Tp00fUrl1bzJkzR5SUlAghhPjyyy+Fo6OjMDY2Fi1bthTXr19/oudes2aNcHR0FIaGhsLDw0Np43ORc0mIn14R4nBTIX5sJcTPrwlxvMv/fv38mhBHWpT+/i9dhchPeeQli4qKxKlTp0RwcLDo3bu3mDhxoti3b59ISXn0uRVZRkaG+O2330RcXJBISHAWERHOIi6unujVy0789ltjodV2FrdvtxcdO9qLjz6qLqKi3MS33zqJTp3MxaFDtcXt201FXt5LQqd7TQgRIIQ4XU4t1QkhQoQQ3URp77KZEKK1EKKtEKLV//+sqRBinBAiqpzaIFV0ssf3HKnValq3bq1UZ06aNOm+x/j6+nL9+nX27dvHG2+8oRS9LF26lJ49eyrHZmZmMmDAAK5fv067du0ICQlh0KBBzJo1C4BZs2bxxRdfUFJSQlZWFoGBgXz99dfY2dkxf/78Mpve3ltg++TJk7z//vsUFhYyZ84cunXrhl6vZ8GCBSxduhSNRkP37t3ZuHFjmUW5H2Xfvn1MmTKFW7duUb16dVauXEm3bt3+5ht9AtnRcPo9QAUmlR99vOYuqEwhcCtY1X6sW2i1WqKjo5VJ82ZmZkqFqLu7+z+iQvTPXgeK0GqNyc/PZ8SIWN56y4JatXQUFpowd24my5fXw8/PBSFg48ZrZGQU0KePNfn5+RQXF+PoCAkJA6hc+S08PDye6L+bh9MAc4HDlPburLh/BakeyKR0qsVs4LWndH/pn0IG33NWUFBA8+bNuXLlCsuWLWPkyJF/Okav19OyZUsiIiJYunQpEyZMUKYv/LHoRa/Xs3DhQjZt2sTbb7/N0aNHsbe3Z/v27VSrVo2IiAjee+89MjMzSUtLw8TEhFWrVjFo0CCuXr3KmDFjSEpKYs6cObz99tvKNT///HNWrFiBu7s7y5cvp379+hQWFjJ69Gj27NmDoaEhY8aMYf78+U+0FNivv/7K8OHDuXr1Kg4ODsydO5fhw4f//Rf7MEWpcKoPCD0YP8HuB5pMMK4ELXaDyZNNchdCcOXKFaU4pqCgoMzeghVx+bT760RphWbpSjdDhpQWt/j5WZOYmMV778UwY4YRgYGNMTc347vv0oiIyObjj+sDoNXqKC5OJjz8NX76yZiEhASqVKmirE3q6emJs7PzX/ifAj3wEXAEqErpXMJHUQNZwGLgn7MCkfT3yeCrAHJycggMDOT69eusWbPmgcuH9erVi6+//ppRo0axatUqzpw5w4ABA/D392fz5s1lKgt/+eUXRo4ciY+PD8bGxkRERLBs2TK6du2KRqNhypQpHDx4sEzv76uvvsLBwYFt27axYMECZdPb6tWrA6VbAU2fPp3vv/+e7t27M2/ePKysrEhNTaV///6cOHECa2trFi1axNChQ5/oHURHRzNgwACio6OxtrZm0qRJTJ8+/bGqSH/66SeOHDnCkiVLHu9ml1ZC0i4wq/pEbQRAfRs8JkPtPk9+7u/cvHlTCcEbN27g7++v7C1obm7+t65dvnpROi2htJd2L/h+X9U5d64zpqZ5eHp6sm3bDXJztYwbV+d310indOJ7S3Q6HUlJSWWmUhQXF5eZRlGvXr3HqJoNobS35wyoyrTr4YoonWd4kNLAlF4EMvgqiIyMDAIDA0lLS2P9+vX07dv3vse9//77rFy5ktdee42QkBBSU1PvW/QCpfPqBg4cSFpaGj169GDr1q289tprrFixAiMjI37++WfGjh1LcXExt27dUnp/77zzDtnZ2YwfP57ffvuNUaNGMXnyZCWEoqOjmTRpEikpKbz//vsMHjwYlUpFVFQUffv2JT4+HmdnZ7Zs2fLEa3mmpKTQr18/wsPDMTMzY9CgQaxcufKhAfhEwactguOvgMrigcUqDz+/AAxNoc1/QPX4y3BNnz6d5ORkSkpKcHJyon///gQEBAClQ9T3lk+Li4vD29uboKAgmjVrRuXKjzEM+0ytBb7gXkhMmRJLhw4OdOzoqARf69b2vPqqhuJic1atymLyZFcaNboXQDrgLvA9pSu6/FlGRkaZJddSUlKUne09PDzw9PT8w8IKAugG5HK/QH60VGAYpZPrpReBDL4K5NatWzRv3pzMzEy2bdum7NTwR+vWrWPChAn4+flx+vRptFotgwcP5vz58+zatavMhrP3Kip37tzJkCFDOHz4sLJyS/369cnPz2fs2LH89NNPaLVaZd++AwcO4ODgwE8//cTkyZOxtLRkzZo1ZSo59+7dy7x587Czs2PZsmU0a9YMgP/85z+MHDmStLQ0fHx82LVrF56enk/0LrKzs+nfvz9Hjx7F0NCQ7t27s2nTpvv2hp4o+G5+D1Efg9nfWIpMnQZNVoND4GOfkpSURI0aNTA0NCQ+Pp6PPvqI9evX/2mfw4KCAmVvwXPnzlGrVi1l0vzD9lF8dm5SGjKOgIrw8Cw+/zyZoiI9vXo5s2XLdUaPrs3OndfJysqmX7+69O1b+3fn36F0WHHhY99RrVZz+fJlJQgvXbqElZWV0iNs0ECHs/McDAycAAOWL7/GL7/cxdjYAJXKgN69q3H5cgExMXloNHrq1LFg1Kja1Kx5778lNaXDt0co30pTqaKQwVfBJCcn06JFC/Lz89m5cyddunS573FHjhyha9euODs7ExMTg4WFBXPnzmXr1q0sXbqUN998s8zxR48eZcyYMTRp0gQ7Ozu+++47ZsyYwZAhQ4DSDXSnTp2KoaEhycnJZXp/Go2G2bNnl9n09t5uBmq1mnnz5rFr1y7atm3LkiVLcHR0RK/Xs3btWmbPnk1hYSHt27dn69atZXqkj0OtVjNs2DC++uordDodrVq1IigoiGvXriGEoHXr1ri5uXHkyBE8PDz48ccfsbS0ZNSoUcrWSceOHeOrr74iIyODSvprvNmogI4tS9cijbqWS/C+a7we5MTBk6moDGBUt9oYGRqw8T8p5BZq6d6yKm+/VDrhOuF6PhtCYrlRXAsTOw+aN2/O0KFDn+gbXUJCAtOmTWPRokW4u7s/8LiSkhIuXLigFMfY2toqIejq6voci2PGAGcAh4celZ6eQVpaKl5e3qhUBpT2zNKAzYDfX767EIIbN24oQVi37nbc3ZMQwh4rK2usrKyYOPEa48bVUXp8R4+m07KlHUZGBnzxxXWiovJYvdrnd1e9AywHWvzldkn/IM+hklR6hPj4eFG1alVRuXJl8eOPPz7wuKioKGFlZSXs7e3FzZs3hRBC7N+/X9SuXVvMmzfvT8ffvn1btG/fXjRu3Fh8+umnws3NTfTr10+ZdH337l3x5ptvitq1a4tq1aoJExMT0bZtW5Geni6EKJ0W8dJLLwkfHx/x7bfflrl2cnKy6Nmzp3B1dRWLFy8WOp1OCCFEcXGxGDt2rLCwsBDm5uZi+PDhoqio6InfiU6nE+PHjxfGxsbC0NBQBAYGivj4eBETEyOOHTsmunbtKn744Qeh0+nEd999JwYOHCj0er0QQojTp0+LW7duCb1eL6L2DhQ9WtiLKztfEuJ4F3Fxc2vxRnMnsXtmI1FyrLP47hN/0cYTMat/TVH4QyeRvKe96NGqqkj96mUhjncRl3e+JC5t9BHai4tEWlqaGDFihAgJCXmsZ5gzZ47o3r276NKli5g1a5bSvsd9/tjYWLF582YxbNgwMXjwYLF+/Xpx8eJFodVqn/h9/j2XhBCBQoiXxIMnqncRen0XER/vLq5fbyiEeE0I4S+EmCSEePznfjzvCI2mhcjMbCFSUhqImJi64o03zMX+/c4iMdFHZGQEiaKil5V25ed3FF26OIr8/I6i7MT6x/tzlP75ZPBVUFFRUaJKlSrC1tZW/Prrrw88Li0tTTg4OAhLS0tx5swZIYQQZ86cEZ6enqJfv35lVnoRovQv0GnTponatWuL4OBg8eqrrwo/Pz8RERGhHPPFF18IV1dX4ePjI8zNzUXlypXF9u3blfPXrl0rXF1dxdtvvy3S0tLKXP/HH38U/v7+onHjxuLw4cPKz+/evSu6desmTE1NhY2Njfjkk0+UcHxccXFxok+fPmL+/PnCzs5OGBkZCT8/P7FhwwYxbNgw5Ti1Wi26dOkiMjMz/3yRc9PEvIE1xKH5TZTg69GqqtD9VDqH79beINHUFfHZu4gbuxoLcbyLGN+zjghd2+J/8/u+byLEpdIVckJCQsT8+fMf+xlKSkpEZGSkOHjw4BM9++/p9XqRlJQk9uzZI8aPHy/69OkjVqxYIcLCwoRarf7L130yJ0TpHLk24mHhV1z8qjhzppooKvIWQgwSQhSWQ1veFn8M4cGDq4tTp/zF7dtNRGysm5g+3UIMGVJDvPWWs+jVq5ro0sVR3LrV4XfnNBZC7C2HtkkV0T9jld0XkI+PD99//z0qlYoePXoQHh5+3+McHR2VffGaN2/ON998Q+PGjfnll19ITk6mQ4cO3LlzRzlepVLxySefsHbtWj7//HOqVq1Kt27dePPNN1myZAl6vZ533nmHEydOUL16dVxcXLC0tGTYsGG0b9+ezMxMRo0aRWhoKEIIgoKCWLduHXq9HoCXX36Z06dP07dvX0aPHk337t1JSkrCzs6OgwcPEh0djYeHB7NmzcLFxYV9+/Y99jvJyMjAycmJGTNmcPfuXTZs2MCdO3cYMWIE+/fv5/jx4wCYmpoCpcOkAGfOnGHKlCn06dOH3jN+5MzlPHILtcp1rS2M/n8oDooK8zA0MsTaDC5cOE98QgLGRgYUFesAuJlexNwvbzLgw/28/fbbbN++ndzc3Md+BiMjI/z9/Tl37twD/0wfxcDAgFq1atGrVy9WrlzJqlWrqFu3Lt988w0DBw5k4cKF/Pzzz+Tl5f2l6z+elsDnlE4bSKN0Dc4/fjUpwcQkEzc3G375xZji4pVAeVSsWlNaNPM/BgYGWFhYULVqVVJT7UlMNGHcOFv27m3M5s33G2Y1BCzKoW1SRSSDrwJr0qQJISEh6PV6Xn/9dc6ePXvf4ywsLEhISKBRo0a8+eabrF69GkdHR3766Sdq1qxJ27ZtOXfuXJlzOnfuzPHjx0lKSuLw4cMsXLiQHTt28MYbb5CRkUG1atU4fPgw48aNw9jYGC8vL0JDQ3Fzc2Pnzp04Ojqyb98+Vq1axbp16+jQoQMxMTFAabhOnjyZ06dPY2trS9u2bZk2bRpqtZp69eoRHh7OsWPHsLS0pH///nh4eDxWCDg4OJCeno5OV/qX3ODBg7l9+zZz585Fr9fz8ssvU6NGDXbv3q2cU1JSwsKFC+nevTs7duxgz+7d+LtZIPT3/7SdnZ2DibEx5hYWGBoakZiYyJ07aZSUlAblukNJVHcwZcPmHezbt4+BAwci/sJncp1OR2pq6hOfdz9VqlTh9ddfZ8GCBWzatImAgABCQ0MZMmQIM2bM4NtvvyU9Pf2p3KusRpROFl8A1KT0O9ldSjemzaC0yvJNrK2/IyqqLzt27C+HNkDpMmRFZX5ia2tMamoxAEVFOipXtiI/P53CQi3bt9/4w/ni/3/VLqf2SRWNDL4KrmXLluzdu5eSkhI6d+5MdHT0fY9TqVSEhobStWtXJk+ezIQJEzAxMWHnzp306dOHHj16cODAgTLnuLi48PPPP9OqVSs++ugjxo4di4WFBS1btuTo0aNA6T6Cx44dw8bGhlq1amFtbc3QoUPp0KEDGRkZdOnShcjISBo0aMBrr73Ghx9+iEajAcDe3p4tW7Zw4MABwsLC8Pf358svvwSgdevWXLlyhY0bN5KZmUnr1q1p1aoViYmJD3wX7u7u2Nrasm3bNtRqNRqNhri4OAIDA3nvvfc4efIkNjY2DBgwgB9//JGNGzei1WopKSmhUqVKGBoaciYhl3PJhqAr+tP11cVq9Ho9hoZG2FjbYGVliZGREWq1moTLCWTn5FBUWICFoxdmlWty48YNDh8+/Mg/wxs3bnDmzBk0Gg1arZbjx48TExODj4/PI899UtbW1rRv354ZM2awY8cOXn/9da5evcr48eOZOHEie/fuJSUl5S+F9f2ZAi8DO4GvgM+A1cAWSjeo/QBwZcSIEZw4cYKoqKindN/f6/r//9QrP3nrLWf27r1F795nycvTUa2aJfPm5TNkSCT16/9xpZg8SkPPuxzaJlVEsqrzH+LeMJalpSU///wz9evXf+CxkydPZvXq1cpcP4ADBw7w/vvv8+677zJz5sw/nRMSEsKUKVNo164dvr6+LF++nLfffptPPvkElUqlrAizceNGqlatSlRUFGZmZqxevZr+/fsDcPbsWcaOHUthYSHLli0rM4dPr9ezY8cOFi1ahIuLC8HBwTRo0AAo7f3MmTOHFStWoNVq6fp/7J13XNT1H8df39vHLbZMOUAURXCDIqg4UpTcm8SRSpqaphWaMy1Hau6VFo7c+nObCzVwpCZOVECQKXsd6+b798fJ1QUalTnqno/HPfQ++/s9Ht/39/35vEevXtiwYUONPmy5ubnYuHEj4uLiAAAdOnSAu7u7kTtDfHw8fH19UVpaCrFYjHfeeQdcLhdarRa+vr7QFD6AfcUZDOvhhbvJpVi2NwmREU2RlZ2N0rIyfLA6HfPfswaPqQSLxcKivVlo04AHv/p8aCDEjod+KChnw83NDT4+Prh9+/YLXSnS0tKwYsUKpKamgs1mw8HBAQMGDECbNm3+6Gd/aWi1Wty/f99gIcrhcNC6dWu0adMGnp6er8RC9Pr169iwYQPWrFnzDzjpjwdwC8/zDQT06bIePXoEH58mYLN/+86fDWA2gJotqE38+zAJvreIPXv2IDw8HFKpFOfPn4e7u/tz21b5+lXl9WOxWIiNjcV7772Hu98hHAAAIABJREFUZs2a4bvvvqsWDaPKeVyj0WDOnDmYPXs2hEIhtm3bBhcXFwDArVu3MHbsWFRWVqKoqAg5OTkIDAzErl27YG1tDZ1Oh+XLl2Pt2rVGSW+rKC8vx6xZs3DgwAF069YNixYtMtSXlpZi3Lhx2L9/PzgcDsaNG4cFCxb85Vx3VRFlfvrpJ/B4PAwdOhRr1qwBj8sF7swCMk/qo7cw+ofgo/hHsLGxhUqlQkVFBQoKCsDhsCESiZCWmgInaw7OPnZAiqAXPvssolbZ6d9EiAhJSUmGyDFVkYOqwqe9OPP632PVqlVgGAYTJ058ySPfgt4B3Rx6LbRmEhISIZGIYWdXFaUlH4AlgL0wnfH9h3h9djUm/gpbtmwhqVRKrq6ulJKS8sK2x48fJz6fT3K5nMrKyohIbwUaGBhIAQEBlJWVVa2PRqOhSZMmkZubG23bto3Cw8PJzc2Ndu/ebWijVqtp2rRp5OLiYsgwYWFhQTt27DC0SUtLo169epGHhwdFRkZWmyc+Pp5CQkKoXr16tGrVKiMLz5SUFOrQoQPxeDyysrKidevW/WkL0N+iUCiob9++JBAISCAQUN++fUlRnE8U+xnRieZEZzuR5lx3ur7UntRngyn/YFuK/7YBJUc2psQtDen+KjvK2upEX4+0ohHDw6hfv34UGhpKd+7c+ctrepPIzMykgwcP0ieffEKDBg2ixYsX08WLF6m0tPSlz1VWVkajRo0ysiJ+efyP9C4Tv7XWNP6UlXWkmzedSKvtTkRtSJ+14fl5F038OzFpfG8ha9euxYwZM2Bra4uLFy/CweH52azv3LmDtm3bGvL6OTg4QKVSYdSoUbh58yZ27NhRY169/fv347PPPkO3bt0MZ4BBQUFYvXq1wXk9JiYGEyZMAJfLRXZ2NnJzcxEQEGDQ/gC9ljp37ly4uLhg7dq11bTUo0ePYtasWRAIBFi0aBE6dOhgqLt27RpGjhyJxMRE2NvbY+PGjejatetfvm8qlQoffvghdu3aBZVKhfbtArF/WX/I8v+H0sJ05BUUQ+7WCKXlFchIT0Vde0tkZWVCy7VEprAHfrzHw7Fjx9GtWzdkZWVBpVKhb9++GDBgAOLi4jB37twa5923758y6nj5FBUV4eeff8bVq1dx//59NGrUCK1bt4afn99L03Dv3LmD5cuXY/Xq1ZBIJC9lzF85CWAe9Od9NWl/hJSU+5BKObCwaAB9CDaXl7wGE288r1vymvhrLFq0iCQSCXl6elbzpfs9T58+rebrR0Q0f/58ksvltHfv3hr7JSUlkb+/P/n7+1NMTAx16NCBWrRoQXfv/prHrKKigsLDw0kul1P79u1JKBSSpaWlkfanUCgoPDycXFxcaN68edW0N7VaTQsWLCC5XE6DBg2i9PR0o/r9+/cbHOqbNWtGt2/frvV9qgmtVkvTp08nc3Nz4nA41Nq3JX23eBQl7OpKdL4HKU8E0M1vnEh342P6cmpvuhQTTUOGDKGnT5/SyJEjyc/Pj5YuXUrDhw+n8ePH05w5c6ikpORvrelNpLy8nKKjo2nJkiU0aNAgmjZtGu3fv98QLOHvsHHjRlqyZMlLWGVNpBPRGtLn4fMlvRbYjPRO6i1JoehKy5d3IKWyBj9PE/8JTILvLWb27NkkkUjI29ub8vPzX9i2rKyM3NzciM/nG0Ua2b9/P7m6utLcuXNr7KdWq2ncuHHk5uZGe/fupenTp5NcLqfVq1cbtTtx4gR5enpSQEAAOTs7k0AgoHfeeccQ9YVIn/S2VatW1KpVK4qJiak219OnTyk0NJTkcjnNmTPHyPleq9XSkiVLyNzcnPh8PgUHB7+UB/A333xD1tbWxDAMubu705UrV0ir1VLv3r1JrVbTnj17aO3atbR9+3b6+uuvqaSkhN59913q0qULbd++nd577z1atGgRjRw5kh4+fPi31/Omolar6ZdffqG1a9dSWFgYjRs3jrZt20bx8fF/KgJNFZWVlRQeHv4PJyKuIKKLRHSAiHaSPjLLHSLS0fz586tFHzLx38Ek+N5ypk6dShKJhJo1a0bFxcUvbKvVasnPz4+4XC6tXLnSUB4bG0uNGjWiIUOGVIv0UsXOnTvJzc2NPvroIzp9+jR5enpSv379qKioyNCmuLiYQkNDyd3dnTp37kxCoZCsrKyMtD+tVkvz5s0jFxcXCg8PN4RL+y3R0dHk7+9P3t7etH//fqO6srIyGjduHJmZmZGZmRm9//77NY7xZ0hPT6fAwEBydHQkNptNrq6u1KlTJ8rJyaGcnBwaMmQIFRcX04gRIyguLo7S09Opffv21K9fPzp16hSFhobStm3bKDQ0lA4dOvSXBMHbhE6no4cPH1JkZCSFh4fTiBEjaMOGDXTr1i1Sq9W1Hufhw4f03nvv1Rxh5x8mISGBRowYQSqV6pXPbeL1YxJ8/wI++OADkkgk5OvrWysh0K9fP+JwODR58mRDWXZ2NrVr144CAgLo6dOnNfaLj48nPz8/CgwMpFu3blHPnj2pUaNG1d7ad+/eTfXq1aPOnTs/V/tLTEykbt26kaenJ+3ZUz1UlFarpfXr15OHhwd169aN4uLijOqfPn1KPXr0IIFAQDKZjBYsWPCXDWAOHTpk0GDPnDlD9erVI4ZhyNramrZs2UIzZsygmJgYioqKosmTJ+tjft69S/7+/vT+++/TjRs3KDQ0lA4cOEBTpkyhr7766h8xDHkT0el0lJqaSnv27KEpU6bQkCFDaNmyZXTp0qVaxWTdtm0bzZ8//7W8LMybN4+OHz/+yuc18foxCb5/AVqtloYNG0YSiYQCAgJq9cCZMmUKcTgc6t27t6FMqVTSsGHDqGHDhs+1ulMqlTR69GiqV68eHT58mJYuXUouLi40d+5cI8GTnZ1NvXr1ovr161PXrl1r1P6I9HFBPTw8qGfPnpSamlptvuLiYho/fjy5uLjQxIkTqwn2e/fuUYsWLYjH45GdnR1t3779D6/998ycOZOuXLliVDZhwgRyd3cnDodDEomEOnXqRBqNhqZOnUpnz54lIr2Q9Pf3p2nTplFiYiKNGDGC9uzZQ+vWraMxY8bQ48eP//Ra3nZyc3Pp2LFjNHPmTBowYADNnz+fzpw589zdCJVKRRMmTDDc01dJfHy8Sev7j2ISfP8StFot9evXj6RSKQUFBdUqWPHq1auJy+WSr6+vkdCqMjT5rQvD74mMjCS5XE5Tp06la9euUdOmTalLly7Vzt02btxIbm5uFBISQs7OziQUCqlr165G2l9hYSGFhYWRXC6nJUuW1Ki53bt3j9555x3y8PCgjRs3Vmvz448/klwuJx6PRw0aNHhhYO/fUlFRQf3796fycuPgyZs2baJDhw5RcnIytWnThhiGIbFYTMOHD6dhw4YZ2n///fcUGBhIX375JWVnZ9OHH35ImzZtoosXL1JoaCidPHnyX7/1+TwUCgVFRUXRV199RQMHDqSIiAg6dOhQNWOspKQkGjp0KOXk5LzyNc6ZM8comLqJ/wYmwfcvQqvVUkhICEmlUuratWutzluOHDlCfD6fXF1dDb5+RH9s9EJEFBcXRy1btqSgoCBKTEyksLAw8vDwoMOHDxu1S0lJoU6dOlHjxo2pe/fuZGZmVqP2d/bsWWratCn5+/sbWZ/+lj179pCXlxcFBATQ1atXq13/hg0byNramvh8PrVt2/YPDU5+/vlnmjFjRrXyAwcO0ObNmw3f58+fT82aNSMej0dcLpf8/f2prKyMdDodLViwgDp27Ehr164lhUJBERERtGjRIkpKSqIJEybQsmXL/lIqpn8TSqWSfv75Z1q5ciUNHTqUJk2aRLt27aLk5GTS6XS0Z88emjlz5it/SXj48CGNGjXqT51Nmnj7MQm+fxlKpZI6depEMpmMQkJCanXuFRsbS2KxmKytrY3O92JjY8nLy4sGDx78XA2yoqKCRowYQR4eHnTixAmKjIwkV1dXmjhxotHDpMoqUy6X04ABA8jJyYmEQiF169bNSPtTKpUUERFBLi4uNGnSpBoFRkVFBc2cOZNcXFwoLCysmgahVCrp008/JYlEQkKhkAYMGPBcl4+1a9fSwYMHq5VfvHiRFi9ebPh+69YtmjRpEpWVlVHfvn2JzWYTj8ejHj16UE5ODk2YMIG6detGu3btIqVSSQsXLqSIiAjKz8+nFStW0Lhx42rcyv0votFo6O7du/Ttt9/SqFGjaPTo0bRp0yYaPnw4HTly5JWvZ9asWfTjjz++8nlNvD5Mgu9fSEVFBQUEBJBMJqP+/fvXSvhlZmaStbU1icViio2NNZRnZ2dT+/btqW3bts81eiEi2rx5M8nlcpo+fTrFx8eTv78/tW7duprGFRcXR/7+/tS8eXMKCQkhMzMzsra2rqb9VSW99fLyeq7ZeUpKCvXv359cXV1rzO+Xn59PQ4YMIaFQSGKxmKZMmWIkSHU6HY0cObJGgXTv3j365JNPjNqOGDGCkpOTiYho165d1Lp1axKLxcTlcql169aGJLPHjx8nrVZLGzdupAkTJlBeXh6dOXOGhg4dSlFRUc+9h/9FdDodJSUl0Q8//EAjR44kFxcX+uKLL+jatWvPtTD++2QTUSQRfUJEH1Be3gjavr01qdWJ/9B8Jt40TILvX4pCoSBfX18yNzen0NDQWgm/srIycnV1JT6fbyRsVCoVhYWFvdDohUifPLd58+bUuXNnSk9Pp8mTJ5Orqyt99913Ru20Wq2Rxubo6EhCoZCCg4ONtL/fJr19kdZ29uxZatmyJTVv3pxOnDhRrT4+Pp4CAwOJz+eTlZUVrVy5krRaLaWmptLIkSNr3F7LysqiUaNGGZVt27bNsP2pVCpp1KhRdPPmTfriiy/IwsKC2Gw2yWQy6tChA0VHR5NOp6P9+/cbhGtycjKFh4fT6tWr/8GH+tvN1q1bqXfv3vTZZ5/RwIEDaeHChXT+/PmXZCV7j/TCrhXpndn9iSiQiPwpLc2eiorqE9EYIrr8EuYy8SZjEnz/YgoLC6lp06ZkYWFBo0aNqpXw02q15OvrSxwOh9asWWNU99VXX/2h0UtZWRmFhoZS/fr16fTp03T06FHy8PCg0NDQag+va9euUYsWLahNmzbUs2dPMjMzIxsbm2raX3Z2Ng0cOJDc3Nxo7dq1NV6HVqul5cuXk7u7O/Xq1YsSE6u/vUdHR1PDhg2Jz+dT3bp1KSIigtauXVvjdahUKurdu7eRUExPT6dhw4aRRqMhIqJLly7Rhx9+aPi+adMmsrS0JAAkEono22+/JSKiqKgoCg0Npfv371N5eTktXryYJk2aRJmZmc+9j/9VdDodTZ8+nfbv309FRUV0+vRp+uKLL2jAgAE0c+ZMOn78OOXl5f2FkY+QXuD5ElEw/T6GZ0lJe7p1y4m02jakj/Syjoj+m0ZJ/wVMgu9fTnZ2Nnl5eZGFhQWNHz++1v169+5NHA6HpkyZYlR+8OBBcnV1pTlz5ryw/9q1a0kul9Ps2bMpIyOD3nnnHWrSpEk1jVGpVNKkSZNILpfT2LFjycHBgYRCIXXv3t1I+yMiOnr0KHl5eVGHDh3o3r17Nc6bn59Po0ePJhcXF/rkk09qPCP84YcfyN7enthsNnl4eDxXiw0NDaXCwkKjsqlTpxraVz2kf+8LNmPGDDIzMyMAZGdnR3v27KGbN2/S0KFD6fLly6TT6ej48eMUGhpKly5dIiKidevWmbZBn5GdnU1Dhw6lJ09+DR5dUVFBly5domXLltHgwYPp448/pn379lFaWlotRjxGfxS8miiEHjyoRzk5rYmoG+lDnK1/uRdm4o3BJPj+A6Snp1P9+vXJ0tKSPv7441r3q/L169u3r1H57du3DUYvL7JWjI2NpSZNmlC3bt0oKyvLELGlJpeFc+fOUePGjaljx47Uq1cvg/a3c+dOo3YVFRU0efJkcnFxoYiIiOduGf7yyy8UFBREDRs2rNG3r6SkhLy8vEgmk5FAIKCuXbsaPWiJiCZNmkQJCQlGZcePH6dFixYZviclJVFoaGi1WJ0bNmyg4OBgkkgkxGazydbWlmbNmkVhYWEGQRkfH0+jRo2iyZMnk7e3N3Xr1q1mnzK1mujSJaLvviNatoxo/XqiQ4eIXkPEk1fFqVOnaNKkSTVaW6rVaoqNjaX169fT8OHDKTw8nCIjI+nhw4c1bFsnE5EfVQm9UaOcKTY2kGoSfMXF7enWrbqk0/UgvfBrQURXycS/D5Pg+4+QlJRE7u7uZGlpSdOnT691v5UrV9bo6/dbo5cXxcxUKBQ0cOBA8vT0pPPnz1NMTAx5eXlRjx49qml0CoWCRo4caQiN5uDgQGZmZjW2/eWXX8jf35+aNm36QufnyMhI8vT0pKCgICOjnStXrtDMmTNJoVDQ6NGjDSHQRo4cadDy5s2bV81loqSkhAYOHGi0bbt27VrauHGjUTuNRkNz5syhDz/8kPr06UNNmjQhDodDUqmUmjVrRpGRkaTT6ejYsWNka2tLzs7O1KRJE+Mzyvx8oshIoi5diFq1ImreXP9vixb6j68v0axZRPfvP/f631Z0Oh3NnTu32rZ3Te3i4+Np69atNG7cOAoLC6N169ZRbGzsM6G5hPTneXrh9iLBRxRCcXHulJvb+tl3fyIK/+cu0sRrw5SW6D/Eo0eP0LVrV5SWlmLSpEmYPXt2rfodO3YM/fv3h6OjI+7evQszM33CTo1Gg/fffx/Xrl3D9u3b0bJly+eOsXr1aixbtgyjR4/GhAkTMHbsWNy9exerVq1Cly5djNoePnwYn376KerXrw82m40zZ85ALBZjxYoVGDJkiKGdTqfDN998gzVr1tSY9LaKiooKzJ49G/v27UOXLl3w9ddfY8eOHXB2dkavXr0A6JPwhoeH4+LFi+DxeJg8eTKsrKzg7u6O7t27G403b948sNlspKSkYMCAAfDz88P48eOxaNEiODs7G9qVl5fjs88+g1AoREVFBT766COMGTMGMTExAIBWrVohOzsb6enpcHR0hEKhQIMGDXDhwgVwHj8GJkwAiooAmQyoKWO5RgPk5+v/P2ECMGwY8Aoyqb8qCgoKMGnSJMyZMwceHh616pORkYErV67g6tWryMtLwZdfXoeZWR1IpdZYufIJLlzIB5fLgMViMHiwAxo2FOP779OQllYJoZCFPn0sIJcXw9vbGwxDAHIAHATg/Aczm3ireN2S18SrJTY2lpycnMjKyspoy642/ap8/X6v4S1cuPAPjV6I9MYs3t7e1KNHDyosLDScA3766ac1uiIMGDCAPDw8KCIiguzt7UkkElFISEg17e+3SW+///77586fmJhIPXv2JDc3N/L19a0xke/169epWbNmxOfzSSaT0ejRow1rKysro9mzZ1Pjxo3Jzs6OPD09DX5nhw4dolmzZlXbasvJyaGwsDCaPn06ffrpp6RUKqm4uJhCQkKIzWYTADIzMyMnJyfy9fUla2trOr5iBVFAgP4TEkIUEkKjnJ0pNjDQ8N3o07WrXhvctOmF9/9t5OLFizRu3Li/ZAVbUrKXCgs96OFDD7pxw54ePapPQ4fa0LVrbYgohLKzu1D//vZ08WIbUqu7U0lJN0pMDKL7990pN1ffRq8trnvJV2XidcN63YLXxKuladOm2L9/P/h8PpYuXYqVK1fWut+jR49ARGjQoAFu375tqIuIiMDy5csxffp0zJkzB/ScTYRWrVohJiYGfD4fbdu2RZMmTXDs2DFERUWhY8eOSE1NNbS1tLTE3r17MXPmTOzduxft27dH586dERUVBS8vL+zatcvQ1snJCYcOHcKCBQuwePFidOvWDY8fP642v7u7Ow4fPowZM2bg8ePH6NevH6KioozatGzZEjdv3sSePXvA5/Px/fffo2HDhjh37hxYLBaSkpLA4XDAYrFgZmZmSLjbo0cP5Obm4saNG0bj2djY4PPPP0dKSgrYbDYWL14MkUiEo0ePYsyYMTAzM0N5eTnS09ORkZGB6B9/RLfjxwEioAbttUa4XMDGBtiwAYiOrl2ft4TAwEC4uLhgx44df7qvRKKAubkEDRo0QJMmTWFlZQWVSoWEhETExT3A4cOP0bixGdq1swKHw4JEwoG7uwiOjo7IzMx49nfMA/DkZV+WideMSfD9B/Hz88POnTvB4XDw5ZdfYuPGjbXq5+DggCdPnsDGxgZ+fn44duyYoa5Pnz44dOgQDhw4gCFDhqCysrLGMaRSKQ4cOICRI0ciNDQUx48fR3R0NDw9PREUFIQ9e/YYtQ8LC0N0dDSKi4uRkJCAadOmgc1mY8yYMejZsyfy8vIMbQcOHIjr169DLpejU6dOmDdvHnQ6XbU1mJubY+7cuejbty9Gjx6NgQMHGgldAOjVqxdOnjyJjh07Ij8/HyEhIejUqRMmTZoEX19fcDgcFBcXGwQfh8PB6NGjsXnzZmg0GqOx6tevj/HjxyMjIwMKhQJr1qxBZWUlnjx5Ah8fH9SvXx8ikQhZWVmY2aYNEq9dQ/mzLPe1hssFzMz0wu9fdHrBMAzGjRuHixcv4t69e3+ydymqHnEcDhtWVlaQSqXw9GwABwd7ZGVVoLw8A6WlZUa9pFIpOBwuCgoKnvUvfRmXYuINwiT4/qO0b98e3333HVgsFmbNmoXvv/++Vv3EYjESExPh7e2Nvn37YvXq1YY6Hx8fXLhwAdnZ2ejUqRMyMzOfO860adOwa9cubNu2DUOGDMGSJUuwcOFCfP755xgzZoyR4HRwcMCJEyfwwQcfYNu2bQgODkbHjh0RFRWFxo0bG2l/YrEYGzZswM6dO3H8+HH4+fnh0qVLRnPfuHEDfn5+mD59Oq5evQqBQIB27dph1qxZUKlUhna2trZwc3NDamoqPvjgA9y9excdOnRATk4O/P39UVRUBEtLS0P7Fi1awMHBAUePHq12vW3btkVISAjKysqQnJyMPXv24OTJk7hy5QoePXqEffv2IXToUCzy9EShSoULFy7g8pUrKCkpMYyRUFaG8XfvYvDNm1iRlATV74W6TAbEx+s//yKkUinGjx+PFStWPPeFqmZkALTVSlksBubm5vD0tAeLZYWMjHSjeoYBHB0dkJmZCSItAOnfWr+JNw+T4PsPExwcjPXr14PFYiEiIsJIgLwIFouF69evo3v37vj4448xdepUQ521tTXOnDmD+vXro1OnTrh+/fpzx2nTpg1iYmKg0+nQtm1buLi4ICoqCgkJCQgICKj2hj9x4kScPXsWjx8/RlpaGqZPnw4ANWp//v7+uHr1Kt59912EhoZi7NixKC0tRVlZGR4/fgwfHx8AeuG2bds27Nq1C1FRUWjZsiX2798PAPjxxx8RExMDoVCIb775BvHx8ejWrRtOnTqFo0ePIkguh2j9eqB7dyAgAGjXDp9euoT8hQtRUoPw6d+/Pzw8PCCRSHD16lX873//M/otPu7aFUxGBhq0aIFWrVpBo1YjJiYG0dHRUFZW4kJ+Pr5o0ADf+vggs7ISe37/YsEw+s/Bg7X6Hd8m/Pz80LhxY2zZsuVP9JIDYBuVWFhwkZWlBAB06GCFhAQtrlwpRmFhMRQKDZKS9NqfVCoDm82GQlEIoOFLuQYTbw7suXPnzn3dizDx+mjYsCHs7e1x6tQpnDp1Cq6urmjUqFGt+g4ePBgFBQVYs2YNbt++jUGDBgHQC8bevXujtLQUERERqFOnDry9vWscQyAQYNCgQSgpKUFERAQkEgnWr1+PJ0+e4PPPPwePx0OrVq0M7S0tLREWFob8/Hxs3rwZ/fr1g7m5Oc6fP48tW7bA0dHRMBfDMGjfvj3effdd7N69G19//TVKS0thZWWFzp07G63D2dkZI0eOBJvNxoIFC3Dw4EFcvHgRGRkZ8PPzg6urK8RiMQYNGoSB3t7o8OOPCH78GHkXL0Kp00FmZweGxwNXo4FzejrU27ZBnJoKeHsDUqlhPS1btsS5c+cgl8vx008/QSKRwNXVFQBgl54OwbVrSHj6FDKZDI0aNoStrS1y8/JwoqAAzSor4S0Ww0omgwWXi4NPn6KnnZ3xDSUC1GqgT59a/YZvE97e3tiyZQucnZ1hb29fix4OAPYB0AHgAABkMg62bk3H7t2ZkEo56N/fAYcOFWLz5ieIiVGgbl0zuLmZgWEALpeDwsIMyGTfgGFE/+CVmXjlvGbjGhNvCJs3byZbW1uys7N7blDo57FixYoaff2Ifo30MnPmzD8MmVYVUqx///6kUCjo9OnT5OnpSf37968xkemtW7fI19eXWrduTYsXL6Y6deqQWCymnj17VrP8JNL79NnY2DzXorMKhUJhSEFkZmZGAQEBv/rtxcQQtW5N1KYN5fj60jmRiI6xWHRGIKCM5s2JQkJIHRxMsQ4OVOHjQxQURPS77PElJSU0duxY2r59O7333nt07do1fcX+/UQtWlB5p04U6+xMGc2bk65HDyrv1In6SaX0DYtFRwA6xjB0qUED6mtnV93Cs2NHot8kF/63ERsbSyNGjKiWkPj5bKLf+vHV9NHpQujuXTnl5/v/rtyPzpxpSTExMS//Qky8VkxbnSYAAO+//z4+//xzaLVahIeH48yZM7Xu+9FHH2Hfvn24ffs2PDw8UFr6qzFAnz59cOTIERw6dAiDBw9+4RlNQEAAYmJiUF5ejrZt28LCwgKXLl2CSqWCv7+/wf+tiiZNmuDSpUto164d1q1bh9GjRyMwMBBRUVHw9vautnUbFhaGTp06oW7dumjfvj2+/vrrGo1fkpKSUF5ejnr16kGr1eLq1asYPnw46NYtYOpUvU+dlRVsbG0R1KEDvBs3ho4Isbdu4eJPP6GkuBgOTk5ILisDqdXAuHFAWpphfIlEgtDQUCxZsgR+fn5YsWIFHjx4AAgEAIsFNpsNGxsbJCQk4Ny5c4iOjoZCoUDRs7USEa7Hx6MiNxcJiYnGVrSE7jOgAAAgAElEQVQ6HSD692onTZs2hZ+fHzZt2lTLHr0AmAFQPLcFw+g1/vT0dOh0VfeyEgxDqFPnE+zevfu5lsom3k5MW50mDPj5+UGj0eDy5cs4cuQIWrRoAblcXqu+np6e6N69O9asWYN169Zh2LBhEIvFAPTnaAMHDsTWrVvx3XffITg4GBKJpMZxhEIhhgwZgtzcXMyYMQMymQzLly9HRUUFIiIiUFxcjHbt2oF55qjNYrHQpUsXtGrVCitWrACXy8XYsWNx6dIlHDx4ENeuXUPnzp1hZmaG5ORkXL9+Hdu3b4e3tzeWLVuGHTt2oGnTpnBwcDCsgYjg4uICb29vaDQayGQyJMXHI3j/fojMzMCxsDC0ZRgGMpkMrq6uICLk5eYiLS0NFc8EPF8mg1CtBu7fB545y5eXl2PgwIG4c+cOzp07h6KiImzatAnpDx7ANS4OD1JTUVBQAIFAAPUzC9ErOh2yATTkcMDl8XCMCI24XEjz85H0+DGUKhWsLC3BKikBWrUCgoL+1G//NtG4cWNs374dVlZWRgEDakYEoCmAw9BvefJrbMXnC1BUVAgigkjEAlAIYC5sbXvjzJkzkMlktZjLxNuCKXKLiWrMmjUL3377LbhcLvbu3Ys2bdrUum9mZiZ8fHygVCoRHR2Npk2bGuo0Gg3GjBmDq1evYtu2bUZndzURFRWFDz/8EE2bNsWWLVsQFxeH0aNHo06dOoiMjKx2zlNZWYkpU6bgxx9/RHh4OH766SdER0dDIpFg2bJl4HA4KCwsxNixYwEAKpUKc+fOxc6dO9GrVy8sXrwYgt+5Efzwww9gGAaDHB1RMmYMksvLYWVpCUdHR3A4nGprVqnViLt/H5lPnwJEEAgE8G/TBoLiYmD3buTJZAgPD8f58+dRWFho1JfDMLhTty4sxWIUKpUoLy+HVqtFaVkZFpaWIkgqxdXycigANOJwEEwEuYMDWCwW0tLSoNNqUd/cHLaHDkEcEFDr3+xt5MGDB1i4cCFWr14NmUxWix63AEwGUAa9tWf1SDilpUXIyXkAudwdLNYXALoCAH7++Wfs3LkTK1asMLxwmXi7MQk+EzUydepU7Ny5EzweDwcOHHhhOLLfo1Ao4OPjg6ysLBw4cKBayK/Fixdjw4YN+PLLLzF06NAXjpWTk4Nhw4YhJycHW7duRb169fDBBx/g6tWrWLp0KXr27Fmtz8mTJzF16lS4ubmhc+fO+Oqrr1BRUQE7Ozts2LABnTp1Mmp///59TJw4ETk5OVi0aBFCQkIMdT/++CMSEhIw8d494N49qKVSpKeno6iwEI5OTojIyECwrS3O5+ejQK1Ga3NzjJfLoaqowN27d5Gfnw8Ww8DT0hLZAQEIPn8eCoUCDMNAq9Wb2jMMA4lEgl69esH+wgWMLS0F2dmhuLgYMpkMiQkJkEqlKCkpMWzNstlsCIRCsFgsmMtk8PT0RFZiIu5nZiJEqYTM3BxNmzYFj8eDVqvF9OnTEVRbLbCyEoiJAdLTgZISvZuEkxPQtq1+O/YNYevWrUhPT8eMGTNqKZByARwB8AP0vnla6A3btdAbv/Bw9qw5Kit7ICRknKEXEWHy5MkYOnQo/Pz8Xv6FmHj1vKazRRNvAeHh4WRnZ0dyuZxu3779p/pqtVpq0aIFcbncGnPeHTp0iNzc3Gpl9FKVuFYulxuCQUdGRpKrq6shgv/p06dp6dKlhj7FxcUUGhpK7u7utHr1aurUqRNxOByys7OrlvGhao6akt5ev36dFn36KVHLlkTduxuMSEo7dqT77u7URyym0Q4OlPvOO1TSrRt94uZGkU2aUHH79pTerBlds7OjowxDJwC6BJBQICBHR0fy9vYmFotlCFkmEAiIxWJRcJs2dEsmo7g6dSi3TRs6IxBQtLk5ZTRvTpetrOgoQCe5XDpnZkbRFhaU1rQpXbayoltOTqTy8SHd0aM0dOhQw9gikYgaNGhA6enpRET07bffPj/9UXo60apVRIGBvwbFbtny1+DY7doRrV5N9IKg5K8SlUpF48eP/wvpnFREdJGIthHRatJnYz9FRGWUnp5OQ4cOrZZt4/Lly/TRRx/VmLTYxNuHSeMz8Vx0Oh1GjBiBs2fPQigU4tixY2jY8M/5NPXq1QsnTpzApEmTsGzZMqO6e/fuYciQIWjYsCG2bdtWbZvx95w6dQoTJ05E69atsWnTJqSlpWH48OFQKpUgIrBYLOzduxdubm6GPnv37sW8zz9Hd7EYbQoLocnKArRaSJyc0HbmTEgHDDC4GwB6DXPSpEm4fv06pkyZguDgYGybOxfzEhOBZ1FaqiAAw37+Ga11OjRWKsHj8ZAmEGBXYSHmWVtDrdGgorwcZeXlYADYarXowOGgjosLli1bhj179mDXrl1gsVjg8XjgcDioqKhAZwsLrGMYPC0uRoFSiYDAQKSnpcHJ2RlXr16FRq0Gn8+Hg4MDpFIpdBoN1GlpiKlTB8qPP0boe+/hq6++wg8//ICMjAxotVrI5XIsXrwYY8eOBYfDMUS4MRAdDUREACoVYGEB8Gs4C1MqgcJCgMcDlizRa4CvmaSkJMyePRsrVqwwRNH5u6xduxZCoRCjRo0ylBERJk2ahLCwsD/cojfx5mOy6jTxXFgsFiIjIxEQEIDKykr06tWrxhiYL+Lw4cMYN24cVq1ahf79+xvVNW7cGOfPn0deXh46duz4wkgvANC1a1dcuHABGRkZCAgIgEqlwtmzZ6FQKBAXF4eCggKsW7fu1w6lpRiYn49YGxuEPXoE56dPESiXw0MigSw1FUnjxiGvRQtg/nzg2dy2trbYvXs3Vq5ciQ0bNmDEiBFIT0mpcT0atRo6Ioi0WihKS5FfUICyzEzkVlQgIyMDxUVF4AsE8KhXD1KZDHXlcgwfOhTp6eno1asXfvjhB+h0Omi1WlRWVqKkpARqtRr5cjlGl5VBV1kJJy4XZUVFUKpUkEokEItE4AsEUKlUsLCwQGl6OhxYLCS1aIFpOTn4cMIE+Pj4IC0tDXXq1IG7uzs2b94MFouFgQMHoqioCCUlJejRoweUSr0jNy5eBD7+WC/s7OyMhF5GRQUm3buHAb/8gqNFRb/WT578RsQFdXNzQ0hICFatWvXSLC+HDBmCM2fOIDc311DGMAyGDBmCXbt2mSw8/wWYND4Tf4hWq0WfPn1w8+ZNSCQSnDp1CnXr1v1TYyxfvhwRERFo3rw5Ll++DBbr13cujUaDsWPH4sqVK4iMjPzDcxSdTofp06dj7969CAoKQnR0tMHAQyAQICoqCk0dHPSpeh4/BllZ4VZcHKRSKZ6kpMDaygoSqRQJCQlgtFq4isVw8fYGb+NG3KysxLJly9CsWTN4eXlh48aNuHnsGKJtbODcvDnAMCgqKkJeXh5KSkowNz8fvhoNmj07e3sM4EeGwTQ+H1KZDFaWlhAIBCgsKAA7NxetWSyUlD4/9iOPxzOETXNjs/GBRIJ3GQYWEgnqODjgblwcZFIp2KWlYLRaFMtkuFO3LoI3bYJj69YoLy8HEcHS0hJCoRBt2rTB3r17UVlZCXt7exQXFxse3F5eXrh37BgwdKjeReNZuqnfsio5GWZsNkb//vcuK9OfBe7aBbi41OZP4B9Do9Hg008/RZcuXRAcHPxSxty2bRsKCwvx0UcfGcqICBMnTsSIESP+1Jm3iTcPk+AzUStUKhXeffddxMXFwdzcHKdOnTJyAagN//vf/zBkyBA4OTnhzp07hrx+VXz99ddYt24d5s+fj/fee+8Pxzt27BgmTpwINzc3BAQE4O7du4iKioK7tTViPDwgLCwEbGxQVlaG965dw5zmzdGAx8Ot27ehUirh4eGBJ0+eoLi4GBYsFtzc3VH0zTfoMXEiGIZBeXk5srOzQRoNogQCMDod2BIJOBwOVCoVFCUl+EarhRmHg1CGgYDNxg9aLeQMg2A+H2YiEcrKysBms2EJ4JeyMiyqVw/+/v746aefUFxcjJycnOdeH5vNBsMwEGo0mNGyJdqbmUF54wa8uFyIeDywra2RlpODvPx82FhaItnKCguSk3FFp4NKp4NMJkNGRgZEIhF27NiBsWPHgmEYEBGUSiV0Oh1WOTpiqEAAS0/PGg1EZj58iHZWVnjHxqb6ArOygIEDgU8++cPf6p8mLS0Nn332GZYtW1bLqC4vpqysDOHh4Vi4cKGRG0NMTAwOHTqEr7/+2mTh+RZj2uo0USt4PB4OHToEV1dXFBcXo0ePHi98aNdEnz59EBMTg6ysLMjlcmRlZRnVf/LJJ1i5ciXmzJmDzz//vEbn8t8SEhKC6OhoaLVanDx5EgsXLkRBQQF2N2uGzGvXkPfswVRUXAwejwdA7yfY2s8PTk5OePDgAaRSKeo3aIAiAImPHiG1f388SUpCcnIyMjIyoNFooAWwnQgSnQ4F+fkoyM+HSqWClbU1pFIpAi0tsZNh8I1GAyeRCMESCcxEIihKSmBubo7KigpUlJRgH5+Phw8fYufOncjKykJOTg5YLBa6d+9e40O0bdu2cHBwgALAU4aB9N49mJWX415xMaJycxEVH490lQp5AB4WFECalITlRPhOp4MDjwcbGxuEh4dDo9FApVLByckJEyZMQHp6OrRaLSpyc9GXw0FcVhaio6ORkpJitI33+cOHuKNQYENKCgb88gsyKiqMF2hpCRw6pNf+XjPOzs4YOHAgVqxY8Yd/N7VBJBKhX79+2Lp1q1F527ZtUV5ejtjY2L89h4nXh0nwmag1QqEQJ06cgKOjIwoKCtC9e/dnqVtqT8uWLREXFwedTgcPDw+jvH4A0LNnTxw5cgRHjx7FoEGD/jAav5OTE6KiohAQEIDg4GAcWL8eHqmpsPf2xtOnT/E4KQlFhYUGwVeFnZ0d3NzckJWVhYSEBFiYm6NSKISsvBwtiaqlFjqkUsHa1hb13NzA4XCgVqmg02ohEothq1Zjrp0d5opEmOLqCrOqeiJkpKfD0swMPv7+cA8LAxGhoqICCoU+kohIJMLs2bNxsIbA0mlpacjLy0N3oRBfFBfD3Noa2QDKGAZ8Ph8cDge2trbg8/kgALk6HTK0WtQD8K1KBc3Tpzh48CBsbGwwZ84c5OfnY+fOnWjXrh2+++47cKOj4Whjg4AOHSCXy5GSmooLFy8iMTERWq0WX3p6wkssxgcuLtjXogUcf58FnsfTG8P8Lqfh66Jnz55gGAaHDx9+KeP16NEDjx8/1kfVeQbDMBg8eLDprO8txyT4TPwpxGIxTpw4AWtra+Tm5qJ79+4oLi7+U2PUrVsXSUlJsLKyQuvWrXH8+HGjei8vL1y4cAH5+fkICgr6Q6MXFouF5cuXY9myZbgxbx6Sk5MhEInQyMsLIEJWVha0Oh1uZmZiWEwMup47h5mxsVAToVmzZqjr7IySkhK9XxyXi8G/eaBxOBwIhUIUsdk4JJVCWl6Oxl5ekEqlKK+oQF5uLjgcDnhcLjQaDVJTU5Gbl4eioiII+Hz4+/lBpFRi3KNHAJdb7WxUJBKhZ8+eGDBgQLXrSk5OhnN5OeYolShhGDzKyACgP2vSaDRgsVjIy8sDh8s1WMRKxGJ4BQWhXePGWEmEsSNGwMnJCZmZmSgqKkJOTg4SEhLw4Ycf4ttp0/A4ORkPHj6EWq2GXC6HvZ0dMjIzcf7CBcTFxUH7R9oTwwAJCS9u84pgsViYPHky9u3bh7TfhIj7q/B4PISGhiIyMtJIyAUEBKC0tLTaS5uJtweT4DPxp7GwsMDJkydhbm6O7Oxs9OjRwyg+Z22QSqVITExEo0aN0KdPH2NrTOizMJw+fRqNGjVCp06d8PPPP//hmH369MFcT0/kqVSIjolBWloaFM/WVVhYiPM5OZjj4YHdbduiUibDQz4fxcXFKCouBsMwKC4qQjGLhcF168JBIDAY4CiVSmg0GnzH54MJDkZFcjKa+vigXWAgCEB+fj6epKSgvKwM+fn5YLNYMLewgKONDSqePIHLggXYVVqKlStXIjU11bCtKZVK0bp1axQUFBi25zgcDng8HsRiMUQiEcYC0Op0uJOQgIrycsO1arRaVCqVqKyoQGVFBYRmZoZIMjdu3EBCYSE8uVwkfP89pFIpiAg6nQ4ajQZqtRoikQiuVlZgPTuvLCwqQkZGBrKys6GsrISyshKPk5KQlJxsCL9WI2y23sn9DcHOzg5hYWFYvnx5Na39r9CxY0coFArcuHHDUMZisTB48GDs3LnTpPW9pZgEn4m/hK2tLY4dOwahUIiMjAy8++67fzJJKAz+ZF27dsVHH32EadOmVavfsmULRo0ahcGDB2PHjh01jkNESEpKwuH//Q9FiYlgmZmBiPDo4UNUVlaiYcOGqGNri45iMSpyc5F47x7Mc3Nx5u5dpGdkQCqVonHjxvD19YXMwgJpT5+iiZOTQbOqEkpxDx/C6fvvEeXggMzbt5F05Qo+ZRi4QW9ZWPUI5Gm1ECkUKHzyBLNKSiD79FNU/OZ8rOphWVlZiRMnTkCn0xnmqBJMpaWlkJaXI5BhUMRi6dv85iHLPPsIhUJYPrMcFUskqKishIDPR1FREcDnY6qNDe7fv2/op9PpDFafLIkEOq0WZaWlKCwsRFFhIcrKyqBWqw1rZACkp6c//8VGq33jgmJ37doVUqnUkFfx78BisTB8+HBs3brV6OwwMDAQJSUluHv37t+ew8SrxxSk2sRfRiaToVu3bti9ezfy8/Nx+vRpDBgwoMYYls+DYRgMHToU2dnZWLduHe7cuYOBAwcatWnbti3q1auHzz77DNnZ2ejQoQMePHiAzZs34+TJk9iyZQtu3rwJMZeLFnfuwMHTE+5ubhCamSHlyROwWCxcYxj0dHND+t27KC0tRZJajVIiNNDpUFZejvyCAuTl50Or1UJIhK05Ocj+3du8VqsFGAaFDRrgqrk5Up4+RQOlEjKGgaOFBdhKJcyIoGWzoXrvPYxOT8dtPh8lCgVEIhHYbDaIyCBUuFwu3NzcUFJSAolEAnd3d3To0AF8Ph9CoRD91Wp0kEggtLEBn8+HVqOBRqsFwzBwd3cHy8ICJzgcnGIYXAYgrFMHcrUa5hYWqOfhgeyiIjQSClHSsiWuPnpkdC0FBQVg0tPRUqWCggg8LhcsNhscNhsMiwUigpmZGWJ1OjSpUwd4+hQSqRT8352VQqEAevQAvLxq/4fzD8MwDHx8fLBq1Sr4+PjA0tLyb43n6OiIixcvgsPhGHInMgwDkUiEw4cPV8vtaOLNx+TOYKJmtCog/2egPANQFwNcKWDmCFi1BtjGD7/79++jV69e0Ol08PT0xJEjR/6U8Kti6dKlmDFjBlq0aIFLly4ZthqJCE+ePMHx48exYMEC8Hg8+Pn54cqVKxCLxfD09ERQUBAae3mh0/TpKBeLkZKWBjMzM+Tk5kKpVGJRWRmmeXpC9egRNGo1onQ6FAIYyOVCJpOBw+GAoE+MKygtRZ/ycjyorKzRQlAkEqGyshJarRbujo4wz86Gh709snNykKNU4hEAYrMNsTir4HA40Gg0BpeC35aLxWKYmZmBzWbD1tYWXl5eaL9jBxqy2WBbWOitOxUKPH78GAzDgGGzsVGng49Egult2kCjUuF+YSEsS0uRlJQEyTPtz0KpxHw2G0dq2PbzqlMHB5RKKPh8KNVqQ/xQZWUlNBoN2Gw2vlUq0UooRGdLSxCAevXqQVqVWUOrBfLzgZMn9Raebxjnz5/H/v378c0331QzbvqzxMXFYdmyZVi/fr1hLK1Wi3HjxmHixInPTbRs4s3EJPhMGFOZA6QfAZ7sBDSlAGmg3/AigOEAHBFQdxDg3BsQ/pr9OzY2Fv369QPDMPD29sbBgweNnNRry/79+xEaGgp7e3ssXboU8fHxuHfvHqRSKby9veHi4oKvvvoKJSUlKC0thUAgQFFREUpLS+Hp6Ynrnp6ofPQI1x49gkarNQiYFVotumk08BaJIBaLcSAvDyVsNt7VaqHVasHmcGBXpw50SiVUBQUYZmeH5KysGs+JGIYxXFtwcDDOnDmDhw8fon3btnDNyUEAlwtzrRaVGg2e6nS4yDCIZ7Oh1elgY2ODyspKKBQKg1Dl8XgGY5Wq8dlsNvYxDFzEYuSVl6OishIshjGsJ5vHw3aVCpMBcFks8LhcMCyWQStkMQwEAgGsVCosBnBMKETJ787iWCwW1kileIfDQT6bDTaLhZKSEtjZ2UGhUEBRWgq1SgWRSIRmzZpBp9Mh8fFjuLu7QyaVAjk5QJcuwIIFf/p3fhUQERYtWgR7e3uMGDHib4/3xRdfoEmTJuj1LL0UAJw7dw7nzp3DV1999bfHN/HqMG11mviV/OvAz+/rNT22EOCZ6zU9rkT/L0cMkA7IvwKkHQSkDQGR3rnX3t4evr6+2LdvH3JycnD58mWDIPwjiAgpKSmIjo7GgwcPwDAM7ty5g+PHj2PYsGEICgqCnZ0dsrKycPnyZfB4PBQWFiIlJQUikQjm5uYYMWIEvv/+e3AtLMA+dw7phYXQarXgcjhQVlbiKhE8AEh1OoAIaRwOtFwuAm1swGazoSNCQX4+BGVluOLoCE7HjqhXrx4ePnxopJ1VaWtVn8TERJizWGiVlITBt26hh0aDBhoNGgiFaMjlwkelQk8AQc+c37PNzJBXUAALCwtUVlaiTp06KCsrM5y9cblcsJ6d6c1q0gT1bG1haWcHmUyGivJyVD4LM5ai1SIXQMtn90/7rD+PzwcDvTZiZW2NulZWkPXujdOpqQYXit/e9wyNBiEaDXgiEYpLS+FRvz6KiopQv0EDZDzz93NydoaDvT34fD5EYjEeP34MEZcLvk4HzJoF1OTc/gZQteW5bt06eHp6wuZvrtPFxQVr1qxB165dDVqfi4uLIT6sra3ty1i2iVeASfCZ0JP3M3BjAsAWADxLgMWtuR2L86sAzDjyTPjpTfSdnZ3h4+ODgwcPIisrCzdu3EDv3r2rCT8iQmpqKqKjo3Hw4EGsX78e165dMxhdNG7cGPXr18elS5fwv//9DwDA5/OhVCoxefJkvP/++xg3bhx++ukn3LlzBwMGDMCSJUvA5XIBJycwe/Ygv7AQivJy8J8Ff/YlgjkAPo+HSqUSDXg8yJVKNPLyQnl5OQoLC8HncmErEuHjoiKcj41FXFyckdDjcrnVrPjsibBRq4XTw4eo0OlQBH3GN4VaDYVWizIWC6VEsALQWauFs0KBm2IxCktL4ezsjEWLFiE1NdXgslEVbFulUqGFSgUmORmJGRnIysoyCD0AUAL4BUBrAGyGMdxjjVoNc3NzmJmZoaSkBJqSEmwvKkLrQYMQGxsLtVpttH6dtTXy1Wq0LCqCW6NGKCkrg7WVFaytrJD59CnUajWaN2sGNptt+B3EAgHyHz5EzogRsO7Xr9Z/Yq8DgUAAe3t7rF+/Hl26dPlLW/BVmJubIyUlBampqfDx8QGg15qFQiGOHz+Ojh07vqxlm/iHMQm+fyHnzp3Dhg0b0KVLl9p1KM8Afh6jF3occe36sHgAGODpScCus147BODq6or69evjyJEjyMzMxJ07dxASEoK0tDTExMTgwIED2LBhA3766Sfk5eUZMpgXFxfjyZMnYBjG4N83bdo0HD58GFeuXEFxcTHu3LmDsLAwQ2b3wMBAeHh4IDIyEtnZ2QgKCgLD5QJsNpQnT6JIrUZDLy/kZGdDo9GAz+PBzc3NEJy5sqICmZmZKHuWXNZGp0O8kxM25OXVaKZORPqzwGfani2ASAAWAHIA/HZTlACsJYIDl4u6UilKNRqouFx4aDSoX1mJ0wyDnXv24P79+7hz5w6ys7MNc1SdDZYzDN7RaKDm8/UCRyQyWIdasNm4Q4QSFguuXC4IQIFAABuBAMVFRSgrLwdbo4GzoyOyRo7ED3v2oE6dOoZ5qigrK8NttRrmTk5wT00FT6eDs5sbGKUSmtJSSIRC1KlTR++2oNMB+fngq9Wo+PBDeH/xBY4eOwaJRAJLS0tIqs7+3jCcnJyQkJCAe/fu/e3MCu7u7li9ejU6duwI4TOHfhcXF+zevRseHh5/W6s08WownfH9Czl37hxOnfo/e2ceHlV59v/POXNmn0wmy2TfAwk7yKJA2GTfBASlrkVR0bq0WkXRqrW+1vW1olXqVioiuACCSAVxAaUqi8gOCUkIAbInk8ns6zm/P2YyJSXYutvfm891cSmTc848mTnMPfdz3/f3+z6PP/74f3ZC6VORmp4u7d8f+6/4GiB7DvS+K/aQoig8//zz3HfffZEtt6Qk+vXrh9lsRqVSYbfbqaysRJZldDodhYWF/OpXv2LkyJFnZIcej4ecnBxaWlrIycnh97//fQe7GICyrVv56xVXUBwXxwUTJhDQ67F98AFJNTW44+Ior6pCJYqkp6cjRMWsRVFEkWXCsoxOo6FHYiLHNBqmnTqF+2uGtlUqFQkJCeTm5PBITQ3mxkZaomuWowHRZDJRVFREakoKra2ttLa2UllZGduOTAdeB54ShJhRbGe1RL1azSaVCkGW8SgKCpFxB0mSSE9Pp8blYo3LRaNWi9vtppcsM1kQ0Ot0pKSk4K+uZhnwVkoK9957L9u2bWPVqlVnPE9ubi4bNmzgofPOY6EsM0AQUIki/mAQUaVCLYpgMkFSUqSmd9VVMGAAl156KWvWrCE9PZ2UlBSKiop49tlnSUhI+E/vnh8Nt9vNzTffzG9+8xsGDBjwna718ssvEwwG+dWv/mlWu3nzZrZt28b//M//fNeldvEj8O3z/i7+/yDkhZNrItub3wZNIkrNO9QYZ7L/8DF27NjBzp078fv9ZGZmUlZWRm1tLUlJSVxwwQWRrkCzmWPHjjF69GgsFgubN2/m+eef59xzz0Wn0+H3+3E6nTgcDhYvXoxWqyUuLo4TJ06wcOFCmpqacDmdWCoq6HvgAPl1dVwnyzgbGjhRUYE1IYFkjQaDLEHSp3UAACAASURBVGNqaUHQ6/FaLOTk5WFraUEA5HAYFIWixEScra1sam3lsYQErDk5uKOZpyAIyLIca113u92Ew2Gam5spdLtJDoWoURRSU1PJysyktLQUl9uN1+vlyJEj1NfX43A48Ho8kRpe9CWzCQK/EEVeDIdxBwJnHYL2hUL83WplgdtNs1qNKS6O+vp6/IEACVHxgIsVBbxeMrOzI18aBIG62lpqq6tJEkU2CELMY/BsxAkC/xg8mLvCYRKTktjV1kZhfDyKy4XZYEDdLlUmSVBXF/MlvPnmm9m3bx/Hjx9HURRGjRr1s836jEYjv/71r3n66ad59tlnMX6H2cO5c+dyww03MGvWrJgg9tixY3nzzTcpLS2lR48e39eyu/iB6Mr4/stpbm7mxRdf5NChQ7EPn+7du/P+++/To0cPNm/ejNFo5MYbb2TQoEEAfPjhh6xZs4bm5mbiJQcX9T7O5BFFABw45uDJt45xwbBU1v6jHlGAG2flIakEXtpwAocnxKwRacwYloDN1spXpQ28va2Bzyu1tHh0JCUlMWXKFM455xwKCgrYtm0bf/7znxFFkYkTJ3L11VfT1taGw+GIBTen08kbb7wRq5soioLZbMZsNuP3+zl16hQnTpyguroap9PJ4IEDeXvcOKwbNyJqNKhSUhAlCRSF/fv302KzUVxUxPHSUnK1WnThMIbUVLQWC4f37ycQCKAIAigKX2k0/C0QYCcgRN0QkpKScLlceDwejEYjhYWF1NfX07t3bwKBAF988QX/Ew4zlsgWp06nIxQMIqnVHYb4nwFmqVQUq9Vk5+RQUV4OgsCwYcPwHj/OfU4nfzuL6kn76IME/FkQON9kIqVvX7bv2EE4HEYb9czLyMwkxWqlprYWvV5P1bFjmHQ6cvV67vf7edXl+lrRZosg8JIokhMOI6alMWjwYP6xbVvEvghITEigpN1wVlHAZgOdDl56iUB2NmPHjqWxsZGGhgbuuece7rrrrrM+18+BJUuWEAgEuPXWW7/Tdd58802qq6u58847Y49t2rSJ7du301U9+vnTlfH9FyPLMn/4wx/o378/v/3tbxFFkYqKCurq6jh69Cjjxo1j5cqVbNq0iWeeeYZXXnklVlO7//77SUtL49C7i/j947vonp9JYWbkW3CrM0gwLPPKov58tLuZP79dRY9sLbdM1VN1qoUnVu1DdEgkmSW8HonLRpmYNakPWxsG80lU5Nhut7N+/Xog0vRy5MgR3n77bWpqapg9ezZms5nMzEx69epFW1sbO3fu5MknnyQtLQ2tVttpN2h9fT3333cfScuW4a+oQDtsWKSm144g0Kt3b3Z/+SVfRdXzvYqCIRRiaGIiLwkCnygKgiThFgT2yDJ2nY7MwkLkI0cic2nR19ViscS2LQGGDRvGli1b8Pv9xAMTVCoaose3B7twOIwQ/X2bmpoQ/f6IkHVCArW1tSiKgiAI7N27F0vUa2+Fz0cgEOiQYarV6ljgCwF3KAr/63Qy+PPPURGtJQoCkiShEkVcLhdNTU0o4TC9MjMJO524r7uOT15/HdnhOGNusB2rxcITLhd54TCNokiaKHLq5En8fj+iKBKWZextbTxZUUGKTseVWVmR7U6bDW68Ec2KFUyZMoW6ujouvfRS5s2bh6IoLFq06Dvf2z8U8+fP55ZbbmHHjh3/1vfx65g5cybXX389FRUVdOvWDYDx48fz5ptvcvToUYqKir6vJXfxA9DV3PJfTFlZGe+//z4PPvggGo0GlUqF1WqlqqqK48ePc9tttyEIAjk5OSxbtowpU6ag1+vJzMwkLi4OQRBICXxBeekBRJWG4hwTja1+Pt1v4w9XFaNSiWQm63hyxR5K8uzIvhYE2cPhGoVEEyTHKRg0CknGEBWnnKz9whHzsDMYDKij4slpaWmxLcJTp07R1NSERqOhrq6OY8eOsWzZMnJycnC5XOzdu5fdu3ezZ88e9uzZw969e9m3bx/79++nqqqKYS4X08rLKW1tpbq2Fq1Gg8fjweV209TczJ49e3C6XLEP+lAoREgUCbndZHu9bD73XFaVl1MhCCTm5iLLMi1Rm6F2vF4vbreb+++/P9YUUVZWhi862J2lKMwSBPwqFQKRTlGj0Ygm2nnqdDpRq9VsVxSKAI3bTSAQwKDXk5ycjMfjQaXVorfb8V1xBeFwmDFjxqBSqWhoaIhpakKkazA+OZl3/X58isIAIs00YihEMBCg1WajrakJq0qFRZKo02pZbDZz/bvvMnHiRNLS0qipqTljmB5gZDjMPJWKOlmOdc222u2R5492fyqKwj6fj/TERPqbzZET9frIDJ8oMuzWW5k2bRq5ubmMGDGCe+65B7vdzujRo3/AO//bI0kShYWFLF68mLFjx8bEvb/NdbRaLRs2bIh1c4qiiEaj4f3332fMmDHf46q7+L7pyvj+i2lubiYlJSXWan46Fosl9v/t22Ltmcnu3bt5/fXXqampQWkrxW93kZf1z+aKOIOEKEYyLo0kYjDosRj9iGJUakul4A9GGjma2mRWbw/y5XEHx1urkCSJ+Ph4LBYLarU6lr0MGTKEUChEZWUlu3fvpq2tjaysLEpLS5EkCUmSOHr0aGx42+v1RjoZTaZIZhMdsF60axetwSAJyck0Nzezf/9+UlJTkaID4sFA4IytvWAoRIuiEG+zYd69G0EQMBgMaDSaSKb0L9lQe2flvffe2+ExiMyGXThpEuKHHxKWZRITE8nPy+PkqVPYWloQo5mbx+slCJy+Ep/PR31DA4oso5YkijMzKcrLo7SsjDVr1nT6Ho8aNYoPP/yQBx98kAcffJDlQAkwF8gUBBL0evoNG8Yxs5mXvV6WfPQR4aj255o1a7BYLB0aZywWC1dccQVHjx7l13v3Ym9sRFSr0RsMBAMBvF5vB91RURBwu1ycOHkSJTPzn5l4UhKsWoV6wQKIZt0DBw5k1apVzJ07l2Aw+LNt9OjduzejR49myZIlLFq06Fsbyk6cOJF169axd+/eWMPMhAkTWLVqFeXl5XTv3v37XHYX3yNdge+/mHZroHA43Gnw64xgMMjDDz/Mb3/7W8477zykmrd56P7b+LpKb1xcHGPGDMfRcoKamhq0WhmLRY9GE+Tdr7z0zFSRnlPAjro8jh8/jtPpxGazRebqos+p1+spKSlBp9NRUVFBTU0NOp2OWbNmcfvtt2O1WlFHrX0CgQA33ngjX375JdOmTePCCy+MbAUeOEBWRQWB+HhkRSErK4v5+/YxpL6earOZZkVhQEICA2w21soyJ4AsYA6gamsj3mJhrsfD6yoVLpeL0tLSTn9fTdTEVafTUVVV1SGQKorCho8+Ym60vd/W0oLX6yXFaiU9I4NTp05FGmeI6d3EkBUFkUhnqM/jIRAMsuqdd9i3f/9ZnQR27txJdnY2zc3NkdcS2Br9IwDjS0p46KGHWL58OevXr+fGm27i8OHDsaai1uggfzt2u51XX32VxTffTOH27bQkJpIoSdjtdgRRJCEhgYNNTawHmoHi6BcRj9vN7t27OWfgQFSiGPHis9lgyxaYMiV2/QEDBrB27Vpmz55NKBTikUceOfuN9RNyxRVXcOutt/Lpp59+6+xUkiSuvPJKli1bRv/+/REEAbVazZw5c3jjjTe47777vudVd/F90eXO8F9MUVERCQkJLFu2DF+0VnS6aWZntKv/x8fHo1Kp2F2bzJ5Kb2Qg/WtQiSLFRcUMGTIEQRTx+fxkZWUSb7GSZDGxry6RyspKGhsbMZlMDBs2jPHjxzNq1CiKi4uRZZnm5mb69etHWloaHo+Hffv2cfjwYR544AEuueQSrrjiChYuXMhTTz0Vc7h+9dVXueWWW7DZbPQ4cACTyURiUhLJyclkZGSQkZ5OhVrNDJeLPxUUsNftZrVGw0UJCdxOJEPbp1ZjNps5ZbeT4vNRGAp1WvPKy8uD6Dk2m43GxsZYNtD+xUKSJIKJiWRnZKCTJHKj55w4cYLmpiYMej2CKKLVaDoEvfacQiFSC9TKMp/X1HDo8OGYfmc77VtmkiQRDAapiw6SdyYE8MEHHzB8+HCef/557HY7y5cv5+OPP+bkyZMEg8FOtzidTiefPfccbqcTQRTRGwxkZ2dj0OtpaG7mTUFgiE7HPZLE5QMG0JSURLfu3QkEAuzYseOfQ/BqNWzdesb1e/fuzfr161m3bh233377195XPxUajYbbbruNl1566RubKZ/OiBEjUBSFzz77LPbYxIkTqayspLKy8vtYahc/AF2B778YURS5//77qa2tZf78+Vx11VVs27bta8/R6/Vcf/31PProo1x66aV88sVezhs8IKLL+R8QZ4ojPS2N1LRUGhoamdzbydYKE+hSGDduHJdccgkqlYr169ezcuVKNmzYgMlk4pprrmHRokVcc801XH311Wg0mtgH97p16ygrKyM/P5+BAwfSvXv32KC21+tl7969XHXVVchlZWdY4AiCwIJzziEvOZnKfftICwZJCQQwOJ1oBYFeKhUnQyG8Pl9Ey1JRyOlEQ9RoNHLnnXcybtw4gsEgCQkJ6PV6li9fTm5ubixQFhYWUuN08vLJk8QFAjgdDnRabaSOGXV6UGSZYDSD02o0qEQxtu0rCgIKYASWRd3Y21viT0et7qicUwhMEAQuUquZBAyk4z/eXr160bt3b7RabUzy7GwoioIcNQ8OBgI0NzdTV1eHz+fjlCAQVhT6+XzIoRC9BIHuRiOSSsV5Q4eiVqv54osvIu+PJIHd3ulzFBcXs379ejZu3Pi1oxQ/Jd27d2fq1Kk888wz39pXTxAErrrqKl599dVY1q7RaJgzZw6vv/7697ncLr5HusYZugD7Idh+VVSq7D9XsXe5Wmk6Wcr/bivGpuQwf/58xo0bhyiKMfPOTz75hE8//RSIdEsmJydTUlJCv379WLx4MeXl5TidTm666Sa6detGdXU15eXlrFq1CrVaTVFREWPGjGHUqFGUPPooekFANBhia7hm3z5uycujuyTx6aefsiocJhEYTeRD6YAkcVgQuMFoRCVJmD0eFrndvBs9v73jUaVSkZubi9PppKmpCUEQ0Ov1ke7GcLiDnx5Ab2ApkXEGSa1GidbVTvfMewa4Mi6O9ECAQCAQ+5kGiAMmAB46Yoyqs8iyjE4UuTApianNzfRWqQiEQoj8s25oA1YA74sibq2WwsJCTp48icvlQpIk/H5/bP6wnfYa6i1mM9d5vZyK1ikDgQAut5vdPh/bgWuix2dkZLBJrycnLo4rox6FBw4epKW5mcFFRcQNHQr/YiJ8OlVVVVxwwQWMHDmS55577lsJl/+QhEIh7rjjDqZMmcKkSZO+9XXuu+8+hg8fzpTotm8gEOC6667j97//PQUFBd/Xcrv4nujq6uwCdCmgMkHDhxHZMuE/qBfKQTRyG3GD7samPZf9+/dz6NAhtm7dSkZGBrm5ueTn5zNmzBguv/xyzjnnHBISEjh58iT79+9n7969+Hw+6urqkGWZ7du3M23aNK677jqmT5/OsGHDuPnmmxk5ciRarZbS0lLMW7ZgO3GCepstMhju9fJ+ayvnGI24o0Py2+12dIpCHqDTammSJOrDYfoDiiyjVxT+HgxyDDq0+RcWFjJ58mSqq6sZOnQoFRUVpKWlIQgCmZmZNDU1ddDqbBEESlQqchQFX7sFUVRnE0XBDXwmCIxRqdALAjq9ntycHAx6PXqnk5XAPzp5WQVBIC0tjUKdjp19+lDS0EC2xUKvkSPRJiVxrKEBhyzjBrTAeLWaS1QqThqNHLDbcTgcJCYmEgqF6Nu3L7/85S/5/PPPYxlgex21myQxLBTCHg7jcDgIBoOIgoBHUTggiow1GJBUKnr17MnKY8dI1ekYnJSEIAikpqYSDAZpqKjAU1hI4uzZZ71NEhISmD59Oo899hh79uxh+vTp37qZ5IdAFEV69erFn/70J0aMGBEbX/mm5OTksGTJEqZMmRJrxhJFka1btzJy5MjvedVdfFe6Al8XESx9IpZDjVsiXnwqHXT2AaXIEGiFkBOKbkLsNp8BAwYwcOBA9u7diyzLfPrpp3z44YcsWbKEdevWsWbNGrZt28axY8eQZTkma9Vet6qrq8Pv97N69Wr27t1LMBgkPz+f4uJicnNz6dOnDyNGjCCjvh6r3Y4lPR1N9AP8783NJNlsSC4XHq+Xo6KIXlHIjmZfNaEQbRoNFxcXo9NqcTQ08IZKdYbJrM1m48CBA5jNZsrLywkEAjidTqxWK+FwGKfTGavFDRw4kIbGRj4Jh7lAkkgiIkxNVLKslkg2eJ5KRU9FITk5mT59+1J25AgGpxPj+PEcmjWLf3zxxRkvbzgcJs7h4BVBINjYSE0wSP9zz8XpcnHo0CHCoRCiIGBNTqbN7UZvtdK/b18mer1sb26m0WjE5XLRs2dPJk2axOrVq2ONMUAsADaFQlyt06EymRBUqkjgE0UsKhWfh0KEQyFSQiG+dLnYoSgk+3wUR7tsAZKSkpC8Xn5TXk4wLS0mPtAZ8fHxzJw5kyeeeILt27czc+bMn1Xwi4+PRxAE3n77bcaNG/et1paYmMjRo0dpbGykd9SUNz8/n6VLl3LOOed06LLu4qena6uzi460fAmVS8G2K/J3URvJAJUwyFF3gISBUDgfkjsOAAcCAV5//XU2b95M7969OXjwICNHjuSyyy4jPj6+06ez2+1s27aNW265BbvdTjgcZvz48VitVux2O7169WLAgAH079+fvNZWhBtugJSUWFC+6quvOK+piV46HR6Ph41aLVqPh1+kpdHQ2MgeReEg8EtBwCDLBIxGPr7pJlavWUNTU1PMo6695ihJEqIo4vF4OtR92ptbZFkmPj4el8tFfHw8eXo9/+vzYWpuxkE0ABKp7RmMRgYOHMi+vXsJ22zESxKH0tKQHn6YZ158kc8///yM5hOLVstKWSY+GKSFSFNMYlISHo+H7OxsvF4v9fX19OndmyNHjqA3GHC7XBgEAbNKxVyvl6P80zOwveP3X59HFEVejItjcDCIkpREwO+npaUlomUaDvOuLGMDugNJycn0Sk1liMuF2WwmJycHwesFlYq/33QTt9x2G7/61a9YuHDh195a9fX1TJs2jR49erB8+fKf1banLMssWrSIkpKSDn5734Ta2lruuOMOXnjhhZh029q1aykrK/tZD/X/X6Qr8HXROe6TUPMuOI9C0AVqE8R1h8wLYjZEZ6OsrIynn36alJQULBYLO3fuZPbs2cyYMeOsTtgOh4MJEybgcDhoampiyJAhpKenk5aWhkqlor6+Hq/Hw+/37iVJkjCmpqLRaikrK6PVZotkaC4X7XMZOTk5ZGVns3v3blAUQqEQSeEwj0kSb0ebEE4PCDqdjoSEBDTRYfSmpiaampqASBCxShJDg0FyJImcpCSOtbZSDnwaDKJWFKYA84BUQAWo9XoCgQApiYm0trXRkJzMClHkg0CAusZGNBoNwWAw1rnZzlyDgfsUhXpFwXua/JlKFElNTcXj8eBwOjEaDLhcroiXYFT8Ogn4XKXiqbQ0mpqaYhlqZ52dgiAwUFF4SRQJJyeTkpZG5bFjaDQa2ux2wrKMABiMRkaPGoVKpSIUDlNRUYEAdDMYUP32t/DLX7Jr1y4uv/xypk2bxpNPPvm1Aa2xsZFp06aRn5/PG2+88bMKfnV1ddx+++08/vjjZGVlfatrtDu0X3NNpErq8/m47rrreOihh8jNzf0+l9vFd6Ar8HXxg9Ce/X344YdceOGFHD58mKqqKubNm9epCwNAS0sLkyZNQhRFmpubmTVrFhnR2bjGxkaKi4vpd/IkQzdupJ7IYHooFMJisVBbW4vf74+ZsaIoGI1G8vPz2bN3L3GyTN+BA5mpKGyLjkq0I0RdEoLBYMwMNj09nXPOOYfSdeu4FJil06GEQiCKBIJBhKhbQhuRBpP1RJpNxphMFLtcJAJhoAFo6N6deqORuro6GhsbY9JlarUalUqFoij06dOHzIwMFnzwAQnhMM1RJRnxtDrk6f9Q2yXN1JKExWLB4XCgEgQSwmFuyMpi1/HjsePkaONNZzys03Gp0YhdrycQDDJ40CB2ffllZJQDGDp0KMlRUWqIzCI2HThApUaD6qWXOHf0aARBoLKyktmzZ9OrVy+WL1/+tb53NpuNKVOmkJWVxZtvvvmdPPK+b9577z0++ugjHn/88f94NvZ0Wltbuemmm1i8eHHMmHbNmjVUVlZ20PXs4qelK/B18YPSnv1lZ2czevRoVq1ahSiKXHvttfTs2fOM4+vq6pg0aRJtbW3U1dVx7bXXsmTJEpqbm9m1axc7d+yg+5o1jGps5ITfT0pGBi6Xi5pTpyIBQhAwGY2IKhWKLOPxejGFw5gNBq4OhTj3qqtYunTpGYasp6PRaCjIz2f0qVNc43ajAG6dDl80MBoMBtweDygKmqjBbRtwt8HAQVmOdHCeFmiMRiOhUAi/399Bk7MdrVZLbm4u5hMn+KuiUB31C4wFveh/Pwe+AlxAPHA+cEH37tTW1KBSqTCaTCQFgzwPrEtMxGQysW/fPoBOsz6IKFj8JTGRuYmJ1IfDFPXuTSgcZuPGjYiCQLdu3SgqKop8UQmHoakJpaCAhUYjf16xgt69ezN16lSGDx9OXl4e1113HQaDgbVr135to4jdbmfq1KlYrVbWrFnzswl+iqJw//3307dvX+bOnfutrrF8+XJaWlpiQtg+n49rr72WRx55hOzs7O9zuV18S7oCXxc/OKdnf9dddx2hUIjly5dTXFzMvHnzOsyxhcNh7rrrLp577jk0Gg2BQIBdu3bRp0+f2DE+t5uNkybR//BhQqKIR6+nrq4OAEEUSU9Lo7GxEaKC0l5B4M3hw1lx4AAOhwODwYDH86+DBBHaM9FFqaksCAQ42tqKX1HQaDQsNRqZrdGQGQhgb23tkIGlGwykWa38xmjk7cOHO72uTqcjMTERm82G3+8/IwubBfwOqIOYX6AoipFtxlCIQ4pCNhCvUlGqUrEmEOAmIqMRKVYrAwcOxFtXx2cuF7+IKvpMmDCBf/zjH7hcrpgB77/So3t3/jZ8OEUff0xidOuxurGRhNRUjjQ2ojcY6J2TE8mApkyBO+/Ep1LRr18/Tpw4QUZGBmq1munTp/PHP/6Riy66iMbGRtatW0dGRsZZ7wuHw8G0adMwm82sXbv2rNvgPzbNzc3ceuutPPjgg99qFMHtdnP99dfzxz/+Mba9uXr1aqqqqv5tHbSLH4efzwZ7F//fotFomDdvHvfeey9vvPEGO3bs4NFHH6WgoIDbb7+dv/71r7hckQH6u+++mzVr1lBQUEAoFEKlUnHBBRdEVDAUBQ4coHbBAnJ27SJZp6O7INDXZmOk0UiWopBjMJAiCFhlGQ3wlkbDZYLAC198gd/vRxdtgjmdf1VNmRQXx+z6ekptNtRGI+eddx7hcBh1VOBYUqnQ6/UR6S4iDSjGjAycbjcLT54ks13M+TSU6LB6TU1NbE6vnXYtVZMgIAIatZpevXrRp08fDEYjoWiDSk/AROTLQc/ovKI/MZHU1FSam5vZ9P77fLV/P8ZwmIMHD/Lll19SWlqK3W7vIMJ9OukmE5dJEvFbt6I1mUCSUJxOUv1+4hoaGKIopDudvFpTQ9Wzz8If/gBGIzqdjt/85jfk5ubGtpnvuOMOdDod69evp0+fPkyYMIFDhw6d9b4wm81s3LgRt9vNBRdc0MHS6ackOTmZ+fPn89RTT33tzsDZMBqNXHTRRbz66quxx6ZNm8a+ffs4derU97nULr4lXYGvix+N4uJiFi9eTEZGBnfccQfp6ek8++yz+Hw+brjhBpYuXcqWLVuwWCzMnDmTHj16EAgEUKlU3DlxIs4pU2iaMQPbm2/SEgrhz8lBOO88mrKykNVq8kwmuqelUZGRwV3BIJOBJSoVLWo1giAQCoUwm80dGiraa23JyckxK6JLnE5URiPhaHdnWWkpRoOBFpsNSaVCo9Hg8/uR1GpUokhCNIuzA6ZQiKFn8djTaDTodLozzFrbM7EAkTpeMBikoryc8vLySFA1GAjLMgeAl4D/FQQeCYdpBGw+Hy6nE6PRiDU5GbUkcbS6mpKSEt577z2am5sJh8OxuuLpQT5HpeI1QWB+ayvOlha0eXnQsyf+QYP4VJIIlpQgnn8+yYMGMV5R2DRpEpveeSd2fru9VM+ePdFqtfzmN7/B5/MhiiJLly5l1qxZzJw5MyZg0Bkmk4n33nuPUCjE9OnTz5qJ/9icf/75pKamfmv1lalTp1JVVcXhaPav1+uZMWMGb7311ve5zC6+JV1zfF38qKhUKgYMGEDv3r15+eWXKS8vZ/78+ZSUlHDPPfdQVVWFXq8nMTGR1atXk5ubS9yuXSyqr+d4aSkn3e7I8LZeT15eXkRt5NAh7Go1qf37I4fDOA4exHT55Ww8fDhWV2tv8DhdxaQdWZYJBoNYrVb2rFpF/88+o7y1lXAohDU5mUAgQDAY5B/BIKkOB0prK83AX4JBLJKEyeslGAwSCgYxGo30Vql4vZOGkvbRglAo1GnNLV0UOV9RcEXXdLoDfFCv52+hEBeJIpNkmRGCQClgDQbJFEXi4uJISEigIDER6+TJrGlpYeXKlR0UZ0RRjDXKZGs0/FWWsSgKLaKINxQiIzMTtSTxyy++wODxkJeQQJzZjKDXE5+eTr7Dwa6VK9kcDjMi6rbucrlYsGABixYtYunSpSxbtozp06djNBoZN24ckiSxcOFCsrKy6NWrV6f3hFqt5he/+AVvvPEGr732GnPmzPnJtz0FQaBfv348++yz9OrVq0ODz3+CSqXCZDKxZs0axo8fjyAI5Ofn88ILLzB06FDMnewKdPHj0RX4uvhJSE5OZsKECVRXV/Pcc88hCAIff/wxFouFlpYWDh48iMlk4obBgxn7/nx4BQAAIABJREFU7rvUe73Yg0H8gQA6rTaSpVmtHDxwgEA0+8rOzmbnwYNYk5IYUFPDJoeDJoi1+7fTHgDaOx5VKhXDhw+nR48eXNDUhLWxkdZgEK1OR1tbG/5AAEVR2K4oZPt8eGSZlYrCNEGgn1pNfHw8KVYrBqMRp8+HweFguyzT0Mnv3R7w2tej0WgoKCjAYrFw3OvlruxswoDb50NWFNSShCAINHq9fCnLnCvL6IB90T+D4uLIEEX8Ph9xcXGIXi83VlayPdrVeTpKVFnGHBfHmxYLycEgUnSbtH3uT6vVknbqFHHRLDE9IyMisC0IGFJSKA6F+HTbNl7YvZvp06czcuRIcnJy0Ov1XHbZZWzdupXHH3+cUaNGkZKSwpAhQ8jJyeGOO+5ApVKd1fxVkiQuvvhiVq9ezSuvvMLFF1/8kwc/nU5HamoqL7zwAhMnTvzGDTh5eXmsX7+e5ORksrKyUKvVBINBduzYwbBhw36gVXfxn9AV+Lr4yWjP/vr06cOLL76IIAgMGDCA/Px81Go11ZWVXP7RR0gaDcaUFGpraiJeeaEQao2GVpuNYDR7kiSJ+vp6jCYTKp2OsNfLwGCQ1zqpbel0OrKyshg3bhzdu3envLycuro6xo4dS87mzdhOnKC2uZlgKIROp4t9YG1XFHTAR0QaUQqIaD16PB7aHA6cTic+rxeTIHBQkigXBBITE9FoNPj9fuLi4mJbju1C0vHx8RiNRk6ePInT56M4NZU+Ph8eQcCSkIDP5yMYDGKWJLyhEH8HthOp9QmAJRDAGgwSCocJ2GyccLv5i1ZLOBzuVKxaURRmZGZyWSiETaXCHwig1+nweL202u20tbURDIWQFQUBSLZa0bQLZgsCGpOJ4Todf/P5eP7ll5kwYUJMlUSlUjFnzhzq6ur43e9+R1FREd27d6dnz54MHjyYe+65h9raWsaPH9/p/SBJEnPnzmXdunW89NJLzJkz51sbxX5f5OTkUFZWRmlpKYMGDfpG5wqCQHJyMq+++ipTpkyJZX3PP/88w4cPP2PLu4sfj67A18VPTlJSEjNnzkSSJMrKyrj22mu5//77uSI/H955B5KSaG5qwm63YzKZ0Ol0+LxeBEEgELXeCQWDaLVaNFHj28a2NswuFzuIzNKdvs0XDodJTk7m0KFDnDx5Eq1Wi9PpZPv27Uy22RD8foJEa2vhcKwx5AtF4RSQCwwHpKgeo0KkIaW9c7N7aiqf+v0cItLoIIpizCJo6tSpOBwO7FFXg2AwSEtLS0zZv8rn49aMDOKtViqPHycctVAKh8MUiCIjBIFhikIhMADIFEUktRqdWo05GOQpReErjyfSjKNWn7GlqlaruVunQ9vUhDfaMdrmcGBNTsYTdZ7/UzBICpAsSei02o6qOyoVKpeLy+65hz0uFw888AA9e/aksLAwdsjYsWOxWCwsXLgQjUYTy/omTZrEQw89xI4dO84qW6ZSqZg7dy7vvfceL7zwArNnz0av13/3m+w70K9fP1544QUKCgpITU39RudmZGTwySefoFKpKCgoiH0J2rVrF0OHDv2BVtzFv6Mr8HXxs+D07O/ll1/mwIEDnPvBB0htbXgFgcOHD2O1WikoLMTpcOAWRd7y+dgQCvElgKKQr9Xi9/ux2+0oQIJWy6hBg3gj6rJ++nZnW1sbPp8Pv9/foQ42WZaxyDLBaKAUVSoSExKQJIl/BAJMBiqAJqCbIEQyNoMBj9eLIssRfztF4cNwmAPR2qDL5YooqyQl4Xa7aWxsjAXT07dhU1NT8el0fHX8OP0bGvAqCrIgRDItrTZS8zstkImiSG5uLsFAgDi3m50mE38BQtFjOqsjZhuN3AN4DIbY795u/qvRalEUhS/CYfrrdIwfNIj4+Pgzt/jCYYQTJ5i2dClarZY777wTWZY7bN+167fefffdVFVVMXHiRKxWK7Nnz+a5555j7dq1XHjhhWfYL7X/XnPnzuX999/nueee48ILL8RwmiPHj41GoyE7O5tnn32WCRMmdLrmsyEIAllZWTz//PNMmTIFlUoVy/pKSkq+tSh2F9+Nrq7OLn5WFBUVsXjxYnItFmrefZcWWab86FFEUaSwWzfizWby8/NZ5veTrlJxcyjEFdH6216nk1AwSLzZTJzJRKsgELdzJyG//4wgIEdn5HQ6HRaLhezsbBYtWoQ/IwM9kJ+Xx/gJExh63nmYzWba2toIh8NY9Hoe7tOHE8BnOh32tjaaW1pAUcjOyaEgP59QKES13x8zlM3Pzyc7O5upU6cycOBArFYreXl5HZRBUlJSKCwsxOFwsFpReBKwAmZFAUUhwWIhISGhQ0eqLMs0VlVhdjr5Qqvldrcb71nGFiDyAT62Z080Oh16o5E4sznSmRqVI3O7XISi7fuBYJDDhw/T6ZCvyQRVVQBcf/31rFixgpdeeol58+Z1GJsYNWoUmzZtYuvWrcyZMwefz0daWhoffvhhTJO1sbGx07WKoshbb70Vc80423E/FoMGDeKcc87h5Zdf/sbn9uzZk4KCAt577z0g0sk6bdq0rg7Pn5CuwNfFzw6NRsNl06eTnpVF5bFjNDQ0RLaJot+0G9VqMBgY4vEgAmZZpr+icCAcxuf302KzYbfbcft8qCWJ1H8xrwWIi4sjKSkJtVpNZmYmY8aMoaWlhU+TkhAFgYrKSrZ8/DFlZWVUHjsWU1CRJIn648e5UhDY7/GwJRpAZVmm+vhxTlVUUO/zsTMcJhQK4XQ6OX78OCdPnmTDhg1s3ryZqqoqnE4nWVlZse2+xsZGtm/fHus6fR24Cagiov+pa2tDcLuJ1+kwAknRxxVJ4rWMDJ7LyUH+N80ggUCA6tJSWltbaWlpwRUNdO01RyFqktvuEq/WaPj8889paPiXNh1RBL8/potaUlLCli1bqKqq4vzzz6e2tjZ2aGFhIVu2bMHpdMZ+ZjKZ+Pvf/05+fj7jx4+nvLy80/WKosiKFSvo1asXkydP7nDdn4JrrrmGffv2sWvXrm987i9/+UtWr14de39nzJjB9u3bf/KA/n+VrsDXxc+TcBhJrSYQDBIXF0dtXR0tLS0oQFMgQGsoxGOKwhPAE8BngF+tJjExMWKZI0kkJCSQbLUyqqQEMeqC3h5o2scbsrKyGDBgQKwmts1mw52URGZcHG6Ph/qGhth25JM5OQxLS4v4DaamsgCYoNEQZzJFOipVKgzBIEuDQU7PLxVFQZZlbDYbAGlpaYwbN462qAv6sGHD0Ov1HRpRBEFgB3B/Tg5XqdXYSkroVlhIf42GAYJANyDZaMShVqOxWln8xBOo1Wp69OjBOeecc8bLKQgCFouF6265hcLCQoqLisjKykKKOsOrRBFJkrAmJ5OUlERBQQGSJJGdlcXBgwc5dPjwP7eKZRm02g62VWlpaXz88cf07NmT888/v8PsnsViYdOmTRQXFzN+/Hj27t2LJEksX76ciRMnMm3aNHbs2NHpbSCKIq+88gr9+/dnypQpP+kAuF6v57bbbuPZZ5/F6XR+o3NzcnIYPHgwb7/9NhD54jVlyhRWrVr1Qyy1i39DV42vi58noRC1jz1GWyjE4MGDsSQkcPLECRxOJwFgR0MDa0aO5KL0dPo5HAwNhegtyzGZs6TkZIwGA6LTyT2nTuH6F7WUdnFovV7Pww8/zOrVq6moqKCuro4511zDMJsNtdlMY3MziqLQq1cvevToQXJSEi6Xi7q6OqwpKbhdLkaOHImkVuNvaSEsyzwInK5B0h4wzGYzDocDl8uFw+FAp9MxfPhwFixYwIYNGzpsE2q1WmbPnk1lWRkrZ88mc9cuwm43lQ4HlbLMKSCvXz/6ZWRQeOwY8ooVZKem8rtVq3jksceIi4vDYDB0qF/6fD62btvG9NZW2gIBbK2teNxujEYjeXl5DBgwgJycHDbabIzPzibHbKaxsZH09HQaGxs5deoUyVYrap8PsrPhoos6vGWiKDJjxgwA7rzzzlhjS/vPZs2aRUtLC3fffTf5+fn06NGDiRMnEgwGufPOOykoKKC4uPiMW0EQBGbMmMH+/ft59NFHmTZt2lltrn5oUlJSaGlpYdu2bZSUlHyjcwsLC/nzn//M+eefj16vp6CggCVLljBq1CiMnexKdPHD0RX4uvhZ8vmePTS88gp9srOJS0pCo9FgtVpxtLVRX15OhcEAOh39kpNJTEjguNtNcyCA5PMhRlVaUjQapP79+btGg91uJxQKxRo1FEXB7/fjdDrZunUr1dXVMSuf17dvx1NXRy+HA1fUhcHhcJCTk0PlsWMcP36c/v37U1hYSHV1NZWVlTjq6jACe6++mvfKys6QutLr9bEmFwCPx4PT6aS4uJhNmzZRXV3d4fhwOMy8X/yCJwWBuC1bOG63YwuFyO/Zk7qGBmRFAVEks7CQuPR0Gpqa6NPayraXX+ZgcjLde/SgpaXlDCUUL1AUDpPpdqMYDCQlJzNkyBASLJZY/XB9QwPnWSzkWywkRjtqDQYDoihytLyceFnGcNddUFTU6Xt33nnnMWDAAH73u9+xf/9+pk6dGrv26NGjSUlJYeHChSiKwrBhwxg2bBhpaWnccccd6PV6Bg8efMY1BUFg6tSpHDp0iIcffphJkyaRmJj4TW+r74U+ffqwcuVK4uPjv5HVkNFopK2tjb179zJkyBC0Wi0ulyv29y5+PLoCXxc/OzweD9dcey2pOTmMCoUQop1vwVCIUzU15GRnUxAMstVmY3ljI++2tnI8FCI1GCRFrcYcnY1znDrFPS0tbD1+PCbbJcsyWq2W1NRUZFnmpZde4tprr+XAgQNUVVUhSRKBYJDPFQWdLHMeEG8wYPf5qKisxOFw0LtPH5KSkjhy+DD25mYSo951j6emohs9ml27dp0hCB0KhWIf/u0+gLIsU11d3WH7TqfTMWzYMDxOJ1M/+4yCmhqOOhxoDQYsCQko0S3TpwGT14ve66WiogKPz4ctEKCHLJPgdPKO08nIUaMoLS094/VNKS6mxG7HFtXGTE9P79BoMzMtjbTo/JykUpEcVa9xu92kJiVRe+oUj0gS46Ndip2Rl5fHzJkz+ctf/sKKFSuYOnVqLKvp27cvQ4YM4d5776W0tJQpU6bQt29f+vfvz1133UVraytjxow545qCIDBt2jTKy8t58MEHmTBhwjdWVPk+UKlUFBUV8ac//YkxY8Z8o3GLbt26sWTJkph6S0FBAc899xxjxoz5STtX/6/RVePr4mfH4sWLcTqdXPTCCwhqNQQChMNhjh49itVqJTs7m+H9+nFzRga3iyL3abX8Oi6OS887D4vFQmtrK83V1bgUhZYePWIBrx2r1cqAAQOASJPBkCFDGDhwIIqiMG3aNOLi4pCBPwG3Al95vWRrtaQCpmCQ43v2sGvTJjzHj2MG1gGXA2vr63n66acZOnRoLCCIosjmzZu56qqrYrVCWZZRq9WIonhGgPT5fJhMJvY+9RQlfj9ldjvWlJSY6/uxY8ci2R6RYHrixImYW3y8xUJir178IjGRoX4/75ymq9m+lgkTJvCZz4eSl4dVFHG5XHz66afU1NSc9f0QBIHMzEy6FRaistk4UVLCzoMHGTFiBEeOHDnreTk5OXz88ccxS6rT63glJSV88MEH7NixgxkzZuByuTj//PNZt24db731FgsWLDirh+BTTz3FBRdcwKxZs2JamD82RUVFTJ48mWeffbbDmMy/Iy4ujlmzZvHaa68Bke3viRMnsnr16h9qqV10Qlfg6+JnxaFDh1ixYgWLFi0iJT8ffv1rlKYmKsvLMRoMMZsbURRjdjg2mw2tRoNeryfFaiUctSN6VFH46sABBg8e3EH+SnS7cW/bxli1mtKlS5EPHaK+tpbMzEysVmus6QQiTTMLBIGLFYXqsWP5XJLYIcu8DzwhilyakMAjQPtGpdPpZPPmzbHsLiEhgZ07dzJkyBBEUSQtLQ0l6gh/NgmsjRs3suXqq/EA8QkJNDQ0cOrUKRxtbbEZPYj49Wm0WiwWC5aEBCS1mvLKSmxeLzeZzTHXB4hkKRkZGdx55528+tpr3KPX4xIEChMSCIfDHIi6OZzNxQFZJs7tJuOii3ikpYV9+/Zx7NgxBg8ezPTp0/nyyy87PU2n07F8+XLmz5/PJZdcwl//+tfYz3Jzc9m6dSvhcJixY8dy4sQJ+vbty+bNm/nqq6+YPXv2WR0bHn/8cS688EJmzZrFwYMHO1/zD8wll1xCS0sLH3744Tc6b8aMGRw+fDjWzTp79mw++eQTWlpafohldtEJXX58XfxsCAaDzJgxIybzJAgCiizzyYUXUrRzJ+l9+yJEP8wDwSBHy8owmkzkZGdTW1tLY1MT9vp6LLLMn4Fl0evGx8ejKAppDgcXAb8wGglE3dpVkoQkirSp1WzNyuKvtbVUR1VVTCYTwWAwFgzi4+MjHaa1tbG5QEM0GFdUVACgkSRG6HTMFgSSPB7MkoQmKYk9oRBL7XaOR7M8g8HQqWC2IAgUKgpvCAKNgoAgimh1OoKBAGFZRiWKxFss3NfYyGVxcWREff0MBkNkK1EQ0Go0ZKvV6N55B6fVypAhQ2htbWXBggXcf//9mEwmSktLuW3OHG6vqqLQYKDR76fV70dSqejZsyeZmZmRBSkKtLWBxwNjxsAf/8iJxkZKSkpobm7GbDbT2trK8OHD2bBhw9cOZL///vvcfPPNTJ48maeffjr25UCWZW644Qa2bdvGq6++ypAhQ3A4HMyaNYtQKMS6devOWs974IEHWLlyJW+99VYsi/8xOX78OL/73e946qmnYo7r/wkbN27ks88+46GHHgJg6dKlhEIhFixY8EMttYvT6Mr4uvjZ8OKLL1JTU8Njjz1GMBhk69atDDn3XC785BOSH34YweGA+nq8zc0cPnyYxMTEyCC4KJJtsZAhihiBx3Q6Vp6mruF3OLjH42GFIHCt1YoxM5PcQYNo02iwCQJ2tRq8XqYfPcpKu53xRIKc2+2ODborioLdbkeW5Q7D8B6PJyJwXVTERYLA2nCYR10uRgPdjUZyLBYK1Wqu1OnYlpnJO8nJLL788rNujymKwlXZ2RiNRiwJCSQmJaESxZiAdCgUormpKdJw43RGVEVycjCaTCQkJFBcXEzvPn2Ij4tD+8UXJCcnU15ezurVq/nggw+YNGkSX375JeXl5Uy94QZS3n+f1ywWFEGgyGwmMRikZt8+yj77jODJk9DYCDk58Oij8PjjoNORk5PDr371K/Ly8nA6naSmpqIoCiNGjDhr5gcwadIkNm/ezI4dO5g0aVJsvEMURV588UXmzZvH3LlzWb16NWazmU2bNpGamsq4ceM43onoNkQC37x587j44ou/9rl/KPLy8rjwwgt5+umnv9GW54QJE2hqamLv3r1AJOvbsmVL7DXp4oelq7mli58FJ06c4NZbb+W3v/0tBw8e5O6772bZsmVUVFRw8cUXM+cPf4A5czjudlOzeTMFZjPJRiOCxwNuN36zmUecTv5itVKh1xMMBiMt734/i2WZElnGHReHbDDgdLnIy8/H4XAwaPBgmpuacPn9uASBsCwzQxA46fNx0mSKWAKd1qHpdDoxmUyxcQhFUQg4nSxyubgkECAYDpPaowchjQanz4cuLg6b283JlhYa3G7i2trofvgwbYrCUY0GjUZzRgfoNenp9NBoUFsskQ7VcJhgIIAv6tigADuAHqJIcUoKKVYrBfn5JEW7XwUArzcycjByJKIoUlBQwPz586murua+++5j3759zJgxg5ETJlBy441cvmED22w2kouKqJVldjudbHS78d14I0VPPAGFhZHB9SjFxcW8/fbbdOvWjaKiIo4ePcqAAQN48sknz5AvO52EhASuvPJKNm3axOOPP87QoUNJT08HYMSIEWRlZbFw4UICgQCjRo3ioosu4siRIzzwwAMMHz68U0f3UaNG4fP5WLRoEUOHDiUrK+u73o7fiB49erBp0yYCgUCn4xidIYoiCQkJrFixgsmTJ6PX67Hb7Rw+fPgbi2F38c3pCnxd/OQoisK1115LUlIS9957L0899RRHjhyhoaEhZmnTvXt3Pvr8c/60eTOjliwh+5prYPJkmDkTrrwSrrsO/cCB9B08mMLCQsxmMw0NDfxRkhji81EP9O7dm9S0NGpra/G43QQCATIzMqitq0NSq/G43SBJBASBWQYDh1UqyqKNI6czaNAgysrKuPfee9Gq1Yz64AOGud3Ede+OOxjEHpU3a7XbcTocqFQqgoEAWp2O1NxcmhwOJgoC8UVFfBjt6Gw3qQ0Gg/RvaSHV5cLu92NrbY0IckcHzCVJQpFltisKfSSJocXFWFNSYm7wMbxeKCiA0aNjD6lUKsaNG8eUKVN45pln+Pjjj0lLS2Pt2rWsfecdFjz0ECurqvgYUE+YwFuVlazZupWdO3cybty4Dl2HRqOR5ORkrrzySm688Ubi4/8fe+cdFtW19eEfDFV6lc7Qe1EQFEGqCIgNREEiYiGAFRtqFEswJkGxa7CigqJiQbEgFsSCBUtUREEQUUERpMPQZtb3BzpXLqCk3XyJ8z7PPOKcvfdZ+8zMWWftvYoU9u/fD0tLS6Snp+PixYvw8PDosrrCxxJElZWVWLhwIeTl5WFubg4AMDY2xsCBA7F06VI8fPgQ3t7e8PLyQn19PRYtWgQDAwPo6up2GnPgwIFgs9lYuHAhrKysoKGh8Tu/jb8dPj4+mJiYYO3atb+p1p66ujrOnz+PXr16QVNTE0wmE1u2bIGrq+vfnpj73w5P8fH420lKSsLRo0eRmJgIBQUF9O7dG7t27YK8vDxkZWUxZ84cnDhxAqmpqVi5ciV09fUBaWlAUbH9JSUFfgYDmpqaMDU1hb29PUaPHo1wNzdIxMWBo6gIJSUlFBUVQVpaGr2VlFBSUoK62lq8Ky8Hh80Gq7EREpKSkJKWhqCICBrr62HQ3IzDXSxflZeXg8PhQFZWFsLp6bB7+hRFjY14V1EBBj8/WI2NUOzdGwIfcmBKS0mhpaUFzc3NqKquBr+gIPhERGD85g3OEaEG7XF7Hy0/CwBmRHj/IS2YhIQE5GRloa6uDj1dXRgbG+NyUxNMBATAqK9HbU0NRHv1+k/5IKB9X27AAMDGpstrnpeXh8DAQMyePRtXrlyBiIgIPD09sXbtWnA4HBw6dAg2NjZgMBi4e/cu4uPjoaysDDMzM+4YRkZGUFBQANCelNrb2xv79+/nVnrfsGEDzMzMuo11GzRoELS1tbFw4UK8fPkSgwcP5nqQjhw5Ehs2bMDx48cxcuRIuLq6cis+yMjIdLmfN2DAADAYDERGRsLCwgJMJrNnX8A/AUlJSQgJCeHgwYNwdXXtkFO1O/j4+KCkpIRdu3bB09MTYmJiqKysRF5eHvr27fs/kPrrhaf4ePytlJeXY8qUKZgxYwZcXV1RVFQEf39/hISEwNDQEBwOBzU1NcjLy8MPP/zwmxwIBHbvRq+XL6Gsp8eN93qal4fmpiY0NDRAUEiofamypaXdQURUFBw2G61tbWjl54cGg4FXamoo/5Cj86OTC5vNRmZmJhL27UPI8+cQFxeHmo4OWI2NaGOzISQkhMr379HU3Iy21lbU1dWh7UPcHqHdG5MNQKlXL7DYbFz/UJKIKzcAP0lJ9JKXR2NjIxo/WHy6urro1asX+Pj4cLKsDJaiojDs3RuivXrhRVERWE1N7fUIGQygoQGYPLl9ufO/uHPnDhobG8HhcPDkyRNuMH1VVRUmTJiA/v37Y9SoUUhNTcXbt2/h6OiIvLw8nDx5skvr7yOysrIIDg7Gs2fPkJWVBQsLC2zZsgU1NTUYNGhQl2WIDAwM4OHhgdjYWJw4cQLe3t4QERGBpKQkAgICcOzYMWzevBlDhgyBo6MjDAwMEBkZicbGRjg4OHQaz8bGBiIiIpg/fz5MTEw6lEv6q9HX18eVK1dQXV3dbbX5/0ZJSYkb96mnpwctLS1s3rwZbm5uf3stwn8zPMXH42+DiDBt2jQwGAzExsaiuroa3t7esLe3x+rVq9G/f3/8+uuvYDAYXG/EHlNfDyxZAiEFBXAAlJWVobKysr3+XE0NOLKy2NvYiNTmZmS3tECSjw/SH/bSRHv1gqaGBuRERWHIZGJPcXEnD8w+ffqgLz8/Br97h+LaWpS9fYvm5ma0tbWhtaUFb4hwiMHAeQBlfHx4yseHSiEh6HzwyhQUEEBVYyMMm5txAMCnqq+Mnx+TJCVhaWICHUNDCAoI4M2bNygsLERVVRV69+6NU+XlsBATgxSH0x6GoaiIxoYGvCgqAl9TE0QVFcG/YEGHfbmPpKWlgclkQl1dHRUVFSgoKIC8vDxevXqFlJQUmJmZwcTEBOPGjYO4uDgOHjwIMzMziIiI4O7du9i9e3cn6+8jfHx8GDJkCIyMjJCQkAAmk4ns7GycPHkSgwcP7vIzlJeXR2BgIE6ePIl169bBwcEBioqKEBISgr+/Px4+fIjly5fD2toazs7O3KXQZ8+eYciQIZ0UqrW1NSQkJDB//nwYGBhAT0+v59+bPwAfHx/MzMywfv16WFlZcQv0fglNTU1s3rwZnp6ekJCQQEVFBfLz87vMucrjz4Gn+Hj8bZw5cwY7d+5EYmIiJCQkMGzYMCgrK2Pv3r2oqKjAkiVLYGpqilmzZv2mGmgAgKdPwTpyBK+rqvCiuBiCAgLcskECwsKIev4cBmw2fNhs9AaQTAQjIsh+2FupratDfXMzhN+9w+7W1k4OKFVVVQhqboaxoCBEFRQgKSkJEVFRqKqogCEkhE0NDehLhDF8fODjcHCFCBp8fDASEUFtbS04ROglLg4VcXH82tSEd2JiMDU1hYeHB9gfShEN4uMDv4QEZGRkoKOjAzabjdIPCtBVXBxGysqoqamBvLw8+Pn5ISUlBVlZWbBevcJWDgcbL19Gc3MzCgsLUVxcjNrMEu9eAAAgAElEQVTaWigrKyMhIQEeHh6wtbWFsrIyBAQEEBoaCmtra6ioqHAzqjg5OcHGxgb+/v64cOECioqK4ODggMLCQpw4cQLZ2dndWn+6urrw9/fH2bNnUV5eDklJSaxbtw46OjpdKiIhISGMGTMGJSUlWLx4MVRVVWFsbMzN1tLa2ooFCxagd+/eGDJkCIYNG4aYmBhcunQJI0eO7JRBpm/fvpCVlcX8+fO7zQH6VyAmJgYpKSns2bMHgwcP7tGSp4yMDDdPrKmpKZhMJrf2H8/q+2vgKT4efwt1dXX45ptvMHHiRHh7e2Ps2LFobGzEiRMnUFxcjCVLlmD48OEYN25cl0tk3dHW1oasrCyc2rABivfuQVRODtpaWpCXl+cGsZfw8eFaTQ2GfihrJAOggp8fjQwG1D9UOxcXF0cvUVFIAkhTVe1UPkZdXR1+zc0QbmoCn4gIZD4EkFdXV+NhdTUetbVh1AcFpgCgiJ8fkkToIy0NOXl5iIuLw9LSElL8/HgmLg7dESOQlJQEPz8/hIaG4mJhISzfvUOvxkbgw/KmgoICdHR0wGKxUFpaipLXr9HU3Aympib3GgnU1EBCVxelQUH4ef16pKam4saNG7h06RKKi4vh5eWFvXv34ttvvwWDwcDBgwdhZ2eH4cOHw8bGBk5OThg2bBiSkpKwevVqyMvLw9bWFn5+flBVVUVSUhK0tLQgJSWF7Oxs7N69GyoqKl1af7169UJAQABaWlpw5swZGBsbY8+ePXj16hV3P+9T+Pj44OrqClVVVURGRqKsrAzOzs7g4+PDgAEDoKWlhcjISNTV1WH48OEYM2YMdu3ahaSkJIwaNapDwD4AWFhYcHOAamhowMjIqMffoz+ClpYW7ty5g5KSEq7TzpfQ1tbGpk2b4ObmBllZWZSXl6OwsPBviU38GuDF8fH4W/juu+8gLS2NiIgIzJgxA0VFRTh+/DgePnyIZcuWISwsjJvpvyfU1NTg8OHDmDJlCk6dOgW7QYOgraPDze7yKZUtLdCUkoKMlBSkpaUhIysLprQ0hBUUYGJiAnl5edRUV+N9RQUqa2vR2toKfn5+MBgM7hN8c3MzFCUlwRAURHl5OXJzc/HyQ6JpAWlpKIuLQ/TD07q4uDj0e/eGjrY2BAUFoa+nBz4AZW/fgo/DQeSsWdi4cSM3lyUfHx+GjhuHLcbGIDExoKKCKzs/Pz8sLSwwxN0d8goKqK+vR1paGgqePQOVlwMSEsDWrRgzeTLWr18PBQUFvH37Fq9evYK7uzvy8vKg/UGOlpYW3L17F3Z2dh2uj46ODs6ePYtFixZh6dKl8Pb2xosXL+Dr64tbt25BS0sL5eXlcHNzQ0tLC8LCwjBq1ChUfCLnp8yZMwcpKSkoLS2FoqIiLl68CCcnp06JuT8yevRopKam4vTp0/Dx8UF9fT0AYMSIETh27BgOHDiA4OBgSEpKIj09HeLi4nBxcemyZJG/vz9Wr16NuXPn4tChQ1/6Gv0p8PHxYfr06UhLS0N+fn6P+igrK8PBwYFbpmj06NE4d+4camtr/0pRv1p4io/H/5zr16/jzJkz2Lx5M2JiYnDhwgUcPXoUN2/exKZNm7B06dJu48D+m2fPnuHnn3+Gv78/CgsLERUVhZ9++gmWzs7g/2Bx/TeyQkIob2mBvb19e/C5oSEqidBaWYmnT56A3dYGHR0dKEhKgk9BAbGxsdDS0oKYmBiEP6QImz59OjTNzGBqZIQhHh5wcnJC7969UVdXB4GmJjQLCcHVxQVDvbxgYmKC0oYGVFdXQ1RUFAWFhdDS1kZpaSma2togoazcSTnb2NighJ8f+YsXtweQl5UB5eXAh+B5AQEB2PTrB6a6OtSEhVGVl4dj9+/j0NChwIesK5MmTeLGvmlra2PJkiWYPn06N27u3r170NHR6bbET1BQEO7cuQNlZWU4Oztj5cqVEBcXR3x8PLZv345nz55BT08PBgYGuHjxIiwsLJCUlNTlWJaWlrh+/TrMzc1RW1sLYWFhuLi4dKuMTExMkJmZiZaWFq5zzcdxLly4gPz8fHh4eKCpqQnHjx+HlZUV3N3du0xfNnr0aKxfvx4LFy7k5sj8q5GVlUVYWBjWrl3bfRq4/8Lf3x+XLl3Cu3fvoKCggIEDByIlJeUvlvTrhJeyjMf/lObmZjg4OMDLywtaWlr4/vvvcejQITx8+BC3b9/GsmXLuDfm7mhra8P169eRmpqKyspK6OvrIykpCUJCQmAwGBAXF4e8nBySWCzw1dUBnzhUcDgcVNfVYVpuLmwEBDCAjw9lgoLYUVeH1QYGkGGz8fbtW9TU1kKRzcZ+BQUc79ULWlpaGDVqFNcJZNq0aeDbvRuIiwOUlLjjt7a14VlhIeYUFcFRUBCjtbRQLi2N1YWFGCIpiUFsNioqKiAjKwslRUU0FBVB5exZCHURtHz27FncuXMHUYsXA/fuAUlJwNWrwCf7WW9LS9FkYwPGN99g+LJlyHn8GL1790ZcXBy8vb1RWFiI0NBQbN++HQICAvD09ERVVRWCg4MhISEBCwsLeHl5ffFzu3btGmbPng0+Pj6sXbsW9vb2aGpqQmRkJE6ePAkzMzPcvHkTzc3NcHV1xY4dO7qtnHDo0CF899130NTUxIsXL+Du7o6NGzd2yKf66ecVGRmJ48ePY926ddxVgKamJgQEBKC4uBjJycnQ0dHBsmXLkJiYiJ07d8LZ2bnTWKdOncKMGTO42V7+F8TExEBWVhZTpkzpUfv9+/fj3bt3mD17Nt69e4eIiAhs27YNEhISf7GkXxnEg8f/kMWLF5OtrS2dOnWKmEwmpaSk0E8//UQLFiyg2traz/atrKykAwcOUFBQEH333XeUlZVFbW1tVFVVRSYmJqSnp0eKiookLy9P06dPJzpyhNjW1lTn5EQlffvSEz09ylZWpsfa2nTD2JhmqajQCDk5+kZOjvarqlK2sjI9ZDLpuYkJlfbpQ280NKi/vj6JiIiQhIQEKSsrk6GhIc2fP79doLIyon79iDw9iby9O7zynJwoWF6enAQFaYqgIM2SlaV9ZmZE3t5UZW9PV6Sk6L60NN1UV6fo77+nN2/e0MuXL6mgoIDy8/OJw+FQc3MzBQYG0qtXr/5zEcrLiR49Irp9m+jRIzoZH087duzgHr516xbp6ekRg8EgXV1dun37NjU3NxMREZvNpjFjxtD58+fJwcGBJCQkaP369cRms3v02bHZbIqOjiYmk0lTpkyhmpoaIiLKysoiKysr6tOnD1lbW3Ov1YEDB7odq7i4mJydncnExIT69OlD/fr1o9zc3G7bJyQkEJPJpBUrVhCHw+HKExERQbq6upSZmUlERHFxccRkMikpKanLcdLS0ojJZNK2bdt6NOc/Sm1tLQUFBdHDhw971L6hoYECAwOpqKiIiIg2btxICQkJf6GEXyc8xcfjz6OxlCjvF6LrgUSXhxNl+hDdCiUqOUvUxqIHDx4Qk8mkhIQE0tbWpk2bNtH8+fMpJiaGe3P+bzgcDj19+pRWr15NY8eOpc2bN9OLFy+ovr6eLl26RNHR0TRmzBiyt7cnfX19srCwoKioKDp+/Dj9tHgxPZGXpyeqqlRkZkav+/al13360DNDQ7qvpkZ3VVQoT1+fSvr2pepBg6jtUwVmbU20eDGVl5dTnz59SFxcnISEhEhYWJjmzZvHvfnS3LlEtradFN+nr/L+/Wlcr170s6Ag3VVVpZpBg6jB1ZXypaVpg5sb8fPzk6SkJJmbm1O/fv3I1taWKioqiIjowIEDtGnTpm4v+e3bt2np0qWd3j9z5gypqamRgIAAWVpaUkFBAT1//pxCQ0OJiOjmzZs0fPhwMjU1pf79+9OFCxd6/DEXFRXR0KFDSV9fn3tTbm1tpUWLFpGmpiYNHjyYFBQUSFxcnEaMGEHl5eVdjsNms2nJkiWkoaFBjo6OxGQyaefOnd2e9+7du2RiYkJ+fn7U0NDAfX/Lli3EZDJpz549RER04sQJYjKZFBsb2+U4Fy9eJC0tLdqyZUuP5/xHuH37Nk2aNIkaGxt71D4lJYVWrFhBRERv376lgIAAqqur+ytF/OrgeXXy+OPU5gE5K4HcGKDyPsBuAojd/i/rDfD2Aqg4CQcTdkBWywH7Eg9i5MiRKC4uhpWVFcLDwzuV6GltbUVmZiY2b96MjIwM2NraIiQkBESE1NRU7NixA83NzbCzs4Ovry+ICBkZGZCWloaYmBja2togJiODBiUlaOXkoKq+Hq0cDgQEBCApJQUVFRWoqatDXk4OEhISEBEW/o/reUVFe0aYmBj0kpPD8OHDcfv2bQgJCYHD4eDmzZvYtm0bAMBq5EgwUlPb4+U+2afLqa2FIB8fhPj5cYvFwg0WC/PMzdFcW4tnBQVoKysDQ1kZJw0MYNW/P+7cuYP379+jtrYW/fr1w/jx4wG017TbunVrtwHNDAYDx44dw8iRIzu8r6enhzlz5oDJZOLIkSNYs2YNzp8/Dzs7OwwaNAiHDh2Ch4cHYmJiUF5eju+//x4ZGRno06fPF4u7SktLY9y4cZCXl0d0dDROnz6NgQMHws/PDy4uLkhJSYGAgAA3OHvXrl1QVVXt5PnJx8cHFxcX9O3bF8nJyZCRkcG5c+eQnZ0NDw+PTvueysrK8Pf3R0JCArZt2wYXFxfIysqiX79+MDAwwIIFC1BRUYHw8HAMGDAAixcvRnFxMdzc3Dp4kGppaaFPnz5YsGABAKB///6fne8fRVVVFcXFxfj1119h000mnU/R0dHB/v37oaOjA21tbZSUlODly5c99hDl8WV4e3w8/hjvrgG/RgIcDiAsB/B17S/1vDAPTdWv8LJaBEdeOKIZEggMDISHh0eHdu/fv8fZs2eRlpYGLS0tuLi4oKWlBTdu3MCTJ09gYWEBU1NTCAoKIi8vDw8fPkRTUxMUFRVRUVEBFRUVvH79GsLCwjA0NISBgQH6lpZCbfdu8IuKAlJSQHfhEW1t7UpPSQn45Rfgk2THT58+RXBwMMLDwzFixAiu156wsDAWWFvj2+fPIaKoCHyIaUt79w6JJSVo5nCgJCyMIDU19PsQ0NxWVoaX5eWYzGCgqK0Nhh+K5X7M1C8kJARtbW3MmDEDPj4+iIuLg5SUFAIDAzuJzOFw4Ofnh4SEhG4reHM4HMTGxiIqKgpsNhuenp4QFBTEzp07ISMjw73uixcvRlpaGry8vLBq1aoeBWDX19dj3rx5SEtLQ3BwMJYsWQJ+fn7ExMQgLi4O2trayMnJAYvFgqurK3bu3NmlYq2urkZISAh+/fVXSElJoa2tDTt37oS1tXWX84mIiMDZs2exadMm7ncoJycH/v7+sLCwQHx8PIqLi+Hr6wtzc3Ps2bOn08PV9evXERQUhPDwcMybN++Lc/0jNDY2YsaMGZg6dWqPklBnZGTgzJkziImJwdu3bzF37lzs2LGD6/nL44/BU3w8fj+Vd4HsqQBDDBDo/gfZ0NiIGzduQEhIAPLihJo2GYg47Ueffu0pp4gIT548QWpqKu7fvw9bW1vIy8sjPz8f+fn5MDY2hoKCAlpbW5Gbm4u3b99yKxE0fUg/pqOjAwMDA+5LTk6uoxB37gBr1wLPnrUrPikpQECg3euzubk90ws/PzBkCBARAXRR/+358+dQVlbmJhDOz89HZGQkXrx4Ae2SEkS3tUFJVhayTCb4/lsJEQG1tUBTE6CkhA36+jh4/TqsrKxw7NgxtLW1oa2tDSYmJkhLS8OmTZuQkJAAYWFhjB49Go8ePUJ8fHyXVt+sWbMwbdo06Ovrf/bjmjRpEgQEBLBv3z60tbUhKCgIcXFxHZxKcnNzsWDBAuTm5iIkJATz5s3rtmDup9y6dQszZ84Em83GmjVr4OTkxHWsef36NcTFxZGXlwdxcXGsXbsWAQEBXY7zyy+/4Oeff4aKigpKS0sxc+ZMzJkzp8u2u3btwsqVKxEeHo7IyEgAwLt37+Dr6wsBAQEcPXoUbW1tGDlyJCQlJXHkyJFOmWOys7MREBCAKVOmYOHChV+c5x/h4cOHWLt2LTZt2vRFZxUOh4NZs2bhm2++ga2tLdavXw8lJSX4+/v/pTJ+LfAUHw8AwMWLF3Hu3DnExMT0rEMbC7js1X5DF+z+R0wAbt26iYaGBvDzMyAlJQVjbRmI6ASgRX8eMjMzcerUKVRXV0NTUxMsFgsvXryAsrIyevXqhYqKCrx48QKSkpLg5+cHi8WCqqoqDA0NuRadpqZmj27OIALy8oDkZCArC6ira1+elJMDfHwAT0/ggwXUU1paWpCQkIDz589DRVgYohcvYmhVFdQkJaHUuzeEBATaFSoRoKcHBAUBTk7IvHULPj4+kJaWhry8PKqqqsBgMFBcXAwPDw9ER0fDyMgI8fHx2LZtG4qKiuDu7o64uLhON83Y2FhYWlrC1dW1WzkrKysxffp07N+/H6tXr0Z6ejquXbsGBoOB6dOn48cff+yQZeTcuXOIiopCc3MzFi9ejDFjxnzxWnA4HMTExGDbtm1wcnLCunXrICkpibi4OMTGxkJFRQV5eXlgsVhwdnbG7t27u7T+njx5guDgYLBYLLBYLJiamiI+Pr5LC/TWrVsIDg6GlZUVdu7cCRERETQ1NWH8+PHIz8/H4cOHoa6ujtGjR6OyshIpKSlQ+sQLF2gP6xg7dizGjx+PpUuXfnGef4Tt27ejtra2RxZmdnY24uPjsWnTJpSVlWH+/PnYvn07z+r7E+DF8fH4fZRlAG0Nn1V6APDyZTGqq2vA4XAgIyMDUxMT8Akr4t2vuzA5yA/x8fGoqqpCWVkZ8vPzkZeXh9evX+Px48fIzs5GaWkp+vfvD19fX1hYWEBVVRVlZWVQUlKCl5cXdHR0eqb0gHZLz9AQiIoCzp4Frl0DMjKAI0eAceN+s9ID2pclJ0+ejCVLlqBWUBCK8+fjze7d2Kinh29LSvATPz+yhw0DZ98+YP/+9lJKIiKwsbEBk8lEa2srWCwWOBwOlJWVsXLlSuTm5sLLywtDhw6FiooKbt++je+//x6XL1+GmZkZZs6cidLSUq4MGhoa3QaDfyQ3NxeGhoZoa2vDvXv3kJycjHfv3sHZ2Rnr1q2DrKws1q5dy20/ZMgQ3Lx5E+Hh4YiKioKLiwuys7M/ew5+fn4sXLgQmZmZqKyshI2NDfbu3YupU6fi6tWrkJWVhaSkJPT09JCRkQFTU9Mu4/6MjIxw9epVDBo0CC0tLSguLoadnR2uXr3aqa2trS0yMzPx+vVruLi44OXLlxAREeHuYQ4dOhQ3btzAqVOnYGBgADc3N25M4Ef69u3LrQ4SFRX12Tn+USZMmICCggJcv379i22tra0hKSmJS5cuQUVFBVZWVjh16tRfKt/XAs+5hQcAoKioCIWFhRg8ePCXGxMBD5e2O68whLtt1tTchDt37oKIAxUVFWhoqOP169cofP4caKlF/us63CtswosXL9Da2orq6mooKSnBw8MDPj4+mDJlCsLDw+Hq6gpzc3O0tbXB3t4ejY2NkJGR6TJN1t+FoqIiBg8ejAcPHuDKtWsI/f57DJ09G5nv3uGnI0ewKyUFFe/fw9zcHCIiIhAUFMT9+/dRXl6O0tJSREREYMyYMbhy5QocHR3Rv39/yMrKIjY2FgkJCbCysoKysjJ8fHxw//59REdH4969ezAwMICoqCju3bsHJyenbuU7d+4cNDQ0wGKx8PbtW3h7e0NYWBjjxo1DSEgILl++jD179mDz5s1cRxQ+Pj5YW1tj8uTJePbsGZYtW4bs7GzY2tp+tuaclJQUAgICuIo8NTUVrq6umD59OmRlZXH+/Hmoq6ujqqoKx44dw40bN+Du7t5hj5LBYMDLywva2to4ffo0xMTEkJiYiNra2k6VHsTExPDNN9/gzp07+P7772FqagptbW1ursv58+dDQkIC0dHRePnyJaKiotC3b98ONft69+4NFxcXLF26FCUlJXBzc/tjX4huEBAQgJ6eHtauXQsXF5fP5uLk4+ODmpoa4uLiuHGvH5NZ/+bctTw68ne5k/L4+ygvL6cffviBxo0bRwEBAfTLL7/QhQsXaP78+bRr1y4aO3YsTZo0ie7cucPtc/78eQoLC6PRo0fT5KAxdDZan+jSUKIMb3q4axBNGKJGR5ZbUaCbKo0frEo3tgykuG/FaIg5aLCFMK3wF6P0xcKUtkiIdoUKUoAdg5xMBElPT4+Cg4Pp3r17xGKxeiT/mjVraP/+/X/V5fnD3Llzh4KDg2nbtm3U1NREbDabDhw4QG5ubqShoUH+/v507do1Sk5Opn79+tHhw4cpMDCQHjx4QFu3bqUlS5bQpEmT6MaNG9Tc3Ey//PILWVtbk7q6OvXv358qKiqooKCAJk+eTJqamuTm5kZeXl6flWn27NmUk5NDsbGxlJqa2mWbp0+fkrm5OTEYDFJXV6fz5893OP7q1SsKDAwkTU1NioyM7BBS0B11dXU0depU0tTUpCVLllBrayuVl5eTv78/MZlMsrS0JDExMerdu3e3cX9v3rwhd3d30tXVJV1dXXJ3d6eysrIu227ZsoU0NTVpw4YN3PfS09NJR0eHIiMjic1m08aNG4nJZNLRo0e7vAaGhoY0Z86cL87tj7B3716Kjo7+T1jMZ1i5ciUdO3aMiIhWr15Nhw8f/ktl+xrgKb6vDDabTdOnT6cdO3YQi8Wi5uZmevz4MV24cIFGjBhBaWlpxGaz6fTp0xQUFMT9Yd6+fZtKS0uJw+HQo6tJ5DNQlgoSnbmKb7hdb0qK6kOtF7wo7WcbGtJHhIIHgY7MAu0OBdnp81HKAgl6vFWbbmwwp4c7bKn1rD2VlZVRWFgYpaSk9HgO/98VH1H7DT82Npa+/fZbevLkCff9p0+fUnh4OGlra5O1tTUtW7aMGhoa6OHDhxQYGEh5eXk0f/58WrNmDX3zzTf0/v17bt/U1FRSU1MjZWVlmjhxIj19+pTKyspo7ty51KtXLxo4cCAdPny4U0B6U1MT+fr6Un19Pfn7+3cYsyuysrJIR0eHGAwGGRgY0L179zocv337Njk7O5OBgQFt3bq1RwHw2dnZNGDAAOrTpw83ZvDYsWNkZGRElpaWpKCgQGJiYjR06NAu4/7YbDatXLmSNDQ0yMLCgvT09OjMmTNdnuvq1aukr69PEydOpJaWFiIievLkCZmZmZGfnx+xWCxKTk4mJpPZZSxfQUEBGRkZ0YwZM744r99LS0sLTZ8+vUfxky9fvqTAwECqr6/n/t3Th0QeXcNTfF8ZT548oXHjxlFbW1uH9y9cuEAhISHc/zc1NZG3tzdVVlZ2HuTddYoOUqMTK625is/HQYnYF9stwMY0T7LRAcVN5qP769Xo/VE7munDpBtbBhJleLe/LnkSpdkSUXvA7sqVK3s8h3+C4vvI9evXafz48bRnzx7uTZiIiMViUVxcHA0cOJCbCSUhIYGCgoLo8ePHNGHCBFq5ciUtXry4g1Vw+vRpmj59OgUFBZGGhgYNHTqUa43Pnz+fjI2NydLSkjZv3sxNCvDw4UOaO3cu3b59mxYsWNBj2U+cOEEqKiokICBAVlZW3GwiHzl8+DA36D4tLe2L47HZbFqzZg1paWnR+PHj6f3791RXV0dTpkwhDQ0NMjc3p169epGiomK31t/NmzfJzMyMjI2NSV1dnebOndul4i0pKaGBAweSvb09lZSUEBFRRUUFOTo6kr19+wNXZmYm6ejo0OLFizv1LyoqIhMTEwoLC+txZpvfyvPnz2ncuHHdBvh/yoYNG7gB+jExMZScnPyXyPS1wHNu+cqoqKiAoqJip/plADp4zX0s8dLU1AQAuHv3LubNm4eAgAD4h36PuwUNqG38T/lUiV4C4Odv33cREuCHoqIiRg11g6WFJWRlZSEsyA9Wc3uC5ZJyFr7fm4/xa4oxZswY7Nu371+bhd7Ozg6bNm3C69evMXv2bDx//hwAICIigtDQUFy7dg3JycloaWnBkiVLcP/+fYSFhSEkJAS5ublcT8SPuLq6oqqqCqtWrUJ2djZMTEwQHh6OM2fOcGMBZ86ciX379sHMzAzLly/H3bt3uQ4jAwcO7LHsw4cPR0lJCX755RcUFRVBT08Prq6uqKysBAD4+fnh7t278PX1xdSpU+Ht7Y0nT550Ox4/Pz/mzp2Lq1evor6+Hra2tjhw4AC2bduG3bt3A2gPLiciTJkyBd7e3p0qPtja2iIrKwt9+vRpr0R/8iScnZ3x8uXLDu1UVFRw6dIl6OjowNXVFdeuXYOcnBzS09Ohrq4OFxcXyMnJ4cSJEzh+/DgmTZoEDofD7c9kMnHmzBlcv34doaGhHY79WWhpaWHEiBHYsGED6AvO9ePGjcO5c+dQWVmJsWPHIiUlhfvb5PHb4Sm+rwx5eXmUl5eD/SHLf09obW3FqlWrMGrUKCQkJODgwUOw0hUDcXo+xqdsPVEMNRkOtq/ww+HDhxEUFPTFH/4/GSkpKXz33Xfw9fXF0qVLcfDgwQ7X39raGnv37kVOTg7Gjx+P169fY+jQoaipqUFFRQUOHz6MwsJCAO0PJJ6enkhJSYGioiJ+/vln5OTkwMXFBcnJyTA3N0dxcTHOnTuH2NhYXLt2DREREThz5gwyMzN/k+L7yJQpU1BeXo7ly5cjOzsbysrK8PPzQ1NTEwQEBLBgwQLcvXsXGhoa8PT0RGhoKN6/f9/teKqqqjh27BhiYmKwYcMGDB48GCoqKrh16xbXIUVLSwsZGRkwNjbu5PkpLi6OxMRErFixAi0tLXj//j2cnJxw+PDhDu2EhISwZ88ehISE4JtvvsG2bdsgJCSEAwcOYNSoURg+fDhevnyJ8+fPIycnByNGjOigTDQ0NJCWlobs7GxMnDjxL1F+vr6+aGxsxNmzZz/bTl5eHm5ubkhKSoKGhgbMzMy+2IdH9/AU31eGvjbT9rkAACAASURBVL4+ZGRksHfvXjQ1NaGlpeWzT+lAezWE1tZWSElJgcFg4O6jAtwvEW8PZ/gdsJrZ6CXMBxH99pt8T3/AbW1taGlpAYfDAZvN5v79T4CPjw/Ozs5Yv349cnNzMX/+fLx69apDG3FxccyfPx+FhYWYNGkSnj17xo23CwsLQ2NjIwDA29sbV69eRU1NDYB2ZRgSEoLJkycjJiYGWVlZsLS0xMmTJxEXFwcbGxuUl5cjIyMDM2fOxOPHj3+z/Pz8/Fi8eDGqq6sRFhaG06dPQ0ZGBuHh4eBwOJCWlsbWrVtx7tw5lJWVwcbGBitXrvxsSZ5Ro0YhOzsbpqam8PT0xLJly/Dzzz8jOTkZoqKiUFNT41p/Q4cO7WT9BQcH4+LFi5CWluZak2FhYZ3OOWfOHOzcuRNr1qxBWFgYOBwOoqOjsXTpUkydOhUpKSm4dOkSmpqa4Obm1uE8KioqSEtL4z6U/NnfNwaDgdmzZyMxMRFv3rz5bFs/Pz9kZWWhpKQEY8eOxfHjx9Hc3PynyvO1wFN8Xxn8/PxYunQpSktLMWnSJAQHB3cZH/UpoqKiCA0NxU8//YSAgABkZmbCdpAXgK7r3X2JSe5yuJzbhjHhP2PTpk1wcHDoUb/NmzfD19cXV65cweHDh+Hr64uMjIzffP6/E3l5eaxYsQLu7u5YuHAhUlJSOlm7fHx8iI2NxeTJkxEaGgoVFRVkZ2dDR0cHixcv5pZ2+jSmS0NDA69evcKwYcOQnp6OlJQUNDY2wtHREfn5+TAzM8OaNWsgKiqKoUOHwtvbG5cvX/7N8vPz82PDhg2orKzEyJEjER8fDykpKURFRYHD4cDAwAApKSnYvn07Tp8+DWtr625r9AHtVdo3bNiAY8eOISsrCzY2NqiursaNGzcwZswYiIqKQkNDg2v97d+/v0N/HR0dXLlyBSNGjADQnojBwcGhU6yem5sbLly4gF9//RVubm549+4dJkyYgPj4eKxbtw5RUVE4ffo01NXV4erqyrWwAUBJSQlnz55Ffn4+/P39/3Tlp6amBn9/f6xbt+6zY0tISHBXXZhMJoyMjHhW3+/l79xg5PEPhsMhyp5BdNb6Pw4rPXld9CA605eoNP3vnsHfzps3b2jBggW0cOFCevPmTafjLS0ttGTJElq1ahX5+/uTra0tDRgwgNTV1cnT05NcXFyoqamJiNqrI/j4+HSqcrF//34aNGgQiYuLU79+/WjPnj1UVlZGkZGRpKOjQ/b29nTw4MHf7cBRU1NDQ4YMIUFBQZKWlqbNmzdzj7HZbNq5cycZGhqSo6MjZWVlfXYsNptN69atI21tbQoICKCysjLKyckhe3t70tbWJgUFBRIVFSVPT88uHULS0tJIT0+P9PX1SUNDo8tKDywWi/z9/cnIyIiys7OJiOjZs2dkaWlJo0aNooaGBoqIiCA9PT26fft2h77v378nGxsbGjVqFLW2tv6ey9UtHA6HFi1a1GWIxac0NTVRUFAQ5eXl0fPnz2n8+PHc7wCPnsOz+Hj8Pvj4AItVgLgu0PS2Z5YfpwVofgfohQHKPQiU/5ejpKSEVatWwdbWFnPnzkVaWloH609QUBDfffcdysvLYWZmht69e0NFRQWpqakwMjLCgwcPYGxsjJ9++gmNjY1QUlLC69evO5yjrKwMPj4+CAkJwbhx47B+/Xo4OTlBQkICWVlZGD58OKKjo2FlZYXNmzf3uFr4RyQlJZGWloYXL17AwMAAERERUFJSwpEjR8DPz4/Jkyfj/v37GDhwIMaNGwd/f/9Ojigf4efnR0REBK5evYrW1lbY2dkhMzMTGRkZCAsLQ69evaCmpobLly/DyMiok/U3ZMgQZGVlwcDAAACwfPlyfPPNN9wlYqDdqSgpKQnjx4+Hn58f9u7dC11dXWRkZKC2thZubm6YP38+QkJCMHbs2A5WtaysLHcp19fXF62trb/pWn0OPj4+RERE4OjRo5/NwiMsLIyAgADs3bsXTCYTBgYGSEtL+9Pk+Gr4uzUvj384LbVEt8LbLb+0/kSXvDpbeRcGtx8/24+oKKndWuyCnJwcGj16dJevfzsvX76k2bNn09KlS7m1+D5SXV1N3377LS1atIg8PT1pwYIFxOFw6MGDB+To6EhOTk6kqalJlpaWtHXr1g59Q0JCKCoqik6cOEFE7VbVsWPHyMXFhZhMJoWFhVFBQQHFx8eTra0t6evr07Jly7hFZn8rOTk5ZGJiQgwGg5hMJrdALFF7iEFQUBBpamrSnDlzvlhjLjU1lUxNTcnJyYlycnKosLCQ3N3dSUNDg+Tl5UlUVJQ8PDy6tP5iY2NJTU2NtLS0yMLCgu7evdupzenTp0lHR4dmzZpFbDabWltbacKECWRkZET379+nhIQE0tTU7GQ51tTUkL29PXl5eXVbR/L3cu7cOZo5c+ZnLcq2tjYKDQ2lu3fvUmFhIQUFBf3pcvzb4Sk+Hn8cDpuo4jbRnVntyu2szYd/+xGl2RClOxA93UTU8OrLY33FtLa2UlJSEgUGBtKlS5c6xO+VlZVRUFAQhYaGkouLCyUnJxOHw6G5c+dSVlYW5eTkkIuLC8nLy9OAAQNoy5Yt9ObNG/Lz8yN/f/8ulUN2djb5+/uTuro6jRo1iq5evUqnTp0iNzc3YjKZNH36dHr9+vXvmktmZiZpaWkRg8EgY2PjDhXI79y5Q25ubqSnp0cbN2787DIri8WiOXPmkKamJs2dO5cb/6ilpUXa2tokKipKcnJylJiY2Knv/fv3ydLSkphMJqmpqdG6des6tSkoKCArKytyd3enqqoqIiJasWIFaWlp0YkTJyg9PZ20tbUpOjq6Q7+6ujpydHQkd3f3PzWYnMPh0LJly7qcz6dcv36dZs6cSRwOh6Kjo+nkyZN/mgxfAzzFx+PPpbGU6M1FolcniErOEL27TtTGyzLxWygsLKRp06bRDz/8QNXV1dz3i4qKyN/fn0aMGEFOTk707NkzunbtGs2bN4+I2jOWrFixgjZt2kT9+/cnFRUVMjQ0pIkTJ372fCUlJRQREUHa2tpkb29PiYmJdOvWLfL19SUNDQ0KDAykR48e/a65JCcnk5KSEgkICJCtrS29evWfh59jx46RpaUlWVlZ0enTpz87zkfr1szMjE6fPk0lJSU0cuRIUlNTIzk5ORIRESF3d/dOCp7FYtHkyZNJRUWFVFVVaeTIkVwF95GGhgby8fEhMzMzun//PhERJSYmEpPJpHXr1tH9+/fJ0NCwUzB7Q0MDubi4kKura4/St/WU9+/fU2BgIOXn53fbhsPh0Jw5cygzM5OePXtGEyZM4Fl9vwGe4uPB4/8hLS0ttGfPHho/fjxdv36d+35OTg75+PjQwIEDacyYMdTQ0EBTpkyh3Nxcepl/m9YuGEr0KoXo1Una/sN4MtLXJAUFBXJ2dqZ9+/Z9dgmtoaGBYmJiyMzMjExMTGjVqlX04MEDmjJlCmlqapKXlxdlZGT8rvls3bqVZGRkSFBQkNzd3blLqR+zuejq6pKnp+dnFSybzaYtW7aQtrY2+fn50Zs3bygxMZF0dXVJU1OTREVFSVZWtktr6eDBg6SpqUkaGhpkaGhIV69e7TT2smXLiMlkUlJSEhERXbt2jfT09GjatGlUVFREffv2pVGjRnWw8FgsFrm7u5OTk9MXl25/C5mZmRQeHv5ZZfbxs2ltbaUVK1bQqVOn/rTz/9vhKT4ePP4fk5ubSyEhIRQbG8u9sd68eZO8vLzIwsKCfvzxB7qaspZubbUj9hlrytsoQ+wzVkRn+9GLbUqUs06ayq8uoq0xkdSnTx/S09OjOXPmUHFxcbfnZLPZdOjQIXJyciItLS2aPn063b9//w97gn5ULuLi4iQkJET+/v7cG3tNTQ3NmDGDNDU1afLkyd0moSZqX/b19/cnbW1t2rhxI1VUVFBgYCCpqKiQrKxst9ZfcXExOTk5kaqqKikrK9OKFSs6zeHYsWOkra3NTWj9/PlzsrKyIm9vbyopKSFHR0dydHTsYDWyWCzy8PAgBweHP035cTgc+umnn2jXrl2fbbd06VJKTU2l/Px8Cg4O7pAWj0f38BQfDx7/z/m4rxUcHMytmJGenk6Dne0oMUKWqg/pU/5mOWKddaEHGzWp4YwLsS95UdaPcvRkqwZR2of91oLdlH7uHI0aNYrU1dXJy8uLUlJSPqvAbt68SX5+fqSurk6jR4+my5cvU0xMDJmYmJCFhQVt3LjxNy+xsdlsCgsLI1FRURIVFaXp06dzZSgoKCAfHx/S0tKi5cuXf3bsM2fOkJmZGdnb29P9+/cpNTWVDA0NSU1NjURERLq0/thsNn333XekrKxMysrKNGTIkE5KNjc3lywtLWno0KFUU1PDDdmwsbHhyte3b98ODw/Nzc3k7e1NdnZ2nZZSfy81NTUUFBREOTk53bYpLCyk8ePHE4vFomXLlnWbuJtHR3iKjwePfwi//vorTZw4kTZv3kyNtRVUdMCBHq0RpczvJalojykV7TGl/B2GVHHUjmpTHen6Kll6c/BDnOXFIe3xk082EHE49ObNG1q0aBEZGRmRqakpLVu27LPJkouLi2nGjBmkpaVFjo6OdODAAdq9ezf179+f9PT0KCoqqsN+ZE9oaGigMWPGkJCQEElISNDKlSu5CvDy5ctkZ2dHJiYmtHfv3m6VM4vFosjISNLU1KSIiAgqLy+n0NBQUlZWJhkZGRIWFiY3N7dOc8vIyCADAwNSVVUlHR2dTgqjpqaGvL29ycLCgnJycojNZtOUKVPI0NCQbt++TeHh4WRoaMjdEyRqd04aOXIk9e/f/4sVMHrKzZs3acqUKZ91oFm9ejUlJSXR06dPaeLEiX96jOG/EZ7i48HjH0R9fT2tX7+e0laZUsNRY3oeb0Lnl4jS7dVKdCdWmV7sNaNXiX3o9f6+dCVamprPuXdOHvDqBHc8NptNycnJ5OHhQerq6uTn5/fZfby6ujr68ccfycTEhMzMzCgmJoaOHj1K7u7uxGQyadq0aR0cWHpCVVUVubq6koCAAMnKytKOHTu4ssXHx5OxsTHZ29t32pf7lJycHHJ2diYTExNKSUmhjIwMMjc3JyUlJRIRESEZGZlO1l9VVRX5+vqSkpIS9e7dm+bNm9dBwbLZbIqMjCRtbW1uYPmPP/5ITCaTkpOTKTo6mrS1tSk9Pb1DH19fX+rXr1+Pqi70hHXr1nVZPukjb968oYCAAKqurqaoqCg6e/bsn3LefzM8xceDx9/MxyLAPaYmn+qOGNG9dar0Yq85Pd6qQ2mLhCh7jRI93aZHz3Ya0oONGnQnVqVzTOV5F6KLg4nYna2CgoICmjlzJunq6pKVlRXFxMR0u2fFZrMpMTGRHBwcSFtbm2bNmkVnzpyh0aNHk4aGBo0bN65DCENPKCoqImtraxIQECAVFRVu7CGLxaKlS5cSk8kkX19fev78ebcyxcXFkY6ODvn4+FBhYSHNmTOHlJSUSFpamoSFhcnV1bWTQtqyZQupqKiQkpISOTg4dNr/PHjwIDGZTIqKiuI+KDCZTPr5559p586dpKmpSQkJCR3k8Pf3Jysrq8/uVfaU+vp6mjhxYpexiB+Ji4uj7du3U25uLk2aNIln9X0BXuYWHjz+abw8AnExcZiZmaG1tQVtba2QkZFGRcV7vH//Hg0Njaiurkbv3oqd+wr0Alqqgfe3Ox3S0dHBhg0b8PjxY4SHh+P06dMwNTVFcHAw7t27BwDIycnBsGHDsH//fgQGBuLKlSvYu3cvXr16hdDQUDAYDGzYsAFiYmIYNmwYhg4dikuXLvVoWkwmE9nZ2bh79y4kJSXh4+MDHR0d3L9/HytWrMCtW7cgISEBZ2dnzJo1q1MpK35+foSGhuLmzZsQFRXF4MGDoaqqipMnT0JPTw/S0tK4du0a9PX1kZiYyO03depUpKenQ1VVFc+ePYO9vT2OHDnCPT527FicOHECKSkpGD16NDw8PHD48GHs3r0bt27dwubNm7F06VLExMRw5di/fz+MjY0xZMgQlJaW9mj+3SEmJoaZM2di06ZNqK+v77LN2LFjkZGRAVlZWaioqPzjctj+r+EpPh48/km01gMlqYCQLAQYAtDV0YWqqhoYDAEICgqipqYW1dXVaG1thaJCF4oPAPgEgKLEro+hvZzP5MmTcfnyZZw8eRICAgLw9fWFvb09Zs6cCV1d3Q7t7e3tcfToUVy5cgWysrKYPXs2CgoKsHz5cpiamiI0NBQODg44dOhQjxI8m5ub48mTJ0hPT0dbWxscHBxgbm6OmpoaxMfH48SJE8jPz4eVlRXWrl3baUx5eXkkJiYiLi4OCQkJiIiIwObNmxEeHg5ZWVlwOBxMnjwZrq6u3EoMJiYmyMrKwqhRo9DU1ISpU6ciPDycm8LN3NwcV65cQWNjI5ycnCAjI4P09HT8+uuv2LJlC/bs2YOdO3ciIiICHA4H/Pz82LNnD/r06QNPT89OlTh+K5aWlrC1tcX27du7PC4tLQ1vb2/s378fAQEBOHToENra2rpsywPgI/oXF0LjweP/GRUVFdi+fTseP34MIsKgQYOgp6eHc+fOwdDQEOnp6RATE8PUqVNhZWUFALhw4QKOHj2KiooKSIkSRhs8hsfAduXz6HktYg8/h6eNHBLPFaKxoR6eFoCUpDjuvJZFbWMbRtkrYYyzCgAg/1U9tqe+wOt39RDS8ISdnR2mTJkCAQGBz8rd2NiIadOmITMzE7W1tbC0tMQvv/wCPT29Tm3r6+uxfv16JCUlQVBQEAEBAeBwODhw4AAYDAa36oSQkFCPrtnhw4cxY8YMVFZWwtbWFseOHYOioiJSU1OxfPlyAMDSpUu5FRo+paWlBcuXL8eBAwcwbNgwTJgwAXPnzkVubi5qa2u51SGCgoK4fVJSUjBr1iywWCxoamoiMTGRm/+Tw+Fg7ty5SE1NxYYNG+Do6IixY8eirKwMa9euxcyZM2FoaIjExEQICAiAw+Fg6tSpyMrKQmpqKjQ1NXs0565oamrCzJkzMXHiRAwYMKDTcRaLhW+//RbR0dHYsWMHnJ2d4ebm9rvP96/mb15q5cHjq4HNZtP06dNpx44dxGKxqLm5mR4/fkwXLlygESNGUFpaGrHZbDp9+jQFBQVxU5bdvn2bSktLicPh0KOrSeQzUJYKEp2JMrzp4a5BNNyuNyVF9aGWC160d54WORqCQgcLUWOaJxUfdCUfByV6e3QwUYY3PUt0pqd7HKkttQ+VvX1LYWFhlJKS8kXZy8rK6NtvvyUWi0UzZswgW1tb0tDQIDc3Nzpw4ECXXpdsNpv27NlDdnZ2pKOjQ7Nnz6b169d38AT9La7/69evJ2lpaRIUFCQvLy+qq6sjNptNGzZsID09PXJ3d+/gZfkpT58+JTc3NzIyMqLk5GSKjY0lFRUVkpSUJCEhIXJ2du6w91dSUkKDBw8meXl5UlFR6RRPt2fPHmIymfTDDz8Qm82m8PBw0tPTozNnztDAgQPJ1dWVuz/KZrNp2rRpZGxsTAUFBT2eb1fk5ubS+PHju/WgPXnyJC1fvpwePXpEISEh1NbW9ofO92+Fp/h48Pgf8eTJExo3blynm9GFCxcoJCSE+/+mpiby9vamysrKzoNUPqDoIDU6sdKaq/h8HJSIfXEoUYY3NaZ50uC+UvRghx3XoWWWrxbd2DLwPw4ulzyJ0myJiCglJYVWrlz5Rdmjo6PpypUrRNTuZbhv3z56//49RUdHk7m5ORkaGlJkZCSVlJR02f/y5cs0YsQIruPLpk2buJ6gU6dO/WxA/aew2WxatGgRiYmJkbCwMI0fP55aW1uprq6OIiIiSFNTkyZMmNBlmSciop07d5Kuri6NHDmSsrKyaMiQISQnJ0dCQkIkLS1N8fHxHc4VHR1NCgoKJCcnR4GBgR1Sk2VnZ5OxsTH5+/sTi8Wi2NhYYjKZtHfvXvL29qZ+/fp1uB4RERFkaGhIT58+7dFcuyM+Pp5WrVrVIZfrR1paWmjSpEn06NEjWrhwIV28ePEPnevfCm+PjweP/xEVFRVQVFQEg8HodExaWpr7t7CwMID2pS0AuHv3LubNm4eAgAD4fxuFu8/qUdvwn5I4Er0EwM/PBwAQEuCHsLAwlOTEuMeFBPjAamYD+L/27jy6pnPvA/j3DBlPZomQ6ZyczCFIIhEqImJWxJCKKCKGkIuainhN5Yo2NVQ0aWiLi5qCVlXamGMMmmoqWi6NoTQkIWSUnJx83z+897w3N6j2KirPZ62sZZ1z9j57P1nLN7+9n/38gJuFlViw7icMXXoDb7zxBtavX19vksh/On36NCorK+s1DLayssLs2bNx9uxZLF26FBcuXEBQUBD69u2L9PT0OvfeQkJCdJ3OTU1NsWTJEtTW1mL8+PEoKChAcHAwBg8ejB9++OGJxyKVSpGQkICSkhIMHToUaWlpMDc3x/z587F06VIcPnwYFRUVaNu2LebMmaMbw38ZOXIkTp8+DTMzM0RFRaFTp05YtGgRbG1todVqERsbi9DQUBQVFUEqlWL27Nn48ssvYWNjg2+++QZt2rTB2bNnAQCtW7fGoUOHUFBQgI4dO2LAgAH44IMPMH/+fAQEBMDHxwddunTRdbxfvnw5evfujfDwcN1rf8SQIUNw48aNRzYS1tPTw5tvvol169YhMjISW7duhVar/cPf9aoSwScIz4m1tTUKCwt/139EGo0GCQkJus7bW9J2wb+5Cqyp/EPHkLLrGhysgNUrFmDbtm0YNmxYvQ7w/yknJweXLl3C0KFDMXToUBw9ehRffvkl/v73vwN4GEY9e/bErl27kJWVBU9PT0ydOhW+vr5YuHAhiouLdftycXFBamoqvv/+e7Rv3x6ffPIJ8vLyEB0dDYVCgT59+qBnz544cODAE49JKpXi448/xp07d9C1a1ckJSXB0tISaWlp2LZtGzZs2IDMzEz4+fnh008/rRPClpaW+Mc//oE1a9Zg69atWLduHVJTU9G5c2coFAqcOHECrq6uWLduHQAgKCgIZ86cQdeuXfHrr7+iW7duWLFiBQCgcePG2LdvH/z8/NC5c2cYGxtjx44d2LJlC2pra9G3b1/07dsXmZmZAIDExET0798f/fr1Q25u7u/+/QEPw23q1Kn49NNPdZNz/l3Hjh1RXV2N8vJyWFpa4siRI3/oe15lIvgE4Tlxd3fX/af74MEDVFdX46effnriNjU1NdBoNDA3N4dMJkN2djbO3jQF+MeaoFY+0MDYUAZD5764ceMGvv7669/c5s0338SqVauQlJSEpKQkBAYGolu3bnjrrbfqfdbOzg7vvfcezp8/j/j4eBw9ehStWrXC4MGDcezYMd3nLCwsMG/ePJw/f173OEFmZib69OkDNzc3jB07Fu3bt8fmzZufOBPU2NgYn3/+OfLz8+Hr64tZs2bBxsYGeXl5yMzMxKxZs7B8+XIEBwfXq5BCQ0Nx6tQpdOnSBXFxcbC1tcWyZctgZ2cHrVaLMWPGICQkBEVFRTAxMcGmTZvw/vvvQyaT4Z133kG/fv1w7949SKVSpKSkYNq0aRg9ejQOHjyI/fv348KFCzhz5gxiY2MRHR2NtLQ0AMCiRYsQFRWF/v374/vvv3/K31xdarUar7/+OlauXFnvDxeJRILhw4djw4YNiIiIeOrZtA2JCD5BeE6kUinmzp2LX3/9FTExMYiOjsbRo0efuI2RkRFiY2Px7rvvYvDgwcjMzESb4O4Pn8fTPPkS5aPEdDbB4csWeGPoWKxcubLe5cvHHYOlpaXux8DAAAYGBjA1NX3iuUZGRmLv3r3Yt28frKysMHz4cLRp0wYffPCBriv6v7q0nzx5EqmpqcjLy8MXX3yBgIAABAUFISEhAb6+vlixYsUTu8M3atQIhw8fxqVLl+Do6IiYmBg4OTnB1tYW3333Hbp164aYmBj069cPly9f1m0nl8uxYMEC7Nu3D1euXMF7772H2bNno1+/flAoFDh58iRcXFx01V9MTAyOHj0KNzc3HD58GAEBAbpAj42NxWeffYZPPvkE8fHxyMjIgImJCTZv3ozp06dj+vTpSEpKAvCwO/zw4cMRERGBb7/99jd/B48ycOBAlJaWIiMjo957fn5+sLCwwJ07d2BmZlbnjw4BYlanIPwlFZ972PF+X8f6q7M87uebQDKzP1ld8kIO+V+Lbbdv354qlYojR45kTk5Ovc9duHCBI0eOpFKpZJcuXThlyhS2bduWbm5unD179lPNBM3Ozqa7uztlMhldXV2ZnZ3NgoICXYul8ePHP3I/69ato5ubG19//XXdvxUKBeVyOYODg3UzPzUaDadMmUJLS0taWVlx4cKFupmt+fn5DA4OZrt27Xjt2jVOmjSJrq6u/PDDD+nq6srp06frJqYkJiZSrVYzKyvrD43p9evXGRUVxV9//fWR4xgdHc1Tp05x3Lhxv7ubxqtMBJ8g/FUVnSYzXnsYaAd7PD7w9nd5uEbnkQiy8r9fQutZyM7OZnR0NJVKJTt06MBPPvmkXkud4uJizp49mx4eHvT392dcXJyuO/y4ceOeaiZoRkYGHRwcKJfL2apVK/7888/Mzc1lz5496eLiwsTExHqBUFxczJEjR1KlUnHu3LkcM2aM7jEKU1NTrlmzRvfZ9PR0KpVKmpubs3PnzrolyjQaDUeOHEk3NzdmZmZy5cqVVKlUfPfdd9m8eXMOGzZM973Lli2jWq1+4lqkT/L5559zxowZjwy2RYsWMS0tjVOnTtXNyhVE8AnCX1vpz+R3b5NfB5Jftyb3dni4Hue+0Ieh+HVrcm8weSHpiZVebm4uBw4c+MifP/XwS0v5/vvv09/fn66urpwwYUK9Z900Gg1TU1MZEBBANzc3jhgxQvdoRGRk5GOf3ft369evp7W1NeVyOTt06MA7d+4wPT2drVu3mtg3hwAAHVRJREFUZsuWLZmWllZvm6NHj9Lf358BAQFMTk5ms2bNaGxsTLlczvbt2+uqv4KCAnbv3p1mZmZ0dHSss0h0UlISlUolP/zwQ+7Zs4dqtZqTJ09mUFAQu3fvzrKyMpLkypUr6ezs/Ica/Wq1Ws6YMYOff/55vfd++eUXRkVF8ciRI4yLi3vkIxANkQg+QXgVVN4mL39KnhhOZoaTRwaSp8eRN9LJmse3tHmZHDp0SNf7r1u3bkxLS6tXxaSnp7NHjx5UKpUcOHAgIyIiqFQq2b17d+7bt+83vyMxMZFmZmbU09Nj3759WVpayg8//JDu7u4MCwvjmTNn6nxeq9XynXfeoUql4ogRIzhx4kRaWFhQLpfTxMSEn3zyCcmHjWOXLFlCKysrmpub1+n0cOjQIbq5uXHUqFE8e/YsmzVrxkGDBrFLly5s27atrkpMTU2lSqWq0+3haeXn5zMqKorXr1+v915SUhLXrl3LyZMn89ixY797368iEXyCILxUbt++zXnz5rF58+b08vJifHx8vQfSc3NzOXz4cCqVSnbu3JmDBg2iq6sr27Vrx40bNz7xfpZWq+W0adNobGxMAwMDxsTE8P79+5w2bRqVSiWHDBlS70H8vLw89uzZk+7u7ly4cCF9fX1pZGREuVzOtm3b6qq/7Oxsenp60tTUlEFBQbrLsdeuXWPbtm0ZEhLCc+fOsX379gwJCeHAgQPp4+PDixcvkiQ//fRTqlSqP9RQ9uuvv+bkyZPrdWYoKiri4MGDuXfvXo4fP15UfRTBJwjCS0qr1fKLL75gr1696OjoyPDw8HrVUGFhIePj4+nm5sbWrVtz4MCBbN68OVu0aMHly5c/sYGrVqvlsGHDaGBgQIVCwZkzZ/Lq1auMjIykUqlkfHx8ve03btxIDw8Pdu/enZMmTaKlpaWu+vtXH8HKykoOGzaMpqamtLW11V1Grays5NChQ+np6cnDhw/rQi8mJoaurq48ceIEyYeXZVUqla4t09Oqra3l3LlzuXnz5nrvrV27lklJSZw0aRKPHz/+u/b7KhLBJwjCS+/atWucMmUK3d3d2apVKyYkJNSZlVlVVcXk5GT6+/vTzc2Nffv21d0TnDVr1hNngpaXl7NXr17U09OjhYUFly9fzqysLHbs2JGenp5MTU2tU0GWlJRwzJgxVCqV/Nvf/sa2bdvS0NCQMpmMQUFBuupv06ZNtLGxoampKUePHs2qqiqSDy+3KpVKrlq1itOnT6eLiwtjY2OpUql066Zu3ryZKpVK1wD3aRUVFXHIkCH17pOWlpYyKiqKX375JSdMmNDgqz4RfIIg/GVotVpu2LCBnTp10l2W/M9HAXbv3s2uXbtSqVSyW7dubN++PZVKJceOHfvEmaC3b99m+/btKZfLaWNjw82bN3PLli308fFhmzZt6lWbJ06cYEBAAP38/DhhwgRaWVlRLpdToVBw9erVJB8Gdps2bWhiYkIfHx/dOp3ffPMNXV1dGRcXx5SUFCqVSo4ePZoqlYqpqakkqWt4u2XLlt81RocOHWJcXFy9WbLbt2/nokWLOHHixD/8+MSrQgSfIAh/ST/++CNjY2OpVqsZFBTElStX1rk0mZOTw6FDh9LJyYnBwcHs2LHjU80E/ec//8kWLVpQJpPRycmJ+/btY0JCAtVqNfv06VNnkWmtVsuEhASqVCoOHDiQISEhuuqvTZs2LCwspFar5cyZM2lqakorKyvdQth5eXkMCAhgWFgYt23bRrVazcGDB9PZ2Zlz5swh+XARcZVKVafD+2+pra1lQkJCnQW3yYdVcXR0NLds2cKJEyc26KpPBJ8gCH9plZWVTE5OZrt27ejs7MzY2Fjm5ubq3r99+zanT59OV1dX+vr6MiQkRDcT9EkzKE+ePEkXFxfKZDJ6enryyJEjjI2N1VWP/3759Nq1a+zTpw/d3NwYExNDa2trymQyGhsb86OPPiL5sBJzcHCgQqHgoEGDWF5ezsrKSkZERLBZs2bctm0bfXx82LVrV3p4eHD06NHUarXcvXs3VSoV161b99Rjcu/ePQ4dOpQ//vhjndczMjI4c+ZMjh8/nqdOnXrq/b1qRPAJgvDKOHXqFN98800qlUqGhoZy3bp1ulmOlZWVTEpKoq+vL93c3Ni+fXuq1Wq2a9eOGzZseOxM0K+++op2dnaUy+X09/fnwYMH2bt3b6rVai5evLjOLMotW7bQ09OTHTt2ZKdOnWhgYECpVMqAgAAWFhayuLiYPXv2pLGxMV1dXXWV58KFC6lSqZicnMyQkBAGBgayRYsW7NOnDysrK/nNN99QpVLpLqE+jZMnT3L06NF1quCamhqOHTuWn376KSdNmtRgqz4RfIIgvHLu37/PxYsX08/Pj25ubpw8ebLu/p5Wq+XOnTsZFhZGJycnBgUF0cPDgz4+Ply2bNljZ4KuWbOGjRo1olwuZ1hYGHfs2ME2bdrQx8enzn240tJSjhs3jkqlkv3796etrS1lMhmNjIyYkpJC8uED6+bm5jQzM+MHH3xAkty1axfVajUnTpzIyMhIenl5MTAwkMHBwbxz5w4PHDhAZ2dnJicnP/U4LF26VFdx/svx48c5fvx4xsXF8fTp079rXF8VIvgEQXil7d27l/3796ejoyN79uzJnTt36qq77OxsDh48mA4ODvTz82Pz5s1/cyZoQkICTU1Nqa+vz/79+3PFihX08PBgaGhonUkjp06dYlBQEFu0aFGn+vP392dhYSFzc3Pp4eFBIyMjduvWjcXFxbxw4QL9/PzYvXt3Tp06lc7Ozmzfvj1btWrFvLw8ZmZmUq1W68Lyt5SVlTE6OrrOPc3a2lpOnTqVSUlJnDJlSoOs+kTwCYLQIOTn53PWrFn09vZms2bNOGfOHN2qKTdv3uSUKVOoVqvp7e1NHx8fKpVKxsbGPnImqFar5VtvvUUjIyMaGhpy1KhRnD59OpVKJSMjI+tUl4mJiVSpVAwLC2OTJk0olUppaGjI5ORkVlVVccSIETQyMqK9vT2PHTvG0tJShoeH08fHR3cJNCQkhO7u7jxz5gyPHz9OtVrN999//6nO+7vvvuOIESN0y6OR5Llz5xgTE8OxY8fy22+/fQaj+9cigk8QhAZFq9Vy+/bt7N69Ox0dHTlw4EAePHiQ5MP7gEuXLmXLli2pVqvp4+NDBwcHDho06JEzQauqqhgVFUUDAwOamJhwypQpHDJkCJVKJd9++21d2Pzyyy8MDw+nWq1mcHAw9fX1KZVK6evry8LCQu7cuZONGjWiQqHgnDlzqNFo+D//8z90dnbm3Llz6erqqutqkZ6eztOnT9PFxYUJCQlPdc7Jyclcvnx5ndfmzZvHxYsXc+rUqQ2u6hPBJwhCg5WXl8dJkybRzc2N/v7+TExMZGlpKbVaLdPS0hgaGkoHBwd6e3vT3t6e3bp1e+RM0PLycnbv3p16enq0tLTkzJkzGRYWRnd3dyYnJ+surW7fvp1eXl709/ennZ2drvpLSkrizZs3GRgYSENDQ90anmlpaXR2duaYMWPYokUL+vv708nJiWvXrmV2djZdXV35zjvv/OZ5VlZWctSoUXUuxebl5XHIkCEcNWoUv/vuu2c3qH8BIvgEQWjwNBoN16xZo3vUYdiwYboFq0+fPs2IiAja29vT3d2dDg4ObNu27SNngubn5zMoKIgymYxNmjThtGnT2LJlSwYEBOjW3ywvL+eECRPo6OjIgIAA6uvrUyKRsGXLlrx16xZnz55NY2NjWltbMz09nbm5uWzZsiV79OjBkJAQenl50cnJiYsWLWJOTo6uT+Fvyc3N5bBhw3j//n3da0uXLuWcOXP49ttvN6iqT3RgFwShwZPL5RgxYgQOHz6Mr776Cvr6+oiIiMBrr72G7OxsrF+/HllZWejevTvkcjlu376NWbNmoVWrVli2bBkePHgAAGjSpAlOnjyJc+fOwdraGsuXL8e9e/fg7++PCRMmoFevXrhy5QqSkpKwc+dO6OnpQalUomnTpjh37hyUSiVsbGywf/9+GBgYoH///vjoo49w+PBhSCQS3L9/Hx4eHpDJZFi9ejVWr16NnTt3Ytu2bZg5c+YTz7FZs2YICQlBSkoKSAIAhgwZgkuXLqGwsBA//PDDnz7OL40XnbyCIAgvo/Lycq5YsYJt2rShWq3muHHjeOHCBZaXlzMxMZHNmzeng4MDnZycqFarGR8fz7t379bZx9GjR+ns7EyZTEYPDw9GRUVRqVRy1KhRulVdli5dSpVKxebNm+uqPx8fH/7888/s2bMnDQwM2Lx5c169epXTpk2jWq1mZGQkHRwc6OzszAEDBvDcuXP09PTklClTnnhOVVVVHDduHDMzM3WvrVq1ilOmTOGMGTMaTNUngk8QBOE3HDt2jIMHD6aTkxPDwsK4ceNGajQabtmyhSEhIbS1taWTkxMdHBwYGxvLq1ev1tl+586dbNKkCeVyOVu0aMGuXbtSrVZz4cKFrKqq4s2bNzlgwAA6OjqyadOmlEgk1NfX5/Lly5mSkkITExOamZlx69at3LhxI1UqFQcMGKAL3dDQUGZnZ9PLy4sTJkx44rlcunSJQ4YM4Z07d0g+XOUlMjKSQ4YMYU5Ozp82hi8TEXyCIAhPqbi4mAsXLmTLli3p6enJt99+m7/88gtPnDjBAQMG0NbWlo6OjrS1tWVERASzs7PrbJ+amkpLS0vq6emxdevWDAwMZLNmzbhx40aSDx9i9/LyoouLi6768/b25okTJ+jq6koDAwMOHjyYWVlZbNasGUNDQ6lWq+ns7Ew/Pz8eO3aMzZo149ixY5/Yk/Czzz7jvHnzdBXepk2bGBsby/j4+D9v8F4iIvgEQRB+J61Wy/T0dPbt25eOjo7s3bs3d+/ezStXrjAuLo4ODg60s7OjtbU1u3Tpwm+++abO9u+88w5NTEyor6/PwMBAuru7s0OHDjx27BgrKys5adIk2tvb09bWlhKJhHp6ekxMTOSIESNoYGBAZ2dnZmVlsXPnzvTx8WGzZs2oVCrp4eHBjIwM+vj4cOTIkY8NP41Gw7feeosZGRkkyYqKCr755pscNGgQz50796eP34smgk8QBOG/cPPmTc6YMYOenp708fHh/Pnzee3aNSYkJNDDw4ONGzemtbU1AwMDuX79el0YabVajhs3joaGhjQ0NGRAQABVKhUjIiJ49epVnj17lsHBwbSzs9NVf56enly/fj0tLCyoUCiYkpLCCRMmUK1W08/Pj3Z2dnRycuLWrVvZsmVLDhs27LHhd+3aNUZFRfHWrVskH7ZzGjp0KGfNmvXcxu5FEcEnCILwDGi1Wm7ZsoVdu3alk5MTBw0axMzMTG7YsIHt2rWjlZUVra2t6eHhwSVLlujWBK2qquIbb7xBfX19KhQKtmrVikqlkpMnT+b9+/eZlJREpVJJa2trXfU3d+5c+vv7U19fn926dWNKSgqdnJwYEBBAW1tbNm3alCkpKfTz82NUVNRjw2/Hjh2cOXMma2trqdFoGBMTw379+vH8+fPPc+ieO/E4gyAIwjMglUoxaNAgZGRkYP/+/bCxsUFMTAySkpIwYMAAbNq0Ce3atUNhYSEWL14MNzc3xMfHo6ysDFu3bkVhYSGCgoKQm5uL4uJiZGRkoHXr1gCArKwshIWFwcbGBgCwYMEC3L9/H3FxccjMzMSCBQuwYMEClJWVoWnTpqipqcG8efPQp08f/POf/0RkZCRqa2vrHXN4eDi0Wi12794NuVyOYcOGQSKRYNOmTc917J43Cfl/D3QIgiAIz1R1dTX+8Y9/YP369bhx4wZCQ0MRHh6O9PR0fPHFF9BoNJDJZAgPD8esWbOgUqnw66+/om/fvjh79izMzMxgaWkJS0tLzJ8/HzKZDNOmTcPNmzdRUlICmUyGMWPGYMeOHbh//z4mTpyI06dP4+bNm7h//z60Wi0GDRqEb7/9Fvb29ti2bRvkcnmdY8zPz8e0adPw3nvvwd7eHhMnTsSVK1fw/vvvw8vL6wWN3J9LBJ8gCMJzcPbsWSQlJeHQoUNwcnLCwIEDUVRUhI0bN6K4uBgA0KlTJ8THx6N169Y4f/48Bg4ciEuXLsHc3BxGRkbw8fHBggULkJaWhnXr1qG4uBg1NTVwdnaGUqnE8ePH4evrC29vbxw4cAAajQZVVVUIDQ1Ffn4+bGxssH37dujp6dU5tvT0dBw4cACJiYnIycnBnDlz4Ofnh4ULF76IofrTiUudgiAIz4Gvry/Wrl2L3NxchIeHY8OGDdi8eTN69eqF+Ph4qNVq7N+/H2FhYejYsSOuX7+On376Cfv374epqSlu3bqFM2fOIDw8HEVFRdi+fTvatm0LExMTXL16FUePHkWPHj1w7tw5fPHFFwgPD4dcLoexsTEOHjwIPT09FBYWIjw8HFVVVXWOrUePHjA2NsaOHTvg6+uLFi1a4PTp07h48eILGq0/l6j4BEEQXpAjR44gOTkZWVlZ8PT0RJs2bXDq1ClkZWWBJFQqFaZOnYqhQ4di+/btmDBhAu7cuQNzc3MoFApER0ejUaNGSExMREFBAWpqamBvbw+pVIrbt2/j9ddfR05ODiorK1FWVgalUgmFQgEzMzPs2rULhoaGumMpKirCpEmTsGDBAtTU1CAuLg5BQUH4+9///gJH6M8hgk8QBOEFKyoqQnJyMnbs2IGamhoEBwfj3r172LdvHzQaDRo1aoS4uDhMnDgRH3/8MebOnYvS0lKYmZmhcePGiIuLw/Hjx/HVV1+hoqICUqkUzZs3x08//QSVSgVzc3PcuHEDZWVlaNSoEZo0aQITExN8+eWXMDY21h3HwYMH8fnnn2PZsmV47733cODAAaxevRpubm4vcHSePRF8giAIL4na2lrs2bMHq1evRk5ODnx8fGBmZobDhw+jtLQURkZGiI6ORnx8PJYuXYoPPvgA1dXVUCgU8Pb2Rv/+/fHxxx8jLy8PNTU1aNSokW4B7YCAAJw/fx4VFRUwNjaGSqWCQqHA7t27YWJiAgAgiUWLFsHJyQlhYWEYMmQIXnvtNSxatOhFDsszJ+7xCYIgvCSkUil69+6N3bt349ixY/D29sZ3332Hxo0bo0uXLrCwsEBKSgqcnZ1x/fp1fP/99xgxYgQePHiAM2fOYOHChfD29kZMTAwUCgXu3LmDiooKKBQKHD9+HHZ2djA0NER5eTkuXryI+/fvo2fPnigrKwMASCQSjB8/Hvv27UNZWRn69euHzMxMXL58+QWPzLMlKj5BEISXWG1tLTZt2oR169bh8uXLcHFxQVFRES5fvgyJRILXXnsN8+fPR2JiIvbs2QMAUCgU6NWrFy5evIizZ89Cq9XCxMQEDx48gKWlJaRSKUpLSwEAKpUKFhYW2LNnDywsLAAAx48fx4YNGzBv3jxERkaiXbt2WLx48Qsbg2dNBJ8gCMJfxIULF7BixQrs3bsXpqamkEgkuHTpErRaLby8vDBjxgykpqbi6NGjkEqlsLS0RIcOHbB3716UlJRAIpHAwMAAJGFjY4O7d++ipqYGDg4OaNy4Mfbs2QMrKysAwJIlS2BmZgaZTIZVq1Zhy5YtUKvVL3gEng0RfIIgCH8xDx48wJo1a/DZZ5/hxo0bMDc3x7Vr11BVVQU7OzuMHTsWW7ZsQU5ODmQyGezt7dGkSROcPn0atbW10NPTg1arhbW1NUpLS1FTU4PGjRujadOmSE9Ph42NDcrKyjB+/HiMHTsWM2fOhFKpRHl5OYyMjLBhw4YXPQT/FRF8giAIf2FnzpzBhx9+iMOHD0NfXx93795FaWkpzM3NMWDAABw4cAB5eXmQyWRwdXXF7du3cffuXQAP7ykaGhqitrYWGo0GFhYWcHR0REZGBho3bozs7Gy8++67+Pbbb3H16lXI5XJ4eXn95bu1i+ATBEF4BZSUlCA1NRVbt27FrVu3UFVVhZKSEhgaGuK1117D2bNnUVBQALlcDicnJ1y5cgW1tbWQSCSQSCTQ09ODRqPRzfjMyMjArl278NZbb0Gj0QAAZDIZPD09kZub+4LP9r8jgk8QBOEVc+DAAXz00Uc4fvw4NBoNSkpKIJVK4e7ujuvXr6OkpARyuRxGRkYoKSnRbaevr4/q6moYGBhAKpWisrISMpkMEokENTU1AABXV1dcunTpRZ3aMyGCTxAE4RVVUFCAlStXIi0tDbdv30Z5eTlIonHjxrh79y6qqqqgp6eH6upq3TYSiQT/HgtSqRRNmzbF7du3odVqYWFhgbt376K4shhX7l1BhaYCelI9NDJuBBdLF0gkkhdxqr+LCD5BEIRXXG1tLXbt2oVVq1YhKysLlZWVqKmpgYmJCSoqKlBTUwOZTAatVvvI7f39/VFVVQVNjQbK1koEjgjE3ry9kEqkIAkJJKhlLRzNHRHdMhqd1J1grGf8yH29DETwCYIgNCDXrl3DsmXLsG3bNty9exfV1dXQ09NDTU0NnhQHh08exppra/BTyU+QQAIrYyvIpf/f4ogkSqtLUaGpgEJPgSVdl6C1XevncUq/mwg+QRCEBqimpgafffYZkpKSkJubW+dyZz36gFW0FZxaOcHe3P43L2eWVZehvLocS7osQQdVh2d85P89sWSZIAhCAySXyzF8+HBkZ2cjOzsbgwcPfvQHJQC6And5F5e/v4zqqv8PyKIfi3BxW/3WRSb6JjA1MMWM/TNwoejCn3QGf5yo+ARBEAQUFBTA1ta2/hv2AHoCeLic58PHI9q/BiMjo9/cZ1FFEQLtArGix4pneqz/Lflvf0QQBEF41d29exfu7u6QyWQwMTEBSVy9ehVlgWV4UPtA97kHDx7g0KFD6NChg66rw+NYGVnh5I2TyC/NR1PTpn/2KTw1UfEJgiAIj5Rfmo/em3qjqrgKP+f+jMpzlcD9/3vTBvAO8saDqw/gHeUNAKgsqsT1g9dRfrscEqkEtv62kDaXIqZVDMYFjHtxJ/IfRMUnCIIgPNKFoguQyWRQOipRdqgMsuYyFBgXoLSkFCgDfjz/IywePOzooK3W4sK2C2gS0ARu/d3AWqKyqBLUI47/clwEnyAIgvDyK6suQy1rUZ5fjuqyavgO84WX1AvVVdXIOpWFkosluFd8D+d+OAc7PTvoKfTQNOD/L2ma2JmgUlOJkqqSJ3zL8ydmdQqCIAiPJJfKIYEE1aXVMDA3gET68DEGfQN9dOjQAW2C2kAml8HF1QXVpdUwtDCstw+C0JPqPe9DfyIRfIIgCMIjWRhaQCqRQt9UH9Ul1WBt3SkhEokESpUSxsbG0DfVx4N7D+rto6qmCjYKm+d1yE9FBJ8gCILwSH5N/WAgM4DcRg49hR5+OfILtNVa1NbUovRmaZ3PWrhYQFOuwa1vb6G2phbaai3Kfi1DtbYa/Tz7vaAzeDQxq1MQBEF4rJQzKVj7/VpY1lri+oHrusBr5NUIClsFCn4o0M3qrCiswPWD11FxuwISuQSNWjWChZ8FMoZmwFBe/zLoiyKCTxAEQXismyU30X9rf1gYWUBfpv/U25FEflk+RrQagfGB4//EI/z9xKVOQRAE4bHszewxtd1UFFUUQaPVPNU2JFFQXgDPRp4Y0WrEn3yEv58IPkEQBOGJIrwj8LeAv6GwohClVaVP7OKg0Wpwq+wW1JZqJPVIgkJf8RyP9OmIS52CIAjCUzmQdwBJp5KQX5YPqUQKMwMzyKVy1LIWD2oeoFxTDj2pHvp49MGEwAkvZegBIvgEQRCE34Ekvr/1PTbnbkbOrRyUVpfCQGYAWxNbRHhHoKtLV5gamL7ow3wiEXyCIAhCgyLu8QmCIAgNigg+QRAEoUERwScIgiA0KCL4BEEQhAZFBJ8gCILQoIjgEwRBEBoUEXyCIAhCgyKCTxAEQWhQRPAJgiAIDYoIPkEQBKFBEcEnCIIgNCgi+ARBEIQGRQSfIAiC0KCI4BMEQRAaFBF8giAIQoMigk8QBEFoUETwCYIgCA2KCD5BEAShQRHBJwiCIDQoIvgEQRCEBkUEnyAIgtCgiOATBEEQGpT/BQOzHE+vL9W4AAAAAElFTkSuQmCC\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 0x7fbf17ed0d50>]\n",
