Community_Inclusion_Currencies/Simulation/CIC_Network_cadCAD_model.ipynb

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# CIC Current System Network Graph"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Graph overview \n",
" \n",
"Modeling as a weighted directed graph with agents as nodes. A network is a set of items (nodes or vertices) connected by edges or links. \n",
"We represent a network by a graph (N, g), which consists of a set of nodes N = {1, . . . , n}.\n",
"\n",
"#### Node types\n",
"* Agent\n",
"\n",
"An agent is a user of the CIC system.\n",
"* Chama\n",
"\n",
"A chama is a savings group consisting of multiple agents. Redemptions of CICs for fiat occur through chamas.\n",
"* Trader\n",
"\n",
"A trader is an agent interacting with the bonding curve for investment/arbitrage opportunities.\n",
"* Cloud\n",
"\n",
"The cloud is a representation of the open boundary to the world external to the model.\n",
"* Contract\n",
"\n",
"The contract is the smart contract of the bonding curve.\n",
"\n",
"### Edges between agents\n",
"The edge weight gij > 0 takes on non-binary values, representing the intensity of the interaction, so we refer to (N, g) as a weighted graph.\n",
"E is the set of “directed” edges, i.e., (i, j) ∈ E\n",
"\n",
"#### Edge types\n",
"* Demand\n",
"* Fraction of demand in CIC\n",
"* Utility - stack ranking. Food/Water is first, shopping, etc farther down\n",
"* Spend\n",
"* Fraction of actual in CIC\n",
"\n",
"![](images/dualoperator.png)\n",
"\n",
"\n",
"![](images/v3differentialspec.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Assumptions\n",
"\n",
"### Modeling Approach - Subpopulation \n",
"To create a representative model of the agent interactions, we will use subpopulation modeling. We take all of the agents and cluster them. Essentially, we are taking a graph zoom oepration, bundling nodes together based of likeness. Nodes are constant with edges being transative. \n",
"\n",
"We are using Kmeans clustering based off of actual tran\n",
"\n",
"* agents = a,b,c,d,e,f,g,h,i,j,k,l,m,n,o,p\n",
"* Agent starting native currency is picked from a uniform distribution with a range of 0 to 5000. Starting tokens is 4000.\n",
"* system = external,cic\n",
"* chama = chama_1,chama_2,chama_3,chama_4\n",
"\n",
"Chamas are currently set to zero, it can be configured for more detailed analysis later on.\n",
"* traders = ta,tb,tc\n",
"\n",
"Traders are currently set to zero, it can be configured for more detailed analysis later on.\n",
"* Utility Types Ordered:\n",
" * Food/Water\n",
" * Fuel/Energy\n",
" * Health\n",
" * Education\n",
" * Savings Group\n",
" * Shop\n",
"* Utility Types Probability \n",
" * 0.6\n",
" * 0.10\n",
" * 0.03\n",
" * 0.015\n",
" * 0.065\n",
" * 0.19\n",
"* R0 = 40000\n",
"* S0 = kappa*R0/P0 which is 16,000,000\n",
"* P = 1\n",
"* priceLevel = 100\n",
"* fractionOfDemandInCIC = 0.5\n",
"* fractionOfActualSpendInCIC = 0.5 # if an agent is interacting with the external environment, then the actual spend is 100% shilling.\n",
"* kappa = 4\n",
"\n",
"\n",
"## Initial State Values\n",
"* Initial operatorFiatBalance = 100,000\n",
"\n",
"# Equations\n",
"\n",
"## Generators\n",
"* Agent generation for each time step: Random choice of all agents minus 2 for both paying and receiving. \n",
"\n",
"* Agent demand each time: Uniform distribution with a low value of 1 and a high of 500. \n",
" \n",
"### Red Cross Drip\n",
"Every 90 days, the Red Cross drips 10,000 shilling to the grassroots operator fiat balance. \n",
"\n",
"### Spend Allocation \n",
"\n",
"#### Parameters:\n",
"* Agent to pay: $i$\n",
"* Agent to receive: $j$\n",
"* Rank Order Demand: $\\frac{v_{i,j}}{d_{i,j}}$\n",
"* Amount of currency agent $i$ has to spend, $\\gamma$\n",
"* Amount of cic agent $i$ has to spend, $\\gamma_\\textrm{cic}$\n",
"* Percentage of transaction in cic, $\\phi$\n",
"* Spend, $\\zeta$\n",
"\n",
"\n",
"if $\\frac{v_{i,j}}{d_{i,j}} * 1-\\phi > \\gamma_{i} \\textrm{and} \\frac{v_{i,j}}{d_{i,j}} * \\phi > \\gamma_\\textrm{cic} \\Rightarrow \\zeta = \\frac{v_{i,j}}{d_{i,j}}$ \n",
"\n",
"else $ \\Rightarrow \\zeta = \\gamma$\n",
"\n",
"Allocate utility type by stack ranking in. Allocate remaining fiat and cic until all demand is met or i runs out.\n",
"\n",
"\n",
"### Withdraw calculation\n",
"\n",
"The user is able to withdraw up to 50% of the their CIC balance if they have spent 50% of their balance within the last 30 days at a conversion ratio of 1:1, meaning that for every one token withdraw, they receive 1 in native currency. We are assuming that agents want what to withdraw as much as they can.\n",
"This is one of the most important control points for Grassroots economics. The more people withdraw CIC from the system, the more difficult it is on the system. The more people can withdraw, the better the adoption however. The inverse also holds true: the less individuals can withdraw, the lower the adoption.\n",
"\n",
"## Distribution to agents\n",
"#### Parameters\n",
"FrequencyOfAllocation = 7 # frequency of allocation of drip to agents\n",
"* idealFiat = 5000\n",
"* idealCIC = 200000\n",
"* varianceCIC = 50000\n",
"* varianceFiat = 1000\n",
"* unadjustedPerAgent = 50\n",
"\n",
"```\n",
"# agent:[centrality,allocationValue]\n",
"agentAllocation = {'a':[1,1],'b':[1,1],'c':[1,1], \n",
" 'd':[1,1],'e':[1,1],'f':[1,1],\n",
" 'g':[1,1],'h':[1,1],'i':[1,1],\n",
" 'j':[1,1],'k':[1,1],'l':[1,1],\n",
" 'm':[1,1],'o':[1,1],'p':[1,1]}\n",
"```\n",
"\n",
"Every 7 days, a total of unadjustedPerAgent * agents will be distributed among the agents. Allocation will occur based off of the the agent allocation dictionary allocation value. We can optimize the allocation overtime and make a state variable for adjustment overtime as a result of centrality. We are currently assuming that all agents have the same centrality and allocation.\n",
"\n",
"Internal velocity is better than external velocity of the system. Point of leverage to make more internal cycles. Canbe used for tuning system effiency.\n",
"![](images/agentDistribution.png)\n",
"\n",
"### Inventory Controller\n",
"Heuristic Monetary policy hysteresis conservation allocation between fiat and cic reserves. We've created an inventory control function to test if the current balance is in an acceptable tolarance. For the calculation, we use the following 2 variables, current CIC balance and current fiat balance, along with 2 parameters, desired cic and variance. \n",
"\n",
"We have a parameter called inventory_controller which uses a boolean operator. Currently, the inventory controller is turned off with the value of False.\n",
"\n",
"Below is \n",
"```\n",
"if idealFiat - varianceFiat <= actualFiat <= idealFiat + (2*varianceFiat):\n",
" decision = 'none'\n",
" amount = 0\n",
"else:\n",
" if (idealFiat + varianceFiat) > actualFiat:\n",
" decision = 'burn'\n",
" amount = (idealFiat + varianceFiat) - actualFiat\n",
" else:\n",
" pass\n",
" if actualFiat > (idealFiat + varianceFiat):\n",
" decision = 'mint'\n",
" amount = actualFiat - (idealFiat + varianceFiat) \n",
" else:\n",
" pass\n",
"\n",
"if decision == 'mint':\n",
" if actualCIC < (idealCIC - varianceCIC):\n",
" if amount > actualCIC:\n",
" decision = 'none'\n",
" amount = 0\n",
" else:\n",
" pass\n",
"if decision == 'none':\n",
" if actualCIC < (idealCIC - varianceCIC):\n",
" decision = 'mint'\n",
" amount = (idealCIC-varianceCIC)\n",
" else:\n",
" pass\n",
" \n",
"```\n",
"\n",
"If the controller wants to mint, the amount decided from the inventory controller, $\\Delta R$ is inserted into the following minting equation:\n",
"\n",
"- Conservation equation, V0: $V(R+ \\Delta R', S+\\Delta S) = \\frac{(S+\\Delta S)^\\kappa}{R+\\Delta R'} =\\frac{S^\\kappa}{R}$\n",
"- Derived Mint equation: $\\Delta S = mint\\big(\\Delta R ; (R,S)\\big)= S\\big(\\sqrt[\\kappa]{(1+\\frac{\\Delta R}{R})}-1\\big)$\n",
" \n",
"\n",
"\n",
"If the controller wants to burn, the amount decided from the inventory controller, $\\Delta S$ is inserted into the following minting equation:\n",
" - Derived Withdraw equation: $\\Delta R = withdraw\\big(\\Delta S ; (R,S)\\big)= R\\big(1-(1-\\frac{\\Delta S}{S})^\\kappa \\big)$\n",
" \n",
"\n",
"There is a built in process lag of 7 days before the newly minted or burned CIC is added to the respective operator accounts.\n",
"\n",
"### Velocity of Money \n",
"\n",
"Indirect measurement of velocity of money per timestep:\n",
"\n",
"$V_t = \\frac{PT}{M}$\n",
"\n",
"Where\n",
"\n",
"* $V_t$ is the velocity of money for all agent transaction in the time period examined\n",
"* $P$ is the price level\n",
"* $T$ is the aggregated real value of all agent transactions in the time period examined\n",
"* $M$ is the average money supply in the economy in the time period examined.\n",
"\n",
"\n",
"\n",
"## Simulation run\n",
"* 5 monte carlo runs with 100 timesteps. Each timestep is equal to 1 day.\n",
"\n",
"\n",
"## Proposed Experiments\n",
"![](images/experiments.png)\n",
"\n",
"\n",
"## Wishlist for future enhancements\n",
"\n",
"* Scale agent model up to subpopulations. Flows are subpopulation to subpopulation. Agents in section food/water providers. Subpopulation bundles nodes. All of the flows inside of the bundle become part of the self-loop flow.\n",
"\n",
"* Create subpopulations - use graph zoom type operation, kmeans, etc. Nodes bundled together. Create 20 nodes. \n",
"\n",
"* Agent based models don't scale well.\n",
"\n",
"* Payer and receiver needs to have seperate amount of cic demanded. Payer wants to pay in 100% fiat whereas receiver may only want 5% fiat. Need to reconcile the two and track the different. \n",
"* Move to closed loop model, how to after 2 years or so, survive without red cross drip. What happens when drip stops?\n",
"* Randomize when agents withdraw. They each have a seperate '30 day' clock.\n",
"* Only chamas can cash out. Only about 30 can cash out per month, 30k max redeemable total. \n",
" * Hack: we could say specific agents have a 'chama' flag that could rwithdraw. \n",
"* Advanced algorithic inventory allocation\n",
" * If scarcity on both sides, add feedback to reduce percentage able to withdraw, frequency you can redeem, or redeem at less than par. \n",
"* New users adoption.\n",
"* Percentage of k cycles centrality- for rewards feedback/basic income\n",
"\n",
"\n",
"\n",
"# TODO:\n",
"* Document\n",
" * Kmeans clustering, subpopulation. \n",
" * 10 clusters\n",
" * * Create demand distributions based off of gaussian for each utility type. Use real data to create. For example, savings group is the largest by volumne.\n",
"* Move repo to gitlab \n",
"* Adjust withdraw and distribution amounts\n",
"* Make operatorCIC into network?\n",
"* Add fan charts\n",
"* Randomize when agents withdraw. They each have a seperate '30 day' clock.?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Run cadCAD model"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/aclarkdata/anaconda3/lib/python3.7/site-packages/statsmodels/tools/_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n",
" import pandas.util.testing as tm\n"
]
},
{
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f5blUqCgZVwTax48fo127diLZLCsZMwzzX8CCah0kJiZi48aNCA0Nxc2bN7Fnzx4EBwdDUlJS2KaoqAhmZmZo3rw5jhw5AqC8hHvq1ClIS0tj+fLlWLZsGQCIZK1ycnKQkJBAkyZNsGTJEsyfP1+4KMTt27fx22+/4e7du1BQUEBeXh569+6N5cuXo1WrVtiwYQNOnTqFtm3bwt7eHtOmTYNUTVvwfEEfKxlXZLOsZMwwzI+IBdU6Wrp0KYYPH45BgwbB29sb2trasLKyEmmTn5+PESNGQE1NDfv27QOHw8HixYsRFBQEDoeDMWPGIDIyUhj4KrJWAJCWloaUlBQ6duyI4OBgkeUMb968id9++w0PHjxAq1atkJOTAwMDAyxbtgw9e/ZEeHg49uzZg3fv3mH06NFwdXVFhw4dvtzDqUXlknFFoM3KykKnTp2E2SwrGTMM8yNgQbWO7t69i9DQUISEhCA7OxtOTk5Yv359leCVnZ2NESNGwNDQEOHh4eBwONixYwcWLFgAgUCArl274tixY8L3oRVZ66NHj9C0aVOIi4tDXFwclpaW8PPzQ7NmzYTnvn79OlavXo2EhAQoKSnh9evX0NDQwOLFizFy5EhcuHABmzdvRlxcHHr16gVHR0fh+9pvTU0l48prGbdu3ZqVjBmG+a6woFpHRAQ3NzeMHTsW/fv3x7Fjx3Dr1i2sWbOmyl/8L1++hKmpKQYPHoygoCAAwOXLl/HLL7+guLgYbdu2xcGDB0VWUKrIWjkcDuTl5SElJQUZGRmsWLEC9vb2Iue/du0aVq9ejeTkZKioqODVq1do27YtnJycMH78eKSnpyMgIAAnTpyAoqIipkyZgunTp0NGRubzP6gG4vF4ePbsmcj2d2JiYiLb32lqakJcXPxrd5VhGKZGLKjWw61bt7B3714EBQVBIBDA1dVVZO5qZSkpKTAzM4OlpSXWrl0LAEhOTsaQIUPw5s0bNG3aFBs3bhQJmDk5ORg4cCCSk5OFe7NKSEhAT08PQUFB0NfXF7nG5cuXsWbNGjx79gyamppIT09HkyZNMHfuXEybNg1lZWXYuXMnIiMj8fbtW1hYWMDFxQWqqqqf90E1AiJCVlaWSJCtKBlXBNrOnTuzkjHDMN8UFlTrgYjg5OQEOzs79OrVC48fP8aqVauwZcsWkTJthYSEBFhaWmL69Olwd3cHALx9+xaDBw/Gw4cPISsrCwcHB/j7+4vsWFORtYqLi0NBQQGSkpLg8XiYNGkSvL29q2ScFy9ehLe3N1JTU6Gjo4MXL14AAGbOnIm5c+dCQkICly9fxqZNm3D79m0YGRlhwYIFGDp06Gd8Wo2voKBAuDBFYmIinjx5wkrGDMN8U1hQradr167h6NGjWL9+PcTExBAeHo6ioiI4OTlV2/7ff//FhAkT4OzsDEdHRwDlU3BGjx6NS5cuQVpaGv3790d0dLTIpuOVs1YlJSVwuVzIyclBRkYGq1evxrhx46pc69y5c1i7di2eP38OQ0NDpKWlobCwEFOmTIGLiwtkZGSEpeHjx4+jRYsWsLOzw8yZM7/p0nBNPlYyrjzKmJWMGYb5UlhQrSeBQIB58+Zhzpw5MDQ0RHFxMebNmwdXV1d06dKl2mOuXbuGKVOmwNPTE9OmTROex8nJCdu3b4eEhATU1dVx+PBhdOzYUeTYiqxVUlJSONezrKwMhoaGCAoKgoaGRpXrnT17Fr6+vsjIyECvXr3w/PlzZGVlYdKkSViyZAmaNWuGsrIyREREYNeuXXj9+jXMzc2xaNEiqKmpNf5D+0KICJmZmSIbBrx586bKwhRycnJfu6sMw/ygWFBtgIsXL+L8+fPCd6U3btzArl27sGnTJpG5q5XFxsZi9uzZWLdunXAbOQAIDg7G0qVLISYmBgUFBYSHh2PkyJEix+bk5MDExAQPHz6EhoYGCgsL0bJlS7x//x5Tp06Fp6dntXM+T58+DR8fH2RlZcHExASpqal49uwZxowZA3d3d+Fi/deuXUNgYCBu3bqF7t27Y8GCBfj5558b63F9VdWVjJWUlETmzLKSMcMwjYUF1Qbg8XiYM2cOXF1doaenBwBYs2ZNtXNXKzty5AhcXV2xefNmmJubCz8/efIk7OzsUFZWBnl5efz6669YtGhRleMrslZpaWmoqamhuLgY4uLikJWVha+vL0aMGFHtdU+ePAlfX19kZ2dj6NChSEtLQ3x8PExNTbF8+XKoqKgAKB+1HBgYiKNHj6JZs2aws7PD7Nmzv8vScE14PB6ePn0qks2Ki4tXWZiClYwZhmkIFlQb6OzZs7hx4wa8vLwAlM9PXbhwYbVzVyvbu3cvPD09ERERITKH9O7duzAzM0Nubi6aNGkCc3NzhIeHV8lAK2etOjo6eP/+PRQVFYVrDgcGBgr3ff1QxbvgnJwcmJmZIS0tDbdv38agQYOwfPlydOrUCUB54Nm1axciIiKQmZkJU1NTuLq6QktL69Me2jeoppJxxcIUenp66Ny5MysZMwxTJyyoNhCXy8XMmTOxfPly4XvQ48eP48aNG/D29v5oOTE0NBR+fn74448/0Lt3b+HnL1++xLBhw5CamoqmTZuic+fOOHjwYLV7qlZkrTIyMjAwMMDLly/Rpk0bvH79GnPnzsWiRYtERhRXdujQIfj7+yM3NxeWlpZIT0/HlStXhEsgGhoaCtv+9ddfCAoKwo0bN9C1a1fMnz+/Snn6R/P+/XuR7e8+LBlXjDJmGIb5EAuqn+D48eOIj48XrukrEAiwaNEiWFhY1Dpdxd/fH6GhoTh8+LDIAKeCggKMGjUKt27dQpMmTdCiRQvs3btXZNnCCpWzVkNDQ+Tl5UFBQQFFRUVo2rQp/P39a1xsXyAQCINrQUEBJk2ahIyMDMTExMDAwABLly5F//79he0zMzMREBCAo0ePokmTJrC1tcWcOXP+ExnchyXjhIQESEpKimwYoK6uzkrGDMOwoPopSktLMWPGDKxZs0Y4avbJkyfw8vJCSEhItXNXK/vtt9+wb98+nDx5UmTUr0AggIODA6KjoyErKwsZGRn4+vrC1ta22vNs3LgRy5Ytg6ysLPr164eEhARoa2vj8ePHGDJkCAICAqCgoFDtsQKBANHR0fD390dxcTEmT56M169f4+jRo9DU1MSvv/4qMmiJx+Nhz5492LlzJzIyMmBqaopFixb9kKXhmlSUjCum8SQmJiI7O5uVjBmGYUH1Ux08eBApKSlYvHix8LPt27ejoKAAzs7OtR6/aNEinD17FmfOnKmy0pG3tzfWrVsHCQkJyMrKYsqUKfD29q62rFs5a+3duzeKiorA4XDQtGlTvHz5Em5ubpg5c2aNJWGBQIA//vgDAQEBKCsrw9SpU5GTk4OoqCi0a9cOzs7OsLS0FDn+5s2bCAwMxPXr12FgYIC5c+fCzMysxmv8yCqXjBMTE/H06VO0b9++yihjhmF+bCyofqKioiLMnDkT69evFy6SXzF31cXFBV27dq31HHPmzMGNGzcQGxtb5f3pvn374OjoCD6fj2bNmsHIyAh79uwRWSiisspZq7m5Oa5duwZ9fX2kpKSgTZs2CAwMFHln+iGBQCBcirHivXFBQQEiIyPRtGlTzJ8/H3Z2diKB8/Xr1wgMDMSRI0cgIyMDGxsbzJ07t8Y+/hdUlIwrZ7OVS8b6+vpQU1NjJWOG+cGwoNoI9u3bJxz9W+HmzZuIiIhAcHBwrXucCgQCTJkyBY8ePUJsbGyVUu21a9cwceJEFBYWolWrVmjRogUOHDhQY8m1ctY6cOBA8Pl8ZGdnQ1dXF3FxcRg1ahR8fHw+GvQEAgF2794t3BBg3rx5KC0txfbt2yEmJoZZs2Zh1qxZIqOTBQKBsDT8/PlzjBgxAi4uLujcuXOtz/BHV7lkXBFos7Oz0blzZ5GSsays7NfuKsMwn4AF1Ubw/v17zJ49G4GBgSKZ5tq1a6Gurg4bG5tazyEQCDB+/HhkZWUhJiamSsB7+vQpzM3NhaN8iQjbtm376CINlbPWyZMn4/Tp0+jcuTOKi4uRmZkJT0/PWvsmEAiEPw44HA4cHR0hJiaGkJAQFBYWYurUqVi4cGGVuaz//PMPAgICcO3aNejp6WHOnDkYNWrUf7I0XJOKknFFkGUlY4b5/rGg2kh2796NoqIizJ07V/hZRfbq5+cHZWXlWs/B4/EwatQolJWV4dSpU1UC1bt372BhYYH4+Hi0atUKXC4XS5YsEa4pXJ3KWeuQIUPQpEkT3L9/HyYmJrh+/To0NDQQFBQknKNaE4FAgPDwcGzZsgWSkpJwdHSEvLw8goKC8Pr1a1hbW2Px4sVVfgxkZ2cjKCgIBw8ehLS0NKysrLBgwYL/dGm4JlwuVzjKuCLQSkpKimwYoK6uzn6YMMw3jAXVRpKXl4c5c+Zgy5YtaNmypfDzEydO4Pr161i7dm2dlsIrKSmBmZkZZGVlcezYsSqLP5SVlWHy5Mk4d+4c5OXlweFwYGpqim3btn30L9vKWauTkxMOHDiAdu3aoV27drh+/Tqsra2xcuXKWldPEggEws3apaWl4eLigpYtW2LDhg1ISUmBpaUl3N3doaioWOW4ffv2YceOHUhNTcWwYcPg6uoKXV3dWp/JfxUR4dWrVyJB9u3bt1VGGbOSMcN8O1hQbURhYWGQkJDA9OnThZ8JBAK4ubnBzMwMw4YNq9N5CgoKMGLECCgpKeHAgQNVgqVAIMDSpUsRFhYGSUlJtGzZEh06dEBUVFSVYFZZ5ax12LBhUFVVRWxsLExNTfHgwQO8f/8e3t7eGDVqVK19FAgECAkJwbZt2yArKws3NzcoKSnBz88P8fHxMDMzg4eHh3DwVmX//vsvAgMDcfXqVXTu3BmzZs2qMrKYqd779+9FVn969uwZ2rdvL5LNfuy/AYZhPi8WVBtRdnY2HB0dERoaKjJH9dmzZ1ixYgW2bNmC5s2b1+lcOTk5GD58OPT19REREVFtwNm2bRs8PT1BRFBWVgaPx8PevXs/OroXEM1avby88Pvvv4OIMGjQIBw5cgRdu3ZFYGBgnTYz5/F42Lp1K7Zu3YqmTZvCzc0NWlpa8PHxwa1btzBkyBB4eHhUO6gqJycHwcHBiI6Ohri4OCZNmgRHR8da5/cy/4+VjBnm28KCaiOr2LDczs5O5PMdO3YgPz8fLi4udT5XZmYmRowYgf79+yMkJKTaNmfOnIGDgwNKS0uhqamJN2/ewM/PT2QnnOpUzlpNTU3RvXt37NmzB4MHD0ZJSQlu3LgBBwcHLFu2rE5/IfN4PAQHByM8PBwKCgpYvHgx9PX14e3tjStXrqBPnz7w9PSEgYFBlWMrFqAIDQ3Fs2fPMGTIECxatAj6+vp1e1CMEBHh5cuXIkE2JycHnTp1EgZaVjJmmM+ImEb16tUrsra2poKCApHPi4uLadq0aXTv3r16nS8tLY10dXVpyZIlNba5e/cuaWlpUatWrcjQ0JDU1NTIw8OD+Hx+reffsGEDSUtLk4KCAkVERNCwYcNIV1eX1qxZQ7169SIjIyO6ePFinftbWlpK/v7+pKOjQ/369aMjR45QWloazZ49m9TU1Gj06NF048aNGo+/c+cO2dvbk5qaGg0dOpSio6PrdB9MzfLy8ujmzZu0a9cuWrx4MY0bN44WLlxI27ZtoytXrtCbN2++dhcZ5ofBMtXPICAgAB06dKiSLd66dQs7duzApk2bap27WllycjJGjRoFOzs7eHp6Vtvm5cuX+OWXX5CamgpFRUUQEQwMDLB3795aBx9VzlpHjhwJMzMzbNiwAd27d0fnzp3x+++/o3///ti4cWO1i/tXp6ysDIGBgdixYwdat24Nd3d39O7dGz4+Pjh69Cg6deqEJUuW1LhGcm5uLoKDg3HgwAGIiYlh4sSJcHR0rHG5RabuuFwunjx5IpLNSktLi0zlYSVjhmkYFlQ/g/T0dLi7u2P79u1VApqPjw9UVVVrXMe3Jnfv3sX48eMxb948uLq6VtumqKgIEyZMwO3btyErK4vWrVtDXFwc0dHRdXo/unHjRixfvhwyMjIICwvD4cOHcevWLcyYMQNxcXG4c+cOFi5cCEdHxzr/hVtSUoLAwEDs3LkTbdu2xbKA0umqAAAgAElEQVRly9CvXz/4+fnhwIEDaN++PVxcXDBmzJhqj69Y+D80NBRPnjzBoEGD4OrqWqeVqj4LIiD/IfD8IJBzG+AWABwpQLYtoDIBaDcEkPi+1vylD0rGiYmJePfunbBkXDHK+EfaV5dhPhcWVD+TdevWoVOnTrC0tBT5/O3bt1i4cCF8fX2Fm4PX1c2bN2FtbQ13d3fMmjWr2jYCgQDz58/HoUOHICEhAT09PTx//hxhYWEi+7fW5MOs1cHBAR4eHmjbti2srKywZcsWyMvLIyAgQGTbutqUlJTA398fkZGRaN++PZYuXYqBAwciMDAQkZGRaN68ORwdHWFjY1NjwI6Pj8eGDRtw6dIlaGlpYdasWZgwYcKXy6je3AAeBQHvnwAQAySbAWLi5YFWUALwS8oDrOo4QHv2dxdcK8vPzxcZZZySkoIOHToIM1ldXV02yphhqsGC6meSkpICLy8vhIeHVyn1njx5EteuXYOPj0+d5q5WdvHiRTg4OMDb2/ujqyGtW7cOGzduhJiYGHr06IHExEQsWbIE8+bNq9N1Kmetv//+O86ePYvjx4/D2toaYmJi2LdvH0aMGIH169fXa7RuUVER/P39sWfPHigrK2P58uUwMTHBtm3bhJuyz549G7NmzaoxWObn52PTpk2IiooCn8/HxIkT4eTk9HlLw2kHgCQ/gCP3v2Baw783QRlQmg000wF6bgKkW1bf7jtTUTKuKBd/WDLW09ODmpoaKxkz/3ksqH5Gq1evhpGREczMzEQ+r5i7OnLkyI8uM1iTkydPYsGCBQgKCsIvv/xSY7uoqCi4urqCz+fDwMAAqampGD58ODZv3lynv/w+zFqXLl0KV1dX8Hg8uLm5Yc+ePXj8+DHc3d1F5ubWRVFREfz8/LB3716oqanB09MTJiYmiIiIQEhICEpKSjBt2jQsWLCgxrKjQCDAkSNHEBYWhuTkZJiYmMDV1bXWKUX1ln4SeLASkFYsz0RrQwSUvgaadQJ6hwMSP95I24qSceUNA969e4fOnTuLjDJmJWPmv4YF1c8oOTkZ69atEy4KUVlD5q5WFhUVBXd3d4SFhX00MP/111+ws7NDaWkplJWVweVyoaioiAMHDtQ5s6uctUZFReH27dvYvn07hg8fjv79+8PX1xdKSkoIDg6u9zSYgoICrFu3Dvv27YOmpiY8PT0xYMAAREdHIzg4GG/evIGtrS0WLVr00aUNExISEBgYiHPnzkFDQwMzZsyAtbX1p2dOJa+BK78AEk0A8XoECCKg5CWgOR3ovODT+vCdyMvLE1nL+NmzZ1BWVhZmsrq6umjVqtXX7ibDfFYsqH5mFRlYdYFv586dyM3NrXHgUW127NgBb29v7N27F/369aux3dOnTzF27Fi8ffsWzZo1Q4cOHZCVlYV9+/ZVO2+0Ojk5ORg0aBASExNhamqKDRs2wNnZGampqVi+fDni4uJw5MgRWFpaYu3atfWeB1lQUIC1a9ciKioK2trawuB6+vRp+Pv7Iy0tDePHj4e7uztatGjx0fNs3rwZf/zxB7hcLsaNGwcnJyfh+78LFy4gJiYGfn5+devY053A462ATLt63Q8AgF9a/q51SGz9AvIPoqysrMr2d7KysiKjjL9+yZgH4BaAVwCKAcgBUAZgBIBty8fUHwuqn1l8fDyCg4OxdevWKntnlpSUYP78+XB0dGxwyTIoKAjBwcE4dOjQR8+Rm5sLS0tLPHnyBOLi4ujbty9u3rwJf39/jB07ts7X+zBrTU9Ph4+PD7p06YIFCxZgzZo1yMrKgpeXFyZMmFDv+8nPz4ePjw+ioqLQuXNnrFixAn379sXVq1fh6+uLpKQkWFhYYOnSpdUugVhBIBDgxIkT2Lp1K5KSkjBw4EA4OzsjLy+v7kFVwAUujSz/3+INLOGWZAFdVwPtR9T5kGXLliEtLQ1cLhdt27bF5MmTYWxs3LDrf0OICBkZGSJTeb5eyTgbwEkAvwPIB8AHIADA+d+flgAmAzAHUPOPOIb5EAuqnxkRwd3dHWZmZvjpp5+qfH/79m2Eh4dj8+bN9Zq7WtmaNWsQGRmJEydOfHTvUh6Ph6lTp+LSpUsAgJ9//hlXrlzBtGnTsGLFijpf78OsdceOHVi0aBH+/vtvODs7Q1ZWFn5+fujUqROCg4OhqalZ73vKzc3F2rVrER0dDT09PaxYsQLGxsb4559/sHbtWsTFxWHYsGHw8PCAhobGR8+VnJyMgIAAxMTEoGnTplBRUcGJEydqz5By4oDb8wDpus3NrVZZLtBcFzAOq/MhqampUFFRgbi4OJKTk+Hh4YHQ0FCRjRp+FNWVjFVUVESy2cYvGd8CsAhACYDmAKr7wVSE8mDbBEAQgK80hYv57rCg+gXExcVh586d2Lx5c7WjfX19faGsrIzJkyc3+BpLly7FsWPHcObMGaipqdXYjoiwfPly7N69G2JiYhg4cCDu3buHbt26ISIiol5ZwodZK5/Px6+//oqWLVvCx8cHERERiI2NxZQpU+Dp6QlJScl631dubi5Wr16Nw4cPw8DAACtXrkTPnj2RlJQEb29v/Pnnn+jXrx88PDyqvM/Nzs5GWFgYEhISQEQwNjZGQkICjh49CnFxcbRo0QKGhoZYtGgRjIyMAADnz5/HoUOHkJ2djeaSBRiv/wym/cu3xXvwLB8bDjzDqL5tceRaJjhiwKiekujQvg12x2Qiv4gHywHtMHFweQb96EUBwk48Q3o2D1LKQ9GvXz/MmDGjyvv1j3n06BHc3d3h6+tb6/Z8P4KysrIqo4wrl4z19PSgqqr6CSXjvwE4AZBHecCsTT6AMgBbATTyADjmh8SC6hdARHB1dcXEiRPRt2/fKt/n5OTA0dGxQXNXK1uwYAGuXr2Ks2fPfrQ0CpTvqLNq1SpISEgINy7n8Xg4cOBAnfZ+rdz3iqx1xIgRiIqKgqenJ44cOQIbGxuYmZnh119/RWFhIXx8fDBy5MgG3VtOTg5Wr16No0ePomvXrli5ciV69OiBtLQ0rFmzBufOnUP37t2xbNky9OrVCwKBAE5OTujWrRsmT54MDoeDJ0+e4NWrVwgODoaRkRH+/vtvxMXFQV5eHn/88Qf69OmD27dvQ1lZGe3atUPCxa1YudIDfnMNodVBHg+e5cNjRzKsh7bH+J+UcCEuGz67bkGzjRh+nawH6SZtsSgkESHOXdC2pTSeZBSCzy2BtnIzvO0aiZUrV8LU1PSjI7YrrFq1Cnfv3gWXy0WPHj3g5eVV7+lXP4LKJeOEhAQkJSUhLy8PnTt3FgbaTp061fHHYBoAGwDSKA+qdZUPQAxAFIC29b8J5j+FBdUv5MaNG9i/fz8CAgKq/cvx9OnTuHLlCnx9fRv8l6dAIMD06dMRHx+P2NjYWsuFMTExmDNnjjBr09bWxr///osdO3ZgwIAB9bp2QEAAli1bJsxaFRUV4ejoiOLiYvj7++P+/fvYtGkTjIyMEBgYWGvQr0l2djZWrVqF48ePo3v37li5ciUMDQ2RmZkJHx8fHD9+HDo6OrC2tkZMTAwiIyNF3mVfuHABUVFRCAsrL8cmJCTA3NwcAoEAampqmD59Ouzs7MqzyddXsWaxLbp2aofR/dvhwbN8eO16hGgvI3A4Yigu5WPQ/LOY/bMk2isI0KxZc+z+SxJTzbTQV+9/7+F4hYBMa2BAFI4dO4b4+HgsX768TvfK4/Fw7949vHjxosYVp/6L8vLyRN7LpqSkiJSM9fT0avhv3xfAYVQERgeHe3B0VIehYV1G32cCmA5gbqPdB/NjYjO1vxBjY2PweDz8+++/1X5vamoKPp+Pc+fONfgaHA4HO3fuhKamJiwsLFBQUPDR9iNGjMCJEycgJSWFvLw8xMXFwdzcHJMnT8b27dvrdW0XFxdkZGRARUVFuJfqpUuXMGnSJDg4OCA+Ph4xMTGQkpLCgAED4OfnB4FAUO97VFRURHBwMG7dugVlZWWMGTMG48aNQ3Z2NoKCgnDnzh0YGhpi6dKluHLlCs6cOVPlHJWnEunr66NLly64dOkSLC0t4efnhzZt2kBPTw+WM3wQ97gA+YVcYfumchLgcMp/9EiIl68BodBEAl27dkVRUSHyc3OQkPQE73LfIf1NMVbtToad31NMnDgRkZGRyM/Pr/O9SkhIwMjICHfu3MHNmzfr/ax+VM2bN0efPn0wffp0rF+/Hvv27cPMmTPRsmVLXLx4EQsWLICDgwM2bNiA06dPIzU1FQJBPoDjKB+A1BAKKM9UyxrtPpgfEwuqX0jFovBRUVGorjjA4XAwf/58REZGIjc3t8HX4XA42LdvH1q2bAkLCwuUlJR8tL2BgQEuXrwonHJy6NAh2NjYYN26dXBycqpX4GvZsiXu37+P9evX49KlS2jTpg26d++Oy5cv49WrV7CwsMCoUaMQHh6OqKgo9O3bF9euXWvQfbZp0wabNm3CjRs30LZtW1hYWGDChAnIyMiAj48PTpw4gVatWsHV1RV9+/bF/v37P3ovcnJycHR0hK6uLpYtWwZ1dXXE3U1AE1lxFBVkV3sMl8uFmJgYeDw+WrRoCWNjY4iJiaGgoAApKSlYveMftG5GCNuxFwcOHMCUKVOq/XdfGz6fj8zMzHof918hJSUFPT09jB8/HitWrMDvv/8OLy8vdOnSBY8ePYKPjw82bjRDenoaMjLeID8/H/7+T/DmTRlWr36MCRPicOjQK/j6PoGd3R1MmhQHd/ckPH9eXOkqMgAKAfz5le6S+V6woPoFDRgwAHl5eYiPj6/2ew0NDQwdOhQ7duz4pOtISEjg4MGDkJCQwJgxY1BW9vFf1+3atcPFixehq6sLCQkJ7N27F+bm5vjrr79gbm5e7yDv4uKCV69eQVVVFWZmZpg7dy6OHTuGZcuWwdPTE8HBwTh8+LBw551p06YhJyenQffarl07hISE4Pr162jVqhXMzc0xceJESEtLw8TEBG5ubhgzZgxWrVoFAwMDnDp1qsbAxuPxwOPxYGpqilOnTmHTpk24my6NN68zce2va3iV+QqVj6x4rnKysnj9OgtNmzSFkpISZGVl8P59Afh8Pl7lEryD9uLPP/+sNmv+UHp6OuLi4lBWVgYej4dLly4hISGhzvOJmfIfsCoqKhg+fDicnZ0RGhqK+fN/QrNmLcDn85Geno5Bg3IhIVEIB4emCA3VwKhRijAyao6wsK7Yu7c7tLTk4O//9IMzE4BHX+OWmO8IC6pfEIfDwYQJExAVFVVjG2trayQmJuLu3bufdC0ZGRkcPXoUhYWFmDRpUq0Zp4yMDI4cOQJTU1OIiYnh2LFj6NixIyQlJTFo0CAkJSXV6/oKCgoiWauioiLatWuHW7duQUFBAYMHD4acnBwuXbqE3NxcGBsbIyQkpEElYQBo3749tm3bhmvXrqF58+YwNzdHeno6EhMThaObe/TogRMnTiAiIgIBAQFVfmzIyspi9uzZ8PX1hbW1NZ4+fQq76QvRoVM/aHVoioyXr5CZmYnEpCSUlJagpKQUYmJiaK7QXPijQJzDgba2NpTbK8LCkIdzSU1x4cIFzJ07F+/evau1/EtE2LdvH2xtbTF58mScOHECS5YsgZaWVoOeC1NOVpaLZs2aQ1VVBXp6eujRoweaNGkCCQkJZGdnIz7+AeTkHkNKCpCU5MDGpgNSUopQWMirdBZxAO++1i0w3wk2UOkL4/F4mD17NpYsWVLjnNK4uDiEhoZ+0tzVCrm5uRg+fDg6duyIPXv21Gkqwvr16xEcHAx5eXkoKSmha9euOHnyJAIDAzFq1KgG9cHExASJiYkYPnw4jh8/jkuXLsHNzQ3NmzfH5s2bkZKSAk9PTygoKCAoKAjdu3dvyO0KPX/+HKtWrcL58+fRv39/rFq1ClpaWhAIBNi/fz82bdqEnJwc2NnZwdXVFXJyH9lRpiwPuDkDKEzD63wxpKalIT8/D9LS0uDx+NDX10NSUhJ+MvnfPGReEYibh2v5I7B00xUoKipi6dKlSE9Px+HDh9GrVy/Y2NjUeW9apjF4AYgB8P8761QeqMTnEzZs+Bd375aCx5MGhyOGwkIewsK6QkmpYmRxJgA7AAu/eO+Z7wfLVL8wCQkJjBs37qPZqpGREbS0tD7apq4UFBRw8uRJJCYmYs6cOXU6ZvHixQgICEBxcTHevXuHS5cuYdasWcIt6xrShw+zVj6fj5s3b8LY2BijR4/G9evXce3aNfTt2xeWlpaYP39+rQOtPkZVVRXbt2/H1atXISUlhSFDhsDOzg4pKSmwsbHB33//jfXr1+P8+fPo2rUrli5dWnOZW6o50GcH0KI72jQj9O6qjn59+4DD4aCoqAjJyY9QXFyCovdvgJJMQFAKsR4bMXCSNwICAsDlcrFixQrk5+cjJCQEioqKcHZ2RlhY2Ce9P2fqQw3lSxJW7+rVt3jyRBzTpkliz54u2LGjusUeCECHz9VB5gfBgupXMGzYMDx9+hTPnj2rsc3MmTNx9uxZPH/+/JOv16ZNGxw/fhzXr1+v8zrD48ePx4EDB1BYWAhJSUmEhYVh0aJFiIyMxOTJk2t9T1udyu9aLSwsMHbsWPj4+ODo0aO4fv06TExMMHz4cMTExODp06fo1asX9u7dW+/rVKaqqoqIiAhcvnwZHA4HQ4YMgb29PdLS0jB69GhcvnwZ4eHhuHPnDrp37w4nJye8fv266okkmwG9t5X/aWMCOU4ROijKoKNKM2irNEcreT6u3biDyNtt8bJzONDWBADQq1cvbNu2DUpKSjh27Bi8vLygrKyMoqIihIaGomvXrujduzcsLS0btKwjU1fD//fP/3+90KKFJDIzSwEAxcV8yMhIQE2tDVJSXiAyMv2D43koL/8O/hKdZb5jLKh+BVJSUrC0tMSBAwdqbNOyZUvY2tpi8+bNDRox+iEVFRUcO3YMp0+frvOShMbGxoiNjQUANGvWDOvXr4e9vT1evHiBoUOH4uXLl/XuR3VZa2ZmJq5cuQI7OzvMmDEDPj4+2L9/P5YvXw5vb2+MGDECycnJ9b5WZRoaGti9ezcuXrwIPp8PExMTTJs2Dc+fP8fgwYNx9uxZREVF4fnz5+jduzdmzpyJtLQ00ZOIiQEtewDd/YBBJ7EnoTuOP+8LpZGRuFJiB78b/XHkX0n0GTgC48aNw+XLlwGUP/tNmzZBT08PWVlZ2Lp1K1xcXBAXF4e4uDhMnjwZcnJymDRpEkpLSz/pPpmadABgjMrvRCdMUEJU1EtYWf2L9+/5aNNGGsuWvcGvv6ZBTe3D1b9yAPyMhk/JYf4ziPkqiouLydbWlp4/f15jG4FAQIsWLaKzZ8822nXj4+NJW1ub/Pz86nxMbm4uDR06lPT19UlDQ4McHR3J3t6edHR06MaNGw3uy7t376hLly4kLi5OI0eOJC6XS2lpaTR69Gjq2LEj7dmzh96/f0/z5s0jNTU1WrJkCRUXFzf4epU9evSIrK2tSU1NjRwcHOjFixfC7+Lj48nKyopUVVXJ1taWkpKSqj2HhYUFubm5ERFRTEwMGRgYkEAgoLS0NHJ2diYtLS0yNjamLVu2UElJCXG5XNq6dSvZ2trS5MmTKSAgQHg/L168IB8fH5oyZQqdOnWKuFxuo9wnU9lNIjIiIlMisqjxz6tXPenhw06VPhtORD2JKP5rdJr5zrCg+hVFRUXRhg0bPtomJSWFbG1tKScnp9Gue+vWLdLU1KQtW7bU+Rgul0t2dnbUsWNH0tHRoV9++YXWrFlD6urqtGvXrk/qT2BgIMnIyFDz5s3pzJkzRES0b98+6tSpE5mbm1NaWhrFxcWRiYkJGRgY0NGjRz/pepU9fPiQrKysSE1NjWbOnEkZGRnC7548eULTpk0jVVVVGjt2LP3zzz/C7/h8Pg0YMIDWrl1LRERFRUWkpqZGqampwjbFxcW0ZcsWMjY2Jm1tbXJ2dqa0tDQ6c+YMWVlZ0eLFi2n27Nn09OlT4TGPHz+mFStWkIODA128eJH4fH6j3StDRLSZiLrTxwIrn29Od++qUF6eCRGN+F/7PV+pv8z3hgXVr6igoICsra3p5cuXH223a9euemWWdXHlyhVSV1en3bt31+s4Dw8PUldXJyMjIzI2NqbIyEjS0tIiV1fXTwoA1WWt7969o2nTppG6ujr5+fkRl8ulkJAQ0tbWpjFjxlBaWlqDr/eh+Ph4mjBhAqmpqdHs2bNFgmtGRgbNnz+f1NTUyMzMjP788096+/YtDRkyhIKDg4XtfvrpJwoJCan2/JcuXaKxY8eSiooKjRkzhsLCwmjy5Mnk4+ND1tbWdPToURIIBML2Dx48oMWLF9O8efPo77//FvmO+RQCIgomoh5ENICIzKm6wPr2bV968kSJBAIjItr5v+MYpnYsqH5le/bsoU2bNn20TUlJCTk4OFBcXFyjXvv06dOkrq5OBw8erNdx27dvJ1VVVRo4cCDp6OhQdHQ0de/enczNzen9+/ef1KfqstZLly6RoaEh9evXj+7cuUNv376lqVOnkrq6Ov3222+NWiqNj4+ncePGkZqaGs2dO5cyMzOF3719+5aWLFlCmpqaZGxsTL1796bw8HDh925ubmRtbf3R87948YJcXV1JW1ubDA0NaeDAgeTl5UVOTk7022+/UW5urrCtQCCgW7du0YIFC8jV1ZXu3r3baPfJXCEiOyov6/YiooFENOh//+xFAkFPunHDgOLi6l7NYRgiFlS/ury8PLKysqI3b958tN0///xDM2bMoJKSkka9fnR0NKmrq9Pp06frdVxsbCxpamrS4MGDhRmvubk59ejRg5KTkz+pT9VlraWlpeTu7k5qamrk6upKxcXF9Oeff1KvXr2oR48edP78+U+65ofu3btHlpaWpKamRgsWLKCsrCzhd+/fvycHBweSl5enjh07UlRUFPH5fIqJiSF9ff06ZZWlpaW0bds26t27N7Vo0YJ69OhBq1atInt7e7p3755IW4FAQFeuXKGZM2fS8uXL6eHDh416r/9tj4hoPRHNIiIbIppNRBuJ6BnFx8fT9OnTqbS09Gt2kPnOsKD6DdixYweFhobW2m7dunX1LtfWxa5du0hdXZ3+/PPPeh0XHx9P+vr6ZGJiQurq6rRq1SpydXUlLS2tegfp6lSXtT548IBMTEyoS5cudPr0aeLz+eTn50caGhpkY2MjEvwaw507d2jMmDGkpqZGjo6Owh8/x48fJysrK5oyZQrp6emRkZERhYSEkLq6usg70rq4evUq9ezZk+Tl5cnY2JiGDRtGkZGRVTJwLpdLZ86cIXt7e1qzZo3I+1vm81i9ejUdPnz4a3eD+Y6woPoNyMnJISsrK3r37l2t7WxtbSklJaXR+7BlyxbS1NSk27dv1+u4rKws6tevH/Xq1Ys6depE9vb2tH37duF70E9VXdbK5/MpKCiINDQ0yNbWlt6+fUsZGRk0YcIE0tTUpI0bNzb6AJ/bt2/T6NGjSV1dnZydnWnTpk00ffp0OnPmjHBUb7du3UhOTo7Gjx/foJL0wYMHSVdXl9q3b09KSko0ePDgat8bl5aW0uHDh8nW1pY2bNhAr169aoxbZKrx4sULsrGxofz8/K/dFeY7wYLqN2Lr1q0UERFRa7szZ86Qm5vbZxm44uvrS9ra2hQfX7+pA8XFxTRmzBgyMDCg7t2709ChQyk2NpZ0dHRo6tSpjfLOMygoqErWmpGRQWPGjKGOHTsKRyCfPn2aunXrRn379v2k6T41uXXrFpmbm1OLFi2oS5cudPLkSeF3fD6fzMzMqGXLlqSjo0Nr166t9xSgR48ekZ2dHc2aNYs6depETZo0IUtLy2qz38LCQvr999/J2tqaQkJC6O3bt598f0xVW7ZsEXl3zjAfw4LqN+L169dkbW1d6y9igUBAbm5uwsDS2Dw8PEhHR4eePHlSr+P4fD45OjqStrY2/fTTT9StWze6evUq9e/fn3766adGKctWzlpNTU2FwTo6Opp0dHTI1NSUnj17Rlwulzw9PUlNTY1mzJhRawWgIaZMmUIqKiqkpKREixcvFl7j7NmzpK+vTwcPHqSBAweStrY2LV++nPLy8up87rdv35KLiwv5+fnRnj17SENDgxQUFGjkyJF0+vTpKj+ocnNzafv27WRlZUW7du365MFijKh3796RtbW1yKA1hqkJC6rfkKCgIPr9999rbZeamtroc1crc3Z2Jn19fZEFEepqw4YNpKamRqNHjxa+W7W1tSVdXd16l5ZrUl3W+v79e5o5cyapq6uTt7c38fl8evbsGVlYWFDHjh1p+/btjZrdz5w5k+bNm0e7d++mESNGkIaGBrm7u1N6ejppaWkJBxPFxsbS8OHDhWXjuv64KC0tpfXr15OzszM9f/6cVq5cSYaGhqShoUE9evSgDRs2UGFhocgxb968oU2bNpGNjQ1FRUU12kIZDNEff/zR6NPamB8TC6rfkJcvX5KNjU2Vvyyrs3v37s/2f3I+n08zZsyg7t27NyjDPHToEKmrqwunpmzbto3Wrl1L6urqtHfv3kbpY01Z659//kk9evSgPn36CIN4dHQ06enp0eDBg+nBgweffG2BQEBjx46lefPm0ePHj4XXHT58OGlqapKqqir5+/uLHPP333/T6NGjhfNgP7aSVuXrREdHk729PT18+JAuXLhAVlZW5OTkRP379ycNDQ2aM2eOsA8V0tPTad26dWRnZ0fHjx+nsrKyT77n/7ri4mKaMmUKPXr06Gt3hfnGsaD6jVm/fj1FR0fX2q6kpIRmzJghsspPY+Lz+WRlZUW9e/duUPn05s2b1KlTJxo1apRwcYijR4+SpqYm/frrr402kKi6rJXL5ZKHh4dwxG5xcTEVFxeTq6srqampkbOzc51+uNQkPz+fJk2aVGUFJqLyObWqqqokJydHHh4eVUqx9+7do4kTJ5KqqipNmTKlTiR8d7sAACAASURBVNOPbt68STY2NnTx4kVKT0+nhQsX0po1a4RBVlVVlczMzOjEiRMiz/Xp06fk5eVF06dPp/Pnz7PVmT7R2bNnyd3dnS3EwXwUC6rfmLS0NLK1ta1T6S4uLo4cHBwafe5qBT6fT7/88gsNGDCgQUEoLS2NjIyMaPDgwdSlSxeytLSkO3fuULdu3eiXX35ptHd/lbPWESNGCLPWxMREGjx4MBkYGNCpU6eIqHwa0NChQ0lXV5f279/foOs9e/aM5s+fX2MJPiYmhtTU1GjQoEGkpaVFK1eurPL8Hj9+TPb29qSqqkrjx4+nO3fufPSaqamp5ODgQBEREVRSUkLh4eE0depUevDgAWVlZdHSpUtJR0eHDA0Nyc/PT+TZxsfH05IlS2ju3Ln0119/saDQQDwej+bOnUs3b9782l1hvmEsqH6D1q5dW+f1bf38/D557d2PKS0tpeHDh9OwYcMaFLz/j73zjq/p7h/4+67c5OZmJzJkyRYhiCA1QkNRNGrUbLVKjeLRVikdFKWl1KZVHtSs1VIleYzae6WEDGRHkpu97/r+/gi3VVXapx70l/frdV7JzT3f7/ncc27O53zmt7i4WHTs2FE0a9ZMtGnTRrRs2VLEx8eLzp07i7CwsD+dEPVH/J7VajAYTOVCv26ysXLlSuHv7y+ef/75Py3DmTNnxJQpU0TPnj1/9+GnsLBQ+Pv7i8uXL4vY2FjRrl074efnJz7++ON79k9PTxcjR44UXl5eomvXruLo0aP3PW5xcbGYNGmS+Pjjj0V5ebk4c+aMGDRokFi/fr3Q6/XCYDCI1atXm+qGhw8fbortGo1GcfbsWTF27Fgxbtw4cf78+Vrl+hc4ffq0GDlypNDr9Y9blFqeUGqV6hNIcnKyGDx48EPFwgoLCx9Z7eodKisrRWRkpOjevftfciHqdDrTqjbR0dEiKChInD59WowdO1b4+fmJ2NjYv03WwsJC0ahRo3us1uzsbNGrVy/h5+dnKo8oLi4Ww4cPF15eXuL9999/6M45e/bsEV988YXo3r37fRVTZGSkWLBggen1jz/+KCIjI4W/v7+YMWPGPco1Ly9PvP3226JevXoiKipKxMTE/O68Op1OLFmyRIwcOVJkZWWJ/Px8MXToUDFq1Ki7unKdOXNGDBw4UHh6eorOnTuL7777ThgMBmE0GsWRI0fE8OHDxaRJk+67Ak8tv4/RaBSTJk16ZNn3tTz91CrVJ5SpU6c+9D/u3r17xTvvvPNILY/i4mLRsmVL0bdv378cm5syZYrw8fERgwcPFt7e3mLLli3iyy+/FF5eXmL+/Pl/q7y/tlp/3d1p+/bton79+qJjx44mC/X06dPimWeeEaGhoQ/VCWrdunVi1apV4qWXXrrvPu+++67o3bv3PX/fvXu3aN26tfD39xezZs26R7mWlJSIDz/8UPj5+YnWrVuLrVu3/u753r17txg4cKDYvXu3CA8PF927dxcDBw4Ux48fv2u/vLw8U5lUaGiomDVrligtLRV6vV7ExsaKV199VUybNu2RPpT900hKShKvvPJKbXZ1Lb9LrVJ9QomPjxdDhgx5qMYJRqNRvPvuu6a44aMiLy9PNG3aVLz66qt/WbGuXr3atMyat7e3mDVrljhy5IgICAgQQ4cO/Vub49/Pai0tLRUjRowQXl5e4uOPPxYGg0EYDAaxcOFC4ePjI3r37n1PAtKvmT9/vvj222/F4MGD77vPnXrV+1m/u3btEq1atRKBgYHis88+u2e/yspK8dlnn4mgoCARHh4uVq9efc85P3LkiHBzczPtc+jQITFkyBCxdOnSmvm0WiEOHRJi7Fhh7NVLpDVpIv5Tp4742M5OTOjbV8THx4vq6mrx3XffiUGDBok5c+Y8cMWkWmqYM2eO2LBhw+MWo5YnkFql+gQzefLkh24Un5qaKgYMGPDIu+pkZmaKhg0bijFjxvzlOfbt2yd8fX3F4MGDRWBgoHj99ddFamqqaNmypWjfvv0DFxf4s9zPaj127Jho1qyZCA8PN3VfysnJEQMHDjQp/N97ePjwww/FDz/8IEaMGHHfY+bl5YmgoKAHriyzfft2ERERIYKCgsTnn39+j3LV6XRi8eLFolGjRqJRo0ZiyZIlplaNISEhwsvLS3h6egpPT08xZ84cUVZWJmbPmCG+iYoSla1aCREeLsQzzwjRvr0QUVFCtGsnSoODxXUHB7FerRYjWrYU27ZtE2VlZWLjxo2if//+YsmSJbXdmR5ATk6O6N+//yOrFa/l6aVWqT7BXLp0SQwfPvyhrcK1a9eKTz/99BFLVZP9GhQUJCZNmvSX54iPjxchISEiOjpaNG/eXHTs2FFkZ2eLfv36iQYNGjwwG/bPUlhYKEJDQ++xWg0Gg5gyZYrw8vISo0aNMmXpHjx4UISFhYnw8HBx+PDhu+YaOXKk2Ldvn3jrrbf+8JiRkZHiiy++eCj5tm7dKlq2bCnq168v5s2bd4/FficJqVmzZqJ+/fpi1KhRwsXFRdjb24uQkBDh4uIiXF1dhebmTWF84w1R7Ocn4pydRU7z5sLYrZsQv92ef15omzcX6W5uYoSHh2jYsKH45JNPREZGhli5cqXo16+fWLVqVW3P2z9g5cqVYvHixY9bjFqeMKTU8sTSsGFDrKysOH78+EPt37dvX65fv87Zs2cfqVz16tVj+/btbN26lZkzZ/6lOerXr8/+/fvJz8/H3NwchUJBly5dmD59On369OHFF19k8+bNf5vMtra2XLx4kXnz5nHo0CEcHR3Zs2cPUqmUqVOnEhMTQ0JCAuHh4Xz//fe0a9eO06dPEx0dzSuvvMLgwYPJz88HID8/HwsLCywsLP7wmM2bN+fo0aMPJV+vXr04duwYU6dOZePGjYSGhrJo0SL0ej0AUqmUwYMHc+rUKaZNm8bWrVspKirCwsKCevXqsWnTJga99BIWH36I5Px5rAMD8QsJISc3l+vJyegNhrsPKJWiqFMH9+Bgltapw4LoaPbt20erVq04evQoo0ePpqKiguHDh7Np0yYqKyv//EnX6+HyZTh2DI4ehYsXoaLiz8/zhNKnTx+OHz9Oenr64xallicI2dSpU6c+biFq+X0kEgl2dnZs2LCBLl26IJFI/nB/mUyGh4cHS5YsoVOnTsjl8kcmm5OTE61atWLSpElIpVJatGjxp+ewtLRkwIAB7N27l5SUFMLCwpg5cyZvvvkmkZGRTJw4EY1GQ7t27R742R+WFi1aMHbsWHbs2MGCBQs4fvw4/fr1o06dOrzyyivI5XKmTJnC0aNHadeuHV26dKFnz57s2rWLGTNmYDQaSUlJISIigoyMDNq2bfu7x9FoNFy9epVvv/2WQ4cOkZOTQ0RExB/KJpFIaNCgAa+//jpOTk4sW7aMxYsXI4SgWbNmSCQSJBIJer2ePXv2YG1tTX5+PlevXiU5OZl/t2uHRUwMuLiARIJCocDJ0ZGysjLS0tKwVKtRmpndfVC5HIlcTr2kJAZv306755/nxIkTzJs3j9zcXLp27Upubi5ff/01MpkMHx8fZDIZc+fOxWg04unpee8HycuDb7+FiRNh61aIja3Zdu+G9euhuBhcXcHW9q9exicCpVKJVColNjaWyMjIxy1OLU8ItUr1CcfNzY2YmBjs7e1xd3d/4P4uLi4kJydz/fp1mjRp8khlc3V1JSwsjIkTJ6JWq2natOndOxh1UJII5SlQmQ36UlDYguQXB4lcLqdPnz4kJSWxb98+oqOjmTVrFs2bN+fdd99l5syZ7N+/n+7du6NQKP4WuZVKJSNGjMDW1pavv/6aefPmERoair+/P82aNaNfv37s3buXadOmYWZmxrPPPku/fv3w8fFh1qxZJCUlERgYiEQi+V1FWVZWRnR0NKdPnyY7O5uqqiq6detGo0aNHko+iURCSEgIQ4cOxcbGhuXLl7NkyRIAwsLC0Gg0SCQSQkNDiYyMxN/fn8KcHFps24ZeqcTCygqpVGqaq1Sp5CuNhkVJScTk5OBiaYnHr61shaJG0dnZ4dK5Mz169ODVV1/l1q1brFq1iri4OBo2bEhOTg4bN27k/PnzLFiwgIsXL9K1a1fUanXNPELA5s0wdiycPg3m5mBjA5aWNZtKBTIZnDlTo3SLi6FFC5A+vQ4zPz8/1q1bh6+vL3Xq1Hnc4tTyJPC4/c+1PJhjx46Jt95666FLZoqKisTAgQPFjRs3HrFkNcTGxgpvb+9fOhRV3BIiaYUQ/2kvxN4WQuxteXtrLsT+54S4sVaIqnsTYRYuXCi8vb3FpEmThK+vr5gwYYLIz88XHTt2FOHh4Y9kUe7i4uLfjbUKUbMQeYMGDURUVJSpicLJkydFRESEcHJyEm3atLlvV6hvv/1WNGnSRNjZ2QlPT88HJiz9EQaDQaxZs0Y0bdpUNGzYUHz55Zf3xtkPHBDVoaHiRkiIOOfmJlJDQ0V1p05C37WreMPTU+xo1kxUduwodri7i+csLcWNtm3vjrFGRQnRsaMQvxPL3bJli4iKihJeXl4iOjpa2NjYCKlUKhwdHcWQIUN+aYSwbJkQTZoI8dxz98Zwf7t16SJE06ZCTJggxFPeSOGnn376U/+ftfyzqbVUnwLc3d3ZuXMn7u7uuLi4PHB/c3Nz1Go1mzZtokOHDn+b6/R++Pr64uXlxfjx79De8wYuWXOg4CzILEBhA3LV7c0SDNWQdxhSN4LCCmwawG35WrRoQb169fj888958cUXiY2N5fjx42zevJnLly/z8ccf07BhQ7y9vf822e9Yrfb29qxYseIuqzUwMJBXX32Vixcv8uGHH1JQUICzszOOjo5ERkZy4sQJli5dio2NDaGhoXfNGxwcTGlpKadOnaKiooJZs2b9ZXf8Hat02LBhmJub89lnn7Fy5UrMzMxo3LhxzfWdOxdZfj52rq44ODhQVlbGzZQUbpaVcaCsjI8CAlDI5QQ6O3MuP5/rWVk0srbG3Ny85iAKBRQUQLNm4OZ217GDg4N55ZVX6NChAzt37uTq1atIpVKqqqq4du0aQggiS0th7lxwdq6Z60FIpTXWa1wcVFdDy5Z/6dw8CXh5eRETE4NKpcLLy+txi1PLY0YihBCPW4haHsxPP/1ETEwMs2bNeqj9hRC89957REZG8vzzzz9i6QAhuLihL7Ks73CrF4qD4wOUv0ELWg34DoWAkXe9dfbsWV5++WVatGhBamoqWq2Wbdu2sX37dmbPns2ECRMYNWrU3/4RSkpKaNu2LZcvX6ZDhw788MMPJkV46tQpxo4dS15eHgMGDCAgIABzc3PKy8v59NNP8fLyYsGCBdSvX980n16vp2fPnhw5coT09PRf3KT/BeXl5bRr147i4mLKysqwt7dn/PjxDP7+eyQlJTUu1tvodDrOpafzwY0bLPH0xGgw4O/vz9Tr15HqdPQ0GLCztcXDw6PGXZybC9Onw3PPAVBaWsrhw4dRqVS0b98egGHDhrF161b0ej0VFRUIIQjy9eVnd3dkMhn8Jnkrt7qapSkpXCsvRyGR0MrenmGensjuPOjp9ZCfXxNvdXL6r8/P4yIuLo6FCxeybNmyvy1MUcvTSa1SfUowGAyMGDGCcePG0aBBg4cak56eznvvvceiRYuwt7d/tAJe/zckLiI1T0ty8k2aNm2Cna3dH48x6qE6FxpOAfcX7norLS2Nnj174uTkhL29PRcuXGDDhg0UFRXxxhtv0KFDBxYvXmyKHf6dLF68mHfffRelUsnGjRvp0qVLjbhGI9HR0Zw6dYqgoCBGjx7NwYMHUSqVGI1Gdu7cSZ8+fZg+fbrJAiy5dIndb7zBs66uON+JLfr6Qo8eEBBgstJ/i06no6KiwrSVl5dTWVlJSUkJI0aMwNLSktLSUoqLi9HpdOyWSvH18MDN2xuJRIIAqqqqyC8qYuy1awSWldECyLOwYL3RSKBSyb+cnCgrLcVoNOLh4YFtdTWl48YR5+XFgQMHOHjwIMXFxQwYMICPPvoIgJCQEGQyGV26dMHDw4Pk5GTckpPpefw4Cnd36tSp84v1C0xNSMBWoWCUtzflej0fJiTQqU4dujs7//Jhb92CkSNhyJC//Vr+L5k2bRqhoaFER0c/blFqeYzUKtWniNjYWI4dO8bHH3/80GPWrVtHRkYG77333kOP2b9/PzExMcyePfvhBuhK4EAnUFiD1IzrN66TmppKs2bNsLay/uOxhkoQBmgfA7K7M1PLysro3bs3RUVFtG3blq1btzJ37lyaNm1Knz59sLGx4dtvv8XO7gHK+y9wP6t1+vTpBAcH8/7775Ofn4+VlRV2dnYsW7YMMzMz/vWvf5GXl8ecXr1om5iIPD6ewqIiKoXA1t4eo16PpKoKo9FIvoMDZxs35pqzMxWVlZSXl5uUqNFoRKVSoVKpsLS0vOv3efPmYWlpiV6vR6VSMXjwYKI3baLg6lUqpFLT+RBGIxKJhKv5+XxXXU2OEHjK5dgoFLg4OjLay4tqrRaNRoMmLw9XhYKFLi4sT0gAalzjQgiCgoJo27YtLi4ufPnllyY53nrrLXr37o185Ei0ly6Ro9WSl5eHWq3G2dkZaxsbRv38M697eNDsdqbvqrQ0Ko1G3vy1C/9Ouc7evfAIM9YfNWlpaUyePJnly5f/LV6JWp5OapXqU4Rer2fYsGFMnjwZf3//hxqj1WoZPXo0w4YNIzw8/KHG/GmlmroVrn4G5r+4fBMSE8nMzKR58+aoLS3/eHxVDjSeBS5R97xlNBoZOnQoJ0+e5JVXXuHLL79k1KhRODo6MmPGDPLy8nj//feZOHHiw8l6H4QQJuvw18pt7dq1LFq0CIVCwZgxYzh79qyplvPMmTNUVFQgl8txcHAgIiKC6qoqmv78Mz0yMtDL5Zg5OyOVySguLqaumxsymQyZXI5MKkVZVYVCq6UoOprK119HpVabFJZCobhvLNzBwYHKykqcnJzw9/dHCMGblZU0vHaNfJmM0rIy5DIZFhYWSCQSZHI52upqqqurcXNzY0ZWFo0lEqI9PPDy9EShUFBRXk7u5cvMadkSjYUFP/30EyUlJRgMBpo3b079+vVJSkri1KlTSKVSdDodQgjqurlxXK9HZ2+PmVKJXKGgsqKCwsJCJBIJV8zNyZRKGVOvHmUGAx8lJDDI3Z2I3z4I5ebWlN94ePxX1/Fxs2jRItRqNa+99trjFqWWx8TT+1j4/xC5XE6vXr3YvHkzH3zwwUONMTMzY9SoUSxatIiGDRve5Zr7WxACbq4B+d1P5oEBARgMes6ePUOL5i3+uFGCVAk31vyuUpVKpaxatYpp06axYsUKxowZw1dffYWvry8bNmxg4sSJfP7557i7u9OxY8d73KXl5eV3/f5bl+qvXwMmq9DCwgJLS0vs7Oz4+OOPWbp0KbNnz8bGxoZhw4YRGxuLjY0NHh4eZGZmkpOTg7m5Od9GRyPNzkbn58eVpCQ0Gg3u7u5YmJvj7u5+b7xNr0e9fz94ecGbb9711oEDB4iPj2f06NGmv5WUlODn50dCQgIajYbs7Gzs7e1RvPcePmvX4uviQkZWFikpKRQVFyOVSChXq3G3sKDKYGCXRoPMxoYO5uYUFRZSXFyMp4cHjjIZHi+8QFxCAqf27kWtVqNWqykrK2PEiBEMGjSIzZs3c/LkSSQSCV5eXnTp0oVOrVtj9dFHlCqVVFRWUl1YSFVVFdVaLdXV1Rirqzms1bLt2jUc69QhytGRlr9XnyqVQnn5A75sTz4DBw5k9OjRdO3atbbE5v8ptZbqU4ZWq2Xo0KFMmzbtT2XBzps3D1tbW4b8Jm6l0Wj46quvuHLlCkII2rZti7+/PzExMQQFBREbG4ulpSWjRo0iLCwMgH379rFt2zY0Gg02aiW9fc/QuZU/SCT8fKOEud/eoHuEMzuO3qK4uIguoYLGoSGsiblFSYWeF1u78FJ7NwRwLbWEr3alkplThNahLQ0aNKRTp05otdp7FOOxY8eIiYkhJCSEpKQkZDIZ9vb2VFRUkJOTQ0BAAK1atTK5Su9YfXcU5O+5U3/9+kEJJgsWLODtt9/G0tKS9u3bM2zYMGxtbSkoKGD//v3kHDzI3Px8HAMCUN52/xUUFBAfH09lZSU+vr74+vjcO7FeX9MwYcmSmrpNYNu2baaM4S+++IJdu3Zx9OhRbty4gbW1NQUFBdjZ2REcHMzy5ctxcnKiqGdPNCdOIGxskMlkVFZWIoRgZVoaFwCJVEqItTVveHrSwM2NmzdvUlZejlQiwba6GrPFi6nTsycTJkxgxYoVqNVqtFotvr6+2NvbU11dzfHjx7GwsECn06HT6XCvU4eYkhLyzcxQmJnVnEOJBG11NSUlJcwoLaUp0EoqJahRI76trKSuuTmv/dYi1Wjgm2/Az++hv9NPKuvXrycnJ4e33377cYtSy2OgVqk+hWzfvp3k5GQmTJjw0GOKi4t58803mTZtGj63b+xGo5F//etfhIaGMmjQIKRSKcnJyWRnZ7No0SJGjhxJx44d2bt3L5s3b2b16tVIJBLOnDljKu+5ciaWKW/3Z/bIxvjWteTnGyV8sDKB/lFu9I50Zd85DbPXnMHLUdA7Qkm5VsHSmGreibbEzlJCVqFAIpHSyNPI3HMdOHUhkQYNGhAeHo6lpeU9CjA+Pp6ZM2cSFRVFZmYmly9f5p133uHZZ59l0KBBhISEsHr16r/fIgdycnIYP348P//8M3FxcbRu3ZoDBw6YMoQNkydTuGULaRUVuLm54ezsXJM0JASXLl1iX3Y2J5VKDGo1jkol43x8aGBlVTN5fj40aYJYvJjFixczd+5cqqqqKCoqwt7enmeeeYaOHTvSs2dPFAoFrVu3xsXFheeff560tDR27dpFS4WC5RIJxVIpxZWVBAYFkZycjK2tLdeuXaOyshKlmRlKpZJ6Pj5UV1WRp9FgVlxMtoUFL5aUYLjdiUmv16PT6VAqlQQGBmJmZkZVVRVJSUkoFAoUCgWBgYFMmTKFjtOnozczo6C0lPz8fKqrq9HqdGQVFjJHCD62tMTV3p6qyko0jo7sLi9nScOGv5xYo7HG/btnDzg6/u3X7X9NZWUlw4cPZ8qUKfj6+j5ucWr5H/P0tjL5f0yXLl2Ii4sjMzPzocfY2NgwePBgFi9ejNFoBCAxMZGCggJee+01zM3NMTMzIzg4GIA6derQqVMnpFIpUVFRFBQUUFRUBEB4eDiurq41nX8aBNPE15IrKaWmY8llEl5q54ZcJiUy1AHkKpr7glFfjVpRia3KwPXMUqqqqnC2NlDXHiQISssrUalUXLp0iYMHD3LgwAH27dvHf/7zH9NWWFjIoEGDiI2NpaioCGtra6ZPn86RI0f44osvuHHjBhEREZw7d46SkhJ0Ot3fdt41Gg2urq5MmjQJd3d3Tp06hYODA3v27IGCAmQHDuDo70/94GAKi4qIj4+nvKICiURCpasrR5RK+qvVvFlaynALC5xvtwwUQKWFBYWxsfRr3Zq3336bvLw8qqurEULQtGlTtm7dyvDhw3FycsLW1pawsDBSU1NZtGgRy5YtIzs7m3q9e/OFuTmlN29irKzkzOnTpKWmcjU+nsqKCoTRSHV1NQWFhVy8eJH0tDTs9Xp0NjYMKS0FuRyj0Yher6du3bp4enoyZswYGjduzPLlyzlz5gwKhQIhBE5OTpSWljJkyBAWp6dz89w5ysvLsbCwoLKqipKSErydnXFRKrlibo5r3boIpZIfMzJw/O1zfFERNG78j1CoABYWFvTv359Vq1ZRa7P8/6M2pvoUYmFhQbdu3diyZQvjxo176HEdOnTgwIED7N69m+7du6PRaKhTp05NfeFvsP1V3EupVAI1JRoA586dY+PGjWRmZiIMWqozyvCu+4vyslLJkUprkmzM5FIsLS3p0bUlV+NOUFlZWfM3Kzvq1atDSnYJ6w/mk52v5WTaSUCCubk5SqUSd3d3HB0dsbOzw8bGBisrK1QqFXq9nqCgIGbOnIlGo8HX15ePPvqIyMhI2rVrx48//sizzz5bkyR12w17J076a6v3zuvf/rzfvnl5eTg4OHDx4kWKiooIDQ0lJyeHbt268VHDhnwokyGVybCQyQgKCkKTl0dCQgJOjo5sLSmhk7k53Rs3pri4mPirV7mcnU0dJye0Oh0IgatEwkfNm9Omf39WrFhBeno6MpmMCxcu8NZbb5GXl2d6uMnLy+P69esIIZBKpSgUClNimVmrVvRLSMBMp8Pe2RmljQ2lZWXIZDLq1q1LUWEhlZmZaMvLuaFUIp0/n+AVKzhw4ABQk7SVkpKCk5MT//rXvygsLGTevHm0adOG8PBwEhISyMnJoby8HBsbG4y9e2O+aRPXU1IwCoFRCHx9fSktKWGMszM7KisZc/MmxcXFNHd0JEqvJz8/HwcHh5ovjE4HL7/80N/jp4HnnnuO77//nvPnz5vCJrX8/6BWqT6ldOvWjTfeeIPc3NyHToiQSCSMGjWKiRMn8swzz+Do6EheXh4Gg+F3FevvodPpmDlzJm+//TYtWrRALpczY0QLhK7gD8fJpFIiI9tx4sRxoITi4mJSUyvZctqMZkEOvNSnLzfVA9m4cSMnTpxALpfz888/Y2tri0qlQiaTodPpKC0txcbGBldXV9544w3mz59PRkYGEydO5KuvviI4OJi4uDiWLFnC3LlzmTx5Mq+99popGamysvJ3f96Jy/769W/3uXHjBkIISkpK0Gq1pr6+Tk5OFF2+zAUhcJfJaty+YLIqb6amcuHWLRzkcgYcP47WaCQAeA5ITU3FQqXCwcGB0ooKLv7wA++kpSGEQKlUmpq2l5WV4enpSXh4OImJiXz//fd3xZbNzc0xGAxMmzaNd999l7M//sjRiRMZ4+BAcVYWFoChqgrJ7dKZo/b2RGzYwK6TJ1n94YfY29ujVCpN1rFUKqVZs2a0hBAw2AAAIABJREFUadOGIUOGEBQUxIwZM8jOzkYikWBpaUm9evV45plnWB4TQ4ilJS7l5eRLpbi6uZGdlYVEKsUc+OB2X9xbOTlUVVbi4uJCQkICUqkUO5msprH+AxYbeNqQyWS89tpr/Pvf/6ZJkyaPpJ66lieTWqX6lKJWq+ncuTNbt279U92FPDw86Nq1K1999RUTJ07Ezs6ONWvWMGDAAKRSKdevX//D8XdibTa3k2HOnTvHhQwLvOob/nAc1CjWli1bsnTvQRQKOUqlGflFZRQXlLHyP4VEdK5pbhAREcHs2bMpLi4mOTn5rs3MzAw7OzsUCgXV1dU0bNiQhIQEZs6cib+/P8uWLWPHjh0MGzaMl19+mWnTpnH8+HGWLVuGjY3NQ5+n3+Orr77C1taWLVu2kJOTY1L4nTt35h2djpQFCzhz5gyOjo40b9EC6e34pKOnJ9KsLE6VlNAXsFKp2CqVckmtpo+jY0328K1bBDk707tLF6ImT2bPnj1s2rSJ3NxcnJycWLFiBVlZWYwcOZJr164xb948evToQUREBMnJyWi1WgIDA+nRowdxcXF0GTyYwMBAxv3nPyx58UWa+fiQlZKCs48P3caNY3CbNnTYtIlVq1bx1rvv8vnnnxMXF2eKAVtbWxMeHo5GozE1s3jttdfw9PRk4sSJGAwGtFot33zzDXK5nOHA9zY2tPbxoUQup6qqCnd3dxITEigsLCQzMxNLS0sKCgpwcXEhICCAm/HxKBwdUa9b93CtDZ8ymjdvzo4dO9i/fz8dO3Z83OLU8j+itvfvU4y3tzdLly7l2WeffeDanr8mKCiIjRs34uLiQo8ePfjpp5/4+uuv+e6775BKpdjb23P9+vW7bgQbN26ke/fu2NnZYW1tzfLly9myZQt6vR4393pYaRMJ9ZKQWwInrhTSo3VNzaoQsOlgFtGtXLC0kCOVSjmeUImNWQXeLioC3RVsPy1YH5PMtm3bUKvVSKVSoqOjMTc3x83NjZCQENq2bUuPHj3o0KEDdevWJSYmht27d5Oeno5Wq0UqlZpaCGZlZXHu3Dlat26Nu7s727ZtY+HChZw7d45z584RHx9Peno6RUVF6PV6LCwsHqovb2xsLCEhIVy+fJnc3FyWLl3Kxx9/TFRUFMqkJJzT01E4OJCWllaTpWtlhVqtRmc0siYpiY4yGR6AzGBAbWbGKa2WUIMBS5UKC5WKslu3+DE9HUOrVljdTmBKTU1Fp9Oh1+sZOnQo/v7+bN++nbCwMGQyGXFxcVy9ehVnZ2c8PDxwdnZm3LhxZGRk0Lt3bwLq12fghAlIAwJYf+4cP6WlMXLSJJYvX87p06eRyWS0bduW9u3bExQUxPbt22tiwJWVHD16lNatW7Njxw7kcjlbt27F2dmZzMxMCgsLTVatwWBAYm3N7MOHISaGW/HxuPv7U1FVhcrCAn9/f1OYobikhMyMDCRFRaiVSt42GDiu1xMWFobqVy0W/wlIJBI8PT1ZunQpnTt3fqRLMdby5FCb/fuU8/XXXwMwdOjQPzUuLi6O+fPns3Tp0r8nU7YwDk4PA5llTeP8B1CtrSbu/HHsbNQk2k9mzfZjuLu7c+7cOfR6Pc2bN2fQoEE0adLkgQsCFBQUcP36dTZv3szKlSvx9PSkpKSEsrIyxo0bR0REBHPmzCEtLY0ZM2ZgYWFBVlYW2dnZZGVlcevWLdRqNW5ubri6uuLq6mr63c3NzXR+xo8fz+uvv45KpWLatGmsXLnyFyEOHqxZP9TZGZ1ez/HjxyktKcHR0REXV1dGXr3Ky+7u2Gdm4uHuTmxGBsckEj52dzfFFo2ZmXxUXc3K/Hzkcjl2dnaYm5sjhMDKyorZs2fTrVs30yHfeustYmNj2blzJ6tXr+bKlSsk3a6NNRgMvPbaa6Snp7Nlyxb8/Py4desWer2eN954gx9//JGUlBR8fX0JDg5GIpFw6tQpVCoVzz//PCUlJXzzzTcYDAaGDBnC0qVL2b59O0OHDqWiouKuBDC5XE5sbCzNmzdnaNeuvCuT0bS0lLT0dGzd3bF2cKhpx6jTUZWbS1ZWFuYtWjBZo2FzXBxVVVU4OjrSqlUrhgwZwnPPPfdIsrcfF5999hne3t707dv3cYtSy/+AWqX6lFNQUMCbb77J8uXL/7R784svvsDa2prXX3/97xEm9xhcGA9Iwczuvn1tEUbQFlClMzBwXj4+YT0ZPXo08+fPRy6X4+joSGxsLDKZjICAAAYMGEBERMRDrbZz/vx5BgwYQHh4OEqlkp07dxIVFYVUKuXSpUtkZWXx6quv0rdvX/z9/bG3t0cIQX5+PllZWSZle0fhZmdnY2lpiZubGwcPHuSNN97AysqKH374gS+//PIXD4FWW9OIXqGoWUcUuJmSQnx8PMJo5JKdHblWVrS7dQufevVYWVqKVUEBnc3NsVSpUJmZ4W5lherIESbPmsX8+fPRarUIITAzM8PPz89UahQVFcW6devYu3cvu3btMpVtHDhwgE8++YQjR47g4+ODu7s7Go2mRobb/+Z35rtTX6vT6VAoFHTp0oUpU6bQuHFj07m806oxLi4OCwsL1Go1gwcPJj09nU2bNgE1zTlsbW0ZMWIEW7duJTU1lYSEBMxLSljbty9v+/khKykBoxFhbU2Gvz99N28mhZoQRl5eHqW3+w+r1WqEEHTp0oX+/fvTvHlz3NzcHvkqS4+a7Oxs3nnnnb8lBFHLk0+tUv0HsHTpUtRqNa+88sqfGvd7tav/NcVXIf4zKL4CSGoWJZfednsZdaCrKcvBrik0eI+ETC0vvPACAwYM4IMPPmDbtm18//33hIaGsm7dOnJzc5HJZCiVSjw8PHBycmLr1q1/KEJGRgY9e/bE0dGRXr16MWPGDEaPHs3gwYNZtGgRS5cupVGjRjg7O6NQKPD19cXf3x8/Pz/8/Pzu6iV8R+FmZGTw5ptvMmTIEOLi4kyKy8LCwmTVtr5yhcAjR5Detm4lEglxcXFkZ2ejNRg4ZmnJOa0WOdArKIgBzs4kXLlCaVkZflZWHLKz47XERFQqFZWVlWi1WgAaN27M2LFjSU5O5vz585w8eZKysjLCwsKIiIigdevWREVFmZTbtWvXsLW15ezZs1haWpKSkoJer6+5BLfLqWQyGWq1GrlczrFjxwgICLhHeRmNRpYvX877779PSUkJCoUCa2trSkpKcHV1RQhBWloaHh4elJeXU1RUhJeXF1evXiUqKspU83yHw4cPM2bMGFJSUigtLcXT0xMrKyuSkpIQQqDVaunQoQPTp0/n3LlznD59GqVSSfPmzWnWrBkhISFPrQt1xYoV6PV6Ro4c+eCda3mqqY2p/gPw8vJi8eLFdOrUCTMzswcPuI25uTk2NjasX7+ejh07/j0WgbkTePSAOu0BCZTfqFGkhiqQqcCjJzScCvUGgZmdaW3S999/39Tnt1mzZuzbt4/Q0FCmTp2KpaUlUqkUJycnLCwskMlkeHt73/cGa21tTf/+/dmyZQtHjhxh5syZzJo1i5s3bzJnzhyioqL45ptvcHV1ZebMmaYs6BMnTvDNN9/www8/cPnyZbKystBqtTg5OWFlZcXp06eZPn06Tk5OSCQSlixZQmRkJD4+Ppibm5Mll+Nw7BiFOTmkZmdz8+ZNKioqsLK2xtHBAfv8fCKMRiIkEqIbNMDSwgIXV1ekVVXk5+YyS6kktaiIyspKDAYDcrkchUJBhw4dWLNmDQ0bNqROnTpkZmaydu1avLy8SEpKYseOHcyePZtVq1Zx6NAhoqOjGTt2LMOHD+f69eukpKQghECv1yOVSuncuTMzZsxgxYoVrF69mvbt21OvXr27zuGpU6fo168fx48fZ/78+TRr1oyYmBjKy8uRyWQ0bdqUxYsXU1RUxIULF0w1qmZmZly7do0DBw6gUqkYO3asKfPVw8MDiUTC4cOHqayspLKyEhsbG+RyOSUlJYSEhHDr1i369etHjx496NGjByEhIWg0Gvbu3cvq1atJSkqiuroae3v7p8pFHBAQwNKlS2nZsiXW1g9YZKKWp5paS/Ufwvz583FxcaFfv35/apwQgsmTJ/PMM8/QvXv3RyTdgzl16hQDBgxgwoQJDB8+HL1ez/bt2/n+++955ZVXcHFxYe3ateTl5WFpaUlZWRkvvPACzz//PJb3adhvNBoZPnw4R48eZe7cuUyZMgVHR0e2bNlCRUUFL730Ejqdji1btuB2e2FuIQQ5OTn3ZB1rtVpyc3MZNWoUFRUVZGZmMmXKlHsPGhcHI0ZQrtNxLTMTg9GIy+3OShUVFdy8eROdXo9cJsPLywsriQQVsKZxY97Ztu2e6czMzJg+fTqRkZH07t2b3Nxc5s+ff4/FU15ezuDBg7lw4QJubm5cvnyZiooKDAYDlpaWjBw5kvz8fNavX8/Nmzdxvr302qhRoygpKWHdunVATYOL8ePHs3fvXvr168fs2bPZtGkT48ePNylUNzc3goODuXDhAg0aNMDZ2Zm1a9cihMDGxgYhBGVlZQQHBzNr1iwuXLjApEmTTA9tUVFRHDlyxBQrtrCwoH379jg5OeHo6Mjq1avZsWMHISEhd33GoqIizp07x5kzZ7h48SJ169YlPDyc8PBwfHx8nng38bZt20hISGDy5MmPW5RaHiG1SvUfQmZmJhMnTmTFihV/KhMYMNV5LliwAMfH2NXm4MGDDBkyhBkzZjBw4ECgJvt1/vz5WFlZMXr0aJKTk1m7dq3JfZmenk6XLl144YUX7huv+uSTT1i5ciWffvopa9asIScnhy1btuDh4cGwYcM4efIkq1atIuI+tZJCCHbt2sW///1vLl26RFFREVqtFltbW6KioujWrRv+/v74+vpiZWWF9vx5bnTrhr1CQTHg36iRaS69wcCB/fuRaLXYSyQ4eniw0NOTVZcvI5FIKCwsvOvYLVq0ID4+HoPBgJmZGcOHD2fLli00btyYBQsW4O7uTmFhIbt27WLcuHG4ublRUlJCkyZNeOaZZ1i7di1KpRKFEJinpSEpK6Ndu3b4N21Kk7590UkkREdHEx8fz/Lly1myZAnBwcGkp6cTFBSESqVix44dmJmZsWTJEho2bEiPHj1MCU/Xrl1j7dq1hIaG4u3tzY8//mhawcbGxgadTkedOnXYvHmzqQnCiy++yPnz58nKzGTeyy/Ty8wMVyH4+dw5hLU1Sfb2fHrpEut37yYwMPB3r4ler+fKlSucOXOG06dPU11dbVKwoaGhT6QVq9VqGTFiBOPHjzd1Lqvln0etUv0HMXv2bPz8/OjZs+efHrthwwZSUlIe+1P0Dz/8wOjRo/niiy948cUXAe6yWgcPHsyzzz7L/v372bhxI25ublhaWvLzzz/z7LPP8uKLL+Lk5HTPvOvXr+eDDz7grbfeIikpiZiYGFatWkXr1q2ZO3cuixcv5qOPPrrvkl27du0iJSWFrVu3mkpxpFIpkyZNorKyksTERGJiYnBzc+P06dPUs7Ojl6Ulw5RKHISoqS0yGEAqJfnGDTQ6HZvkctYVFaGztuY///kPderUoXXr1mRlZSGEQKFQ8Oqrr5KYmMiJEycwGo3I5XIaNmyIwWAgNTUVPz8/EhMTKSoqMmUIDxw40NRJqlNoKLPbtCE0Ph5tcTGJiYlYWVlRXl5OsVbLTktLNldWopHJcHJyYs6cOWRkZLBixQpTzbKXlxdbtmwxWY4ajYYXXniB7OxsZDIZDRs2xMPDg507d5pKjjIzM01xXCsrK7p168b69etr3OYLFhCWkYH9zp04GY3Y2duDUolBCG4kJeFsY0NRaSm7dDqid+zAvXXrB35vMjMzOXv2LKdPnyYxsaZ/dLNmzWjevPkTtVrMwYMH2b17N3PmzHniLeta/hq1MdV/EHXr1mXZsmV07dr1oTsk3SEwMJBNmzbh5OSEu7v7I5LwwQQEBODq6sq7775LgwYN8PX1RSqV0qBBA8LCwvjmm284deoUPXr0oFevXpSWlnLkyBFCQ0ORSCSsWLGCzMxMPDw87opdNWrUiLCwMN5//32Cg4Pp2LEjEydOxN7enpEjRxIYGMikSZNITU393fjyiRMncHBwwMfHh4MHD6LX6xk0aBCjR4+madOmODk5sXTpUq5evUp5eTlSlYrdqalcDw8nUa0mv25dyoKC0LVpwxZgyLVrHKuspHm7dqSmprJhwwbatm2LhYUFly5dIiQkBJ1Ox7lz58jOzmbPnj18+umnpKamcvjwYW7dukV1dTWZmZmmZeusra2pW7cuiYmJpKakIF+7lna7dhFYXo7C2hqpnR2peXkEh4VRx9sbJwcHfLKyeKG8HL0Q5Lq5sWXrVnbu3MmtW7cwGo3IZDK+/PJL2rRpYzoXKpWKgQMHsn79epKSkggODmbGjBmMGDGCixcv8tNPP+Ho6EhZWRlQ04UrPT2dFi1aUM/ZmeZbt+J+6BBKlYqU4mKcfXyQmJsjNTdHZW9PYlYWngEB1M3PR7NqFfLGjbEMCPjD7421tTVBQUFERUXRtWtXVCoVly9f5t///jf79+9Ho9GgUChwcHB4rN2N7ljz1tbWeHp6PjY5anl01CrVfxC2trZcuXKF8vJyAh5wE/otstsxvkWLFtGpU6cHLoP2KAkJCcHKyooJEybQrFkz083H1taWDh06oNFoWLBgAXZ2dnTr1o1OnTqRlpbGoUOHaNu2LWq1mi+//JLk5GTc3NxM2bx31gD97LPPKC8v5+233+aDDz5Ao9EwdOhQGjVqxNy5c4mJieGFF14w9TyGmuXufH19iYyMZMWKFSiVSpYtW4ZKpSItLY2XXnqJW7dumTJ2y8rKcHV15eixY/i0bk25pyfxMhkrjh5l2a5dVN+u85RIJCxYsIArV66wcOFCZDIZvXv3Zt26daSnp3PmzBnUajXbt29nz549xMfHU69ePZydnU1L491BKpXW9DwOD6fuhg047NxJank5pVIp2RoNhYWFlJSUIJVKSUlJ4WpSElIrK4IaN8Y/I4M3Bw3ikE5H8m0LVS6XI5fL2bdvH/v27SM+Ph6tVkvdunUpLCw0Jd6cPXuWkydP0qJFCwIDA9m/f7+pXOcOVVVV/Hz+PMMTE+HECXB1RaFWo9FoUJqZmdy1CoUCMzMzUtLS8GvUiJLCQorXrUPxzDNY/CaZ6n6YmZnh6elJy5Yt6dGjB/7+/mRnZ7Nr1y7WrVtXE9fW6XBwcLjrGv8vkEgkuLq68vXXX9OlS5fa9oX/QGrdv/8wkpKSmDlzJitWrPhL5Qfz589HrVb/6WYSj4JFixYxf/58tmzZQtOmTe96LyUlhS+++AJbW1vGjBmDo6MjGo2GjRs3cvLkSbp27YpCoeCHH36gXr169OnThwYNGgA1tb09e/ZECMH06dMZNWoUAQEBlJeXm3oL5+TksHHjRlNMb9KkSfTv359GjRrRs2dP6tevzyeffAKAwWDgvffeY968eXeVrPj7+3Pq1Cmsra2pqKjgnXfeYe/evdjZ2XHhwgWgZnEEW1tbAgICMBgMnDx5EoVCwXPPPceJEyeoX78+p0+fRq/XY25uTufOnVm9ejUqlYr58+czYcKEu5SXUqnk5JgxhO7fT65USkJyMm3atEGv01FVXc3FCxeoqq4GwM7WtsYil0goKSzEUa9nhZUV3xiNjBkzhnfeeQe1Ws3PP//MgQMHOHPmDFevXkWj0VBeXo69vT0TJkwgJSWFtWvX4u/vj62tLbm5uVy6dAkHBweKioooLy9HLpfzgZsbY6RSbIKCkNxWJnkaDQUFBQT+5iEwNTWV6upq/P39uXr6NBVVVfhdvYpt3br/1XdKo9Fw9uxZzpw5w88//4yPj48pFnsnO/l/wdSpUwkLC3usyYG1PBpqLdV/GA4ODpw/fx6DwfCX1nIMDg5myZIlNGrUCHt7+0cg4cPTokULysvL+eCDD+jQocNdsVJbW1s6duxIXl4eCxYswNrampCQEFq0aEGLFi04fPgwJ06c4KWXXsLd3Z3Vq1dz7Ngx7O3t8fHxYeDAgezbt481a9awcOFC07JxVlZWvPvuu0ilUj788EMCAgLw9/Pj5JIldL5xA+W6dbyk0xFVVQUJCeDsjPR2RvHFixdRKpUYDAYcHR3Jz8+ntLQUg8HASy+9hFar5dtvv+WHH34gNzfXVObi7OyMr68vixcvxtramsOHD5sWNreysqJ///64u7uTmZlJUVERq1evpmHDhixcuNDU4P5OUpCDuTmvXbxIEVCp02EwGnGvWxetVstXFy6wqaSEA0oltvXq0atBA1xv19Tm5+dTWFFBc70e88GDqTYa2bhxI9u3b+fGjRtYWloSFhZG7969sbGxIS4ujq5du3L48GGOHDmCXq/n+vXrJCYmUlFRYUrkGjZsGP3790dtZsbQhAQ0VVVoiopQq9WYmZlhYW7OhMuX+XdODttzctiSnc0BjYYBAQHk5uai1+upFxREZUYG87dtI+LVV/9U2dhvUalU+Pn5ERkZSXR0NA4ODiQlJbFhwwZ27drFrVu3kEgkODo6/ukQyp/B29vb5BX6bz5PLU8etZbqP5ArV64wf/58li9f/pduDPv372fXrl3MnTv3kd5YHpbJkyezY8cOfvzxx3vqKeEXq9XOzo7Ro0ebMpgTEhJYs2YNBQUFDBw4EKPRyJYtW5DJZPTp04eWLVsyefJkFi9ejEqlMtVLRkREsG/fPtauWcOxCROY4OiIuHULHz8/ZJaWIJXWJB1VVIAQ6P39GXHxInZdu9KrVy+6d++Ot7c38fHxmJubo1Ao+OCDDxg1ahRZWVl06dKFlJQUysrKUCqVtGzZEn9/f44ePUpBQQFVVVV069aN7du3I5fLmTBhAvb29uzfv5/Y2FhUKpWpE1JZWRkODg7Mnj2biIgIDrz1Fs1jYtDI5Wirq7GyssLOzo7MzEzS1WrM5HKyVSpkSiX/8vEhOzubzIwMysvLqaiooIW3Nw7z50P37gghKC0tNXWXysrKIiEhgYULFxISEoK7uzuurq64uLhQXV3N4cOH2b9/v+m6SKU1y/51796dZX36oJo+nSyDgcyMDPQGA3Xd3PDy8mLsuXNEWFoy6LYn4Q5arZYr8fH4+PhgBZxITOT9gAB+3LPnb+8TLIQgNTXVlOyUkpJCo0aNTI0nHsUD5p0Qxp9t2lLLk02tpfoPpE6dOpw4cQKFQoG3t/efHl+vXj2OHj1KRUXFfUsa/pdERUWRmJjIp59+SnR0tKnZ/B3uWK25ubkmq9XHxwdHR0eeffZZ3Nzc2LBhA8nJyQwZMoTg4GC2bdvGd999R7NmzTh06BAFBQU4Ozsjk8m4du0ark5ODElPp/3169xMS0Oj01EvJASJUlnTilCpBLUaLC3JvniR5yorebFvX8Z/8w0BAQHcuHGD0tJS5HI5Tk5OTJ06FXt7e6qrq5FKpfj6+nLu3DlsbW25fv06DRo0oH79+qSkpLBt2zbGjRvH2LFj2blzJ99++y3V1dV8//33vPzyy+zbt4+qqiry8vLQarVIJBJ2795Nys2bfCIEagsLtBIJBQUFVFRUUFxcTEBAAO1CQrCoqCBdCLQSCQ4aDQX5+RSXlODo4ICtrS3lpaXUKSqCPn2QSCSYmZmRkZHBtm3bGDBgAKtWraJBgwbs3r2bTp06ERgYiLW1NWZmZly5coWKigpKS2sWrL/TJSkxMZFnjhxBWlCAUCpxdHREoVCQnZVFZlYW8XI5VhUVhNWti/RX7leZTIalSsWN69dxdHXFy8yMo1IpX23bRp8+ff7W7koSiQRbW1tTElvnzp1RKBScP3+elStXcvToUfLz8zE3N8fe3v5vcRP7+fmxaNEiIiMj/3GLCfx/ptZS/Ydy8eJFvvrqK5YsWfKXbgCZmZlMmDDhsdeu3sFoNPL6668TFxdHTEzMfWW6n9UqhODw4cOsW7cONzc3XnnlFSoqKnjzzTeJj4/HwsKC/Px8Xn/9dazUahps3coLEglW/v4UFBdz7uxZVJaWNAsLuyu5pai4mJSUFBoGBqLPzubt7Gxi7e1JTU3Fw8MDgKysLMaMGcPw4cNZuXIlsbGx5Ofnk52dzYsvvsjp06fp0aMHO3bsYO3atbT+TQnJ0qVLGT9+PAqFgvXr1/P888/z0ksvsW3bNlPD/SZNmjBuyBD6fvUV5Wo1V65eJS83F7WVFcJoRKfTYW9vj9rKih8rKsgqK6O/SkVBYSF+vr54e3tTVlbGyRMnaB8cjOzQIa6kpbF48WLOnDmDVqv9P/bOOzyqcnvb9/TJZNJ7JQWQFAIJBDhICYbeBaSJekCK0lQUlSKIgiIIBIWICIoUQYJIU1EBQUGE0EkogSSk92SSmWT67O+PwBw5oALike9n7uuaC67J7Hfe2bOTtdf7rvU8DBkyhE2bNnHs2LGbTOxv0LVrV2JiYli2bJn9OQcHB3r06MG2ujqMOh1asxmtTketTofBYMBsNvN+TQ1l1C/NRnp780RgIM1/VbldVFREZVUVEZ6emBcsoMf8+Tg6OrJz587/iWyh1Wrl4sWLpKamkpqailarpXXr1sTHx9OyZcs/FRA3bNhARUUFzz///H2ccQN/Jw1B9f8ogiDw4osvMmTIENq3b39PY2zZsoWrV68ye/bs+zy7e8NmszFixAhyc3P59ttvf1PuzWKxsG3bNnbv3s3o0aNJTEy031hYLBa+/fZbPv/8cxo1amS3NauqqqK8vByRSMTc9u2ZWljIpepqPL28UDk61huY19Whqa4mtmVLXF1dsVgspKWlERYWhrOzM6ePH0ek0fBpt250HjuWy5cvs27dOmpra9HpdKjValq1asXQoUMZPHgwvXr1wmAwIJfLSU1NZc+ePSQkJNz2M9XU1NC5c2fOnz9Ply5daNeuHQsWLEAmkxEdHY3BYKCZiwuLMzPJ0mrxcHentKyM1q1aUVdXR2FhIZrqaky1Up5PAAAgAElEQVQmEz8ARrmc/oKAt48PDtcDs0D9zVSATMaUwECOZGUhEomQSCRYLBasViteXl6o1WpsNhtWqxXb9YBtsVioqKhApVLZW2l+zWGFAptUigUQqL8+bTYbFouFHIsFT0ACyFu2ZF1JCe9FReF3vSJYAK5euYKT0Yjv6tXo/vUvevTogY+PD9u2bfufV9AWFxfbA+zFixdp1qyZvdjJz8/vrsaqq6tjwoQJvPHGG7fd2rBTcwXytkHpITBrQXTdtCKgPwT0AwefP/mpGrhfNATV/8McO3aMzz77jKSkpHvKVs1mM1OmTOHf//437dq1+wtmePfYbDYGDhxITU0Ne/fu/V3lnOzsbJKSkm7JWqG+xWP16tV88MEHBAUFERMTgyAI5Ofl8fS+ffgCTeLi7O0XTk5OfCkIHC4ooLK2liBXV7o6OpLg4kJgQADZ2dlcuXqVtiEhOI0axZSiIrt1mrOzMzKZjI0bN/LII4/Y57B8+XJmz56Ns7MzFouFy5cv3zYDvIFWq2XhwoW8++67mM1m5HI5Li4uVFRUYLVa8QZ2AbWOjjhez0JDQ0KQSCTo9XpKS0sxGAwcAGrFYmZGRSGTybBYLPUPq5WKigoU1dW81707v1wXxLdarej1ehwcHPDz88NsNmMymTCbzUilUhQKBQaDgZqaGpo3b05qaipisdguViGTyfhOqcTT0RF3f3+qqqqoqKykVqdDKpViNptxcHCg6UMPkZ+fT4pUSntvb/r5/CdQWKxWck+epGr2bFpNmYJGo6F79+40adKEDRs2/G2tKQaDgTNnznD8+HFOnDiBSqWy78NGRkbeUSb91VdfcezYMd54441bf1h1Di6+CzUXqTeocAHRDYMKE1hq6p/37gQRL4LD3QX1Bu4/DUH1/zCCIDB16lSeeuopWrdufU9jpKWlsWTJEpKTk+9a/vCvwmQy0adPH8RiMbt37/7d6snfy1qh3qknJSWFAwcO0KdPHwZFRCAfN44T183P4+LiuHT5MlaLBY9mzQhWq6ksK2P/uXOss1qZHx2NrLwcg8GAxWzG39sbS2UlU5s2RXd9TzI9PZ2Kigq6d+/ON998Y3/vpKQkpk2bxty5c9m1axfh4eHEx8dTXFxMWVkZ5dd7S6urq9HpdFgsFlQqFTabjezsbKB+39FqtSISiXCSyfhZKqXAaMQmFoMg4KBSYdDrsV1XdbJYrfwA1AADRSLkMhlyhQKpRIJEIkEsEiGpqODdAQPwDw2196mmpaUxd+5cOnbsiLu7O+7u7nh6etrP/fDhwwkKCmLhwoUoFApEIhGhoaEMHDiQc+fO0e2HH0iw2SgDHB0d8fb2xlGtJiszE7VaTYuWLZGIxWg0Gl45e5ZHgoMZ9uvMzWbDmJfHi+HhvLRsGSEhIZSWltKzZ09atmzJmjVr/vaeT0EQyMzMtGexhYWFxMbG0qZNG1q1avW7KyuTJk3imWeeITY29j8/KD4AZ2bUuzzJfs9K0QqmcpC6QHwyODf5Cz5dA3dKQ1D9P87hw4fZsWPHn5JFW758OSqVinHjxt3n2d07dXV19OzZE3d3d7Zv3/6Hf1BvZK3u7u5MnjzZbgx+g9LSUjZt2oT3hg301mpxbtqU9LQ0Kioq8L4uiG8ymWjatCkymYy9x4+zvKqK3lIp3fz9ycvPx9fXl6DAQNzMZsyzZrHkwgXee+89qqqqsFgsuLi40L59e8rKysjJyaGiogKbzYZCoUAul6PX6wkICEByPcCJRCK7D+qNZVaTyYRGo0EsFtuVlACioqKQy+WMOn+eRJmMQpMJi9WKi4sLMqkUm81GtVaLg6MjWUFBZJWV0V8iQVtdjfp6lujm5oaorIydNTUc6NaN5cuXU1JSwsMPP8y8efMYOXLkba8hm81G06ZN2bx5M/Hx8fj4+FBRUWFf4gXo5OzMMp0Oi4cHcqUStVpNUWEhcmdnxMHBtHBxQSIS8VNFBcuuXuVZqZR2jRv/J3OvqICWLTk4dCifffYZy5Ytw9HRkcLCQnr27EmnTp1YsWLFn7mk7juVlZV2A4CzZ88SHBxMfHw8bdq0oVGjRjedy59//pktW7aQlJRUfy1XpELqJJA5g+QOb2ZNVSBRwr/Wg8r/L/pUDfwRDUH1/zg2m42JEycyceJEYn4l7H43aLVaJk6cyJw5c2jS5MG5C66urqZ79+6EhYWxadOmPwysFouFlJQUvvrqK0aPHs0jjzxyS5CoHj2a6v37qQQCrysHZWZm0qRpU1ycnVly8SJHdDpMNht+YjH/BqSCgEQsxs3NDbPFgptezwdyOStram6Zww0Xl9raWgIDA9HpdJhMJrp37853331H165diYqKwsXFBVdXV1xdXXFzc8PDwwN3d3eqq6vp0qULrq6uyGQyJk+ezIoVK8jIyCA2NpYREREkbN5MqSCgdnZGd70CWSyRkKpSccBsRqFQIFD/vQ719eVhi4Wa6mpcXVwIc3Li0MiRTP34Y3744QcmTJiAUqnk888//80VgQMHDjBu3DhGjRrF7t27SUtLswtSiMViunbtyu5du9D16EHGsWPUSSRYzGa8vL0JiYjgzatXyTMYkIhEBCqVjAoIoLFEQsaVK4Q0alTfzlJSAklJ0L49q1atory8nFmzZiESicjJyaFXr1706dOHxYsX38OV9NdjNptJT0/n+PHjpKamYrFYbjIAkMlkvPLKK/To0YPEhI5wsBcINpCq7+6NDKXg0ao+Y23gb6EhqP4D2L9/PwcOHLArAN0LP/zwAzt27GDp0qUPRO/qDW4sAbZq1YrVq1ffUTaelZVFUlISHh4et2atEybAxYtoxWLy8vOxWq1oNBoMBgPh4eEoFApOnDpFAVAok9FNrUan0SASiwkMDMTd3R0nnY4zrVvT88svMRqN9mxTLpeTkJDA0aNHSUxMpFmzZmRkZPD111/z6quvsm/fPrRaLWPGjEEmk9n3I2/IBRYWFjJ//nwMBgOTJk3CaDSyZ88eFAoFeXl51NbWIgLOP/QQNVevUmmzIVcosFwPpA4qFTHNm+Pg4IBILMZgMHDxwgWaNWtGdXU1FVevUqNS8bhcTk5uLq6urtTV1dGkSROee+65m1S2bDYb3333HTt27GDLli03+am2atWKgwcPIpPJGD58OKtWrUIqlZL3ySeYpk0jS6tFLJfj5uZW3+fq58ftvrW6ujouZ2QQ6uSEa0wMbNwIUikWi4VXX32Vdu3aMWTIEKBeSaxfv34MHTr09nuTfyP79+/n22+/ZdGiRUD9MnFBQYHdYSczM5Po6Gh8fHw4ePAg6xc9hSx9DijvofhIsIGxFDpuB8eg+/xJGrgTGvpU/wEEBwezZcsWmjZtelsHlzshJCSEw4cPU1tbS7Nmze7zDO8dR0dH+vbty9tvv83Vq1fp2bPnHx7j5uZGt27dKC4u5v3338fFxYXQ0ND6gPzjj5Cbi8LVFU8vL+QyGQUFBbi5ulJUVITJaMTP1xe5Xs9pi4UqQSCAekH3iooK5DIZ/k5OhD79NF2uF9TU1tZiMplQq9VUVVUxb948xo0bR3R0NG3atGH9+vX07NmTLl26sHXrVoYPH46npycODg5IpVIMBgPr1q1jy5Yt6PV6nn/+eQKuqyQdPHiQ0tJSALuJ+67cXPoLAhJAb7XipFYjEonQVFdTWlpKeUUFhQUFlJWWYjKZuHbtGlK9HjHwjMlEpkZjL06SSCSYTCb8/f356aefSE5OZv78+cycOZMtW7Zw9uxZamtrCQsLY+TIkYwfP562bdty6tQpwsPDiYmJ4dNPP+WFF15gwebNNAoIoIMgoAf0JhNGkwmtVoujSmVfLr5xly+TyXAXBDLLy1kVG0tc584oFArEYjFxcXG89957hIWF4evri4eHB126dGH27NnU1dXd0pb0d5KdnU1mZibdunUD6ntinZ2diYiIoGvXrvTu3RulUsm1a9fYv38/D5k246gUQKxAJpchuu0tx28gEoFFB2IZeN59cWFaWhpPP/00VquVFi1a3PXxDTRkqv8Y9u7dy7Fjx25vrH2HFBQUMH36dJYvX37PwfmvIjMzk759+zJkyBDefPPNOz7uRtbq6enJpEmT8Pj2W1i2DHx9gfoexdOnT9MoJIScnBzKSktxcnIiLi6O2ceOYa6rY4BCQXh4OGazmezsbHxFIlZGRvJdVRVisRiZTEZOTg5isZgNGzYwePBgoD5jOXHiBL169bIHFA8PD5588knmzJmDzWbj448/5vXXXyc8PJzg4GB0Oh2bN29m0aJF9upii8WCXC6nTZs2/PjjjxQUFBALvC8SERIYyNXKSsQyGZ4eHlRUViLYbMTExODk7IxgtVKcno5VJEK9di2/mEwMHTqU2tpa+zmSSqV2GUSZTIbNZkMkEtGsWTOioqL48ssvWbZsGSKRCIvFgtlsJjc3l3Xr1mEymaiqqsJkMiEWi3F3cyO5bVvanjyJRqOhxGpFfr0A7oaoh2CzoTSbkVsslKpUvNekCdsOH0YmkxEcHExwcDD+/v6YzWbOnDlDYmIizs7OSKVSu1dux44d6dKliz3L/3XW/+vs//eev/HcHz1/Y//7t/jvTPX3KMw6hXbPIyhcgtBqdZjNJlxcXHFzdcXZxQXpnawSWY0gmKHrD3/82l9hsViYNm0acrmcFi1a8MQTT9zV8Q3U89d3TjfwQJCYmMiWLVvIzMy8J01gqLeW69+/P6tWrWL27NkPlB9keHg427Zt49FHH8XR0ZFXX331jo4LCwtj6dKlbN26leeee45xgwfTSSxGZLGAVIrJZEIulyN3cUEbHIysrg5tbS3rjxzhglxOT7EYZxcX8vLzcVAqadmkCVcKCzliMGA0GtFqtfb2kzZt2qBWq7FYLEilUr744gueeuopjEYjNpsNpVJJ79692b59O7169WL69OmUl5fj6+tLVVUVp0+fpnfv3sTExODn58f7779P48aNiYuLw9nZme+++w6NRoNKpaLI2Zl33N3pfeECCWo1xtpaKg0GomNjKSkp4VxqKmHu7vj7++PTqxeDjhzBsnQpa9euJSoqitTUVPuytUgkoub6/rCXlxeTJ08mIiKCN954g7S0NEJCQujZs+ctghz5+fmsW7cOsVhslyz8fOvW+raijAwCt27FOTmZ6spKPN3cMBuN+Pn5oVAqISwMnnqK8IQE4qVSFGPHsnXrVjQajb1o7OOPP+abb77h1KlTjBkzBqgPDLGxscybN4+wsDB69Ohhbxm60U9rNBrt1dS/fv5e/n/jcSPY2mw2srKyqKmpQSQSERAQgIeHB3l5efTu3ZucnBzkcjnt2rUjJCQEmUxGZmYm586do66uDjdHESObQ6uHqvHy8ib9mpY3U/J5+KFivj+tQyIRM6yjE6EhwWzaX0ZNnYVHO/gytEt9YVJGno7Vu3PIL9Eg//QJ2j/8MGPHjr2j1p4dO3YQGxtLdXX1Hf/eNXAbhAb+MezYsUN46623/tQYJpNJePbZZ4UjR47cp1ndX1JTU4WwsDBh5cqVd31sZmamMHnyZOFQp06CKS5OEPr2FTSdOgkXGzcWND16CC8EBQk9HR2FwT4+wiC5XJgHwhF3d+Fco0bChfBw4biPj3DRyUlY1KqV0LRpU8Hf318ICQkRJBKJ4ObmJgwbNkyIjo4WgoODhW7dugmvvfaaEBsbKygUCgEQVCqVcP78ecHFxUXw9vYWXn75ZUGv1wv9+/cX3NzcBJFIJKhUKmHixIk3zfujjz4SVCqVIJVKBaVSKUycOFHo0qWLIAiCkJycLDRWKITnRCLhlK+vcFyhEArDwoTKf/1LWOjvLzzWrp1w+vRpYcCAAYJIJBIkEokACCKRSOC6ToNEIhHGjh0rbN26VXjkkUeEli1bCqNHjxZiYmIEZ2dnITAwUGjdurVw9uxZ+5x27twphISECK6urvZ5t2vXTtDr9Tef9JoaYcezzwqTPT2F7QMGCEs7dhTOfPaZINhsN73sxx9/FFq0aCGo1WrBw8ND+OWXXwRBEASbzSa8+eabwgcffHDT6/fv3y+EhIQI69evv+vr4G6x2WyCyWQSdDqdMH78eCEpKUnIyckRsrOzhe+//15Yv369kJiYKKxatUo4efKkkJSUJPTq1Us4dOiQcODAAeH9998XNmzYIOzYsUNY8fZzQq84B2HjVEfhdFKgsOUlL6FDM5kwa5Bc+OoVqfDmY2IhIVIkvDrUR6jb20vI2ZIoDOroKxR/0U0QfugrXNnYRbi0rrNg2R0rlBTmCc8884ywY8eOP/wMJSUlwvjx4wW9Xi8sW7bsf3Le/q/SsKf6DyIkJIS1a9fSunVrXFxc7mmMX/uudu/e/W/1Xb0d/v7+xMXFMX36dNzc3GjZsuUdH+vm5kb37t05V12N7KuvALCIRFgtFvw8PYm0WOjv4cHYiAi6urlBYaG9ytVqteIjlyPx8GB8djY5xcXodDo0Gg1SqRRvb2+2b99O9+7dGTduHIIgcPz4cXJycqiurq7fSxQEdu/ejVqtJiIigjVr1rBy5Uo++eQTtFotvr6+JCQk8Oabb7Js2TJ7z+qUKVOorKxEJpORmJiIr68vcrmcgQMHEhcXx/b9+/kiP5+P6uo4HhVFssHAL2FhOHfrxu4ff2TZsmVUVlZiMpmwWCz286FW11eeOjo6kp+fz8CBA5k7dy4+Pj589dVXpKeno9fr8fPzsxcJCYLAhAkTWLlyJa+88oo9a/Py8mLw4MH2fUU7CgXN+vTB2KQJ09avJ7hHDw6cP4/JZCIyMtK+GuLn58eWLVtwdHRELpdz+fJlBg8ejEQioVWrVqxbtw4nJye71nVoaCgPPfQQL730EoGBgURGRt7rJfWH3FCdysrKYt++fbz99tu4ubnh6upKWFgY5eXlFBYWMm/ePLy9vQkMDOTzzz8nOjra3ot89epVfvnlF6rL8/CR5WITRLg7GKjS2UjLF3htVBhNmzahfatm7D6u5eWRkfh6KHFRyziaXkWgl5JALwfcneV4ukgRY8Sx5YtYrVbS0tLo1KnT736GZcuW0b9/f8LDw/nll19QqVQNe6r3SMPy7z8IpVLJwIEDSUlJ4cUXX7zncaKjo4mLi2Pjxo2MHz/+Ps7w/tCxY0eSk5OZOHEijo6O9grRO0EqlTJg2jQKAgLQTp2KThBQX1f2qamuJui6YXpmZibBwcGo1WoyrlwhyNGRUp2O+a6utOzUicKvv7aPaTabcXV1ZdSoUVitVr7++muef/55nn/+eWw2G0lJSbz44otYLBZqa2vx8PDg4MGDBAUFERQUhKenJ1arlSeeeII5c+aQnZ3NihUrWL58uV3NaPLkyfj7+xMTE0NycjKxsbEIgsCiRYs4c+YM3t7eDBo0iFWrViEIArm5uRw4cIBWrVrh5OREZmamPaCKxWL8/Pzo3Lkze/fuRSqV8uyzzzJlyhQGDhzI4sWL6du3L+Hh4RQXF9cXaMnl5OXlMWbMGI4ePcr48eNZu3YtjRs35tChQ8yePZtBgwb95nl/9NFHCQwMZNSoUXTq1ImjR4+Sm5vL1KlT65ff5XKeeeYZ/Pz8iIuLo1+/fvTv358vv/wSR0dHZs6cyaxZswgJCbEH1l69erF06VKmTZuGUqmkb9++d3sp3RXl5eV4e3tjNBopLi62Pw4ePEhaWhrjx4+nvLwcFxcXCgoKuHDhAsHBwWg0Go4fP05JSQlGg55mnhAW5IJabaWJZyBBGSU0vr5lY7XWL8m7Of3nZlYuFaE3WgEoKNOzdvdlrpSrMK4ditVqpXHjxr877+PHj6PX6+nYseNfdGb+WTQE1X8YvXv3Zty4cRQVFd21TumvGT16NJMmTaJLly4PVO/qDXr16sW7777LSy+9hKOjI7169bqr4wOGDcMSGEjWoEEYrl2j7HoLilqtRqvTUVNdTYvmzVGYTLgEBXE6P5+DQ4ZwYMcOatPTbxpLLpfbTckjIyP54Ycf6NGjB6WlpUyfPp0fDx1iYqdOJFZWEi2VknfpElUWC4U1NXybm0uaRkPTZs1o3749EomE1atXU1tba3e8WbVq1U3CHLNmzWLEiBEsXbqUVatWodPp0Ov17N27l/79+9tdeWprazl8+DDDhw/H29ubn376CahfjRCLxUyYMAGbzcaXX37J2LFjGTx4ME89+SSdO3Vi/YYNqFQqmjdvzuTJk3n//fd5++23cXFxISgoiI8++ojmzZuzefNmJBIJy5cv/8NzHh8fz3fffcegQYMIDAzEy8uLGTNmMGvWLNzd3Xn88cftr/3mm28YOHAgvXr1Yvfu3YSEhDB27Fjefvttli5diqOjI1AfrOvq6pgyZQoKheLWTPkesNlsVFRU3BQ4i4uLuXDhAgcPHiQvLw8/Pz98fHzw9fXFx8eHxo0bM3fuXKRSKVeuXOHkyZNcu3aNc+fOkZ6ezogRIxg4cCARERG88/JjuEnPERrqw5Ez+Xc1t+SdOYR7SZk+/0McghPYuXMnR44c+d1jzp49y5UrV+yFSXV1dYjFYnJych4Y3e//n2gIqv8wVCoVvXv3JiUlhalTp97zOE5OTowZM4YVK1Y8cL2rNxg8eDC1tbVMnDiRTz755DfF6m/H1atXqVYq2dynDz1sNvTffINKr8daUEBZbi5hajUKjQZCQ3F9+WU8vbxI+fe/CQsL4+zZs3YhihvLuje4cOECEydO5Omnn2bt2rWM8vcnOTISbVpavQm5SkVE48ZIBIHirCyedHMjA0j18uL1uXOZNGkSRUVFdqUisVjMjh077EE1KyvLbpN3/vx5+/Kpq6srzs7OpKam0qJFC9zd3fnqq68QiUR8+eWX1NbWIpVKad26NSdPniQ/P589e/awYcMGHv/XvzAuWEDT9HR+ttnIzc4mLzqaSW5u9E9O5ueSEjQaDQkJCRw+fJiysjIcHR2prKwkJSWF4cOH3/F5b9SoEfv372fw4MF8/fXXPPnkk7z44ovMnj37pgI7tVrNnj17GDJkCN27d2fPnj106dKFS5cukZSUxMyZM+2f/fHHH8dgMDB+/Hg2bNhwR+02BoPhpoBZVFRESUkJxcXFlJaW4uzsjK+vr/0RHx9Pnz59kMlktG3blscffxyxWExqairV1dUUFhby5ptvotFoiIqKQqFQMGbMGFq2bMnIkSMZNGgQUVFRnDp1itPZFho1AU8PV6y2XEwmyx/O9wZ6gwGV2h1lQAfy8/P55ptvflMe8QajRo26aTVn9erVeHh4MGzYsDt+3wb+Q0NLzT8QrVbLhAkT/nRrjCAIzJkzh7i4OB599NH7OMP7S3JyMkuWLGHLli3Ex8ff0THz5s0jJSWFvLy8egEHi4VOTk5EenpSU1rKm0uWEPjww9CsmV2T9Ybn6I0+xPLycsLCwrh27RpWq/Wm8aUSCRvatyfx2jVyKiqok0iQKxRERkbi7OyMIAgcPHQItaMjTQICcAWE3r3p/tNP7Dt0CKgPqBKJBBcXFwIDAzEajfUiDhUVzJkzB4PBwKpVq9BoNDg4ONCnTx+SkpLw9vYGQKfTER8fz6VLl+zziouLY/Xq1fTp0wevqiq+7tQJp2vX0BsM+EVE1HvJArlZWZRmZKCQy7kkleK2cCGW8HAGDBiATCZDEAScnJwYP348M2fO/F3jg9thsVh48sknSUtLY8aMGezZs4eJEyfy8MMP3/K6kSNHkpWVxa5du+zZ7a+FIW6wYsUKli1bxpYtW2jdurU927wRLIuKiuxBVK/X3xQ0f/3w8fG5rbqUIAikp6fz7rvvcu7cOaqrq/H09CQ6OpqqqiqWLFlCo0aNEIvF9OvXj9WrV+Pn58dXX33F5s2bsVgstGnTBovFgp9whidiLvNzhsA7n2Xw5cIExCIRVqvAwNdSWTu9Bd5u9RaEL6+6QK+23nRp4ULa5VxW/BxKhUFFWFgYMTExnD179o7aeW5wQxiloaXm3mgIqv9Q1q1bh9FoZMKECX9qnKKiIl588cWb/lg/iCxevJjVq1ezY8cOoqKi/vD1x44dY8qUKWRnZ1NdXY3ZbEYsFiMSiVAqlYwYMYKFCxfa1ZgOHz7MU089xZQpU3jvvfcoLCykffv2nD59Gr1eb+8nhfp928kODjyp1VIqEhHQqBFRUVHk5+fXKzMFBAD1nrjlFRUkJiaC1UrRmTN8ptOxvlEjevfpw+XLlzly5AiVlZU4ODigVCqxWCzodDqcnJxo0qQJubm5LFiwgKeeeso+/1/TrVs39u3bd9NzM2bM4K1HH+VSz55UV1fj4O+PyWKhZcuW9j7Ja9eukZWdjdFgwEcmIyw8nJkKBcdFIhYtWkSzZs3YvHkzGzduRKFQMGXKFB577LHfNT/4b2w2GzNmzGD79u3MmzePffv20b17d4YNG3bT57jhtXvy5El2796No6Mj06ZNY8qUKXh7e9+UcX7xxRccO3aM+Ph4AgIC7Eu0vr6+9epO14Omm5vbH7aMCYJAXl4eaWlppKWlkZ6ejkgkIjo62v4ICAi4t9YzmwXOzkAoPkBGbjWubh74/N7vl9UIpgpoOhnCR9/9+zVw32gIqv9QNBoNzz77LMnJybi5uf2psbZu3cqlS5d47bXXHqje1f9mzpw5pKSksGfPHnJzc8nOzrb3N/43FouFrl27kpqail6vRxCEeg1dsZhGjRphMplwc3NjwYIFuLq68sQTT/DCCy8wefJkzp8/z8svv0xWVhZ6vZ7CwkJE1x1rrFYrMWIxq4xGalUqVM7OVGs0OKhUBAcFUV1dba9UTUtLo6CwkI4dOnDh4kWqyssJlEp5Q60mKzSUJk2acOrUKcxmMxUVFTg4OGC1Wu3C/zdE+0eNGkWPHj3o06ePvaIX6out2rdvj1QqxcvLi4sXL2IymYhVKvkuOBg3X1/OXr1KjVaL2WSicePGhIaGUlVVxbHjx3FzdaV169ZkZGRQmp2Nv7s7TQ4ehEc7MAQAACAASURBVF/dtFRWVrJq1Sq2bNmCs7MzL7zwAgMGDLgrc/Hk5GQWL17MjBkzyMjIwMvLi+effx65XE5VVRXFxcUUFhayaNEizp49S79+/ep7cc+dIzExkZCQkJsyzc2bN7N7926++uorHnrooTueh81m49q1a5w/f5709HTS09NRqVRERUXRvHlzoqKi8LluvnBfsFng0lIMVzZSUFBISNOWSKT/Ja5vqau3fxNJIfIVCBp4f967gXumIaj+g1m9ejVSqfQ3A8udYrFYmDp1KqNGjbpnQ/T/FdOmTWPbtm24urri4uLCgQMHfrMtaOLEiXz44Yd2b1CxWIxKpSImJoann36aBQsWYDabqa6uZvr06cycOfOm48eOHcv69etxcnLCbDbj5eWFWCxmU2go0cXFZFRVUVdXh6ubG4LNRl5hIbusVrSenuisVmQ6HQlWK42ut+24urnRyNkZ19hYPk5IYM6cOej1epRKJY6OjixevNhelJKcnMy8efPYuXMn7dq148SJExQWFhISEkLbtm3p2bMnmzdvZsOGDTz22GMkJycjlUpZuWIFUXPm4G61og4MJCwsjIyMDATqdZbd3d2pqa5GrlDQqWNHzGYzly5dQqlUos3Lw+LsTJP0dNz/ywUoLy+PNWvW8MUXX+Dp6cnLL79Mz549/9AEwWQy2VWSFi1aRNu2bTEajRQVFREcHIyrq+tNAXP37t0cPXqUTz/9lNLSUo4fP87ChQtvCeIzZsxgx44dfP31179pDm6xWMjMzLRnohcvXsTNzc2ehUZFRd0iePGXUJvLDxumEuV0EW9P91/9wFZvVB4yCvx7g8L9N4dIT0/nt7onU1JS7u98/+E0BNV/MOXl5UyZMoXVq1fbJeLulQsXLrBo0SJWrlxpr7x8ENm6dSsTJ07EaDTSpEkT1q5de7OHJYAgQF0dn2/cyKy33iK3qAgHBwdqampo06YN27ZtIyUlhTVr1nD16lX8/f1p3bo1kyZNIiEhgby8PF544QXOnDlDYGAgR48eRalUIpPJWLd0Kf2Sk8HDA5tIRH5+Pjk5OSiVSgLCwlhx4gRRFgsuQJZYzFarlWdFIgYlJmIymaisqMBWVMTcxo1JMxpxcnJCr9djMpkYPHgwx48fJzExkWnTptG9e3d69uzJtGnTgPrve/fu3ezfv58TJ06QkZGBg4MDrq6uNGnShI0bNxJYWop13DhSc3KoqKzEQaWiSePGjMnIsCs/icVipEolgxo1omNtLd7e3vj5+mI2mbiWmsoMZ2eeXbuWxMREtFotS5Ys4fTp0+zcuZPS0lKWLVvGzp07CQgI4JVXXiEuLs6+r/nfD61Wi7e3N76+vhiNRtavX0+bNm1ITEzk2LFjvPbaazRt2vSmr2/+/PmsW7eO9evXs3//fnx8fG7b+vXcc89x4MABvvnmGwIDAzGZTGRkZNiXci9duoSfn99NQfRe+7v/LGVlZbz0wiSWz5+Mq6MURJJ6WzinpiB+8IoE/8k0BNV/OCtWrMDNze2mdoU/M5ZUKuWZZ565DzO7/1RXVzNw4EAqKyspKiqitraW2bNnM2PGjPoXXLkC27bB7t1gNoNIhGCx8GNpKfmJiczZt48jJ0/i7e1Nu3btOH/+PH5+fmg0Gtzc3OjatSsZGRl2Kciamhrq6urs5uRhYWEEnTzJ22o1ntHRAOj1erKzs8nLy6vX8L3urVpXV4fVYuFjmYyOgkBbZ2dcXFzqzcGtVmSjR8P16u2ioiI+/vhjiouLOXz4MAsXLqRjx440a9aMw4cPE3y9t/bX9O3b1x5wbpigOzg4cKB1a5qUlKAKCqK0rIzz587ZA6lIJCI8PJxrhYW8odUyVq2me7Nm+Pr8yk2lrIzTKhWDsrPp1KkTRUVFdmGJlStX1uv9lpSQkZHBd999R1ZWFmq1ms6dOxMbG2vf17zxr7u7+03ZbG5uLoMGDSIgIIAXX3yRDz/8kAkTJtwibpCUlMR7773He++9x65du+z9r7+mrq6OUaNGcfLkSfr3709xcTHBwcFERUURHR1NZGTkTcvlfzeffvop1dXVf6pqv4G/noag+g+nuLiYadOm8dFHH/3pDFOr1TJp0iRmzZp1V3tV/0u0Wi2HDx9m27ZtbNu2DalUSlFqKvL58+H8+fpKXnd3e5VrTU0NpVevIrNYcA8IwGnGDHZIpQwdNgxvb28iIyNJS0ujvLwcNzc3JBIJer0eJycnpk6dahcvyM7OZsiQIQytrKRHfj56Fxe7Dq1arcbT0xOTyURBYSFmkwkAs0LBIoOBZ0QiAhwc6NChA2KRCJFGAx06UPz882zatInt27fbDc7PnTvHiRMnOHToEIsXL+bEiRO3nIPNmzczbdo0NBoNjo6OJCQkMGrUKNwdHWk+aRIVQHVtbX1R0XWhCJsgIJPJcFKrOSMIfKvXMwVwdnGhRUzMf6p7rVYoL2d0WBgbtm1DJBLZ9+yHDx9ORETETcu1ZrOZ5cuXs2/fPiIiInjttddo1arV736HNTU1DBkyhNraWpYvX84HH3xAly5dePzxx2/az1yzZg0LFixg5syZHDx4kNmzZ6PT6eyZaE5ODqGhoRw+fBiNRsP3339PwPUisQeR2tpaJkyYwIIFC2jUqNHfPZ0GfoOGoNoAS5cuJTAwkKFDh/7psQ4dOsS2bdtYtmzZXRWj/B3k5ubyzpgxTM/MJNjbG7GXl7095gb5+fnU1tVhMpmIbtwYS3Exn1qt/NiqFXNff52RI0dy6tQpLBYLIpGI4OBgHnvsMbRaLV5eXkydOhUnJyd27tzJF198QciXX/KYxUKZWIyPry+RkZHo9Xp0Wq1d1rCishKxVMoXCgU+cjm9BQGNRoNMJsPZyQk34LJazfCSEruY+w2sVithYWGUlJQgkUgIDg5GIpEgk8mQSCTYbDbOnDmDu7s7xcXFKBQKJBIJCoWCgR068NbZsxhdXBCJRBQUFlJRXo7K0RGL2VxfsAVsEonoHBbGuCZNOH/+PFVVVTR96CF71TKlpex77jk+27eP3bt3U1NTg7e3N59//vlv7rlnZWXx9ttvc+jQIWJjY5k9ezbNmzf/ze/OYrEwZswYTp8+zZo1a9i+fTuurq688MIL9gBfXV3N8uXL7RZxFRUVDBkyhNjYWKKjo2natClyuRybzcawYcMoKChg7969f9jX+Xeya9cuTp8+/afcphr4a2kIqg2Ql5fHjBkzWLNmzV33E/43giAwd+5cYmNjH+jeVQAKC7GNGkVeZiYWR0fCwsJuqdxMv3ABi9lMQEAATk5OXLpwgRClEvWrr9Jjyxb2798P1Ou/CoJAQkICP/zwA9nZ2XTv3p2cnBwkEgm+vr60b9+eZ5RKvD//nGyTCZvVioNKRYC/P2q1GrVajaOjIzqdjlknT2KWSJjq60tIUBDp6emYTSYMRiP+cjkew4ejf/VVVqxYwf79+zEajSgUCiwWCxs3bmTAgAE899xzREdHYzKZMBqNmEwmli5ditFoJCgoiL179yIIAoIgIBaL+VdoKJ9UVVEpkVCl0WAxm1E6OCCVSBCJxRgNBooMBlYAb/n70yU2FvH14Hv50iVcXF2Jad4cmUYD27eDvz8Gg4GFCxeSlJREYmIimzZt+t1rLCMjgzfffJNffvmFdu3aMWfOnN9V7Jo5cyZbt24lOTmZEydOcPLkSdq0aWOvfI6IiECv17Nx40Y6d+5M8+bNefXVV2/5ni0WC4MHD6aqqoq9e/eiUqnu/br6C7FYLHbJyJiYmL97Og3choag2gAACxcupFmzZgwc+OdL8v9/6V3l5Zfh4EFsXl5czshAqVQSEhJit4TO1el48uefiXNw4K34eC5fvoyvry9KmYyyS5foZ7FwWavFyckJg8GAyWRCIpEQFxdHcXExUqmU0tJSLBaLXfxhTEQEb1RXU2CxUFFRgUgkwsfHh+joaHtgXp6dzdWyMia6u+Ph7FzfkiMWU1lRQYeOHSk6dYoFgoC5b18WLFhAaWkp7777LqdOncLR0ZFOnTqxdu1ahgwZQmVlJRqNhpqaGgoKCigrK8PDwwORSERpaSkymQy5XI5KpWJ43768duAA50tLkSkUtGjRApVKRV1dHdeys1EoFBxXKvmlpIR+lZVIpFLi4uJwd3PDaDRy9tw5arVaYgMCcD1xAq5nfGazmVOnTjF9+nTq6ur49NNP/7BX+Pz58yxYsIATJ06QkJDAa6+9dtOSpyAIlJaWkpaWxocffsg333xDdHQ0oaGhFBUVMWPGDLp27Wrfj92/fz9jx44lJCSEKVOm3FaH2GQy0a9fP6xWK3v27PnTN5h/FYcPHyYlJYWkpKQHuoXtn0pDUG0AqF9+mzdvHh999NFdNej/FikpKVy4cIE5c+Y8mL/4ZWXQpw94eoJEgtVq5dLlyzip1QQFByMCXjpzhuLyckLd3RkikeDh4UGNVkt5WRk+IhG6IUPYoFazdu1aamtr7XKETZo0wWazodVq7furZrOZ0NBQ3nnrLTovXozIbCa3vJzLGRmIAHcPD2JbtiQ5J4es2lpmBAaSlZGBq4sLEqmUyooKSktLUSsUeMjljA0K4kJuLnV1dSiVSry9ve3KSSqVCqPRyODBg/H29sbb2xu1Ws3LL7/MzJkzGTduHHl5efTq1QuVSsWAAQOYPHkyB3/4AdmTT9LMxYXw2FisNhv5eXlUaTQ0Cg7Gzd2dZ86dY4ifH13c3Tl54gQVlZV2IX+xSETBpUucKShgdtOmtI6Pp7S01N6nu2XLFj788EO2bt3K9OnTmThx4h9+TadPn+bNN9/k7NmzdOzYke7du1NUVERaWhpWq9XeI1paWsobb7zBmDFj6NmzJ0lJSTz99NN06dLFPtbRo0cZOXIkLi4ubNiw4bbLywaDgd69e6NUKtm1a9cDuYUhCALTp0+nb9++dyW92cD/hoag2oCdN954g9atW9O7d+8/PZbFYuG5555jxIgRd6S1+j9n3TpYuRJ8fe1PWSwWLl66hLubG5lKJbuvXEGl16OVSnnK2RmNRoNEIsHL2xux2UxdVRVdTCaq6upuGrpDhw72ferevXujVquZPn06RqORtWvX0q20lKGFhWiUSrQ6HVVVVQiCgFYk4j1Acv2BSITNZmOEkxPt1Gp0Oh3q2lr2ubjwnoMD/fr1QyKRkJKSgkajQRAEwsLCMBgMTJky5SYnoqFD6x1LvvjiC6A+e3zjjTd47LHHiI6O5rXXXuOzzz7j4yFD6HLoEJVyObk5Obi4uhIUGIhUKuWiVstrly+zITYWh+vKSgWFhaSdP/+frNVkIuff/6b5q69SW1uLu7s7Xl5eODs7c/jwYaRSKd9//z1Tp04lOjqatWvX3nYPUxAEcnJy7D2iBw8etFvNde7cmXnz5hEVFXXTDduZM2cYMWIEHTt2ZNasWcyfP58OHTrwxBNP2DPWM2fOMGDAAJycnDh06JBdEevX6HQ6evbsiZeXF1988cUf9tL+HaSnp7N06VI++OCD+3IT3MD9oyGoNmDn8uXLvPPOO3ZRiD/LxYsXWbhwIcnJyQ9e7+pjj0F5OfxXy4TZbOZUejorDAaGGo0cM5kos1oZIpWiUCgQbDa7f6afTMaq5s3ZkJ5OZWUlNpsNq9WKv78/jRo1oqamhsLCQiQSCSqVCkdHR9RqNWKtloXZ2Xg7OCD29EQA8nJzsVqtODk50aZtW2TXz39uXh4mo5Gg4GCunT9PeXExrwQFcbyoCEEQ8PT0RCqVUl5ejsFgsH+O5s2bEx4ezoIFCzh//jyzZ8/myJEjtyzH19TUMHLkSPLz89mwYQOOYjHS3r3RWa0ENm6M86/6l1deu4bRZmNaWNhNY1isVk6cOIGuooJGnp6EXrmCXiSiS5cunDt3DpVKRUREBOHh4cTHx9OuXTsCAwN55plnyM7O5sMPP6Rdu3ZkZWXZK3PT09Nxdna+Sa3Iy8uLn376ifnz53Pt2jWGDBnCK6+8clPvaH5+Po8++ije3t6sXbuW5cuXo1KpeOmll3BwqFcjunz5MomJiXh7e/PLL7/cNihpNBp69OhBWFgYmzZteiAD6/z584mMjPxdS70G/vc0BNUGbmL27NkkJCTQtWvX+zLeypUrEYvFPPvss/dlvPtG164gkcBt/qAmZ2VRkZNDy9paDgFVIhHDFQoUcjkyuRyRSIRMJsPVbObD0FA+ysgAQCaTYbFYePjhh3niiSfw9/cnICAAPz+/W/bnru3fj+mJJ1DKZPhFRGCz2UhNTUVXW4va0ZG2bdsik8mw2WycPn0ac2UlmEy8qlKR5e5O48aNKSgooLy8vD6DVaupqqqy78uqVCq8vb1xcnKiqKiId955h9Gjb9aEPXr0KAMGDEAul9O0aVMuXbpEZWUlWwYPpv+FC4j9/OrP0Z1gtVJ58SIvFhez0WIhISGBdu3asX//fk6ePEnTpk1JTk6ulzg8dozLly/j5+fHhQsXOHHiBEFBQXTu3PkmoQV399srBAmCwL59+3jrrbcoLCzk8ccfZ9q0afaeUp1Ox+DBg6mpqSElJYUdO3Zw6dIl5syZY7+puHbtGm3btiU8PJzDhw/fNmiWl5fTo0cPYmJiWLt27QMXWAsKCnj55ZdZtWrVnxZvaeD+8WBdJQ387QwbNoyUlBS7tdif5amnnuKXX365yQnlgeA37iWzamtJq61lkL8/IuqdYBRyOX6+vjRu3JgWMTG0iY+nVVwc4WFhLFq4kKKiIlJSUujbty/+/v4kJCQwdOhQOnToQGho6G0LXkISEwk9eBCxqyu5qanoS0r4V7t2uLu5odPp+PnnnzHo9Zz+6SfEZWWYbTZecXbmspMTZWVlNG7cmAkTJuDr60tMTAxWqxVBEBCJRLi6utKmTRsKCgq4fPkyBoOBXbt2ceHCBfv7b9y4kREjRuDh4YGDgwMnT56kurqakSNHMnDjRsSjR0NJCVzvmf1dTCYoKcF96lSW5Ofj4ODAvn37WL58OaWlpURFRdGxY0eGDx/O1q1bEQQBq9VKUVERrq6uPPTQQ3bhijZt2tChQ4ffDKhQX2ndrVs3Dhw4wNKlS/n++++Jj49n0aJF6PV61Go133zzDc2aNaNHjx507tyZHj168NJLL9nPQUhICEeOHOHKlSskJibazQ5+jaenJ7t37+bkyZNMnjz5j8/D/5iAgAA6dOjA559//ndPpYFfIXn9twQhG/hHcsOsWqlU3pcGc7lcjoeHB+vWraN79+4Pzt3+zp1QV3dLpvpjZSVHq6o4ZrWS7uxMiVJJic3GL9XVRBoMlJWWUlNTU1/pazIhHjQInbOzPVs0Go3Ex8ffkROOxMMD59Gj0fv4kHvwIOKCAhr7+6MwmTBVV1OanU2B0cgHYjHvOTmRVlNDZGQkRUVF+Pr6snjxYk6dOsWMGTNQKpWcPXsWk8mEWq3mlVde4eTJk2g0GqxWK2VlZezbt4/ExERef/11Vq9ezcKFC6moqOD48eN2I+2PP/4YlaMjtGlTvzR+6BBotSAW2wUx7NTVQUUFGI316k7jx+OgUtG+fXu+//57KioqqKqqsguBhISE8OOPP1JZWcnKlSt59tlnGTZsGKNHj6ZTp07s37+fd999lx9//BGj0Wi/dn7rmhGJRDRt2pTRo0fj6+vL2rVrWblyJRaLhVatWjFo0CCKi4uZNWsWAwcOJDExkUWLFuHk5ER4eDju7u507drVHpiHDRt2y7aHk5MTffr0YcGCBWRlZdGjR4+7uMj+epo0acKKFSvo0KHDA6X+9E+mIag2cBMikQh3d3c2bdpEr1697kvlbnBwMMeOHUOj0dgdWP52ysvh+PFb9lRDHRzo5e1tf9gAL0dH5jZvjrNSicFoxGqxgNmMQaulzebNzH/nHXbs2MHx48cpKipi6NChhISE3Nk8pFKc4+LwnDCBH2w2dhUVETJyJO9dvMgHNTW8B1xzcMAnKIjS0lI0Gg0BAQEoLRae9vNjgE5Ho1OnCMnKIsHLC6NKxZAJE1i4cCH5+fn4+fkxbdo0zpw5Q2ZmJu+//z56vZ4pU6awaNEiHBwcGDhwIBkZGcycOfM/frMiEcTEwKBB4OYGaWlQWQl6fX0w1enAwQHGjoXXX0cbHc2ZM2f49ttvOXToEFeuXAFAqVTanWW2b9/Os88+S2pqKm+99Raurq60bNkSsVhMUFAQ48aNw9fXl61bt1JWVkZ2djabNm0iNzcXQRDw8vK67V6/SCQiMjKSMWPG4OrqyocffsiqVauQSqU8//zzODs789JLL9GsWTMmTJjAqlWrKC0tpWXLlvj7+xMZGcknn3zC3r17GTp06C0GCy4uLvTs2ZN58+ZRUlLCI488cpcX21+HUqnEbDbz008/3eI128DfQ0NQbeAW/Pz82LdvH66urgQGBv7p8UQiERERESQlJT04d9QBAbBlC6hUN6koScViHCQS++OiTofeaiXxeluKj48PSgcHKCvjB3d3zrm5odVqqampoaKigvLycnJycigpKcHT0/OOXUwkUikRHTrg064dL65ezRenT1N6/Wdms5mIiAjMZjNudXVMEosZk5WF8+nTKIqKoLQUc1YWPsXFDBQEeioUyD09OVFZiUwmo6amhurqanuFcFlZmV2MfunSpfzrX//CwcGBUaNG3ZoVqlTQogWMGAFdutTvRffuTXXPnpxo146vi4v5NCWFzz77jKqqKoKCgujVqxePP/44Wq3WLv338ccfs2TJEmJjY3nllVcICgpi7ty5/PTTT3Tr1s2+RB4bG0u/fv34/PPPKSoqYu7cuTg4OHDw4EHWrFlDeno6BoMBd3d3e+HRDUQikd1BSKFQsGLFCtasWUOHDh0YNmwYr776Kjabjblz57Jnzx5++ukn4uPjiY6ORiKRcODAAbZv386gQYP+s2RvM4NJg7sjJD7SmTmvz6dGq6Njx473dNn9FdxYYYiOjr5tNXMD/1saCpUauC1Hjx4lJSWFJUuW3Lc+023btpGWlsbcuXMfjN7VKVMgNRX+H3tnHlZj+sbxbwshIsquc1pOi6R+RBhTSBgT2ZJsZYksURFF9pRQKUVEknWyZIRsMxmMyVKWQmmhUtq1b2e5f380nekoVGIG7+e6zuW63uVZ3o7zfe/nuRd5+cbdx+cDOTmIXb8eoxYuRE5ODsTFxUFE6NChA2xtbXHr1i08f/4cbdq0gY6ODgwNDTFu3LiPJsPg8/mYNm0afv/9dxQXF4PP5wv3tycrKWFVRgZa8vkQl5dHpy5dhLlq4+LiUFFRATabDcmyMuS+eoXu8+ejcNkyaA8YgDdv3gj7EBcXR8+ePdGlSxesX78exsbGH51yTk6O0DM3NjYWBQUFwsTzmpqaUFJS+qDHeElJCfT19fHkyRMMGzYMly5dQlFREaysrBAXF4cdO3aIjIPH42HFihUICwvDhg0bYGFhgdLSUkRHRyMyMhLR0dHo1q0b9PT0oKenBxaLVW+WpICAAGHlpKlTp+LAgQMYPHgw/P39ERgYiCdPnmDdunWQk5PDypUrERkZCQC4GOIHubKbwOvQ6gLgYuIACVBcAbgefwnWEBtY267/6HP7Uly9ehURERFwdXX9b/zf+o5hRJWhXogIS5cuxbx589CvX79maZPH48HW1hZmZmb/jTf9pCTAwqJ6r7Ch1rNAAGRmVltuK1fi1atXwryxmZmZkJWVxYYNGzB//ny0bNkSN27cQHh4OCIjI/Hy5Ut069YNAwYMwOjRozF69Og6TkyXL1/G2rVrISEhgaqqKqSkpEBaWhraEhJY//o1WnfoAH6bNpCXk0NuXh60+/aFmJgYoh8+BI/Hw//+9z88e/oUrF69IFNRgSedO8Pg9m2UlJUJ0xHKyMjAwMAAgwcPRkBAAJSUlODm5ib8OxMRMjMzhTGisbGxqKysFIponz59wGKxmrQ/vnfvXqxYsQItWrTA0aNHMW7cOAQEBMDNzQ0jR46Ej4+PyDM5f/48Vq5ciUGDBsHf31+YPpDH4+Hp06e4e/cu7t69CzExMaHA9u7dW0TgKysr4efnh4CAALRt2xaFhYVQUlLC6dOncfPmTZw4cQKrVq1C165dsdZhMcax7kFJJgcqqqqQku4CiNfad+eXo6QgA0lJyaiSG4kBFqcBiX8/8xKfz8eyZctgYWGBgQMH/tvD+a5hRJXhvdy8eRMXLlyAu7t7s739xsXFwc3N7b8Tu/rgAbB8ebUjTocOH76WxwOyswEjI8DFBfj7h/vevXtYvHgxpKSkMG3aNJw4cQLZ2dkYN24c7OzshKXXSkpKcPHiRVy/fh0PHjxAXl4eVFRUMHjwYBgbG0NPTw/Lli3Dn3/+KawTmp6ejuhbt7Dq9m28eP4cmWVlUFNVRWZWFlpISqJXr15oJyODu5GR6CQnB6m/E8T36tULiQkJkMrPR6CcHH6Tk4O5uTm4XC78/f2RmpqK+fPnY+PGjXBzc0NISAhUVFQwZMgQpKenAwD69OkjjBHt2bNns30H3rVaw8PDkZGRgblz5yI3Nxd79uwR2R/MyMiApaUlsrOzceDAAejq6oq0V5MoIjIyEvfu3UNmZib69+8PPT099OvXTyjEFRUV8PT0RGBgIN6+fQs5OTlEREQgNzcX27dvx9zpP6Mfzx95r5+iqEoKhYVFGDBgAKTb1P2e5ubmICP5IVp3GwiO+WVA8t//Lt+/fx+BgYHw9fWFRENDoRiaHUZUGd6LQCCAtbW1MPtNc7Fnzx4AaFCaui/C8+eAg0O1YEpIVJd+q22FlZUBRUXVx2bOBBYvrhO/eeHCBRQWFgrr0t68eRPe3t64f/8+dHV1sWzZsjop5V6/fo3z588jIiICjx8/Bo/Hw9u3b9GpUye0atUKzs7OMDMzg1hYGODiAurcGS8SEpCeno6uXbqgsqoK1KoVzgsEuJGWBnlpaYxu0QKmGhpISEgAj8uFnLQ0erLZ2qB3FAAAIABJREFUaHX9Oniorkh08uRJ5ObmQiAQoLKyEiwWCxwOBwkJCUhLS4OJiQl27Njx2Qty17Zajx07hrFjx2L79u3w9/eHmZkZtm7dKrQ4BQIBXFxcEBgYiCVLlmDFihXvtZRzc3Nx//593L17F0+fPoWGhgYGDRqEgQMHQk5ODqWlpdi2bRu8vb0hEAjg5+eHUcOH4E3oGHTvSOBLdEBhYREEAgFycrKhq6uLdm3rxoFmZ2fhzcvHaKMwHByzC4D4v5vSkIjg7OyMH3/8EWPGjPlXx/I9w4gqwwe5du0abt68iS1btjRbm6WlpVi8eDGcnJygrq7ebO1+Enx+tdV6/Djw11/VAiomVr3cKytbLaZjx1YLbiN4/fo1PD09ERYWBjk5OVhaWmLOnDl1svgIBAKcPn0a9vb2qKioQHFxMQDgx6FDEUKE9jweJP4WuZSUFCQmJqJNmzY4Vl6ODh07Qr+gAEVt2uBQRQXmAujRsiWUVVQgJycHsawslLq6wtTTE1FRUZCQkAARgcPhwNDQEKGhoQAABwcHaGhoYO3atUhMTISVlRXs7e0/a/7bkpJqp5+YmBgMHz4c4eHheP78OaysrCAmJoYDBw6IhCfdvn0b1tbWUFRUxOHDh98bz/rbb7/hypUr2LRpE6Kjo3H37l08ePBAWGB+4MCB6NSpE8aOHYt79+5h7fSeWGHcEhlvSZjDuXXrNigvL0dGRjr69euHDu3rrmS8efMGua9jUKS8Hj9MWvt5HlIjSExMxJYtW7Bv377/bEGAbx1GVBk+CI/Hw4IFC7B69epmLTx+69Yt/PLLL9i1a9d/L2l5URFQWAhwuYC0tDDp/qdQUVGBwMBABAUFoaCgACYmJrCzs0P37t2F1xw9ehTu7u6QlpaGiooKZGRkwC4vh/mVK8gigrS0NGTat0f7v+Nio2NisJXLxVo5ObQqLUXrVq1wpLgYCrKyWKGj809oSG4uinv3htmbN8jMzARQXay9rKwMSUlJaNmyJQICAuDt7Y0OHTpg3bp1AIANGzagoqICq1atwvTp0z9rjHFtq/X48eMYPXo0nJyccOrUKSxevBgrV64U9l9YWIj58+cjNjYWPj4+MDIyqtNejahu375deIzP5+PZs2fCfVg+nw89PT2kvkqGocROSEiIo027TpCRaY/y8nIIBHywWCy8fVuAlJQU6OjooFM9Ip6dkYAbD15D9qfQesdSH4WFhdi/fz9iY2NRUVEBFouFefPmNcv/sZ07d6JHjx4wNzf/5LYYGg8jqgwf5dKlS4iKihL+2DYHRIRNmzahT58+mDJlSrO1+zVw/fp1+Pr6Ijo6GoMGDcLy5cvxww8/CMu0KSgo/POiEREBODmB36kTSoqLUVhUhKLCQlRWVSELwNY3b+BEBDFxcbRr2xavunfHK4EA61VV/+mwvBxo2xZVISG4dOkSvL29kZGRgfLycsTHxwtDU6qqquDh4YGDBw9CWVkZmzdvRkxMDDw9PdGxY0e4uLh81qoo9VmtkZGRWLx4MTp37ozAwEDh/jRQvY2wY8cOTJ06FW5ubiKiX5+o1oaIkJaWhsjISGQ/PQND2UtIyapAy5ZS4PP5kJZuAzExcYiLV4fpZGVlISkpCVpaWugs3/ndxpCT/hSTPbnY6n2iQU54mZmZiIyMhL6+Pjp06ICrV68iODgYgYGBn2xhZmdnw9bWFn5+fpCVlf2kthgaDyOqDB+lqqoKVlZW2LBhA5TeSab+KWRlZcHOzg6enp7oWqtazPdCSkoKPDw8cPHiRXTt2hVz586FhYWFqOUeHg5s3Ai8E4rD5XJxLzMT7klJsCopQYsWLTBgwADc5/HwR14e3DQ0/rm4shIQE4NOVhaSk5PRpk0bSElJoaysDNOmTUOLFi0gISEh/PD5fNy6dQvPnj1Dz549MXLkSDx79gxRUVHo3r07TExMoKCgILxeUlJS5P6GHBcXF69zvub4sWPH4OLiAklJSezfvx/Dhg2Do6Mjbt68CUdHR8yfPx/i4uIQExNDbGwsZs6cicLCQmH9V319fXA4HFy5cgXq6uq4evUqpKWlsXjxYvTv3x9A9YvNmTNnkJubi/b8ZEzQKYIWuzXi4uKRkgucvS+ALluAvxKAli0l4TynH96+zYf/r0mQlJLBdCNFTB1evcrwIq0E+889w4NUaUTF5WDJkiXC8TeGqVOnwtXVFSoqKk36PtUmMDAQ5eXlWLJkySe3xdA4GFFlaBChoaF48eIFVq9e3aztnjlzBk+ePMHGjRu/2/i6iooK+Pv748iRIygpKcGkSZNgZ2dXHdP6xx/A6tX1xtIml5bC4flznO7fH/n5+Xjz5g2ul5YiU0oKbtra/zzPsjJARgbPXV2xd+9e3Lx5E2JiYuByufj111/B5/NFPjweDwKBAFlZWdi3bx/u378PHR0dTJkyBaGhobh//z60tLQwc+ZMSEtLQyAQCAuxv9tGQ4/XPs/n81FRUYGwsDC8ffsWXbp0gb6+Pl6/fo0nT56gXbt20NLSQuvWrSEuLo7Hjx8Ll7P/97//QV5eHpWVlXj27Bm0tLTAZrORlpaGhIQEGBsbQ1JSUhj+1KFDByhXnkLwpQQ4mHZHj44S+OPBSxy6wcNP/aXRr1c5HiTx8MdzMfz0ozomD2mFyKhnOHqnFQ45DUSXjlJITC8FvywbKkMXYcsvOfDy8sLGjRthZ2fX4O9AcnIyVq5cWV0pqBm84ktKSmBtbQ03Nzf06tXrk9tjaDiMqDI0iIqKCsyfPx/btm1Dz55yAGIAFAEQAGgHQPPvfxsHj8eDnZ0dTE1Noa+v36xj/hoJDw+Hr68vYmNjMWTIEDiZmaGvq2u1pfrOS0cFnw/z6Gj4aWmhe6tWIACuT59CvKQEP7VqhW7dukFeTg7iubmAoSHg6goASEhIgI+PD54/f47r169/dEyJiYlYs2YN7t27h8mTJ2PWrFlwcXFBVFQUzM3N4ezsLAxbaW727NmDlStXCvdaBw8ejIULF+Lx48dwdXWFqqoqtm7din379uHMmTPYsmULfvjhB4wZMwbh4eFwdXUFj8cTpmbcunUrpKWlRQScleuJvcdvQ43VHmN0ZRHzshibDr/AusktoKKsjNz8Iizzz8ChtUOhptAW2TnZWLQzCjNHsTDR8O+0m+VvAJX5AMcaM2bMwJUrV3Dr1i1o1F4xeA9lZWVYtWoVDAwMYGpq2mzP7ty5c4iJiWnWbRuGj8OIKkODCQvbC2npaxgxIhdAFQACUPNDLwZgHABTAJxGtRsfHw9XV1f4+fn9N1IY/gdISkrCzp07cfnyZewtK8P/OnRAZw6njjW/PTERYmJisGGz8bKsDBtfvMCO3r0h+3cVmNLiYii0bo02R46g9eDBwvuICMXFxfUWCH8fDx48gLOzMxITE2FpaYkff/wRmzZtQnp6OpYuXYolS5Z8FmemoqIiGBgYICYmBiNGjMClS5dw9OhRbNmyBWpqalBSUoKvry8AIDU1FbNnz0ZGRgaGDh2KwMBAYTvjxo3D/v370a1bN0RFReHEiRNIT08HFcSisjAdk4ezMNOoJ2KSi+ARkgz7n8WRl5cHbe1+sNgRj4MO2ugsKwUAsNkVDbZMHkwMlNBapjsOnn+GhFIVVEp2BZ/PR0ZGBgoKCnDhwgUoKyu/d25VVVXYsGEDunfvDhsbm2Z9blwuF9bW1rCzs2vWkDiGD/MfKRnC8N+GABzE2LEHwGL9gYoKcQDyADr//a88gPYAzgGYDsAFQN1SWu9DTU0NgwYNwuHDh5t95F8rysrK2Lt3L2JiYlBoYoKctDTcuHEDcfHxqOJyhdctYrNRKRBg5sOH2J6UhMVsNhRat0a7tm2hyuFAo1