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Created January 26, 2018 18:24
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Notebook for OPFRecourse submission to PSCC 2018
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"using OPFRecourse, Gurobi, Distributions, Plots, StatPlots, DataStructures, JLD"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Volatility Analysis\n",
"In this section, we look at (i) how the number of unique bases increase w.r.t the volatility of the error model, and (ii) how that affects the coverage of the model (based on number of scenarios it accounts for) when we form ensemble recourse policies based on varying numbers of bases."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" 12.968554 seconds (4.98 M allocations: 282.395 MiB, 3.14% gc time)\n"
]
}
],
"source": [
"data_file = string(Pkg.dir(),\"/OPFRecourse/test/data/pglib-opf/pglib_opf_case300_ieee.m\")\n",
"@time ref = [OPFRecourse.NetworkReference(data_file, σscaling=0.01*i) for i in 1:5];"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Academic license - for non-commercial use only\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\u001b[32mProgress: 100%|█████████████████████████████████████████| Time: 0:03:04\u001b[39m\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Academic license - for non-commercial use only\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\u001b[32mProgress: 100%|█████████████████████████████████████████| Time: 0:02:47\u001b[39m\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Academic license - for non-commercial use only\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\u001b[32mProgress: 100%|█████████████████████████████████████████| Time: 0:02:60\u001b[39m\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Academic license - for non-commercial use only\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\u001b[32mProgress: 1%| | ETA: 0:04:10\u001b[39m\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mNot solved to optimality, status: Infeasible\u001b[39m\n",
"\u001b[32mProgress: 50%|████████████████████ | ETA: 0:01:49\u001b[39m\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mNot solved to optimality, status: Infeasible\u001b[39m\n",
"\u001b[32mProgress: 68%|████████████████████████████ | ETA: 0:01:09\u001b[39m\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mNot solved to optimality, status: Infeasible\u001b[39m\n",
"\u001b[32mProgress: 70%|█████████████████████████████ | ETA: 0:01:05\u001b[39m\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mNot solved to optimality, status: Infeasible\u001b[39m\n",
"\u001b[32mProgress: 100%|█████████████████████████████████████████| Time: 0:03:33\u001b[39m\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Academic license - for non-commercial use only\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\u001b[32mProgress: 1%|█ | ETA: 0:03:23\u001b[39m\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mNot solved to optimality, status: Infeasible\u001b[39m\n",
"\u001b[32mProgress: 6%|██ | ETA: 0:03:09\u001b[39m\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mNot solved to optimality, status: Infeasible\u001b[39m\n",
"\u001b[32mProgress: 8%|███ | ETA: 0:02:58\u001b[39m\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mNot solved to optimality, status: Infeasible\u001b[39m\n",
"\u001b[32mProgress: 16%|██████ | ETA: 0:02:38\u001b[39m\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mNot solved to optimality, status: Infeasible\u001b[39m\n",
"\u001b[32mProgress: 24%|██████████ | ETA: 0:02:21\u001b[39m\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mNot solved to optimality, status: Infeasible\u001b[39m\n",
"\u001b[32mProgress: 27%|███████████ | ETA: 0:02:15\u001b[39m\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mNot solved to optimality, status: Infeasible\u001b[39m\n",
"\u001b[32mProgress: 28%|███████████ | ETA: 0:02:14\u001b[39m\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mNot solved to optimality, status: Infeasible\u001b[39m\n",
"\u001b[32mProgress: 30%|████████████ | ETA: 0:02:10\u001b[39m\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mNot solved to optimality, status: Infeasible\u001b[39m\n",
"\u001b[32mProgress: 32%|█████████████ | ETA: 0:02:05\u001b[39m\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mNot solved to optimality, status: Infeasible\u001b[39m\n",
"\u001b[32mProgress: 32%|█████████████ | ETA: 0:02:04\u001b[39m\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mNot solved to optimality, status: Infeasible\u001b[39m\n",
"\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mNot solved to optimality, status: Infeasible\u001b[39m\n",
"\u001b[32mProgress: 34%|██████████████ | ETA: 0:02:01\u001b[39m\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mNot solved to optimality, status: Infeasible\u001b[39m\n",
"\u001b[32mProgress: 36%|███████████████ | ETA: 0:01:59\u001b[39m\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mNot solved to optimality, status: Infeasible\u001b[39m\n",
"\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mNot solved to optimality, status: Infeasible\u001b[39m\n",
"\u001b[32mProgress: 39%|████████████████ | ETA: 0:01:54\u001b[39m\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mNot solved to optimality, status: Infeasible\u001b[39m\n",
"\u001b[32mProgress: 42%|█████████████████ | ETA: 0:01:50\u001b[39m\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mNot solved to optimality, status: Infeasible\u001b[39m\n",
"\u001b[32mProgress: 45%|███████████████████ | ETA: 0:01:45\u001b[39m\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mNot solved to optimality, status: Infeasible\u001b[39m\n",
"\u001b[32mProgress: 47%|███████████████████ | ETA: 0:01:43\u001b[39m\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mNot solved to optimality, status: Infeasible\u001b[39m\n",
"\u001b[32mProgress: 49%|████████████████████ | ETA: 0:01:40\u001b[39m\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mNot solved to optimality, status: Infeasible\u001b[39m\n",
"\u001b[32mProgress: 50%|████████████████████ | ETA: 0:01:39\u001b[39m\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mNot solved to optimality, status: Infeasible\u001b[39m\n",
"\u001b[32mProgress: 52%|█████████████████████ | ETA: 0:01:36\u001b[39m\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mNot solved to optimality, status: Infeasible\u001b[39m\n",
"\u001b[32mProgress: 57%|███████████████████████ | ETA: 0:01:27\u001b[39m\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mNot solved to optimality, status: Infeasible\u001b[39m\n",
"\u001b[32mProgress: 57%|███████████████████████ | ETA: 0:01:26\u001b[39m\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mNot solved to optimality, status: Infeasible\u001b[39m\n",
"\u001b[32mProgress: 58%|████████████████████████ | ETA: 0:01:23\u001b[39m\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mNot solved to optimality, status: Infeasible\u001b[39m\n",
"\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mNot solved to optimality, status: Infeasible\u001b[39m\n",
"\u001b[32mProgress: 61%|█████████████████████████ | ETA: 0:01:18\u001b[39m\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mNot solved to optimality, status: Infeasible\u001b[39m\n",