|
||
"Configurations: [<cadCAD.configuration.Configuration object at 0x7fbf17ed0d50>]\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",
|
||
" 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>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': 0, 'b': 0, 'c': 193, 'd': 484, 'e': 254,...</td>\n",
|
||
" <td>{'a': 0, 'b': 0, 'c': 193, 'd': 59, 'e': 254, ...</td>\n",
|
||
" <td>{'a': 0, 'b': 0, 'c': 1.0, 'd': 0.121900826446...</td>\n",
|
||
" <td>14.98</td>\n",
|
||
" <td>{'a': 400, 'b': 400, 'c': 400, 'd': 400, 'e': ...</td>\n",
|
||
" <td>{}</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>[i, d, i, p, c, l, p, e, e, i, m, j, h, m]</td>\n",
|
||
" <td>[f, external, m, f, d, m, d, b, g, c, a, c, ex...</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': 336, 'b': 0, 'c': 0, 'd': 768, 'e': 291,...</td>\n",
|
||
" <td>{'a': 336, 'b': 0, 'c': 0, 'd': 326.0, 'e': 29...</td>\n",
|
||
" <td>{'a': 1.0, 'b': 0, 'c': 0, 'd': 0.424479166666...</td>\n",
|
||
" <td>29.48</td>\n",
|
||
" <td>{'a': 415.0, 'b': 402.5, 'c': 420.5, 'd': 511....</td>\n",
|
||
" <td>{'c': 193, 'd': 59, 'e': 254, 'h': 365, 'i': 2...</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>[j, l, h, d, f, m, e, k, a, external, d, f, g, h]</td>\n",
|
||
" <td>[p, e, g, h, j, k, j, e, l, o, l, c, h, c]</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': 334, 'c': 19, 'd': 463, 'e': 0, ...</td>\n",
|
||
" <td>{'a': 0, 'b': 334, 'c': 19, 'd': 7.5, 'e': 0, ...</td>\n",
|
||
" <td>{'a': 0, 'b': 1.0, 'c': 1.0, 'd': 0.0161987041...</td>\n",
|
||
" <td>22.56</td>\n",
|
||
" <td>{'a': 415.0, 'b': 402.5, 'c': 420.5, 'd': 511....</td>\n",
|
||
" <td>{'a': 336, 'f': 418.125, 'g': 198.5, 'k': 59, ...</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>[m, i, external, p, d, g, external, b, h, j, k...</td>\n",
|
||
" <td>[k, a, b, d, e, a, c, f, c, external, b, e, h, c]</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",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>32</th>\n",
|
||
" <td>(a, b, c, d, e, f, g, h, i, j, k, l, m, o, p, ...</td>\n",
|
||
" <td>{'a': 0, 'b': 443, 'c': 0, 'd': 496, 'e': 0, '...</td>\n",
|
||
" <td>{'a': 0, 'b': 443, 'c': 0, 'd': 15.75, 'e': 0,...</td>\n",
|
||
" <td>{'a': 0, 'b': 1.0, 'c': 0, 'd': 0.031754032258...</td>\n",
|
||
" <td>8.80</td>\n",
|
||
" <td>{'a': 415.0, 'b': 402.5, 'c': 420.5, 'd': 511....</td>\n",
|
||
" <td>{'b': 334, 'a': 336, 'f': 418.125, 'g': 406.5,...</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>[d, o, b, f, k, e, h, f, i, f, j, j, l, b]</td>\n",
|
||
" <td>[m, c, i, h, j, e, l, k, k, e, p, j, d, 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': 213, 'b': 0, 'c': 60, 'd': 0, 'e': 0, 'f...</td>\n",
|
||
" <td>{'a': 213, 'b': 0, 'c': 60, 'd': 0, 'e': 0, 'f...</td>\n",
|
||
" <td>{'a': 1.0, 'b': 0, 'c': 1.0, 'd': 0, 'e': 0, '...</td>\n",
|
||
" <td>5.19</td>\n",
|
||
" <td>{'a': 415.0, 'b': 402.5, 'c': 420.5, 'd': 511....</td>\n",
|
||
" <td>{'o': 108, 'b': 777, 'a': 336, 'f': 700.125, '...</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>[g, c, a, f, h, e, c, g, k, e, i, i, o, i]</td>\n",
|
||
" <td>[p, l, c, o, h, external, d, e, m, d, o, l, g, h]</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': 0, 'b': 0, 'c': 193, 'd': 484, 'e': 254,... \n",
|
||
"16 {'a': 336, 'b': 0, 'c': 0, 'd': 768, 'e': 291,... \n",
|
||
"24 {'a': 0, 'b': 334, 'c': 19, 'd': 463, 'e': 0, ... \n",
|
||
"32 {'a': 0, 'b': 443, 'c': 0, 'd': 496, 'e': 0, '... \n",
|
||
"40 {'a': 213, 'b': 0, 'c': 60, 'd': 0, 'e': 0, 'f... \n",
|
||
"\n",
|
||
" KPISpend \\\n",
|
||
"8 {'a': 0, 'b': 0, 'c': 193, 'd': 59, 'e': 254, ... \n",
|
||
"16 {'a': 336, 'b': 0, 'c': 0, 'd': 326.0, 'e': 29... \n",
|
||
"24 {'a': 0, 'b': 334, 'c': 19, 'd': 7.5, 'e': 0, ... \n",
|
||
"32 {'a': 0, 'b': 443, 'c': 0, 'd': 15.75, 'e': 0,... \n",
|
||
"40 {'a': 213, 'b': 0, 'c': 60, 'd': 0, 'e': 0, 'f... \n",
|
||
"\n",
|
||
" KPISpendOverDemand VelocityOfMoney \\\n",
|
||
"8 {'a': 0, 'b': 0, 'c': 1.0, 'd': 0.121900826446... 14.98 \n",
|
||
"16 {'a': 1.0, 'b': 0, 'c': 0, 'd': 0.424479166666... 29.48 \n",
|
||
"24 {'a': 0, 'b': 1.0, 'c': 1.0, 'd': 0.0161987041... 22.56 \n",
|
||
"32 {'a': 0, 'b': 1.0, 'c': 0, 'd': 0.031754032258... 8.80 \n",
|
||
"40 {'a': 1.0, 'b': 0, 'c': 1.0, 'd': 0, 'e': 0, '... 5.19 \n",
|
||
"\n",
|
||
" startingBalance \\\n",
|
||
"8 {'a': 400, 'b': 400, 'c': 400, 'd': 400, 'e': ... \n",
|
||
"16 {'a': 415.0, 'b': 402.5, 'c': 420.5, 'd': 511.... \n",
|
||
"24 {'a': 415.0, 'b': 402.5, 'c': 420.5, 'd': 511.... \n",
|
||
"32 {'a': 415.0, 'b': 402.5, 'c': 420.5, 'd': 511.... \n",
|
||
"40 {'a': 415.0, 'b': 402.5, 'c': 420.5, 'd': 511.... \n",
|
||
"\n",
|
||
" 30_day_spend withdraw \\\n",
|
||
"8 {} 0 \n",
|
||
"16 {'c': 193, 'd': 59, 'e': 254, 'h': 365, 'i': 2... 0 \n",
|
||
"24 {'a': 336, 'f': 418.125, 'g': 198.5, 'k': 59, ... 0 \n",
|
||
"32 {'b': 334, 'a': 336, 'f': 418.125, 'g': 406.5,... 0 \n",
|
||
"40 {'o': 108, 'b': 777, 'a': 336, 'f': 700.125, '... 0 \n",
|
||
"\n",
|
||
" outboundAgents \\\n",
|
||
"8 [i, d, i, p, c, l, p, e, e, i, m, j, h, m] \n",
|
||
"16 [j, l, h, d, f, m, e, k, a, external, d, f, g, h] \n",
|
||
"24 [m, i, external, p, d, g, external, b, h, j, k... \n",
|
||
"32 [d, o, b, f, k, e, h, f, i, f, j, j, l, b] \n",
|
||
"40 [g, c, a, f, h, e, c, g, k, e, i, i, o, i] \n",
|
||
"\n",
|
||
" inboundAgents operatorFiatBalance \\\n",
|
||
"8 [f, external, m, f, d, m, d, b, g, c, a, c, ex... 4500 \n",
|
||
"16 [p, e, g, h, j, k, j, e, l, o, l, c, h, c] 4500 \n",
|
||
"24 [k, a, b, d, e, a, c, f, c, external, b, e, h, c] 4500 \n",
|
||
"32 [m, c, i, h, j, e, l, k, k, e, p, j, d, b] 4500 \n",
|
||
"40 [p, l, c, o, h, external, d, e, m, d, o, l, g, h] 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": [
|
||
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|
||
"<style scoped>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" <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': 0, 'b': 0, 'c': 1, 'd': 0, 'e': 216, 'f'...</td>\n",
|
||
" <td>{'a': 0, 'b': 0, 'c': 1, 'd': 0, 'e': 216, 'f'...</td>\n",
|
||
" <td>{'a': 0, 'b': 0, 'c': 1.0, 'd': 0, 'e': 1.0, '...</td>\n",
|
||
" <td>16.09</td>\n",
|
||
" <td>{'a': 1397.2279590304938, 'b': 919.89307291706...</td>\n",
|
||
" <td>{'a': 817, 'b': 383, 'c': 281, 'd': 2576.04463...</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>[k, m, j, f, c, e, k, o, k, p, g, j, d, c]</td>\n",
|
||
" <td>[g, k, o, j, external, b, a, h, k, i, j, l, g, c]</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>[1371.5511663962209, 1304.8160607519264, 3067....</td>\n",
|
||
" <td>[1880.9234604645571, 2330.19597510887, 1045.05...</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': 586, 'b': 0, 'c': 0, 'd': 0, 'e': 0, 'f'...</td>\n",
|
||
" <td>{'a': 586, 'b': 0, 'c': 0, 'd': 0, 'e': 0, 'f'...</td>\n",
|
||
" <td>{'a': 1.0, 'b': 0, 'c': 0, 'd': 0, 'e': 0, 'f'...</td>\n",
|
||
" <td>14.88</td>\n",
|
||
" <td>{'a': 1397.2279590304938, 'b': 919.89307291706...</td>\n",
|
||
" <td>{'a': 817, 'b': 383, 'c': 282, 'd': 2576.04463...</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>[l, o, p, external, o, m, a, k, a, o, external...</td>\n",
|
||
" <td>[h, c, i, c, m, c, g, b, e, k, m, c, c, 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>97</td>\n",
|
||
" <td>[a, b, c, d, e, f, g, h, i, j, k, l, m, o, p]</td>\n",
|
||
" <td>[1078.5511663962209, 1510.8160607519264, 3442....</td>\n",
|
||
" <td>[1587.9234604645571, 2536.19597510887, 1420.05...</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': 0, 'b': 0, 'c': 56, 'd': 346, 'e': 406, ...</td>\n",
|
||
" <td>{'a': 0, 'b': 0, 'c': 56, 'd': 1360.3531211347...</td>\n",
|
||
" <td>{'a': 0, 'b': 0, 'c': 1.0, 'd': 3.931656419464...</td>\n",
|
||
" <td>28.76</td>\n",
|
||
" <td>{'a': 1397.2279590304938, 'b': 919.89307291706...</td>\n",
|
||
" <td>{'a': 1403, 'b': 383, 'c': 282, 'd': 2576.0446...</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>[o, d, o, k, l, g, e, m, c, m, j, j, f, j]</td>\n",
|
||
" <td>[g, a, l, o, a, m, m, l, m, j, e, d, a, f]</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>[2278.64406597355, 1510.8160607519264, 3414.44...</td>\n",
|
||
" <td>[2788.0163600418864, 2536.19597510887, 1392.05...</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': 0, 'c': 514, 'd': 0, 'e': 0, 'f'...</td>\n",
|
||
" <td>{'a': 0, 'b': 0, 'c': 514, 'd': 0, 'e': 0, 'f'...</td>\n",
|
||
" <td>{'a': 0, 'b': 0, 'c': 1.0, 'd': 0, 'e': 0, 'f'...</td>\n",
|
||
" <td>34.34</td>\n",
|
||
" <td>{'a': 1397.2279590304938, 'b': 919.89307291706...</td>\n",
|
||
" <td>{'a': 1403, 'b': 383, 'c': 338, 'd': 3936.3977...</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>[k, external, h, f, i, g, k, c, c, g, f, i, c, l]</td>\n",
|
||
" <td>[j, i, a, j, k, m, d, f, j, k, f, k, l, e]</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>[3093.590125261905, 1510.8160607519264, 3157.4...</td>\n",
|
||
" <td>[3602.9624193302416, 2536.19597510887, 1135.05...</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': 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>3.51</td>\n",
|
||
" <td>{'a': 1397.2279590304938, 'b': 919.89307291706...</td>\n",
|
||
" <td>{'a': 1403, 'b': 383, 'c': 852, 'd': 3936.3977...</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>[l, k, g, j, a, f, l, h, j, f, o, f, b, b]</td>\n",
|
||
" <td>[e, external, g, f, o, i, o, b, c, h, a, a, o, l]</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>[3093.590125261905, 1510.8160607519264, 3157.4...</td>\n",
|
||
" <td>[3602.9624193302416, 2536.19597510887, 1135.05...</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': 0, 'b': 0, 'c': 1, 'd': 0, 'e': 216, 'f'... \n",
|
||
"496 {'a': 586, 'b': 0, 'c': 0, 'd': 0, 'e': 0, 'f'... \n",
|
||
"497 {'a': 0, 'b': 0, 'c': 56, 'd': 346, 'e': 406, ... \n",
|
||
"498 {'a': 0, 'b': 0, 'c': 514, 'd': 0, 'e': 0, 'f'... \n",
|
||
"499 {'a': 0, 'b': 0, 'c': 0, 'd': 0, 'e': 0, 'f': ... \n",
|
||
"\n",
|
||
" KPISpend \\\n",
|
||
"495 {'a': 0, 'b': 0, 'c': 1, 'd': 0, 'e': 216, 'f'... \n",
|
||
"496 {'a': 586, 'b': 0, 'c': 0, 'd': 0, 'e': 0, 'f'... \n",
|
||
"497 {'a': 0, 'b': 0, 'c': 56, 'd': 1360.3531211347... \n",
|
||
"498 {'a': 0, 'b': 0, 'c': 514, 'd': 0, 'e': 0, 'f'... \n",
|
||
"499 {'a': 0, 'b': 0, 'c': 0, 'd': 0, 'e': 0, 'f': ... \n",
|
||
"\n",
|
||
" KPISpendOverDemand VelocityOfMoney \\\n",
|
||
"495 {'a': 0, 'b': 0, 'c': 1.0, 'd': 0, 'e': 1.0, '... 16.09 \n",
|
||
"496 {'a': 1.0, 'b': 0, 'c': 0, 'd': 0, 'e': 0, 'f'... 14.88 \n",
|
||
"497 {'a': 0, 'b': 0, 'c': 1.0, 'd': 3.931656419464... 28.76 \n",
|
||
"498 {'a': 0, 'b': 0, 'c': 1.0, 'd': 0, 'e': 0, 'f'... 34.34 \n",
|
||
"499 {'a': 0, 'b': 0, 'c': 0, 'd': 0, 'e': 0, 'f': ... 3.51 \n",
|
||
"\n",
|
||
" startingBalance \\\n",
|
||
"495 {'a': 1397.2279590304938, 'b': 919.89307291706... \n",
|
||
"496 {'a': 1397.2279590304938, 'b': 919.89307291706... \n",
|
||
"497 {'a': 1397.2279590304938, 'b': 919.89307291706... \n",
|
||
"498 {'a': 1397.2279590304938, 'b': 919.89307291706... \n",
|
||
"499 {'a': 1397.2279590304938, 'b': 919.89307291706... \n",
|
||
"\n",
|
||
" 30_day_spend withdraw \\\n",
|
||
"495 {'a': 817, 'b': 383, 'c': 281, 'd': 2576.04463... 0 \n",
|
||
"496 {'a': 817, 'b': 383, 'c': 282, 'd': 2576.04463... 0 \n",
|
||
"497 {'a': 1403, 'b': 383, 'c': 282, 'd': 2576.0446... 0 \n",
|
||
"498 {'a': 1403, 'b': 383, 'c': 338, 'd': 3936.3977... 0 \n",
|
||
"499 {'a': 1403, 'b': 383, 'c': 852, 'd': 3936.3977... 0 \n",
|
||
"\n",
|
||
" outboundAgents \\\n",
|
||
"495 [k, m, j, f, c, e, k, o, k, p, g, j, d, c] \n",
|
||
"496 [l, o, p, external, o, m, a, k, a, o, external... \n",
|
||
"497 [o, d, o, k, l, g, e, m, c, m, j, j, f, j] \n",
|
||
"498 [k, external, h, f, i, g, k, c, c, g, f, i, c, l] \n",
|
||
"499 [l, k, g, j, a, f, l, h, j, f, o, f, b, b] \n",
|
||
"\n",
|
||
" inboundAgents ... \\\n",
|
||
"495 [g, k, o, j, external, b, a, h, k, i, j, l, g, c] ... \n",
|
||
"496 [h, c, i, c, m, c, g, b, e, k, m, c, c, i] ... \n",
|
||
"497 [g, a, l, o, a, m, m, l, m, j, e, d, a, f] ... \n",
|
||
"498 [j, i, a, j, k, m, d, f, j, k, f, k, l, e] ... \n",
|
||
"499 [e, external, g, f, o, i, o, b, c, h, a, a, o, l] ... \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 [1371.5511663962209, 1304.8160607519264, 3067.... \n",
|
||
"496 [1078.5511663962209, 1510.8160607519264, 3442.... \n",
|
||
"497 [2278.64406597355, 1510.8160607519264, 3414.44... \n",
|
||
"498 [3093.590125261905, 1510.8160607519264, 3157.4... \n",
|
||
"499 [3093.590125261905, 1510.8160607519264, 3157.4... \n",
|
||
"\n",
|
||
" agent_native_currency \n",
|
||
"495 [1880.9234604645571, 2330.19597510887, 1045.05... \n",
|
||
"496 [1587.9234604645571, 2536.19597510887, 1420.05... \n",
|
||
"497 [2788.0163600418864, 2536.19597510887, 1392.05... \n",
|
||
"498 [3602.9624193302416, 2536.19597510887, 1135.05... \n",
|
||
"499 [3602.9624193302416, 2536.19597510887, 1135.05... \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": [
|
||
"23"
|
||
]
|
||
},
|
||
"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",
|
||
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|
||
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|
||
" .dataframe tbody tr th {\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"<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>12.79</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>-1451.11</td>\n",
|
||
" <td>18194.36</td>\n",
|
||
" <td>2081.82</td>\n",
|
||
" <td>2015.40</td>\n",
|
||
" <td>14.96</td>\n",
|
||
" <td>-66.42</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>96</th>\n",
|
||
" <td>97</td>\n",
|
||
" <td>24.53</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>-1294.82</td>\n",
|
||
" <td>18350.66</td>\n",
|
||
" <td>4124.56</td>\n",
|
||
" <td>3285.20</td>\n",
|
||
" <td>21.05</td>\n",
|
||
" <td>-839.36</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>97</th>\n",
|
||
" <td>98</td>\n",
|
||
" <td>21.78</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>-1336.96</td>\n",
|
||
" <td>18308.52</td>\n",
|
||
" <td>3758.32</td>\n",
|
||
" <td>2205.60</td>\n",
|
||
" <td>66.20</td>\n",
|
||
" <td>-1552.72</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>98</th>\n",
|
||
" <td>99</td>\n",
|
||
" <td>20.86</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>-1273.16</td>\n",
|
||
" <td>18372.32</td>\n",
|
||
" <td>3531.91</td>\n",
|
||
" <td>2682.40</td>\n",
|
||
" <td>8.81</td>\n",
|
||
" <td>-849.51</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>99</th>\n",
|
||
" <td>100</td>\n",
|
||
" <td>10.78</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>-1283.46</td>\n",
|
||
" <td>18362.02</td>\n",
|
||
" <td>1833.99</td>\n",
|
||
" <td>1736.60</td>\n",
|
||
" <td>32.98</td>\n",
|
||
" <td>-97.39</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" timestep VelocityOfMoney operatorFiatBalance operatorCICBalance \\\n",
|
||
"95 96 12.79 16500.00 198500.00 \n",
|
||
"96 97 24.53 16500.00 198500.00 \n",
|
||
"97 98 21.78 16500.00 198500.00 \n",
|
||
"98 99 20.86 16500.00 198500.00 \n",
|
||
"99 100 10.78 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 -1451.11 18194.36 \n",
|
||
"96 -1294.82 18350.66 \n",
|
||
"97 -1336.96 18308.52 \n",
|
||
"98 -1273.16 18372.32 \n",
|
||
"99 -1283.46 18362.02 \n",
|
||
"\n",
|
||
" AggregatedAgentSpend AggregatedAgentDemand AggregatedKPISpendOverDemand \\\n",
|
||
"95 2081.82 2015.40 14.96 \n",
|
||
"96 4124.56 3285.20 21.05 \n",
|
||
"97 3758.32 2205.60 66.20 \n",
|
||
"98 3531.91 2682.40 8.81 \n",
|
||
"99 1833.99 1736.60 32.98 \n",
|
||
"\n",
|
||
" AggregatedGapOfDemandMinusSpend \n",
|
||
"95 -66.42 \n",
|
||
"96 -839.36 \n",
|
||
"97 -1552.72 \n",
|
||
"98 -849.51 \n",
|
||
"99 -97.39 "
|
||
]
|
||
},
|
||
"execution_count": 14,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"mean_df.tail()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
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"<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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\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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\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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\n",