cv5LduDdb48ejatSt0dHSgq6sLXV1d/P77740ak66ubrXI792L8PBwLFq0CKamptiyZQsOHTqEAQMGCMNzmhMZGRk8fPgQPj4+uH37Njp16gR5eXlERESgqKgIx44dQ0REBIDq4g2///47+vXrhzNnzghjomvD5XLh6uqKiRMn4siRIzh5eC/6c9rUqQbYV6svevToiQdR91FZKVoCr3WrVlBV5SA1NQVbDkWjp5wU9u/zR0hICGbPni2MFTUxMUFqamq98+JyuXBxcUGnTp0+S2m5Fi1awMLCAoGBgWBspy8HI6oMH4EAeADYAwkJeUhJKeDNm7x6rmsBoAuqBTYUwGo0Rlhnz56Ne/fu4fnz580w5m+Htm3bwszXF5qGhtDu2ROFBQW4efMmHj58iMKiIrSTlIQzh4PTuro4pKMDg9oJ1Xk8tOJywdmxAx6enqiqqkJcXBxev34tLFHXFIyMjHDr1i1s2LAB+/fvh7u7O1atWgVLS0usXr0aI0aMwN27d5vpCfzD4sWLkZmZCSUlJZiYmGD+/Pm4fv06NDU1YWpqiuXLl6OsrAzx8fGwsrLC6NGjsXv3bpiamqKoqEjYDo/HA5fLRfv27SEhIYGolBZ4mFwFCOrWjlXlcKCmpobi4iKkpb8WOddWui0GDBiA4qIiZLzloZWcBl6/fo3w8HAAgJeXF4YOHYrx48cLQ5lqj8HNzQ0tW7aEnZ3dZ/MnqPFEvnXr1mdpn6EujKgyfIRTAE6gWjBboEuXrsjPz0fVe4tXSwDoBuAGAJ8G9yItLQ0rKyv4+vrWWzD6u6ZlS4jt2YOO3bpBj8PBID09iIuL4/79+/jrr7+QnpFR1xKpSak4ezYwejRmzZoFV1dXcDgcCAQCpKWlwcrKCjdu3GjSkMTFxWFmZoaoqCjMmTMHmzZtQkhICHbt2gU9PT1MmzYNpqamSEpK+vT516LGavX29sbt27fRpUsXLF68GNOnT8fx48fRq1cvHD9+HEB1/dbbt2+jsrISQ4YMQX5+PgCgdevWWPh3eTxzc3P8cetP6A0ZDvBK6+2zZ/eekJGRwatXr/A8Lk7kXDvptrA3ZePI7wVQVlaGj4+PSEjNnj17oK2tDWNjY+Tl/fMyGhcXh/v37+Phw4fCZ2VqaoqnT5826/MSExPDnDlzEBwcDG6tFQ6Gzwezp8rwASoBjALQEkB17Ny8eY8xZUpr9O7dCiyWwgfu5QPIA3ARQMPKnxERNm/eDA0NDUydOvWTRv5N8upVdYrEnBygXTvwpKTw8tUrZKSng4jQvXt3KCoooEVRUXUmqPnzgQULhA5OfD4ftra2+OOPP3Dw4EGcOXMGp0+fRo8ePbB8+XJMmDChyXuiFRUVcHd3R3BwMNTU1GBvby9clq0p8t3hY7mVG8m7e60XLlzAxo0bcfz4cVhZWcHJyUlYPcjDwwO+vr6YM2cO1q1bV3ee3BIgcg5QlgZI1V+1qLikGFFRUZCRaV9dBxYAKjMBuSF43cUe48ZPhKamJoKDg0XaFwgEmDZtGtLS0nDlypVG7WM3F5s3b4a2tjZMTEy+eN/fG4yoMnyAawDWotpKrWbevMewtu4JcfEU9O2rVaegsyiZABYDmNPgHmsC1z08PNCtW7cmjvsbpqgIuHQJOHKkWlx5PJCEBAry85Gdk4Oyykq8VlODxsaNUJk0qc7thYWFuHnzJsaNGweg2vPU29sbR44cQZs2bbBo0SLMmTOnyeJaUFCATZs2ITQ0FIMGDYKlpSX8/Pzw7NkzWFhYwNHRsU6Kxk/F19cXq1atEnoId+zYEYsWLULHjh1x8OBBKCoqAqh2tJo/fz46d+6MoKAgkWxWAICKbODufKA8s1pYxeo+g8qqSty//wCSEuLQ1eoFyU7/A3R3A5LSyM7OhrGxMXr06IGQkBCR/xsCgQATJ05Efn4+wsPDv7hDXlpaGpycnODv7884A35mGFFl+ACzALwCUG1heHom48aNPLRoIYby8jKYmMjixx/ZOHQoDWlpFWjdWhwzZ/aEoWGNZVqOaq/gcAAND4QPDQ1FdHQ0Nm/e/N3Grn4UgaA6V3FcHPD2LdCqFdClC57LyWH7wYOIiIgAh8OBtbU1Jk6c+FGRrKk9un//fnC5XFhaWmLp0qVNzu6TkZGBtWvXIiIiAmPGjIGhoSF27dqFgoIC2Nvbf5Jw18e7VuvZs2excuVKXL16FatXr8bChQsBVL9EWFtbIzIyEjt37sT48eNFG6oqAJ6sB3L/AiAGtJStU/pNUPkWiUnJ+C2uDX52iIAC+5/sVQUFBRg3bhzatm2LrVu3ws3NTXhOIBDgzz//hEAgQGpq6hfPzevr6wtpaWnMmdPwl1yGJkAMDPXCJaJ+RPQzERkLP3Pn9qKHD3+kigojunatC02e3IX++GMwcbljqahoDCUlDRe5nmggEaU3rmcul2xsbOjGjRvNOqPvibdv39KmTZtIU1OTtLS0yNXVlYqLiz96H5/Pp5MnT9KQIUOIw+GQs7MzFRQUNHkcz549o4kTJxKbzSYHBwfav38/9enTh/T09OjSpUtNbvd97N69m1q1akUyMjJ04cIFunjxIqmrq9P48eMpKytLeF1QUBApKiqSjY0Ncbncug2VvCJ67kV0dShR+ACiy3rV/143JEo8SPzSTLK2tiY1NTW6f/++yK3FxcVkaGhIw4YNq/PMy8vLafjw4TRmzBiqqqpq9vl/iLy8PDI3Nxd5DgzNDyOqDO+hkIgGkKhA/iOqRMbk6dmVliyRoexsPaqoMKpzbfVnEBG9aHTvcXFxNGvWLCoqKmqe6Xyn1Ijk8OHDic1m0/z58ykuLq5B94aHh9OoUaOIzWaTjY0Npac37uWoNnfu3CFDQ0NSUVGhrVu3kouLCykrK9OYMWPo4cOHTW63PgoLC0lbW5skJCTIyMiIcnJyyMzMjDgcDp06dUp4XUJCAg0ZMoQGDx5ML1685zvK5xJV5BGVZRBVFhAJ+CKn3dzcSFFRkX799VeR4+Xl5fTzzz/TkCFDKC8vT+RccXExDR06lExMTIjPF23vc3P06FHy8PD4on1+bzCiyvAeyoioP31IVHfv1iBPTzYlJGhQVFQPevRIgZKT+1Be3hCqqhrz9z16RPSySSPYu3cv+fj4NMtsGIiio6Np1qxZpKCgQGPGjKFff/21QT/qd+/epYkTJ5KCggJZWFhQfHx8k8cQFhZGenp6pKmpST4+PrRs2TJisVg0a9YsSktLa3K79VHbar148SIdOXKElJWVafbs2UILksvl0vLly0lRUZECAwOb1M/Ro0eJzWaTn5+fyHEul0umpqbUv39/ysjIEDlXUFBAgwYNoqlTp35RYS0rK6NZs2ZRYmLiF+vze4MRVYb3ICCiIUQ0it4nqiEh/cjFRY2IjEkgMKbS0hH05o0uxcer0oMH3Sg2lkXZ2WyKjr5B5eXljR5BSUkJWVhYUGxsbHNO7LsnNzeXnJ2dSV1dnXR0dGj79u0NWhqOi4uj2bNnk4KCAk2aNKnOsmdD4fP5FBQURFpaWqSrq0v79u2jadOmEYvFInt7+waNpaHUtlpHjRpFKSkpNGbMGNLU1KTffvtNeN358+eJw+HQjBkzqLS0tNH93Lhxg1RUVGjVqlUiIsnn88nS0pK0tLTo1atXIvfk5uZS//79afbs2V9UWC9dukRr1qwhgUDwxfr8nmBEleED7KB3l4BXrFCi8PCBRGRM2dlGNGVKN7p1awjxeD+L7Kny+T9Taak2xcePptWrV9OUKVPI0dGRTpw4Qc+ePat/H6se/vzzT1q0aFGDr2doOHw+n4KDg0lfX58UFRVp0aJFDbJg0tPTaenSpcRms2nUqFF09erVJvXP4/HIw8ODOBwODRs2jAICAmjUqFGkoqJCO3fuJB6P16R266PGam3fvj2FhYXRrl27iM1m07Jly6iyspKIiDIyMmjUqFGkra3dpBeGuLg40tLSInNzc5HvK5/Pp6VLl5KGhkadpfc3b96QtrY2LVy48NMm2Ah4PB5ZW1vTgwcPvlif3xOMqDJ8gGQi0qXazkqRkT+QpWVPMjPrTmfP9qfYWAOyt1ciU9NuZGnZk65fH0T/iLAuEUUSUfUe04MHD+jgwYNkY2NDU6dOpU2bNtG5c+fo1atX731rFggEtGnTJvrll1++xIS/W+7du0fTpk0jBQUFGjt2bIOciN6+fUtr1qwhFRUV+uGHH+iXX35pksVVWlpKzs7OpKioSOPHj6fdu3eTrq4u9e3bl06ePNmU6dTLu1ZrbGwsDR06lPr3709RUVFEVC2AmzdvJhaLRdu3b2/0fLKysmjo0KE0YsQIevv2rci5VatWEYfDqbOHnJKSQpqammRra/tpE2wEkZGRtGTJki++p/s9wITUMHyEBQCeoDr9YGMoQHU+4F9RnWVJlMLCQsTExODRo0d4/PgxKioqoK2tLfx0rlU/lIld/XJkZ2fDy8sLZ8+eRbt27TBz5kxYW1t/MPyjoqICu3fvRlBQEFq1aoUFCxbAysqq0SEz+fn5WL9+PS5cuIAffvgBffr0QXBwMOTl5eHi4tJsVYx8fX3h4OAAKSkpHD16FHfv3sWRI0dEEkPcvn0b1tbWYLPZCAoKgpxcwxKYANXPw9zcHKmpqThz5gzYbLbwnIuLC4KCgnD06FEMGjRIeDwpKQnGxsaYOHEiXP+uJvQ5ISI4OTnB0NAQRkZGn72/74p/WdQZ/vNkEJEhVe+v1ufdW9/HgIgGE9HzBveSmZlJV65cIXd3d5oxYwZZWVmRr68v3b59m4qKiujs2bO0du1aZh/oC8HlcunAgQM0ZMgQUlJSIhsbmzp7gu/C5/Np//791K9fP9LQ0CA3N7cm7aWnpKTQjBkziMVi0YIFC2jFihXEZrNpwoQJDfZc/hjvWq137tyhfv36kb6+vnAJvLCwkExNTUldXb3RS9w1S76qqqp09+5dkXNeXl6kqKhI169fFzn+9OlT4nA4tGXLlk+bXAOJj48nCwuLJv2NGN4PI6oMDSCRiIyoen+1xqu3vs9Yqo5LHUpETd+vEQgElJycTKGhobRhwwYyNTWlZcuW0ciRI2nfvn1UUVHxadNhaBS3b98mU1NT6tWrF5mYmNQRg3fh8/l06tQpGjp0KKmoqJCTk1OdpdCGEBMTQ+PHjydFRUWys7OjOXPmEIvFovnz5zdbrGXtvdZz584J94p9fX2F1/j5+RGbza7jhNQQtm/fTmw2m86ePStyPCAggNhsNp0/f17k+MOHD0lZWZl27tzZ9Ek1And392ZdYmdgRJWhwWQRkTNVh8joUrU1avT3Z9jfxwYQ0XIiSmrWnrlcLj19+pQ8PDyod+/eNGHCBHJycqKTJ09SXFxcszq0MLyf9PR0WrlyJXE4HBowYAD5+fl91Mq5fv06jRkzhlgsFi1atKhJYTM3b96kYcOGEYfDodWrV5OJiQmx2WxydnZuFivrXav10qVLpKGhQWPHjqU3b94QEVFsbCzp6uqSgYHBRy32dzl58iSx2ew64WE1x98VtcjISFJSUqoTovM5ePPmDZmbm39Sgg8GURhRZWgk+UR0lIjMiWg0VYfcTCEif6peKv687Nu3j3bs2EH379+ngIAAWrp0KZmZmdHmzZvp/PnzlJKSwiwRf2YqKyvJ39+fBg0aRCoqKmRnZ/dRsXzw4AFNmTKFFBQUaNasWfTs2bNG93v27FnS1dUlLS0tcnJyIn19fVJXVyc/P79mcbipbbWePn2aZsyYQSoqKkLRKy8vpwULFpCSklKjrbtbt26RiooK2dvbi4z1119/JTabTQcOHBC5/o8//iA2m02HDh365Hl9jICAANqzZ89n7+d7gRFVhq+K0tJSsrCwoJiYGOGxgoIC+uOPP8jb25vmzp1Ls2bNop07d9L169cpJyfnXxztt09ERARNnDiRevXqRZMmTaI//vjjg9cnJCSQpaUlKSgo0IQJEygyMrJR/fH5fDpw4ABpamqSnp4erVq1irS1tal///51sho1hcLCQurbty9JSEjQ6NGj6ejRo6SiokLTp0+nwsJCIiIKCQkhZWVlmj9/fqMs5RcvXlDfvn3J1NRUGMZDVG3NKyoq0q5du0Suv3z5cr2WbHNTVFRE06dPp9evX3/Wfr4XGFFl+Or4888/ydraut7cqQKBgDIyMig8PJy2bdtG5ubmtHDhQtqzZw/9+eefTNrDz0RKSgrZ2tqSsrIyDRo0iPz9/UWE410yMjJo+fLlxGazaeTIkY3OA8zlcsnd3Z1UVFRo+PDhtGzZMuJwOGRoaEj37t371OmQj4+P0Go9fvw4/fzzz6ShoSF0WEpJSSEDAwPq37+/yAvex8jJySF9fX0aNmyYyD7znTt3SFlZmVxcXESur7FkQ0NDP3lOH+L06dO0devWz9rH9wIjqgxfHQKBgLZs2UInTpz4+wifqh2jThPRYSL6hYhuEFEFCQQCSkpKorNnzwqdnmxtbSkoKIgePnz4wR9+hsZTXl5OPj4+NGDAAOJwOOTg4FAnRV9tCgsLad26dcThcGjIkCF07NixRi3lFhcX06pVq4jNZpOxsTHNnTuXWCwWmZmZ0cuXLz9pLu9ard7e3sRms2nx4sVUXl5OfD6fHB0d6zg2fYzy8nKaNGkS6ejoiCTbePjwoXDfuDY1e6/h4eGfNJ8PUVlZSXPmzKGnT59+tj6+FxhRZfgqyc7Oprlzp1Bu7l6qTk4xgKpzFf+PqqvrDCQifSLypdpVcrhcLsXExNDRo0fJwcGBpkyZQmvWrKFffvmFcXpqZq5evUrjx4+nXr16kampKd25c+e915aXl5OHhwdpamqStrY2+fn5NSqLVlZWFi1cuJBYLBaZmprSlClTiMVikY2NTZM8j2tT22o9cOAA6evrU79+/YQW8bVr10hdXZ0mT57cYIcfPp8vtK7/+usv4fG4uDjS0NCok5ghKCiI2Gw2RUREfNJcPsTvv/9OK1asYHwSPhFGVBm+UuIpK0uHUlO7kUAwjOoP8akJAxpERNfqbaW0tJTu3btHAQEBtGTJEjIzM6MtW7bQ+fPnKTU1lfmBaQbabxVXAAAgAElEQVSSk5NpyZIlpKioSEOHDqXAwMD3Ciafz6eDBw+Srq4uqaurk4uLS6Ny8SYmJgrzCM+YMYOMjIxISUmJtm7d+kmrEgUFBUKrddSoUbRu3TpisVjk7OxMfD6fcnNzady4cdS7d2+6detWg9v18PAgNpstUj3n1atXpKWlRZaWliLCumfPHlJSUmr0PnRDEQgEtGzZMrp9+/Znaf97gRFVhq+QeCIaSgLBDxQTo0g5ObVTI9b3MaRqK/biR1vOz8+nGzdukLe3N82ZM4dmz55NHh4ejNNTM1BWVkaenp7Ur18/UlNTIycnp/fGm/L5fDp79iwZGBiQkpISOTg4NOr5R0dH008//URKSko0c+ZMGjhwIGlqalJQUNAneQrXtlp9fX2pf//+NHToUGFSip07dxKLxaKNGzc2uJ9Tp04Rm80WKcmWkZFB/fv3J1NTU5EXEA8PD1JWVm72cnk1PHr0iKysrJhc258AI6oMXxkFVG2B/kBExlRSMpyio3tQVdUYysoyImPjzsTjiRZWr/6MpOol4YbvGdV2enJzcxNxerpz506zVlP5nuDz+XTp0iUaO3YsKSgokLm5+QcT2N+4cYPGjh1LLBaLFi5cSCkpKQ3u6/r16zR06FBSVVWl6dOnU+/evWnw4MFNLgJAVJ3zuLbVWpMwwsvLi/h8Pj148IB0dHTIyMiowTVo79y5QxwOh2xtbYVinJeXR4MHDyZjY2ORhCdbtmwhDofz2ao3bdiwoU5SCoaGw4gqw1fGCapONPFPKbqLFzmUlKT5EVGtqe26osk9CwQCSkxMpDNnztC6detoypQpZGdnR0FBQfTo0SPG6akJvHjxghYuXEhsNpsMDAzoyJEj77XwHj58SGZmZkIhboyohISEUL9+/YQhLUpKSjR27NhGee6+S22r1d3dnTQ1NWnMmDGUnp5OpaWlNHv2bOJwOHTu3LkGtZeYmEja2to0efJkYahOcXExGRgYkKGhocgy+Jo1a0hdXf2z1EV9+fIlzZgxg0pKSpq97e8BJqE+w1eEAIAxgAoA0gCAefMeY/FiBUhIpKBdu56wtU3GuXMDICEhVs/9fAC5AC4A6FzP+cbB5XIRFxeHx48f4/Hjx3j16hXU1NSgra0NHR0dKCsrNzqp/PdKSUkJ9uzZg+PHj6OqqgpTpkyBra0tOnbsWOfa5ORkuLm54dq1a9DW1saqVavwww8/fLQPgUCAffv2Yffu3WjXrh26du2Kx48fw8DAAG5ubujevXujx11QUAB9fX08e/YMw4cPR5cuXRAZGYmNGzdi5syZOHz4MDZt2gRjY2N4enpCUlLyo+1NmDABRITQ0FB07NgRFRUVmDBhAkpLSxEWFoYOHToAAFasWIHLly8jPDwcCgoKjR77h/D29kaHDh1gYWHRrO1+DzCiyvAVcR/AEgBdAACensm4cSMPLVqIgcfjwsBADL//Lo6lS9k4cSIDRISJE7ti4sTalW0yASwCMLfZR1dWVobY2Fhh5Z28vDxoaWlBR0cH2tra6NGjB8TE6hN7hhoEAgHOnz8Pf39/xMXFwcDAAHZ2dtDR0alzbXZ2Ntzd3XHu3DmwWCzY29vD2Nj4o31UVlZix44dOHToEHr06AEpKSkkJCTAzMwM69atQ9u2bRs97t27d2PVqlWQkpLC0qVLERISgn79+sHf3x+5ubmwsLCAQCBAUFAQ1NTUPthWVVUVZs6ciRcvXuD06dNQUVFBVVUVzMzMkJGRgbCwMGEVp0WLFuHOnTu4fPlys1ZwysvLg42NDXx8fBpVoYcBTJUahq+JEKoOl/lnSXfu3F708OGPRGRMd+4o08iRMrR9uwaVl/9EL1+OoOnTuwvPV39+oOr8xJ+fvLw8ioiIIC8vL7K0tCQLCwvy9PSk33//nfLy8r7IGL5mnj59SvPmzSMWi0UjRoygkydP1rs0XFxcTBs3biRVVVXS09Oj4ODgBjkJFRYWkr29vbD9wYMHE4fDIU9PzyY5M719+5a0tLRIQkKCDA0NydjYmNTV1enixYvE5XLJ1ta23pSE9cHn88ne3p5UVFSE3sR8Pp+mT59OOjo6wrSQfD6fLCwsqF+/fs3uSBccHExeXl7N2ub3ACOqDF8RB+hDopqWZkCDB0vSjRuKlJ7ejwoL9enAAS3y9tasdY8+Ec354iMXCASUnp5OFy9eJFdXV5o2bRotWrSI/P396a+//mL2rz5AYWEhubi4UJ8+fUhTU5O2bNlSb+xpZWUleXt7k5aWFmlpaZGPj0+D9rnT09OFSSMMDQ1JS0uLdHR0KCQkpEnjrb3XamNjQ4qKirRw4UIqLy+nsLAw4nA4NGPGjAY5uu3atYvYbDb98ssvRFQtolZWVqSpqSncT+Xz+WRmZkZ6enqfHJNbm9LSUpo5cyYlJyc3W5vfA8zyL8NXxAkAOwD0EB6ZN+8xbGzY0NFpj+zsSsyZ8xABASrg8cpQUlKKq1fzER8vwKpVPdG2bVu0ayeAlNQAiIn5/WuzAKqXOZOTk4VLxXFxcVBQUBAuFaurq6Nly5b/6hj/awgEApw9exb+/v5ITEzE8OHDsXLlSmhqata57ujRo9izZw/evn2LGTNmwN7e/qPLuvHx8Vi7di3u378PDoeD1NRUdO/eHVu3bm3Qnm1tau+1Dh06FESEwsJC7N27F4qKirCwsEBWVhYOHDgAXV3dD7YVGhoKe3t7LF68GA4ODgAAe3t7hIeH4/Tp09DU1IRAIMDkyZORm5uL8PDwJi1h18fFixdx9+5dbN68uVna+y74l0WdgaERXKfqZA71W6o13r9paYbC8wcP9qXt2zmUmTmAEhN7U3KyPAUH96U1a9ZQcHAwRUZGNuvbfVOprKykx48fU3BwMK1YsYKmTJlCzs7OdOrUKXrx4kWzVGH5lnj8+DFZWFgQi8UiIyMjOnPmTL3P6Pz58zR8+HBSUlIie3v7BtVhvXfvHo0aNYqUlJTIwMCAWCwWTZo0iV68eNHoce7atUtotVpaWhKLxSJHR0ficrm0efNmYrFY5O7u/tG/b2RkJHE4HLKxsRFe6+zsTCoqKsJwJC6XSz/99BMNHz682QqPc7lcWrBgAUVHRzdLe98DjKXK8BVRDsAI1Z6/1VbcypXPMHKkHMaM6Yzs7ErMm/cYBgadYGPDRlZWFdasicOKFUr43//aAyAAWSgp2Yf4eEJcXBxevHiB+Ph4SEtLQ01NTfhRUlL6Vy3F0tJSxMbG4vHjx3j06BEKCgqgpaUFbW1taGtro3v37ozTE6otwl27duHUqVOQlJSEubk5li5dWsdSu337NrZv344nT57AyMgIa9asgaKi4gfbvnz5MrZs2YKcnBx07twZaWlp+Omnn+Di4tIo553aVuugQYNQXl4OKSkpBAQEoKCgAAsXLgSbzUZQUNAH23358iUmT54MFouFEydOoFWrVti+fTv27duHoKAg/Pjjj6ioqICxsTEkJSVx/vz5ZvkO37lzBydPnsSuXbsYb/YGwIgqw1eGF6qXgas9gO/efQt//xSUlwtgZtYNgYFpWLKk2vtXICBMmNAVkyfXeEUWAugJ4BiAfwSJiJCRkSEU2bi4OKSnp0NBQQHq6upQVVWFmpoaunbt+q8JWX5+vjB059GjRxATExMKrLa2dr2hJ98TAoEAJ0+eREBAAF69egUjIyOsWLGijqdtbGwsXF1dcfv2bQwZMgSOjo71ehbXbvfEiRPYsWMHuFwu2rRpg7y8PMyePRuOjo5o1apVg8fo7e0NR0dHSElJwdDQEFFRUViyZAmsrKywYMECPHnyBLt374aRkdF72ygoKMCkSZPA5XJx9uxZyMvLY8+ePdixYwf27NmDn376CaWlpfjpp58gKyuL0NDQTxZCIsLq1asxevRoGBoaflJb3wOMqDJ8ZaQCmAqgHYCG/6BVx6hmAXAHMPKjV1dWViIxMVEosi9evEBVVRXU1NSgqqoKdXV1cDgcSEtLN2USn0TNS0CNwMbExEBWVla4H9unT59/ZVz/FaKiouDl5YVbt26hd+/eWLJkCcaOHSsiLqmpqXB1dcXly5ehqamJ1atXQ19f/71tCgQC+Pn5wc/PDy1btgQRgcfjwdbWFlZWVg0WrtpWa//+/VFaWoru3bvjwIEDuHjxIrZv346pU6fCzc3tvW1WVVXBwsICT58+xalTp6CmpobDhw9j48aN2LlzJyZPnoyioiKMHj0avXr1wsmTJz9ZWJ8/fy60ipm9/g/DiCrDV8hFAOsBdAIg1YDrawR1CgBH1LZSG0NeXh7i4+MRHx+PFy9eIDExEfLy8kKRVVVVBYvFgoSERJPabyoCgQBJSUlCkY2PjweLxRImoVBXV0eLFi2+6Jj+C+Tm5sLb2xunT59G69atMWPGDCxatAht2rQRuWb79u04c+YMevXqheXLl8PExOS9IlRRUYFt27bhyJEjkJGRQUlJCWRlZbF+/foGxcjWUNtq1dPTQ2JiItavXw9dXV3MmTMHrVu3RnBwMFgsVr33CwQCODo6IjQ0FAcPHoS+vj5Onz4NBwcHbNq0CbNnz0Z+fj5GjRqF3r17Iygo6JOF1c3NDRwOB1OmTPmkdr51GFFl+Eo5B2ArAEkAHQHU94NBAIoAlKJaUB3+vr554PP5SElJEbFmc3JyoKKiImLRfuml2aqqKsTFxQk9i1NTU6GhoSEUWSUlpe9qP1YgEODIkSM4cOAA0tPTMWbMGKxYsQLKysrCa0pKSrBr1y4cO3YM7dq1w6JFi2BhYfFeISooKMCGDRuEWY8KCgqgpqYGNzc39OvXr0Hjqm21amtro7CwEDo6Oti9ezc2bdqEa9euwdXVFWZmZu9tw8/PDzt37oSrqyvMzc0RHh4u9BJevHgxsrOzMWrUKAwaNAj+/v6Ne3DvkJGRgZUrV2Lv3r1o3779J7X1LcOIKsNXzGMABwFEolpAWwGQQHU6w4q/r1FCdfYkIzTVQm0MpaWlSEhIENmflZKSEjpAqaqqQkVFBVJSDbGwm29MMTExQpEtLCxE3759hfux3bp1+25E9u7du/Dy8sKdO3egra2NpUuXYvTo0cLzPB4P+/fvx/79+8Hn8zFnzhwsXrz4vXunaWlpcHZ2RkREBGRlZZGfnw99fX24ubk1OHWgl5cX1qxZg5YtW0JLSws5OTnYsWMHKisr4eTkhGHDhsHX1/e9Yzh//jxsbW2xYMECODo64ubNm5gzZw6sra3h4OCA169fY8yYMTAyMoKXl1fjH1ot9u3bBzExMSxYsOCT2vmWYUSV4RsgA8CvAGIBFANoA4AFYAIAdXwJMX0fRITMzEzhknFcXBxSU1PRo0cP4ZKxurr6F/XmzcvLEy4VP378GBISEkIrtm/fvpCVlf0i4/g3ycrKgpeXF86ePQsZGRlYWFjAyspKKFw1Dkp+fn7Izc3FtGnTsHLlSsjIyNTb3tOnT+Hs7IwHDx6gffv2KCoqwuTJk7Fp06b33lObgoIC/Pjjj3j+/Dk0NDRQXFyMkSNHwsHBAdbW1iguLsahQ4egpaVV7/0PHjzAzJkzMWLECPj6+iI6Ohrm5uaYPn06Nm3ahKSkJBgbG2PChAlwc3Nr8nMrLCzEokWL4OHh0axpEb8lGFFlYPjCVFVVITk5Wbg/Gx8fj7KyMqiqqorsz7Zr1+6zj4WI8Pr1a6FncUxMDOTk5IQiq6mpKbIH+a3B4/Fw+PBhBAYGIjMzEz///DNWrlwpYmWGh4fD09MTiYmJMDExgaOjI7p27Vpve3/++SfWr1+PhIQEtG7dGjweD1ZWVli5cuVHk+kDolarsrIyeDwefH19cfnyZZw4cQL29vawsbGp997U1FRMmjQJPXr0wC+//IKkpCRMmTIFY8eOhYeHB+Li4jB+/HjMnDkT69evb9oDAxASEoLk5GQ4Ojo2uY1vGUZUGRj+AxQUFIiIbEJCAmRlZUWWjRUVFRv0w/wp8Pl8JCUlCa3YFy9egM1mCz2L1dTUvlmnp9u3b8Pb2xt3795F//79YWNjgxEjRgjP3717F9u2bUN0dDRGjBgBZ2dnkX3Z2oSFhcHFxQVZWVkQExND27ZtsXr1akyfPv2jDkO1rVYVFRWUlZXBzMwMRkZGWL58OXr37o2DBw8Kq9XUpqioCJMmTUJ5eTlCQ0NRXFwMExMTDBkyBP7+/njy5AlMTU2xYMECYXamxlJZWQlra2s4Ojp+tDjA9wgjqgwM/0EEAgHS0tJEnKAyMzOhqKgokqRCTk7usy4bV1VV4dmzZ0JL9vXr19DQ0BCKrKKi4je3H5uRkQEPDw+cP38eHTt2hIWFBebPny8MJXn27Bnc3Nxw8+ZNDBw4EE5OTvU6J9U4SO3YsQOlpaXg8XhgsVjYvHmziFi/jxqrVVJSEr169YKMjAx27tyJHTt2IDExEfv27cPQoUPr3Mfj8WBpaYnHjx8jJCQE7dq1w7hx46CpqYng4GBERUVh2rRpsLe3x5IlS5r0jH777TdcuXIF7u7u39zf/1NhRJWB4SuhvLwcCQkJIhatmJiYiMhyOJxGJSRoLMXFxYiJiRGKbFFRkUgSin8zQUZzU1VVhYMHD+Lw4cPIy8vD+PHjsWLFCmHd1devX8PV1RWXLl2ChoYGHBwc6hVLHo8Hb29v+Pv7g8fjobKyEgMGDICrq2udvMXvkp+fDwMDAzx//hwsFgtcLheLFy+GpKQkfH19YWlpifXr19exfgUCAZydnRESEoIDBw6gd+/eMDY2Ro8ePXDq1ClERkZi9uzZWLt2LebNm9foZyMQCLB8+XLMmDEDgwYNavT93zKMqDIwfKUQEXJyckRE9uXLl+jWrZuI0Pbq1euzCV1ubq5IpqcWLVqIOD3Vt0T5NRIREQEfHx9ERUVh4MCBsLW1FVqJ+fn52LFjB06dOoXu3btj2bJlmDRpUh2hKysrg4uLC44ePQpxcXFUVVVhzJgxcHV1fe8ebQ21rVZ5eXkoKirCzs4O69atQ6dOnRAcHFxvkfW9e/fC3d0dLi4uMDY2xrhx49C2bVuEhobi1q1bWLBggTAcp7FER0dj//798PX1/ezbEl8TjKgyMHxD8Hg8vHz5UkRoCwsLweFwRIT2c8QZ1jg91ezHxsbGQl5eXmjF9unTB61bt272fr8kqamp8PT0RFhYGLp06YK5c+fC0tISkpKSKCsrg4+PD4KDg9GmTRtYW1tj7ty5dcQ1NzcX69evx6+//gpJSUkIBALMmjULzs7OH3QKq2219uhRXalp1apVuHfvHu7cuYOdO3fCxMSkzn0XLlzAsmXLMG/ePCxfvhwTJkwAn89HWFgYbty4gaVLl8LLywsTJ05s9PNYt24dBg8ejLFjxzb63m8VRlQZGL5xioqKhIUDakJ72rZtW6eAQHM7IPH5fCQmJgqt2ISEBCgqKgotWTU1ta/WwqmoqEBAQACCg4NRWFiIiRMnws7ODl27dgWPx8PBgwexb98+VFZWwtLSEjY2NnWW5VNSUrBmzRr89ttvkJSURKtWrbB8+XIsWbLkg85Mnp6eWLt2LSQkJCArKwtdXV2MHDkSHh4e+Pnnn+Hl5VXnuUZHR2PGjBkwMDCAp6cnpk6dirdv3yIsLAzXr1/H6tWrhbmDG0NycjI2btyIffv2ffUvTM0FI6oMDN8ZRIT09HQRazY9PR0sFktEaLt06dKsy8aVlZUiTk/p6eno3bu3UGTZbPZXuR979epV+Pr64tGjRxgyZAjs7Oygp6cHgUCA06dPw8fHB1lZWZg6dSocHBzqLIk/efIEa9aswf379yEmJoZu3bph/fr1H7Qca5JMxMXFQV5eHtLS0rC3t8exY8cgEAgQFBRUxzO3JuSma9euOH78OObNm4eXL18iLCwM165dw4YNGxAYGIjhw4c3av5eXl6Ql5fHzJkzG3XftwojqgwMDKioqBAWEKgRWh6PJ6zQU+ME1ZyJ+mucnmqWi0tKStC3b1+hZ/HH9hn/ayQlJcHT0xPh4eHo0aMH5s+fj1mzZkFcXBzXrl3Dzp078eLFCxgbG8PJyanOHuiNGzewfv16xMXFgYjQp08fbNu2DXp6eu/ts8ZqFRMTQ/v27WFkZAQZGRlcvHgRzs7OdZyQSkpKhAn3z5w5gzVr1iA6OhphYWG4fPky3N3dcezYMQwePLjB887JycHy5cuxe/dudOrUqXEP7RuEEVUGBoZ6yc3NFRHZpKQkyMvLi1izCgoKzVZAICcnRyTTk5SUlIjT09eSb7asrAz+/v44evQoysvLMWnSJNjZ2UFOTg4PHjyAm5sbHjx4gGHDhmHNmjV1LMozZ85g69ateP36NYgIBgYGcHd3f29MbG2rVVZWFvLy8pg1axYOHTqEgQMHwt/fX6S+LI/Hw7x58xAVFYWTJ09i7969iIiIQGhoKMLDw7F7926cOnWqwTmMAeDw4cMoLCzEsmXLmvbQviEYUWVgYGgQPB4PqampIsvGubm5UFFREak72xwFBIgIqampwqXi2NhYdOnSRSTT0+cMHWoOBAIBwsPD4efnh6dPn+LHH3+Era0tdHV1ER8fDzc3N0RERKB///5wcnLCgAEDRO49cOAAPDw8kJ+fD3FxcUyePBlbt259bxpJT09PrFmzBmJiYpCRkcGECROQnJyM7OxsHDhwQKR9oNrJ6Pjx49i3bx+uXbuG0NBQhISE4PLlywgMDERoaOhHQ35qKC0txcKFC7F169b3Vtb5XmBElYGBocmUlJTUiZ2VkpISyWusrKz8yTU4eTweEhMThVZsYmIilJSUhEvFqqqq/2mnp/j4eHh5eeHKlStgsViwsrKCubk5MjMzsW3bNoSFhUFVVRUrV64UKVJeVVUFT09P7NmzB+Xl5WjZsiUWLlwIR0fHep9pbau1Xbt2UFRUxODBg3Hx4kUsWrQIDg4OIk5Q+/fvh6urKzZt2oS0tDQEBQXh6NGjuHjxIk6dOoWwsDBwOJwGzfH8+fN4+PAhNmzY8OkP7CuGEVUGBoZmo6aAQE0WqPj4eKSmpqJnz54iy8afWkCgoqICz549E4psZmYmevfuLRRZFov1n3R6KikpgZ+fH44fPw4ul4upU6fC1tYWAODh4YGTJ0+ic+fOWLZsGUxNTYUCWFJSgi1btuDw4cPgcrmQlZWFk5MT5syZU6+ncI3VCkBotf75559gs9kICgqCvLy88Nrw8HAsXboUFhYWkJGRgY+PDwICAnDp0iVcvnwZly5dapD1yePxsGjRItjY2KBv377N8bi+ShhRZWBg+KxUVVUhKSlJJOViWVmZMKdxzb+fUkCgqKgIT548ES4Xl5WVCeNjdXR00Llz52ac0acjEAjw66+/wt/fH/Hx8TAwMMCKFSugqqqK3bt34/Dhw2jZsiWsrKxgZWUltMKzs7OxZs0anDt3Dnw+H0pKSnBxcak3FKbGan3+/Dnatm0LTU1NyMrKIikpCd7e3iIl7x49eoTp06djyJAhGDBgALZt2wYfHx+Eh4fj9u3buHz5cr3JJd7l9u3bOHXqFHbt2vWffKn5EjCiysDA8MV5+/atiMgmJCSgY8eOIlV62Gx2k5d0s7OzRZyeWrduLbRi+/bt26BybF+Kp0+fwtPTE7/99htUVFSwYMECTJo0CYcPH8bevXtRVlaGWbNmYfny5cLkEElJSVi9ejV+++03EBF0dXWxc+dO6Ojo1Gm/xmolov+3d69RUZ3nHsD/c3O4DRchgIAKBBC5hJqz8IAWV5obMctjNYaosTFtzVITise0UUu0aWKsxkhEIopakda4UiKnudiLra22NWqCcJZIBIfbACrDfbgMl2GYvff54GIfJ1gvyXAx+f/WypcsZ9h7f/nP++7nfR54enri4Ycfxueff46nn34a27dvl1e6RqMRCxYsgI+PD1JSUvDGG29g27ZtOHHiBEpLS3H8+PHb/jiRJAnr1q3DvHnz8NBDDzn8Wd0LGKpENOZEURxWBNXS0oKQkBC797Pe3t53vQKSJAn19fXyKrasrAz+/v7ySna8FD11dXVh9+7d+OCDDwAAixcvxk9+8hOcPHkS7777LhoaGrBo0SJs2LBBLgYrLi7Ghg0bUFxcDIVCgblz52LHjh0ICgqy++4bV60uLi6YMWMGzGYzdDod3nvvPXl7t6enBykpKTCZTHjxxRfxxhtvYOPGjTh58iRqampw4sSJ27aeHPqRkJOT87Xfpd+LGKpENC719fXJRVBDq1qVSiVvF0dGRiIsLOyuA9Fms6GqqkpeydbU1CAsLEwO2fDw8DEtehJFEb///e+xf/9+VFdX49FHH8XLL7+M1tZWvP322ygvL8fcuXORnp4uz33929/+hvT0dFRVVUGtVuP555/H5s2b7Y7SANff227cuBGiKMLHxwfR0dEwGAzYsmWL3P9XFEWsWLEChYWFePnll7Ft2zakpaXh008/RXNzM/76178O+94v27JlC6KiovDUU0+NzEMaxxiqRHRPGBogMLRlrNfrUVdXh4CAALsiqKCgoLtazVosFpSVlckh29zcjOjoaPl97JQpU8bs/eDFixexc+dO/Otf/8K0adOwevVqTJkyBdu3b0dhYSGSkpKQnp4uH3354IMP8Nprr6GxsREuLi545ZVXsHbtWrsfCTeuWrVaLWbMmIHGxkZ873vfw549e+QfKa+//jree+89pKWlITs7G8899xzOnz+Pvr4+HD9+/JY/ZhoaGrB+/Xrs27fva70rvxcxVInonjU4OGg3QKCyshLd3d12AwQiIiLuqnFEV1eXXacni8ViN95uLIqeOjo6kJWVhaNHj0Kj0WDZsmVITk5GVlYWTp06he985zvYsGEDEhMTIYoi9u3bh61bt6Krqwv33Xcftm7diiVLlth959CqVRAE+Pn5wcfHB2q1GocOHZKrd3Nzc/Hmm2/ihz/8Id5//33Mnz8fJSUlUKlU+MMf/nDL7d2cnBxoNLkkpuMAAA98SURBVBq88MILI/psxhuGKhF9o3R1ddl1gqqqqoJOp7ML2bsZINDc3CyvYktLS+Hi4mLX6Wk0V2KiKOJ3v/sdfv3rX6O+vh7JyclYvnw5CgoK8MknnyA0NBQ//elP8eSTT8JisWD79u3Izs5Gf38/wsPDkZWVhTlz5sjf9+VVa2RkJNrb2/HKK68gLS0NwPWt5dWrV2Pu3Lk4deoUkpKScPnyZXh4eOCjjz76t1vlnZ2deOmll5CZmQk/P79ReT7jAUOViL7RhkbS3VgEZTQaERwcbLdt7Ovre9ttXkmSUFdXJ4dseXk5AgIC5JCNioqCVqsdlfsqLi7Grl278OmnnyI6Oho/+tGP8MUXXyA/Px/e3t5ITU3Fs88+i+7ubvziF7/A4cOHYbPZMHv2bOzevduuPWJGRoa8avX394dGo8GDDz6I3NxceHp64tKlS1i8eDGioqKg1+vxwAMPwGAwIDAwEEePHv23U3Xy8/Nx9epVrFu3blSeyXjAUCWib52hAQI3Bq0gCHYhGx4efsv5psD1oqfKykp5q9hgMCA8PNyu6MlRvZH/nZaWFmRlZeHDDz+Ei4sLFi9eDAA4cuQIFAoFXnjhBaxatQptbW342c9+hj/+8Y8AgO9///vYuXOnvJ1tMpnkVahWq0VQUBA0Gg327duHOXPmwGg0YtGiRXByckJHRweCg4Nx7do1REZG4vDhwzcNVovFglWrVmHTpk133JnpXsdQJaJvPUmS0N7ebheyBoMBvr6+wwYI3GrWaX9/P8rKyuSQbW1tRXR0tHxGdvLkySNW9CQIAo4cOYKDBw/CaDQiOTkZISEhKCgogNlsxrJly7B27Vo0NDQgLS0NZ8+ehUajwcqVK7F582a58GjHjh3YtGkTBEGAj48PVCoVVqxYgddffx0WiwUpKSloamqCQqGAl5cXWlpaMHPmTOzfv/+mz+bEiRP4xz/+ga1bt34rGkIwVImIbsJms6G+vt4uaE0mE8LCwuzez95qgEBXV5d8PrakpASDg4PyVnFcXBx8fHxG5NoLCwuRmZmJc+fOIS4uDvHx8fjnP/+J+vp6LFy4ED//+c9RU1OD1NRUlJWVQafTYePGjUhLS4NSqYTJZMJ3v/td6PV6aDQaeHt7IyoqCocPH4a/vz9WrVqF06dPw83NDc7Ozujo6MAjjzyCd999d9i1CIKANWvW4Pnnn8fMmTNH5H7HE4YqEdEdMpvNqKystCuEcnZ2tlvN3mqAQFNTk7yKLS0thZubmxywsbGxDi96ampqQmZmJj766CN4eHhg1qxZqKysxOXLl/H4449j48aNKC8vx5o1a3D16lX4+/tj165dWLBgAYDrq9ahd61eXl7Q6XTYuXMnFi5ciC1btiA3NxdeXl5QqVTo7u7GggULsH379mHXUVRUhLy8POzevXvEt8PHGkOViOgrkiQJRqPRruXilStXMHXqVLsB75MmTRq29SlJEmpra+WVbHl5OQIDA+WQjYqKclhHIpvNhry8POTl5aGlpQUJCQkwm824cOECZs+ejfT0dFy4cAHp6ekwmUyIiIhAbm4u4uPjYTKZMHv2bFRUVECj0cDNzQ1Lly5FZmYm3n//fbz22mvw8vKCJEno7e3Fc889N2xSjSRJ2LRpE5KSkvDEE0845J7GK4YqEZEDDQ0QuLFJxcDAgF1f44iIiGFdiWw2G/R6vRyytbW1iIiIkIuewsLCHLLKO3PmDHbt2oXz589j+vTp0Gg0uHTpEmJiYrB+/XqcO3cOb7/9Nvr6+jBr1iwcOnQIwcHBdqtWNzc3RERE4MiRI7h27RpWrlwJJycnCIKAgYEBvPjii1i/fr3d362ursabb76J/fv3j4u2kCOFoUpENMJMJpNdu8Xq6mp4e3vbbRtPnTrV7sxnX1+f3OlpqOgpJiZGfid7t52jvuzatWvIzMzEsWPH4O7uLk+wCQ4ORmpqKs6cOYODBw9CFEUsWLAAe/fuhSiKSExMRGVlJdRqNTw9PfHWW28hISEBzzzzDKxWK2w2GwRBwLp16+SzrkMyMjIQGBgot0T8JmKoEhGNMkEQhg0QaG1tRWhoqF3Q3ljI1NnZidLSUpSUlKCkpASCINh1evqqRU8DAwPIzc3Fb3/7W7S1tcHf3x9NTU3w9vbG8uXLcebMGXzyySdQq9VYvXo1fvWrXyErKwuvvvoqBEGAs7Mz5s2bh23btuEHP/gBGhoaIAgCgOutDm/sqNTS0oK1a9diz5498PLy+noPcZxiqBIRjQO9vb3yAIGh/9RqtbxlPG3aNHmAwNAw+Bs7Pbm7u8ur2NjY2Ns2vb+ZkydPIjs7G8XFxfDx8UF3dzdcXV2xcOFCnD59GufOnYOrqys2b96MJUuWIDExEdXV1VCpVJg8eTJ+85vfICMjA8XFxRBFESqVCjt27MCyZcvkv3Ho0CH09fUhMTERZ8+exZo1axz5GMccQ5WIaBySJAnNzc12IVtXV4egoCC797NDY94MBoNd0dPkyZPlkJ0+ffpdFT1duXIFGRkZ+NOf/gSlUglRFKFUKvHoo4/i7Nmz0Ov18PX1xd69e1FRUYH09HQIggAXFxe8+uqrqK+vx8cffwybzQatVovs7GwsWrQIAFBaWoqUlBRotVpotVoUFRWNyPMbKwxVIqJ7hNVqtRsgUFFRgZ6eHoSHh9utaJ2dnVFRUSEf36mrq0NERIRcWRwWFnbLJhZDLBYLDhw4gMOHD6OxsRFqtRqSJCE+Ph7FxcUwGo0ICwtDTk4OVqxYAYPBAKVSiYSEBDz00EPYv38/bDYbnJyccODAAeTk5KCoqAheXl5QKBTQ6XQoLCwc01F7jsZQJSK6h3V1ddmFbFVVFTw8POzmzvr5+UGv18sh297ejtjYWDlkAwMDb1v0dPz4cezduxdFRUVQqVRyW8eysjJ0d3cjPj4eSUlJ2LFjB0RRhLu7O1auXIm8vDz09fVhYGAAoijCw8MDU6dORWtrKyZOnIjCwkK4urqO0tMaeQxVIqJvEFEUhw0QaGxsREhIiN3wAKPRKBc+SZJk1+npVl2iampq8M477+DYsWMYHBzE4OAgAgICUFdXh8HBQTz22GMoLS3F1atXoVAokJycjL/85S/y57VaLX75y18iPz8fRqMRer0eEydORG1nLdr62jBgG4CLxgXBnsHwdvEejUfmUAxVIqJvuP7+flRVVdk1qZAkya7Votlshl6vR2lpKTw9Pe06Pd1sJdnX14ecnBwcOnQIDQ0N8uq0ra0NSqUSsbGxcsHSl82bNw8HDx5E6n+nYmn6UhRUFcDQYYBKoYIECQooIELEw8EPY3HMYsT5xd0zfYMZqkRE3zKSJKG1tdUuZA0GA/z9/REWFgYPDw/09/fDaDSioqICU6ZMkUM2MjLSruhJFEX8+c9/lhtKCIIAjUaD3t5eKJVKWK3Wm17D37/4O7b+71aYrWY4qZ3grnW3C05BFGDqN0GURMT5xSHj8Qx4ON35sPmxwlAlIiLYbDbU1tba9TXu6OhAaGgo3NzcYLPZ0NbWhubmZkRGRsrnY++//3656KmiogJvvfUWPv74Y1gsFlgslpv+LU2IBk4LnRATGQNvt1tv8UqShNa+VgTqApE7PxdezuP7fCtDlYiIbmpogMDQaraiogITJkyAu7s7RFFER0cHRFGUV7FxcXEICAhAb28v1q1bh3379g3/Ui9A/YwaCpsCOicd4mfGQ6PRAADaytvQfqkd056ZNuxjLT0tmH7fdBycfxBq5fitFmaoEhHRHRkaIHBjX2ODwQAnJycoFAqYzWa4u7sjISEBBQUF+Oyzz4Z9hzpZDdsUGxR9CiiVSuh0OiT8ZwLUmlsHpSRJaO5pxjvJ72DO1DkjdYtfG0OViIi+soGBAVRXV8sj5UpKStDS0oKSkhJ0dXVBoVBApVIhNDQUQRFBOBt8FtYuKyRBAiRAoVDATeeG2bNn3/a8qqnfhOj7onHgvw6M0t3dPYYqERE5VHt7O6Kjo2EymQBcf1+rVCqxfOdyXNRehNgtoupSFXov9gKd1z+jDlRjRtIMtJe1I+rZKABAf1s/rpy6gt7mXiiUCvg+6AtVrAoFKQUI9gweo7u7tfG7MU1ERPekiRMnwtnZGf7+/ggJCcEjjzyCmJgYHFcfh2u7K9wD3NH59074TfdDi2sLesw9sPXYUFRchOAJwQAAwSpAf1QP/3h/hD8VDkmU0N/Wj170ory1nKFKRETfDgqFAseOHUNQUJDdNJqj/3MUKqUKvY29sPZYMWP5DEQpo2A2m/H5559joG4AdbV1iEEMOms6oXHVYFL8JPnzbgFu6DZ3o8faMxa3dUcYqkRE5HCxsbHD/p9GpYEkSRg0D0LroYVCef1cqk6nw2OPPQbDZwbUdtUCAKxmK5w8hw8zV0ABjVIzshf/Ndy+ozIREZED+Ln6YUAYwATdBFi7rZBE+5Ied507JgVcX5lO0E2ApXP4OVeVQgVPJ89Rud6vgqFKRESjYv60+RBEAa6TXKFx1eDq6asQrAJEmwhzg9nu33re74nB3kE0FTdBtIkQrAI6rnVArVRjZuDMMbqD2+P2LxERjYrEoES4a91hESwIfyocV05ewcUDFwEA3tO94er3/z2GVRNUmJYyDVdOXYHxnBEKtQJO0U5YNWsVXCeM36k2PFJDRESjJu9CHrLPZ2OSbtJdNckfFAZh6jch/+l8hHqFjuAVfj3c/iUiolGzNHYpHvB7AC29LbjTNZ1NtKG1txWp8anjOlABhioREY0iJ7UTdj2xC5E+kWjsaYRVuPkUmyE91h409zTjxzN+jOVxy0fpKr86bv8SEdGos9gs2HN+Dz68/CGsghUuE1zgrHaGUqGEIAnosnRBlET4uvripfiX8GT4k2N9yXeEoUpERGOm19qLk4aTyC/LR2NPIwZsA3Cb4IZY31gsiVmC/wj4DygV986mKkOViIjIQe6d+CciIhrnGKpEREQOwlAlIiJyEIYqERGRgzBUiYiIHIShSkRE5CAMVSIiIgdhqBIRETkIQ5WIiMhBGKpEREQOwlAlIiJyEIYqERGRgzBUiYiIHIShSkRE5CAMVSIiIgdhqBIRETkIQ5WIiMhBGKpEREQOwlAlIiJyEIYqERGRgzBUiYiIHIShSkRE5CAMVSIiIgdhqBIRETkIQ5WIiMhBGKpEREQOwlAlIiJyEIYqERGRgzBUiYiIHIShSkRE5CAMVSIiIgdhqBIRETkIQ5WIiMhBGKpEREQOwlAlIiJyEIYqERGRgzBUiYiIHIShSkRE5CAMVSIiIgf5P3ulQGGEATN8AAAAAElFTkSuQmCC\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 0x7fcdbed93150>]\n",
"Configurations: [<cadCAD.configuration.Configuration object at 0x7fcdbed93150>]\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": [
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"<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>(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, external, cic, ...</td>\n",
" <td>{'0': 1, '1': 0, '2': 0, '3': 18863.56, '4': 1...</td>\n",
" <td>{'0': 1, '1': 0, '2': 0, '3': 18863.56, '4': 1...</td>\n",
" <td>{'0': 1.0, '1': 0, '2': 0, '3': 1.0, '4': 0.09...</td>\n",
" <td>5.81</td>\n",
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" <td>{}</td>\n",
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" <td>[0, external, 5, 3, 5, 4, 3, 4, 1]</td>\n",
" <td>[external, 4, 1, 0, 3, external, external, 2, 1]</td>\n",
" <td>110000.00</td>\n",
" <td>16000000.00</td>\n",
" <td>{'timestep': [], 'decision': [], 'cic': [], 's...</td>\n",
" <td>0</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, external, cic, ...</td>\n",
" <td>{'0': 0, '1': 0, '2': 337.94, '3': 0, '4': 0, ...</td>\n",
" <td>{'0': 0, '1': 0, '2': 337.94, '3': 0, '4': 0, ...</td>\n",
" <td>{'0': 0, '1': 0, '2': 1.0, '3': 0, '4': 0, '5'...</td>\n",
" <td>0.05</td>\n",
" <td>{'0': 3266.195, '1': 2926.18, '2': 288.38, '3'...</td>\n",
" <td>{'0': 1, '3': 18863.56, '4': 164, '5': 16987.5...</td>\n",
" <td>0</td>\n",
" <td>[2, external, external, 5, 3, 8, 2, 9, 8]</td>\n",
" <td>[external, external, 1, 1, 5, 7, 9, 0, 5]</td>\n",
" <td>110000.00</td>\n",
" <td>16000000.00</td>\n",
" <td>{'timestep': [], 'decision': [], 'cic': [], 's...</td>\n",
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" <td>0</td>\n",
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" <td>1</td>\n",
" <td>8</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, external, cic, ...</td>\n",
" <td>{'0': 2, '1': 0, '2': 0, '3': 1, '4': 112.46, ...</td>\n",
" <td>{'0': 2, '1': 0, '2': 0, '3': 1, '4': 112.46, ...</td>\n",
" <td>{'0': 1.0, '1': 0, '2': 0, '3': 1.0, '4': 1.0,...</td>\n",
" <td>1.68</td>\n",
" <td>{'0': 3266.195, '1': 2926.18, '2': 288.38, '3'...</td>\n",
" <td>{'2': 337.94, '0': 1, '3': 18863.56, '4': 164,...</td>\n",
" <td>0</td>\n",
" <td>[6, 4, 7, 8, 3, 0, 0, 6, 3]</td>\n",
" <td>[9, external, 9, 5, 4, 7, 2, 7, 3]</td>\n",
" <td>110000.00</td>\n",
" <td>16000000.00</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>(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, external, cic, ...</td>\n",
" <td>{'0': 1, '1': 0, '2': 0, '3': 1, '4': 0, '5': ...</td>\n",
" <td>{'0': 1, '1': 0, '2': 0, '3': 1, '4': 0, '5': ...</td>\n",
" <td>{'0': 1.0, '1': 0, '2': 0, '3': 1.0, '4': 0, '...</td>\n",
" <td>1.79</td>\n",
" <td>{'0': 3266.195, '1': 2926.18, '2': 288.38, '3'...</td>\n",
" <td>{'6': 10242.2, '7': 202, '8': 607, '2': 337.94...</td>\n",
" <td>0</td>\n",
" <td>[8, 0, 5, 3, 5, 7, 0, 7, 0]</td>\n",
" <td>[1, 6, 0, 1, 3, external, 0, 5, 2]</td>\n",
" <td>110000.00</td>\n",
" <td>16000000.00</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>(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, external, cic, ...</td>\n",
" <td>{'0': 0, '1': 0, '2': 0, '3': 0, '4': 1257.15,...</td>\n",
" <td>{'0': 0, '1': 0, '2': 0, '3': 0, '4': 1257.15,...</td>\n",
" <td>{'0': 0, '1': 0, '2': 0, '3': 0, '4': 1.0, '5'...</td>\n",
" <td>0.48</td>\n",
" <td>{'0': 3266.195, '1': 2926.18, '2': 288.38, '3'...</td>\n",
" <td>{'6': 10242.2, '7': 758.81, '8': 910.5, '2': 3...</td>\n",
" <td>0</td>\n",
" <td>[5, 7, 4, 7, 6, 1, 4, 9, 7]</td>\n",
" <td>[0, 5, 2, 3, 7, 1, 8, 9, 3]</td>\n",
" <td>110000.00</td>\n",
" <td>16000000.00</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 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, external, cic, ... \n",
"16 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, external, cic, ... \n",
"24 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, external, cic, ... \n",
"32 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, external, cic, ... \n",
"40 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, external, cic, ... \n",
"\n",
" KPIDemand \\\n",
"8 {'0': 1, '1': 0, '2': 0, '3': 18863.56, '4': 1... \n",
"16 {'0': 0, '1': 0, '2': 337.94, '3': 0, '4': 0, ... \n",
"24 {'0': 2, '1': 0, '2': 0, '3': 1, '4': 112.46, ... \n",
"32 {'0': 1, '1': 0, '2': 0, '3': 1, '4': 0, '5': ... \n",
"40 {'0': 0, '1': 0, '2': 0, '3': 0, '4': 1257.15,... \n",
"\n",
" KPISpend \\\n",
"8 {'0': 1, '1': 0, '2': 0, '3': 18863.56, '4': 1... \n",
"16 {'0': 0, '1': 0, '2': 337.94, '3': 0, '4': 0, ... \n",
"24 {'0': 2, '1': 0, '2': 0, '3': 1, '4': 112.46, ... \n",
"32 {'0': 1, '1': 0, '2': 0, '3': 1, '4': 0, '5': ... \n",
"40 {'0': 0, '1': 0, '2': 0, '3': 0, '4': 1257.15,... \n",
"\n",
" KPISpendOverDemand VelocityOfMoney \\\n",
"8 {'0': 1.0, '1': 0, '2': 0, '3': 1.0, '4': 0.09... 5.81 \n",
"16 {'0': 0, '1': 0, '2': 1.0, '3': 0, '4': 0, '5'... 0.05 \n",
"24 {'0': 1.0, '1': 0, '2': 0, '3': 1.0, '4': 1.0,... 1.68 \n",
"32 {'0': 1.0, '1': 0, '2': 0, '3': 1.0, '4': 0, '... 1.79 \n",
"40 {'0': 0, '1': 0, '2': 0, '3': 0, '4': 1.0, '5'... 0.48 \n",
"\n",
" startingBalance \\\n",
"8 {'0': 310.0, '1': 174.5, '2': 206.38, '3': 647... \n",
"16 {'0': 3266.195, '1': 2926.18, '2': 288.38, '3'... \n",
"24 {'0': 3266.195, '1': 2926.18, '2': 288.38, '3'... \n",
"32 {'0': 3266.195, '1': 2926.18, '2': 288.38, '3'... \n",
"40 {'0': 3266.195, '1': 2926.18, '2': 288.38, '3'... \n",
"\n",
" 30_day_spend withdraw \\\n",
"8 {} 0 \n",
"16 {'0': 1, '3': 18863.56, '4': 164, '5': 16987.5... 0 \n",
"24 {'2': 337.94, '0': 1, '3': 18863.56, '4': 164,... 0 \n",
"32 {'6': 10242.2, '7': 202, '8': 607, '2': 337.94... 0 \n",
"40 {'6': 10242.2, '7': 758.81, '8': 910.5, '2': 3... 0 \n",
"\n",
" outboundAgents \\\n",
"8 [0, external, 5, 3, 5, 4, 3, 4, 1] \n",
"16 [2, external, external, 5, 3, 8, 2, 9, 8] \n",
"24 [6, 4, 7, 8, 3, 0, 0, 6, 3] \n",
"32 [8, 0, 5, 3, 5, 7, 0, 7, 0] \n",
"40 [5, 7, 4, 7, 6, 1, 4, 9, 7] \n",
"\n",
" inboundAgents operatorFiatBalance \\\n",
"8 [external, 4, 1, 0, 3, external, external, 2, 1] 110000.00 \n",
"16 [external, external, 1, 1, 5, 7, 9, 0, 5] 110000.00 \n",
"24 [9, external, 9, 5, 4, 7, 2, 7, 3] 110000.00 \n",
"32 [1, 6, 0, 1, 3, external, 0, 5, 2] 110000.00 \n",
"40 [0, 5, 2, 3, 7, 1, 8, 9, 3] 110000.00 \n",
"\n",
" operatorCICBalance fundsInProcess \\\n",
"8 16000000.00 {'timestep': [], 'decision': [], 'cic': [], 's... \n",
"16 16000000.00 {'timestep': [], 'decision': [], 'cic': [], 's... \n",
"24 16000000.00 {'timestep': [], 'decision': [], 'cic': [], 's... \n",
"32 16000000.00 {'timestep': [], 'decision': [], 'cic': [], 's... \n",
"40 16000000.00 {'timestep': [], 'decision': [], 'cic': [], 's... \n",
"\n",
" totalDistributedToAgents totalMinted totalBurned run substep timestep \n",
"8 0 0 0 1 8 1 \n",
"16 0 0 0 1 8 2 \n",
"24 0 0 0 1 8 3 \n",
"32 0 0 0 1 8 4 \n",
"40 0 0 0 1 8 5 "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"df.reset_index(inplace=True)\n",
"del df['index']"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"df['agents'] = df.network.apply(lambda g: np.array([get_nodes_by_type(g,'Agent')][0]))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"df['agent_tokens'] = df.network.apply(lambda g: np.array([g.nodes[j]['tokens'] for j in get_nodes_by_type(g,'Agent')]))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"df['agent_native_currency'] = df.network.apply(lambda g: np.array([g.nodes[j]['native_currency'] for j in get_nodes_by_type(g,'Agent')]))"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<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>...</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>(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, external, cic, ...</td>\n",
" <td>{'0': 266.44, '1': 0, '2': 0, '3': 1, '4': 0, ...</td>\n",
" <td>{'0': 266.44, '1': 0, '2': 0, '3': 0, '4': 0, ...</td>\n",
" <td>{'0': 1.0, '1': 0, '2': 0, '3': 0.0, '4': 0, '...</td>\n",
" <td>0.06</td>\n",
" <td>{'0': 50181.9906909078, '1': 2254.738081775091...</td>\n",
" <td>{'0': 1600.09, '1': 0, '2': 0, '3': 0, '4': 0,...</td>\n",
" <td>0</td>\n",
" <td>[0, 3, 8, 6, 7, 7, 0, 5, 4]</td>\n",
" <td>[8, 6, external, 9, 7, 2, 4, 4, 1]</td>\n",
" <td>...</td>\n",
" <td>{'timestep': [], 'decision': [], 'cic': [], 's...</td>\n",
" <td>6500</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>5</td>\n",
" <td>8</td>\n",
" <td>96</td>\n",
" <td>[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]</td>\n",
" <td>[49249.2256909078, 4753.536123841853, 7084.352...</td>\n",
" <td>[58471.1156909078, 27546.447145852315, 33216.9...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>496</th>\n",
" <td>(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, external, cic, ...</td>\n",
" <td>{'0': 1, '1': 0, '2': 0, '3': 0, '4': 3260.350...</td>\n",
" <td>{'0': 1, '1': 0, '2': 0, '3': 0, '4': 2438.891...</td>\n",
" <td>{'0': 1.0, '1': 0, '2': 0, '3': 0, '4': 0.7480...</td>\n",
" <td>0.75</td>\n",
" <td>{'0': 50181.9906909078, '1': 2254.738081775091...</td>\n",
" <td>{'0': 1866.53, '1': 0, '2': 0, '3': 0, '4': 0,...</td>\n",
" <td>0</td>\n",
" <td>[9, 4, 6, 4, 8, 0, external, 5, external]</td>\n",
" <td>[5, external, 3, 9, 1, external, external, 4, 4]</td>\n",
" <td>...</td>\n",
" <td>{'timestep': [], 'decision': [], 'cic': [], 's...</td>\n",
" <td>6500</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>5</td>\n",
" <td>8</td>\n",
" <td>97</td>\n",
" <td>[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]</td>\n",
" <td>[49248.7256909078, 5257.056123841852, 7084.352...</td>\n",
" <td>[58470.6156909078, 28049.967145852315, 33216.9...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>497</th>\n",
" <td>(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, external, cic, ...</td>\n",
" <td>{'0': 867.88, '1': 0, '2': 0, '3': 0, '4': 285...</td>\n",
" <td>{'0': 867.88, '1': 0, '2': 0, '3': 0, '4': 121...</td>\n",
" <td>{'0': 1.0, '1': 0, '2': 0, '3': 0, '4': 0.4276...</td>\n",
" <td>2.16</td>\n",
" <td>{'0': 50181.9906909078, '1': 2254.738081775091...</td>\n",
" <td>{'0': 1867.53, '1': 0, '2': 0, '3': 0, '4': 24...</td>\n",
" <td>0</td>\n",
" <td>[8, external, 8, 9, 0, 8, 7, 4, 7]</td>\n",
" <td>[external, 2, 3, 3, 7, external, 2, 9, 8]</td>\n",
" <td>...</td>\n",
" <td>{'timestep': [], 'decision': [], 'cic': [], 's...</td>\n",
" <td>7000</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>5</td>\n",
" <td>8</td>\n",
" <td>98</td>\n",
" <td>[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]</td>\n",
" <td>[48864.7856909078, 5307.056123841852, 11996.04...</td>\n",
" <td>[58036.675690907796, 28049.967145852315, 38078...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>498</th>\n",
" <td>(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, external, cic, ...</td>\n",
" <td>{'0': 0, '1': 0, '2': 0, '3': 5225.66, '4': 0,...</td>\n",
" <td>{'0': 0, '1': 0, '2': 0, '3': 0, '4': 0, '5': ...</td>\n",
" <td>{'0': 0, '1': 0, '2': 0, '3': 0.0, '4': 0, '5'...</td>\n",
" <td>0.00</td>\n",
" <td>{'0': 50181.9906909078, '1': 2254.738081775091...</td>\n",
" <td>{'0': 2735.41, '1': 0, '2': 0, '3': 0, '4': 36...</td>\n",
" <td>0</td>\n",
" <td>[6, 3, 3, 5, 3, 1, 3, 6, 8]</td>\n",
" <td>[7, 8, 2, 5, 7, external, 9, 4, external]</td>\n",
" <td>...</td>\n",
" <td>{'timestep': [], 'decision': [], 'cic': [], 's...</td>\n",
" <td>7000</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>5</td>\n",
" <td>8</td>\n",
" <td>99</td>\n",
" <td>[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]</td>\n",
" <td>[48864.7856909078, 5307.056123841852, 11996.04...</td>\n",
" <td>[58036.675690907796, 28049.967145852315, 38078...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>499</th>\n",
" <td>(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, external, cic, ...</td>\n",
" <td>{'0': 0, '1': 0, '2': 0, '3': 0, '4': 1, '5': ...</td>\n",
" <td>{'0': 0, '1': 0, '2': 0, '3': 0, '4': 609.7229...</td>\n",
" <td>{'0': 0, '1': 0, '2': 0, '3': 0, '4': 609.7229...</td>\n",
" <td>2.57</td>\n",
" <td>{'0': 50181.9906909078, '1': 2254.738081775091...</td>\n",
" <td>{'0': 2735.41, '1': 0, '2': 0, '3': 0, '4': 36...</td>\n",
" <td>0</td>\n",
" <td>[9, 6, 7, 5, 7, 4, external, 8, 5]</td>\n",
" <td>[2, 2, 4, 2, 8, 5, 6, 7, external]</td>\n",
" <td>...</td>\n",
" <td>{'timestep': [], 'decision': [], 'cic': [], 's...</td>\n",
" <td>7000</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>5</td>\n",
" <td>8</td>\n",
" <td>100</td>\n",
" <td>[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]</td>\n",
" <td>[48864.7856909078, 5307.056123841852, 17101.93...</td>\n",
" <td>[58036.675690907796, 28049.967145852315, 43184...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 22 columns</p>\n",
"</div>"
],
"text/plain": [
" network \\\n",
"495 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, external, cic, ... \n",
"496 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, external, cic, ... \n",
"497 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, external, cic, ... \n",
"498 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, external, cic, ... \n",
"499 (0, 1, 2, 3, 4, 5, 6, 7, 8, 9, external, cic, ... \n",
"\n",
" KPIDemand \\\n",
"495 {'0': 266.44, '1': 0, '2': 0, '3': 1, '4': 0, ... \n",
"496 {'0': 1, '1': 0, '2': 0, '3': 0, '4': 3260.350... \n",
"497 {'0': 867.88, '1': 0, '2': 0, '3': 0, '4': 285... \n",
"498 {'0': 0, '1': 0, '2': 0, '3': 5225.66, '4': 0,... \n",
"499 {'0': 0, '1': 0, '2': 0, '3': 0, '4': 1, '5': ... \n",
"\n",
" KPISpend \\\n",
"495 {'0': 266.44, '1': 0, '2': 0, '3': 0, '4': 0, ... \n",
"496 {'0': 1, '1': 0, '2': 0, '3': 0, '4': 2438.891... \n",
"497 {'0': 867.88, '1': 0, '2': 0, '3': 0, '4': 121... \n",
"498 {'0': 0, '1': 0, '2': 0, '3': 0, '4': 0, '5': ... \n",
"499 {'0': 0, '1': 0, '2': 0, '3': 0, '4': 609.7229... \n",
"\n",
" KPISpendOverDemand VelocityOfMoney \\\n",
"495 {'0': 1.0, '1': 0, '2': 0, '3': 0.0, '4': 0, '... 0.06 \n",
"496 {'0': 1.0, '1': 0, '2': 0, '3': 0, '4': 0.7480... 0.75 \n",
"497 {'0': 1.0, '1': 0, '2': 0, '3': 0, '4': 0.4276... 2.16 \n",
"498 {'0': 0, '1': 0, '2': 0, '3': 0.0, '4': 0, '5'... 0.00 \n",
"499 {'0': 0, '1': 0, '2': 0, '3': 0, '4': 609.7229... 2.57 \n",
"\n",
" startingBalance \\\n",
"495 {'0': 50181.9906909078, '1': 2254.738081775091... \n",
"496 {'0': 50181.9906909078, '1': 2254.738081775091... \n",
"497 {'0': 50181.9906909078, '1': 2254.738081775091... \n",
"498 {'0': 50181.9906909078, '1': 2254.738081775091... \n",
"499 {'0': 50181.9906909078, '1': 2254.738081775091... \n",
"\n",
" 30_day_spend withdraw \\\n",
"495 {'0': 1600.09, '1': 0, '2': 0, '3': 0, '4': 0,... 0 \n",
"496 {'0': 1866.53, '1': 0, '2': 0, '3': 0, '4': 0,... 0 \n",
"497 {'0': 1867.53, '1': 0, '2': 0, '3': 0, '4': 24... 0 \n",
"498 {'0': 2735.41, '1': 0, '2': 0, '3': 0, '4': 36... 0 \n",
"499 {'0': 2735.41, '1': 0, '2': 0, '3': 0, '4': 36... 0 \n",
"\n",
" outboundAgents \\\n",
"495 [0, 3, 8, 6, 7, 7, 0, 5, 4] \n",
"496 [9, 4, 6, 4, 8, 0, external, 5, external] \n",
"497 [8, external, 8, 9, 0, 8, 7, 4, 7] \n",
"498 [6, 3, 3, 5, 3, 1, 3, 6, 8] \n",
"499 [9, 6, 7, 5, 7, 4, external, 8, 5] \n",
"\n",
" inboundAgents ... \\\n",
"495 [8, 6, external, 9, 7, 2, 4, 4, 1] ... \n",
"496 [5, external, 3, 9, 1, external, external, 4, 4] ... \n",
"497 [external, 2, 3, 3, 7, external, 2, 9, 8] ... \n",
"498 [7, 8, 2, 5, 7, external, 9, 4, external] ... \n",
"499 [2, 2, 4, 2, 8, 5, 6, 7, external] ... \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 6500 0 0 5 8 \n",
"496 6500 0 0 5 8 \n",
"497 7000 0 0 5 8 \n",
"498 7000 0 0 5 8 \n",
"499 7000 0 0 5 8 \n",
"\n",
" timestep agents \\\n",
"495 96 [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] \n",
"496 97 [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] \n",
"497 98 [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] \n",
"498 99 [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] \n",
"499 100 [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] \n",
"\n",
" agent_tokens \\\n",
"495 [49249.2256909078, 4753.536123841853, 7084.352... \n",
"496 [49248.7256909078, 5257.056123841852, 7084.352... \n",
"497 [48864.7856909078, 5307.056123841852, 11996.04... \n",
"498 [48864.7856909078, 5307.056123841852, 11996.04... \n",
"499 [48864.7856909078, 5307.056123841852, 17101.93... \n",
"\n",
" agent_native_currency \n",
"495 [58471.1156909078, 27546.447145852315, 33216.9... \n",
"496 [58470.6156909078, 28049.967145852315, 33216.9... \n",
"497 [58036.675690907796, 28049.967145852315, 38078... \n",
"498 [58036.675690907796, 28049.967145852315, 38078... \n",
"499 [58036.675690907796, 28049.967145852315, 43184... \n",
"\n",
"[5 rows x 22 columns]"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.tail()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"# Create dataframe variables \n",
"tokens = []\n",
"for i in df.index:\n",
" tokens.append(sum(df['agent_tokens'][i]))\n",
" \n",
"df['AggregatedAgentCICHolding'] = tokens \n",
"\n",
"currency = []\n",
"for i in df.index:\n",
" currency.append(sum(df['agent_native_currency'][i]))\n",
" \n",
"df['AggregatedAgentCurrencyHolding'] = currency \n",
"\n",
"AggregatedSpend = []\n",
"for i in df.index:\n",
" AggregatedSpend.append(sum(df['KPISpend'][i].values()))\n",
"\n",
"df['AggregatedAgentSpend'] = AggregatedSpend \n",
"\n",
"AggregatedDemand = []\n",
"for i in df.index:\n",
" AggregatedDemand.append(sum(df['KPIDemand'][i].values()))\n",
" \n",
"df['AggregatedAgentDemand'] = AggregatedDemand \n",
"\n",
"\n",
"AggregatedKPISpendOverDemand = []\n",
"for i in df.index:\n",
" AggregatedKPISpendOverDemand.append(sum(df['KPISpendOverDemand'][i].values()))\n",
" \n",
"df['AggregatedKPISpendOverDemand'] = AggregatedKPISpendOverDemand \n",
"\n",
"\n",
"AggregatedGapOfDemandMinusSpend = []\n",
"for i in df.index:\n",
" AggregatedGapOfDemandMinusSpend.append(sum(df['KPIDemand'][i].values())- sum(df['KPISpend'][i].values()))\n",
" \n",
"df['AggregatedGapOfDemandMinusSpend'] = AggregatedGapOfDemandMinusSpend "
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['KPISpend'][1]['external']"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"subset = df[['timestep', 'VelocityOfMoney', 'operatorFiatBalance',\n",
" 'operatorCICBalance', 'totalDistributedToAgents', 'totalMinted',\n",
" 'totalBurned', 'run', 'substep', 'AggregatedAgentCICHolding',\n",
" 'AggregatedAgentCurrencyHolding', 'AggregatedAgentSpend',\n",
" 'AggregatedAgentDemand', 'AggregatedKPISpendOverDemand',\n",
" 'AggregatedGapOfDemandMinusSpend']]"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"mean_df,median_df,std_df,min_df = aggregate_runs(subset,'timestep')"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>timestep</th>\n",
" <th>VelocityOfMoney</th>\n",
" <th>operatorFiatBalance</th>\n",
" <th>operatorCICBalance</th>\n",
" <th>totalDistributedToAgents</th>\n",
" <th>totalMinted</th>\n",
" <th>totalBurned</th>\n",
" <th>run</th>\n",
" <th>substep</th>\n",
" <th>AggregatedAgentCICHolding</th>\n",
" <th>AggregatedAgentCurrencyHolding</th>\n",
" <th>AggregatedAgentSpend</th>\n",
" <th>AggregatedAgentDemand</th>\n",
" <th>AggregatedKPISpendOverDemand</th>\n",
" <th>AggregatedGapOfDemandMinusSpend</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>95</th>\n",
" <td>96</td>\n",
" <td>1.76</td>\n",
" <td>55964.74</td>\n",
" <td>16057535.26</td>\n",
" <td>6500</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>8</td>\n",
" <td>292528.57</td>\n",
" <td>417495.97</td>\n",
" <td>12492.85</td>\n",
" <td>15199.28</td>\n",
" <td>3.42</td>\n",
" <td>2706.43</td>\n",
" </tr>\n",
" <tr>\n",
" <th>96</th>\n",
" <td>97</td>\n",
" <td>1.50</td>\n",
" <td>55964.74</td>\n",
" <td>16057535.26</td>\n",
" <td>6500</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>8</td>\n",
" <td>292695.38</td>\n",
" <td>417662.78</td>\n",
" <td>10599.39</td>\n",
" <td>11156.68</td>\n",
" <td>481.66</td>\n",
" <td>557.29</td>\n",
" </tr>\n",
" <tr>\n",
" <th>97</th>\n",
" <td>98</td>\n",
" <td>0.53</td>\n",
" <td>55964.74</td>\n",
" <td>16057035.26</td>\n",
" <td>7000</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>8</td>\n",
" <td>294167.52</td>\n",
" <td>418634.92</td>\n",
" <td>3707.96</td>\n",
" <td>3982.79</td>\n",
" <td>1.71</td>\n",
" <td>274.83</td>\n",
" </tr>\n",
" <tr>\n",
" <th>98</th>\n",
" <td>99</td>\n",
" <td>1.59</td>\n",
" <td>55964.74</td>\n",
" <td>16057035.26</td>\n",
" <td>7000</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>8</td>\n",
" <td>294151.69</td>\n",
" <td>418619.08</td>\n",
" <td>11228.20</td>\n",
" <td>7012.35</td>\n",
" <td>3834.60</td>\n",
" <td>-4215.85</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99</th>\n",
" <td>100</td>\n",
" <td>1.38</td>\n",
" <td>55964.74</td>\n",
" <td>16057035.26</td>\n",
" <td>7000</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>8</td>\n",
" <td>294192.35</td>\n",
" <td>418659.75</td>\n",
" <td>9772.44</td>\n",
" <td>8476.42</td>\n",
" <td>1247.10</td>\n",
" <td>-1296.02</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" timestep VelocityOfMoney operatorFiatBalance operatorCICBalance \\\n",
"95 96 1.76 55964.74 16057535.26 \n",
"96 97 1.50 55964.74 16057535.26 \n",
"97 98 0.53 55964.74 16057035.26 \n",
"98 99 1.59 55964.74 16057035.26 \n",
"99 100 1.38 55964.74 16057035.26 \n",
"\n",
" totalDistributedToAgents totalMinted totalBurned run substep \\\n",
"95 6500 0 0 3 8 \n",
"96 6500 0 0 3 8 \n",
"97 7000 0 0 3 8 \n",
"98 7000 0 0 3 8 \n",
"99 7000 0 0 3 8 \n",
"\n",
" AggregatedAgentCICHolding AggregatedAgentCurrencyHolding \\\n",
"95 292528.57 417495.97 \n",
"96 292695.38 417662.78 \n",
"97 294167.52 418634.92 \n",
"98 294151.69 418619.08 \n",
"99 294192.35 418659.75 \n",
"\n",
" AggregatedAgentSpend AggregatedAgentDemand AggregatedKPISpendOverDemand \\\n",
"95 12492.85 15199.28 3.42 \n",
"96 10599.39 11156.68 481.66 \n",
"97 3707.96 3982.79 1.71 \n",
"98 11228.20 7012.35 3834.60 \n",
"99 9772.44 8476.42 1247.10 \n",
"\n",
" AggregatedGapOfDemandMinusSpend \n",
"95 2706.43 \n",
"96 557.29 \n",
"97 274.83 \n",
"98 -4215.85 \n",
"99 -1296.02 "
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mean_df.tail()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
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XBl5sjLkKuBq4QUT89Mo3G2Ou9j4PedNeBlzofV4HfAhARM4A3gY8H3ge8DYR2eyt8yHgVwLr3VBLQ4eGhpiamlLxUoIxhqmpKYaGhtrdFEVREkA3x9CpoFM6naYlRRj71PoplP3ep9yTfBPwSW+9e0Vkk4icDYwBdxtjpgFE5G6sOBwHNhhj7vWmfxK4GQhP5yzDrl27mJiY4NSpU9WuSiqVSrTgGRoaYteuXe1uhqIoCcDPcu1GVNApnU5Ts1xFpBd4ENgLfNAY8x0R+XXg3SLyh8DXgbcYY9LATuBYYPUJb1q56RMh06umv7+fPXv21LIq4+Pj7Nu3r6Z1FUVR1hIq6BSleTRV0BljHOBqEdkE/KOIXA78HnACGABuA34X+KNmtkNEXod147Jt2zbGx8cbtu3FxcWGbk9pDEm6LmPe36QcT5KuTVIY8/42+7rkcrmurUPnOE7b2p2UZ2bM+5uEY4HOuy4tqUNnjJkVkXuAG4wxf+ZNTovI3wJv8v4/DpwTWG2XN+04hfvAnz7uTd8VsnzY/m/DikeuvfZa4xfrbQTj4+M0cntKY0jidUnK8STx2iSFZl+XkydP0tPTw9atW5u6n0bjOA7z8/Ns3ry58sJNIGnPTFKOpdOuSzOzXM/0LHOIyDDwEuAxLy4OLyP1ZuCAt8qdwKu9bNfrgDljzLPAV4GXishmLxnipcBXvXnzInKdt61XA19q1vEoiqIo9WGM6cos125tt7K2aKaF7mzgE14cXQ/weWPMl0Xk30XkTECAh4Bf85a/C7gROAQsA78EYIyZFpF3Avd7y/2RnyAB/AbwcWAYmwxRdUKEoiiK0hq6NYZOBZ3SDTQzy3U/sCpbwBjz4ojlDfD6iHm3A7eHTH8AuLy+liqKoiitwHVdenq6r579WhjhwhjTlWJbKdB9T5aiKIrSlXRrYeG1YKFLpVLtboJSJyroFEVRlJbQrcKoW9tdDSsrK+1uglInKugURVGUltCtrstubXc1qKDrflpStkRRFEVRutXKlXQLneM4ZDKZdjdDqRMVdIqiKEpscrkcfX21dR1vf/sZ9PQIH/94Y9vUbJIu6NLpdKKPb62gLldFURQlNtlstqb1cjn41Kc28YlPbKTbvJfdmswRFxV0yUAFnaIoihKbWgVd0KNX4ybahjEm0TF0mUxGBV0CUEGnKIqixCaXy9W0XlDQdVu4lrpclW5ABZ2iKIoSm0ZY6FTQdRYq6JKBJkUoiqIosalV0AVX6zaXa9LLlqTT6UQf31pBLXSKoihKbNRClzw0hi4ZqKBTFEVRYqMxdMkik8kk+vjWEiroFEVRlNisxSzXJJctSafTQPcWfVYKqKBTFEVRYmGMWbMWuqTGmPmCDlTUdTsq6BRFUZRYOI5Tc6efShXW60ZBl1SxExzyy3GcNrZEqRcVdIqiKEosHMep2VKVTgcFXXdZu9aCyxXUQtftqKBTFEVRYlGfhc4EvneXcFCXq9INqKBTFEVRYuHHz9UiboJu1nS6u8SRf7xJFDwq6JKDCjpFURQlFn6MVS0df3EMnQq6TsB13aIkl6Qd31pDBZ2iKIoSC1/Q1WKhC1rlus1C5wudpLldg9Y5UEHX7aigUxRFUWLhW3Nq6fiDVrluE3RJtdCpoEsWKugURVGUWDTKQqcu185ABV2yUEGnKIqixKKeGLriwsLdJej8402a4MmUFARM2vGtNVTQKYqiKLGoJ8s1CRY6jaFTOhkVdIqiKEosGmWhK9ERHc9acbnqSBHdjQo6RVEUJRaNi6FrWJNagrpclW5ABZ2iKIoSi/qyXIPfu8t1mUQLXTabXXU8STq+tYgKOkVRFCUW9VjokiDokhRDV+puBRV03Y4KOkVRFCUW9Qm6YB26hjWpJSTRQqeCLnmooFMURVEq4rpuXcImqB+y2Ua1qjUkMYZOBV3yUEGnKIqiVCQ45mctFrqgiOu2pIgkulxLEyJABV23o4JOURRFqUiwpIUmRXQ/aqFLHk0TdCIyJCL3icjDIvKIiLzDm75HRL4jIodE5HMiMuBNH/T+P+TN3x3Y1u95038gItcHpt/gTTskIm9p1rEoiqKsdYKCrl4Lnbpc248KuuTRTAtdGnixMeYq4GrgBhG5DvhT4L3GmL3ADPBab/nXAjPe9Pd6yyEilwK3AJcBNwB/LSK9ItILfBB4GXAp8EpvWUVRFKXBNNZC14gWtY6kWehc1yUboqqTcnxrlaYJOmNZ9P7t9z4GeDHwBW/6J4Cbve83ef/jzf9RERFv+h3GmLQx5ghwCHie9zlkjDlsjMkAd3jLKoqiKA2m3hi6TEYC3xvSpJYQPNakxNCFxc+BCrpup6kxdJ4l7SHgJHA38CQwa4zx3wwTwE7v+07gGIA3fw7YEpxesk7UdEVRFKXB1Guh61aXa1DEJUXwhLlbQYf+6nb6mrlxY4wDXC0im4B/BJ7TzP1FISKvA14HsG3bNsbHxxu27cXFxYZuT2kMSbouY97fpBxPkq5NUhjz/pa7LtlsNu+mm56e5tChQ1XtY37+cmAdALOzy4yPP1h9Q9vE8vIyAKdPn+app55q+f4b/czkcrlIK93c3FzD9lPKmPc3Kc9/p73LmirofIwxsyJyD/ACYJOI9HlWuF3AcW+x48A5wISI9AEbganAdJ/gOlHTS/d/G3AbwLXXXmvGxsYacViAvTEbuT2lMSTxuiTleJJ4bZJCuety7NgxTp48CcDWrVs577zzqtp2b+9S/nt//2jX3APZbJb9+/cDsHHjRvbu3dvyNjT6mZmYmGBycjJ03r59++jpaW4BjG659pXotHdZM7Ncz/Qsc4jIMPAS4CBwD/Byb7FbgS953+/0/seb/+/G2rrvBG7xsmD3ABcC9wH3Axd6WbMD2MSJO5t1PIqiKGuZerNcgzF06nJtL1HWOUjOMa5FmmmhOxv4hJeN2gN83hjzZRF5FLhDRN4FfA/4mLf8x4BPicghYBor0DDGPCIinwceBXLA6z1XLiLyBuCrQC9wuzHmkSYej6IoypqlsTF0Er1ghxE81qSInXKxckk5xrVI0wSdMWY/sC9k+mFshmrp9BTwiohtvRt4d8j0u4C76m6soiiKUpb6R4qQ0O+dThItdOWOIynHuBbRkSIURVGUitRvoet+l2tSypaohS6ZqKBTFEVRKlJPDJ0xRi10HYRa6JKJCjpFURSlIvVY6LpZ0GkMndItqKBTFEVRymKMqctC57ouuVx3Cjq10Cndggo6RVEUpSylFp1qO307dmhBxOVy0jXxaEmLoTPGqKBLKCroFEVRlLKUCrpaLHTZbKG7yeWka4RDsJ3GmK4XdZXOe7dcF2U1KugURVGUstRroTPGrHK5dotwKBVw3S7oKo3XquO5di8q6BRFUZSyBGvQQfWiJpt1cZxkCLpuaXcUlQRbtx/fWkYFnaIoilKWei106XTx8t0UQ1d6rN0ueNTlmlxU0CmKoihl8QXdzEwfb33rbvbvH65q/VTKioThYbudbLYHx+kO4aAWOqVbUEGnKIqilMV3uX7ta5v5yle28IUvbK1qfX8s+IEBQ2+v8aZ1h3BIWgydWuiSiwo6RVEUpSy+Vef48QEAVlZ6q+r4fQtdf79LX58v6LpDGKmFTukWVNApiqIoZSkIukEAMpnqYuDSabtsX5/JCzpf5HU6GkOndAsq6BRFUZSy+C7XZ56xgi6d7qmq4/cFXX+/ob/fLZrW6aiFTukWVNApiqIoZSl1uabTPVVZ6Hz3qhV03e1y7fYYOhV0yUUFnaIoilIWx3GYn+9lcbEPgHS6ujpyYS7XbrHQqctV6RZU0CmKoihlcRyHZ54ZyP9frYWu2OXa3Ra6bhc8aqFLLiroFEVRlLLkcrl8QgRAJlNrDJ3bdRa6pLlcK103Hfqre1FBpyiKopTFWugKgi6VqjaGzv7t76/P5doO61HSXK5qoUsuKugURVGUSFzXxRhT5HLNZKqLoQsKulpdro7jMDs7W9U6jSBpLleNoUsufe1ugKIoitK5lNagg9pj6OpJijh9+jQiUtU6jSBpgq6Shc4YgzGmLedaqQ+10CmKoiiRFGrQBS10PeRy1VjoVteh8612cTl16lRbxFTSYujixMh1u2hdq6igUxRFSQjNEBuO4+C68Oyz1kLX0+OP9FCNhc7+7e938y7XbDZ+G+bm5kin0xpD1wDitL/bj3GtooJOURQlAbium7emNRLHcZia6ied7mHjxhyjo9bCs7zcuqSIkydPAu2xjq01lyt0/zGuVVTQKYqiJIBmCTpbssS6W3fuTDM4aDv7VCr+NnxBV0sMXSqVYn5+HmiP0EiSy9WPj6uECrruRAWdoihKAmimhc4vWbJjR5rBQSsIarHQ9fUVslzjNvXUqVP57+pyrY+4Nea6+RjXMiroFEVREkBzBZ210O3Ykclb6FZW4m/Dj5crdrnG2/fU1FT+/06w0HWz2Inb9m4+xrWMCjpFUZQEYIxpSpX/4CgRO3emGRjwBV1tMXSFOnSV15ueni46Jo2hqw+10CUbFXSKoigJoBUuVxtDZwVONRa6gqBz82VL4mS5+skQPp1goevmGDq10CUbFXSKoigJoNUu12qSInzxFkyKqGShm5+fJ1WyE42hq4+4Fjodz7U7UUGnKIqSAJol6FIph8nJAUQM27dXH0NnjCGTsaMOVONyPX369KppnWChWwuCrpuPcS2jgk5RlJahv/ybh+u6TTm/ExOC6wpnnZVlYMBUbaEzxpDLFQSdb6Gr5HIttc7522o1SRJ06nJNNk0TdCJyjojcIyKPisgjIvKb3vS3i8hxEXnI+9wYWOf3ROSQiPxARK4PTL/Bm3ZIRN4SmL5HRL7jTf+ciAygKErHcuLEia6OQepkrHBqvIXu6ad7AVuyBGBgoLoYOtd1yWZXC7pKFrqwY+kEC103379qoUs2zbTQ5YDfMcZcClwHvF5ELvXmvdcYc7X3uQvAm3cLcBlwA/DXItIrIr3AB4GXAZcCrwxs50+9be0FZoDXNvF4FEWpA8dxOHXqVFNEh9I8l+uxY32AjZ8DqrbQWUFnu5rg0F+VmtoJgi5sf90sdtRCl2yaJuiMMc8aY77rfV8ADgI7y6xyE3CHMSZtjDkCHAKe530OGWMOG2MywB3ATSIiwIuBL3jrfwK4uTlHoyhKvZw6dQrHcdTt2iSaIeiMMUxM9AM2wxWoOoYuaKELFhbOZiXS2uU4Tui8VguNTmhDI1ELXbLpa8VORGQ3sA/4DvBDwBtE5NXAA1gr3gxW7N0bWG2CggA8VjL9+cAWYNYYkwtZvnT/rwNeB7Bt2zbGx8frPiafxcXFhm5PaQxJui5j3t9uP56VlZW8W/Cee+7B/iZTGkUulyOTyTAzM1P1umPe37B77MknLwJg3bpTTE5OksttArbxzDMzjI8/UnHbxhgWFy8GYGlplpUVWwJlbi7FN77xjch1VkIUo4jUdHz1sLy8vGpaq5/FRr3Pstks2Rj1Yqampjh8+HDd+ytlzPvb7e8yn07rZ5ou6ERkHfBF4LeMMfMi8iHgnYDx/v458JpmtsEYcxtwG8C1115rxsbGGrbt8fFxGrk9pTEk8bp08/GcOnWKp59+GoDJyUkuu+wyzjrrrDa3Klk888wzPPvss1x99dX09vbWtI3SeyydTjM9bQXAJZcMsW3bNs44YxiAkZEzGBu7qOI2l5aW6O217tqtWzfQ22u7nYGBUX7oh36I/v7+0HUee+yxVdNFhOc+97lVHVM9ZDIZvv/976+aXs85roVGvc+OHj1aNPJGFJs3b+b888+ve39RdPO7LEin9TNNzXIVkX6smPs7Y8w/ABhjJo0xjjHGBT6CdakCHAfOCay+y5sWNX0K2CQifSXTFUXpIIwxTE5OFk2bnZ1tU2uSi+8ebKTbtXQcVyA/UkQqFc/CGpUUkc1KpGsv6hjiDi7fKKL21a0uSXW5JptmZrkK8DHgoDHmLwLTzw4s9tPAAe/7ncAtIjIoInuAC4H7gPuBC72M1gFs4sSdxj5p9wAv99a/FfhSs45HUZTamJmZIV0ycOfi4qImRzQYvxNu5Hmdm8sxPd1Pf7/LmWdaS93QUPWCLrxsSfkYuig6QdB1a6arJkUkm2a6XH/O9X0CAAAgAElEQVQI+AXg+yLykDft97FZqldjXa5HgV8FMMY8IiKfBx7FZsi+3hjjAIjIG4CvAr3A7cYYP3Djd4E7RORdwPewAlJRlA7ixIkTq6YZY5ibm2PLli1taFEy8TvhRiadHDlihcvZZ2fo8X7++2VL0ulqLHS+m9V+AHK56i10/vZ6elpTQjWqfd0qeNRCl2yaJuiMMf8JhD3xd5VZ593Au0Om3xW2njHmMAWXraIoHcbc3FxocDtYt6sKusbRDAvd0aP2r+9uherLlhhj8i7XgQHwQ+bqEXStImku17jt1kz07kRHilASSbe+cJNGmHXOZ35+Xq9TA2lGDN3hw1aI+TXooCDoqrHQ+S7XoIWunMtVBV1zUAtdslFBpyQSfSG1n5WVFRYXFyPnu67L/Px8C1uUbJphoXvqKdtF+DXoAAYHrcipJSlicFDqdrlqDF3taAxdslFBpyQSfSG1n9JEiDA027VxNEPQPf10mKDzXa7xuo/SLNeBAfs9m+3peJdrLTF0nSz21EKXbFTQKYmkk1+qa4U4BUzn5ub0WjWIZiRFFMZxLbhc/bIlmUw8C52NobNdzeCgxBopolMEXS0u10ylQWrbRDUlX1TQdScq6JRE0qyBypX4xBF0uVyurFtWiU+jLXTGwLFjNoMhmBRRKFvSE0sgBGPoBgeFwUHx2tm9SRHljrtTBV21Ql9FXfehgk5JJMaYWC4/pXnEFRbqdm0MjU6KmJ6GpaUeRkcdNm4siAG/bEkmE21hCxJ0uTYiy7WVFt1aXK6d+t5RQZd8VNApiaVTfymvFeJY6EAFXaNotIXuyBH7d8eONMFhdwtZrtExcKXtKgi6goUuaqQIx3HKirZOsNCVa0Pc+77VVHveVNB1HyrolERijFFB12bidmyZTEbrXjWARsfQFQRd8XPkC7pMJp7LNViHrtTlGrZ+JUHayYIul8t17L2sFrrko4JOSRz+S1gFXXupxlLUqZ1gNxEUdI1wSwYtdEEKZUuqsdDZriboco2y0HWSoIvaV9T5zWazHSuE1EKXfFTQKYnDFwedGsuyVqjG9aSdR/0Ez2Ej3K6nT9u/W7YUX8dgYeE4wtFxXBzHt9D1VEyKqNT2TqhDF3W/drKgUwtd8lFBpyQO/0WkFrr24bpuVR2CWujqo1R4NELQzc7aba5bV3xt+vsNIoZcrodstvI1TqftMn19Lr29PYEYunCXbaV7odNdrp0qhNRCl3xU0CmJw+8QVNC1j2oDw1XQ1Udp59uI8xkl6EQKma4rK5WtZem0XcYKQamY5dpJLtdqy5Z0g4UumxWOHBmikqFTn8nuQwWdkjiCsURai649qKBrLaUiohH3/fx8uKCDQi265eXK4sX/XdXfb+jpqd/l2gkxdN1oofOfsQ9+cAeveMVlPPjgurLLd+pxKNGooFMSR/BFpFa69lCtoFBBF02cc9MMQTc3Z/+GCTp/tIiVlcrbiRJ0tSZFaAxdbfjtOnp0CICnnx6KtbzSPaigUxJHsANUQdce1ELXOOKIs2bE0PmCbnR0dcfuJ0YsL8d3ufb1+S7XHkQMrivkcskrW9KpQsh/xubn+wBYXOwtu3w1x3HixInaG6Y0DBV0SuIIvog007U9qKBrHHHEWXNcrtaSFm6h80uXVBND59LT00NPT09+PNdMprMFXS1lSzp1bGL/WObnrZBrlKB76qmnOH78eMce91pCBZ2SONRC136qFRSdatXoBOKI42YkRczP27+jo+Vi6Cpvp9TlKiL09dnO3xd7QTpJ0KmFLhpjDIcPH+a0V99Gfzy3HxV0SuLQGLr2oxa6xtEOC53rwuKitdCFCTrf5Rony9V/BH2Xa7GFbvXyGkPXHFzXxRiYm6tf0Lmuy5NPPsnMzEx+mr5r209fuxugKI1GXa7tRwVd4/BHfpDggKolNDqGbnERjBFGRhx6Q/r9QtmS8tuxQ/DZ776FzhiTt9B1q8u13Bi0nSroHMdhZaUnX+S5VkHnui6HDh1iYWGhaLq+a9uPWuiUxKEu1/ajWa6NI06R5kZb6AoJEeHXpWChK78d13XJ5ayA8C105VyucYYt6wSXa9h0/0dMJws6P34Oahd009PTq8Qc6Lu2E1BBpySO4IvIcRwVC21ALXSNoxZBV+/59OPnwhIiIL7L1RiTF3S+hc66XP3RXIqXr8W93EyqcbkG294OUZdKpUilUpHzXdfNx89B7YJuaWkpdLpa6NqPCjolcZR2ZvrLsbVUO+wXqKArRzstdJUEXRn9kG9XNmu7GT/L1ZYusUKpVPfXUqKlmVQj6II/Ytoh6CYmJsqKqlIL3dJSYwWdvmfbjwo6JXGUvoj0l2NrqdY6ByroyuG6btXjmxpj6jqnlVyucWPorKArWOj8pIgol2unWeiqKVvSTgvdwsICc3NzZd911Vrowu4fG4cXftH1Pdt+VNApiaP0Zaq/HFtLLYKuU+OOOoE4gfaVBEa1xHW5xrPQFWLoSuvQZbNS1PZaRsVoJn7bPve5M/njPz43P/5pp1nojh8/DkSLKpvhalbF0JUzdoYdw3KZOjWdXLJlraCCTkkc6nJtL7UICbXQRVOLyxXqO6eVXK5+HbpKgs4YU2ShK61DVzqea6dZ6HxBd/vtZ/MP/3AmJ04MRLajXRa66enpvBu0nKADiix0jiOkUtESIOwYotytPmqlay8q6JTEoS7X9lKLhQ5U1EVRi8sV6rPQlRv2C4Iu1+hSKn67gkkRpS7XWgRdK2Po/LYtLdmuMiiAStvRDgudMYZnnnkm/3/Uu65QVLjYzVrO7aqCrvtQQackDrXQtRcVdI2lVgtdK1yu8WLoipMigi7XXK7Y5Rq3za0UTI4DqZQVPul0QcB2goXu1KlTRSKqGgsdNF7Q6bu2vaigUxKHxtC1l1qFhAq6cNoh6GZnrciKEnQDA3Z/QYET1a4wl6tftiSb7anaQudvtxUYY1hZKXSTQQtdaRuCP2RaYUV0HIdnn322aJot5Lz6fdcIC10mk6n4Y00tdO1FBZ2SOMJ+OWuwbm2Uq2sVhVroGkscQRcmIOo5n76gi8pyrSWGLjj0l+9yzWard7n6220FruuyslIQPeUEXbUWunpLy5w4cSJ0G2GiqnQc154ee/7KCTpjTNF5rmSdA/3x3G5U0HUp+uCEE5URqL8ca2N6errqdWoVdCq6w2lPDF15C93goJ2fSlVjobPTrIXOb2Ntgq6VFjo/fg4gnQ6PoSu9RnHaV+tz4u/75MmTofPC+oaCy9UKuG3b7DLVFBeOI+j0PdteVNB1KbVYTtYCUS9SFcC1sbKyUrZUQRjqcm0sccqWNCspopLLNY6g85MiBgoJopFlSzpR0C0vF0RPUNCVE6LNFnSO40Tuo5yFbmHBWuh27GiOoNP3bHtRQdelRBV3XOtEiQJ90dSG67rMzMxUtY66XBtLO5MiKo3lGs9C5ydFFISbb6Gr1eXaCkHnC83l5XALXbANpfd8KwRdFGGCzm/P3JwVcDt22GXiCjorbCv/sHMcp25XslI7TRN0InKOiNwjIo+KyCMi8pve9DNE5G4RecL7u9mbLiLyfhE5JCL7ReS5gW3d6i3/hIjcGph+jYh831vn/SJS/u2SINRCF041v1qVylQr6GoZ9stHBV047XC5Vs5y9Ud6qM9CF3S5Oo4TOzauFTF0fruCFrqosiXtsNBFEWWhcxxYXOxDxLB9e3UWupWVldjPtf54bh/NtNDlgN8xxlwKXAe8XkQuBd4CfN0YcyHwde9/gJcBF3qf1wEfAisAgbcBzweeB7zNF4HeMr8SWO+GJh5PR5HJZDTmKAR1uTYW13VJp9OxLcLN6qTWMu1IipiftyKskoWukqALJkUEBZ3/PVi2pBoB2j4LXXjZkk630DmOw8KCFW/r1zusX2/Xjyvo4rhby+1faQ0VBZ2IfD3OtFKMMc8aY77rfV8ADgI7gZuAT3iLfQK42ft+E/BJY7kX2CQiZwPXA3cbY6aNMTPA3cAN3rwNxph7jX3yPhnYVuLJ5XJq2g7Bf9GV9m8q6GrD79TiWulU0DUWv0Nttct1YcEKl0aWLQmPoSuULelcQVc5y7WTBF0ul1s1PziO6/r1Tv66xh3PtRpBp+/a9tEXNUNEhoARYKtnEfOf3A1YYRYbEdkN7AO+A2wzxvjFc04A27zvO4FjgdUmvGnlpk+ETA/b/+uwVj+2bdvG+Ph4Nc0vy+LiYkO3F5eVlRVOnDjBGvIyx8JxHL761TP48Id/jLe//X6e8xwb3S0inDhxos2tq40x72877rNUKoXrupw6dYrHH3+84vKO41T8hZ7L5ZicnFw1fWpqiieffLLmtiaV5eVlTp8+nR+vM4yVlZVQK93s7Gzo8saYonfHmPd3fHycTEZIp19EX5/L7OwJwl4xi4uj3l+n7H2ZyWSYn38OAAsLU4yPP+a191xgK7OzSzz00GP09fXFuneCx9XbW16M1IutQbfC5ORIftr09Er+3p2ZmaGvz3ah2Wy2SKDFuZfT6TRPP/10rLaU9jOVztU3vvENenoK4jOTyXD0qL1mIyMr5HJTwG6mprKhz6KPf57990AcpqamGAiq9wBj3t92vMuaQbv6/ygiBR3wq8BvATuABykIunngr+LuQETWAV8EfssYMx98iRhjjIg0PRjCGHMbcBvAtddea8bGxhq27fHxcRq5vbh897vf5cILL2T9+vUt33cnMz09zfve57KwMMCTT+7mRS8qiLh9+/YVveS6jXbcZ/v37893VJdddhlDQ0Nllz916lTFTmpycpJt27atmr5582bOP//82hubQLLZLPv372d4eJhLL700crmHHnoo1Gpz1VVX5UWHTzqdZmlpiTPOOGPV8mNjY/jVMEZHXbZvX32dAFzXdtiOM1D2vjxy5Aj9/VYQ7dixhbGxywD4+78/DcDg4Houv/xytm/fzvT0NEeOHIncVpDdu3ezZcuWWMvWSiqV4pFHHqG3d2N+Wl/f+vy9e84553DWWWcBcPjw4SIr9hlnnMGePXvKbv/gwYNcdNFFsYRpaT9z8uRJjh07Frn8+eefz+bNm/P/P/nkk/zgB67Xth527bL9RjY7Gvos+uzZs4cNGzbw8MMPV2yjz8aNG9m7d2/ZZdrxLmsG7er/o4js3Ywx7zPG7AHeZIw53xizx/tcZYyJJehEpB8r5v7OGPMP3uRJz12K99cvpnMcOCew+i5vWrnpu0KmJx4/eFhdrqtxXTfvRjh1qr9onroCCsQNKg/+Ko/jdlWXa2OJ63KNup5h74iZmZmy16lSQgTEd7naGDo/y7UwPZjl2k0xdFEu11qSIuIku0RRab1S653jOPkadBs25GK7XF3XrbpsUTNj6LTPK09Fc4Ux5gMi8t9F5OdE5NX+p9J6Xsbpx4CDxpi/CMy6E/AzVW8FvhSY/mov2/U6YM5zzX4VeKmIbPZcvy8FvurNmxeR67x9vTqwrUTjv4z15l6N67osLdmX1OnTKuiiqKU8RBxBV889qYJuNfXE0EFtgq5SDToIJkWU70KCMXSDgwXxF0yK6KYYukaWLSlXSy7OuuUofdcFY+g2bIgfQ2ffp/Hj58L23UjKuYeV8i5XAETkU8AFwEOAfxf5SQjl+CHgF4Dvi8hD3rTfB94DfF5EXgs8BfysN+8u4EbgELAM/BKAMWZaRN4J3O8t90fGGL98/W8AHweGga94n8Tjv/hU0K3GcZxIC51mXxXI5XL09/dXXC5o+VlZWSGVSpV1u6qFrrEES3pUWiaM0ndEOp1meXm57DX0BV1UhisEy5bYpIaoUIaopIiBAfHa17mCrlC2JDzLtd6yJd1ioVtcXKyqbfaaZ2O9X6ohm81y+vRpdu6sKoR/TVFR0AHXApeaKgv/GGP+k0LcXSk/GrK8AV4fsa3bgdtDpj8AXF5Nu5KA//LQDnA1xS7X4sBctdAViNN5hnVKs7OzbN++PXKdThF0pUH/3UocC101gs4fyq1el2tfn6Gnx+A4QjbrMjgY3Ta/Dl2xy3X1SBHVCLpW1KHz9+Fb/CHcQhcW/tKZgi7cQmcMoYkvfhurdbmCfdc2WtDNz8+Ty+VIp9MMRt1wa5w4EeIHgOg3uNJy1OUajeM4RS7X4HtVBXCBOOcirFOq5HbtFJdrUkZSCV6DKJFQTtyUnlP/+tXrchUpuF2Xl6PFS7AOXdDl6n/vZAudf15XVsqPFBHW7jgxj3GGdIsijsu1dKxZvw7dhg05BgYMAwMujiNl4yBPnEiRzVb/TDfDGzLv/dKo1gW8logj6LYCj4rIV0XkTv/T7IYp0ajLNZqghc5xhNnZvqJ5SvzRHMKWWV5eLvuyrsdC18jrs5YEXVwLXSqVyp+XOIKunMsVYGDAjzGLFpTBob/CCgt3ch26SiNF+PPDzmUlC6IvyJploTPGFHkkXNdlbq5goQMqul0feGAd1167h09/OjoLNgoVdO0hjsv17c1uhFIdKuiiSaXcol/Rp071c8YZ6qIOUo+gA2vlCXO71jPsl4/jOA2pL7a8vNz0shatoNTKEkZcQRe0rvoB+WGxb3FcrgBDQy5zc7C0VN4dHGah871x3TZSRNjQX7VY6OLERpYjznq+a9J1XYwxRRY6sNd3erqfxcVetm5dfQwHDoxijHD//ev5hV+oLhmh0eEty8vL+fOsgi6aioLOGPONVjREiY+6XKPxrQs+p071c/HF1iqhgs5Sr6Cbnp4OFXT1WOd8Kgm6OMHWpUVeu5ngNYi6f+MKOj9+LjgvrADs7KwBpKKg80uXlBtWOhhDF+ZyzWZrc7m2MoauUpZr2L1W6fnyr2Uzxz32rWT+stVa6Kan7XP21FPla0+W23ej8K1zYMVdUmJkG02cob8WRGTe+6RExBGR+UrrKc1DkyKiKRV0wdIl6nK1xBV0UZ3myspKqEuzUYKuHAsLCxW3kU6nE3OtG+Vy9TOUg0RdLyvoKrtcCzF05V2uvqArHvrLb4PkkwOqEWmttNAVJ0WsHsu1ky10wX0Fs1whjqCzAvCZZwYq1hsspdEWurnAi90YU1OixlogTh269caYDcaYDdjyIP8T+Oumt0yJRC100ay20BV6ERXAlnotdGCH9ymlEfdjpWsU/KUeRTXDFHU6jUqKCEtmiRJ0c3N2e5UsdH7pkpWV6P0HkyKGhgrdjW+hcxzxRF91906rYuiMKU6KCHO5RsXQlbsu9Qi6uMkUpRa6hYViC50v2CtZ6IwRjh2rLqu0NCmjHmyiW7GbVd2u4VQ1DpKx/BNwfZPao8Qg+PJTUVfM/HzxL8lgLbqkdPL10ghBV+q+g+Zb6OIWOU2qoKvH5docQVfeQueLmnJZrn7Zkk4UdMYY0mnBdQvtjpvlGpwfRj0u17gi0LeSua5LKiWk0z3097sMDdl9xrXQQfVuV3vdGxP2sLCwsEocVlsbb60Qp7DwzwT+7cHWpSsTNaE0m+ALxHGcVWM1rmV8QdfT4+K6PUWCTi10lkYIumw2y/z8PBs2bCiaVi/lrlE2myWdTleMn0mqoKvV5RrmboXo6xU3KcIXdFEJxYUYs9VZrqUu12oFXati6Pz4ufXrcyws9JFO9+TrtpWLoQM7PyoetB4LXdx1gha6oHXOf3TixtBB7XF0YTGa1RJmlVcLXThxlMBPBr7ngKPATU1pjVKR0hdfLpfTIosBFhbs22rHjmUmJtZpDF0IjRB0YK10QUHXCGtxJRFpjCGVSjE8PBy5XJh46VbqFXTGGE6fPh06L9pCZ5+hykkRVlRFne5CFmi0y9WvQ1etsGmVy9XPcN2wwWF5uRfHEXI5ob/f1GWha4WgcxyHXC6H4zjMzRXHz0F5Qec4FJV8qkXQNSqOLkzQZTKZpoxG0e3EyXL9pVY0RIlH6UtYXa7F+ILunHOWmJhYV2Sh82NPooYpWis0StDNzMxw7rnn5s9nKyx0YAP8owSdX38rKVbresuWQHi8IzTOQhflci1YsFa7XH1xl832dLTL1U+IGB52GBqy40Sn01bQlYuhq9TGVrhcoZAgVBo/B+UF3exsX5Gr+ejR9mS6ptPpyO0sLS2xadOmuveRJOJkue4SkX8UkZPe54sisqsVjVNWE2ahUyzBosK7di0jYpie7id4itRKV1+W64kT/bznPecwMTGA67rMzs7m57VS0EXhu2STcp3jxNDFLWJbStT18n8UjY6WP4e+oIuy0PnbL4zluroOXa0u11YJOj8hYmTEDRxvT1EbOtVCB/Z5qMVC57tbN22y1/Cppwap1svdCAtduSQodbuuJo6p4m+BO4Ed3uefvWlKG2imoGtFXEozcRwn/3LasCHLGWfkcF1hZkbj6ILUaqEzBv7oj3bzhS+cla8eH7T+NDvL1d9+OZeqPy+Jgq5WC10U4fXTYHHRCq+RkfosdDbTsRBDNzhY6G6Ghopdrp0YQ2eTcOz7ZHTUCRV0uVwusi1xLHStEHS1WOimpuzyF1yQYt26HIuLfUVJEnH3XS8q6KojjqA70xjzt8aYnPf5OHBmk9ulRFD6Em6kQGnGcC2tJGihGx3NsXWrPVea6VpMrYLuv/5rA/fdZ2PmHn10FLAZaAVLTPstdL6gq1Q2oltopqALE1ELC7ZMxciIQ6UBO/yyJVGvjWw2i385e3sN/f2F7qa/vyDooHprTqstdMPDBQudn+laKZMzjoWuFS7Xeix0Z5yR5bzz7AWuNo6u3v7Ejm4RXXdSBd1q4gi6KRF5lYj0ep9XAeFBGUrTaZaFznXdhheDbDVBC926dQ5nnmmP5+RJtdAFqUXQ5XLwvvcVIi2eeGI4X3Jieno69jYrEUfQlSscHOxEkiDe6y1bUo6w2LW48XNQGCkiqsarDVy3XUxfX3FmciGGzi9fUt2PgVbH0I2OOvlyH8HSJeXemc2qQ9cKC51vjduyJct559kfSdUKunp/4C0tLVUsY5SUMZsbRRxB9xrgZ4ETwLPAywFNlGgTzUqK+LM/c/iZnxmmmzVd0EJnBZ09V5rpWkwtgu6f/mkrR44Ms2tXip0702SzPTz5pH3BT09PN6zmVBxBB9Fu1+D0dl3rRtbIqrewcCVKr5tfmDuOoCu4IMNLyGSz2bwFrr+/OBkpmOUKtcVbNdsCGyxbYi10vkUynqCL43KttFyldSvhW+j8USLWr49noZua8i10OXbv9gVd9dUU6umf4hQRVytdMXFGinjKGPNTxpgzjTFnGWNuNsY83YrGKatploXuox/t4etf7+fAgYZsri0UC7qgy1VHiwhSraBbXOzhwx/eAcAb33icK66wguXgQet2XV5ejjUkV9y2RREUH1G/zNst6KKGRQsjjiBppssVogVdpWG/oOByTaXCj8OOqesLOlMk6PwECX9+Le+xZl/fYNmSsBg6qF3QxbG8RlHN8lZU55iftxa3jRvjWehmZuzy1uVqn6laMl3r6Z/iPEcq6IqJk+W6R0T+QkT+QUTu9D+taJyymmYJOr8gbzc/H0GX6+howUKnMXTFVJvlevvtZzM728++fQv8yI/Mcskl1sf26KMj+WUnJycb0rY4SREQ/rL36275tONaLy4uxn4m41g1Wy3oqnG5FgoLh1vorMu1IOjCXa61lxBq9vVdbaHzXa7BkSOi48TiWuiaKejAPiuVLHSlvy38GLotW3I1u1yhvv4pzvOhgq6YOGkr/wR8DJvdqr1hm2lWUoRvYOnmMY+DFrr1691Ql6ta6Kqz0B0/PsBnP3sWAL/92xOIwKWX2pvk4MGCoGtUMd+o61OaTRgm6Erb0A5Bt7CwELvYaZxK+sYYDhwYYdeudGTWaTMsdNW5XKO3nc3aLqbUQucLOt/lWgutEXR+2ZJCDF2jLXTNdLmCP6rLagvd4KChv98lm+0hnRaGhgrPV8HlmuWcc9KIGJ55ZpBs1tbgi0s9gi7OuisrKziOEzkix1ojzs+jlDHm/caYe4wx3/A/TW+ZEkozLHSOQ/7FVesPnk5IqLCDOBeyXLdtsy8vHf6rmLgZoK7r8ld/tZNstocbb5zKC7mLL7Y1/g4dGi6yVjSCSjXT/GaHCchOEHTVWOjiZAE+8UQ/v/iLl/Dud5/XgS7X6Bi6XC7nlfWw80qTIvwsV8eRquub+TQ7hs66XP33iVt1UkQnuFx9wix0EO12DSZFDA4aduzI4DjCxER1cXTNFnRgQz4USxxB9z4ReZuIvEBEnut/mt4yZRXGmFUPcyOyC4Mx3LUIOmPgscdSNb+YG0Um47Ky0ouIYXjYYft2e17U5VpM3JIJDzwwwN13n8HgoMtv/Mbx/PSREZc9e1Lkcj0cOhQ9BFetbQvrqLPZLB/96Hauv/5KTp7sJ5PJrHoWminoKpVQ8PfvxyzFIY6ge+YZe+8ePz7YkqSI6lyu0UN/FUrZ2C6m1KrT29tDX59fmLe2HwWttNANDzurypZAebdgp7hcgVALHYQLOtctuFw3b7b3csHt2hpBF9bXRdHIJKRydEMR/ziC7grgV4D3AH/uff6smY1Swom6oeq90YLJRLX82PniF+GqqzbwgQ/U1Yy6mZ21L9DRUTsA9Zln2vpXs7P9ZDK+RUAtdHEF3Z132ppzt9xyku3bizsuP44u6HZtFGHXKJvN8s1vbmJ6up/HH7cistTt2kxB5zgOMzMzZZfxBV/c57GSm9oKCnvfzs/3NrxsCawWJLOzVnhVU7YkzEK3epSI1aLTF3n+MtXSyhi60VE3IGDjxf11isvVdWFhIb6Fzt5rwrp1ufwx15oYUev7tpo+rVVjN3dDndY4d+YrgPONMS8yxvyI93lxsxumrCbq12C9IiVoeKjFQrd/v/372GN1NaNuCvE/9gU5MNDLli32nPkxIWqhiy/o/ESZvXtXx6tdcom9UfwCw40krF25XC6feed3sqUv8tIXbiOvdekwZ2H4loK4JVwqhSkEXX4LC30tcrnaDrzSsF9Q3uXqH5sv1vr6VlWz7ZAAACAASURBVAs6f1qnCrpglmuUha7S+nHmNdtCt7TUi+sKo6MOpUMchwm6QlHhgqiqNTGiVmNDNeu1KtynVcKxHuLcmQcAHQG3A2iWhc5/iUNtFrpTp+zLqd0JR76gW7/evqR6e3tXjRahFrr4gs6vku/HDgVptYUuk8nmRbnfybbaQpfNZsu6d6qx0OVyuYrLBV1+S0u9ZLPhsY/1HGdpG6qx0BXqslW20IXlifgWulpdrq2sQ1ccQxevvVHXpfT+ruadVMs4xVHxcxAl6AolS3wKtehU0HUycbJcNwGPicj9gP8T2Bhjbmpes5Qwon751yvopqaygM22q0WUnTzpAj20KJQhkoKgsy+83t7eVaVLkmKhW1xcZHR0tCjQPC7xBZ3d9vDw6g7n4ouX6ekxHD48TCpVnCFXL2Ed3NxcLm8ZWVnp9f4WBF06nV7VwTfaQgcwOzvLunXrVs334+egEP9TLvPOTxqotE//WMF2uq7rrtpuPcfpOA6u6+Z/2fs/7uotLOx3sr5Y616XayHLtVEWutLp1RxHPfFzwVEifMIEXbCosE+tw3+1QtA1qqh5JZLicn0b8NPAHwN/AdwP7G1mo5RwmmehKzzotQi606fti7ndgs6PBSwWdLZjSZqFbmVlpeZg4LiCzu/Mwix0Q0OG889fwXGExx9vrJUu7BqdOBG0Iq+20IX9em60hQ6IjKMrvRaVnslcLlfxXgy6/CDa7VqtperLXz6DN75xL0tLfi24QofoP0P1ZrmuTopYvb4/rVVJEdVmQwYtdCMjbmhh4VraVzq9mndSPRmuwXFcfcIEnR/a4IerAGzdmmVkxGFuro/Z2fglQmrtm6oRaZXG1G0ExphkCDqvRMk88BPAx4EXAx9ubrOUMJol6KanCy+JWlyup0/bv0tL7U1znZuzHYMv6Pr6+vIuV78WXVIsdJlMpmJMVxRxBZ3fUYcJOiC0wHAjCOu0JieDNej8GmYFt2XYy7YZFrpMJhNazLQ0A7bSM5nNZiu6z6yFrvCKjkqMqPY4P/nJ7XzrWxv59rc35NviU0sdOj/hKEhpDF05C12rBN38/HxV78qgoI6qQ1dL++pxuTbLQueXe4JwC51IbYkRrbDQQfPdrq7rtswSWA+Rd6aIXOSVK3kM+ADwNCBeUkSb8xnXJs1KipibK7x4arHQTU3ZF3KDRn+qGT+If/1621EUu1ytSzkpFrp0Os2c3/tWSbUxdMPD4csVCgw3NjEi7BqdPFno9H2rCRSsdM220C0tOXnhEiaka7HQQeXA+eCxLiz0rlo+bk1Bn0xG8m4zv2MuttDZY6yubEm0ha4wluvq9Qsu19pGi6jWMplKpaqyamcytm29vYaBARM6lms5OsflGm2h8y2x4UkRxf1NLYkRrchyhdYJumbHbdZLuTvzMaw17ieMMT/sibhk9IZdSicmRRgDMzP2NlpcbO/NXhB00TF0SRF0mUyGdDpddaBu3HIJQetQlKDzM10bnRhReo2MMZw6VXhVBa1WrRJ0L3nJRv7X/7oUx1ntdk2n06s6lEq/5v1nttz9uNpCt9rlWu0xHjkyhOPY56ScoIvjcvXLlpQmCdiCwjlv2+UsdBQtUy3VHnsqlapqqKilJduukRFbBimssHAt7Wu9y7W6GLpgUeEgtcTRGWNq6p86TdD5573TrXTl7syfAZ4F7hGRj4jIjwKNLQuvVEXzBF3tFrqlJchk6htlolEsLNjbc8OG1Ra6JLpcgaqtdNUIOt+1FOVyvfDCFXp7DUeODBXFetVLabuy2Ww+rgeKBZ0v5Jop6DIZOHiwj2PHhjh6dIh0Ol0UvxdWcDiOyxUqC7qghS7M5VqtxeCJJwqFoMMEnf8MVeNyTad7ioqKB7dXEHSr12+1yzWdTldloVtc9AWd3U/YWK7liLo2rXe5VhdDF+Zyhdpr0bVC0DVbaPn3WtcKOmPMPxljbgGeA9wD/BZwloh8SERe2qoGKgWaleUaLCxcrSg7darw0vJ/0baLhQV7O/uCrq+vb1VSRLUuqmoxxgqAZhIMAm6moPMzLKMsdIODhr17VzBG+MEPGmelK+20stlCyRJY7XL1S4qU0ihBF9Rrft29oJUuTCQ0yuUaFK9+lmvpMtXw5JPFgs51C++VFINkMkJfnxtqUSulr88W7nZdIXi4wWtRyHJdvX4rLXR+vOXy8nKs598Yk08a8cfQbVZSRKdluYaVLYHqXa6OY4saJ8FC1/WCzscYs2SM+Ywx5ieBXcD3gN9tesuUVTTLQhfssJaXqxM7J04UbvClJfsAt4vFRXs7b9xYsNBt3OjQ1+eysNCXj/Vpptv1F34BzjnHFInkRhN8eS0uLlZ1PHEFXSrl4jhCb68pOxj3pZf6BYabK+iiLHQrKyuR2WfNEHSPPGKPMyjoarHQxXG5BstmQGNcrkELXSrVy+TkQL4t89gkiXXrrIsxDr7ICZYEDN6fcbJcaxV01fww8+8Ra/WsHFdijMn/oFltoeu2pIj4FjpjwgsLQ0HQTUwMUqnLcV34+Z+/hF/+5YsTJeg6YczyclTlJzHGzBhjbjPG/GizGqSEU27M1noEih2jsvBCrdZC9+yzBUFnjLCyelCBluC6bmB4Gzutt7fXGwKsdW7Xu++2AfxPPtm0XRS9VIwxzFehHuMKusVFOy/KOufTjALDpfdzLpfLdzJQbKFzHCdyjNVGXefg6fUtdKlUilQqRSaTCX3JN8PlGpYUUe0x+mPvbt9uBc7Ro0MFay8bgXjuVp8wQRfmch0MGQLUtwK2wuUadMnHcbuGWejWQgzd0lIPmUwPQ0NOXsj6DA0Ztm9P4zjC8ePlx3Sdmenj0KER9u9fx8pK9W1uhqCrp59MjIWuVkTkdhE5KSIHAtPeLiLHReQh73NjYN7vicghEfmBiFwfmH6DN+2QiLwlMH2PiHzHm/45EQkx6ieHcjdSPRa6bDZblLJebVLE5GTxQ9KuODrXdfMvpY22X8oXYG1Vpms6DSdP2u+tstBBdW7XuILOv47Dw+WtIAULXeMyXcMsdL4bCIotdBBdG65RrvWgXnz88eF8tuvMzEykmGxWUkQ9MXSzs72cPj3AyIjDC15gb9AjR1YLujjDfvn4omxlpdCOYgud73JdLdpaWYcuaMWNkxgRDDnwhU21gi6qja12ufo/dONY6PwfTlu2hPcpcRMjgj/AbOH5+DiOU/WzGycDdWFhoWZBlkgLXZV8HLghZPp7jTFXe5+7AETkUuAW4DJvnb8WkV4R6QU+CLwMuBR4pbcswJ9629oLzACvbeKxtJ24LpxqKRV01cfQFT+s7Sou7DhOqKATkZZluj7zTOF7M0u4lLoYqxF0wZdeuY5kYcHOGx0t/5K84IIU/f0uTz89lHd510u4oAta6Ir3E9VBN8Plmsv18Pjj1spVTtCVex6DmX/1li2p5hh969wFF6xw/vmFAHe/kwu6XOPiW+iCoRphMXTlXa7NL1vSCAtdoUxLfYIuTJTHvY61vLvm5uJb6KLi53zixtFNTRV+gFUr6LLZLHfeuYWbbrqcY8fKWwJL1ytHtWVrgqx5C50x5j+A6ZiL3wTcYYxJG2OOAIeA53mfQ8aYw8aYDHAHcJPY8Y5eDHzBW/8TwM0NPYAOo1mCzhZKLdwG1VrogkkR0D5B57puXpj6SREAPT09qxIjmuVynZgofG+moCv9lZjL5WK/qOJb6Ow5HKngSe3vN1x4ofW3PfZYY9yupZ3W0lI27zYCiobDKkczBB0UrJErKyuRxZ3LPY/B4yvXQTvO6sLC9Qi6J56w12fv3pX82JzBjMVaXK6+1Wp5udCOcAvd6nX9aa220GWz2YqWlnIxdPUKurjTwmh0DN3goKGvzyWb7SGdlsgMV5+4ma7BJKZTp6prby6X4557NnH8+CDf+c762OtVuqapVCryB1gluqVsSZyxXBvNG0Tk1cADwO8YY2aAncC9gWUmvGkAx0qmPx/YAswaY3Ihy69CRF4HvA5g27ZtjI+PN+AwLIuLiw3dXhS5XK7sDTs3N0dPT/X63IqB/xH4X7j77m+UDYQPcuTI+cDm/P/f/OZ3mZ5uor8xAtd1mZ+3x3H8+KP09dnrkkqlGBoaArbx1FNZJicnmZ2dLTvOZq18/etnYQ3JcP/9P+Dss59tyHbHvL/+fZZOp1e92Kenp+kPM4OU4DhOvnObmpri6NGjocs9/PA64FpgicnJybLb3L17K48+Osp997mcc075Zf/rv7azYcMGIHo5EeG0P/wIMDFhgAvYsCHN/Pwgy8s9nDgxWTFwv3Q7tXL//duB59DT4+K6PTz4YA8velH544Roy6kVC1YET09P8/jjj4cut7jo4LqF19rsLDz66KMcOnQoPy14PSvx/e+fBcD27SdZt24SuJAnnxzIX19f0PX2Lla85j4i5wMj3Hvvwywu2s5yZWUlbz2bm9vsHeezjI8/WLTu0tJFwAhTUwux9xfk9OnTTAR/RZUh2Cag4jvAGMPk5Nnef/NMTk5iH7l9pNPx7j+wo1OUjrecyWRWCf5vfvObZcdl9vuZVCpVlZDNZoWVlV56elwWF58N9cCMjmaZmxvkyJFpjh61Knt4eD70mqxf7wDncviwlL1mTz1V+HF34MAJxscPAqvfZWE4jsPJk88F4MiRbOx7o9I19a20hw8fjrW9INlslmw2i4hwKqBQW9X/x6XVgu5DwDsB4/39c+A1zd6pMeY24DaAa6+91oyNjTVs2+Pj4zRye1GcOHGC48ePR87fu3cvG31fYxVMTEywsmKFQF+fSy7Xw7XXvojNmyus6PEnf1Icv3TRRc+lBadjFTMz8/njeMELLufgwQOMjY1x8OBB9uyxZvvl5Y1s27aN3bt3s2XLloa34f77C9937LiYsbGLG7p9/z47cODAqk58eHiYSy+9NGStYoIibtOmTVxwwQWhy50+bUX5tm3r2bZtW9ltPve5hrvugmefPYtt26JNvNPTfbznPVcyMpLla1/7Pn0Rb5+enh727duX//9zn3vCa4tDOu2STvewadN2hobK/+jo7e3l6quvLrtMHB56yP69/PJl9u9fx+HDWyqeE4ArrriCgRDT1MLCQl7Ebd26lfPOOy90/e9+1/6W7e01OI6wvDzIhRdeyJ49e/LLlBPlpUxMnAHAvn19XHbZRoaHHebmBhkc3AEUXK5btw7EOj6AdevsRdy79wrGxga8dn83L576+9cBcN55Oxgbu6ho3Y9+1N4rIyMb2batesvH6Ogoz3nOcyoul81m2b9/f9G0M888k3PPPTdyneXlZT79aSvIt24dzp+P/n5rzdq8eXveBVuOSy65hJESM/ehQ4dWif2w5YL4/cwjjzxSVTFx3/W5YYPD9u3h13TDBsPcHAwPbyeXs/fIrl19offARRdZy9z8/GjZeySbLXQgvb3bGRu7qmh+uT7z9OnTLC3Z8IDFxc2x78WdO3eyffv2yPkPPfQQjuNw1VVX0Rf18ong+PHjnDhxAoCrr746Lxxb1f/HpZkxdKswxkwaYxxjjAt8BOtSBTgOnBNYdJc3LWr6FLBJRPpKpieWZrlcl5YypNM99PQYNm2y24jrds3lcszM2Bt7aMiPxaipGXUzP29frqOjDv39hds6WFz45MnmJkW0y+UK1gIRJ2C3Wpfr6CgVLX/++Q3GuYVx6lQ/rissLg5w4EB0EoXrukXWlFOnrOVi8+Ycw8P22sVxuzba5XrVVYv09bkcPRovXjBOmaFy96Jf13H7duO1o5dcbvXQX3FwnEINur17V+jpWe0+qyfL1dcYpcHp5VyufuZrs8uWhAmgSokR1opaHEMHjSld0kqXayEhoni9oDcnGEdXyeVaWjEgiuB8f2jIuNh+xa4/OVnZ6+BT7v2Xy+Xy566WOLrg9elkt2tLBZ2InB3496cBPwP2TuAWERkUkT3AhcB9wP3AhV5G6wA2ceJOY5/ke4CXe+vfCnypFcfQLuJmzVXL7Ky9yUdHnXyJiriJEel0mtlZq6nPPjtT1bqNZmbGtn3dOqfoZdXK0SKCBtRmCbpy2VxxkiOqzXIdHZVQK1MQ/4fA3Fx5keUHZwPce++Gssv6L1/HcZiastvdsiWbv0fjjEwRp4h0nHvBv5YbN+a46CJbSDlOvGDUMxucXq6D9ofS27jR3tfGyKrs6bj38vHjg6TTPWzblmHDBofBwUH27CkWdL6FLs6wXz6lSRGlx+zHxw0OhmW5irdOc2PowlzSKysrZde3SRH2vguej0aM5xp2zeMKtWoFXSEhorh/CD7TQUFXKSliwwaHgQEbr1yabR4k+ONuero6mbG8nMuf+8nJ+MUryvWR1SbFlBK8jp2c6drMsiWfBb4NXCwiEyLyWuD/iMj3RWQ/8CPAbwMYYx4BPg88Cvwr8HrPkpcD3gB8FTgIfN5bFmxx4/9XRA5hY+o+1qxj6QSaZaGbmbEP88iIGwhwjrduJpNZJejaZaGbnS1Y6IKCrnS0CGOaaaEriIfgcGqNpFy8VDME3bp1lS10Gzfae8+/F6IIzv/Wt8qHBwSDkIOFTn1BV64zCVKp04/zci5Yf10uu8yemHIWRp84FrrytQD9Ybhg40a7XGmFlriixi8ovHevjd0bHv6/7L1pkCTXdR18XmZt3dVd3dXr9GwAZgYglsGQ4JAgCBAgLEEkJFkWyZDCVjgs2R9J0ZYUoXAwFJJtRcjmJ0YwaMumaFmySFP65EWiwyGSIi3aFCkRIEESXAbLzAADYBZgtp7pvbu6q2vLzPf9eH3zvcx8L5eq6umB2DcC0YNaMrNyee+8c+49dyBSGNENQ0e2Jc2m+Bst2Nn5oggdQycAm3n1aeplTGNkL90i0oK8cGSphqUwMXRmQBfP0DEme7zGsXSqzdDycrZ8ZbXQbn6+gLTFzHHPsnoPdFMY8Xph6LYth45z/nOal42gi3P+UQAf1bz+ZQBf1rx+AVKy/VsfSYCtW5CytiaBUFaGrtlsYW1NTAI7DeiIudAxdOWyh1LJRaNho163bkiVK53XfkfcoJXWX0v373AQqB8cZImAjhi6JECnMnRnzgxiddXG6Kj+vg0COvG9arXjy1+qnUdceJ4Xmyjdbre3imbMsb7OATAMDrq4+25xYtL47vUqudKzNDTEMDwsrtXqahD8pL2XybLkyJEGGGMolUo+oHv1VfFeL5Ir3S/hyU4aC0dB240CdKZF0MbGBoaH9VWUZoaOJNfu+7l2K7n2ZlmSjqGTkqsZtExOdnDtWhELC3kcOKA/t2qV6+qqDcdxUuetqTYnrZaFtTXzOKFGWkBH7GyWIsJr1xhOnx7C8eMbP5wM3W70N7ZDcu10OgoL4Pqrz7SAbmWljXbbQrHooVoVx7e+vn1tteKCGDrRtkgOtrpuEdvB0DkOcE0paiVWp98RN5ik+V3ZGbpkybVc9pDPczSbtt9eTRcq4OOc4bvfNcuudGxql4jxcce3kEgjuarbMUWawZmIz3LZ9Rm6F17oHtCll1zF3+FhydCtrfUG6G6/fRP5fB75fL6vkisZC4fPJ3nM6QEdC3wma/SSQwfEL4DUtmv9Zui6lVx7MRUW1akyTICOWuyZjIXFe/EMnesGn/WVlaghdlyEbU6uX08nuzqOY3weVFDPOc8su/76r0/iQx96Q8CI+2aMXUD3OontkFxVU+HBQTez5Hr9utjn6KiUwgSbceNDnXTDDB0Q7BaxHYDu+nXA8+SktV3nIQ6ApJFksjJ0aYoiGAPGRHFcgIULB+XYTUwI2e873zEDOhNDJyXX/njROY6TwmFeSq633NLE4KCLublCwDzVtO2k1+NBNS22GEZH9QxdWlCjMnT5fB65XA4HDrRg2xyzswU0UOpL66/XG0MXt21igfUM3Y2XXHth6CgtAhB2PuozTdd7cTGPzU0b+bwXew8kFUasrOTgeQyMiXtzdTWXaX4KF1FkyaMzjY9hUJ9Vdr12TZxH0Slml6HbjR4iTSuUbgCdMBWmQcvLLLkuLIiHfnRUMic7Deh0kisATEzIbhHbIbmS3FooiG1vV+uvpMEkadBPD+jEoDo4iESGTnTjEP+OA3S0an/nO0VLjaefrhjzY3Q5dIKhI8m1Pwyd67qJzw6N/YODLmxb9q9Nkl1NK/msVa4ih4583YK/O829vLlp4cqVInI5D7fc0kKhUEAul0M+z7FvXwucM7yCO7oEdNT6S/y/KYdOB+jotV6qXJPGxVarZfyM67pG9s7E0GU1Fw5fH9Mxb5fkqmPobNsOpCEQYKWuDGNjTqzHnjqW6oKe11tvFdtdXc2h00k/Py0udg/odM8c5zwC6rMydGS+f+VKcZeh243eIs0N1C1DR4NWuZyNoeOc+9T4yIi0k9gpQFerSek4XBQBIND+azsYOgJ0Bw+KCWJ9vbtJKiluNKBLw9AVCgWMj4vPx+XR0Xv33ruMiYk2FhcLPnMUjmSGrn+ALumc0bWkiY/6177wQnylaxrJNY5VVYsiRke7B3QXLpTAOcNttzWRz3NfcgXgy64v4c6uWn/RAoaKIkwMXVwv124BHZD8+5NMl00Tu9opop9VrqZ77UYydLlcTmtbcumSkN5JUjUFAToTQ0fP6/79Hspl4W1KxXdJ4Xmeb4WVz4tzNz/fm3WJDtTX6/VMC3saD3cB3W70HGnAWjcPe7vd9nv4iaIIsY00DJ1a4apKrjtlW2ICdGGGbnFxexk6miCJXel3JE1QWSTXuM+rkmsSQ1csFjExIf4dL7nS5NL2m8N/+9t62ZXu51ar43tSjY1Jhq5fkmsaQEdzPrHQlEeXxNDpnlvOeWR/5msQZejC/VzT3Muq3ArAl1wB4LbbxGtncFePkiuxbeklV3qtW8kVSJack0x44wCd7OUazaHrFtCZrteNzKELM3R0vSVDFw9YaHGsFj6oQUBveppjfFxcn7m5dGOu4zj+vHL4cGPru71Jrt1UOYeDiI+rV4ux1lE7HbuA7nUQaQCd53mZgUpQcs1W5dpqtfycKFVy3bkq13hAR4PU8vL2MnRUObgdDF1c0i9FFoZO9/8UquRqWVZspahg6MS/0zB0w8MS0Jn86Oh3LC15cF2G4WEHhQLP5EMHpAO4aRk6ApP33CPQ7gsvlGMtFXTPre410/4JUAwNwe/cUqsFE8zTPPNqD1cgCOjofn0B92B9i6FTJcakkEUCXAuO44oi+gHoemXoTJN6p+Oh2STT9KjkmrbKNe3ztl2SK4GuNAwdXSuTZQlFWsl1ago+oFMrV+NCmAqLe/POO8Vz1iugEwwd8J/+0158/euj/utpZddWC3AcKbkCN691yS6gex1E2psnq+wqJFeZQxe2IIgL1VRYlVx3CtDRpKurcgWkjLC8nNsWhu7yZTFw7d8vEs07HQv9zp1Nk4zbL0BHjEt5i4SKY+mCDJ0Z+EmGroP776+BMY5nnx3SgjP6HdTGsVoV9/aNllw9T7KttGjZs6eNsbEO1tZyuHrVfF50ua9ZAJ3K0JHkGmbo0jAFYYauUCiAMQbbtn1A9328FYBY2GVpc0w+dI0G045TxNCVStHrJatctw/QJTF0zWZTe00I5w0OulDdLXrNobuRkmu7zXDu3AAY4/61B8wMHUWS5Eq+nkmS68wMw+SkuD/ClaumUBm6N7yhfwzda6+V8Md/PIPf/V3ZGzltYYQ6p83PF9Bs6u/1myF2Ad3rINLeeFkBnWDoZHubrAydXnLdHqkxKWo18TsqleAASkwErTqXlraHobt8Wex3errt59z0u1vEjQR0ag4dEJ9HVygUfEBnYujabYbNTRu2zTEw4GB0VHi6OY6FEyeiXmDU/mt+Xvw/TTLd+NDFRRKgk3Kri1JJTCyMqXl02WRX3URgqoSk36gydFklV85VyxLJ0NFfAnQXcevWvrI9G2qVq+7+TFMUsZ2SaxJDB+hZOnp2w2xlr7YlN1JyffnlQXQ6Fm69tYmhIblfE0NHQYsnU4yMuMjlPKyv57Q2RcQK7tkDn7lfXEx3zJ2OTLG44w5i6PJIuwbXPV/NZtNPLZqbK/jbqtfrqRZEYQuq2dniTVvpugvobvLodDpYXV1N9dmsD7xqW5K1KEJIrhLQEXuxUzl06+viVh4eDj58lmWBMaZIrrnE6rhuGLwrV8TANj0tzW+prVq/YicYOuoXngTokiRX9V4hAvXBB0Vpss6+hKpPSb7ZKYZOVrh6uOWWW/zX0xoMR1thpWPoBKDTS65ZAN3iYh5razlUKo6f+0TXMpfLYWjI8xkXIJsHHaBKkPrJNN62pDcfOiD+9+uqG3Whk97opfD56NW2xHSvbYfkSt1Mjh4NDspJDF1SDp3oFiHuYx1LR4BuZsbG1BTb+lw60K4ydDMzbYyMOFtFFelMiU0MHT1LnY7lb188Y8mT3dpa8PzczIURu4DuJo/FxcXUCZhZGDrKxyJANzTUPUOnSq7E+N3ooGbplUr0XNm2vQUkONbWcnCcJLuIbKjU84STOCDkiHJZnMfl5e7asZnixgI6qn4W/59ectUPvOq9QvHAAyKPzgTo1ApXydDRouPGMHQE6MplF5VKBeNbyFUWRmSrdE0L6NTm8ENDwNgY2zoeO1MOndryi7FgPqQsjJCyZHaGjlp/6WWouNZfvdqWAPG/Pw2YA/SATrWqUSOpKMLzgMXFnPL/O8fQmQBdEkMXZypMESe70jO7d6+FyUlxbcPecqbodJyA8jM9LfaTVnYNP8+0MFQXgOq20qhfYYbuypVdhm43ugjOORbTctXIBuho8JXGwtl86ExVrsTs3OhIAnS5nAATnDOsrsbn0TWbzczO5o7DMDLioFTi/qq+3wxdmglquwCdiaGzLAv5fD4FQycLaCjuuaeO4WEHly+XcOVKcMA2M3RU5XpjiiLIT7BcphzJ/cjlcj6gO3NmEHGPXRrJ1czQqZIr2zqebDl04R6u6nWkf99ySy+Arh8xjAAAIABJREFUjiRI/YJD2pbovru9RRFJ+XMUm5ubkfNIljFqhSuQbFvyqU/N4PHH34jnnitrj28nAN2990YBHQAf1BWLHLmcPK4khg6Ity6RkivD1JTYx/Jyuud1edmF6zKUyy4KBZ4Z0AHB+5DuAXUBODcnjzlNYUTYimuXoduNrmJtbS3TSiALoKPtEqMWlFyTTYxd1w3IaPK7Vup8h36FaOVCTaj1gA6QeXRJla6dTifTeacKVxp8bmbJNTxxJQE6klxNDB29npahUwFdLgfcf79YIYerXYmhI6mFJhmaYOMA3cmTZfzsz96NEyeGEiU5z/NinxtawFMOkuiwcACjoy727Wuh2bRx4YLeSw9Ix9CZcuj0DF0OrptecjXlz9FvAYIMXVbJVfrQmYoirK3PRb9Lh7JdOXRpGTqd9KbmTqqRVOX6yivigaHznlZyTWOSnAXQLS/ncPVqEaWSi0OHGoH3aDykv4wFgXxSUQRgBnSOI551xjgmJ+FLrsvL6Rh1Kp6gcUICuu686CSgk+PF/Ly8GbMAOvLF2wV0u9FVLKQtDdqKbhg6tb1N2kpVKgNXJ2nbBkolSljPdNg9h+O4inRsBnRpK107nU7qyQCQgG5qigCd2HZaM8200Sug000avTJ0BOiSGDqd5AoAb3+7yKP79rdHAq8ToKPVPslAaYoinnpqBK++OoCnnhqJvc50rtJIrmpS+djYGEZGRnDsmHhQnn9+yPj9biXXMENXKlkolQR7sb6eHtARwLj9dvFQqsC8H5KrLBJgsUUROkDXa+svoD8MHRCd2ImhCxdFJFW51mrimtHCJi1DByQDtiyAjti5u+/eRC70SIYZOkBed9vmqFSS92MCdKurOXDOUK26yOWgFEvZqY5/fl6MTwTopqbEfrrtFkH3gHq9VKPiNF2YSHI9dEhsa1dy3Y3M0Wq1UMvYPyrLAy8ZOmlbkrYootVqodGw0G5bKBY9lEriht8pc+FazYPnMZRKLorF6C2dtdK1e0AnBhJiOdbW+ktV9mownbavZKvF4boMuRz3J90khm5kREwGm5s22u3oBK1j6ACZR/eDHwwHpMtwDl21Ks4t3aNxDB2ZqdbrduwESu+lA3TBQf/gwYN44xvFg3LypLkwImq0m15yVRk6y7L8iXZ5mQc+Z4r5+TzOnx9AsejFSq5U6Sr2lZWhIwky3rYkDtDtdA4dEAV0VK2ftSiiVhP3K92DOw3owvlzQJShA+R1r1Y7AZsWU0gvuuCFpQXYxITYHrUEXFlJ18+Vcu3oed8eyTWa3hEXxNDRomh2toBmc5eh240MkSV3jiKr5Mo5Ap0iaLKs15OtAFS5lWKnzIVXVsR+w6bCFDpz4SSGLssK7OJFMSAQQ0eTQK12g7VnxE8Yuvd0q1O6/gMD8r1cLhfw96MoFoXRpqh8o/ZUUZZO14IIAPbs6eDAgSY2N+1AGzDOOdrttm9hIBk6Ke2bgiZVIf/3i6ELnqdCoYB3vUtMmr0ydGbbkiCgI7f/lRXxmSRm4ZvfFKznAw/U/EWXTnKdmOigAsGUdlvlqpNcXRd+k3adt912t/7qB0MXzqFLKoqg+5zuwfA1yrrgSvvdcJjy54B4hi7JVJiCKqbDDB3lvE5Oiu2pdkZp5idVcrVtu2dAR6DeVBQBpAd01aqDiYk2HMfC9evpfs+Njl1AdxNG1mIIiqySa7vN4LoM+bwXcOFPYtjUggh1gibJ9kYDmfSAjnLocn1l6MhUeHo6mOeVkWDtS/SDoSNJbzBUwKlj6dTXxsYI0EVnbxNDB0gW4dSpIDBqNptYWgoydGlaf6Vl6NIAOrqGQxrM9sgjYyiXXczOFo2u+d1Krs2m6IGZy3EUi8TQie8SoEsCAAToHn5Y2h7pAB1jwF04A6C3oohwEFDL5/XAsx+SqwnUep6XKc/JcZzAMy8Bnb7KVSe5ci7vPZJe+8nQ0Xc5B37rt27Fv/k3t2g7lbiu9EfMytClyZ8DzJIrPa+Tk+JYR0cFc7+xkcPmZvz8xDn3iyeqVQeDg4PYs6dfOXTyt4Z7w2Zp/bd/v7hHLl++OfPodgHdTRgrKytdof+sDJ1a4Qqoclb8AOu6rnaCJkB4owHd2poY1bIwdHEPseM4GYsixP6jDN2N7/fXT0BHlZ0Uujw6YuiA+Dw6HaNLQSzCqVNB6XJ1tYNm00ax6PlWMMUiB2McrZZlrC6lybQfgI4YurC/IQDYNnDffWKAf/55veyqPpPhPq40Gev2T5PI0BB8uxGadNMAukbDwve+VwFjHA8/vOa/