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"<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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+nOOOO24mnsqs193dTWNj42C4HpCRkUFRUdGYc/BZa9m+fTsdHR1j7nPkvkRERMaiIBdjurq6Ri1btWoVq1atAiAtLY2777571DZpaWmsXbt2zH0O7e/21FNPTXrcs88+m7PPPnsKpT5wdXZ2sn37dgKBwKh1ra2tNDU1UV5eTnZ29uDyYDDI9u3bJ6x1U5ATEZFQKMiJTFNHRwdVVVUEg8Fxt+nt7aWyspLc3FzKyspITExk27ZtYwb2oRTkREQkFApyItPQ0tJCTU1NyIGrvb2djo4OkpOT6evrm3T7icKhiIjIAAU5kSlqbGxk586dU36ctTakEDewrYiIyGQ0anUEfYGOTa+Lo6GhYVohbqr0eouISCgU5IZITU2lpaVFX6IjWGtpaWkhNTU12kWJqsbGRurq6mbkWHoPiohIKNS0OkRZWRl1dXU0NTVN+bG9vb2zOuikpqZSVlYW7WJETXNz84zUxA1QHzkREQmFgtwQSUlJLFy4cFqPXbduHUceeWSYSySxoLW1lZqamhk9pmrkREQkFGpaFZlAW1tbVK47qyAnIiKhUI2czFp+v5++vj42b948bLnH46GkpISMjIxxH2utpampibq6uqiEKgU5EREJhYKczEr9/f1UVlYSCATYu3fvqPVer5eCggJKS0tJSkoatq6trY1du3aFPFVIJCjIiYhIKBTkZNbp7e1l69at+Hy+CbdraWmhvb2duXPnUlxczN69e6mrqxsz+M209vZol0BEROKB+sjJrLJ37162bNkyaYgbEAgE2LVrF2+++SZbtmyJiRB3331zOemkQ7j//miXREREYp1q5GTW8Hq9bN++fVpTd/j9/giUaOr+/Od81qwpBeCtt6JcGBERiXmqkZNZoaura9ohLla88koWP/hBxeD9KHbRExGROKEgJzPCWjvqFi49PT1s27YtrkPc9u2pfOtbiwgEDGVlvYCCnIiITE5NqxIRfr+fjo4OOjo68Hq9BAKBUdvMnTuXkpISjDHTPk5fX9/g6NR41dycyBVXLKGrK5H3vreNM85I4OtfT1WQExGRSSnISVg1NzfT0tJCV1fXpNvW19fj9XpZuHDhtC5v5vf7qaysDHlgw/6y1qk5a21NmnzjKezz9ttLqa9P4bDDurj77m7+9S+nj1x/vwWmH3JFRGT2U5CTsPD7/VRXV9PR0TGlx3V3d7Np0ybKysooKioK6TGNjVBZGaShoRaA1NQkUlODpKSMblrt60ugt3d4GDIGkpMtoVQE9vUZNmzI4rnncnj++VwaGpJDKuNUlZX18otftLJkyXzefNNZ1tsbkUOJiMgsoiAn+62zs5MdO3ZMu2YsGAxSW1vLX/7Sj9ebRUVFgIqKAEVFTtgKBuHNNxN55plk/va3ZF5/PQmne+eiaZfZ47FkZfnJygqQmencEhOH99vz+w0bN2bQ0+MZXFZQ4GPhwp6QQmCocnP9XHWVl6OOWgBAspsV1bQqIiKTUZCTabPWsnv3bvbsqWfr1jReeKGAt97KICUlSF6en9xcP/n5fvLyfLzznZ3k5Izdj627O4GbbprPk08WDFuelhagrKyP1tYkWlr2NWcmJwdZvLgHv9/Q25sweOvvHz12x1o7qg9eMAg+XwLt7Um0t0/eTLpsWTcnn9zOu97VwYoV3SSMMUTI4/GMXhii9PR0lixZMljOlBRnuZpWRURkMgpyMmU9PT20tXXw29/6+Mc/0njxxUNpapq4yTEjI8B55zXw6U83kJm5rwl08+Y0rr56EbW1qaSkBDnxxA7q65Opq0vB602ksjIdgOLifk46qYOTTurgne/0kpoa2qjXhoYGiouLRy3v7zd0dXno7HRuXV0egsHRoWnRoh7mzh2/pjEnJ4eSkhLS09NDKk8oBoKcauRERGQyCnIySltbGwDGmMFbIBDA6/XS0dGBz+fj5pvLefTR8sHHFBX1c8IJXo45xou10N6eSFtbEm1tiezYkcrrr2dx770lPPLIHM4/v55zzmnisccKWL26DJ8vgSVLurnxxh0sXLivY5jX66GuLoXU1CALF/aGtTkzOdmSn+/UGE5HJALcADWtiohIqBTkZJjm5mZqamom3Gbz5jR+85siPB7LJZfs5l3v6mDp0on7jb3+eiZ33VXCa69lcccdZdx7bwl9fU4b5Sc+0cgVV9SNqmXLzg5w8MHd+/2cJmOMIT8/n5SBqrBJ5OTkRCTADdjXtBqxQ4iIyCyhICeDfD4fdXV1E25jLfzkJ/Ox1nDOOQ187nP1Ie37yCO7uPvurbzyShZ33VXCxo2ZZGcHueWWNj784SAeTzkej4fdu3fTN4NVUVlZWZSXl5OWljZjx5yMmlZFRCRUCnKzUCAQmFbn+9ra2kkn1v3rX/N4441M8vJ8XHLJnint3xg49thOTjyxivb2FSxfnsTcucMHOGRkZLB58+aIX/s0JSWFsrIycnNzI3qc6VCQExGRUCnIzTLWWrZt20ZaWhrz588P+XFtbW20t7dPuE13dwKrV5cBcNllu8jKmvrVFDweD8uWLSUtbezRoikpKSxevJitW7eG9TJeQ82ZM4fS0lISxhp+GgMG+sipaVVERCYTm99kMm27d++mq6uLpqamSfu6DfD7/ezcuXPS7X75y7k0NSVz8MF7OfPMlimXLSEhgSVLlkzajJmZmUlFRcWU9x+K7OxsysvLYzbEgWrkREQkdLH7bSZT5vV6qa/f12etubmZ6urqSR9XV1c36WS+dXXJPPSQM43HN76xc8y51CZijGHRokVkZmaGtH1+fj4lJSVTO8gkkpOTWbhwYVj3GQn7BjtoDjkREZmYmlZnCZ/Px44dO0Ytb2lxas4WLFgwbGLc7m6oqoL29i6CwTYyMibe/09/Wo7Pl8CHPtTCYYftnXL5FixYQE5OzpQeM2/ePPr6+gafw/5ISEhg8eLFJCbG/lteTasiIhKq2P9Wm0X8fujogIKCybedCmstVVVV4w4Q2L69nYceyqSyMpuqKsP27R727BmoUssEjqSgwEd5eS/l5X0UFflISNjXP83rTeS553JJTw/w1a/WkZ6eTnZ2NpmZmaOumjAWj8dDxmRJcRwLFiwgPz8/pG37+vqor6+nf4wENH/+/IhOGRJO+5pWDdYS1vnzRERkdlGQmyHd3XDyyUHefBPuvLORD34wQHJyMsnJySQlje747/F4Qp7XbKBf3FA+n+GFF7J54okCnn8+B79/eFuox2OZP9+HMUHq6pJpaXEug/Xvf2eNe5xvfauPU045ZEZrtYwxZGdnh7x9QUEBTU1N1NfXDwbbwsJCCsKdniMoIQESEy1+v8Hn21dDJyIiMpKC3AywFr74RdiwwQlTX/nKHG6/vZKjjuoac/v2dg/r12fz/vf3U16eM+ZktdZaenp66OzsHNYvzuv18POfz+OJJ/IHryOakGA54YQOTjihg2XL4PDD0znssFxSU5Px+Xxs2vQ2O3cGqa1NZefOFFpbhwfL7OwsKiqyuOSSdGK9ZTIhIYHi4mIKCwupr6+nubl5SqN3Y0VyslOD29enICciIuOL8a/l2eHOO+GhhyA1NcDxx3t59tk8rrxyCXffvYWDDuoZtu2//pXFdddV0NyczK239nPllXWceupGMjMzyMnJob+/n+7ubnp6ekZNz/H3v+dy883zBy8wv3hxD2ec0cIHP9jCsmXZzJ07d9SI0aSkJA46aBnGbGHu3E6OOaZz2PrS0lLmzh2/li5WeTweSktLqaysDKn5N9akpBi6u9VPTkREJqYgF2Evvghf+5oFDN/9bg2nnNLGNdcs5G9/y+erX13KffdtYcGCPvx+uPvuEu6/fy7WGnJy/DQ3J3PNNYv405+8fOtbtVRU7B7zGE1NSdx8cznPPpsHwBFHdPL1r9exYkU3qakpzJ+/cMLmyeTkZJYtW8aWLVuGjV51QtzcsL4eEhpNQSIiIqGIapAzxuQC9wHvACxwMbAFeASoAKqBc6y1bcapVlkNnA50Axdaa19z93MBcK272x9aax+Ywacxrvp6OPtsp6/Teec1cOqpzsXof/CDarq6PKxfn8OXv7yMH/5wB7fdVspbb2WSkGD5whd2c/HFe3j88ULuuKOUV17J5txzD+a88xo59NDhI0b37Enmnnvm0dWV6A5G2MXHP96Ex2OYM6eYkpKSkOZMS0lJGQxzfr9fIS7KBppTFeRERGQi0a6RWw38xVp7tjEmGUgHrgb+bq29yRjzbeDbwFXAB4Gl7u1Y4C7gWGNMPnA9sBInDG4wxjxmrW2b+aezj88H55wDe/YYjjqqk8sv33cN06Qky09+UsVlly3lzTcz+cIXlgNQXNzPD36wY7Dv3Ec/2sx73tPGHXeU8sc/FvHgg+MHq5NOaufaa3ezYEECKSn5FBcXT3mUZmpqKsuWLcPr9VJcXDyNZy3hsm8uueiWQ0REYlvUgpwxJgc4GbgQwFrbD/QbYz4CrHI3ewBYhxPkPgI8aJ2OYeuNMbnGmHnuts9Ya1vd/T4DfAB4eKaey1i+9S14/nkoKurnRz+qGjVIIC0tyK23buOSS5axbVs67353O9ddV01xcSI5OXOGTe3xy1/Cl7/cyb33ptDdPXw/Hg98/OOW887LIjHx4P0ud1paWkxdQP5ApaZVEREJRTRr5BYCTcAvjTGHAxuAK4Bia+3A1djrgYGqoVJg6HWk6txl4y0fxRhzCXAJQHFxMevWrQvLEwHo6uoa3F99fQp33nkMHo/hqqs2EAy209RkBsow7HG33NJMTU0WK1Z0kpDgobnZ0NzcPGr/SUnw5S+Pf/x//jNsT2VWGXpe4kl//9FAFi++uIHWVmcAyip3XTw+n7HE67mZzVa5P3VeYtNs+cyscn/OhucC0T8v0QxyicBRwFettS8bY1bjNKMOstZaY0zYrpxurb0HuAdg5cqVdtWqVeHaNevWrWPo/pYtg40b4fzzjw/bMWTqRp6XeDEw7d2hhx7NiScOXxePz2cs8XpuDgQ6L7Fptn1mZstzifZ5iea1VuuAOmvty+793+IEuwa3yRT3Z6O7fhdQPuTxZe6y8ZZH1VFHwfnnR7sUEq/UtCoiIqGIWpCz1tYDO40xy91FpwBvA48BF7jLLgD+5P7+GHC+cRwHdLhNsH8FTjXG5Blj8oBT3WUicUtBTkREQhHtUatfBX7ljlitAi7CCZePGmM+B9QA57jbPokz9cg2nOlHLgKw1rYaY34A/Mvd7r8GBj6IxKuB6Uc0alVERCYS1SBnrf03zrQhI50yxrYWuGyc/fwC+EV4SycSPaqRExGRUESzj5yIjENBTkREQqEgJxKDdGUHEREJhYKcSAzSlR1ERCQUCnIiMUhNqyIiEgoFOZEYpKZVEREJhYKcSAxS06qIiIRCQU4kBqlpVUREQqEgJxKDFORERCQUCnIiMUhXdhARkVAoyInEINXIiYhIKBTkRGKQgpyIiIRCQU4kBqlpVUREQqEgJxKDVCMnIiKhUJATiUEKciIiEgoFOZEYtK9p1Ua3ICIiEtMU5ERikGrkREQkFApyIjFoIMj19ka3HCIiEtsU5ERi0EDTqmrkRERkIgpyIjFooEZOfeRERGQiCnIiMWhfHzkT3YKIiEhMU5ATiUEa7CAiIqFQkBOJQQN95Hy+6JZDRERim4KcSAxSjZyIiIRCQU4kBinIiYhIKBTkRGLQvis7RLccIiIS2xTkRGJQYiIkJFiCQYPfH+3SiIhIrFKQE4lRal4VEZHJKMiJxKjkZGcOOTWviojIeBTkRGKUauRERGQyCnIiMUpBTkREJqMgJxKjNHJVREQmoyAnEqNUIyciIpNRkBOJUQpyIiIyGQU5kRilICciIpNRkBOJUeojJyIik1GQE4lRqpETEZHJKMiJxCgFORERmYyCnEiMUtOqiIhMRkFOJEapRk5ERCajICcSoxTkRERkMgpyIjFKTasiIjIZBTmRGKUaORERmYyCnEiMUpATEZHJKMiJxCg1rYqIyGQU5ERilGrkRERkMgpyIjFKQU5ERCajICcSoxTkRERkMgpyIjFKfeRERGQyCnIiMUo1ciIiMhkFOZEYpSAnIiKTiXqQM8Z4jDGvG2P+7N5faIx52RizzRjziDEm2V2e4i+gMN4AACAASURBVN7f5q6vGLKP77jLtxhjTovOMxEJLzWtiojIZKIe5IArgE1D7v8Y+Jm1dgnQBnzOXf45oM1d/jN3O4wxBwPnAocAHwDuNMZ4ZqjsIhGjGjkREZlMVIOcMaYM+BBwn3vfAO8Ffutu8gBwlvv7R9z7uOtPcbf/CLDWWttnrd0BbAOOmZlnIBI5CnIiIjKZxCgf/1bgW0CWe78AaLfW+t37dUCp+3spsBPAWus3xnS425cC64fsc+hjhjHGXAJcAlBcXMy6devC9kS6urrCuj8Jj3g+L2+/nQscQWNjG+vWvcEqd3m8Pp+R4vnczFar3J86L7FptnxmVrk/Z8Nzgeifl6gFOWPMGUCjtXaDMWbVTBzTWnsPcA/AypUr7apV4TvsunXrCOf+JDzi+bwkJTk/09Lyhj2HeH0+I8XzuZntdF5i02z7zMyW5xLt8xLNGrkTgTONMacDqUA2sBrINcYkurVyZcAud/tdQDlQZ4xJBHKAliHLBwx9jEjcUtOqiIhMJmp95Ky137HWlllrK3AGK/zDWvtp4FngbHezC4A/ub8/5t7HXf8Pa611l5/rjmpdCCwFXpmhpyESMftGrdroFkRERGJWtPvIjeUqYK0x5ofA68DP3eU/B/7XGLMNaMUJf1hr/2OMeRR4G/ADl1lrAzNfbJHwUo2ciIhMJiaCnLV2HbDO/b2KMUadWmt7gU+M8/gbgBsiV0KRmacgJyIik4mFeeREZAwDQU4TAouIyHgU5ERi1EAfOdXIiYjIeBTkRGKUmlZFRGQyCnIiMUpBTkREJqMgJxKjEt2hSIGAIaBx2CIiMgYFOZEYZQykpDhzyGnAg4iIjEVBTiSGpaQYQM2rIiIyNgU5kRi27+oO0S2HiIjEJgU5kRimAQ8iIjIRBTmRGKYgJyIiE1GQE4lhaloVEZGJKMiJxDDVyImIyEQU5ERimIKciIhMREFOJIYNBDk1rYqIyFgU5ERi2EAfOdXIiYjIWBTkRGKYmlZFRGQiCnIiMUxBTkREJqIgJxLDNP2IiIhMREFOJIapRk5ERCaiICcSwxTkRERkIgpyIjFMTasiIjIRBTmRGKYaORERmYiCnEgMU5ATEZGJJEa7ACIyPjWtihx4mpubaWtrG7W8r6+PysrKSR9fUFBAfn5+JIomMUhBTiSGqUZO5MDS2dlJbW0t1tpR6wKBAF6vd9J9eL1eAoEARUVFkSiixBg1rYrEMAU5kQNHf38/VVVVY4a4qaqtraW+vn7c9dZa+lXVPytMGuSMMX8PZZmIhN9AkNPfW5HZLRgMsn37dvx+f9j2uWvXLnbt2jXqOA0NDWzcuJFNmzbR29sbtuNJdIzbtGqMSQXSgUJjTB5g3FXZQOkMlE3kgDfQR041ciLxz1qLMWbMdTU1NXR3d4f9mPX19fj9fkpKSmhqaqKpqWlYWKysrOSggw4iKSkp7MeWmTFRH7kvAl8DSoAN7AtyXuCOCJdLRFDTqshsEQgEePvtt0lJSSE/P5/c3FwSE52v4IaGBlpbWyN27ObmZpqbm8dc19/fT2VlJcuXL8fj8Uz7GD09PXR0dODz+YYtN8ZQVlY27f3K5MYNctba1cBqY8xXrbW3z2CZRMSlplWR2aG6upr+/n76+/sHBzRkZ2eTmZnJ7t27o1q2np4etm/fztKlS8etMRwpEAjQ2dlJR0fHmAFuqNLS0pD3K1M36ahVa+3txpgTgIqh21trH4xguUQENa2KzAaNjY20t7cPW2atHQxBsaCzs5MdO3awaNGicbfp7e0dLHNXV1fIgzKCweB+1fbJxCYNcsaY/wUWA/8GAu5iCyjIiUSYmlZF4lt3dzd1dXXRLkZI2traqKysJHngP0iXtZauri76pvmHKBAIKMhFUCjzyK0EDrbhGA8tIlOiICcS2wZGgRYVFQ32eRu6bseOHWGZTmSmhDJP3VQFg8Gw71P2CSXIbQTmAnsiXBYRGUFXdpCpamxsHLPPlTGGxMTEYbfCwkIyMjKiUMrZo66ujqamJurr6ykqKmLu3LmDga62tlbTe6AgF2mhBLlC4G1jzCvAYL2AtfbMiJVKRADVyMnUNDY2snPnznHXj5yjzOfzsWTJkkgXa9bq6OigqakJ2Fcz19TURFFREcnJybS0tES5hLEhEAhMvpFMWyhB7nuRLoSIjE1BTkLV1NQ0YYgbS0dHB319faQMvNEOUHV1dWNO/1FcXExxcfGYj/H7/dTU1IxaPhDoZB/VyEVWKKNW/28mCiIio6lpVULR3NxMbW3ttB7b1NR0QM/ztXPnThobG8dcV1dXR39/P+Xl5aPW1dTUTDjlhuyjIBdZoVyiq9MY43VvvcaYgDEm/L0hRWQU1cjJZJqbm8esGZrK4w/UL9qamppxQ9yAxsZGqqqqhr1Gzc3No6YTkfGpaTWyQqmRyxr43Tgz+n0EOC6ShRIRx74gFz+j3mTmTNYnLhSBQIDW1lYKCwvDVKrYZ62lpqYm5D5sbW1t+Hw+Fi9eTCAQ2O/X/EBzoP6jMFMmrZEbyjr+CJwWofKIyBC6soOMxVrLzp07wxYoJquVmk2stVRXV095IEJXVxdbtmwZVTsnk9PrFVmhTAj8sSF3E3DmldN4apEZoCs7yEjBYJCqqqqwXhGgp6eHrq4uMsO2x9hkraWqqmrazaKaSmR61LQaWaGMWv3wkN/9QDVO86qIRJj6yMlQ/f39bNu2jZ6enrDvu7GxcVYHuWAwyLZt2+js7Ix2UQ44qpGLrFD6yF00EwURkdEGauR8PoMFdNnpA8PevXtH1f5Ya9m9e3fERkrO5s77gUCAyspK9u7dG+2iHJAU5CIrlKbVMuB24ER30fPAFdba+Lh4nEgcMwaSkiw+n6GfZFJQZ7nZrrW1lerq6hm/rFM8XUZqKnw+H5WVlRGpxZTQqGk1skIZ7PBL4DGgxL097i4TkRmQkuLUw/VxYE/aeiBoaGiIu2tzxrL+/n62bNmiEBdlqpGLrFCCXJG19pfWWr97ux8oinC5RMQ12E9OQW5Wq6uro67uwGzo8Pl81NTUUFVVFbamY7/fz9atW+lTB9OoU41cZIUy2KHFGPMZ4GH3/qcAXUBOZIYMXt2B5OgWRCJiYDqMsS4RFS0zddkuv99PfX09TU1Ng7U2Xq+X8vJyCgoKpr3fgT5xCnGxQTVykRVKjdzFwDlAPbAHOBvQAAiRGaIaudlrYG6yWApxQMSbd6217Nmzh40bN9LQ0DDsiz4QCFBdXU1lZSX905hA0VrL9u3b6e7uDmeRZT8oyEVWKKNWa4AzZ6AsIjIGBbnZp6enh127doV1Lrhw2rt3L7t376a0tDTs+w51GhCv18vbb7/NnDlzyM7OJiMjA+fiQhPbsWOHphiJMWpajaxQRq0uBL4KVAzd3lqrcCcyAwav7qCm1bjX19fH7t27Y64Gbiz19fVkZWWRnZ0dtn1OdRqQQCDAnj172LNnDwkJCWRlZQ3eUlNTSUgY3qhUW1tLW1tb2Mor4aEaucgKpY/cH4Gf44xWDdvZMMaUAw8CxYAF7rHWrjbG5AOP4ATHauAca22be53X1cDpQDdwobX2NXdfFwDXurv+obX2gXCVUyTaBq/uoBq5uNbf38/mzZvx+/3RLkrIqqurOfjgg0lMDOWrYmL7Ow1IMBiko6NjWC1mUlISKSkppKSkYK2Ni4B8IFKQi6xQPp291trbInBsP/D/rLWvGWOygA3GmGeAC4G/W2tvMsZ8G/g2cBXwQWCpezsWuAs41g1+1+NcOsy6+3nMWqt/y2RWUNNq/Bu4NFQ8hThwwteOHTtYunTpfu2nv78/IiNIfT4fPp+Prq6usO5Xwstai7U2pKZxmbpQgtxqY8z1wNPA4KdwoDZsuqy1e3AGT2Ct7TTGbAJKcS7/tcrd7AFgHU6Q+wjwoHV64K43xuQaY+a52z5jrW0FcMPgB9g3ylYkrqlpNf7t2rUrbq8q4PV6qampIS0tbVqPt9bS0NAQsStSSHwIBAJhqdmV0UJ5VQ8FPgu8l31Nq9a9HxbGmArgSOBloNgNeeCMlC12fy8Fdg55WJ27bLzlYx3nEuASgOLiYtatWxeW8oMz+iyc+5PwmA3npavrUKBgsEYu3p/PgNlwbkIRCAT2uyYqGISXXiqmsTE9TKVyFBb2cNJJ9YysKGloaJjwvkSH3++P23Px/PPPD9bIrXKXzZbPf7T/loUS5D4BLLLWRuTaQMaYTOB3wNestd6hVa/WWmuMCdsYeGvtPcA9ACtXrrSrVq0K165Zt24d4dyfhMdsOC/z5jk/B4JcvD+fAbF+bnp6eqivrx+1PDMzk4KCglEd7cfS19fHpk2b9nvU3u23l/LAA3P3ax/juf/+TbzjHcOn6iguLh5na4mmhoaGuD03hxxyCKmpqcOWxfLnfyqi/bcslCC3EcgFGsN9cGNMEk6I+5W19vfu4gZjzDxr7R636XTguLuA8iEPL3OX7WJfwB9Yvi7cZRWJFjWtRsfOnTvHnMaitbWV3bt3U1RUxJw5c8ZtLgoGg1RVVe13iHv00SIeeGAuHo/lYx9rIilpev/bjuyf9MIL2VRXp7JnT8qoICcSbpqCJHJCCXK5wGZjzL/Y10fOWms/sj8Hdkeh/hzYZK396ZBVjwEXADe5P/80ZPlXjDFrcQY7dLhh76/Aj4wxee52pwLf2Z+yicQSjVqdeR0dHRPOReb3+9mzZw8NDQ3k5+eTk5Mzapu2trb9npT22Wdz+clPnP9fr722hg9/OLSL6mRkZJCWlkZ6ejppaWmkpaXh8XiGbfPlL8Ndd0Frq/otSeRp5GrkhPIJvn7I7wZ4F3BuGI59Ik7fu7eMMf92l12NE+AeNcZ8DqjBuaoEwJM4U49sw5l+5CIAa22rMeYHwL/c7f5rYOCDyGygUaszy1rLrl27Qto2GAzS3NxMc3Nz2Mvx5psZXHvtQqw1fOlLu0IKccYYFixYENLlrebMcX62tSnISeQpyEVOKFd2+D9jzJHAeTj95XYAa/b3wNbaf+IEw7GcMsb2FrhsnH39AvjF/pZJJBapaXVmtbS0THuus3CpqUnhyiuX0NeXwEc/2sTnPje6r95IxhgWLlxIXl7epNsCFBU5P9vakvanqCIhUdNq5Iwb5Iwxy4BPubdmnEl6jbX2PTNUNhFBTaszKRgMsnv37hk5Vn+/4bnncvjnP3Pw+YYPnPj3vzPp6EjkpJPaueqq2lGjSkcyxrBo0SJyc3NDPv5AjZyaVmUmqEYucib6BG8GngfOsNZuAzDGXDkjpRKRQWpanTkzMd9ZVVUqf/pTIU88kU97+/i1YQcfvJcbb9zBwFiKoqIijDF0dHQMm84kISGBRYsWjdlPbyJqWpWZpBq5yJnoE/wxnL5wzxpj/gKsZfymUBGJEAW5meHz+cacbmQ6XnopmyefzCcYHP4nc/fuZN56K3Pw/pIl3ZxxRguFhcPDY1KS5cQTO0hNtaP6vZWXl9PX10dHRwder5fi4mKysrKmXMZ9NXJqWpXIU41c5Iwb5Ky1fwT+aIzJwLmqwteAOcaYu4A/WGufnqEyihzQ1EduZuzZsycsXzZ/+EMhN944f1SIG5CREeDUU1s566xmDj64e8Jm06SkJBYvXkxGRsaw5SkpKcyZM4c5A2lsGgYe2t6uGjmJPAW5yAllsMNe4NfAr90pPj6Bc8ksBTmRGaA+ctMXCATGvL5pMBgcdvP7/fs98tRaeOCBYu64owyAz3ymnoMO6iYtLZ2cnBzS0tLIyICTTw7Q2uqlvX3iqUnS09NZsmQJSUmRqTHLywOPx+L1JuLzmWnPTycSCjWtRs6U/hVzL0Q/eHUEEYk8Na1OX11d3bQCWjAIL76YTU1NKp2dHrzexMGf+fk+TjutlZUrOwf7r1kLq1eX8tBDczHG8q1v7eQLX/Axb9480tNHXlYrmby8xbS3t7Nz5076+/ddNCchIYH09HQyMzOZN29eSFePmK6EBCgshIYGp1auqEjXQpXIUY1c5KhOXSTGqWl1+qY6jYjfD08/nc8vfzmXHTvGv0j8448XUlDg4/3vb+XUU9v4wx8KefzxQjweyw9+UM3nP59JUdH8CY+Vm5tLdnY2TU1NJCYmkpGRMeoSRpE2Z46hocEZuaogJ5GkIBc5CnIiMU5Nq9MXapDr7zc88UQB998/l127nNd57tw+Vq1qJzs7QHa2n6ysAFlZAbZsSeepp/KprU1l7dpi1q51rn2Zmhrglluq+exni8jOzg7puAkJCVG9dqZGrspMUdNq5OjTKxLj1LQ6PX19fdTWJrJtWxrV1anU1KRSW5tKXV0Kfr8Zsa2ht9e5hNX8+b1ceGE9H/xg66h+Y3l5eRQVZfHNb+5m/fo+nnwyn6efziMQMNx2Wy1nn10647Vq+0OTAstMUY1c5CjIicQ4Na1Oz4MP+rjkkkND3n7x4h4uvngP73tfGyMuSwpAWloaFRUVJCQkkJWVxYIFft73vhYaGysxJpGDDlpMYmJ8/UnVpMAyUxTkIkefXpEYp6bV6XnySWegwMEH7+Xww7tYsKCXBQv6KC/vJTV135eKMzp0MR5PL9XV7dgxBm96PB4WL148bPBBYmIixcXFFBcXY60z31u8UdOqzBQ1rUaOPr0iMU5Nq9OzYYPTXHjNNTUsXz52X7msrCyWLFniBrQ8PJ4EqqqqhtUeDFz+KiVl/Nc/HkMcaFJgmTmqkYucyI1tF5GwUNPq1DU1wc6dSaSmBlmypHfMbXJzc1m6dOmwWracnByWLl2KZ0jbaklJSciDF+LNvj5y+p9eIktBLnIU5ERinJpWp+6ll5xmnCOPDHD00YdTUVFBdnb2YM1Zfn4+ixYtGrMmLTMzk2XLlpGYmEh+fj5z586d0bLPJDWtykxR02rk6NMrEuPUtDp1L74YADwcd5zB4/FQUFBAQUEBfr+fzs5O8vLyJnx8eno6y5cvJzl5dteC7gtyaloNld8PNTWpVFWlUVWVyrZtaVgL3/52LYWFo68iIvsEg8GITnJ9oFKQE4lxalqdupdfdkYsnHDC8D9xiYmJk4a4AfE0jch0adRq6Hp7DTfcsIBnnsnD7x8dRmpqUlmzZisFBQpz41GQiwx9ekVinGrkpiYYhNdec/60HXtslAsT47KyIDnZ0tPjobc3PgdszITOTg9f//piXn89C4DS0j4WLephyZIeKip6efDBuWzfnsally7j7ru3kpenMDeWQCAQd1P0xAO9oiIxTn3kpmbbNvB6PRQXBygrG2NCOBlkjFMrV1en5tXxNDcncvnlS9m6NZ05c/q5/fZKFi8ePoDm+OO9fOlLy6iqSuPSS5eyZs1WcnPVJ2wkDXiIDNVxisQ41chNzfr1TrPqO98ZJE5nBZlRal4dX11dMp/73EFs3ZrO/Pm9/PznW0aFOID8fD933rmVBQt62bYtnS9/eRkdHfonYiQFucjQJ1ckxqmP3NQ4Ax0SOe44/Z8aijlznLSrkavDVVam8ZWvLKWlJYkVK/Zy223bJmwyLSz0s2bNVr74xWVs3ZrOF76wnKOO6hy2TWZmgHPPbTxgB0Vo5Gpk6JMrEuPUtDo1r7zi/Dz+eNWIhEIjV0fr6UngssuW0tqaxDvf6eWWW7aTkTF5bVJRkY81a7ZyySXL3FGtaaO2+ec/c/j5z7eEtL/ZRjVykaEgJxLj9jWtpmIBtRaOr7cXNm70YIxl5Uq9UqEYmBRYTav7PPFEPq2tTk3c6tXbSE4e47pt45gzx8f9929m3bpcfL7htcJr185h27Z0rr56Ef/939s40Pr9K8hFxgH2NhKJPwkJkJho8fsNfhJRvcn4Xn8dfD7D8uV+srP15y0UmhR4uGAQHn64GIALLqifUogbkJsb4KyzWkYtP/74Di64YAUvvJDDrbeW8Y1v1O13eeOJmlYjQ51IROJAcrJTu6Tm1Ym9/LLz89hjp/7le6DS9VaHe+mlbGpqUiku7mfVqvaw7rusrJ9bbtlOUlKQtWuLefTRorDuP9apRi4yFORE4oBGroZm/Xrni2LkRMAyvoEg196u1wzg4YedF+Sccxoj0vR55JFdXHddDQC33FLOiy+Ofx3f+vokfve7Qr7+9cWcfPIRfOlL7+J3vyuM2zn/FOQiQ59ckTigkauhGaiRO+64+Pyiiwb1kdunqiqV9etzSE0NcNZZzRE7zumnt1Jbm8J995Xwne8s4swzm4dNlePzGV5/PZNt29KHPa67O4sbb8zizjtLOfvsJj7xifgaAaum1cjQJ1ckDmjk6uSamqC6OoG0tCCHHKLGhlBp1Oo+a9c6L8YZZ7SQkxPZ0PHFL+6hpiaVZ57JH+yTN1JaWoBjj/Vy4olejj3Wywsv+Hn88WW8/XYGP//5PB58sJjPfKaByy7bHdGyhotq5CJDQU4kDqhpdXIDtXFHHBEgMVFBLlRDa+QO5FHR7e0enniiAIBzz22M+PGMge9/v5qTTuoYNdDEGFiypIcjj+waNtji5JMbOPvsIG+8kcGvflXMunW5/PKX8zjxxA6OOGJvxMs8HXv3JpCQAGlpQQW5CFGQE4kDalqdnJpVpyc9HTIzLV1dCXjJJgdvtIsUFX/8YyF9fQmccEIHFRV9M3LM5GTLhz7UOqXHGANHHLGXI46o4u6753HvvSXcfXcJd91VGaFSTt8bb2Twta8tobDQx29+87aaViNE/7aKxIFw1MjN9j+iL7/s1FyceKL+P52qwkLnZxMH1ijKAX4/PPqo06x63nkNUS5N6M47r5HMTD//+lc2r76aGe3iDLN+fRaXXbaUzs5EduxIw+czqpGLEAU5kTiwv33kOjs7eeONN6isrKSpqQmfzxfG0kVfMLjvig7HHhvdssSjgX5yjcyJbkGi5O9/z6OxMZmFC3s49tjOyR8QI7KyAnz6004z8D33lGBjZNaddetyuPLKJfT27ru6SleXR0EuQvSvq0gc2N8auaamJqy1eL1evF4vtbW1ZGRkkJGRgTGGhISEYT8DgQCBQIBgMEggECAxMZF58+aRGKNT0W/dCh0dhrlzA5SV6dJcU1Vc7DRHH4hBztp9U46ce27jsNGj8eBTn2rg4Yfn8NprWbz6ahbvfOfoIGotNDcnMTJHJSVZ8vL8YX3OTz6Zz/e/X0EgYDjnnEZeeCGHXbtS8Ho9s75VIFpi86+yiAyzP33kfD4f7e2jJzb9zW9S2LQpmcsv30VS0uT/yre2tlJaWkrhQDvcDLDW4vdPPr3CCy8YIJGVK4OAgtxUHag1ctbC7beXsnFjJjk5fj70odFXY4h1mZlBPvOZBu68s5Q1a0pYuXLLsGDW3u7hm99czOuvZ435+LS0AOXlfSxY0Et5eR+lpX0h/T0Yy86dKdx7bwkAF1+8h0sv3c1bb2Wwa1cKnZ0egkEFuUhQkBOJA/vTtDpQGzdUd3cCN944n54eD3l5fi6+uH7cx7e3e3jyyQJ6exOAPpKTm8jNzSUlJYmiIigthZIS52d+PtP+776/v5/Gxkb6+/sHbxM1AXd3J/Dcczk880z+4KSqxx+v3iLTMTBy9UDqI2ct3HZbKf/7v3PxeCzXXVdNamqMtE1O0Sc/2civflXMG29k8vLLWRx3nFMrV1ubwhVXLGHnzlTS0gJkZQ0PUr29CXi9iWzdms7Wrelj7XpaLr+8jvPPd/oaZmc71YBO0+rs6tIRKxTkROLAdJtWrbU0N4+e2PQf/8ilp8epubrvvnm8//1tlJePHqnX32+47LJlbNkS2h/5tLQg3/kOXHttwpQCXV9fH1u3bqW/v3/Uut5eQ2NjMo2NSTQ1OT//858MXnghh74+J7gZYznmmC4uvDC2OnzHiwOtRs5a+NnPyvj1r4tJTAxy001VrFrVEe1iTVtGRpDzz6/n9tvLWLOmhGOP3cIbb2Tw//7fEjo6EjnooL3ceuu2MScP7ujwsHNnCrW1qdTWprBnT8qoJtipWLWqnVNOcVoA8vLyKC3NAKCzM1FNqxGiICcSB6bbtNre3j5mrdaTTzrzZc2Z009jYzI