rgN0APBmPANApg2kjbiqTwJqSYBuO3zosrBzFCpLF+4OQhH3e1sthnZbvE4MXdqiiKT31FhayuEv/3IcX/rSBF54IWqb89prJdTrgt0iJo3Ctm2fadcxdEmmwhRmQEdtv/jWPoDRUXEO5ufjf5/qQTcy4qBcLvvHv7BQQFqCksZukestjiNcFKEC4fSAzvUB3c1aGLEL6G7CyFoMQZGVoZOSjrih0zJ0juNobSgkoOt/J4a4WFmJB3Q0caUpinAcJ7UhKcXVq2KADOfQbUc/V0BUkn360zP4/vejHRb6Aeik5Bp8XQfoVIYuDtDFMXRUXEAyEcXiorjHqtWOb0bMmJxkzYnpua3f0U9Ap3//gQfEd02yq/pMqhPA008P40d/9I146qmKAVSLa0CgWs2hW10VJyPut333u8Noty0cPVoP+IrpiiIA4Lfxm/g83oNHHklnYi63J69FmC2Kq3AF+lPlajoHWZ5fCj2g0+fQ6e49NdWAFhXhQqSsKREU6jYuXSr5//7CFyYin02TPxf+d1aGrlp1YNvC11PNmSXJdXpaHu/4OAG6ZPcEGieqVQHoikWOarUD12X+tpOCnjMV1KuSa7ttBVSE9L2cvQCguxkLI3YB3U0WjUYjddPgcKSp2AEkU0D5czRo5fMclsXR6TDELT7CKykK2s6NZ+jE37SSa1xRBA0GSXYWFJwDs7Nin+Eq13qdbUubsa9+dQx/+Id78Zu/eVuEpeoHoNvYIDARfD0suZIHHUVc+y+ZQxc9viNHGigWPVy6VMLqqhxoKX8unNdD0r6p0pVkr6QcOvU903lLAnTveIcY7OMAHT2T6v30rW+NoFbL4fvfr2j3TYBuaEhOlgTo1taSAd2TT4om5I88shZ4Xb1ejDFZMIQVvAd/EamITArbhu9hFs6FuxGSq7lKu6F9PS5UQ3ETQydz6KLHTAsJQNjL6I6xF8mV4tIlyYp/5StjETN3mT8XnUdUEK+OlVQ0c9dd6SwKLEuCP5WlI8l1elqeHwJ0Cwvx84LjOErOLPfHm6zWJTR2q6A+nKKh5tHtMnS7sW2xtLTU0/fTgBD6jNr2CxDsB7FscZWuKqDTMXRhI8btDhXQ6RL3o5KrmaFTH9I0q/zlZSG/lMuuLwsSsK3X7W156D//eYGclpby+MY3RiPvZ2kvlAXQhRm6MMCbmBDnPitDl8vJ3qgqS0eTQ5g1iPOi4zw7Qxf+txokm5sBXQGWxfHyy4PavpaAfN7UZ/P6dXHu1tb0dg6q5EoxMiJ+CzF0psWb6wrrFgABxs227ciCJ5cVwWnCJENKQKf/Xj+qXE3nIE1Lp3A0Gg3/Wqg9rtWIq3IlVi787zQLh6T31N958aJk6BoNG1/9ajXw2W4Yuve8Zwlf+crzeNe7VozHEA6d7Eos2p49TPmcOHbqy2wKdV6ZnIQC6MR+6JlJE+12W8vQ0VyXDdDtMnS70WV0k/uhRhZAJz3o5IAjK13N3w+bClNIQHdz5tBRfsjKSh6dTjxDB6QDdGFTYToOQACKfj/0Fy8W8cwzEl187nNRyaVXQEdzYVJRRPj/yRU+XOXa6TDU6zZsmxuT7mUenUQwtFpX83osy4rt59poWHBdMQD3E9BVKnrQMT5ewO23N+G6zE9EDwc9b+q9RRPK2pq+QIcWRSqQDAM602974YUyVlby2Lev5XtnAXrJvD+ATs9aSQ86PejazirXbhg6QMqu1HkmmkMXB+jkuWw0bP93pWXoskquDz0kVrJ/8RdyDNjctHD+/ABsm+POO6Og1sTQAelafqmhA3Syj6vK0GHrc/HbUwHd9LTltyjrttJVnUspvYgsesJedHFBc6HK0F29WkS7vcvQ7UZCdJP7oUYaQCfbfkVXoUledJ7nwfO8WMn1RtuWyErEeEBXLHIMDTlwXeYnlodDnXTTgDGqcCW5FQhaa/SboaOcmUcfXUGx6OHpp0cibbNMEwO9/j/+xxR+7dcOwXHiGbpwZWcYEKgFEYA5h47yVUZGHGgIVAD6wggdQ1csFmMlV5UZabUstFrpAJ3puaF7a2TEDDre8hYqjIjPo1P3oQI6/TUQf4OSq7f1HXGPm67zN74h2Tn1fOsAnckwOkuYQE5ahq7fkqvrul0vpEh23dyM5tDlcrnYKtdwdbeu0rWfkus/+SfXUC67OHVqCOfOCZD34ouD8DyG22/f9K1q1DAxdFmCvie96KKS68yMPD/kRZfUz1VIrsTQ0b2T98fWXgAdSa7U5i4LQ6fK7yMjLsplYWQ/P3/jbamSYhfQ3WRxIwAdfYZy6FTWhCZLE0NH3725JFcyAfViiyIAmY81P68fXLIydBcvBh3NgWA3g34Cuk6H4X//b4Gafv7n5/DYYwKVhhOjkxi6z352Cl//ehWvvVZKkFyD5yiJoTO1/zJ1iVCD8n1eeKHsV7OF+7gCAtDFedGpuUsAIvlFaqRh6JJy6ID0hRH0t91mPpMhnPV55DroJNfRUbKFSQJ0+vw5ne1MPxk6qvCkSM/QRQsq0oaeYe6+VQ0xdHKxK7dfKBT839JuR1scqgwdoDcX7taHjhg61xWWGQBwxx0NPP74MgDJ0sX5zwHxDF3aKG/lYoS96BxHPPuWxbFnjwSLBM6SAN3GhoPNTcHkj4+L4ywUCr51SdhuJC6azWZg7I0ydNkl14EBF4zBZ+kuXNiZvuVxsQvobqIQZr+9gaHuJNf0DB3d/HGS643vFCEerCSGDpBsTxpAl2aVf+mS+M2q5EoSdr9z6J58cgQrK3kcOtTAvffW8b73iWroL35xIiBbJQE6mnhqNT07RNc+DOiSGDpTUUScZYn8roOZmRbqdRuvvirYhnAfV0AM8FJyjWfoADExx3mVUZjOGQGrkRHzUPmOd4j3Tp0qa/sYhyVXdWIytYgiVkAH6Go1M6C7fLmICxcGMDTk4L771gPvbZfkqnaLUCOpytWyhEcZgNSWFOHQXdtu5VZAMHSccx8A0OLMtu2tHEQVwAZ/LwE4Ct217ZWhu3atAMexMDXVxuCgh/e8R+iYX/7yONpt5gO6e+7RD8L9YOgI0IUlV2r7NTrqoFiU9xUBOvKYMwUxXqOjDgoFsc1CoeDn0GVh6MJdlmiuozZ3aoFFkp8j3Qs0rhOgu3ix92en37EL6G6i6JWdA7orilBXoUmgLI6h61Zy3djY6KkaNAnQWZblF0sQQ7ewoL/1szJ0ly+L86UydASQ6/X+Sq7ExL33vYtgDDh2rI7DhxtYXs7jySdlL9Q4QOc48rqvr+tzzOjaq3IfIKoiVVAQZnxIcjUxdHGADogaDBOLRdcsl8shl8spDKiOoYsCOtOAnYWhM+XQAcDttxcxNdVGrZbDa6+VIu/TPUDPjjox1Wo2XDe6/ziGTrXECAfJrQ89VItUrPZLcg2DQJMMmSS5iveoArg7tkN3bWu1Bj772UksLmafcEWHjs1IfnEul1NSN/S/N3zfhxm6XjpB0LWm/LmDBwUwufPOTdxxxybW1nL4+tdHbwhDVyqVYNt2BNDR37ExJ7BtYuuWl+MBJOXYVasd/77M5/Nd5dCpY7frinQAxjgOHOiGoRO/hdQr2saVK8WeCZh+xy6gu4miHwn02QBdsPIHSC6KEDYM8ZJrVkBXq9UClgFZIwnQAdFK16WlZECX5npIDzr52YEBD4xxNJt233r+vYZb8N3vVlAoePiJnxCV0IwB732vYOk+97lJ/7NxgC5orRAP6MJVrkAQAGRl6OIkVyCaRxdm6GhSjSuKCMtecYURSYBOOP+zrWM3D5WDgwN44xvFsetk17Dkqlbrcc6wvh6tdI1n6PRdCADZHULnJ9cvhm50NFhZTV50Yck1ro+r/C59trupSHcOPv/5HP7dvzuI//AfDnS1zY2Nur9YoEmcGDrAnDNI14VsXMIMXdpOELqQgE48cwcPCsDCGPDTPy2Q0Gc+M4PFxQIqFcd/Pxz9YOiE9FzA5KQY8wjIUYrExETwOadiKV31uxpq2y+6V8V+OmCMY3ExbzQTjwsC3gMDntJ5ohBr7E3hedJon8YdtdJ1F9DthjF2iqHLIrk6joNm00K7baFY9AKJt5Ldy7bartVqXXvvie+LvybbEiDqRbewoB/MVEBH/UTjgjzoVMlVNb9dW+uPD91n8H5wzvAjP7IS8HL7yZ9cRrHo4Xvfq/i5NXGATmUR1tfjJddwlSsgQYFlWREwMDICWBbfkprldUjL0BGgI5aBJgiqvqOqNzVHMRxRybV7QNdsAq7LUCh4GBgwT36MMRw/Lp7dkyejKDgsuYaZBl2lq2RJ5WvVLXeK9XVbm3dXq9l49tlh2DbHgw9G+871C9BVq0GbjG5tS8T+g5/NGuFzwDnH1avi39///nBXuXmLi3V4HkOx6PnHl4aho8XE3r1iLCCGjib9fvRqJcsSYugA4Md/fBmFgocLF4QT+NGjdWPxUT8Yunw+j3w+H2HoiFGfmAj+jqkpcTC0QDMF5dhVq47P/hcKBeTzHGNjDjyPRTpTpAla+A0MeBga8lAuu2i1LH+siDvvm5ti0VUquX4/4l1AtxupYucAXXrJ1dT2C1CLAbIdb71e7xrQtVotrK/LjhemQco3UB2jQSg6QbuuGxl0k67JtWtiO+GWSQSSV1d7q4RqtVpwYOOP8P8AgJ8zQzE87OJd7xKJ0WRhEg/o5O82MXQyhy66DXWgDYdlAdUqAVm5H1kUET9hveENm8jnxcS0umr7CdbUwzQNQxcuiogzF04CdCS3Dg6a7yuKuMKIMEOnA3RpcugGBkTf5XbbwsZG9F799rcrcF2GN795HcPD0d+ju2ZZJdfBwUFNcUySbYl5e5R/163kGp5QW62Wn2O4vJz38zGzxPy8yMEjdg4IM3R6AEuLJZrww+2/kgBbFsn1llvkuFSpuPjRH5Vl+6b8OSAI6Hpl6KpVB5bFt2ygWKSPK4XK3MfBn8VFcQ+Mjjr+cdL92Y3sSkELP5qfSE0h2TXuvKt9XClUQHezxS6gu4niZmDokoyFTV0i1O/GVRaGY31r1tzc3OxqtSPYPVmtmyS5qu2/wvvT5bvFMXS1mjiHpZIbmUBlPmFv3SLW19fxf/DjmMU+HDjQxPHjUeD7vvcJkPelL4nEaNP+OOcpJVeqGo5ugwbYsNxKQYBOlVfSFEUAYnIn76xvfnN0a3uOvzImQBdnLBxm6DY2zAxdUlEEAbpy2Uuc/I4fz6FUcnHpUgnLy0FQ6TiOb/cDyIRsy6KqVR1DFwV0ti3bfy0teZH719QdgqIfDF2lUjHm0EUZuviiCHFM9Nn+MHSbm5uBe/wHP4gpTzYEtS5UF7oqQ2f6vcTIHTjQ3tpOthy6pPcBVXIN+pWS7AqY8+eAIIjrhqHL5/N+Lq1tqyksOZ9Rn5oK/o5SSYyHjmOhhop2u4IooDGa+0pLtFtEN4BOMnTBbeX9fZtC7RJBMTnZQT7vYWkprx2DdjJurqP5IY8bDehk9U62HDpdH1dABYPpB2eqRnJdt6vqtNXVtUyATm3/FR5Adecu7pqcPy/em5rqRCQO1Vqjl9zI9fV1fBofBCAGbZ2UcvRoHbffvonV1Ty+/vXRhBy6ZIaOLoNOco1j6ABgbEyCFIo0tiXqbwFkcn+1KkG2ZOjMkitNqsTqbW6mk1x1115l6ExSPkWlMoB77hFgNCy7djodbZcIslDQdYugRZEK6CzLwvCw2M7yMg8BUuDb3xbn7OGHo/lzuVxO+xtMr5tieHg4Am6TfOgM2B9A7/1cw9e20WgE7vFuAB0tdM0MnZ6RpHv+1lvFNQozdL0WRTSbDNevF2DbHPv2Bcel48c3cOeddYyMOH5vZF30ytDRc0+LA1V2Jcl1aiq6MKeF3iKiRuhAsO0XdZag47UsK5D7ljWoGp7mJ1JTaFtpejmrDJ1tS1n92rUB3dd2LHYB3U0SruumAmNJ0TtDl+xDZ5qgaRXTaJitIsKhlpdnLYzgnGNhoQ7XFfkuohdtuqKIlZUoK5KVoTt7ViAftSCCgs7pxkZv1iUXLjTxl/hJ5NDBT/2Uvi0cY5Kl+/znJ2IZqXAOHb2uRhqGzgToxsfFdQ8ydPoFgC6OHRP3wHe+I1byah9XwQqkK4qgCcCUQxe+9rpBnW5NlakxxeDgIN74RjGRhmVX13W1XSLuuEMAwNXVqORKi60woCOGbmUlCOguXiyhXrexZ08L+/dH78c4aTXtxM4Yw9DQEBhjge9IbzZ9L9c0kms/GTq10vnEiWGtlUxcSIkunqFTc+ioepwxjoMH9cUraYoiTOMm53wrZ4th375WpIKZMeBTn3oFn/vcaQwN6X8wYywwPjLGMoF5IPr8q150xExPT0d/w/i4+O0LmIy8BwTnlYkQ5gtWumbPoZPEBd86vqDkCiTbFoVbwJHsOjurWfXuYOwCupsk+sHOAfGDAiBuXHpfl0OXxofOlEMnGTorlczYbDYDgClrHt36+rq/giJz5GTJlRiOPBwnGdDFXZcLF8Sxh/PnAAnoejEXbrVa+M53SvBg4934SmxrHsqhOXOmnKnKlV5Xg6q64nLoTJIrAbpuGToyGG42gwAciEqucQwdATpTDl0aQCcl1+TFSS6Xw/HjgnELAzrBroj36nUL6+s5FIueX4mok1yJ5Y4ydFJyVX/XmTNiYjE1V48DdGnz6Mrlsv98qUyPqUhAAjozaOiVoQuPdYKhC8r9589nY1F0yoXaB1f3e2lxVKm4mJoS92BWhi7pM2HLknBQJwNT6IB7VpYuDUOn9nGlGBuLZ+g6nY5fNEFFFOo+w6xalqCF3/CweIZoW2naf62tieMOt4CTgO6HhKFjjP0RY2yeMXZaeW2MMfZVxtjZrb/VrdcZY+yTjLFzjLGTjLE3K9/5ha3Pn2WM/YLy+nHG2Kmt73ySZV1q3GTRL0AHxLN06nvd2pYkAzp9w/FwhM0fswI6NX+OfkNSUcTAgIdSSVQ50cNKkRXQXbwo9qlWuFL0o/3X+vq6v+o9hAuxnx0ddWDbosK00TAzdGHJlV5XgwBdXJWriaHTWZekzaEDRCPuiQl5PlWGjuQXYpHjGLqZGbENUw5d+LU4QGdiPMJx//3ic2fODEbYKkonoAlperrtnw89oDMxdNSPOPgbXnpJXCxd/04gHrSlzaMbVtplqEAgqVNEnORKYC8NoLt+PY///t+nItYVdB4cx0Gn0/Hv66NHxXhy4oS+g4cpaKFA4xmQnENHz1Wl4mByUvo8qseXBtDF5b+GLUuyhu46Z82jC6dcyPZfBR/QTU9Hv0cyapzkSmMGGRGr++wlh44k13KZG7dl9qEUx63eC8APIaAD8P8BeDz02m8A+GvO+e0A/nrr/wHgxwHcvvXfLwL4A0AAQAC/BeBtAO4H8FsEArc+80Hle+F9va6in03c0wA6zlVj4WxFESZfMXWga7ezA7p2u50J/KytrUXalyXZlgCSpbt+PbkootPpaBnPer2OuTlaUZoZul66RWxsbMhBDguxn7UsCZiW9MqsRnLVG9QSO6Rj6CiXyMzQie/SfhxHsBeWxbWVl+FgLJjUHc/QmY2FJUPXveQqAV269IGZmRIOHWqg07F8gEVBDJ0K6Oj50VW5mgAd3ecrK8HrRgydCdCZADiQHtBVKjKhPcjQ6as+s1S5pvGh+8Qn9uMTnziAv/7roG0KnTtq+UWg/tFHRS5h1jw6E0MX50NH+xwedjE5mQu8llZyNX2GXtNZlmQJ3XXulqGj3EsCdHNzeb8qfXo6uk1i7tNIrmrbMKB7c2EKeT2J7csO6EyS6w9NDh3n/BsAlkMv/zSAP9n6958AeI/y+n/lIp4GMMoYmwHwbgBf5Zwvc85XAHwVwONb71U4509zMar9V2Vbr8u40QydyHMLei0BEpRRP89wxEmuliVz8Gq1eDaGc+5XuKqRlqWj5ssqoIvLCVEHLgIJaQAdoL826+vr/oAQl0PXC6BbX1+XeSVYTPi0vB5U/h+OKEOnz6GLk1wBIbeaQACtrum4aVKrVBykJQOCgC7I0AES5IQlV2EELF6bmRHXzNQpIjyA63zdsgK6gYEB3H23OPZXXgkO9JKhI1lKBXRBRlttPZUmh87zgJdf3l7J1bIsv+UToJdcza2/4iRXtvXZeIaOc+DZZwUwU3OfxHvi+jQaDXAue1T/nb8jAN0zz2TLo0ti6HQAlvJER0YcBdDZ4Lx3yZXuDZ1lSZbQgbesDJ16r6hedK+8Iu4/4SEX3Q8x9yaGrt2WRMH0dHBsKRQKmJjowLI4lpdzmfMtickvlwkcSsk1yVy4ViNA9/pg6G50M7Jpzvm1rX9fB0Dk7D4Al5XPXdl6Le71K5rXtcEY+0UI5g/T09N44oknuv8FodjY2OjL9lqtVk/2Fmqsrq4aV16O46DdbmN5WTAsAwMdzM3N+e83my6Aw7hyZQVPPHEy8v3NzU3Mzx/c+r9FzM0FgUax6KDRsPGtbz2Pqak4B27PZy3UWF5eTjXB0O+4ckU83LncJubm5vxrEb4uruv6wKxc3gdgCE8//SoGBuSao9lsagfUtbW1yMDXarVw7drbt/Z9HXNzQbbR84YAzGBhoYmzZ8/h0qVLib9JDc45Go0Grl8XK9oJLAauky4GB28FMICzZ1e192Sj0cDionTPr9dtzM7OR35fvf4QAOCZZ56FKv92AAAgAElEQVTC2bNRYN7pdIzHsrAwBuAY5uZczM3N4dIlgUiGhlr+dxzHif0t+/a1AewHAFjWAubmBDtJCwCx2LgL9ToP3bsWOh0L+bwLYAHAYayuujh58mTknlLvB4onn3wysCA4efJWALei01nGE088bzxeCs45pqf3AJjAyZPAww9Hf+O5c4LlKpdX4LrzAO7A0hJw9uzZwD2yufkwAOCZZ77hAwvXdcHYXgAzOHt2CRcuXIDrurh8uYxGw8bERAOdzlXoTm3cmNDpdEB3hem62LaNJ5980v//drvtLw5brSKAA1hdbQW+v7pKAOwynnjiona7jca9AMaxsLAaGUvUuHZtwJf0ZmeD+3nqqafAGEO73Uathq0iKQel0iVMTR3C/Pwgnn66gcOHo2bLupifJxRd8/dTq9XAGMPm5iYcZxTAFBYX6/77ly+Lc1so1HH69MsoFB5Bu23j0qVFLC0t4tKlS+h0OomLO91Y4zgOHMfBxYvi9w8OXsHcXHaWbmlpCVeuXAm8lnXeofNA37XtIQBHcOGCAJuVSgMnTpyI/IZGYxrAXT5DFx6fFhc9uO5+lMsdnDoV/D49q9VqE0tLA3jxxTXs2ZPeEWFhQVR/b27O4+zZV9Fud1AqHUWjkcOFC0sYGnKMz8eZMwcAHAbntcA9l8tZYOxuzM2V8LWvPYlc7uYwGN6x7rKcc84YuyFngXP+KQCfAoC3vOUt/NFHH+3btp944gn0Y3unT5/uG0t38OBBTE7qqe3r16/j6tWraDQEoBse5phWkh5mZsRgViiMRn5Xq9XC6dOn0WiI1dittw5F6PVyGVhdBW699R7cf/+Y8RivXr2K69evR14vl8u48847E3/j+fPnsbq6ilxO7GN8PId9+/bh2LFjAKLXpV6v46WXXtr6jZRTcRseffSY/5nnn39ey26Gz6fneXj++eexvEwy1zDGx4Mrtakp+v9h7N27F/fee2/ib1JjaWkJr732GppNwYpMYgHDuuQUJaanGU6dAoAJvPOdt0XYyueeew6NRtBotVyewVvfejiQH9Vqicfy3e9+h1YuW1lZiXQLoLBtMTk0m4OYnp7G7Ky4n8bH4d9nc3NzgXsuHCMjDLbN4boMhw4NYXragmVZuO+++wAATz/90tZx5gPboSTnSsXD/v0COLXbA7j77ruxb19wvUfnV4177rkHpZI8P1/6kvh78GAVjz562Hi8FJxznDlzHp/5DDA7O6b9jfW6OG+HDxdw6NDI1msl3HLLLf5932o5aLVExeS73/2Iz2yur6/jG98Qeno+P4mDB+vY3NzEM8+MbR1/y3he77zzzgDDpsbCgpTzTd/ft28f9uzZ4///7Owsrl0Ta/PJSbFdyyoHvl8oiHvqyJGDePTR27TbpUXf0NCYVqqj+MEP5FjiOJXAfu6++24MDAzgxRdfxIULYnsjIx6mp6fxtrdt4ktfGsSFC7fgwQfnjdtXw7JGtn7XgL+f++67D5Zl4cSJExgbE892Pi+PQ2QHATMzRTz00EOoVFwsLtoolWZw220l3HHHHbh48SIWF+OZ9kOHDgWeLcdxcPr0abzyyjxWV4soFj3cddeIf4xZYmpqCgcOBNuh0TiaJhhjuO+++/xx5cKFC/C8ja3jpI45HA8++GDgOQKA2VnBHBNDF55b/uqvBOCvVl08/PDDgQXY5uYmzpw5g717XSwtAZ63F9PT6fOtLUvch4cPT+O++0Zx8eJFTE87uHgxB873YXq6aZwzv/hFMSer9wLF1FQHc3MF3HbbO3E4eXi4IXGjq1zntuRSbP2lJ+wqAPVO27/1Wtzr+zWvvy4jTYupLJFGctVZlgDxnSLou3GtnCjXoFaLlxfC+XMUm5ubidKEMMgV30/jQQeEc+iIcpeAh3NuPG/ha1Ov19Fqcayt5WDbHNVq9HtUOdyt5EpsFFV+pZFc6Th0lixAsFPE8LC3tZ9gjlmnI3KfcjluzH0aGjInmdOkTPdIlgpXilKJ40d+ZAWTk23fq02V+AiXNBp2oLWTmphO5z9tlavuNZJch4fTrTsZYzh6VHz23LkBbdspkumDkmswh259Xfy7XEZAplaLIlZXpTwnK1zNtj+95tCpgD/8HZNticyh611yPXlS3nNqHiggK/ubzaZ/D1C+5vHj4iKeOJE+jy7cx1W1+7Bt21AUIY6pWuXI5XK+NK4+X91IrteuXYPrupidFTf9wYPN1KkL4eg1h45MhdX/HxsTfVYpxsYc7X6ocjWcQ+c4DpaWlnDtmhgjq1UnwqZHzYWzWZeQhD48zIxGxVltSwD4XoDnz2c6nG2NGw3ovgiAKlV/AcBfKK///Fa16wMA1rak2a8AeBdjrLpVDPEuAF/Zeq/GGHtgq7r155Vtve6i3W73tSdcGkCn81oCoJi2Rr8rLE/iAR0BQkomNR3DpqHqQuQPxfcO29jY8Ae+bgAdAR8V0MWBrjBzWqvVAkBFt1tpW2LFgkVTEKBLWxQByOuh8zXjnKPT4djYyIExjv37acIJfpaA/MCA+frFSeLj4+IvTbpZPOjU+OhHX8WXv3zKvz/VSaJUspHPe3BdFgARlBM4POz6A3BaHzrdaxLQpT/ugwcLGB3tYGMjp514yFR4erqNgQEP+byHVsvCxoY8RloMhXGzWhSxusr8MSOpwhWIB21JKQ6iEGUw8hpFsrGw+bkknJlU5fr885JdDAM6AnMiLzdoLP2Wt4iL+OyzQ9DN2WtrdgRM0thIi4JwQ3udbQkBydFRHsh1VMF61qKIVqvls6dXrxKg617F6TWHTge0crlgnuv4eEe7n6kpsR9i6K5fv46XXnoJzz//PF577TUQcUkGxGpQdTvlvtEzlDakbUkU0CW1/9K1/qI4cKAFy/K0KQ47FdtpW/JnAL4D4A2MsSuMsfcD+BiAH2OMnQXw2Nb/A8CXAVwAcA7ApwH8EgBwzpcB/L8Avr/130e2XsPWZ/7L1nfOA/g/2/Vbtjv6WRABpGXoopVcQLwPneM4aDYttNsWikUPpVJ00k8D6EzsHEVSYcTammxtFC6KMIWOoVtYSAfowgzd+vq6z5ypg5ka4QbyWVi6VquFdrsN15WT11ikvigaKqALD1Ce5/nnqlLxfF+oWs3WArrBwe4WGKOjoqXV+noOjhMP/uPCshDoihF2uNe1/woydPL8pwV04eeGEqKzALrBwQEcOSLye86dC8rwnAerXBmTzOXysgpMxX51gE4CBWurnZgsiIizLIl7NpIYuuHh4cj39UUR2Vt/UbF0HKDb2LACXnJqn2BA3NvhClc6T3v2dLBvXwsbGzn/PFE891wZP/mT9+If/sO7sLEhjz3M0IUb2usYOnpOq1Vx7UZHu2Po1PtydnbWB+0S0HVX4Rr+HRRZGLowy0sAj8ZTAJiY0I/DVLlKDN3Vq1cDRvI0ToyP689RPp/vuocqjRGVigR0YS86c5Wr+Kt2DaH45//8Mr785Sfwj/5RpsPZ1tjOKtef45zPcM7znPP9nPPPcM6XOOc/yjm/nXP+GIGzrerWX+acH+ac38s5/4GynT/inB/Z+u+Pldd/wDk/uvWdX+H9pLhucOwMoAvafVDE+dDFedBRyB6m3QO6pI4R6vfTMnSWZfkDDYGwhQXV6d18ztTr47ou6vW67w83NqYfCFTJFcgG6AjQrq/b4JxhFCvIIxkQSck1rwV00m7Gxaho+xmRXAnImypck8K25WRaq+W6klx1EQZ0uvZfxM4MD7soFjlsm6PVstBqdcfQEaCrVNJX1Q0MmAHd2pqNVsvC0JCUhMkIdmVFNamNA3Qk0wpAd/lyEfW6jcnJNiYm9Oc4iYFLA+jivkPdAshWgyJNpwgpuZqf3VOnhsA581kVneRKVcQE6icnc/5xE0un2pdcvFjEhz98BM2mjQsXBvCv//WtvkQeNlyPMnTig0FjYTLCFv8/MuL5x9qN5Lq5uYnlZbmII0B3yy3dA7peGbowoAt3ixD/1v/G8XEbts2xhlF0NKn71PZrclI/bxQKBRw4IH775csl7WdMISVXkYtr23bEusTM0FHFf/R3DQ15N00xBMVup4ibIPqZPwdkA3RhKpkAHVlXhL+bNEFvN0PXbrcDPV/TAjog2v5rcVEOcHGAi5qrA1EplJiucEjJTxyTrqLXFN3IrYAE2bocOrVLxOio5wO6sPEuAfGBHqrxq1WSBXMRU+G0XQnCoX7P5EWnsjOMSfZZ446TirWj72UBdIODg0ZAR1IReeQBKqtqK/cYAbrgftVOEQTokvzngO0BdCo4uO22JsplF3NzhYDMnAbQFYvJxsLUG5d61K6t5QL5iSpDR7J7tSoKDAqFgg/oKI9uZSWHX/3VI1hby+Gtb61haMjBE09U8Sd/IpLeidGhZzi8mIjzoZOAjm8dj+2zbFkk16tXgynh/ZBct4uhI+sSAJia0o+Hts38OUNnXUKKB6VshENl6C5f7o6hGx4mxrigSK7xDB1NRTqG7maMXUB3E8ROMnRhybVY5GCMo9VikZwT13UTc6II0JkwWaPRSGSrHMcxnpMwGFTzppIAHQ1oZCy8uCg/n3RMdDy0f1pRmiQCVfIDugN0frPqFAURgGToTJIrXbtqlYMK6Wo1U0J+9ytPyoNZXY0ydANdIsUoQ0cLjyhDRyyWLNCJbi9LDp3ip5sYtm3jrrvE/s+eDUp8Mn9O3mtqYQTtP46hGxz0YNscjYaFdjtd/ly3IBoQ5113zYIypGzZduqUpHbTGQuLv3FFEdRK7f7711Esemi3rQA7RhY/gGToqlVxjEeOHMFb3yoY/+eeG8LmpoUPf/gwrlwp4c476/id3zmPj3zkNQDA7//+Pnzve8ORxW6YoZOSqzxmPzVijG3tn/q5ZmPoXNdFrVYLjHOcI1AU0W30O4dOD+jM4wYt9HSAjsaJcNsvikKhgD172rBtjvn5AprN9IssWvRVKiqgC7YSMwE62dc6g5HhDsYuoLsJ4kYBOs65f+Pq3NABkbdk6haRhqGTuWP6Y1sytTEIhYmlU/PnADmAi+KEdAzd0JCLfN7bapMl3ksL6AhskeRqkhjCkqvKKsZFu932GdusDF212vG/pzPOlQydBHT9llwByVqurUUZukKhkLkhOBDNY6L7LJhDJ8E9IK/B+np0f9kAXbbjvecegDGO114rBYCKmj9HoZoLy0If8V4Y0IlqS4bhYWfr+Gwf0JkMhYH4Ctek0LFzQBQcHDsmQJNajZpOcg1+NhyOI0HisWMbgfNF0Ww2/TGPQH21KrY3MDCAt71tPw4ebKJet/GhD92BkyeHMD3dxic+cQ6Dgx4eeWQN73//NXgew7/8l7dhcZH83rIwdNQrWux3dJT7r2ctigizc0tLOTQaOYyMOH5uXjfRb4aO5MvJSXk/xzkrUXpKt4Aul5OVpVny6GjRNzJCXoGyW0RyUQTdR7sM3W6kjH4DOpEsHQUaKtAL90BVw5RHlyaHLo6h45wH8kLiIpxH12g0cOHChYhnEk3iWQAdYzKPjiqUkgAdAS1i2mQSr35FKnO8LHCenqFTu2dksSwBZD7W2loOnY45h258nKNaFecqLLkSQ6fr45o2xsbEOVEZun4COpWhC0quQYYuTnKlAVx9TMKDOg3mIyPZhsmRkRz272/BdRkuXpQTj2pZQqErZDEBOiAou9Zq6QBdLwzdKGnzoWCMBcDAsWPioEkeBbIxdCbJ9dy5ATQaNvbta2FiwvEBndorWB0rpPQptzc6OoqHHxbn7MyZMsplF7/7u2cDOYe/+IuzePvb17C6mve3YWLowoCOc7nf8XFra//B4zGNyeFYX1+PVPn32vJLPfZw9JJDR68RQ2fbHJOT5u3RQk/X/ouup8mLkPZ94EB2QEdjxPAw3Y8FVCouikWxqN/YsBIZOl2V680Yu4Buh8NxnL51iAhvN+61cOKvGiYvOrWPaxKgowdBjVqtlro4gBi6er2Oc+fO4cUXX8TKykrkczQQVCrpc+gAmUeXFtC1Wi0t2DL4NyOXA0olF5wzNBqW3zg8KXSVX2kZunyeY2jIgesyLC8Hr6va9qtalRNeWHKlHLpyOTvooiBAt7Zmaxm6biKL5CoZOgJ0eoZueTmHxx8/hk9+cp//GoXjiDxSy+IYGso2TAqpTzCyquwaz9BlB3RnzpSxsZHD+HgnkJgejm4BnW3bRkAHBK/J0aN1MMbx0kuDvhSZpsqVDs0E6EhuJcConi8KFQDJ4oTg9v7u3y1v/SaOj3/8PI4cCYIj2wZ++7dfxd69cnFtYuhowUuy7+amBddlGBhwMTgonzH1eITlU3Iagw70UcuvXi1LdAuptAwdY0x7H6ntv0ZH9W2/KCg9JS6Hbs8efT4n7bubwghi8el5ElXfQeuSZEC3y9DtRoroNztHkQToTJIrIG0IwrKp67r+g2cuipDMVHhwSiu3AoKRe+WVV/DSSy9FZFaKZpOh1bKQy3kYGPASmR91YCaGbn7L2joNQ6fmtVB+29SU+Tuqua043uQVtjo5ZenjSkF5dAshDBhk6ICxMXFMUclVn7+VJYi1XFrKo1YTHQ8IhPSLoZPSvr4oApCramLa1KCCguXlPJ58UoAWdVCXdgUecrlsDczz+by2MEL1oKNQWVUpuZqvgVrp+r3vCTk0zlCYjqebqFarqb0dh4Y8HDrUhONYfqFGGsk1iaEjCfeNbxSATvV3o1CvW5gpo3jve4EPfKCDj3/8PN72Ng1lC3EtPv7x8ygWPYyPd3zDZFOVKzF06n0nC69Y4Diz+lCqcemSYKP6nT8HpGfoTPdQoVDAoUNNTE+38fa3r8UW2NC4EMfQzczov08LQSqMoHOSFJ0Og+OIOYLuNZ25sF7REtfYsrh/zW/22LHWX7shYqcAnUz8jQK6OIaO8kvURFg1VH8w15Wsmeu6qVvMUKzrtLLA+9KGg7HkwalXhk49fwRsTTkfgDi3S0t51Os2JiYcNJtNY04ShZprl1VyBcQq+fJlYHExeFwqQzc2xnxAF61ypWPvnqGjSrUrV4rgXFS30anvt+Sq5tBJhi4ouaoeYxTq4uT69QI4Dz4fdOulqZ7WHevhw+JEqoCOKkBVyVXP0LGtfUe3rTJ03/ueqNaIK4gQvmnZbB4oJib0jdQpwpP3sWMbOH9+AKdODeFNb6r3pSiCDIXf9KYgQ0f3cjjoHggDumIR+I//0cULL+gXhxR33tnAZz/7Ihjjvg9iEkNH+XyViuOPMRMTLHA83XSLoSDJtRfLEhPQSsvQmZj1fD6PwUEPX/ziKdg2YNu3GLdB40KYoWs2GRoNG7mch2pVf5xkLpxVcqUFn+qrGfaim5vLg3MOz/MCz7raJaKLIWtHYpeh2+Hot2UJhQ7QqYOKyYcO0HeLoIKKhYWo95AaqqGuegzLy8t97YYByIGUBvksgI7MMK9fF10cko4tXJ1LYGB62rxPArdpCyOazWYAXNHqPq3kCkhpM0yGqrYl4+NMqXLV25aELTOyBOEAmohUNrcbyZUxFsPQyWsaZugkoIuCW865zwq0WhaWlnJahm5wMDugy+fzuP32IEPnuvCfHZpIgGBRRFrJlX4fSbhxgG50dDTz8QNAqVQy9n6liAI6KowQ3yOQFkcQyqKI6DHOzeVx/XoR5bKL224TYEbNOdQFAaiJiShQSdPiDBB5Wvv3y3HZnEMn0xaAMEMXZO/6w9D1t0sEkJ6hiwN0Yvvi/+POMaWnhBk6aQEVD5zy+bwP6NJal0gLGjnGSUAXXxghx4DXR/4csAvodjx2mqHT5dDpiiLou0kMnbp6VR+QLHJr2pADaTpApw42JE3OzfHMq2fHEeygZXFMTJj3qbb/ApIl13AydDcMHf0u1ZIFCEquExOWYiwczKEjzNkboBPfvXpVDLo0CedyOTDGMjN04cnIsqxYhi5cFFGv2wHATvelCgpmZ4sGQOdlqgQExO/cv7+FYtHD3FwBtZqNxcU8XJcFpDwgyNDRdaDnLklypYgriBg3GXslRJrvRStdqTBiCJz3LrmS3Hrs2IYPGHQ5dBS64oS4400b4QrrcFGEWoxD+6D9i5SG7gHd6qrts1EEZrqJ7WLowq/HbY8WemGGTgV0Scewd28Lts0xN1cI2MaYQrZxk88c5QMmedFJD7rXD6DblVx3OHYO0AXNM9XQSa6u68LzkgGdavhKD0iz2Uzs/tBN0KBOjEUWQKcydFkBnZ/bNgHk8+YBTAUUQDJDFwZ0WYsiAAme4iTXIKAzSa6pdxkJ6tvoulQlGiyIyArowpNR0FiYfP4Y2m0L+bzn57uoOYyeJ4EZ/V7KgwSA2dkCjh2rg3MOxpjvXVcud8fQ2TZw6FADZ86Ucf78AGxbHJOaPwfI66VKrpSIbQJ0Kqs+NtYJMH5q5HK5RInfFGkAXfi6HDzYwsiIg6WlPGZnC6mKIuIkV2L6iPkDgjmH4RBpHgylkqftH0uVuVmL0MIMXaEgvDo7HQuuq1baS4auVMqhXHZRr9vY3LRSjzGrqzaeeWYYzzwzhBMnhnHu3AA4Z5icbPQELEyArtccuvDrcQwdqRmCoVPTV8Q2TCbt6r5yOWBmpoUrV0qYnS36zK0pZK54UIHJ5/NK+y89Q0djoS7P/GaNXUC3w7HzDJ3ZtkTFF1Th6roMlYpjTBINSq7it20HOwf0JrmqRRFZAd3yMrWpiR/AwqDDcRw4jmP8Thjw9VIUsbwcZeho4pmctDEwAOTzwqS10ZDXknB3Lz50k5PBybmfFa5AuPUXMSHBLhGA2q3DDgA6GriJAQUkm+i6LnK5nM/QdWMoSsd75IgAdGfPDvjXJQzohoddMCaayrfb6QAdLWAAIbea8PHY2FhX+YqVSiVVIUX4ujAm2LRvfnMUp06VU+XQxfnQUYUrFUQA8QydZMpcmMSnXC7q0ZgUYbmfMVE41myKVm7SC9MLfG542EG9Liq9kxi69XUbn/nMHnz2s1NwHHnshYKHo0c38BM/8UqmYw5HHHOWBuT2g6GjcUEwdNf91+UCOT7tRbUuuXKlhEuXkgEdVcGHAZ0wFxbzExUrmSTXXYZuN1IF5/yG5tDRa64rb3RdfoBJcl1YiGfn1O9SUQTnfNsAnepBB2Rj6GRRBMssh0jLEhY7gEmGTh5Xs9nEkKGEVGXo1EThYSe+OEQNMhcOAzrHkQzd+LgFxoBKxcPSkoW1NTmZ9sNYeGJCVLZy3h+GTgcu6BRSYjr9NiqIAIIMqcpC6iTXa9fkoK4CuqGh7IM55fypla4kl6kFEYDIPRoedlGr5bC8zHHrrcmATv2NcflzY2SGljHSyrS6e//ee+v45jdHcfLkUE+Sa6Nh4eWXB2FZHPfcozJ0UWNhClkkZb5muVwu0yJa7QENyN9cLHI0m0J2ldY8QUBXqbRx/boAa6YxxnWBL3xhAn/wB3uxupoHYxzHj6/7/x09WkexyDE3NwcgxrU3IeIWnpZl9mGjMAE6SqOglIa4/RBzv4BJcH7dX4j4qSXxNTiRStc0eXSUkhEezwSgEw+5qVuEWhTxeoldQLeDsV3sHBAP6NRehToMpOsUkabCVWwzCOiyeM9ljeCKPBkoBCVXYuhY5uNTPejSATr5mUajoQV07XY7cM0IbFSrDlh6xdVnw5aXg8e1ugpwzjA05Po2HCMjHEtLwOpqFND1IrkWCjYqFdfoQder5ArIAZrYT5k/5yqfkUUpOkCnMnSzs8XAe5Kh666QJwzoCgWx/zBDBwiQIgAd2zreJIZObsOUP1csFhOLGnSR5D2nhu66qAbDvQC6F14YhOsyvOENmwGWNA1DFwfousmH1H2/VPKwtiYKI2R3Ch74XqWy6R+rboz5/veH8Tu/sx/nzomH7U1vWseHP3wlNicyKVRwpTtuXdi2nTgGxrHr+Xwe7XZ7q5OJeVE9PJxDGRuoYwhf+1oVjz22AsaU1JLJ+HFBetGlr3QlBj/8LBUKBYyMuMjlhLlws8l2iyJ2o7fYKUAX1yUC0DN0osKVpMY4QEctmcSqdLvYOUDNocvO0InOEhwrKwybm93l0E1NRR3z1QhLroC5MMKUP2cycDaFWgWoghhq0EE5SOLf1KJLDqSyd2Gm3QbCtu1AZWu/JVdAAi1anBBbq+aXqUUp6rmgfweLIoKrdMnQdQfo1ErX8+cHfFknzNABEqQsbinrpkkIiBZFmDzoumXnxsbGUudV6a7LPfdswrY5zp4d9O/7biRXtSBCDTXnMBwErEZGzNcsbaUrha4ghzHmF0Y0m5KhUwGdOA5qPRdl6J59dgj/7J/dgXPnBjEz08LHPnYen/70Kz2DuSqVr4ciiaGLC8uyYr9Pz3XSubVtG+/AUwCAf/EvDuH9738DnnuuHFA84oL2Q358acyFSYnSATrG1L7e+b8VDN0uoNvB2ClAJyt/9DeqrigiLUNXLIqE4VbLQqPRzuw9lyVoICWQkjQwqeDLsoKVrllCzaEDzKtfmcMlj8tUGGHKn6NjTBv0+ZWVIKBbWaEekyqgE7+bJkJxHL0DOsZYAIjS9eknQ0dtfAj8hNt+AdEcOgrXdQOVyoDIo3FdCeioKKJbQJfL5TA25mBsrIN63fYBCjUFV4POT1qGjq7x2FhHuz3x3vbKrYD+vh8Y8HDkSAOuy/wq0G4Yuueei+bPAcGcw7BKqPYqNkVWQGfqf6oCOtluLPg5AnS1WjSH7jvfER6CP/Zjy/hf/+sFPPbYas9eZ8Vi0ciuJjF0cZGUTymtS+K3k8vl8CX8FH4Pv4xqtYOTJ4fwgQ/cif/7f8WJ27MnfvwOS65ZGDqd5ArIuWxpKQroZBvEXYZuN1LEduXPAdF8ALX1jDQV1t+okqGTA6MK6NRmzOFgTALC69fX++49p4aUWNIxdIDeXPj69WzHGG77ZRrIdJLrdjN0EtAFBygJ6FT5Svyt1Sz/OvVDcg3vZzskVwJ0tAIn1plMdwHJ1ukAnRN5d/0AACAASURBVHp+x8c7cBwLCwv5vjJ0AHzZlRYBJskVkNcoiaGbnu7gN37jIj7ykVe1IGBwcLBrM+EsMq0JHIVZtXRVrmqeKcOJE6I69y1vCeaPUs4h5yywEAHkeBAH6LJKrrrPq+bCalFEmByTgC5adPDqq+L6vPOdqyiV+jNGFotFjIyMaJ+vXhi6JGad7vU0YDkPB7+M38cXvnAaH/zgLEol13+Gp6fjv0/mwnv3tmFZHNeuFYyG1BTE4NN4ET5mcjvQMXS0qNtl6HYjVaRt2N5NhJtB6yxLdKbCgDQWNgG6OIZOfD/aOH07IqsPHRDf/gsAnnlmCD/3c3fhM5/ZY9yGzPmIblMNaZshJ4VOp6NNQI560KUr5Q/HwICHQsFDq2VhfT0e0Ml+k5LN29zsnaEDgp5SIyNOpBdkFlCXjqELWtgAqrGzFQF0dH5HRx2/f+fsbNF/TgjQden64R/z4cOSebVt7k8gahCgW162wLmZVQDkPf4zP7OIBx7QF8t06z2XNUzgSLUZAURfY1PoJNcTJ4bRalm48846JiaiCxo6X2FzYSqKiCMn+8HQhb3oVMNuNainMb2vxoULwnA6qUozSxSLxS1JvhJ5rxeGLgnQ0ftZwHK57OFDH7qGL3zhNH72Z+fx4INrePDB5O/n83kUChx79rTheQxXr8YfG429YUBHHWt2GbrdSIw0Uirn3G9Av12hgri0liVAcg5dMqCL9tnMGl/+8hj+5/+M9vxTI6vkCugrXRcXhZ/Upz89g3/6T+/A2bOD+Mu/NE+KxLZQH9ckyTV8HsLyquM4EbaWJitqaJ02GFOlZPldKnxQWQSdF10/JFcgCERF0+709gbhiAd0waIIXZXr5maUoSOWVQA6ce5nZwsRhk4zN6YKAq+URwcIZ3rdz5YMnYVGQxSvlEpcC4TSpBWY8qj6Hab8UZWhE55t5m3oJNennhLU8UMP1XRf8UF7GChJpsy8w15z6Og1tZ+rrB4P2/UEj4ui02G4cqUIxnhP7bzCQaysTnbthaFLK7lmPbcAMDHh4Nd//TL+83++lEoVyCq7mhg6QBx3GoaO5rPXQ+wCum0ItYm7Ker1emY/pKyRBOi6l1zjAZ1a6dpNuC7w0Y/egn/7bw9q+3BSqD0UgeyAjh7ml18exC/90h34wz/cC1KIr10rQNOvGUBUcjUzdFHJFYgys7q8OtoHNbTOEiRxzs/L766siHNDrIH4t+w3GWboepVc1QTxSsWJTAq9Arpy2fJzNVVzV5WhKxQ4bJuj3bbQbAaLItQcRZWhk4BOHH+vDB1JroBebgXUQhY7tu0XkHyPDw8Pp/KQ61fors3evW3/2UqqgwkDOs6Bb31LALp3vEPfd9VU6Uqgnu5rXfRa5UrbIIZufd1Go2HDtjkqleC1oWcgDDwvXSrCdRn27Wv1TW4FBEMHACOUS7EVSdWnO8HQZd0HBd3baQsjaA4KXxvaZxxDJ42Fdxm6H+pYW4tvAA2kA31ZwvOAP/3TKTz3nKRWumXodLYl7XZ2yZVyI7LGwkLeT6imfYaj1WJoNsVASgAyjYynk1z/7M+mceLEMMbHO/i93zuLarWDTscy7jssuZpz6IK9XCnCAC4st6r7SPJm0gUBhIUFOVmsrRGgk58jJiPI0JnlvixBQHR42EEuFx2ws6zmdQAll5Ptv0RierQogjGZVlCrBVt/EWCuVjtaho4e4W4BHR3zoUMNMCb2ratwBSTDvLpqo1YTv6lbQNdtMUS3obv3yWAYAHK5eMASllxfe010ABgd7eDuu/UVvCYvOlmccCMYOnGdSLWoVBzfDohCXTCpQflz/ZRbAQno8vl8IBcy6TffyBy6pG0kRVYvOmLwTYAujqGTxsK7DN0PdaRh3/oN6P7mb0bx7//9AXzkI7f6r5kBHU3a6SXX5WUGx7Fiu0RQmKTGtEGu/YAZ0NEgOTrq+JJOt5IrADzwwBr+9E9fxNveth6Y4MPhOGLisCzug6OskmuYoes3oCNz4QXFv251ldgL+ZraQNzzPHQ6ginJ5Xgis5IUxASGTYUp0q7mw8au6vfVfq5Scg3e03QN1MdNLYqoVh3MzJgZukqlu9JDus9KJe77ZpkqUlUrjrU1sX9TL92kezyth1y/wjSJ33uvGDyyMnTf+pbQuN/+9ppWngaC1jxq0D2g6+OadLymSCqKkIDOjXyWnrUwk0j5c4cO9Q/QMcYCz5h6HyQ9a70ydGmrXNNsIylIVqZnKgnQ0QJV9zwFGbpoBxFpW2Jm6LrpxLKdsQvotiE451hfN7v7u66rncRdF7hwoYRuCkP/7M+Ei/ilSyV/8lZBnGocmZahI0DneR7m56kPaLJnm9otoptQAd3Skv5Bz+pBR6EO6A88UMP999fwq796BZ/85Dnfk4gkuGvXooOFzG2DP+FklVyzMHRTU9kHDMqhCwK6KENHDMLGhmDo6HoPDPQuA83MiL90v3TL0JkG+mD7L1sruQLyGpgYupERB/v26XLo2Nb2uhuw1eOmPDoCjuFQJcReGLpcLtfTpNpNJFW6JgG6MENH+XMmuRUwS66yOKF/gM4kudIYR31AR0YcDaBLYujieztniWKxGAAXKqDbboaOfOpuBENHLGRaQEcMne55yufz/vikY+hoPIyrcr3ZAN1up4htirW1NeNquVarae08/tt/m8bv/d5+fOxj5/HYY+n9286cGfT7HgLACy+U8dBDNSNDJ33o9CuPsOSatu0Xhcyh625yUZkxE6ALT+BpAZ066E5MOPj93z8b+QwxdLoKKqqOnFTqNZKMhet1G5zDZxKp0tW2BZDSFdFIQJcdFIeNagE5+amJ2+PjsqDA8xxlAOsd0B0/7uJXfuUK3vxmmti7Y+hMk4Rt24pxs6UtigDkNQgzdHQdq1UHe/a0wRjH/HwBzaa4n2h1PjLS3YBtWRYsS1TXfuAD11CpOHj88WXtZ1UJcXW1A6DYFaC7kblzFKbrePRoHY89toyHHx4CYAYEKkO3sWHh2WeHYVkcDzxgVjBIojbl0E1MdF/RmebzZsk1CC7oOMI5dNtV4apGqVRCsVhEq9XqiaGzLCvVOcvn8zeEoaPfuW9fC4xxXLtWhOOYK6klQxd9r1Ao+Gk3Kyt5v5cyRVKnCMbYTQfodhm6bYo4SdX03pNPCgD43e9mK6377GdFuSUNMqdPi/yJJMk1vPKgh4pWn5Qgn8WyRN1uPyRXM0OXvSACSLdCJyZFx9DpXM1NA1mhwJHPe3BdhnY7+OCT7NpoNCLg3vPkZDU5mf0cEkO3tCS/S+drYkK+JqvwhOTaLw86AMjnbfzjfzznW1h0y9DFATo1V9ME8CmHTiXM1aKIyUkgn+eYmups2SAI6xBpW9L9gK1Wuv6rf3XJ2BdWZZzW1rpn6HYC0JmuTy4HfOxjr+LXfi2pR6j42+lY+O53K3BdhmPHNgIdTcKhY+g4B9Rexd0cc9rPqlWuxNAND0cl19FRUbhTr9ug4ddxRFEEANx66/YBOrH/UeNvUCPunspSrHAjGDoCjsUix/R0G67LtOM0RZynY6FQQKHAMTLiwHUZVlaC1fBk8G1i6HbieUuKXUC3TdFut40+czo5ttlkePFFAcRefjn9jLq0lMNf/VUVlsXxwQ/OAhAMHZCtKGJoaAiDWzM5SVlkYZG27RdFfyVX/SAhLUvE70q7Ukoz6BBDRw3b1SBAR5YlSdvUtf8CpOyqk1uFCz7D0JCDwcHsg6QEdOKceJ7nT3YqoCN3i7Dk2g+GLjy5bQ9DR0yNjVbLgm1zH+QNDAgWhD5DEioQlFxnZsRfktkvX86hXhfWIcWih2Kxe9Yh7URaKnEUix46Hcs3ue5Wcr3RkXQdky0xxF/HYYl2JQCZ50aLIppNC44j/OGSPJWzMElJOXS00NVJrvm87S8wyPj66tUiOh0Le/a0+lo9GQfoemHo0gK6QqHQ9f03ODiI4QzVR2HZlQCyLkytvwD526gwIlzpurFBgE5/nbptZbidsQvotiHIakPHxLVaLa3Edvp0Ga4rbqDz5weg6dyljT//80l0OhYeeWQVjz8uZNoXXiiD82RApxoLj4+P+yuOQoH6ZDJ4XjcMXW+SaxqGjhiZLB50QFpA14ocB0XYsgSIHxBlHp2+MCIuf2501Akcb9qJiJLGl5fFPh3H88+XKkeRu4EAkCqgS7Wb2FCP1bbtyLH3k6GjPqmViiyQoSo/mjTpUeScBxi6mZk8GGOYmREg/sqVnM/Olctu6vtKF0kreNVegq7ZpUvmtl/A64eho0jOzxJ/222Gb387OX+uXC5rGTpZ5Zxckdgfhk7cVzRm64oicrmcnwJAx0r5c6aCiG7vN11nkHK5nCq3rV8MXTeSq23bOHToUCbpkgBdmkrXOMmVOk+oeXTE0HGezNDtArq/5dHpCObm0UfvhePo7UtMciv1LgSEWeVrryW37mm3Gf78zwWy+Af/YB5Hjogy7LW1HC5fLiYCOtXuo1qt+hOCZQGlEsmm6dt+UfRiLNxssgCIMwO67ZNcyV6C+nuqkSWHDkgujIjzoKtWuwN0kqETn19b8+B5DOWyi4EBuY18XtwDnsdQq3Ffcu3VsiR8rLqBr1eGzrIsf6BVZS8KYpvpM7Tadl03IGnv2SMmvH37CMQXfNlzcDA6SWeJpHtN7ehAIOXyZfMEBLz+AF3SRK1KrktLeUxPtwPefeEol8uBqmAKyp+rVJJZr7SAznTt1U4RFGoHFvX7BDDp+JLy50ZGRrpq26Zj6BhjGBkZSfy9cfe4bru6KBQKXT0rBw8eTL0PinClq8lc2PMkoDMtUlVzYZWha7UEWC8UPGN+3i6g+1se+TxQKokbYXa2iI2NjYAmD5gB3bPPCsqZwFAa2fWrX61iaSmP22/fxPHjGxgaKuPoUUGznD5d9kEc5zxAJYdtS0ZGRmDbdmBCUAsjsjJ0qp1E1pidFQ8nTcQmQEcMS5Y+rvS5pEmmVBItmlyX+VIzhY6h60ZybTab4JxrAZ2JoUs7EZFtyfKy2OfSEllwRGUhmnBWVvi2MXQ6oNEPyZXus7k5ydBREEMnc+iC8jNJ2uVyHvl83mfoZmcLWF11t7bhbStDVy6X/cmJ7uMrV8wSEXDzAbpeJVfbhu/TBwAPPrhm7CwhpM6StiiCGGgdsApHP9jhMKBTjbTVz9E9SceXVOFaKBSwZ4+57aAuwpYlaoyOjvZ0jdKCrVKplLlAYGJioivfRDqmJHPhVsva6rriGS1wVOsStdJVetCZ76ddQPdDELffLv5evlyE53mB9l4mOxPHAU6dEhPQ3/t7QjZNAnScy2KIv//358GYuNHf9CYxMamAzgnpt7LKVdy89FCpE4LqRZel7RfQm+RKFa53310HYxwrK7kISwZ0X+UKpBvQibEhgEmhy6GLc2I3Sa7tdhubm5sRwA+ogC4o+aWdiIaHXTDGUauJZOylJbEPXaL5yAjf2iewscG3jjnVbmIjiaHrp+Q6Nye9wABxPWiCofOvMnSqB10+LwCd2i2CGLpeJde432jbNnK5nA88CdBdvRoP6Oj3Zd3fdkWvkisQtDaJk1sLhQLy+TxKJdmvuNkU50Iy9sn5n2kXE6bPqTl0FKOj0f2Kvqpkm5OOocvn8xgbG8vEWlFfUl1UKpVE4BF3PtKyhZSzmjYGBgZw4MCBTN+hoGNKklxlT2TzPaGaC6tedLJLhFnC3wV0PwShAjogyMiZDIfPnh3E5qaN/fubePxxcfO98kr8A3LyZBlnzoh8ErJDKBaLePObxc15+nTZZ+ZUQDc3l8fKSg6FgufnfVAuj4mh63SyMnTdS65Enx882MLoqAPPYz6IUoMGyKwMHZC20lVvLqxj6IBkc+Gw5AoAy8t6GwtTH9f0UpE8L0tL4j8AGBmJgkeaAFdXmd/qLQ5MpA31emyH5ArIgZoYOpJcaX/5fN5fXFBeqwnQqV50q6v9kVzjGDOasCWgE8dOC6e4a2C61282yTUtY0O3Rz7v4a1vNft3EqBjTLKxxNKtr9MiKBnQ9WMxEQZ0OoZOHA/lcObgefBTaeIAncjpnEl1jEA8i2ZZVqBrhOkz3WxbjazPyaFDh7peLIVz6K5eLWpzzmXXm3hA1y1Dt1vl+kMQBOguXRIPrppHZ5Zbxeh9330beMc7ZKVrnMEwsXPve9+C3w+wWCzi+HEPjHG88soAWi0Gx3ECgO5rX6uCc4aHHlpDocAxOjrqP1gmhm5hwYPjWBgedlL1HuyH5Lp3byuQ2xCOcJVrvwGdytioocuhi9smJeWHJVcgGdCpDe6BbIOmai68uCiu2ehodDFBE6DK0A0O9u6t1C+GLm7QHBoKWkfQJE/fES2QCFBLho6u4ciIkLTz+TwmJ9uwbY7FxYLfA3dwsDfJNe43RgFdcEZ6vQC6JA+zNEGHffz4eqwrP1VSitywoOxKCzwTsFKj1xw61baEQvV3VIMY8FrNxrVrBbRaFiYm2sbiDXpWsrB0SSxaErA2KQyFQqGn+z8uuskTpCAD7VKJY2pKWJdQYZQacRWuFKZ+rrsM3W4AiDJ0zWYT7bZY/ScVRLz5zZs4fHgA1aqD9fWc1jYDECzb3/xNFbbN8TM/I9oBMMa2EjzzuO22JhzHwiuvDEYA3Ve/Krwq3v1uASbUHAYToLt+XQwIadg5oDfJlSpL9+9v+Z0bdIAuXNWWJX+jF+sSafgb/HwyQxd91MJSOAUBjomJ4KSRRVKjxPH5eQ+EG3XshZRcVYaud0Cn5irqBr40uYxAEkMn/lKlITF0OkC3vi7Ov+d5Pss6NiYkVeGhJYthzpyhlb3Xk3FoHMCiCW1gYACWZfUM6BhjOyK5MsZiiwfSRKEgznGcXYn4nGRew5WushVg8v56ZYfZ/9/eeYfHVZ35/3OmqVvVlmTJRca9Se7YRmDsmB4IoYQ4sCRZIAlgAiwJZJ9kQ7IhgYX82OVZngQSWhKKKQlhIZvALghs1g644W7jInfLsmTLkq06Or8/7pyZOzN3Zu6MRtLIPp/n8WPNnTu3nXvP+d73vEWIsGoqkVzBlMA8edIVM8IVAveMEMK2L128QQVWWLVVT0RXbxM67WoVGBGYco28nUgWOiXoIlnoVHWMVKNfBJ0QolYIsVEIsV4Isdq3rEAI8Z4Q4nPf//m+5UII8YQQYqcQYoMQYrppOzf71v9cCHFzf5xLKKNHG/8rCx0YQi5SuS8pA4JuzpxOhICJE42BJZIf3f/8Tz5er+CCC07460MqP4q0tDQmTQoOjFDC4eBBD5s2ZZOR4eW885pwu91B+X/Mg4J5ylUJOjs56Izfqjx2iVjojE576NAOWxa6eKNcIb7kwmYLnRG57EIIGdaBRxokIkW5RiNSHddEBF1dXUDQ5eeHd05qAGxqEv6giGQIOghck0hvsnYiJKMNvspCp1D3gnngVxZSJajNOeiKirr960GgzTdtMtbNyelZnjA7FjohBJmZmT0WdP05uPRU0A0dCk6npLo6enUca0EXXI1BlduKRk8tdAAZGcH7yc+33q96iWpudvr956IlFDa/BBQWFtqyAiVD0FmdayoLOjuBEdFSligMI0jAcBA65TqQUpZA/1roLpRSVkkpZ/o+PwD8r5RyDPC/vs8AlwJjfP9uA34FhgAEfgzMAWYDP1YisD8ZNQpfSRKPvz5hU1MTzc3NluW+9u9Po7HRTUFBJ+PGGc1RWWkMJNu3W/vRqQScCxce9y9TN7jH4wmLdFWCTlnnqqubSE+X5Ofnh1kgQqtFGBY647iUwIqFuSRTPEgZsNCVlbUHOaua6egQtLY6cTqlf8COR9DZeUM3+1QprOq4KhKZco2EuYqBnX1YoaZcjx6VHD8ufMus1jP+b2oSpqCIvhF0sdoh1vmGCk8rC12ohdTsQ6cEs1pfWWW3bFFBQz1LsKymB60wD8LmVByKeAVdf/rzRGqnTJvh0suWwXPPfU55efSUSGZBp66XaktlobMTNNlTHzoIdkvIyvJGTEAdeL7MFjrrCFen0xnUtnZ96XrLQpeM7fYWoRY6q+TC0eq4KjweD9nZXtLSun01oZXPrfH9QEoqDKk15XoV8ILv7xeAL5mW/04arALyhBClwMXAe1LKRinlceA94JK+PuhQ0tOhpMQoI6TEQHNzs2VOOgj4z1VWtpCebtyUM2YYzWJloWtpcbB2rVHvcO7cwBRFNEHX2WkIo/feM3q7iy4Kn25VqIEhENgAR48aD4Z9C11iU65NTU5On3aSleVl0CAvRUXWU67mgAg1XibbQldcHKjvqWZGIwktiD3lGo+4DewnWAwkYqGrr5cc9+l+U9ozP8qy0NTk8FvokhHlCvhT4UQSNT0XdMGf1fR7sIVOXX+jGkZ0QWcMDip/X6gFMBEinYPZ+pGdnR0WgXwmCLpsm9E1o0fD1KmxC9VHm3INWOhiP2c9jXKF4NQ+VlUiFKqLbW52mlKWRA6ICCWWlU7NyvSUgWqhUy/eVu5JgbJfkV9QjWhzp994cOSIsTyWhS4VAyIA+stOL4F3hZGA6Ckp5dNAsZTysO/7I0Cx7+8yYL/ptwd8yyItD0MIcRuGdY/i4mJqamqSdBrQ0tIStr3i4skcPlzEhg2tpKcbPm6HDh2y/P2qVYYz1ujRh9m69TA7duzA5coA5rB1axp1dXVB669YUYLXK5g0qZG2tkOo6mLHjx9n9+7dAOTktJKWNpaDB9P46KOt5OZ2sHdvGtu3Z5KZ2cno0Tupr7cuQdbR0UFXVxfd3UVAEevW7WDvXuNhSUtrDDseK9rbHUAlp08LW+srtm83LI/FxS3U1x/F7XYB5Rw86A3azr59xkCRmdnuX378+HG2b9/uX8eqXRRer9eyWkcoBQVtNDRksHnzSUpKWtm921BEHk8TNTXrg9bt7Oz0C2czXV1OYAQNDZ22r0Vj41QA6uu3UlOzlQW+5atXr45YTi4U4x4qZfPmOo4cSQcyaGnZR03NhqD1jh8vBiZw6NBpoB0oYe/eLdTUHLW1n2i0t7cjpQwL/lBt097ebhn1rXA6nRw9Gvk4GhvTgaH+z11d9dTVNdLU1ITD4fC5OUhgCs3Ngo8++ojOzk7q6qp8x3eAmprNgFGxIyvLibkLaW8/Rk3NtvhP3ERbW1tYahohBCtWrPB/llL6rPnj/cs2blxJfb31PWp13RoaGjhw4EDCx7nA938ifaPqM0JR7WAHq+sUiuqvOjs7cTjKgVIOH+6grq6OhoZRABw5spWamui+eGBdoSWUEydORBRqjY1eYCwAGRltbNy4ka1bt4atd/x4GlBMQwPU1xsiJCdnP3V14dZIp9NJfX192HI1y2LVfzgcDj788MOY5xILq3vq5MmTSS8+v8D3f0/H4O7ubtra2vB42oBR7N/vCLs+dXXG9W5pOUJNzecRt9XW1sagQSM4dCiNdesO43DsZsOG4cAopGy2vO6NjY3U1tZGHWf6g/4SdOdJKQ8KIYYA7wkhgnpNKaUU5myTPcQnGJ8GmDlzplywYEGyNk1NTQ2h2xsz5hjr10NzcwnFxdE7tG3bDHNPdbXg3HPPJSsri+5u+Pa3vRw7lkFa2tCg6MRNm4YDcOGFpykuLvYvP+ecc/y1+zZt2sTEia2sW5dDS8tEKitP8Kc/GWaXhQubKC8fTGlpKUOHBgZDxcGDBzly5AiFhcbDUFw8io0bjY501Kj0oH1GQkpwOCSdnU4KC4sjZtoO5bPPjPmJESO6Oeecc6ivN16DW1pygvZ7+LBxLgUF+JcPHz6cwSbTmVW7KJqamti5c2fM4xk2rIuGBujsHEpxcQtSGsc3Zkxe2LaPHj3K/v37w7ZRWmqIT683y9a1M6aT3T6foqkUFgasqPPnz2fTpk0xtwEwfLjxdi1EMV6v8ShVVQ1nwYKqoPXq6w0R2t09iIwM4zczZ05kwYKJtvYTjV27dgHGvWlGtc2ePXsiRvoC5OfnM2rUqIjfd3cfCfo8YsQgiovdTJkyBY/Hw+nTp/nsM6NraW11MW/ePA4fPsypU8b9M2PGcBYsMET6Z599xoQJwZaOkSMLWbBgss2ztebzzz8PC4bKzMxkwoQJQcvc7i1BnxcvnmtpUQXYvXs3x48fD1pWUlJCWZnl+2xcJNI37tu3L0yIOBwOqqqqbAsCq+tkxuPxMGXKFACOHTvGihXGnFhn5yCKi4tpazPu3fPPn8K0abGtJ2vXrrV0gTEzduzYiDVGt27d5f+7sFAwc+ZMf/9rJjfXuC6HD2fR2ekgL6+TsWOtPYMKCwsZOXJk2HIpJX/9618ZEhqJhZFnboyKxOsBofeUw+Fg2rRpPd5uJHo6Bnu9XtavX4/TaQwux46F968ul9EeY8cOZcGCyM/Grl27KC2FbdvA6SxnwYIy3nvP+K6oyHrMGzFiBEVFRVHHmf6gX6ZcpZQHff8fBf6E4QNX55tKxfe/ejU/CJgzEJb7lkVa3u8MHx67xhzAsWMu9u9PJyPDy9ixp/0mbocDJkww3uC2bQvY9ru74eOPresdms3uaWlp/mnXtWtddHV18e67hjBYvNh4aCNl6A71oWtp6fZPedop+wUgRGLTrmqKuqysnfT0dIYONW7P0CnX0CoRkPwpVzDnojOubaQcdBA7KMLulKu5SoRhoQyQyJRrQwOcOKF8IMMHVzVF1VtTrtGmi2KdT6zvc3KCz8cqbYnHI3G5jML3ra3BU64lJcHVLJQPXWB7UXdvC6upGaspspKSdByOgMAY6FOumZmZcVl3Yk3vme8jq6AIlYfOXKs4GnamXaPdf+npTn97WVVgUaggjc5Oo83sRLiGEi2COVl+bqH3VCr7z0EgMXdBQRceTzdNTa6wPratTQU3xSo/F4h0raszfqN96GwihMgSQuSov4GLgE3AW4CKVL0Z+LPv77eAf/BFu54LNPmmZv8GXCSEyPcFQ1zkW9bvqBpz5khXK1R065QpLuFAYgAAIABJREFUp0hPdwV1ClOnqsCIgKDbsiWTxkY3JSXtnHNOcMdgfgA9Ho8/0nXdujS2bjUirHJzu5gz5yQulytiB6o6DiXompu746oSoUgk0lUFRAwd2kFGRgZlZap0VXBnpvxlzIIu2WlL1HFAQGhG86GLHBQRX5RrIOltZ9g2nU6n7fNUgu7YMRFV0BUWGt81NztQVcj6StD11IcutKPOyfEGBSKo36vAlKambrq6Igu6oqJOPJ5AB95bPnRWz15OTpYpqEMSbTxNNUFn1Y52/ecUiQs6F1IG/GrV/RwLO31AtPvT5QokF1YJ2q0YNMiFyxW4p+xGuIbvr3cFXejxp7qgA+MYHY5AuqFQPzo7QREQXC2ivl69IASSi0f6TSrSHxa6YmCFEOIz4BPgHSnlX4GHgcVCiM+BL/g+A/wF2A3sBH4D3A4gpWwE/hX41Pfvp75l/Y6y0EUqGqxQgm7atJawDm369PDACGWdq64OrnfodrvDMvMrC93Gjen8938bpoaFC4/jckXvPANBEQFBF0+VCEUika7mCNf09HSGDHHjcnXT0uLyl/iB8Bx00DsWutDkwio/nMXMR5SgCBUtbE/QKStgaB3XWPsJRUW5NjQ4OH5cCbrwa6SCIpqbnf7ku8mo5Qq9b6EbNChwPk6nJDOzO2h/yrKhRHVTk6S52SgZlZbWTW5uYAA1nqHA4GBsv+f+Q3YtdFlZWX6REmsASrW0JVb77m1Bp15YmppctLcLOjsduN3d2K1AZed6xSrdpuq5RguKcLmcQQEvkSJcIbqgE0JYXtNkBS6E3lOpHBChUMcYWdDFTlsCwRY6FQCoZv8HmoWuz3sBKeVuoNJieQOwyGK5BO6IsK1ngWeTfYw9pby8A4cjkLrE7bZ+0w8IuuawTn72bOPhNpcAW77cEHTz50eebgXjZisu7qSoqINjxzy8+qphUlLTrdHq7oVOuR48aHSW2dn2qkQo1O/jmXINFXQOh4PCwi7q6jw0NgamxEJz0EH8aUuEEDF9aEKTCzc29u2Uq9WA4nK5IiYkNhPIQ2ccV3q6l+zs8O0pt5+TJ53+ZKkDxUKXkeHE5QpUMREifFAMTi4Mzc2GSMvL68LjCRZ0YIh4ZVmP4D4VF1bnYCXoMjMzyc8/zb59sfMAppqFzuocY5WbCiVWLdBwQaesrq6gus5C2HvOYt170eozq98rQRfNQud0OsnJ6fK7jUSKcIXYImHw4MFBtcGh9yx0A0HQqXNXL96HDwdfi0Dpr+jbMSx06gXYhZTSVDUn3EIXml4mlUjNoxrguN2S0tIOursFBw9aP6QtLUYlB6dTMnnyqbAHqKrKhcsl2bs3ndZWB/X1brZtyyItrZuZM4OjU0Mf6rS0NITAb6VrbnZRWNjJjBnG7+wIOmWh27MnvpQlCvUg2J1y7erCX76lvNzr83/yWCYXDpT9SsxCB/YsXaEWup5MuYbmofN6Ydeu9LDybspCl59vXRjeTrJa428Z1Bnl5loPOjk5RgDL6dNOv9hJFR+6WCLF6XT636BDU5aYt6HWaWqSNDQY1zQ/P9iqoo7F7EfXWxY6q8HS4XBQUGCvlm6qCTorMRCvxdDlckX9TWi7qvxuzc1OU39gPxF0rOOL1T+Yy3/l5ESz0LmCZhIS8aFT5Ofnhx332epDB3YsdPamXNPS0sKqRQTSloTfU6lqnQMt6HqNYcOMBzeSH93Gjdl0dwsmTDhFerq0EGUwenQHUgo+/zyDjz82pk1nzz4ZZimzstBBQNCBMd2q+pxogk69fSgfuH37lLNxvIIuvinXo0c9eL2CwYM7yM01zkf5NUGwH11gyjUxCx3Yz0XncEiOHnXT2Sn8YiueKde0NInDIWlvd/jz2bW1Ce66awxf+cok/vKX4OAUNTiF1nG1c9wZGRlBnY2adoXI00IOR6AighI7yZpyVXVSI9FTC53T6fS/eIQmFVYEW+gCgq6gwBu2HgREPEBubs8FnZUfZKTzKiqyN0UUeq/HqqjR24SeT7zWOUU0q1DoIJqR4SY7uyso32cyBZ2de09Z6PLyIpeIczqd/n4qO7sraj8aS9AJISg0hT6r6kDJYCBb6FTwWqigs1MpAoy2HjzY6A9UtYhAUES4hU4LurOQQGCE9ZuOmm6tqjLuHKsHyBwYoapDhEa3QrigU8lczYLuoosCIemxpjfcbrd/ylRFZ8Ur6OKdcg2NcFUMHmxsR/nxgXVQRG8IOpcLhgwxRPWRIx6/D52VhS5SbVIhzPVcnZw65eCuu8bw978bAv13vysJstIFkt5aTwdHG7jT0tKC7gXz9YkWiacEnZTJtdDFus9itUGsjtPhcPivbWjZL4VZ0DU1SRobjXMsLOwOWw8CFjqnU5KR0fPuMXSQjmb5GDIkMUHX30lOQ9sxXv85RTyCzgiMMNpVZRNQdYntYMcCF+t79RKhSsjFWq+ioo1I+itaVREzRaZ6gMkUXeZ7Kpa1NFVQ568EnZrhUdi10AEUFwuEkDQ2umhv99LSovyJtYVOQ0DQWdWYA1i92nDQUYLOqqOfNs24qTZuzPILgFD/OavfCiFwu91MnHiagoJORo1qpbLS2I/b7Y7ZWZkFnSJ+C118U64qgERFuCpKSoxOOtlTrvFGuu7fn+av4xopP1is8l9Hj3pYunQMa9fmMHhwBwUFnezalcGaNYEeR1kBCwutB6foqRTSgzr5YAudN+KAofyRjO1LktVfxZq2iR5F6LI1qCoLXXZ2bAvdiRPSL8pDr2+ohS4ry4vL1XOrV2h7RRuEi4uNYxhogi60nZJtoXM6nWH7MEe6qr5D1U21Q08tdA6Hg9tvP8i3vnWIGTOip3NSz1c0/zm7bZienu4XzMmcFjVf34Ew3QpGG7jd7h5b6ACysjzk5XUhpaCurltb6DTBBIoGhz8czc1ONm3KwumUzJzZjMfjsRQkKjDif/4nn9ZWJ2PHnqakJFxYWT2AHo+HzMxuXn11M88+uw21+VhWE7AWdPH60KmB1u6Uq/JTC7XQlZQY/wdb6MKnXOOderA7RaUG+K1bjXnIgoLwOq6xtqkExd13j2bDhmxKStr5zW+2c+21RtLRl18OJK6M5qcHsX3oggVdoM3Moi2UQYMCA6EKjOgLorWBHeuDWdApPyVrQWesc/KkjJhLUP1u5Mg2srK8jBzZlhTH59AcYtEGy+JilWYl+jZDj6u/rSnmKV+jTWyGmoYQqc2txI450lW9NOfnJ0/Q2XmZqKw8xa23Hsbtjr7u+PGG4Jg+PbwyjyIekaASqCdTeJnvqYEw3apIS0tj8OAOnE7JsWMeOjoC40A8gs4c6XrokDRF/GsLnQazhS78ofvkkxy8XkFlZQvZ2d0RH8wZM4yOoqPDaCYr61wknxy1zbw8L9nZgZvSrqBTA6UiUR86u1OuoRGuitLS8OTCAQtd7065Gvs3OuPNm41R1sp/ThGrnmtdnYeysnZ+85sdlJd3cM019bjd3Xz0US4HDhidRGBa11qgxrLQme8lc8H3aILOPFWVmdl3gs7hcERsN7uCzs6Uq1qnqUlG9INUvqPZ2d386U+bePLJz5MWyWZX0F16Kcyd28FNN0XfXqpZ6CBw7ydqnYPIfZPVAGptobO/r2T40Fn9bcW1157knXc2cPnlkbNqxdOGKjjibLfQgQrACSS9r6sL3CvxTLmaA/AOHgwIulDDhlo3VdGCrpcoK2vH6ZQcOeKhvT14cF650pg+nTvXSHYTafDKzYXhwwNCqro69nSrItJNl6igi99CF1+6DuVDV17eGXROgeTCRofX2Sk4fdqJ0yn9lhfoPUFXVmYIcyXoIlnOom1T+dAMH97G009v94vEwsIuLrroOFIKXnvNUBgBC118gk5NP5jvpWBBF1momS0bfSnoIPJgaNdKoI43J8eICraamjOnLVHXV/mrha4LUFDQRUZGd9ICDcyDdbTBctgw+OADyWWXRd9eKgo6dV8m6j8HRJypiCXo1FSbqspgh2T40Nld1+VyUlzcGdF/DuJrQxUc0Vs+dAPNQgfWgRF205ao7Sijxa5dRkNlZHixGlZS4XmLhBZ0vYTLBaWl7Ugp/NYnMOqcrlxpBDjMnWsItGid/JQpxmCUl9fpr/5gprcEXU996JQgVOVXYqGuUUVF8PLQahHm6VbVQQoh4p5yjddCFyh/Fnk/kTr2m26q46qrjvH009spLg6+jjfcYFS4+/OfCzl1yhFVcETbh+qEzZFvZh+6aNNRubmBv5MV4WqXSO1gd1ApLjbOsbS0I+LAH5hytSfoFL1hoYt1XnasI6ks6HpioQPr6xNZ0Bl9Y3e3cb/HI+j60kJnp6+Jtw2LioqSaikyn8NAFHShqUu6uoyZLYdDYud0zLnodu9W0f4DK6kwaEHXK6gHWFWMMEe67t6dTl2dh4KCTsaONbKGR3uAZs0yOql5805a+m7FK+jsPKyxBJ2dTjuQtiS2laO11UFjoxu3u5vhw4M7v/Jyo6NraHD7SvwEkogqEhl447XQKaJZ6CJ17LNnN/OjH+2lqCg8IfCECaeprGyhpcXFsmVD8HoFWVlesrKsjy9WCSAhhL/tzRa6CKV7fesF/h5oFrpvfesYjz22kwsvPG45KDocDnJyjHNqaQkEnZjLfilCf59sC120lCXxkGo+dBBI1t23gi74eUqmoLPT9ma/wZ5uK15BpxKvJwvztgbalCsEgtdUpKty9cnOJqplVGH2odu92/itVUCEyiCRqmhB1wuoTq28PDzSVU23nnvuSb85N9oDdNddLm655RBLlx60/D7Sb62WG7XvYje5KoOk8ixlZXmDpmCHDx/OoBiVy+OZclXJl0tLO8jKCrYg5ud7yMry0tnp8CURNR62nvjPgf1BsKioE6czIHKi+dAlOrAqK93vf28ER0SqEhFtH+aBUP1tttBFisyF4IEwWSlL7GKdG89he1ApKBAsWNCEyxV5UFQJgltaHH4fxdLS8OvY2xa63koCmyoWuvT09B6L4J4IOrt1XCFymiFFPLVekyEO+9vqo65HpGnvVCUw5RqcBD4w3WrvBdXIeWrcT3v2GO050AIiQAu6XkEJOqtIVzXdOm+eMd0qhIja0efnO7n77uMRfdjisdDZjT4LLf+lHE7V8WZkZDBixIioHZWaWoyUWNmMegjLy9stO3T1oDU0uC3LfiXyxmR34HG5gut7JmKhi8WFFx6nuLiD5uboZb+M44ldpFv9bRZ00Sx0/Sno7JbGioT5mkfqbFWC4BMnXJw6ZfhfFhX1naALPE+9U3czVQRdT/znFHYFnRDCX1lDEY+gg9i1WmNh10LXG1OuvYHD4RhQ060Q8B0OnXK1W8dVIYSguFiVu4xsodOC7ixECbrQSNfWVgdr12YjhGTOHCOE3U6278wojk2RBj+Vi86MXUGnklwqK5t5ujUjI8P/Jjd8+PCI2xg37jRCSHbuzAgLCglF+c8NHWot6AJZvF2mpMJ9M+WqjitwLMnZZvDv8KcwAUPQRRokItWYtLLQmadcCwsjt0F+fmB7mZl9O51gdZ7xDCrm30caFPPyjHXUfWZUzQg/T/PvY9XyjIezwULndDr7VNABFBWJkM/xvVBFe17tPMuqHXo65Rqa2qa/MKpfDJzpVkV6enpYcuHAlKv9/mzoUGNd5ZNpZaFLhWctGlrQ9QKZmZkIIUw+dEYntWZNNp2dDiZMOO23ntgZvCJNb5r9pawIL5djPz+U2Y/ObB00i8uCggLyVVFFEw6HgylTKpgwAbxeo3RZNAJVIjosr0dxsfEmfuyY2z/l2pOyXxCf+FKdBfSOhQ7g6qvr/VPc+fmdcQ82Vha67GwvGRlenE4ZVdCZLRupYKFLVNBFehby8ozzC5RVC3/zhuDOOpnTTmq7vSHooqV+6UtcLleP/efAaHvzC240n6XQezpeC12057UvfejsVonobQaihQ6M50pZ6OrqPHi9AQtdTo797agAPIW20GmAwLRkaamRuqSuzkNbmzBFt570r2unky8oKIjoExeNngo65TcXaqEzM2LEiKCB0O12M27cOPLy8vwBHVu2RO/oVR6pESOsayIW+/LuNjS4k1L2C+Krf2m20CWSh84OeXleLr20AYDBg7uinlOoCAot1aM6ZSHgoYf28LOf7SE7O/KxFRQE9pUEI0tc9NRCZ75OsSx0itCyX1a/T6ZIUm3TG2kmUsVikJGRkRTBGuqCEm0AHTzYXK6qO+4I7Z5a6JI15Zoqbeh0OgekoDPyb0oKCzvxegX19W6TD519oVxQ4PbPSgFhqbtAC7qzlqysLFyuQJTkgQNppvxzgXxydh4gIQRlZWVhy2N1oObvY/nqhWK20JkFXej0r9PpZOTIkYDRqY8fP96/zsyZxjpbtkTvaZUP3ahR1t+XlhoPZbAPXc+mXCH+8l/QO1OuiqVLD3LrrYdYsuR41PVC9xParmbH5vPPb2Lx4uNRBx2zoOvrKde+sNDl5wfvI1KdXPPAmsxi98m20EHqCbpobiHxYm7/aANoXp4Ll0tVCum2Fc1oJtLzarfofbIsdKkiEuIJRkol1L2nrHRHjnjiSiqsMCcXhkCFn9B1Uhkt6HqJ0EjXVasGsW9fOtnZXUyeHMgnZ/cBys/PD+s047HQhU5lxCKShc6q4x40aBAjRoxg3LhxQfucNcv4P5qFTspAlOuYMdYd7NChgWoRKg9dTy10EH/5L4geLdpTEZCb6+Vb3zqMhXaPuh8rARR6b0QTm+ZZ83h8TpJBsnzoovkhZWcbKXEUpvrmQZinvpKdEsLtdifVT0odXyr4XiUbu4LO4wnkojP71Nol0vNq1xcwWYIuVUR5sqtP9BVZWVkIIfyRrocPp8UdFAHBqUtAW+g0JkIjXV9/3TDtzJnTjLkPjmfwCrXSxSPo4q2v6Ha7+eIXG5g+vZk5cwIVLSINdEVFRWEdV2WlUey9tjY9YvqSI0c8tLU5yc3torjY+nzMyYWtyn4l6n9idzBUory4WBLtJ8my6sSb9NTOdHz0uqn4BU9fC7rQczFS5tjvlsypIyLdB+ZqERBZ0JmPJ5kWOuhZBQUrUs1Cl0zsCjpz6pLc3Mil7SIRubKLPccru2lLBsqUazKtrH2Jw+EgKysrqFqESmgfv4UuMK6E+tBZBRqmGlrQ9RIqJ5OKdD1wwOikzNOtsYIaQhk0aFBQZ9Pbgm7x4uM8/fQO8vK8CW0jPR2mTDGihrZvt+4sVq0ypqGnTWuOKG7Ly40O0Wyh68sp16KiLn70o1qeeio8MbAZlVy1p8Q7QFhdt9Bl0QSKEMaUFcTnc5IM7Fgb7fw+1sBvLhM3ZEjkc1QddrIDDbSgs499C53HH8ltrkdsl8gWXfsWulj57NR60UiVNhyogg6MNjMLukSnXINno4JfElKlnaKhBV0vkpWV5Y90VZx7bnwBEaGUl5fb/r35+3gHSqubN5EHXgVGbN5s/VtzouVIx2j2oQtUiuj5lGs801VXXdXAlVfad5TuCX1toQOzoLNzhMnDjjiNhjqvaJ2t0+kMstAVF0e+XwaaoDubp1zNFrpotYojYfVMhNZDjvV7O897rBQ4qSIUBrKgy8nJCRJ0KiginsfO4XAwZEignwi10KX6dCtoQderZGVlMWxYm//zqFGtlJQE3gASiSjKzMz0pwqJdYM5HA5/h5+Ihc5q3/GiAiO2bg1XCl1d8MknhsWxuvp0xM5x8GAQQnL8uIvGxuTkoYP4BkO71re+EHR2rFrmZXZyqqkpq/6uFBHvM6HOK9azkJ0dGPDtCLpkT7nG+/zF4ky20DmdTn972hV0FtmTYmL1nMUjvO0KOrVuJFJFKAzkl4NgC11aQhY6gJKSwN+hFrpUaadoaEHXi2RmZlJS0uGPxFLVIRSJhoiXlZXZLuOlIh7jtQYmz0Jn/G8V6bp5cxYtLS6GD29j9OjIHZ7bDQUF3UgpaGszMv1nZ/etoMszFzxN0jYT3Yb5+0g+Z+b2tjPoDB9uXE+TAbhPCBWbvWGhA/z1XAFKSiJf396y0CU7z9iZLOgg4K8b7VkwqkWo3I3JmXK16z8H8Qm6aOdxprZhX+JwOBg1ymgLI8pVpS2JbzvBgk5b6DQmVOoS5Udnnm6FxNMYpKWlMXToUFvrejyehKwDoR2Qx+NJSKxMmgTp6ZL9+9P9/m8K5T937rknYx7jkCGBt6WcnK6gFAW9HeVqRFCV9mib8XQG8Qi6SPeQ2+22HYUH8LOfNfHCC7XMmGH7MJOGVQ49u9gVdOY39f6Yck02Z4Ogs/PMXHXVSRYvbuQrX+mIuW4oPbXQORyOHlvoUqVKxJlAaWkWOTldtLc7/FVh4rXQlZWZUzhpC53GhNvtxuPxcP/9+1i69IC/3BcYD3KsAvfRKIhWnNNEWlpaQoIutKNJdMrI7YaqKkN9bd0abKUL5OWL7D+nUNUiIDggAnrfQldYWGhbfEfyyxk/frzt/cUj6KJdN3XMdgadoiLB7NltcefySgbq+BwOR9ydpp2gCADzoxYtyrW3plyTzZnsQwf2Bd348ZJf/GIP48bF3weEtrHL5Yqrn0vGlOuZKsj7A/O065496b5l8W3DXC1CW+g0YWRlZTFzZgs331wXNFgOHjy4T24Qj8eT8NSuubPpicNswI8usI0TJ5xs2ZKFy9XNjBmRI1wVJSWBi2dOWQK9m7YkHutcpG0WFhbidrv9CZh7elx2LHQQEHt2s973l1WqJ5UU7FrocnONe2TQIC/RVh1IFrr+bLPexq6g64kADy2bFm/gitPp7PFLmhZ0ySM7O9ufXPj4cbdvWXzbGDrUjcNhGA9C89Al2w+2Nzgze4MUwqq+ocPhoMQ8Wd+LJDrlCskTdMqPbvPmwLX45JNBdHcLpk1rITOzO+ZgrpILQ7ig600LXVFRUVzC22pgKfRlI87NzWVItNphNo/LHKCRLAtdf4oDdXyJvniYnegjMWiQcb3y86PnKxtIFrozWQxkZGTYeu7UOolaKs3tHI//nPqtttClDi6Xi2HDgq1q8Qq6jAwPI0e2kZ7upaAgMM7k5eUNCAvdmWmvTyGsBF1RUVGfPcgejyfhffWmhc6crsTtdsc8RrOg66sp13itc1bbzM7ODhIq5eXltLS0cPr06YSPC4wBoqury5aFLtUFXU9rndpJRpyXZ3xfVGRP0KW65StWwMBAx+Vy2epzeirAXS4XnZ1G5oF4LXTxtEGkcxkIImEgUVER/NzGK+g8Hg//+Z+bOXXKGWShK1YFxVOc1O61zgAyMzODpgT70joHxiDZU0Hncrl61PGMG2ekjThyJI3GRhdSBgIi5s49aet6qFx0EG6hS/TYQqdcQhk8eHDc1y50YCkMqRUmhKCioiLifu2mR7EjguKx0LlcrgFrobNjgc7NVYIuejSk8h0dCILuTLfu2LGYJUPQqd8n8tJqt+8pKCiwvL/P9Dbsa0aPDr6e8Ua5Op1OSku7qagIpBvLzMxMeh7J3iK1e60zAIfDEfQg96V1Tu0/UdRx9tR3wOmE6dMNkbJlSya7dqVTX28UQp48uZvB0Sre+zBrPrOFLj8/39IKav/YrAeCRIW3eXsOh8MyeCU9PZ1hw4bFdTyhKJEdTfzFa6Hrr2nGngo6O7+bO9dBdnYXCxfGrvnpcrn0lGsKYKfvcrvdCCF6LOgSHbDtCjohhGVmgjO9DfuaceOC+4JEmjW0Te24yaQKWtD1AUpw9LV1rqeoziYZGcQD+eiygtKVlJeX2bJIBQs6w0LncDgiCiO7RJoyScQ6F7q9/Pz8qLVvrYSs3Skcp9MZU8gop+14p1zffPNNhBBs27bN1rHEy86dO/nLX/7i/6zOOdE0PnYE3bRpLj74YAPf+U7smp9qCveWW25hy5YtAPz85z/3f19bW8vkyZNjbsfueomQLEG3YMECVq9ebbl83LhxVFZWMmvWLNavXx/Xdmtqarjiiissv/vkk084//zzGTduHNOmTeOWW26J6oIQDXN6nlh8/etfp6KigsrKSsaOHcs//MM/cPToUcDaGmhu/0jEMzuQn58f1pdqQZdczjknuP9M5F3f3KZut9t2RolUQAu6PkAJukRFQn+RTEFn9qNbuTIXgAUL2v1VL2JhFnRqyrW0tLTH19NKQPVEeJsHl6Jo+TGA4cOHM3r06KAOJJ6ouWgCaMOGDbz55pukpaXFLehefvllzjvvPF5++WVbxxIvoYJOBTUkak22a0H2eFy27hclEn77298yceJEIFjQ9ZSurug1ge3QFz50L774Ip999hm333473/ve95Kyzbq6Oq677joeeeQRtm/fzrp167jkkktobm4OWs/uNYpH0AE8+uijfPbZZ2zfvp1p06axZMkSOjs7wwSd1+sNav9o+4+HsrKyoM+JuIsk4/45UykqgvR046UtLU1GjWiPhLlfHTx4cNKTgvcmWtD1AVlZWQPOOge9Y6HbuDGLdeuyEUJyzTX28/Dl54Pbbfg/5eZ6SU9PT4qjauigqHzceho1l5aWZmsaJzc3l0mTJlFcXBxXklGXyxVmmWptbeV3v/sdU6dOZebMmdx1112kp6fHJehaWlpYsWIFzzzzDK+88or/++7ubm6//XbGjx/P4sWLueyyy3j99dcBWLNmDRdccAEzZszg4osv5vDhw4Bh5bn//vuZPXs2Y8eOZfny5XR0dPDcc8+xbNkyqqqqWLZsGatWreL666+nqqqKadOmhQ3ugP+8KisruemmmwD4r//6L+bMmcO8efP4whe+QF1dHQAPPvgg3/zmN1mwYAGjRo3iiSeeAAgKvnnttde49957AfiP//gPRo0aBcDu3bu5/vrrcTgcfuvVAw88QGtrK1VVVXzta18DjAH/1ltvZdKkSVx00UW0trb6r0VlZSWVlZU8+eST/uN//vnnufLKK1m4cCGLFi2ipaWFRYsWMX36dKZMmcKf//xnwBAc6njvueflmRKwAAAXM0lEQVQeFi5cCMD777/v3zcELHQ//elPmTVrFpMnT+a2225DShnx2qt75IYbbmDChAlcffXV/uOOxty5czl48KD/87vvvsvcuXOZPn061113HS0tLQD89a9/Zfz48UyfPp0//vGPltt68sknufnmm5k7d65/2bXXXktxcTEPPvggN910E/Pnz+emm26ira2Nb3zjG0yZMoVp06bxwQcfALB582Zmz55NVVUVVVVVHDp0iFOnTnH55ZdTWVnJ5MmTWbZsWdRzEkJwzz33UFxczMqVK8nIyCA7O5t/+qd/orKykpUrVwZZL7Ozs7nnnnuYNGkSixYtor6+PmybtbW1LFy4kKlTp7Jo0SL27dsHGCL26quvprKykurqaj7//HMA3n77bWbPnh10T3/961/3P1dqvwDr16+nurqaK6+8kokTJ8Z9vmcLQsCwYYagy85OTIgpke1wOGy5A6UUUsqz6t+MGTNkMvnggw9srXfo0KGk7rcv8Hq9cu3atUnZVne3lPn5UoLxb/Lk1ri3UV7ulSDlCy9skSdPnoy6rt122bt3r1y9erVcvXq1XLt2rWxqaor7uMx0dXXJ1atXJ9Tep06dkvX19eFfqItm4vDhw/LEiRNSSim3bdsm77jjDpmdnS2zjaKlEpBTp06Vhw4dks3Nzbb239DQIP/whz/Ib37zm1JKKefOnStXr14tpZTytddek5deeqn0er3y8OHDMi8vT7722muyo6NDzp07Vx49elRKKeUrr7wiv/GNb0gppbzgggvkvffeK6WU8p133pGLFi2SUkp5//33yzvuuMO/30svvVS+8cYbUkopm5ubZWdnZ9Bxbdq0SY4ZM8Z/bRoaGqSUUjY2Nsru7m4ppZS/+c1v/Pv68Y9/LOfOnSvb2tpkfX29LCgokB0dHXLXrl1B12/mzJlSSimvueYaOXPmTHngwAH5/PPPy6VLl8quri55wQUXyE8//VRKKWVWVpb/t3v27JFOp1OuW7dOSinlddddJ3//+99LKaWcMmWK/PDDD6WUUt53331y0qRJUkopn3vuOVlWVuY/9s7OTv+9Vl9fL8855xzZ3d0tV65cKa+99loppZTnnXeenDVrluzo6JAPPvig/PWvf+0/hpMnT8pTp075tyellDfeeKN86623ol77X/7yl/72+eyzz6TT6TTOMeQeM5/7448/Ln/wgx/4j7W6ulq2tLRIKaV8+OGH5U9+8hPZ2toqy8vL5Y4dO2R3d7e87rrr5OWXXy5Dufrqq+Wbb74Ztly12/Tp0+Xp06ellFI+9thj/mPdunWrHDZsmGxtbZV33nmn/MMf/iCllLK9vV3u2LFDvv766/KWW27xb0s9G2Zuvvlm+dprrwUtu+222+R9990npZQSkMuWLbO8BoB/nz/5yU+C7l/FFVdcIZ9//nkppZTPPPOMvOqqq6SUUl5//fXy8ccfl1Ia/cPBgwflsmXL5PDhw8Pu6dBjVPfd448/LjMzM+Xu3bullNLW+aYkFn1Zslm82BgnRoxI7PeNjY1y9erVsra2Nua6dseZngKsljb0zYC30AkhLhFCbBdC7BRCPNDfxxOJgWadA+MNJVnRPUIEpl0BLrssfgvYl7/czciRrcyYkRF3zqhIKIuYw+Fg9OjRPareAYEo1VjTrVZkZmba/p3X6+Xtt99m1qxZVFVV8dRTT9HS0uK3loARam/XQgeGBevll1/mhhtuAOCGG27wT7uuWLGC6667zm9pvvDCCwHYvn07mzZtYvHixVRVVfGzn/2MAwcO+Lf55S9/GYAZM2ZQW1trud958+bx0EMP8cQTT3DixIkwK+X777/Pdddd5782yqflwIEDXHzxxUyZMoVHH32UzZs3+39z+eWXk5aWRlFREUOGDKGuri7I0lxSUkJLSwvNzc3s37+fJUuW8NFHH7F8+XLmz58f85pVVFRQVVUVdG4nTpzgxIkTnH/++QB+q4ti8eLF/mOXUvLP//zPTJ06lS984QscPHiQuro6ZsyYwZo1azh58iRpaWnMnTuX1atXs3z5cqqrq/3bUha6Dz74gDlz5jBlyhTef//9oGtgde0/+ugjbrzxRgCmTp3K1KlTI57j1772NSoqKnjooYe44447AFi1ahVbtmxh/vz5VFVV8cILL7B37162bdtGRUUFY8aMQQjh30e8XHnllf4p9BUrVvi3M378eEaMGMGOHTuYO3cuP//5z3nkkUfYu3cveXl5TJkyhffee4/777+f5cuXk5uba2t/QoigaPBrrrnGcj2Hw8FXvvIVAG688UZWrFgRts7KlStZsmQJYLS9Wuf999/nO9/5jn8fQ4cOZdOmTVx88cVh93Q0Zs+eTUVFBUDC53s2oFKXJDp0KQvdQAqGUAxoQSeEcAJPApcCE4GvCiGiOz30EwNpHt5MMjsKs6C7/PL4Bd2//7uTP/1pO2PHlsVe2SYqunPMmDFJE4n5+fm95iu5Z88evve97zFhwgS+853vsHr1atra2iz9ao4dO8Yrr7zCO++8w8cff8z27dtpaGigu9s6MKC5uZn333+fW265hZEjR/Loo4/y6quv+qfxrJBSMmnSJNavX8/69evZuHEj7777rv9782AZyffngQce4Mknn6S1tZX58+fbDsZYunQpd955Jxs3buSpp56irS2QasDsB6P2Heo6MG/ePJ577jnGjRtHdXU1y5cvZ+XKlUHCKRJW24+FORr7xRdfpL6+njVr1rB+/XqKi4tpa2vD7XZTUVHB888/z7x586iuruaDDz5g586dTJgwwf97h8NBV1cXt99+O6+//jobN27k1ltvtbwGdo8vlBdffJHdu3dz8803s3TpUsBo78WLF/vbe8uWLTzzzDO2tzlp0iTWrFkT8Xs7EetLlizhrbfeIiMjg8suu4xPPvmEsWPHsnbtWqZMmcIPf/hDfvrTn9o6no0bN/pFbTwvPz3tz/Py8iz35XK5/M9nd3c3HR2BGrXma5Po+Z4NjBhh/J9o8gOPx0NOTs6AqAwRyoAWdMBsYKeUcreUsgN4Bbiqn4/pjCKZgk750eXkSEwuNLYRQjBixIikiqX09HTGjh2b1DxDvZGEcgNw3nnnMXHiRJ544gmam5stfc2CfrNhA/fddx//+I//yOWXX86sWbMoKyvD5XKRk5NDWVkZjzzyiH/9t956i5tuuom9e/dSW1vL/v37qaio8Fut3njjDbq7u6mrq6OmpgaAcePGUV9fz8qVKwHo7OwMshJZkZGREXTstbW1zJgxg/vvv59Zs2aFCbqFCxfy2muv0dDQAEBjYyMATU1NfifzF154IeY1DBV01dXVPPbYY5x//vl+H620tDTL9nO73f4EtJHIy8sjLy/Pb5l58cUXI67b1NTEkCFD/Fa2vXv3Wh5XdXU1v/71r5k2bVqQiPB4PLS3twNG8E1LS0uQ71Ukzj//fF566SUANm3axIYNG6KuL4TgX//1X1m1ahXbtm3j3HPP5eOPP2bnzp0AnDp1ih07djB+/Hhqa2vZtWsXQMSAmjvvvJMXXniBv//97/5lf/zjH/3+j2aqq6v913DHjh3s27ePcePGsXv3bkaNGsVdd93FVVddxbZt2zh06BCZmZnceOONfO9732Pt2rVRz0tKyRNPPEFdXR1XXRV7yOju7vZf35deeonzzjsvbJ158+b5/U5ffPFF/4vBokWL+NWvfgUYlvWmpiYuvvhi3nvvvbB7euTIkX7B+9Zbb0W85+I937MJVWEx0S7d7XbHnVA+VRjoqcbLgP2mzweAOaErCSFuA24DY7BVg1EyaGlpSer2zmQ8HicTJ05l9uxGPv54b+wf9IAzqV0WAA3A2rVr8Xq9MYWFwuv1RkwHoaZn33//febMMR6Zp556iq9+9atB123q1Kn88pe/5Lvf/S4Oh4ORI0cyZMgQKioqqK2t5f/+7/944IEH+Pa3v01LSwter5drr72WK664ghMnTrBmzRpaWlpoamqira2Nmpoaxo4dy8svv8zo0aNZsmQJmzZtYt26df7tZ2ZmhrXdl7/8ZWbOnInD4WDMmDE88MADXHPNNXzxi18kOzub6dOnc+LECWpqaqitrSUjI8O/jVOnTrFq1aowtwe3283+/ftJS0tj+fLlZGdnM2zYMH8Agfn4L7nkEkaPHs2YMWO45ZZbOHXqlH/7u3btorW1lZqaGu644w5uvvlmhBDMnDnTv962bds4ePCg/zcjR47k6aefZtSoUYwbN47hw4ezatUqamtrycnJ4dChQ3R2drJ161aklJSWllrezxdddBGjR48mPz+fYcOGUVtbS01NTcRrP2nSJN5++21GjBjBiBEjGDNmDGvWrEEZz9U+zL8H+NKXvsS9997L97//fe6++26uuOIK/334zW9+k/nz53PnnXdy4YUXkp6ezpQpU2hoaLA85u9///vceuutnDhxAiEEU6dOJTMzM6zdJk+ezHvvvceoUaNwOp3cfffdrFy5kpdeeol3330Xl8tFQUEBP/zhD/nDH/7AU0895Q8suueee8L2feTIEZYuXcr9999Pe3s7EydO5Be/+IX/ZcTr9Qb9xnwN0tPTeeONN/jBD35Afn4+//Iv/xK2/SVLlvBv//ZvPPjgg+Tm5nL//fdTU1PD9ddfzy9/+UueeOIJHA6HP7ji2muvDbunJ06cyA9/+ENef/11Zs+eTXp6OjU1NbS2tgZdz08++STm+aYiC3z/9+axejwehg6dxsSJB6ipORj7Bz0g1cYZEW06JdURQlwLXCKlvMX3+SZgjpTyzki/mTlzprTKu5QoNTU1LFiwIGnb0ySHM6pdfJaZxoYG7rvvPl555RVb0Yl2eOCBB/jFL35ha92Wlhays7NpaGhg9uzZfPzxxwn5hp5RbXOmoKx/A3g86E2ys7OD/FP7mjPmmTnD7rO+ahchxBop5cxY6w30KdeDgDmzbLlvmUZzxlFQUMCzzz7L8uXLmTRpUo8qZIDxJhuPILviiiuoqqqiurqaH/3oRwMy0Eej0WjOVAb6lOunwBghRAWGkLsBWNK/h6TR9C4zZsxgw4YNPPPMM9x33320t7f7/akUgwYN4tJLL6Wrq4u6ujrq6+tpbGykubmZjo4O0tLS6OrqisvfL5WmFjSavqQ/rXMajV0GtKCTUnYJIe4E/gY4gWellNE9sjWaMwCHw8Gtt97KNddcw7333surr74aNA3r9Xp5+OGHGak8hE10dHTQ0NBAQ0MDY8eO7cOj1mg0Gk1vMdCnXJFS/kVKOVZKeY6U8qH+Ph6Npi8pKCjg+eef58MPP2T8+PH+adj29vaIOe08Hg+lpaVMnjw5odJDGo1Go0k9Bryg02g0MGvWLDZt2sRjjz3mT8HSUx87jUaj0QwctKDTaM4QnE4n3/72t9mzZw+vvPLKgE1mrdFoNJr40YJOoznDKCoqiljCSKPRaDRnJlrQaTQajUaj0QxwtKDTaDQajUajGeBoQafRaDQajUYzwNGCTqPRaDQajWaAowWdRqPRaDQazQBHCzqNRqPRaDSaAY6QUvb3MfQpQoh6YG8SN1kEHEvi9jTJQbdL6qLbJjXR7ZK66LZJTfqqXUZIKQfHWumsE3TJRgixWko5s7+PQxOMbpfURbdNaqLbJXXRbZOapFq76ClXjUaj0Wg0mgGOFnQajUaj0Wg0Axwt6HrO0/19ABpLdLukLrptUhPdLqmLbpvUJKXaRfvQaTQajUaj0QxwtIVOo9FoNBqNZoCjBV2CCCEuEUJsF0LsFEI80N/HczYjhBgmhPhACLFFCLFZCPFd3/ICIcR7QojPff/n9/exno0IIZxCiHVCiLd9nyuEEH/3PTvLhBCe/j7GsxEhRJ4Q4nUhxDYhxFYhxFz9zPQ/Qoh7fP3YJiHEy0KIdP3M9A9CiGeFEEeFEJtMyyyfEWHwhK+NNgghpvf18WpBlwBCCCfwJHApMBH4qhBiYv8e1VlNF/BPUsqJwLnAHb72eAD4XynlGOB/fZ81fc93ga2mz48Aj0spRwPHgX/sl6PS/AfwVynleKASo430M9OPCCHKgLuAmVLKyYATuAH9zPQXzwOXhCyL9IxcCozx/bsN+FUfHaMfLegSYzawU0q5W0rZAbwCXNXPx3TWIqU8LKVc6/u7GWNgKsNokxd8q70AfKl/jvDsRQhRDlwO/Nb3WQALgdd9q+h26QeEELnA+cAzAFLKDinlCfQzkwq4gAwhhAvIBA6jn5l+QUr5EdAYsjjSM3IV8DtpsArIE0KU9s2RGmhBlxhlwH7T5wO+ZZp+RggxEpgG/B0ollIe9n11BCjup8M6m/l34PtAt+9zIXBCStnl+6yfnf6hAqgHnvNNh/9WCJGFfmb6FSnlQeAxYB+GkGsC1qCfmVQi0jPS77pACzrNGYMQIht4A7hbSnnS/J00wrl1SHcfIoS4AjgqpVzT38eiCcMFTAd+JaWcBpwiZHpVPzN9j88f6yoMwT0UyCJ8yk+TIqTaM6IFXWIcBIaZPpf7lmn6CSGEG0PMvSil/KNvcZ0yefv+P9pfx3eWMh+4UghRi+GWsBDDbyvPN50E+tnpLw4AB6SUf/d9fh1D4Olnpn/5ArBHSlkvpewE/ojxHOlnJnWI9Iz0uy7Qgi4xPgXG+CKPPBhOq2/18zGdtfj8sp4Btkop/5/pq7eAm31/3wz8ua+P7WxGSvkDKWW5lHIkxjPyvpTya8AHwLW+1XS79ANSyiPAfiHEON+iRcAW9DPT3+wDzhVCZPr6NdUu+plJHSI9I28B/+CLdj0XaDJNzfYJOrFwggghLsPwD3ICz0opH+rnQzprEUKcBywHNhLw1fpnDD+6V4HhwF7geillqIOrpg8QQiwA7pNSXiGEGIVhsSsA1gE3Sinb+/P4zkaEEFUYwSoeYDfwDYyXfP3M9CNCiJ8AX8GI3l8H3ILhi6WfmT5GCPEysAAoAuqAHwNvYvGM+AT4f2JMkZ8GviGlXN2nx6sFnUaj0Wg0Gs3ARk+5ajQajUaj0QxwtKDTaDQajUajGeBoQafRaDQajUYzwNGCTqPRaDQajWaAowWdRqPRaDQazQDHFXsVjUajOTMQQhRiFNQGKAG8GCWwAE5LKef10n5HAvOklC/1xvY1Go1Gpy3RaDRnJUKIB4EWKeVjfbCvBfjy8PX2vjQazdmJnnLVaDQaQAjR4vt/gRDiQyHEn4UQu4UQDwshviaE+EQIsVEIcY5vvcFCiDeEEJ/6/s33Lb9ACLHe92+dECIHeBio9i27RwjhFEI86vvdBiHEt0z7/kgI8Y4QYrsQ4tdCCN1PazSamOgpV41GowmnEpgANGJUUfitlHK2EOK7wFLgboy6tI9LKVcIIYYDf/P95j7gDinlx0KIbKANo/C930InhLgNozTQLCFEGvCxEOJd375nAxMxstD/FfgyRq1VjUajiYgWdBqNRhPOp6oOoxBiF6DE1kbgQt/fXwAmGhV/ABjkE3AfA/9PCPEi8Ecp5QHTOoqLgKlCCFWfMxcYA3QAn0gpd/v2/TJwHlrQaTSaGGhBp9FoNOGY62R2mz53E+g3HcC5Usq2kN8+LIR4B7gMw/J2scX2BbBUSvm3oIWGr12oY7N2dNZoNDHRvhkajUaTGO9iTL8C/mL3CCHOkVJulFI+AnwKjAeagRzTb/8GfEcI4fb9ZqwQIsv33WwhRIXPd+4rwIrePxWNRjPQ0YJOo9FoEuMuYKYvqGEL8G3f8ruFEJuEEBuATuC/gQ2AVwjxmRDiHuC3wBZgrRBiE/AUAcvfp8B/AluBPcCf+uyMNBrNgEWnLdFoNJoUQac30Wg0iaItdBqNRqPRaDQDHG2h02g0Go1GoxngaAudRqPRaDQazQBHCzqNRqPRaDSaAY4WdBqNRqPRaDQDHC3oNBqNRqPRaAY4WtBpNBqNRqPRDHC0oNNoNBqNRqMZ4Px/Ka8i4i8YxlQAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# plot of agent activity per timestep\n",
"plot_median_with_quantiles_annotation(subset,'timestep','timestep','AggregatedAgentSpend')"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_median_with_quantiles_annotation(subset,'timestep','timestep','VelocityOfMoney')"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\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",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_median_with_quantiles(subset,'timestep','timestep','VelocityOfMoney')"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"first_five_plot(subset,'timestep','timestep','AggregatedAgentCICHolding',5)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_median_with_quantiles_annotation(subset,'timestep','timestep','AggregatedAgentCICHolding')"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_median_with_quantiles(subset,'timestep','timestep','AggregatedAgentCurrencyHolding')"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_median_with_quantiles(subset,'timestep','timestep','AggregatedAgentDemand')"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}