33jif//mfylHha/XqMrZsSaekpI/TThs+TYLfb2htTaKpad+tqyuR734XOjsD/PjHnpDCXE9PD5WVlaPKWVmZxk9+Us5rr43dJARw+OFdvP/9rZxySjvLlmVSUqIgNx0HUpCzFn760zIeftgJcT/+cRXvfnf8hrgB55zTxEMPFbNxYya33FLOH/5QSH9/Aiee2MGNN1aRnj52OsvJCZCT08073tEdtrJ4PB7Ky8spKCggP99Z5vVqsEOkKMiJxIHpNq02NTWNWlZfn8S//pVFcnKQNWu2ctFFB/HKK9k89VQ+p5++L6ytW5fDI4/MITExyI03VnHIIZP/of/b33K55ppF/OQnHvr6+rn11uQJw1x3dzeVlZXD+sHt3ZvAPfeUsHbtHAIBQ2JikDlzfMybF6S01DB/vodlyzycdlofRUU+enuT6O3NIicnZ0qvjexzoAQ5a53rmz7yyBySkoLcfHMV73pX/Ic4cGrDL7ignltvdZ4fwMc/3sQ3v1k7pWvGJicnjzmoye/34/f7Jw1jmZmZLFy4kGT3j1ZurrO8s9NpAQgGg5ouI8wU5ETiwHSaVnt7e+nsHD2C7amnCrDW8O53tzF/fh9f+1od3/9+BT/9aRknnNBBbm6APXuS+f73KwD46ld3hRTiAN73vnY8niq+/e1F3HZbMn193dx1V/qYYS4YDLJ169bB5hZrnSbf//7vchobkzHGcv75HfzoR4mUlKRjRu0kzb3J/hoIcrO9j9xDDxUPhrif/GQ7J500uyY/PvvsJh5+uJiGhmQuv7yOz362YUpdHNLS0li+fDkez/gDhoLB4LihzhhDRkbGsGUDQa6ry9lnIBBQkAszBTmRODCdptWxauOshT//2WlWHRihd8YZLfz5zwVs2JDF6tVlXHNNDVdfvZDOzkTe9a52zjtvIrYL7wAAIABJREFUapcres972rn55u1cddUi7r47nd5eLzff3EcwuG86k2AwSEeHn9raVLZsSaOyMp2NGzMG++K94x29rFljOfFE1bLNhIHBDvFQI2etMzrS7x+eUNLSgsybN7qP5YANGzK5445SAG64YcesC3EAqamW++/fTGenh0WLeqf02KSkJJYsWTJhiANISEggOTl5sMZtMnl5zk+v14kbal4NPwU5kTgw1abVYDBIS8voqRT+8590ampSyc/3cdxxzheZMfCd79TwqU8dzOOPF9LamsRbb2VSXNzP9ddXT/k/eoBVq7zccst2vvnNxTzwQDaPPebD49k3ItBaQ2vrfKwdvvOsrADf+14/V1yRxiTfJxJGQ6/sEIzhq63W1ydx3XULx51K48Mfbubqq2tHTZ/R1JTE1VcvIhAwXHBBPe997+jpeGaLoiIfRUVTGx2akJDA4sWLQw5nUzFW06qEl4KcSByYatNqS0vLmCPEBi4K/oEPtA7rN1NR0cdFF9Vzzz0lvPBCDh6P5YYbqsjNDX2UWUFBAQsWLMAY51I8y5Z1U1zs5QtfyKatLWnU9h5PkGXL/Bx6aIDDD4ejjkrghBOSyc5Wc+lMS06G3FxLe7uHVvKjXZwx/eMfufzwhwvwehPJyvJTWDg8rOzencLjjxeya1cKN9+8ffC96/fDt7+9iJaWJFau9HLppbuiUfwpS0iYuQbIioqKUU2i4TJW06qEl4KcSByYatPqWM2q/f2Gp592vqTPOGN0bd2FF9bz9NN5VFen8aUv7eaII/aGXL7S0lLmzp07eD8hIYHMzEzOPRfOPBPGmI+YjRuf59RT3w2MDnky8+bMsbS3m5jrJ9fba/jpT8v5/e+dcp10UjvXX19DXt7wqTQ2bUrnyisX89prWVx88UHceus25s/vY/XqMt54I5M5c/r50Y92TKnjfzSkpKSwePHiwdrtodra2pgzZw5tbW1hu8xeSUkJeQPtnxGgptXIi/G3tIjA1Grk6uvr6enpGbX8hRdy6OhIZOnSbpYtG70+Odlyxx2V/Oc/GbznPaE1PSUkJLBw4UJyB/7tHkN6unMbaevW+Jx8dbYqKnIuddbIHKY6iUtLSyKbNqWzeXO6O3H0cMcf7+Xoo7sm3EdlZRqvvDK8ydRaeOyxQqqq0khKCnLFFXV88pNNYzb3r1jRzQMPbObKK5ewdWs6F154EB/7WNPgNCM33VRFfv7kVwmJptzcXCoqKsbtp5aQkEB5eTllZWV4vV5aW1vp7p7+tCFZWVnMmzdv2o8PhZpWI09BTiQOhNJHzlrLzp07x6yNg9GDHMYyd66PefM6IIR+UklJSSxevJj0sVKaxJ2h11udLMgFAvCb3xTx6qtZbNqUQUPDxDXFDz44l6uuquXjHx89OTXAX/+ax/XXV+D3j92cWFHRww037GD58tH/gAx/Dj7uu28L1/z/9u48Oooqcfv493Y6KyEJAYJsQgBJAsiOGwYBRRFRRgcRUdzhVRRUdAYUj4rLjDqiIDgK4wLqiCjg+nNcgDDCDI6CIqIgIIssYQkQSAxZOrnvH91pEtKBAN3pdHg+5+SQrqquutWVIk/uvXXvhGSWLElg5kx3SLn33m107Fj1GubqZoyhSZMm5Wq1j7V9fHx8SAy5o6bVwFOQEwkBx2paLSkpYdOmTT7nVAX3NFtLl7r7vvXv7x4rzul00qJFC5xOJ06nk7CwMMLCwqq1b47UHElJh4Ncq2Ns+9ZbjZg6tZn3dZ06xaSm5pGW9jvx8eV/UWdmRjB/fkP++tcW7NsXzm23ZZarUXvrrSQmT24OQN+++2nUqPyTpw0aFDFkyB6io6tWkxMTU8Kzz/7KlCnumRsGDsxiyBDff9xUN1/3Vul9GBcXF4QSBV7ZGjlrVSMXCApyIiGgNMjtpx47dpRf53K52Lx5s6eJxd3fLDy8hDp1SrxP7332WSLFxYaePQ94p+lp0aLFUZtEP/jgA6688krWrFlDamqq389pw4YN5OXlMWDAAL/v259uu+02xo4dS7t27fjLX/7Cgw8+CMDmzZsZOHAgq1evPur7q7pdMPXu3ZszzngW6F5uCJKRI0eSlZVFZGQk4eHhTJgwgVatUpk9273NXXdto3fvbE4/vQBf+X/kyJHcc889pKb24qmnTmf69Cbs2+fknns2MX36S8yf/xW5uQlAJIMGjeKhh9qd8Fy9ZYWFwdix27jppp3Uq+fy7vPjjz9mypQpJCUlcejQIZo2bcqIESPo1KmTz/3MnTuXqKgoBg4ceNxlcDqdxMTElPuKjDz+uZJDXXQ0REZaCgocFBQYBbkAUJATCQGl//+/yzW82/TItU6gjc/3hYeXEBNT4u23VNqs2rBhw6OGOIDZs2dz/vnnM3v2bCZOnHgSpfdtw4YNrFy5ssYHuVdeecX7fdkgd7JcLpfPEfSDpbRT+pEPOzzxxBO0a9eOjz76iClTpjBgwDtkZUXQuvUhbryxagPOXnVVFgkJLh56KJn33kvim2+epLAwn9zcNTid4dx//3Li4xdhTLty7ysuLj7muGZH46tPXL9+/Rg3bhwAy5cv589//jMvv/wyycnJ5bZzuVwMHjz4hI+dmpoa0OB2sp9NdYqPt+zebTTfaoCoDUUkBPTqBZ1YSWN20KBBoferYcOicq8bNCikfv0i4uJcOBxFFBV9xIEDL1BQ4CApqZBevbKJioqiWbNmRz1ebm4uS5cu5dVXX+Wdd97xLi8pKWHUqFGkpqbSr18/BgwYwNy5cwFYsWIFF1xwAd26deOSSy4hMzMTcNf2jBs3jrPOOou2bduyZMkSCgsLef3115kzZw6dO3dmzpw5/Pvf/6Zz58507tyZLl26+JyV4o033qBjx4506tSJ4cOHA+5alrPPPpsuXbpw0UUXsWvXLgAeffRRbrnlFnr37k2rVq144YUXKuzvvffeY+zYsQBMmTKFVq3cjYobN26kZ8+e3vIvX76c8ePHc+jQITp37sx1110HuH+Zjhgxgvbt23PxxRd7HzJZsWIFnTp1olOnTrz44ove482cOZMrrriCvn37cuGFF5Kbm8uFF15I165dOfPMM/nwww8B+Nvf/uYt77333kvfvn0BWLRokffYZT322GP06NGDDh06MHLkSKy1lX724J7fdujQoaSlpXHllVdy6NAhb5CrbFDgjh07smfPHt588zTgd+rWvYEbb7yBYcOGsXjxYsA9m8gDDzzA4MGDuf/++ykoKPC+v2/fbKZOXU9MTA5btrxFZuYM6tRx8sILGxg8OIx+/foBkJ6ezvPPP8+1117Ljz/+yFtvvcWQIUMYMmQIb7/9trf8d999N9deey1Dhgzhiy++AGDq1KlcffXVDB06lMmTJ/s8j7K6d+/OlVdeyfz58wF3DeKkSZMYPnw477zzDtOnT+fNN9/0rnv22WcZNmwYQ4YM8VnDWlBQwMSJExk2bBjnnHMOGRkZgPvn5P7776dDhw507NiRqVOnAvDtt99y3nnn0alTJ8466yxycnKYOXMmd911l3efAwcO9H6+l156Kffddx+dOnVi2bJljB8/nnbt2tGxY0fuv//+Y55vsMTHu38ec3I032og1Jw/B0WkUs2awUq6AHBggzuMRUREYIwhPz+fnTt3sm/fPqy17Ny5k3nz5jF37lwKCgpISEhkxox+JCa6iI6G5OTkY/aD+/DDD+nfvz9t27alfv36rFixgm7dujF//nw2b97Mzz//zO7du0lLS+OWW26hqKiI0aNH8+GHH9KwYUPmzJnDhAkTeO211wB37cY333zDp59+ysSJE1mwYAE333wzubm5TJs2DYDLL7+cF198kZ49e5Kbm0tUVFS5Mv3000888cQT/Pe//6VBgwbs2+fu63f++efz9ddfY4zhlVde4ZlnnmHSpEkArF27loyMDHJyckhJSeGOO+4gPPzwcCfp6ek888wzACxZsoT69euzfft2lixZQq9evcod/6mnnmLatGmsXLkScDeZrl+/ntmzZ/OPf/yDIUOGMG/ePK6//npuvvlmpk2bRq9evfjTn/5Ubj/fffcdq1atIjExEZfLxfvvv09cXBxZWVmcc845XHHFFaSnpzNp0iTGjBnD8uXLKSgooKioyGe5AO666y4efvhhAIYPH84nn3zC5ZdfXuln/9JLLxETE8OaNWtYtWoVXbt25ZZb3PuqLMj997//pU2bi/nyy2iio8cxaFAnLr98PDk5Odx4442cffbZzJs3j6ioKObOncv69eu5/vrry+2jW7dcHn54AQ891JzExCief/6XCg8wHDp0iA4dOnDvvfeyZs0aPv74Y2bNmoW1lptuuomuXbuyfft2GjZsyJQpUwD3Hx7Z2dlkZGQwb948jDE+/xDwJTU11RvkAIqKirzhbfr06eW2zc/P5+233+a7777jscce49133y23/r333gPcNX3bt2/n4osvZt26dbz++uts3ryZlStX4nQ62bdvH4WFhVxzzTXMmTOHHj16cPDgQZ9Djhx5/LPPPptJkyaxd+9ebr31VtauXYsxptL+sTVBaeX/wYMKcoFQa4KcMaY/MAUIA16x1j4V5CKJBMSRT6pFRUXRvHlzfvjhB55++mlWrFiBtdY7zlS9evE0a+buQN60abMqPWU6e/Zs7r77bgCGDh3K7Nmz6datG0uXLuXqq6/G4XBw2mmn0adPHwB++eUXVq9e7a1VKS4uLjeswVVXXQVAt27d2Lx5s89j9uzZk7Fjx3Lddddx1VVXVag1XLRoEVdffTUNPNMQJCa6x8Tbtm0b11xzDZmZmRQWFpZrIrvsssuIjIwkMjKSpKQkdu3aVW6/p512Grm5ueTk5LB161aGDRvGV199xZIlS7xlPprk5GQ6d+5c7tyys7PJzs72Bq7hw4fzr3/9y/uefv36ectureXBBx/kq6++wuFwsH37dnbt2kW3bt1YsWIFBw8eJDIykq5du7J8+XKWLFnis2YxIyODZ555hry8PPbt20f79u29Qc7XZ//VV18xZswYwF3T1rFjxyNq5A4/4fnQQw/hcrnIy8ujZctlAMTG/os33/yd2bPdgaegoICdO3fy/fffM3ToUADOOOMM2rSp2OTfokUBycn5vPHG6gozMACEhYV5ayBXrlxJnz59vAGnT58+rFy5knPPPZfJkyfzwgsvkJ6eTpcuXXC5XERGRvLYY4+Rnp5Oenr6Ua9dqdLay1KlP8O+XHLJJQB07dqV33//nZycHOrWPTxkysqVKxk+fDh169YlNTWVFi1asG7dOhYsWMDtt9/ubUpPTEzkxx9/pHHjxvTo0QOgSg87OBwO/vjHPwLu/weioqK49dZbGThw4An146suZZ9cVdOq/9WKIGeMCQNeBPoB24BvjTEfWWt/Dm7JRAJr586dTJ8+nWnTppGfn09ubsWxukoH+4yLi6NRo0bH3Oe+fftYtGgRP/74I8YYiouLMcbwt7/9rdL3WGtp3749y5Yt87m+tK9QWFgYLpfvsbzGjx/PZZddxqeffkrPnj35/PPPq/SQxejRoxk7dixXXHEFixcv5tFHH61w3KMd+7zzzuP1118nJSWF9PR0XnvtNZYtW+at1TuaI/fva/y+I5UdQf+f//wne/bsYcWKFYSHh9OyZUvy8/MJDw8nOTmZmTNnct5559GxY0cyMjLYsGEDaWlp5faXn5/PqFGjWL58Oc2bN+fRRx8lP//wPJtV+ezhyD5yh4PcE088QVpaGo888iKffvogMTHvkZDg4q9/fYaWLVse83yP1Lx5c3bv3klBQQ7h4RUHOomIiDhm368WLVrw1ltv8Z///IeXXnqJHj16MGLECGbNmsU333zDwoULeffdd3n55ZePWZ5ffvml3HkcrVbMHNEh8MjXwEkPrut0OsvVWpW9lmU/G6fT6T3XuXPnMm3aNBYtWnRSxw6Uw0+uOlUjFwC1pY/cWcAGa+1Ga20h8A4wKMhlEgmIkpISFi5cyKWXXkrLli3561//SlZWls8QB7Br1y5mzZrFBx98wBtvvMGnn37Kt99+y6ZNm8jJyalQIzF37lyGDx/Oli1b2Lx5M1u3biU5OZklS5bQs2dP5s2bR0lJCbt27fL23UlJSWHPnj3eIFdUVMRPP/101POIjo4u1/z166+/cuaZZzJu3Dh69OjB2rVry23ft29f3nvvPe8csqVNqwcOHKBpU/cTILNmzarip3hYeno6zz77LL169aJLly5kZGQQGRnpc4yu8PDwY46on5CQQEJCAkuXLgXcYa0yBw4cICkpifDwcDIyMtiyZYvPcqWnp/Pyyy/TpUuXCuGh9Bd9gwYNyM3N9fZZPJpevXp5+5utXr2aVatWERcHDorZR32OzHvGGFyux4Gv6dNnGeeffw5z5szx/uyUXqsuXbrw2WefAe6HWTZs2FDh2FFRUVxxxRVMmjTJ+1nu37+fBQsWVNi2S5cuLF68mPz8fA4dOkRGRgadO3dmz549REVFMWDAAIYPH87atWvJy8sjNzeX888/n/vuu4/169cf83NYsWIF77//PldeeeUxtwW8ffFWrlxJbGwssbHlg2i3bt34+OOPAVi3bh2//fYbKSkp9OvXj+nTp3uD9L59+0hJSSEzM5Nvv/0WgJycHFwuFy1btmTlypWUlJSwdetWvvnmG59lyc3N5cCBAwwYMIDnn3+eH374oUrnEAyeCmg1rQZIraiRA5oCW8u83gacHaSyiATMIuC6pk3Jzc2tNLgdadOmTUydOpXw8HAiIyMJCwvDWktxcTGFhYVYaxk9ejTPPfcc4G5WLX2qr9Qf//hHZs+ezYsvvsjChQtp164dzZs3p2vXrsTHxxMREcHcuXMZM2YMBw4cwOVycc8999C+fftKy9WlSxc++eQTOnfuzAMPPMDSpUvJyMjA4XDQvn17Lr300nLbt2/fngkTJnDBBRcQFhZGly5dmDlzJo8++ihXX3019erVo2/fvmzatOm4PtP09HS2bt1Kr169CAsLo3nz5pXWBI4cOZKOHTvStWtXnnzyyUr3+frrr3PLLbdgjOHiiy+udLvrrruOyy+/nDPPPJPu3buXO256ejpPPvkk5557LnXq1CEqKspnc2FCQgIjRoygQ4cOnHbaad6muqO54447uPnmm0lLSyMtLY1u3boRFgYNyGI3jcjOdnqHqQH3ZPULFzbFmLEUFDzHrbfex6RJkxg6dCjWWpo0acLkyZMZPHgwEydOZPDgwSQnJ1f6OY4aNYq///3vXH311URERBAdHc3tt99eYbvU1FQGDhzIDTfcAMAf/vAHUlNTWbZsGVOmTMHhcOB0Ohk/fjx5eXmMHTvW+zN97733+jz2l19+yQ8//EB+fj5NmjTh6aefrvDEamUiIyMZNmwYLpfL2yfxyPN6/PHHOfPMM3E6ncycOZPIyEhuu+021q1bR8eOHQkPD2fEiBHcddddzJkzh9GjR3Po0CGio6NZsGABPXv2JDk5mXbt2pGWlkbXrl19liUnJ4dBgwaRn5+PtdZ7/9ZE9eq564xyctS0GgjmyL/GQ5ExZjDQ31p7m+f1cOBsa+1dR2w3EhgJ0KhRo25ln8Y7Wbm5uRX+OpPgq03XpXefPqwGLm7cmP3795drcjlZ/fv3rxDeKlP6S+fAgQOMGjWKqVOnevt8HY/adG1qi9F96rOaM5k6dQmtWh2uLX311VTmz29Fr147GDduZRBLGDzjx4/n1ltv5Ywzzqh0m+joaJ/Nrf4SqvfM7NnNmTGjNVdeuZGRI9fR3/NH2mLPU72hrrquS58+fVZYa7sfuby21MhtB5qXed3Ms6wca+0MYAZA9+7dbe/evf1WgMWLF+PP/Yl/1Lbr0gH47bffmDx5Mo888ghFRUV+mTy7e/fuVf6cevfuTXZ2NoWFhTz55JNVeijAl9p2bWqDJBYCsGtXc5KS3P3kiooMn3/eAoDbbjtQpX6WtVF4eDiJiYmVnn9iYmKVa/ZOVKjeM+vXw4wZUFIS5+0GAYTkufgS7OtSW4Lct8AZxphk3AFuKDAsuEUSCQyn08n999/PsGHDuPPOO/niiy8qnTjb6XQSHh7ubX7xJTIy8rh+OZf2i5PaJ4ndADzxRMsK67p2zaFduxOfoD3UzZgx46jrk5J8D9siGn4k0GpFkLPWuowxdwGf4x5+5DVr7dF7WouEuCZNmvD++++zePFibrrpJvbs2VMh0MXExHDnnXcSGRnJjh072LFjBzt37mTv3r1kZ2eTk5NDQUHBMQcIllPDrbzKL6RwoFX5J2MjI0sYM2ZbkEpV89WpU6fc08hSXtnhRxTk/K9WBDkAa+2nwKfBLodIdevduzfr1q3jueee4/HHH6ewsND7dJzL5WLUqFGVBjVrrbfPm8hFLOQ7urHi3eXBLkqN5asv1Kna3FxVh4cfUZALhFoT5EROZREREYwfP57rr7+e22+/nYyMDPLy8igoKPAOoOuLMaZKAwSLiHuO4tNPPz3YxQg5pUPr5eQocgSCPlWRWqRZs2Z88skn3imwsrKyKkx1JVITOZ1On/3M9u/fX6WBlgMtOjpaXRBOUNkaOfE/BTmRWuiiiy5iw4YNPif2FqlpwsPDadu2rc8/OqKjo/n111+DUKrDHA5HleYoFt9Kx9Z295ELbllqI/1UitRSkZGRdOvWLdjFkBBUdv7QQIuIiCAlJaXSmuPSAaeDqWnTpupHehLCw6FOnRJKSgx5eYod/qZPVEREymnbti3NmjUL6OC24P5jIyUlpdyctUcyxgR1aI/4+HgNLeIHcXHuqjj1k/M/BTkREamgUaNGpKamBqyPZVRUFCkpKVWqbWvQoEFAmzWNMT5Da3h4OC1btgzYcU8l8fHucSzVT87/FI1FRMSnmJgY0tLS2LVrFyUlJRhjcDgcOByOSsNPVSUkJOB0Vu1XUFhYGPXr12fPnj0nfLzKRERE0Lp1a6Kjozl06BB5eXneryZNmlS5jHJ0CQkKcoGin1AREamUw+GgcePGwS4GSUlJfg9y8fHxtGzZ0hvWYmJiNBxPgJQ+8KAg538KciIiUuNFRUURFxfHwYMH/bK/Jk2a1IiAeqo4PASJYoe/qY+ciIiEBH88dOB0OmnTpo1CXDU7PCiwauT8TdFYRERCQnx8PJGRkRQUFBz3e+vUqUPDhg2pV6+exoMLAg0KHDgKciIiEjKSkpLYunVrlbZ1OBwkJibSsGFD9X0Lsnr13A/GKMj5n4KciIiEjPr167Njxw6Ki4t9ro+JiSEuLo64uDhiY2MDPhaeVE1iYmmQU+zwN32iIiISMsLCwmjdujVFRUXlljscDmJjYzVcSA1VGuQOHlSNnL/pJ15EREJKdU4hJv6RmOgOcLm5CnL+ph6fIiIiElB62CFwFOREREQkoA4PP6KGQH9TkBMREZGAUo1c4CjIiYiISEDVrQvGWPLywnChMOdPCnIiIiISUA4HxMWVAHCA+CCXpnZRkBMREZGAKw1y+6nn9327XC4KCwvLfblcLr8fpyZSr0MREREJuNIgl03CSe3HWkteXh6///47ubm5/P777xQWFlbYzhhDWloa0dHRJ3W8mk5BTkRERAIuLs4CVQtyOTk5ZGVlkZ2djbW23LojX1fGWsvGjRtJS0ur1fPrKsiJiIhIwCUkuANYadPq9u3biYqK8n5Za9m7dy9ZWVnk5+f75Zj5+fls3bqVFi1a+GV/1loKCgooKCggPz+fgoICSkpK/LLvE6UgJyIiIgEXH1++Rm7nzp3l1htjqlzbdjyysrKIj48nIaFiTWBJSQlbt25l7969VdqXr/IFoszHQ0FOREREAq40R1XWtBrIQLRlyxbq1KlDeHi4d1lBQQEbN24kLy8vYMetDrW30VhERERqjNLZHU72YYcT4XK52LRpk/f1gQMHWLNmTciHOFCNnIiIiFSD0hq5QAw/UhU5OTlkZmZirSUzMzMoZQgEBTkREREJuHr1DBCcGrlSO3bsCNqxA0VNqyIiIhJwiYnBD3K1kYKciIiIBFxpjVywmlZrKwU5ERERCbjERHfkUI2cfynIiYiISMDVr68gFwgKciIiIhJwpTVyalr1LwU5ERERCbiYGIPTWUIBUeQTGezi1BoKciIiIhJwxkDduu55SdW86j8KciIiIlIt4uOLAQU5f1KQExERkWpRWiOnfnL+oyAnIiIi1SI+Xk2r/qYgJyIiItVCQc7/FORERESkWsTFWUBNq/6kICciIiLVIiHBHeRUI+c/CnIiIiJSLRI8+U1Bzn8U5ERERKRalAY5Na36j4KciIiIVAvVyPmfgpyIiIhUi3qeijgFOf9RkBMREZFqUa+eAWpXkLM2uMdXkBMREZFqkZjojh21oY+cywWffJLIyJFnsXt38MrhDN6hRURE5FRSvkbuQHALc4JKSmDBgnpMn96ELVuiAPjHP2DChOCUR0FOREREqkVpjVw2CVi7BWOCXKDjYC189VU8L7/chPXrYwBo2rSA66/fwPjx7YNWrqA0rRpj/maMWWuMWWWMed8Yk1Bm3QPGmA3GmF+MMZeUWd7fs2yDMWZ8meXJxpj/eZbPMcZEVPf5iIiIyLFFR4cRw+8U4+TgwbBgF6dKrIX//a8uN9+cwn33tWH9+hgaNSrkwQe3MG/eavr120lYEE8lWH3kvgQ6WGs7AuuABwCMMe2AoUB7oD/wd2NMmDEmDHgRuBRoB1zr2RbgaeB5a20bYD9wa7WeiYiIiFSJw+EglbUAjBvXikOHanZX/ZUr6/D//l9b7ryzLatXx5KYWMR9921l/vzVXHVVFs4a0K4ZlCJYa78o8/JrYLDn+0HAO9baAmCTMWYDcJZn3QZr7UYAY8w7wCBjzBqgLzDMs80s4FHgpcCegYiIiByvsLAw3uJ6+rKI5csbM2ZMGyZP3kCdOiVBK9Mvv0SzYUN0uWXWwpdfJvKf/8QDEBfn4oYbdnKvShk7AAANH0lEQVTNNXuIjg5eWX2pAVmSW4A5nu+b4g52pbZ5lgFsPWL52UB9INta6/KxvYiIiNQgxhjSWMu/uYD0pNV8/31dRo8+gxdeWE9sbPUHpKwsJ7fckkpBge+awZiYYoYN28V11+2mbt3iai5d1QQsyBljFgCn+Vg1wVr7oWebCYAL+GegynFEmUYCIwEaNWrE4sWL/bbv3Nxcv+5P/KM2XZfenn9ry/nUpmtTW/T2/KvrUjPVlnumN9CW9fzlL//hgQfOYdWqWEaMSObxx7+hbl3Xsd7uV2+/3YaCAgfNm+fQps3BcusaNcrjiiu2EB9fSF4e5OX53kdxcXFQr0vAgpy19qKjrTfG3AQMBC601juc3nageZnNmnmWUcnyvUCCMcbpqZUru72vMs0AZgB0797d9u7du6qnc0yLFy/Gn/sT/6iN16W2nE9tvDa1ha5LzVTb7pnOneN47bUN3H57W9avT+Ceey4gKakIl8tQXGwoLoaYmBKuu24Xfftm+/0J16Iiw2efJQMwYcIOunfP9bHVsce7y87ODup1CUrTqjGmP/Bn4AJrbdmM+xHwtjHmOaAJcAbwDWCAM4wxybiD2lBgmLXWGmMycPexewe4Efiw+s5ERERETlTjxoXMmPELd9zRlt9+i2LnzsgK26xaFUvXrjmMHbuV1NRDfjv2woUJ7N0bTuvWh+jWzVeICw3B6iM3DYgEvjTuiP21tfZ2a+1Pxph3gZ9xN7neaa0tBjDG3AV8DoQBr1lrf/LsaxzwjjHmCeB74NXqPRURERE5UY0aFTF79s/s3duKuLhYoqKcOJ0QHg5Ll8LDD1u++64uw4enMWhQFnfcsYP69U++CXbOnCQArrlmd0iNZ3ekYD212uYo654EnvSx/FPgUx/LN3L4yVYREREJMXXrhnPeeRXnX+3YEYYNM0ycaJk2DT74oCGff55I+/a/07p1Pq1aHaJ160O0bp1/XA8jrF4dw48/xlK3rotLL93nz1OpdjXhqVURERE5hSUkVAxxh9fB888b7rgDRo8u4IsvIlm+PI7ly+O82zgclpEjd3DbbTurdLzS2rg//CGrxg0ncrwU5ERERCSojhbkSrVtC59/HsnPP+eyYMEuNmyIZOPGaH79NYp162J4+eWmxMYWM3TonqPuJyvLyZdf1sMYy+DBR982FCjIiYiISNCEhYURGxtb5e3btYuladNifv31V0oHvfj44/pMnNiSSZOaU6+ei0su2V/p+99/vyEul4MLLsimadPCky1+0NXsuTFERESkVouPj8cc59MG8fHxJCcne19ffvleRo/ehrWGRx5pyddf1/X5vqIiw7x5DQD3Qw7Hy1kT5uQ6goKciIiIBE1VmlV9qVevHi1atPC+vuGGXQwbtguXy8Gf/tSan3+OqfCehQsTyMqKoFWrQ/TokVPlYzkcDlq3bk1aWhqRkRWHSAmmmhctRURE5JRgjCE+Pv6E39+gQQOKi4vZtm0bxsA992xj/34n//pXfcaMacPtt+/A6bTe7d999/iHHImIiKBNmzZER7vnY01JSWHdunXk5+efcLn9SUFOREREgiIuLg6H4+QaBxs1akRxcTGZmZk4HPDww1vIznaybFk8Tz3VosL2deu6GDCgakOOxMbG0rp163JNquHh4aSkpLB+/XryKpu3qxopyImIiEhQnExtXFlNmjQBIDMzk/BwyzPPbOTNNxuxa1dEue2MsfTtm11hyBFfffQSExNp0aKFz3VOp5O2bduyfv16srOz/XIOJ0pBTkRERILiRPvH+dKkSROMMezYsYPo6BJGjsw85nucTictWrQ4oXKEhYXRtm1bMjOPfZxAUpATERGRalenTh3Cw8P9us/GjRsDsGPHjmNuW7duXZKTk0+qDA6H47ifuPU3BTkRERGpdv6sjSurcePGGGPYvn27z/XGGBo3buwNfaFOQU5ERESqnb/6x/ly2mmn4XA4yMmpOMRIo0aNjmsA4ppOQU5ERESqXelwHoGSlJREUlJSQI9RE2hAYBEREZEQpSAnIiIiEqIU5ERERERClIKciIiISIhSkBMREREJUQpyIiIiIiFKQU5EREQkRCnIiYiIiIQoBTkRERGREKUgJyIiIhKiFOREREREQpSCnIiIiEiIUpATERERCVEKciIiIiIhSkFOREREJEQpyImIiIiEKAU5ERERkRBlrLXBLkNQGGP2AFv8uMsGQJYf9yf+oetSc+na1Ey6LjWXrk3NVF3XpYW1tuGRC0/ZIOdvxpjl1truwS6HlKfrUnPp2tRMui41l65NzRTs66KmVREREZEQpSAnIiIiEqIU5PxnRrALID7putRcujY1k65LzaVrUzMF9bqoj5yIiIhIiFKNnIiIiEiIUpA7ScaY/saYX4wxG4wx44NdnlOZMaa5MSbDGPOzMeYnY8zdnuWJxpgvjTHrPf/WC3ZZT0XGmDBjzPfGmE88r5ONMf/z3DtzjDERwS7jqcgYk2CMmWuMWWuMWWOMOVf3TPAZY+71/D+22hgz2xgTpXsmOIwxrxljdhtjVpdZ5vMeMW4veK7RKmNM10CXT0HuJBhjwoAXgUuBdsC1xph2wS3VKc0F3GetbQecA9zpuR7jgYXW2jOAhZ7XUv3uBtaUef008Ly1tg2wH7g1KKWSKcBn1tpUoBPua6R7JoiMMU2BMUB3a20HIAwYiu6ZYJkJ9D9iWWX3yKXAGZ6vkcBLgS6cgtzJOQvYYK3daK0tBN4BBgW5TKcsa22mtfY7z/c5uH8hNcV9TWZ5NpsF/CE4JTx1GWOaAZcBr3heG6AvMNezia5LEBhj4oFewKsA1tpCa202umdqAicQbYxxAjFAJrpngsJa+xWw74jFld0jg4A3rNvXQIIxpnEgy6cgd3KaAlvLvN7mWSZBZoxpCXQB/gc0stZmelbtBBoFqVinssnAn4ESz+v6QLa11uV5rXsnOJKBPcDrnmbvV4wxddA9E1TW2u3As8BvuAPcAWAFumdqksrukWrPBQpyUusYY2KBecA91tqDZddZ92PaelS7GhljBgK7rbUrgl0WqcAJdAVestZ2AX7niGZU3TPVz9PfahDuoN0EqEPFpj2pIYJ9jyjInZztQPMyr5t5lkmQGGPCcYe4f1pr53sW7yqt2vb8uztY5TtF9QSuMMZsxt39oC/uflkJnmYj0L0TLNuAbdba/3lez8Ud7HTPBNdFwCZr7R5rbREwH/d9pHum5qjsHqn2XKAgd3K+Bc7wPEkUgbsz6kdBLtMpy9Pv6lVgjbX2uTKrPgJu9Hx/I/BhdZftVGatfcBa28xa2xL3PbLIWnsdkAEM9mym6xIE1tqdwFZjTIpn0YXAz+ieCbbfgHOMMTGe/9dKr4vumZqjsnvkI+AGz9Or5wAHyjTBBoQGBD5JxpgBuPv/hAGvWWufDHKRTlnGmPOBJcCPHO6L9SDufnLvAqcDW4Ah1tojO65KNTDG9Abut9YONMa0wl1Dlwh8D1xvrS0IZvlORcaYzrgfQokANgI34/4jX/dMEBljJgLX4H4a/3vgNtx9rXTPVDNjzGygN9AA2AU8AnyAj3vEE7yn4W4KzwNuttYuD2j5FOREREREQpOaVkVERERClIKciIiISIhSkBMREREJUQpyIiIiIiFKQU5EREQkRCnIicgpxxhT3xiz0vO10xiz3fN9rjHm7wE8bm9jzHmB2r+InHqcx95ERKR2sdbuBToDGGMeBXKttc9Ww6F7A7nAf6vhWCJyClCNnIiIh6fG7BPP948aY2YZY5YYY7YYY64yxjxjjPnRGPOZZzo4jDHdjDH/NsasMMZ8XmbanjHGmJ+NMauMMe8YY1oCtwP3emr/0o0xDY0x84wx33q+epY59pvGmGXGmPXGmBHB+UREpKZTjZyISOVaA32AdsAy4I/W2j8bY94HLjPG/B8wFRhkrd1jjLkGeBK4Bffk88nW2gJjTIK1NtsY8zJlav+MMW8Dz1trlxpjTgc+B9I8x+4InIN7wvTvjTH/Z63dUW1nLiIhQUFORKRy/7LWFhljfsQ9Dd9nnuU/Ai2BFKAD8KV7Zh7CgNJ5FVcB/zTGfIB7Oh9fLgLaed4LEGeMifV8/6G19hBwyBiTAZx1lP2IyClKQU5EpHIFANbaEmNMkT08p2EJ7v8/DfCTtfZcH++9DOgFXA5MMMac6WMbB3COtTa/7EJPsDty/kTNpygiFaiPnIjIifsFaGiMORfAGBNujGlvjHEAza21GcA4IB6IBXKAumXe/wUwuvSFZwL7UoOMMVHGmPq4H5L4NqBnIiIhSUFOROQEWWsLgcHA08aYH4CVwHm4m1jf8jTJfg+8YK3NBj4Grix92AEYA3T3PBDxM+6HIUqtAjKAr4HH1T9ORHwxh1sKRESkJqjmIVFEJISpRk5EREQkRKlGTkRERCREqUZOREREJEQpyImIiIiEKAU5ERERkRClICciIiISohTkREREREKUgpyIiIhIiPr/jzrPVxVSfRcAAAAASUVORK5CYII=\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
|
||
}
|