"\u001b[32mProgress: 64%|██████████████████████████ | ETA: 0:01:11\u001b[39m\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mNot solved to optimality, status: Infeasible\u001b[39m\n",
"\u001b[32mProgress: 65%|███████████████████████████ | ETA: 0:01:10\u001b[39m\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mNot solved to optimality, status: Infeasible\u001b[39m\n",
"\u001b[32mProgress: 72%|██████████████████████████████ | ETA: 0:00:56\u001b[39m\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mNot solved to optimality, status: Infeasible\u001b[39m\n",
"\u001b[32mProgress: 77%|████████████████████████████████ | ETA: 0:00:46\u001b[39m\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mNot solved to optimality, status: Infeasible\u001b[39m\n",
"\u001b[32mProgress: 79%|████████████████████████████████ | ETA: 0:00:42\u001b[39m\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mNot solved to optimality, status: Infeasible\u001b[39m\n",
"\u001b[32mProgress: 85%|███████████████████████████████████ | ETA: 0:00:29\u001b[39m\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mNot solved to optimality, status: Infeasible\u001b[39m\n",
"\u001b[32mProgress: 86%|███████████████████████████████████ | ETA: 0:00:28\u001b[39m\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mNot solved to optimality, status: Infeasible\u001b[39m\n",
"\u001b[32mProgress: 86%|███████████████████████████████████ | ETA: 0:00:28\u001b[39m\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mNot solved to optimality, status: Infeasible\u001b[39m\n",
"\u001b[32mProgress: 91%|█████████████████████████████████████ | ETA: 0:00:18\u001b[39m\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mNot solved to optimality, status: Infeasible\u001b[39m\n",
"\u001b[32mProgress: 96%|███████████████████████████████████████ | ETA: 0:00:08\u001b[39m\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mNot solved to optimality, status: Infeasible\u001b[39m\n",
"\u001b[32mProgress: 100%|█████████████████████████████████████████| Time: 0:03:23\u001b[39m\n"
]
}
],
"source": [
"srand(1234)\n",
"scenarios = [OPFRecourse.OPFScenarios(ref[i], nsamples = 10_000) for i in 1:5];"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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\" />"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plot(\n",
" [\n",
" length(unique(scenarios[1].whichbasis[1:j,:],1))\n",
" for j in 1:size(scenarios[1].scenarios,1)\n",
" ],\n",
" ylabel=\"Number of unique bases\",\n",
" xlabel=\"Number of scenarios\",\n",
" label=\"σscaling = 0.01\"\n",
")\n",
"for i in 2:4\n",
" plot!(\n",
" [\n",
" length(unique(scenarios[i].whichbasis[1:j,:],1))\n",
" for j in 1:size(scenarios[i].scenarios,1)\n",
" ],\n",
" label=\"σscaling = 0.0$i\"\n",
" )\n",
"end\n",
"plot!(\n",
" [\n",
" length(unique(scenarios[5].whichbasis[1:j,:],1))\n",
" for j in 1:size(scenarios[5].scenarios,1)\n",
" ],\n",
" label=\"σscaling = 0.05\"\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING: ColorTypes.U8 is deprecated, use FixedPointNumbers.Normed{UInt8, 8} instead.\n",
" likely near In[20]:1\n",
"WARNING: ColorTypes.U8 is deprecated, use FixedPointNumbers.Normed{UInt8, 8} instead.\n",
" likely near In[20]:1\n",
"WARNING: ColorTypes.U8 is deprecated, use FixedPointNumbers.Normed{UInt8, 8} instead.\n",
" likely near In[20]:1\n"
]
},
{
"data": {
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\" />"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plt = plot(\n",
" [\n",
" length(unique(scenarios[1].whichbasis[1:j,:],1))\n",
" for j in 1:size(scenarios[1].scenarios,1)\n",
" ],\n",
" ylabel=\"Number of unique bases\",\n",
" xlabel=\"Number of scenarios\",\n",
" label=\"σscaling = 0.01\",\n",
" legendfont=Plots.Font(\"sans-serif\",15,:hcenter,:vcenter,0.0,RGB{U8}(0.0,0.0,0.0)),\n",
" guidefont=Plots.Font(\"sans-serif\",20,:hcenter,:vcenter,0.0,RGB{U8}(0.0,0.0,0.0)),\n",
" tickfont=Plots.Font(\"sans-serif\",15,:hcenter,:vcenter,0.0,RGB{U8}(0.0,0.0,0.0)),\n",
" size=(800,400)\n",
")\n",
"for i in 2:4\n",
" plot!(plt,\n",
" [\n",
" length(unique(scenarios[i].whichbasis[1:j,:],1))\n",
" for j in 1:size(scenarios[i].scenarios,1)\n",
" ],\n",
" label=\"σscaling = 0.0$i\"\n",
" )\n",
"end\n",
"plot!(plt,\n",
" [\n",
" length(unique(scenarios[5].whichbasis[1:j,:],1))\n",
" for j in 1:size(scenarios[5].scenarios,1)\n",
" ],\n",
" label=\"σscaling = 0.05\"\n",
")\n",
"# PyPlot.plt[:legend](bbox_to_anchor=(1.05,1),loc=2,borderaxespad=0.0)\n",
"plt"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"scenario_p (generic function with 1 method)"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"function scenario_p(scenarios, i)\n",
" uniquescenarios = unique(scenarios.whichbasis[1:i,:],1)\n",
" [length(scenarios.whichscenario[(uniquescenarios[b,1],uniquescenarios[b,2])]) for b in 1:size(uniquescenarios,1)]\n",
"end"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING: ColorTypes.U8 is deprecated, use FixedPointNumbers.Normed{UInt8, 8} instead.\n",
" likely near In[22]:1\n",
"WARNING: ColorTypes.U8 is deprecated, use FixedPointNumbers.Normed{UInt8, 8} instead.\n",
" likely near In[22]:1\n",
"WARNING: ColorTypes.U8 is deprecated, use FixedPointNumbers.Normed{UInt8, 8} instead.\n",
" likely near In[22]:1\n"
]
},
{
"data": {
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7cM6bBVuE3nZ5x3DVhwVdecefA+99uCpdx9HPFUx24bW2CvpjqE5YLHk2Sr2Tsfsx415GYVlqRk6r3pIshZZKhwOImvQ6vzQaL3R6Ay244XvcG/fxgSF9ECj83EaHlLU+yxJGpA1+Ae2wcsQiHsvd8WGh0iyDo1G79RYkBwVeueGAkhodT6FPezubqbXqCAIgnDjPDZAVq9ezcqVK+nXr59b4yMtLY1JkyY5JnHbnT17lhEjRpCcnFzmJO3SrF+/ntmzZzsem0y2L/A+ffo4wt58803HTuUZGRkcPXqUixfd5yZ89NFH7Nq1i++++4727dsTERHB4cOHSUpKIjw8nA8//NAtzdSpU/n++++Ji4ujffv2DBo0iIyMDLZv347BYODzzz93NGQqyl6ntBYOvwp6/KUbygdAURX+yDqNUspQnbcTP+DC9UtoJA1j2g2nkW/wDT9feVhNCtdOXMe5SJd+uYIxy4yjTgdOQ6Sdhnw5DYVWzApWk+IS13UMMzjVER2NCn2ADq1B49RQKGoYaL01NI1siFeADp2fFt9Q7zJ79iVZcrnLILizmPMoyE0rVjF3GuvteKxgtRgxG6+hFPbS5+WcJ/vKUVSrGZMxm4Jc2/tCVVWupZc8J8hlmIVzD7Uso9X52cZrlzK0xGUoSonjv3E8lnU+6DVeHuLKyBodOn29wrLgNNTENiTHy6ehUwXf05hwezoNGq1t3pi3T6PCXnqNY1y5LGuLDfspKqv9Wsi1dFdREARBECrK4zfWli1bkCSJhx56yO3Yf/7zH65fv45Wq2Xu3LkMGjSIjRs3EhUVxYULF4iJieHFF1+84QKlp6eze/dut3DnsPT09HLl1bBhQ/bu3cvbb7/N6tWriYuLo3HjxrzwwgvMmjXLrXEFIMsysbGxzJ8/nyVLlhAfH4+vry9jxoxh1qxZdOzY8YbPzT4cXDUbQatDFxJWanxVVTEW60H93/2L2Zz6E3kW9yVtPXkh4ikebDUQn2oYMmDKNmPKsXAx8Qo5Z/PJu+h5jHX91r74hno7GgVFY4oLOY+nByQNaAobB85j9O0BxUcbIUkYgvUEtqu9uTS1zV7hN+ZlYCrIQlHMZGckF05EVR2TRh3Df5zuHqCqWK0F5OZkcU4vYzFdx2K2zf8wG3OwmNz3vVFVlYLcNHKvpVaq3N6+jfELaIkka6jXoJ1jDH1Qk56Etn4AvVfRe1Sr86Vew3aVej5BEARBEGqfpHqY7dq2bVtOnjzJDz/8wJAhQ1yOdenShSNHjjBlyhQWLVrkCH/mmWeIiYlhwIABbNu2rfpLXodkZ2dTv359fj2TRY/m9clYFI3x2O80nbu61HTz933GqqPr3cIbGoIY234EoX4hNPFr7CGljSzJtKx/B5oqnkxdcMXEhZ8yuJB4xREW2NEf7yA9PiFeNOhS3xEuyaDzFT2z5aWqCtlXjmK1GFFVK2lnfuLc0bXk5ZxzajwUTd6132EoVUnDXpwm0Moa28ouWp2XbfKrV/3CXnYNXoYGHofEaHQ++NVvgX9QG7R6X6cefafx847nsOWlNzRA1miRJC2yRodGa6jyoWTCrUsMwRJuduI1Kgjl47FmmJaWBuAycRtsw50OHz6MJEk8/vjjLsdGjhxJTEwMR44cqaai1n3e9jqcqiLpvUuM98XhlRzL/IMDaUl0a9SJkeFDHcckIKJJd+p7XLq1+jhPoj698TLp+7PQ+Wtp+1gzDI298A7Sl53JbUxVVczGLFTFWjThFwVjfqZjdZ5raUkc/y2G61dPuqT1C2xNmx5PovcOoGgybNGYfedVZDQ6H9tSipKMT72m+Pg3LXcZxRenIAiCIAg1wWMDxD65vKDAdUjNzz//DIBer6d///4ux5o0aQJAVlZWlRfyVtHUz9bTq1rMeLWxTew+eTWVS7lppFw5ToHFCEDcsfU09W9Cm8CWjG03gj5NI2qkfDln88g6dh1LrtURlpdm5Nqx6ygW1xtlgR386fRUixop183IVHAViynXsYKRbaUiC/k5FzCbrtvmOhSuapR56Tcu/rGp3Gvft414nubtRhVOJNbiH9CqxEm5giAI1UVRFM6fP09eXl6pS4MLRbKysjwO7xaEqiZJEoGBgW43C+oKjw2QoKAg0tLSOHPmjMvk7y1btgAQERGBXu/a422x2CpXlZmAfrtQLWYkrW2Pkec2vUp+YQ94iG8j9Bo9zes15fW+MwgPalUlz2fKMZPx+zWXZV6tZoWCKyZUBczXLVjzrWSfsi0s4BWkc+xfIMnQoGt96rfxLVyy3bakav02devvfC39CFcvH3Da0KtI/vWLFOSloyrWomVIFStWq4mC3MuFS6EqWC355F+/jNVSgGItY08BSUaj0SNrvNB51SOgURfadP8LWr0vzkt6yho9Xj7Bhev26/ELaFk9F0AQBKGczp07x8cff8zevXvJzs6u7eLUKYqiIMt1d/8foe4JDw9n6tSp3H///bVdlArx2ADp1q0bCQkJfPnll4wfPx6w3RWJjY1FkiQGDhzolub06dMAbsvaCh5YzKDVoagK+ZYCnu05heGt78dP71stT3dpRyZnNqa5Le2q89WiD9AhaST09XQ07hPIHfc3wivw5hpOVZCXgdU+6V6FzEu/kpdz3iWOxZiNyXitcIiT1fFvXvY5LObrZKWVvKqSJGvxrR+GTu/nsvKQJGvw8mlYOB9CRpI1GHwbo/Oqh86rHl4+wciytmgfAcdusiG2ORHVsMmVIAhCdTp48CB/+9vf8Pf357HHHqNr167Uq1dPVKrLyWKx3PBKmYJQEYqicPHiRdauXcvrr78OUKcaIR7fJY899hibNm1i3bp1PPbYY/Tv359vvvmGtLQ0ZFlmwoQJbmnsq1S1alU1vfa3oozP3iJfsmK5dAZd8zaYC4fkBHoHVFvjIy/NyJlNafg1N9D9xTbV8hw3SlUV2+ZqqnOjwXYHIuP8blKTvqIgL53sjGS3tLLGC43W4HgsyTLePo2QNfqiRoGsQdZ6ERDYikbN7yU8YjrePg1r8hQFQRDqlP/+9780adKEhQsX4u9/+64seKNEA0SoSR07duS+++7jxRdfZOnSpXW/AfLEE0+wZMkSfv75Z2JjY4mNjXUcmzJlCu3bt3dLs2rVqhLvjgg2xpNJ1OvRF33ztvj2HuJogFR2V3DFonD9XL5jiJUpx0LavixUq+rYg6PFiJDKFr/Ccq+dIeP8rsJ9H6xYLXnkZJ7g3LF1WC3GMocx1WvQjvrBnQgI7kTz9qNtm6MBeq96BIbU7IaXgiAIt7orV66wZ88eoqOjReNDEOoIWZYZMWIEUVFRpKWl1Zk5IR5rvrIs88MPP/D2228TGxvLpUuXaNKkCX/+859588033eKvW7eO1NRUJEmqU62vmuZz1xAaTn7F8TivwDa2Vi/rKpXvxR2ZnFrtvhFjUCd/fBp70bB7fQJqYM5GduZxju/7lGsZR1CsZq5luK6IJmv06Lzq41u/OWEdH7XNj9D7IcnawiFMGsdwJq3ejwahvcQwJkEQhBpy5YptaXUxkkEQ6pbQ0FDAtghCnW6AAPj6+vKvf/2Lf/3rX2Vm0r9/f06dOgVAWFjpm+vd1mTXORgpV44BN34H5PLeq1z8+Qr5aUa8g/V0nFp07bU+WvT+VX8bWFUVcq+dQVUsXE07SHZGCmbTdbKvpJBxbicAwc3uxj+kHQ2a9ia859P41m8h9noQBEG4ySmKbZEOMd9DEOoW+3vW/h6uC6qkhhoYGEhgYGBVZHWLc62Ep+XZepu6NupQ7hwyDl4j53QeeZeMXE227VAd2N6PppHB+DQueW+RqpCVlsRPK8dgNrquiuIfFI6XoQGtuk0hpOUgmrQcVK3lEARBEARBEOouMVOqBhW/C2BVrWhlLT46n3Klz71YQMqyM2gNGvQBOoI61yN8fFN0ftX3Z8xKP8y5o2sAyLz0G2ZjNr0e/F98/EKRZA31gzuhLWf5BUEQBEEQBKHM+6xWq5XvvvuO6dOnc88999CpUyc6derEPffcw/Tp0/nuu++wWq1lZSMAFG+AKFY0FZjjcGqtbZ5Hp6db0PPv4XScGlaljQ9VVbGY8zDmZ3L++Ho2rxjEls8Hc3Tvx5w9uoa87LO07DKJO9qPpmGzPjQI7SUaH4IgCIJwE4uMjESSJFJTU13CW7QQw6OXL19O79698fPzIygoiGHDhrFjx44bystqtTJv3jy6dOmCwWAgODiY8ePHk5zsvpInQEZGBosXL+bpp5+me/fuaLVaJEli2bJllTijuqPU2uuGDRt4+umnOX++aM8F+26okiSxY8cOPvvsM5o1a8Znn33GAw88UL2lreuKNTbsd0BKcm5rOum/23aWt+bbNg4M7OiPf1jVVvrNxmwObo/m/IkfMBtdd7JvG/E8LbtMwi9AzO0RBEEQBOHWMGPGDObPn4/BYGDIkCEUFBSQkJDApk2bWLlyJQ8//HC581IUhXHjxhEXF0dAQADDhw8nIyODlStXsn79erZt20bv3r1d0vz88888+eSTVX1adUaJtd8VK1YwZcoUVFV1NDpatGhBSEgIqqpy+fJlTp8+jaqqnD17luHDh7N8+XImTpxYY4Wv6yyKBa2s8Xis4KqJ1PhL+Db1djQ4JFki7MGq3ejRVJDF1i+HknvtNC06P06DJhFo9f741GuGf2BrdF5iKUZBEARBuNVs2bIFs9lc28WoFZs3b2b+/Pk0aNCAnTt3Eh4eDsDOnTuJjIxkypQpREZGEhAQUK78lixZQlxcHOHh4SQmJjo25f7uu+8YO3YsEydOJDk52WWPmMaNG/Pss88SERFBr169WLBgATExMVV/sjcpjw2Q06dP8/TTT6MoCr6+vrz22ms8+eSTbkt7paens2jRIubMmcP169d56qmnuOeee7jjjjtqpPB1TrGVRayKgkZybYBYTQqHY1IxXjEBEP5oM/yaGahKJw8sJ//6BRSrifPH48nLPkfLrk/Qc9AHVfo8giAIgiDcnFq3bl3bRag1H374IQD/+Mc/HI0PgL59+zJt2jQWLFjA4sWLeemllyqU39y5cx2ND4AxY8YwcuRI1q5dy5o1axgzZozLc/Xt29fx+HZbfc7j2c6fPx+j0Yifnx+JiYm8/vrrHtcVDg4O5rXXXiMxMRE/Pz+MRiPz58+v9kLXdUariYNpRzh//SIaWcOVQ9c4/Nmpwp9Usk/mUq+1L61Gh1ZZ4+NM8kqSfv4fNizpy+9bozj5+1Iu/pGA3juQjne/IhofgiAIglCCpUuX0r9/fwICApBlGUmS3H5mzJjhiH/69GmmT59O27Zt8fHxISgoiE6dOvHMM89w9OhRt/zPnj3LCy+8QNu2bTEYDAQFBREREcGsWbPIzi5aefLixYvMnTuXAQMG0LRpU/R6PSEhIYwePZq9e/dW6Jw8zQGx7+kWGRlJfn4+UVFRhIWF4eXlRZs2bfjggw8co2KK2759OwMHDsTf35/AwECGDRvGvn37WLZsGZIkER0dXaHyVZf8/Hy2bt0KwNixY92O28PWrVtXrvxOnTpFcnIyBoOB4cOHVzq/24XHOyCbNm1CkiT+/ve/07172TtOd+vWjZdffpno6Gg2btzIv//97yov6C1Bksgz5/NQ7ESsqm3ifnv/tpxadwmrUaFeCx9kHTTuHUjrMaHIuqppDauqwt4Nf0VvCEKn96dll0n0GDT3tp98JgiCIAhleemll/jwww+RJIn+/fvTtGlTDh48yJEjRzzGP3v2LD179iQzM5Pw8HCGDRuG1Wrl9OnTxMTE0LdvX9q1a+eIn5iYyMiRI8nKyqJFixaMGDGC/Px8UlJSiI6OZtSoUY662Jo1a3j11Vdp164dXbt2pV69ehw/fpy4uDji4+OJj49nyJAhlT5nk8nEkCFDOHLkCAMGDCAvL4/t27cTFRVFTk4O7777rkv8VatWMX78eKxWK3369KFFixYcOnSI/v37M2XKlEqXpyodPXoUo9FIcHAwzZo1czves2dPAA4ePFiu/A4cOABA586d0encN5auaH63C48NkDNnzgAwePAufP7/AAAgAElEQVTgcmd0//33Ex0d7UgruJMkmdRrZ5AtMn/TPUdLrzvI3l5AgWoi5O4g2oxtWi3Pa19G9877PyS0tVgoQBAEQRDK47fffmPevHlotVri4+Mdi+2oqsobb7zBnDlz6NOnD9u2bXOM71+0aBGZmZk8//zzfPzxxy75nTlzxmXeRWZmJmPGjCErK4t//vOfzJw502Uozs6dOx27XAP069ePpKQkOnXq5JLvxo0bGTlyJM8++yzHjx+vdAfjzp07GTBgAKdOnaJevXoA7Nu3jz59+jBv3jyioqLw8/MDIDs7m6eeegqr1coXX3zB448/7sjnrbfeYvbs2RV+/sjISLZv316hNEuXLmXy5MllxrPXUz01PsC2EXdAQABXr14lJycHf//S58KWlZ89/PTp02WW7XbisQFiX1ZXo/E8QdpjRoVvvLq0C2NtmL8vhs5ZnWmQ2oh8PzO+od407h1ISN+ganm+g9ujOXfMdtsvpMXAankOQRAEQbgVLV++HFVVmTBhgstKn5IkMWvWLFasWMGuXbs4ePAgvXv3xmKxkJ6eDnjuxC0+R3bRokWkp6czdOhQXn75Zbf4znMEALp06eKxnA888ADjxo3jiy++ICkpqcR45SXLMgsXLnQ0PgAiIiJ48MEHiY+PZ9++fURGRgLw7bffkpmZyaBBg1waHwBvv/02K1ascFsCuCxDhw6lRYsWFUrTpk2bcsW7fv06AD4+Ja8o6uvrS1ZWVrkaIGXl5+vrC0BOTk65yne78NgAadq0KSdPnmTHjh1uy4aVxL5usnNLXShGllFUhXY+bdB4ydz1Tsdqf8pTSV/iH9iazv1fR9a43xoUBEEQhIr4I1sly1TbpShdgB5a1av8MGP7vIoJEya4HdPpdIwdO5aPPvqIrVu3OupLd955JwCvv/46Go2GwYMH4+3t7TH/zZs3A/DMM8+Uu0xGo5ENGzawZ88e0tPTMZlsf4xDhw4BcPz48Uo3QMLCwlyGidm1bdsWsM1Fsfvll18AGDdunFt8jUbD6NGjHZO0yysqKqpC8SvCeTuJysSpaFwx7N2VxwbIfffdx4kTJ3j//fcZP358mY2KCxcu8P777yNJEgMHil720pisJhrqgpB11f9CtFrysZhybJsHdhhTdgJBEARBKEVGgUr4txYUz/OQbxoaCS5N0tLQu3LftRkZGQAl9sa3atUKgHPnzjnCJk+ezKZNm/j2228ZMWIE3t7e9OrVi6FDhzJ16lRCQkIccc+ePQuUf0WqQ4cOMXLkyFLvKFRFT3tJw4nsdwOMRqMjzN4Yad68ucc0N9vKqPZzyM3NLTFOXl4egGOYWWXys4eXJ6/biccGyF//+lcWL15Meno6d911F/PmzeORRx5xG5KlKAqrVq3ipZde4vLly2g0Gp5//vkaKXhdlIuVAosRvckbSVN9DZDrWac5k7yS5F3/AsC3vthEUBAEQai8ht4Sx8dr68QdkMo2PqBoKLrFYvF43D6fw7l+pNFo+Oabb4iKimLNmjVs3bqV3bt3k5iYyPvvv8+GDRu4++67XfIpb0/7+PHjSU1NZdq0aUybNo1WrVrh5+eHJEm8/vrrzJkzp8RVqiqiIkvCVuRuQXm9//77pKSkVCjNk08+Sf/+/cuMZ28QOTcaneXm5pKVlUVgYGCZw6/Kk589PCxM1MWceWyAdO7cmdmzZ/PGG29w4cIFHn30UQICAujZsyeNGjVCkiQuX77Mr7/+SlZWluPFN3v2bDp37lyjJ1BXhI1uxzOmBLzyvWiQHIwUUPk3qtVi5ExyLNcyUrBa8lEVC4pi4WzKKkeciAcWENz87lJyEQRBEITyq4qhTXVF8+bNSU5OJjU11eOwJvudiKZN3ReR6dGjBz169CA6Oprs7Gyio6OZN28eM2bMYM+ePY78U1JSOHHiRJn1p5SUFFJSUoiIiODTTz91O/7HH3/cwBlWnn2UTEmLENnv8lTEhg0bKjwJPTIyslwNkHbt2uHl5UV6ejrnzp1zu9vz66+/AtC1a9dyPW+3bt0ASEpKwmw2u62EVdH8bhclNnFfe+01PvnkEwwGA6qqcvXqVbZu3crXX3/NV199xdatW7l69SqqquLj48P//u//VuuYvbrOO9iHUMmPN7vbNrVpPsR9X5WKOnt0Nb9u/junD3/NtYxkrl89RX7OBYKb30OfhxYx+m/nCOs4Dkm6vTa3EQRBEISqMGDAAAC+/PJLt2NGo5HY2FiXeCWpV68ec+bMQZIkkpKSHOH2ieqfffZZmWW5evUq4Hl41NWrV0lISCgzj+rQr18/wLbrd3FWq5VVq1a5hZflxx9/RFXVCv2UZwUsAIPB4JgusHLlSrfj9rARI0aUK7+WLVvSoUMH8vPzWb9+faXzu12UWjN99tlnSU1N5YMPPuD+++8nJCQEvV7v2Pjm/vvv54MPPiA1NZXp06fXVJnrJI1BS0PJQNAe2w6Z/neUvPpCcYrVTF7OeXbFP83PcY+T8H/3sWp+c/ZvmoF/UBtGPX+CgRO+J/KxtQwYH8e9Y7+lafhwJLn8q5gJgiAIguBqypQp+Pv7Exsb67KRnKIoREVFcenSJfr06cNdd93lOLZixQqXRobdDz/8gKqqLnMlnnzySRo2bMgPP/zARx995DZ8ateuXaSlpQG2VZ5kWWbr1q0cP37cEaegoIBp06aRmZlZZeddEePGjSMoKIiEhAS+/vprl2Pvvvsup06dqpVylWbmzJmArXzO13Lnzp0sXLiQgIAApk6d6pJmz549tG/fnkGDBpWY3yuvvOL4e4Ftf5S1a9fSpk0bRo0aVR2nUmd5HILlrGHDhvz973/n73//e02U55bVMKIJMhLmbAs6Pw0+IV5lpinITWP7t4+Qe+00auHGhY3CBlC/YQdC2wzF4BtCo7B7q7vogiAIgnBbatKkCUuWLGHChAmMGjWKfv360bx5c/bv38+xY8cIDQ1lxYoVLmm+++47nnjiCVq3bk2XLl0wGAycOnWK3bt3I8uyyyZ+QUFBxMbGMnLkSF588UUWLFhAr169yM/PJzk5mRMnTvDbb7/RqFEjGjVqxF/+8hdiYmLo1q0bAwcOxGAwkJiYiNVqZfLkySxbtqyGrxDUr1+fmJgYxo8fz4QJE1iwYIFjI8Jjx47x9NNP89lnn6HX62u8bCUZPHgwf/vb35g/fz7du3fn/vvvx2QykZCQgKqqLF26lMDAQJc0eXl5HD16lIKCArf8pk6dyvfff09cXJyjkZKRkcH27dsxGAx8/vnnju0qnPXp08fxu72hNnv2bP773/8Ctk0M//Of/1Tlqd80ymyACFUnTK6PYlYIvjMASS57DO31rFNcz/qD8DunERDcGYN/KMHN+paZThAEQRCEqjF27FjCwsL4n//5H37++Wd2795NaGgozz33HG+88QZNmjRxiT9z5kyaNWvGL7/8QmJiIrm5uYSGhvLoo4/y0ksvERER4RI/MjKSAwcOMHfuXDZs2MDq1avx8/OjZcuWvPPOOy4rZH366ae0b9+exYsXs2XLFurXr8/gwYN57733WLp0aY1cD09Gjx7N5s2bmTVrFnv37uXw4cP06dOHxYsXO4aGNWjQoNbK58lHH31E9+7d+eSTT0hISECv1zN48GDefPNNt0UCyiLLMrGxscyfP58lS5YQHx+Pr68vY8aMYdasWXTs6Hnbhd27d7uF/fHHH475PCUt33wrkNSqWC5BKFV2djYj1v2JJ/XdablzLM0HBxM2LKTMdGePrmbP99N58Mn9+PiL/VWE6pWZmUlQUPVsiCkIVUG8RqtXSkoKkyZN4vPPP6d9+/a1XZw6yWKxeOzpvp0NHTqUjRs3smvXLpehakLVqYvvXTE7uQbJ1sIPpXLc/QDY871tXo3eq351FUkQBEEQBKFSzp8/z+XLl13CFEVh3rx5bNy4kfDw8HJvbC3cHrStWrVCkiROnjzpCLRvrHMjiuclFPHJtN3FqN/Kt8y4546uBaB977+h1ZcdXxAEQRAEoTYkJiYyadIkevToQVhYGEajkaSkJFJTU/Hx8WHx4sViJ3DBhTY1NdXtRVHaDptlES+wkvnmtQTAp0nZE9D/OGSb1Na2l9jYURAEQRCEm9edd97JE088QWJiomOidkhICH/605+IiooqcQ6EcPvS/vnPf3YL9BQmVJ6k0RPQ1g+9v67UeMa8DNLP/kz94E7o9H41VDpBEARBEISKCw8PZ8mSJbVdDKEO0XpaNaE2V1K4palAOW4Q5efaxlF2G/BO9ZZHEARBEARBEGqYmIRegyQkyjNC7efvHgXA27fyu6ULgiAIgiAIws3E41px9t0fH3zwQcaNG1ejBbqlqZS5ApbFnIcx/wpNWj+AX2DrUuMKgiAIgiAIQl3jsQGyfPlyAB599NEaLcytTlLLvgPyU+xoAO5oP1ZM6BcEQRAEQRBuOR6HYAUHBwPQuHHjGi3MLU+VStwBXVVVstIPk5V+hDs6jCO0zdAaLpwgCIIgCIIgVD+PDRD7cmmnT5+u0cLc8lRKnHWTfeUoWz4fjKqYuaPDGGRZ7KQqCIIgCIIg3Ho8VocnTZqEqqqOoVhC1bBNQvd8B6QgNw2AgRN+oHHYgJosliAIgiAIgiDUGI8NkClTpjBo0CDWrFnDrFmzUFW1pst1a1IpcQ5ITuZxAHzq31GDBRIEQRAEQRCEmuVxnE9iYiIvv/wy6enpvPPOO3z99dc8+uijdO3alcDAQDQaTamZ3nvvvdVS2DpPlUpcBUuxmgDQewfWZIkEQRAEQRAEoUZ5bIBERka6DBU6duwYs2fPLleGkiRhsViqpnS3GKmUOyDnjq3F4B8qVr4SBEEQBEEQbmklbkSoquoN/wieyXk6j3dAMs7v4erl36kX1LYWSiUIgiAIwq3K3qmcmprqEt6iRYvbvtNz+fLl9O7dGz8/P4KCghg2bBg7duy4obysVivz5s2jS5cuGAwGgoODGT9+PMnJyR7j79+/n+joaO655x5CQ0Px8vKiefPmTJo0iYMHD1bmtOoEj3dAtm3bVtPluC3I+VoseVa38OwrKQBEPDC/poskCIIgCIJw25kxYwbz58/HYDAwZMgQCgoKSEhIYNOmTaxcuZKHH3643HkpisK4ceOIi4sjICCA4cOHk5GRwcqVK1m/fj3btm2jd+/ejvgWi4WIiAgAgoKCuOuuu/D19eW3337jiy++4Ntvv+XLL79k7NixVX7eNwuPDZABA8QqTNVCUqnfyscl6Fr6EX7b8ipanS/evo1qqWCCIAiCINxOtmzZgtlsru1i1IrNmzczf/58GjRowM6dOwkPDwdg586dREZGMmXKFCIjIwkICChXfkuWLCEuLo7w8HASExMd++h99913jB07lokTJ5KcnIxWW1Tt7tWrF2+88QYPPfSQY261oii89dZbvPfee0ydOpXIyEgaNmxYxWd/cyhxCJZQDRQJWed6yTMu7AWgyz1v1kaJBEEQBEG4DbVu3Zr27dvXdjFqxYcffgjAP/7xD0fjA6Bv375MmzaNrKwsFi9eXOH85s6d67KJ95gxYxg5ciQnTpxgzZo1jnCtVsuePXsYNWqUy8JOsiwze/Zs2rVrR05ODuvXr7/hc7zZiQZIDZFVGUl1b4BkXtiLVu9Hq25/rqWSCYIgCIJQmqVLl9K/f38CAgKQZRlJktx+ZsyY4Yh/+vRppk+fTtu2bfHx8SEoKIhOnTrxzDPPcPToUbf8z549ywsvvEDbtm0xGAwEBQURERHBrFmzyM7OdsS7ePEic+fOZcCAATRt2hS9Xk9ISAijR49m7969FTonT3NAUlNTkSSJyMhI8vPziYqKIiwsDC8vL9q0acMHH3xQ4lzf7du3M3DgQPz9/QkMDGTYsGHs27ePZcuWIUkS0dHRFSpfdcnPz2fr1q0AHoc42cPWrVtXrvxOnTpFcnIyBoOB4cOHVzo/SZLo2rUrABcuXChXmrpIbLddQ7pkdgFA4+XaADHmX0FV3OeFCIIgCIJQ+1566SU+/PBDJEmif//+NG3alIMHD3LkyBGP8c+ePUvPnj3JzMwkPDycYcOGYbVaOX36NDExMfTt25d27do54icmJjJy5EiysrJo0aIFI0aMID8/n5SUFKKjoxk1ahTdu3cHYM2aNbz66qu0a9eOrl27Uq9ePY4fP05cXBzx8fHEx8czZMiQSp+zyWRiyJAhHDlyhAEDBpCXl8f27duJiooiJyeHd9991yX+qlWrGD9+PFarlT59+tCiRQsOHTpE//79mTJlSqXLU5WOHj2K0WgkODiYZs2auR3v2bMnQLkngh84cACAzp07o9PpKp0fwB9//AFASEhIudPUNWU2QE6ePMnatWs5cOAAGRkZ5Ofnl7rSlSRJbNmypUoLeSvwN/sDENjB3yVcUaw0af1AbRRJEARBEIRS/Pbbb8ybNw+tVkt8fDwPPGD7vlZVlTfeeIM5c+bQp08ftm3b5hjfv2jRIjIzM3n++ef5+OOPXfI7c+aMy7yLzMxMxowZQ1ZWFv/85z+ZOXMmslzUUblz505CQ0Mdj/v160dSUhKdOnVyyXfjxo2MHDmSZ599luPHj1d6daudO3cyYMAATp06Rb169QDYt28fffr0Yd68eURFReHn5wdAdnY2Tz31FFarlS+++ILHH3/ckc9bb71V7m0cnEVGRrJ9+/YKpVm6dCmTJ08uM96ZM2cAPDY+AHx9fQkICODq1avk5OTg7+/vMV5587OHnz59usyyAfz888/s378fvV7P0KFDy5WmLiqxAZKXl8dzzz3HihUr3Bocqqq6vbjtcW73Jd1KIgGK3opG73oHRFVMyLK4ESUIgiDUDZaMiyj512u7GKWSDX5oGzapdD7Lly9HVVUmTJjgaHyAra4za9YsVqxYwa5duzh48CC9e/fGYrGQnp4OwODBg93yu+OOO1weL1q0iPT0dIYOHcrLL7/sFr9v374uj7t06eKxnA888ADjxo3jiy++ICkpqcR45SXLMgsXLnQ0PgAiIiJ48MEHiY+PZ9++fURGRgLw7bffkpmZyaBBg1waHwBvv/02K1ascFsCuCxDhw6lRYsWFUrTpk2bcsW7ft322vXx8Skxjq+vL1lZWeVqgJSVn6+vLwA5OTllli07O5upU6cC8OKLL9KkSeVfwzcrjzVfVVV55JFH2Lx5M6qq0rBhQ5o1a8bvv/+OJEncc889ZGZmcvToUSwWC5Ik0a5du1v6VlHlSbZWSDGK1Yys0dd8cQRBEAShgqzXr3Hpvb+AqtR2UUonyzR55ys0fvUrlY19XsWECRPcjul0OsaOHctHH33E1q1bHcus3nnnnQC8/vrraDQaBg8ejLe3t8f8N2/eDMAzzzxT7jIZjUY2bNjAnj17SE9Px2QyAXDo0CEAjh8/XukGSFhYmMswMbu2bW37lV28eNER9ssvvwAwbtw4t/gajYbRo0c7JmmXV1RUVIXiV0R5Oswr0qle3rhlHbdarUycOJHjx4/Tu3dv3nnnnTKfuy7z2ACJjY0lISEBSZJ4++23efPNNzly5IhjUoz9tlhubi4xMTG89dZbZGZmEhMTQ//+/Wuu9LcARTEjy+5jBgVBEAThZqPxq0/IG4vrxB2QyjY+ADIyMgBK7I1v1aoVAOfOnXOETZ48mU2bNvHtt98yYsQIvL296dWrF0OHDmXq1KkunbVnz54FbCtSlcehQ4cYOXJkqXcUytPTXpaShhPZ7wYYjUZHmL0x0rx5c49pit/1qW32c8jNzS0xTl5eHoBjmFll8rOHl5XX9OnTiY+Pp127dqxfvx69/tbunPbYAPnyyy8B262/t99+G/DccvP19WXGjBn069ePAQMGMHr0aH7//XeX8YqCjeTp9ge2OyCSGIIlCIIg1BFVMbSprrAvkWqxWDwet8/ncF5KVaPR8M033xAVFcWaNWvYunUru3fvJjExkffff58NGzZw9913u+RT3p728ePHk5qayrRp05g2bRqtWrXCz88PSZJ4/fXXmTNnTqnzdMvLeR5KecoFVTsE//333yclJaVCaZ588slydYLbG0TOjUZnubm5ZGVlERgYWObwq/LkZw8PCwsrMY+oqChiYmJo3rw5CQkJt+zeH8481nz37duHJEk89dRT5cqkV69eTJ8+nXnz5rFgwQLef//9Ki3kLaGEzwNFEUOwBEEQBOFm1Lx5c5KTk0lNTfU4rMl+J6Jp06Zux3r06EGPHj2Ijo4mOzub6Oho5s2bx4wZM9izZ48j/5SUFE6cOEHnzp1LLUtKSgopKSlERETw6aefuh23r5xU0+ydzvbJ2MXZ7/JUxIYNGyo8CT0yMrJcDZB27drh5eVFeno6586dc7vb8+uvvwI4Rv2UpVu3bgAkJSVhNpvdVsIqK7+5c+fywQcf0KhRIxISEkq8k3Sr8djEtd9ytN9aBFwuaH5+vlsa+9rH8fHxVVrAW51tDogYgiUIgiAIN5sBAwYARSNDnBmNRmJjY13ilaRevXrMmTMHSZJISkpyhNsnqn/22WdlluXq1auA5+FRV69eJSEhocw8qkO/fv0A267fxVmtVlatWlXhPH/88UdUVa3QT3lWwAIwGAwMHDgQgJUrV7odt4eNGDGiXPm1bNmSDh06kJ+f73HjwNLyW7RoEa+++ioBAQFs3LjR47ybW5XHBoh9KTnnW0/Ov1+6dMktTf36trGWN9LSvR1IJUxCV8UcEEEQBEG4KU2ZMgV/f39iY2NdNpJTFIWoqCguXbpEnz59uOuuuxzHVqxY4dLIsPvhhx9QVdWlh/vJJ5+kYcOG/PDDD3z00Uduw6d27dpFWloaYFvlSZZltm7dyvHjxx1xCgoKmDZtGpmZmVV23hUxbtw4goKCSEhI4Ouvv3Y59u6773Lq1KlaKVdpZs6cCdjK53wtd+7cycKFCwkICHCsRmW3Z88e2rdvz6BBg0rM75VXXnH8vcC2P8ratWtp06YNo0aNckmzcuVKnnnmGfz8/Pj+++8de73cLjwOwQoNDeXkyZOOpeTAthmKwWCgoKCAX3/9lZYtW7qksf8BSxonKbg7k/wd+dcvotGVvBScIAiCIAi1o0mTJixZsoQJEyYwatQo+vXrR/Pmzdm/fz/Hjh0jNDSUFStWuKT57rvveOKJJ2jdujVdunTBYDBw6tQpdu/ejSzLLpv4BQUFERsby8iRI3nxxRdZsGABvXr1Ij8/n+TkZE6cOMFvv/1Go0aNaNSoEX/5y1+IiYmhW7duDBw4EIPBQGJiIlarlcmTJ7Ns2bIavkK2DuiYmBjGjx/PhAkTWLBggWMjwmPHjvH000/z2Wef3VSTqgcPHszf/vY35s+fT/fu3bn//vsxmUwkJCSgqipLly4lMDDQJU1eXh5Hjx6loKDALb+pU6fy/fffExcX52ikZGRksH37dgwGA59//rmjcx8gLS2NiRMnoigKLVu2ZOHChSxcuNAt34cffpiHH3646i/ATcDjHRD7eDb7km5gm1xkb+H/5z//cYlvNpsdS6yFh4dXS0HrOk9Ts5J+fg9J0nBH+zE1Xh5BEARBEMo2duxYduzYwahRo0hJSWHlypUYjUaee+459u3b57b/xMyZM3nuuefw9/cnMTGRuLg40tLSePTRR9m9e7fbcrWRkZEcOHCAadOmoaoqq1ev5pdffqF+/fq88847Litkffrpp/z73/+mZcuWbNmyhcTERAYPHsy+fftKneRc3UaPHs3mzZuJjIzk4MGDrF+/ntDQUBITEx2TtBs0aFBr5fPko48+YunSpXTo0IGEhAR27tzJ4MGD+emnnypc6ZdlmdjYWP79738TGhpKfHw8hw4dYsyYMezbt8/lDhnYGjPOyycvX77c48/vv/9eZed7s5FUD8slfPrppzz33HMMHjyYTZs2OcI///xznnjiCcdeIOPGjSM3N5evvvqKAwcOIEkSs2fP5vXXX6/Rk7jZZWdn8+/PFjPo6n3c+17RLbZ1/+1EaOuh3Hn/v2uxdIJgk5mZSVBQUG0XQxBKJF6j1SslJYVJkybx+eef0759+9ouTp1ksVhceroF26aCGzduZNeuXW4VcaFq1MX3rsc7II888giSJLFt2zaXVRUmTZrE0KFDUVWVxMREXnjhBV577TUOHjwIQPfu3R3j4ITSXbmwF1N+JvUa1I0XiiAIgiAIgifnz5/n8uXLLmGKojBv3jw2btxIeHi4Y6NGQYAS5oCEhIRgNptRVdVlbWuAuLg43n33XRYvXuyYjB4QEMDEiRN57733Stzt83ZXfAhW6mHbRK2GTUVvgCAIgiAIdVdiYiKTJk2iR48ehIWFYTQaSUpKIjU1FR8fHxYvXlyl+4QIdV+J9wlL2oTGy8uL2bNnM3v2bDIzM7FYLAQHB4sXVllU11WwFKuZBqG9CWxcvnWmBUEQBEEQbkZ33nknTzzxBImJiY6J2iEhIfzpT38iKiqKjh071nYRhZtMpQYqirG4N05VLGL/D0EQBEEQ6rzw8HCWLFlS28UQ6hDPtzmEKlf8/pCimJFkMVFNEARBEARBuL2IBkiNcR+CJTYgFARBEARBEG43pXbBX7lyhc8//5zExET++OMPcnJysFqtpWYoSRInT56s0kLeihTFjEZz82zKIwiCIAiCIAg1ocQGSGxsLE8//TTZ2dkAeNguxCMxGd0z56tybP9/yUo7RMOmfWqtPIIgCIIgCIJQGzw2QHbv3s3jjz+OoiioqkpoaCg9evQgKCioxNWxhLIUNUGO71+IVudLs7YjarE8giAIgiAIglDzPDZAPvjgA6xWKwaDgZiYGB5//PGaLtctyd4EURQTbTpPFQ0QQRAEQRAE4bbj8XbGjh07kCSJqKgo0fioIpKKowWiWM1IYgleQRAEQRAE4TbksQGSlZUFwAMPPFCjhbldiBWwBEEQBEEQhNuVxwZIkyZNADGhvGoVXUtVMYtNCPx2zOAAACAASURBVAVBEARBEITbkscGyODBgwHYv39/jRbmViYV/k9VrKiqFVkswSsIgiAIQjWLjIxEkiRSU1Ndwlu0aHHbdzQvX76c3r174+fnR1BQEMOGDWPHjh03lJfVamXevHl06dIFg8FAcHAw48ePJzk52WP8n376iaeeeoqePXvSuHFj9Ho9QUFB3HfffaxYsaLcq8/WVR4bIC+//DLe3t7861//Iicnp6bLdEvLy7kAgCx2QRcEQRAEQagVM2bMYPLkySQlJTF48GB69+5NQkIC9957L6tXr65QXoqiMG7cOGbOnMm5c+cYPnw4nTp1YuXKlURERLBnzx63NGvXrmXRokXk5ubSo0cPxowZQ+fOnUlMTOSJJ55g4sSJVXWqNyWPDZB27drxxRdfcOHCBQYPHszhw4druly3IFsvQ3bmMQD8g9rWZmEEQRAEQbiNbdmypcTe+Vvd5s2bmT9/Pg0aNODAgQOsXr2aDRs28NNPP6HRaJgyZYpjPnR5LFmyhLi4OMLDw0lJSWHlypX8+OOPxMbGkpeXx8SJE7FYLC5ppk6dyvnz5zl69CgbNmzgq6++4qeffiIlJYUmTZrw1VdfER8fX9WnftPw2A0/depUADp27MjevXvp2rUrXbp0oX379vj4+JSaoSRJLF68uOpLWsfZhmBJqIptJ3mDX0itlkcQBEEQhNtX69ata7sItebDDz8E4B//+Afh4eGO8L59+zJt2jQWLFjA4sWLeemllyqU39y5c2ncuLEjfMyYMYwcOZK1a9eyZs0axowZ4zjWsWNHj3m1adOGZ599ljfffJOtW7fy0EMPVfj86gKPd0CWLVvG8uXL+e2335AkCVVVOXToELGxsSxfvrzEn2XLlrFs2bIaPoW6RAUUACRJbOgoCIIgCHXB0qVL6d+/PwEBAciyjCRJbj8zZsxwxD99+jTTp0+nbdu2+Pj4EBQURKdOnXjmmWc4evSoW/5nz57lhRdeoG3bthgMBoKCgoiIiGDWrFlkZ2c74l28eJG5c+cyYMAAmjZtil6vJyQkhNGjR7N3794KnZOnOSCpqalIkkRkZCT5+flERUURFhaGl5cXbdq04YMPPihxbsL27dsZOHAg/v7+BAYGMmzYMPbt28eyZcuQJIno6OgKla+65Ofns3XrVgDGjh3rdtwetm7dunLld+rUKZKTkzEYDAwfPrzS+QHodLaFiry8vMqdpq7xWAu+4447XH7CwsLcwjz92ONVVkFBAW+99RZt27bF29ub0NBQx62q8rK/4Mv6+b//+z+XdJMnTy41/n//+98bOynV9iZX1cIGiKy5sXwEQRAEQagxL730ElOnTmXHjh107dqVRx99tMTea7A1Jnr27OmoLwwbNowBAwbg5eVFTEwMO3fudImfmJhI165d+fjjjzGbzYwYMYJ+/fpx7do1oqOj+eOPPxxx16xZw6uvvsrly5fp2rUrjzzyCKGhocTFxdGvXz82bdpUJedsMpkYMmQIMTEx3Hnnndx3332cP3+eqKgo3nzzTbf4q1atYtCgQWzbto3OnTszdOhQzpw5Q//+/dm9e3eVlKmqHD16FKPRSHBwMM2aNXM73rNnTwAOHjxYrvwOHDgAQOfOnR0Nh8rkd/bsWcdr58EHHyxXmrrI4xCs4isl1KSCggLuu+8+du3aRZMmTRg1ahT/z96dx1VZp/8ff90HVHAX0xQzRcUl911zgZRR0xF3HW0ZYzQprcyaIitTc0azcUvNzNJKnd93xNzCXHMjFZEskREYNXDPDRFzQeDcvz+cc0bkAAdFEHg/Hw/m0fncn3Pd142H7/e+zv1Z4uPjWbJkCSEhIYSFhVGrVq1s49SpU4c///nPDo9duXLFPsGoY8eODvt0796dKlUyDpOqV69eDq7mfwzb//63AMmk9hMREZGHxM8//8ysWbNwdXUlJCTEvj+aaZq8++67TJ06lXbt2rF9+3ZcXW/fUn3xxRckJCQwZswY5s6dmy7eiRMnSElJsb9OSEhgwIABJCYm8vHHHzNu3Dgslv/dH+zduxdPT0/76w4dOhAVFUXDhg3Txd20aRP+/v68/PLLHDly5L5Xt9q7dy8+Pj7ExcVRtmxZACIiImjXrh2zZs0iKCiI0qVLA5CUlMTIkSNJS0tj+fLl6TawnjBhAh9++GGOz+/r68vOnTtz9J4lS5YwfPjwbPudOHECwGHxAVCqVCnKly/P5cuXuXr1KmXKlLmveLb248ePOzy+d+9eFi5cSFpaGmfOnOHHH38kNTWVKVOm0Llz52yvp6B66JZimjJlCmFhYbRv357NmzfbP+AzZ860fwuxY8eObON07Ngx0+JiwYIFrFmzhg4dOmRazAQFBeHr63uvl+GYYWJaNQRLRESkIPj6668xTZOhQ4em25zZMAwmTZrE0qVLCQsLIzIykjZt2pCamsqFCxeA/21pcKe7R4l88cUXXLhwgR49evDmm29m6N++fft0rxs3buwwz+7duzNo0CCWL19OVFRUpv2cZbFYWLhwob34AGjVqhVPP/00ISEhRERE2O+RVqxYQUJCAl27dk1XfAB88MEHLF26NMdfbPfo0YOaNWvm6D116tRxqt/vv/8OkOWc5lKlSpGYmOhUAZJdvFKlSgFkuqrssWPH+Prrr+2vXVxcmDx5ssPPQ2HyUBUgKSkpzJs3D4D58+fbiw+AcePG8fXXX7Nz505++uknWrZsec/nWbZsGQDPPffc/SWcI/8dgqU5ICIiUoCdufobv6dcy+80slS6WCk8y9z/Yi+2eRVDhw7NcKxYsWIMHDiQ2bNns23bNtq0aQNgvz8ZP348Li4u+Pn54ebm5jD+1q1bARg1apTTOSUnJ7Nx40bCw8O5cOECt27dAuDQoUMAHDly5L4LkBo1ajgc8VG37u0VPM+ePWtv2717NwCDBg3K0N/FxYX+/fvbJ2k7KygoKEf9c8I2hyWrp0TO9Mlp38yOP/vsszz77LPcunWL+Ph4vvnmGyZPnsx3333Hhg0bqFChQrY5FEROFyBWq5WEhASuX79OtWrVcHHJ/TkMP/74I1euXKF27do0b948w/GBAwcSGRnJd999d88FSFxcHHv27KF48eIMHjz4flPOMdscEIr45j8iIlLwJN5M4pnvXsJqH078cHIxLKzq/zXl3cpm3zkLFy9eBMj023jbKIpTp07Z24YPH87mzZtZsWIFvXv3xs3NjdatW9OjRw8CAgLSDe8+efIk4PyKVIcOHcLf3z/LJwq5sX9bZsOJbE8DkpOT7W22YqR69eoO35Mbc4Nzk+0arl3LvIi+fv06QLovwu81nq09u1jFixenbt26TJkyBQ8PD9544w0mTJiQYRhfYZFlAZKWlmZf2Wr//v2kpKRgGAaRkZHpJmCFhISwa9cuypUrx7vvvnvPydgm8tgm7NwtpxN5HLE9/ejVq1eWVeWqVav49ttvSUtLw8vLi969e1O/fv17Pq9tGV7bHBDD0CR0EREpWMq7lWV57wUF4gnI/RYfgP3L1rv3cLCxzee480tZFxcX/vWvfxEUFMTatWvZtm0b+/btIzQ0lGnTprFx40aefPLJdHGc/aZ98ODBxMfHExgYSGBgILVq1aJ06dIYhsH48eOZOnVqruygfec8FGfyAueuwVnTpk0jJiYmR+8ZMWJEpkPv72QriO4sGu907do1EhMTqVChQrbDr5yJZ2uvUaNGtrFsnnvuOd544w3Wrl1b9AqQ8+fP07dvX/bt25fth9nLywt/f38Mw6BXr140a9bsnpK534k8zli+fDmQ/fCru//B3377bV566SXmzJljn2iWM/8dgqU5ICIiUoDlxtCmgqJ69epER0cTHx/vcFiT7UlEtWrVMhxr3rw5zZs3Z+LEiSQlJTFx4kRmzZrF2LFj7TtjV69enZiYGI4ePUqjRo2yzCUmJoaYmBhatWrFggULMhy/c7WsvGSbJG+7h7ub7SlPTmzcuDHHk9B9fX2dKkDq1atHiRIluHDhAqdOncpwz3ngwAEAmjRp4tR5mzZtCkBUVBQpKSkZVsLKaTwADw8PLBaLfT5RYeTwLthqteLv709YWBiGYTB48GD73AxHGjZsaJ8otXr16ntO5n4n8mQnPDyc2NhYKlSo4HCtZrj9fzA+++wz/vOf/3D9+nV+/fVX5s+fT/ny5fn000/561//mu15kpOTSUpKSvdjozkgIiIiBYOPjw8A//znPzMcS05OJjg4OF2/zJQtW5apU6diGAZRUVH2dttE9c8//zzbXC5fvgw4/pL28uXLbNmyJdsYD0KHDh0A+PbbbzMcS0tLY9WqVTmOuWPHDkzTzNGPMytgAbi7u9OlSxcAVq5cmeG4ra13795OxfPy8qJBgwbcuHGD9evX33c8uL00s9VqLdSbRTr8Kv+bb74hPDycYsWKsW7dOvvKD2PGjMk0UO/evdm7dy8//vjjPSeT3WO8+33MZxt+NWTIEIoXL+6wz2uvvZbutZeXFy+//DKdO3emZcuWzJs3j3HjxmU61hFg6tSpTJo06a62T7GaVn7//XbxlHA5MVcfV4rcL9v/cxN5WOkz+mAlJiZitVpJTU3NdMhRUfPcc88xbdo0goODGTJkiH1XaqvVyltvvcVvv/1G27Ztadmypf33tmzZMpo1a5bhiUZISAimaVK9enX773f48OF8/PHHbNiwgRkzZvDqq6+muzewbT1QuXJlatasicViYdu2bURHR9t38L558yajRo0iISEBuH3Tf+e/n+3eKbN/1zvbbP9tmqbDvtb/juK48xz9+vXj7bffZsuWLSxfvpwhQ4bY+3/44YfExcXZ3/uwfK5ee+01NmzYwJQpU+jevbv9d2lbErd8+fI8//zz6fINDw8nICAAT0/PDPutvPbaawQGBvLWW2/Rpk0bKleuDNz+Un7dunXUqVOHXr16pYs3efJkXnzxxQxbPkRERDBy5EgA/vznPzv1O0tNTcVqtZKYmGj/HGTGw8Mj23h5wnSgW7dupsViMV955ZV07YZhmBaLxfz3v/+d4T0bN240DcMwq1Wr5iikU15//XUTMF9//XWHx3/55RcTMFu0aJHj2CkpKWblypVNwNy9e/c95Tdw4EATMJcsWZJlv5s3b5pXrlyx/5w8edKcOnWB+ePkg+axg9+YK2dWuafzizxIly5dyu8URLKkz+iDFR0dbbZs2dKMjo7O71QeKsHBwaarq6tpGIbZsWNHc+jQoWbdunVNwPT09DSPHDli75uSkmL26dPHBMzatWubffv2NYcOHWq2a9fOfg+1YsWKdPG3b99ulilTxgRMLy8vc/DgwWbv3r3NOnXqmID5888/2/uOHDnSBEx3d3ezV69e5sCBA81HH33UfOSRR8zhw4c7vEfx8fExATMuLi5de40aNcy7bwPj4uJMwPTx8XH4u/jggw8cnuPbb781XVxcTMBs3769OXToULNRo0Zm8eLFzRdffNEEzL/97W/O/cLzyGuvvWYCZsmSJc0+ffqYTz/9tOnq6mq6uLiYq1evztB/+/btJmDWqFEjw7G0tDSzX79+JmBWqFDBHDhwoOnr62sahmG6u7ubYWFhGd4DmMWKFTPbtm1rDhkyxOzXr5/ZrFkzEzABc/DgwWZKSopT11IQ/3YdjgP65ZdfAPD393e6kLFVe5cuXcpRAXSnBzGRx2bz5s2cP3+eWrVqZZj85SxbhXzn8nOOlChRgrJly6b7ASjuUhxMqyagi4iIFBADBw5kz5499OnTh5iYGFauXElycjKjR48mIiIiw/4T48aNY/To0ZQpU4bQ0FBWr17N+fPnGTJkCPv27cuwXK2vry8HDx4kMDAQ0zRZs2YNu3fvply5ckyePDndMJwFCxYwY8YMvLy8+OGHHwgNDcXPz4+IiIh7ujfKLf3792fr1q34+voSGRnJ+vXr8fT0JDQ01H5vV7FixXzLz5HZs2ezZMkSGjRowJYtW9i7dy9+fn7s2rWLvn375iiWxWIhODiYGTNm4OnpSUhICIcOHWLAgAFERETQtm3bDO+ZO3cuvXv35sKFC4SEhLB+/XouXLhAnz59WL16Nf/617/ucc5xweDwyhITE4GcfVhsK0HkZOWEu9km8tgm7NztXiby2NiGXz377LP3mN3/Hv/b5qLkiNW8vRE6Jmj+h4iISIHRunVrp+e4du7cOcc7WHt5eTmcWH43FxcXxo0bx7hx4zIcmzhxIhMnTszQntnmzY6W8q1Zs2aWCw9ldg64XUg52sB5woQJAPe8QNGDNHz4cKfnjvj6+mb5u8nq38aRMWPGZDm1obBzeCdsW542JysXxMbGAlCpUqV7TqZDhw6UK1eOY8eO8fPPP2c4fi8TeeD25Pa1a9cC916AJCcn2ycXZbZMcFYM87+rYJlWTUAXERGRQuP06dOcO3cuXZvVamXWrFls2rQJb29v+0aNIpBJAWLb48O2A6gzli1bhmEY97VDefHixe3V4JgxY9Jt6jJz5kwiIyPx8fFJd4558+ZRv3593nnnnUzjrlq1iuvXr9OuXTv7MCpHYmJiWLp0aboNdgAuXLjAn/70J06ePEnTpk3tKz7khK1mTr5+gWIl7n9tchEREZGHQWhoKNWqVaN169YMHDiQ3r17U7t2bcaNG0fJkiX58ssvtfCOpOOwAPH398c0TebNm+fUqiNffPGFffm3fv363VdC7733Hm3btmXPnj14e3szZMgQ2rVrxxtvvEGlSpVYvHhxuv4XL14kNjY2y3kZtuFX2e398dtvv/H8889TtWpVunXrxjPPPMNTTz1F7dq1WbNmDY899hgrVqy4pz8iwwSTW5yMXUuFR5vm+P0iIiIiD6OWLVvy/PPPk5iYyObNm9m0aRNpaWk899xz7N+/n06dOuV3ivKQcViAjBo1Ck9PT5KSkujWrRuHDx92+OYTJ04wevRoRo0ahWEYeHt7M2zYsPtKyM3Nje3bt/P+++9TsmRJ1qxZw/Hjxxk+fDgHDhygVq1aOYp39uxZtm3bRrFixdItDedI3bp1GTt2LPXq1ePQoUMEBwcTERGBt7c3H3zwAZGRkdStW/eer+2q67dcS4yjomfre44hIiIi8jDx9vZm8eLFHDlyhKSkJG7dusWJEyf45ptv7KNqRO7kcBK6u7s7q1evpkuXLhw4cIDGjRtTr149+/HAwEAuXLjAf/7zH+D2etFlypRh5cqV9zUJ/c7zT548mcmTJ2fbN6sJUQBVq1Z1et1pT09PZs2a5WyaOWblOgB1W738wM4hIiIiIvIwy7RaaN26NXv27KFRo0aYpklMTIz92O7du4mNjbXvPtmgQQN2796dYdMduYMJYKVk2cexWArvsmoiIiIiIlnJ8k64cePGHDx4kPXr17N27VoiIiI4f/48aWlpVKxYkebNm+Pv78+AAQNy5clHoWYChqkVsERERESkSHPqq/hevXrRq1evB51LEaAleEVERESkaNPdcB65vQ+ICVqGTkRERESKMBUgecjE1DrYIiIiIlKkOSxATp48SZcuXejatSunT5/ONsjp06fp2rUrXbt25fz587meZKFg2v5HNZ+IiIiIFF0O74aDg4PZsWMHt27dolq1atkGqVatGqmpqezYsYMVK1bkepKFwe3nHpqELiIiIiJFm8O74ZCQEAzDoH///k4H6t+/P6Zpsm7dulxLrjApmVYKTUIXERERkaLO4d1wfHw8AC1atHA6ULNmzQCIi4u7/6wKoeLWYlhT0zQJXURERPKMr68vhmHY7+1satasWeTnpX799de0adOG0qVL4+HhQc+ePdmzZ889xUpLS2PWrFk0btwYd3d3KlWqxODBg4mOjnY6RkBAAIZhYBgGP/744z3lUVA4LEDOnj0LQPny5Z0OZOt75syZXEir8Ek10nBxtxT5P3YRERGR/DZ27FiGDx9OVFQUfn5+tGnThi1bttC5c2fWrFmTo1hWq5VBgwYxbtw4Tp06Ra9evWjYsCErV66kVatWhIeHZxtj+/btLFmypMjcJzosQEqVKgXApUuXnA5k61u8ePFcSKvwcTFdwKJJ6CIiIpL/fvjhhxx9O1+YbN26lTlz5lCxYkUOHjzImjVr2LhxI7t27cLFxYUXXniBxMREp+MtXryY1atX4+3tTUxMDCtXrmTHjh0EBwdz/fp1nnnmGVJTUzN9/82bNxk1ahQNGzakffv2uXGJDz2Hd8M1a9YEYMeOHU4H2r59OwCPP/74fSdVGLmYLhiG5oCIiIhI/qtduzb169fP7zTyxcyZMwF477338Pb2tre3b9+ewMBAEhMT+fLLL3Mcb/r06Tz66KP29gEDBuDv78/Ro0dZu3Ztpu//8MMPOXr0KJ999hnFihXL6eUUSA7vhv38/DBNk/nz59uHY2Xl9OnTzJ8/H8Mw8PPzy/UkCwMX0wUMrYIlIiJS0CxZsoSOHTtSvnx5LBaLfZz+nT9jx4619z9+/DgvvfQSdevWpWTJknh4eNCwYUNGjRpFbGxshvgnT57k1VdfpW7duri7u+Ph4UGrVq2YNGkSSUlJ9n5nz55l+vTp+Pj4UK1aNYoXL06VKlXo378/+/fvz9E1OZoDEh8fj2EY+Pr6cuPGDYKCgqhRowYlSpSgTp06fPTRR5im6TDezp076dKlC2XKlKFChQr07NmTiIgIvvrqKwzDYOLEiTnK70G5ceMG27ZtA2DgwIEZjtvavvvuO6fixcXFER0djbu7O7169cpxvKioKD7++GMCAgLo2LGjU+csDBzeDb/00ksUK1aMxMREunbtSmRkZKYBDh48iJ+fH4mJibi6uvLyyy8/sGQLMlsBoknoIiIiBccbb7xBQEAAe/bsoUmTJgwZMoQnnngi0/4nT56kRYsWfPbZZwD07NkTHx8fSpQowaJFi9i7d2+6/qGhoTRp0oS5c+eSkpJC79696dChA1euXGHixIn8+uuv9r5r167l7bff5ty5czRp0oR+/frh6enJ6tWr6dChA5s3b86Va7516xbdunVj0aJFtGzZkqeeeorTp08TFBTE+++/n6H/qlWr6Nq1K9u3b6dRo0b06NGDEydO0LFjR/bt25crOeWW2NhYkpOTqVSpEo899liG47YFmLK6973TwYMHAWjUqJHDpxdZxbNarYwcOZJy5coxffp0p6+hMHB11FijRg3+9re/8dZbbxEbG0uLFi3w9fWlU6dOVK1aFcMwOHPmDLt27WLnzp2Y5u0dvidPnkzt2rXz+hoKBPsTEM0BERERKRB+/vlnZs2ahaurKyEhIXTv3h0A0zR59913mTp1Ku3atWP79u24ut6+pfriiy9ISEhgzJgxzJ07N128EydOkJKSYn+dkJDAgAEDSExM5OOPP2bcuHFYLP+7T9i7dy+enp721x06dCAqKoqGDRumi7tp0yb8/f15+eWXOXLkyH1PZN67dy8+Pj7ExcVRtmxZACIiImjXrh2zZs0iKCiI0qVLA5CUlMTIkSNJS0tj+fLlDBs2zB5nwoQJfPjhhzk+v6+vLzt37szRe5YsWcLw4cOz7XfixAkAh8UH3J4HXb58eS5fvszVq1cpU6bMfcWztR8/fjzDsfnz5xMWFsbXX3+Nh4dHtrkXJg4LEIA333yTGzduMGnSJKxWK9u3b7fP87iTaZpYLBYmTZrE22+//UCTLchc9QRERESkQPn6668xTZOhQ4faiw8AwzCYNGkSS5cuJSwsjMjISNq0aUNqaioXLlwAcDgk/e55sl988QUXLlygR48evPnmmxn63z0huXHjxg7z7N69O4MGDWL58uVERUVl2s9ZFouFhQsX2osPgFatWvH0008TEhJCREQEvr6+AKxYsYKEhAS6du2arvgA+OCDD1i6dGmGJYCz06NHD/t8ZGfVqVPHqX6///47ACVLlsy0T6lSpUhMTHSqAMkunm1hp6tXr6ZrP3XqFO+++y6+vr48//zzTuVemGRagAC8//779O7dm+nTp7Nx48YMKwLYxvi9+eabNG3a9IEmWtBZcEE7oYuISEF389ItUm+k5XcaWXJ1d8Gt4v2vymmbVzF06NAMx4oVK8bAgQOZPXs227Zto02bNgC0bNkSgPHjx+Pi4oKfnx9ubm4O42/duhWAUaNGOZ1TcnIyGzduJDw8nAsXLnDr1i0ADh06BMCRI0fuuwCpUaMG9erVy9Bet25dgHTzg3fv3g3AoEGDMvR3cXGhf//+9knazgoKCspR/5ywzWHJ6imRM31y2vfu46NHjyY5OZkFCxZke47CKMsCBG5vMPjPf/4T0zSJi4vj4sWLADzyyCN4eXkVmfWK75eL6ULSja1UNFrndyoiIiL3JOX3VCL+HguO5yE/PCzQdmIDipXO9jYnS7Z7nsy+ja9VqxZw+9tsm+HDh7N582ZWrFhB7969cXNzo3Xr1vTo0YOAgACqVKli73vy5EkAp4evHzp0CH9//yyfKNz9Tfu9yGw4ke1pQHJysr3NVoxUr17d4XsettVRbddw7dq1TPtcv34dwD7M7H7i2drvjPXtt9+ybt063n///SK7EpnTf5mGYVCrVi37H5vkjCuu3CKVYsWzfpQnIiLysCpW2pVW4+sViCcg91t8wO1v8IFM93Cwzeew9bP997/+9S+CgoJYu3Yt27ZtY9++fYSGhjJt2jQ2btzIk08+mS6Os9+0Dx48mPj4eAIDAwkMDKRWrVqULl0awzAYP348U6dOzXSVqpy4cx6KM3mBc9fgrGnTphETE5Oj94wYMcKpVaRsBdGdReOdrl27RmJiIhUqVMh2+JUz8WztNWrUsLfZVsTasmULu3btStf/l19+AeCVV16hXLlyDB8+3Km5LQXN/f91ilNcTAtgoYpX1/xORURE5J7lxtCmgqJ69epER0cTHx/vcFiT7UlEtWrVMhxr3rw5zZs3Z+LEiSQlJTFx4kRmzZrF2LFj7TtjV69enZiYGI4ePUqjSS3KmwAAIABJREFURo2yzCUmJoaYmBhatWrlcNjOnatl5SXbJHnbZOy72Z7y5MTGjRtzPAnd19fXqQKkXr16lChRggsXLnDq1KkMT3sOHDgAQJMmTZw6r20KQlRUFCkpKRlWwsoqXlhYWKZxbYWIba5NYZPjCQl79uzh9ddfp3fv3vTp04exY8c6nJwu6ZW1luP2M2sNWRMRESkIfHx8APjnP/+Z4VhycjLBwcHp+mWmbNmyTJ06FcMwiIqKsrfbJqp//vnn2eZy+fJlwPHwqMuXL7Nly5ZsYzwIHTp0AG4PK7pbWloaq1atynHMHTt2YJpmjn6cfUrg7u5Oly5dAFi5cmWG47a23r17OxXPy8uLBg0acOPGDdavX+9UvK+++irT67B9lkJDQzFN86HZPyW3WZKTkxk/fjzjx49n06ZNmXZMS0sjICCATp068cknn/D9998TEhLC3Llz8fPzo3///unGBIojpubMiIiIFBAvvPACZcqUITg4ON1GclarlaCgIH777TfatWtH27Zt7ceWLl2arsiw2bBhA6ZpppsrMWLECB555BE2bNjA7NmzMwyfCgsL4/z588DtVZ4sFgvbtm3jyJEj9j43b94kMDCQhISEXLvunBg0aBAeHh5s2bKF//u//0t3bMqUKcTFxeVLXlkZN24ccDu/O3+Xe/fuZeHChZQvX56AgIB07wkPD6d+/fp07ZpxJIst3ltvvWX/94Lb+6OsW7eOOnXq0KdPnwdxKQWWJSwsjGnTpvHRRx9RsWLFTDu+/fbbWVZsa9euZeTIkXmYekGlAkRERKQgqFq1KosXL8YwDPr06UOnTp0YNmwYDRo0YPbs2Xh6erJ06dJ07/n2229p3LgxderUoV+/fgwbNoz27dvTv39/LBYLU6ZMsff18PAgODiYMmXK8Prrr1O7dm2GDBmCv78/3t7etG/fnjNnzgBQuXJl/vKXv5CUlETTpk354x//yKBBg6hZsybbtm3Lt3kC5cqVY9GiRbi4uDB06FCefPJJhg0bRuPGjfn73//Oiy++CEDx4g/P0D0/Pz9ee+01Ll26RLNmzejbty89e/akc+fOpKamsmTJEipUqJDuPdevXyc2NpZjx45liBcQEEC/fv04cuQI9evXZ9CgQTz11FMMHDgQd3d3li1bZt8nRm6z7NixA4D69evTqlUrh52OHDnCnDlzMAwDwzD405/+xA8//EB0dDTffPMNjz/+OKZpsnz5cn7++ec8TL/gMG1LhugJiIiISIExcOBA9uzZQ58+fYiJiWHlypUkJyczevRoIiIiMuw/MW7cOEaPHk2ZMmUIDQ1l9erVnD9/niFDhrBv374My9X6+vpy8OBBAgMDMU2TNWvWsHv3bsqVK5dhg+cFCxYwY8YMvLy8+OGHHwgNDcXPz4+IiIh0k5zzWv/+/dm6dSu+vr5ERkayfv16PD09CQ0NtU/SzupL7vwwe/ZslixZQoMGDdiyZQt79+7Fz8+PXbt20bdv3xzFslgsBAcHM2PGDDw9PQkJCeHQoUMMGDCAiIiIdE/I5DajW7du5tatW/nrX//KtGnTHHYKCgpi+vTpGIbBiBEjWLhwYbrjx48fp0mTJvz++++8/vrr/OMf/8iL3AuMpKQkDk6M43z1HrT8w0xqNsq4nrhIfktISChyO7FKwaLP6IMVExPDs88+y7Jly4rs0qD3KzU1Vd9036VHjx5s2rSJsLAw3Yg/IAXxb9diWx4sqw/Fhg0bbne2WBxOhqlRowZ/+ctfME2TvXv3PpBERUREROThc/r0ac6dO5euzWq1MmvWLDZt2oS3t7d9o0YRAFfbZJnMNp1JSkoiKioKwzBo1aoVVatWddivS5cuzJ49m6NHjz6wZAs2DcESERGRwic0NJRnn32W5s2bU6NGDZKTk4mKiiI+Pp6SJUvy5ZdfahEeScdy5coVIPPJQT/99JN9VYb27dtnGsi2BnZSUlIup1jY6A9QRERECo+WLVvy/PPPk5iYyObNm9m0aRNpaWk899xz7N+/n06dOuV3ivKQcS1TpgyJiYmcPXvWvpnKne7cJKVly5aZBrJarQ8kwcLjvzuFqgARERGRQsTb25vFixfndxpSgFhsqzfcvRW8zZ0b2zz55JOZBrKN/bt72TKxsQ3Byt8sRERERETyk8XHxwfTNPnss8/sa03bREZGsnPnTgzDoG7dunh5eWUa6KeffgKgVq1aDzThgsu2uZAqEBEREREpuiwjR47E1dWVK1eu0L59exYsWMCWLVv45JNP+MMf/mCf/zFixIgsA23atAnDMGjRokVe5C0iIiIiIgWQq7e3N++99x4TJ07k1KlTjBkzJkOnOnXqMHr06EyDHDt2jD179mAYBj4+Pg8y3wJPq0CIiIiISFFmAZgwYQJ///vfKVGiBKZppvtp0qQJ33//PW5ubpkGmT59OnB7Ja1u3brlTeYFjaEhWCIiIiIi9u06g4KCGDlyJJs3b+bEiRMUL16cFi1a0Llz52y/tW/VqhVNmjShcuXKlClT5oEnXTBpHxAREREREdc7X1SsWJGhQ4fmOMjIkSNzLaHCS8vwioiIiIhY8juBosI2AEtPQERERESkKFMBkmfM7LuIiIiIiBRyKkDyjCahi4iIiIioAMljmgMiIiIiecXX1xfDMIiPj0/XXrNmzSK/NcDXX39NmzZtKF26NB4eHvTs2ZM9e/bcU6y0tDRmzZpF48aNcXd3p1KlSgwePJjo6GiH/b/66isMw8j0509/+tP9XNpDzzX7LpKrivgfu4iIiEh+Gzt2LHPmzMHd3Z1u3bpx8+ZNtmzZwubNm1m5ciV9+/Z1OpbVamXQoEGsXr2a8uXL06tXLy5evMjKlStZv34927dvp02bNg7f27RpU5o1a5ahvW3btvd8bQWBCpA8oyFYIiIi8nD44YcfSElJye808sXWrVuZM2cOFStWZO/evXh7ewOwd+9efH19eeGFF/D19aV8+fJOxVu8eDGrV6/G29ub0NBQHn30UQC+/fZbBg4cyDPPPEN0dDSurhlvu/v27cvEiRNz7doKCg3ByjP/XYZX9YeIiIjks9q1a1O/fv38TiNfzJw5E4D33nvPXnwAtG/fnsDAQBITE/nyyy9zHG/69On24gNgwIAB+Pv7c/ToUdauXZtL2RcOKkDyiqFVsERERAqiJUuW0LFjR8qXL4/FYnE4Zn/s2LH2/sePH+ell16ibt26lCxZEg8PDxo2bMioUaOIjY3NEP/kyZO8+uqr1K1bF3d3dzw8PGjVqhWTJk0iKSnJ3u/s2bNMnz4dHx8fqlWrRvHixalSpQr9+/dn//79ObomR3NA4uPjMQwDX19fbty4QVBQEDVq1KBEiRLUqVOHjz76CNN0fD+zc+dOunTpQpkyZahQoQI9e/YkIiLCPtfhYfmW/8aNG2zbtg2AgQMHZjhua/vuu++cihcXF0d0dDTu7u706tXrvuMVFa7r1q2ja9eulCpVKr9zKSL0CERERKSgeOONN5g5cyaGYdCxY0eqVatGZGQkhw8fdtj/5MmTtGjRgoSEBLy9venZsydpaWkcP36cRYsW0b59e+rVq2fvHxoair+/P4mJidSsWZPevXtz48YNYmJimDhxIn369LHPEVi7di1vv/029erVo0mTJpQtW5YjR46wevVqQkJCCAkJoVu3bvd9zbdu3aJbt24cPnwYHx8frl+/zs6dOwkKCuLq1atMmTIlXf9Vq1YxePBg0tLSaNeuHTVr1uTQoUN07NiRF1544b7zyU2xsbEkJydTqVIlHnvssQzHW7RoAUBkZKRT8Q4ePAhAo0aNKFasWI7j/fTTT/z1r38lKSmJKlWq0KVLF3x8fJw6d4Hm4uJi/vvf/zbv9MILL5gBAQHmmTNnTLl/V65cMXe+EWqunFnFPHVkfX6nI+LQpUuX8jsFkSzpM/pgRUdHmy1btjSjo6PzO5WHxoEDB0zDMExXV1dz48aN9nar1Wq+8847JmC2a9fOvHHjhpmSkmKmpKSYEyZMMAFzzJgxGeIdP37cPHr0qP31pUuXzEqVKpmA+fHHH5tpaWnp+u/Zs8c8d+6c/XVkZKQZFRWVIe7GjRvN4sWLm7Vr1zatVmu6Yz4+PiZgxsXFpWuvUaOGCaRri4uLM7k9Ztz08fExr1y5Yj+2f/9+08XFxSxZsqR59epVe/uVK1dMDw8PEzCXL1+eLt77779vj/fBBx9kyDsztpxz8rNkyRKnYq9du9YEzObNm2fap3z58iZgJiUlZRtvzpw5JmD269fP4fHExEQTMD08PNK1L1myJNNr8fHxMX/77Tenrsc0C+bfrqvp4FGa7XHZG2+8QdWqVR9A2VOU6QmIiIhIQfD1119jmiZDhw6le/fu9nbDMJg0aRJLly4lLCyMyMhI2rRpQ2pqKhcuXADAz88vQ7zHH3883esvvviCCxcu0KNHD958880M/du3b5/udePGjR3m2b17dwYNGsTy5cuJiorKtJ+zLBYLCxcupGzZsva2Vq1a8fTTTxMSEkJERAS+vr4ArFixgoSEBLp27cqwYcPSxfnggw9YunRphiWAs9OjRw9q1qyZo/fUqVPHqX6///47ACVLlsy0T6lSpUhMTOTq1auUKVPmvuLZRhhdvXo1XXvVqlXtT7hq1arFjRs3CA8P56233mLnzp388Y9/JCwsDBcXF6euq6Bxhf/98uRBsk1CVwEiIiIF1++Jx0lJvpLfaWSpWIlylC5f477j2OZVDB06NOM5ihVj4MCBzJ49m23bttmXWW3ZsiUA48ePx8XFBT8/P9zc3BzG37p1KwCjRo1yOqfk5GQ2btxIeHg4Fy5c4NatWwAcOnQIgCNHjtx3AVKjRo10w8Rs6tatC9yei2Kze/duAAYNGpShv4uLC/3797dP0nZWUFBQjvrnhO2L96zux5zpk9O+dx/v3r17uqK2bNmy9O7dm6eeeoqWLVsSERHBihUrHH72CgNXuD3+MLP1iSW3aBleEREp2JJvXGLTV0+Cac3vVLJkGC70GnWQEu4V7yvOxYsXATL9Nr5WrVoAnDp1yt42fPhwNm/ezIoVK+jduzdubm60bt2aHj16EBAQQJUqVex9T548CdxekcoZhw4dwt/fP8snCnd/034vHM2NAOxPA5KTk+1ttmKkevXqDt9z91Of/Ga7hmvXrmXa5/r16wCULl36vuPZ2p2JZev36quvMmbMGDZt2lR4CxDTNBk/fjzh4eHUrVs33QSaTz/9lMqVK+c46IQJE3Izx0JBa2CJiEhBV8K9It2H7ykQT0Dut/gA7MNfUlNTHR637aNx5zAZFxcX/vWvfxEUFMTatWvZtm0b+/btIzQ0lGnTprFx40aefPLJdHGc/aZ98ODBxMfHExgYSGBgILVq1aJ06dIYhsH48eOZOnVqpqtU5YTF4vwiqTl5WuCsadOmERMTk6P3jBgxgo4dO2bbz1YQ3Vk03unatWskJiZSoUKFbIdfORPP1l6jhvNP5GxLA9/5pKmwca1YsSKXLl1i5cqV6Q6YpsmCBQvuKagKEEf0BERERAq+3BjaVFBUr16d6Oho4uPjHQ5rsj2JqFatWoZjzZs3p3nz5kycOJGkpCQmTpzIrFmzGDt2LOHh4fb4MTExHD16lEaNGmWZS0xMDDExMbRq1crh/dmvv/56D1d4/zw9PQE4ceKEw+O2pzw5sXHjRnbu3Jmj9/j6+jpVgNSrV48SJUpw4cIFTp06leFpz4EDBwBo0qSJU+dt2rQpAFFRUaSkpGRYCSun8QAuX74MUKhXqLUcOHCAESNGULNmTYoVK4ZpmvYq1jTNe/oRRzQHREREpCCxLYf6z3/+M8Ox5ORkgoOD0/XLTNmyZZk6dSqGYRAVFWVvt01U//zzz7PNxXZT6mh41OXLl9myZUu2MR6EDh06ALd3/b5bWloaq1atynHMHTt25Pjec/jw4U7Fdnd3p0uXLgAZvny/s613795OxfPy8qJBgwbcuHGD9evX33c8+N/v0raEb2FkqV69Op9//jnHjh3j5s2bWK1WexESFRWF1WrN8Y9kRQWIiIhIQfDCCy9QpkwZgoOD020kZ7VaCQoK4rfffqNdu3a0bdvWfmzp0qXpigybDRs2YJpmurkSI0aM4JFHHmHDhg3Mnj07w5e4YWFhnD9/Hri9ypPFYmHbtm0cOXLE3ufmzZsEBgaSkJCQa9edE4MGDcLDw4MtW7bwf//3f+mOTZkyhbi4uHzJKyvjxo0Dbud35+9y7969LFy4kPLlyxMQEJDuPeHh4dSvX5+uXbtmGu+tt96y/3vB7f1R1q1bR506dejTp0+690ydOtU+x8gmJSWFSZMmERwcjLu7+0O3h0pucs3vBIocPQEREREpEKpWrcrixYsZOnQoffr0oUOHDlSvXp2ffvqJ//znP3h6erJ06dJ07/n22295/vnnqV27No0bN8bd3Z24uDj27duHxWJJt4mfh4cHwcHB+Pv78/rrr/PJJ5/QunVrbty4QXR0NEePHuXnn3+mcuXKVK5cmb/85S8sWrSIpk2b0qVLF9zd3QkNDSUtLY3hw4fz1Vdf5fFvCMqVK8eiRYsYPHgwQ4cO5ZNPPrFvRPif//yHF198kc8//5zixYvneW6Z8fPz47XXXmPOnDk0a9aMP/zhD9y6dYstW7ZgmiZLliyhQoUK6d5z/fp1YmNjuXnzZoZ4AQEBfP/996xevdpepFy8eJGdO3fi7u7OsmXLcHVNf8s9fvx4Jk2aRKtWrahevTpJSUn88ssvnDlzBjc3N5YtW+ZwaF9h4XCW0ZIlS1i8eHGmqyDIPTD+OwQrn9MQERER5w0cOJA9e/bQp08fYmJiWLlyJcnJyYwePZqIiIgM+0+MGzeO0aNHU6ZMGUJDQ1m9ejXnz59nyJAh7Nu3L8Nytb6+vhw8eJDAwEBM02TNmjXs3r2bcuXKMXny5HQrZC1YsIAZM2bg5eXFDz/8QGhoKH5+fkRERORoknNu69+/P1u3bsXX15fIyEjWr1+Pp6cnoaGh9knaFSve/6IAuWn27NksWbKEBg0asGXLFvbu3Yufnx+7du2ib9++OYplsVgIDg5mxowZeHp6EhISwqFDhxgwYAARERHpnpDZTJgwgc6dO3PixAn7YgUlS5Zk1KhR/PLLL/Tv3z+3LvWhZJiatPHAJSUl8fOHEVz0fIYOfZdRxSvj4zuR/JaQkICHh0d+pyGSKX1GH6yYmBieffZZli1bRv369fM7nQIpNTU1wzfdRV2PHj3YtGkTYWFhDm/E5f4VxL9dp/5KUlJSOHDgAFFRUfYxhh4eHjRq1IgWLVpkmPEvjvy3ztMQLBERESlETp8+jaurK48++qi9zWq1MmfOHDZt2oS3t7f2m5N0sixArl+/zocffsiiRYvsqy/crUKFCrz44ou89957WW5rLzYqQERERKTwCA0N5dlnn6V58+bUqFGD5ORkoqKiiI+Pp2TJknz55ZdaBVTSyXSnmRMnTtCsWTOmT59OQkJCpsueJSQk8NFHH9G8efNMN2ERSHP9DQDDcH5zHxEREZGHXcuWLXn++edJTExk8+bNbNq0ibS0NJ577jn2799Pp06d8jtFecg4fAKSkpLC008/zdGjRwGoX78+L7zwAm3btqVKlSqYpsm5c+cIDw/nq6++4vDhwxw5coSnn36an3/+WeMfHUhzvb2bZcWqrfI5ExEREZHc4+3tzeLFi/M7DSlAHH4d/8UXXxAdHY1hGLz77rtERUXx17/+lc6dO1O3bl3q1atH586defPNN4mMjOS9994D4PDhw3zxxRd5egEFhUkqYMG1eOHd1VJEREREJDsOC5Dg4GAMw6Bv3758+OGHWCyZDxuyWCxMnjyZfv36YZqmfVdQuZup4VciIiIiUuQ5vCO27eB59y6QWfnLX/4CwKFDh3IhrULIsKIJ6CIiIiJS1DksQK5cuQKAp6en04GqVq0K3N7zQhyxgp6AiIjIQ8o22sFqteZzJiKSE7a/2axGLD1sHGZq2+gpLi7O6UC2vtokKjMmhp6AiIjIQ8q2U/Wvv/6az5mISE6cOXMGgPLly+dzJs5zWIC0aNEC0zSZP3++04E+/fRTDMOgefPmuZZcYWLqCYiIiDzEKlasSJs2bVi+fDlXr17N73RExAlWq5XvvvuOunXrUrly5fxOx2kO18sdOnQoGzZsYMeOHQQEBDB37lxKlXK8etP169d59dVX2bZtG4Zh8MwzzzzQhAssQ5PQRUTk4RYYGMhrr73GM888Q69evWjatClly5YtUEM78lNqaqq2IpA8YbVaOXPmDN999x179uzh73//e36nlCOGaZrm3Y2madKpUyf27NmDYRhUqlSJwYMH07ZtWypXroxhGJw7d459+/axYsUKLly4gGmadOzYkV27duXHdTzUkpKS2DvjY24+soI+r8TmdzoiDiUkJGgIpTzU9BnNG6dOnWLevHmEh4drXmcOWa1WFWuSp+rWrcsLL7zAH/7wh/xOJUccFiAAly9fplevXoSFhd3uaDiev2B7e/v27QkJCaFChQoPKNWC63YB8hE3K62iz5jo/E5HxCHd3MnDTp/RvGW1Wjl9+jTXr18nk1sFuUtiYmKBGocvBZfFYqF8+fIFatjVnTJ9TlihQgV+/PFHFixYwKeffkp0tOMb5wYNGjB69GgCAwNV9WdJQ7BERKTgsFgsVK9ePb/TKFBUJIs4J8uBihaLhdGjRzN69GjOnj1LVFQUCQkJwO3Vrho1amRffleyZhpWyOQpkoiIiIhIUeH0TKmqVauq2LgvegIiIiIiIqI74jxjxTBc8jsJEREREZF8pQIkz2gIloiIiIiICpC8on1ARERERERUgOQVkzTthC4iIiIiRd5DeUd88+ZNJkyYQN26dXFzc8PT05OAgABOnz6dozg1a9bEMIxMf2JiYhy+Ly0tjVmzZtG4cWPc3d3tGzFmthSxU4xULJZi9/5+EREREZFCwOlVsPLKzZs3eeqppwgLC6Nq1ar06dOH+Ph4lixZQkhICGFhYdSqVStHMf/85z87bC9XrlyGNqvVyqBBg1i9ejXly5enV69eXLx4kZUrV7J+/Xq2b99OmzZtcnxdt0r8QgkVICIiIiJSxD10BciUKVMICwujffv2bN68mdKlSwMwc+ZM3njjDQICAtixY0eOYn711VdO9128eDGrV6/G29ub0NBQHn30UQC+/fZbBg4cyDPPPEN0dDSurjn71VktVzHTSufoPSIiIiIihc1DNQQrJSWFefPmATB//nx78QEwbtw4mjRpws6dO/npp58eWA4zZ84EYPr06fbiA2DAgAH4+/tz9OhR1q5dm+O4Bq48Ut0v1/IUERERESmIHqoC5Mcff+TKlSvUrl2b5s2bZzg+cOBAAL777rsHcv64uDiio6Nxd3enV69eeX5+EREREZHC7qEagnXw4EEAWrRo4fC4rT0yMjJHcT/++GOOHTtGiRIlaNiwIf369aNSpUqZnr9Ro0YUK5Zxvsa9nv82EwPtAyIiIiIiRdtDVYCcOHECgMcee8zhcVv78ePHcxT3rbfeSvf69ddfZ+7cuQQEBOTJ+e20EaGIiIiIFHFZFiCXLl1i2bJlhIaG8uuvv3L16lXS0tKyDGgYBseOHbunZH7//XcASpYs6fB4qVKlALh69apT8fz9/Xnqqado2bIllSpV4tdff2Xx4sXMmTOHESNG4OHhQd++fXP9/MnJySQnJ9tfJyUl3f4P1R8iIiIiUsRlWoAEBwfz4osv2m+eTdN0KqBxH9/y286RWYzsjt/tk08+Sfe6YcOGzJgxg3r16jFq1CiCgoLSFSDOxs/u+NSpU5k0aVK6tlXTm3Lzxg0SEhKcyl0kr12+fDm/UxDJkj6j8rDTZ1Qedh4eHvmdApBJAbJv3z6GDRuG1WrFNE08PT1p3rw5Hh4eWCwPbt56mTJlALh27ZrD49evXwdItzrWvRgxYgTvv/8+sbGxxMfHU7NmTafOb2vP7vzvvPMO48aNs79OSkpi///7I+7u7g/NP7yII/p8ysNOn1F52OkzKpI9hwXIRx99RFpaGu7u7ixatIhhw4blSTKPP/44AKdOnXJ43NZeo0aN+zqPxWKhdu3anD9/nrNnz9oLkNw6f4kSJShRokTGAxqCJSIiIiJFnMPHGXv27MEwDIKCgvKs+ABo2rQpAAcOHHB43NbepEmT+z6X7TGpbV7HneePiooiJSXlAZxfFYiIiIiIFG0OC5DExEQAunfvnqfJdOjQgXLlynHs2DF+/vnnDMdXrlwJQO/eve/rPP/+97+JjY2lZMmS1K9f397u5eVFgwYNuHHjBuvXr8/982sVLBEREREp4hwWIFWrVgXub0L5vShevDhjxowBYMyYMenmYsycOZPIyEh8fHxo2bKlvX3evHnUr1+fd955J12s77//nm3btmU4R2RkJIMGDcI0TUaMGEHx4sXTHbfN3Xjrrbc4f/68vX3VqlWsW7eOOnXq0KdPn3u6PpUfIiIiIlLUOZwD4ufnx+LFi/npp59o3bp1nib03nvvsXXrVvbs2YO3tzedOnXi+PHj7Nu3j0qVKrF48eJ0/S9evEhsbCxnz55N1x4eHs6kSZOoUaMGTZs2pWTJkvz6668cOHCA1NRUfHx8mDp1aobzBwQE8P3337N69Wrq169P165duXjxIjt37sTd3Z1ly5bh6nov26eYqkBEREREpMhz+ATkzTffxM3NjX/84x9O77mRW9zc3Ni+fTvvv/8+JUuWZM2aNRw/fpzhw4dz4MABatWq5VSc7t27ExAQQNmyZdm9ezcrV67k6NGjdOzYkUWLFvHDDz843O/DYrEQHBzMjBkz8PT0JCQkhEOHDjFgwAAiIiJo27Ztbl+yiIiIiEiRYZiZbPCxZs0ahg0bRuPGjVm8eDENGzbM69wKjaSkJH5Y2IkarQbS4qlpFwVIAAAgAElEQVT38zsdEYcSEhK0fKQ81PQZlYedPqMiznE4liggIACAJ554gv3799OkSRMaN25M/fr1M90l3MYwDL788svcz7TAc24jRxERERGRwsxhAfLVV1/ZJ6AbhoFpmhw6dIhDhw5lGcw0TRUgIiIiIiKSKYcFyOOPP57nK2AVBfqdioiIiEhR57AAiY+Pz+M0RERERESkKHC4CpY8CJoDIiIiIiKiAiSP3C4/NARLRERERIq2HO2ol5qayuXLlwGoUKHCPW7IJyIiIiIiRVW2T0Cio6N55ZVXaNCgAW5ublSpUoUqVarg5uZGgwYNePXVVzl8+HBe5FrAaQiWiIiIiEiWBcg777xDkyZN+PTTT4mNjcVqtWKaJqZpYrVaiY2NZf78+TRt2pTx48fnVc4FmIZgiYiIiEjRlukYqldeeYVPP/0U20bpDRo0oG3btlSpUgXTNDl37hzh4eEcPnyYtLQ0PvroI65du8acOXPyLHkRERERESlYHBYgu3fvZv78+RiGwRNPPMHnn3/Ok08+6TDA3r17CQwM5NChQ8ybN48hQ4Zk2rdo0xAsERERERGHQ7AWLlwIgJeXF7t3786yoGjfvj27du2iVq1aAHz22WcPIE0RERERESkMHBYgoaGhGIZBUFAQ5cqVyzZIuXLlePvttzFNk9DQ0FxPstDQFBARERERKeIcFiC//fYbAM2bN3c6UIsWLQA4d+5cLqRV+JgagiUiIiIi4rgAcXNzA+DatWtOB7L1LVGiRC6kJSIiIiIihZHDAsTLywuAdevWOR3ou+++A7DPBZGMDI3BEhEREZEizmEB0rNnT0zTZN68efzwww/ZBtm+fTtz587FMAx69uyZ60kWDhqCJSIiIiLisAAZO3YsZcuWJSUlhaeffpoxY8Zw4MABrFarvY/VauXAgQOMGTOGHj16cOvWLcqWLcvYsWPzLHkRERERESlYHO4D8sgjj7BixQr8/f25desWCxYsYMGCBRQvXhwPDw8Mw+DSpUvcunULANM0KV68OMHBwVSsWDFPL6Bg0RAsERERESnaHD4BAejWrRthYWG0atUK0zQxTZPk5GTOnj3LmTNnSE5Otre3bt2affv24efnl5e5FzAagiUiIiIi4vAJiE2zZs0IDw9n//79bN26laioKBISEgDw8PCgUaNG+Pn50bp16zxJVkRERERECrYsCxCb1q1bq8jIDYaGYImIiIhI0ZbpECzJbRqCJSIiIiKiAiSPqPwQEREREQHXEydOAPD444/bG21t9+rOWCIiIiIiIjauXl5eGIZBamqqvdG2E/q9uDuW/I92QhcRERGRos7VNDMODnLUJvdLv1MREREREdclS5ZkaHTUJiIiIiIicr9c//znP2dodNQm98dqTdMyvCIiIiJS5GkVrDzy+63f8zsFEREREZF853Ajwm+++QaAvn37UrZsWacC/f7776xatQqA559/PpfSExERERGRwsRhATJ8+HAMw6BVq1Y88cQTTgU6d+4cw4cPx2KxqADJlIZgiYiIiEjRlutDsLSClmMqPUREREREcrEASUtLA8DV1eFDFRERERERkdwrQGJjYwHw8PDIrZAiIiIiIlLIuALs2rXL4cH9+/dz8eLFLAMkJydz7Ngx/vGPf2AYBs2aNcv9LAsBrcArIiIiIvLfAsTX1xfjrjtk0zQJCAhwOpBpmhiGwahRo3I3QxERERERKTTsQ7BM07T/OGrL7uexxx5j/vz59O3bN18uREREREREHn6uANu3b7c3mKZJly5dMAyDL7/8Ei8vr0zfbBgGbm5uVK1alerVqz/4bAsygwxPmUREREREihpXAB8fnwwHTNOkTZs2Tu8DIiIiIiIikh2Ha+bGxcVhGAbVqlXL63xERERERKQQc7gMb61atahVqxYzZszI63wKLeOO/xURERERKaocFiDFihXDNE06deqU1/mIiIiIiEgh5rAA8fT0BMDFxSVPkxERERERkcLNYQHSuXNnAA4cOJCnyRR6WgVLRERERIo4hwXIK6+8gouLC//4xz9ISkrK65wKJdUeIiIiIiKZFCAtW7Zk7ty5HD9+HB8fH/bs2ZPXeYmIiIiISCHkcBnegIAAAOrVq8fBgwfp1KkT1atXp0mTJlSoUCHLuSG2DQzFET0GEREREZGizWEB8tVXX9l37TYMA9M0OXHiBCdPnswymGmaKkBERERERCRTDguQxx9/3F6AiIiIiIiI5BaHBUh8fHwepyEiIiIiIkWBw0nokvsMAwzNARERERGRIk4FiIiIiIiI5BmHQ7Ayk5qayuXLlwGoUKECrq45eruIiIiIiBRx2T4BiY6O5pVXXqFBgwa4ublRpUoVqlSpgpubGw0aNODVV1/l8OHDeZFrgWaAdiMUERERkSIvywLknXfeoUmTJnz66afExsZitVoxTRPTNLFarcTGxjJ//nyaNm3K+PHj8ypnEREREREpoDIdQ/XKK6/w6aefYpomAA0aNKBt27ZUqVIF0zQ5d+4c4eHhHD58mLS0ND766COuXbvGnDlz8ix5EREREREpWBwWILt372b+/PkYhsETTzzB559/zpNPPukwwN69ewkMDOTQoUPMmzePIUOGZNq3SNPoKxERERERx0OwFi5cCICXlxe7d+/OsqBo3749u3btolatWgB89tlnDyBNEREREREpDBwWIKGhoRiGQVBQEOXKlcs2yP9v787jY7r+/4G/Jvu+iiWoPaXEGoQUocSSErvWx0eCL1pNJaKKDxHaKi2Cyqe2WkqFNrFVrA1CCCJirRIl1kQsiSYSWZ3fH35zPxmzZE8myev5eEw77j3n3HNnztzMe+5ZLC0tMXPmTAghEBkZWeqVJCIiIiKiqkFlAPL48WMAQLt27QpdUPv27QEASUlJpVCtqkcGLkRIRERERKQyADEyMgIApKenF7ogeVpDQ8NSqBYREREREVVFKgOQRo0aAQB+//33Qhe0b98+AJDGghAREREREb1NZQAyYMAACCEQFBSEo0ePFljI8ePHsWrVKshkMgwYMKDUK1kVyLgIIRERERGR6gDE19cXFhYWyMnJQf/+/eHt7Y3Y2Fi8fv1aSvP69WvExsbC29sb/fr1Q3Z2NiwsLODr61tula90GIQQERERUTWnch2QGjVq4LfffsOgQYOQnZ2N1atXY/Xq1TAwMICNjQ1kMhmeP3+O7OxsAIAQAgYGBggJCYGtrW25ngAREREREVUeKu+AAICbmxvOnj0LJycnCCEghEBWVhYSExORkJCArKwsaXvHjh1x7tw59O7duzzrTkRERERElYzKOyBybdu2RXR0NM6fP4/w8HBcu3YNycnJAAAbGxu0atUKvXv3RseOHculspWaTPoPEREREVG1pTEAkevYsSODDCIiIiIiKjG1XbCIiIiIiIhKW6HugABvBprfuXNHoQtW48aNOb1sIb3pgcXXioiIiIiqtwIDkEOHDuHHH39ERESE0sroJiYmcHV1xZQpU9C/f/8yqyQREREREVUNartgZWRkYNiwYXB3d8f+/fvx8uVLadYr+SM9PR0HDhzAhx9+iCFDhigFKERERERERPmpvAPy+vVrDBgwAJGRkRBCQF9fH25ubujUqRNq1aoFIQSePHmC8+fP48iRI8jOzsbvv/+OAQMGICIigt2yVJDJABlnwSIiIiKiak5lALJ27VqcPHkSMpkMffv2xU8//YS6deuqLODRo0eYOHEiDh06hFOnTmHNmjX49NNPy7TSRERERERUOansgvXzzz8DeDP97v79+9UGHwBQt25d7Nu3D506dYIQQspLRERERET0NpUByF9//QWZTIZp06ZBR6fgmXp1dXXh5+cn5S2pzMxMzJs3Dw4ODjAyMoK9vT3Gjx+PR48eFbqMFy9eIDg4GKNHj8Z7770HU1NTmJubo3Pnzli5ciVycnJU5vPy8oJMJlP7WLNmTYnPj4iIiIioulLZBUs+hsPBwaHQBTVr1kwhb3FlZmaiZ8+eOHv2LOrUqQMPDw/cvXsXmzZtQlhYGM6ePYvGjRsXWM7SpUuxcOFCyGQytG3bFgMHDsTTp09x+vRpREdHIzQ0FIcPH4aJiYnK/H379kXt2rWVtr/77rslOj8iIiIioupMZQDSpEkTXLp0CU+ePCl0QfK0TZo0KVGFvvnmG5w9exZdunTBkSNHYGZmBgAIDAzE9OnTMX78eERERBRYjqmpKb788kt89tlneOedd6Ttt27dQu/evXHq1Cl88803+Pbbb1XmnzVrFlxdXUt0LkREREREpEhl/6qPP/4YQghs2bKl0AVt2bIFMpkMo0aNKnZlcnJyEBQUBAD473//KwUfAODn54fWrVvjxIkTuHDhQoFlzZ49G999951C8AG8uVOzePFiAMD27duLXdei4sRgRERERERqApCpU6eiffv22LFjB77//vsCC1myZAm2b9+Odu3awdfXt9iVOXXqFP755x80adIE7dq1U9o/fPhwAMC+ffuKfQwAaNOmDQAgISGhROUUGaMQIiIiIqrmVHbBevz4MX766SdMnjwZs2fPxvbt2+Hp6YmOHTuiZs2akMlkSEpKwvnz57F161ZcunQJHTt2xLp16/D48WO1B3v7bsTbLl++DABo3769yv3y7VeuXCnUyalz584dAFA5xkNu165d2LlzJ/Ly8tCoUSMMHDgQzZs3L9FxiYiIiIiqO5UBSMOGDRUGk1+5cgXTp0/XWFBMTIzawAF4Mzg9NzdXYxn3798HANSrV0/lfvn2e/fuaSynICtXrgQAeHh4qE2zatUqhX/PnDkTn376KVauXAk9PZUvm0a890FEREREpKYLFgAIIUr9UZCXL18CgNqZqUxNTQEAaWlpxTlXAMCaNWsQHh4OKysrzJo1S2l/u3btsGbNGsTFxSEjIwN37tzBf//7X1hZWeHHH3/EjBkzCjxGVlYWUlNTFR5vMAwhIiIioupN5U/5mzZtKu96AIAUpKibyreg/QWJjIyEj48PZDIZNm7cCHt7e6U0Pj4+Cv9u1KgRpkyZgu7du6NDhw4ICgqCn58f6tevr/Y4ixYtwoIFCxS2/bqkFjIy0pGcnFysuhOVtZSUlIquApFGbKOk7dhGSdvZ2NhUdBUAqAlAPD09y7seAABzc3MAQHp6usr9GRkZAKAwO1ZhXbt2DR4eHsjOzsYPP/yAIUOGFCl/q1atMGjQIISGhuLo0aPw8vJSm3b27NnSwowAkJqaiqhfnWBiYqo1bzyRKmyfpO3YRknbsY0SFazogxnKkHyQ+sOHD1Xul29v0KBBkcqNj4+Hm5sbUlJSMH/+fHz++efFqp98scXExESN6QwNDWFoaKi0vaSLNBIRERERVXZqx4BUBPn0uLGxsSr3y7e3bt260GUmJiaiT58+SExMhI+PDwICAopdP/mtVflYFCIiIiIiKppC3QFJSkpCREQErl27Jo1hsLGxQatWreDq6opatWqVSmVcXFxgaWmJ27dv4+LFi0prgYSGhgIABg4cWKjyUlJS0LdvX9y+fRvjxo3D8uXLi123rKws7N+/H4D6aYKJiIiIiEgzjQFIYmIi/Pz8sGvXLrVT6Orq6mL48OFYtmwZ6tSpU6LKGBgYwNvbGwsXLoS3tzeOHDki3W0IDAzElStX0KNHD3To0EHKExQUhKCgIAwZMgSLFi2StmdkZMDd3R1Xr17FyJEjsX79+gK7QN24cQPnz5/HyJEjFbpQPX36FJMmTcKDBw/Qpk0buLi4FPncZPn+S0RERERUXakNQC5fvozevXsjOTlZ4xS6ubm5+PXXXxEeHo6jR4/C0dGxRBWaO3cuwsPDERUVhWbNmqFbt264d+8ezp07Bzs7O2zcuFEh/bNnz3Dz5k2lcRlz5szBmTNnoKurCz09PUyYMEHl8TZv3iw9f/z4McaOHQsfHx84OTnBzs4OCQkJuHDhAtLS0lCvXj389ttvHMtBRERERFRMKgOQ9PR0uLu74/nz5wCA3r17Y+LEiejcubO0evjjx48RHR2Nn376CUeOHMGzZ8/g7u6OGzduqF3HozCMjIxw/PhxLFq0CMHBwdizZw9sbGzg5eWFr7/+Wu0ihW+Tj9fIy8tDcHCw2nT5AxAHBwf4+vri7NmzuHr1Kp4/fw5DQ0M4ODhg4MCB8PHxgbW1dbHPjYiIiIioupMJFbc3vvvuO8yePRs6OjpYu3at2rsHchs3bsTEiRMBAIsXLy7UYn3VSWpqKv7Y8C5auHyF9zpNrOjqEKmUnJzM6SNJq7GNkrZjGyUqHJWzYO3duxcymQxeXl4FBh8AMH78eIwbNw5CCOzevbvUK1l1sOsWEREREVVvKgOQuLg4AMBHH31U6II+/vhjhbxERERERERvUxmAvHz5EkDRVvOUj41Qt4o5ERERERGRygDEzs4OAPDXX38VuqAbN24AAGrUqFEK1aqadHS0auF5IiIiIqJypzIAcXZ2hhACgYGBatf/yC83NxeBgYGQyWRwdnYu9UpWFTJd/YquAhERERFRhVIZgIwdOxYAcOnSJbi7uyMhIUFtAQkJCRg4cCBiY2MBAF5eXqVfyyqCd0CIiIiIqLpT+Y144MCBGDx4MPbs2YPw8HA0btwYbm5u6Ny5M2rWrAmZTIakpCScO3cOf/zxB7KzswEAQ4YMgbu7e7meQGUik/EOCBERERFVb2p/kt++fTvGjh2LkJAQZGdnY//+/di/f79SOvkyIiNGjMCWLVvKrqZVgIx3QIiIiIiomlPZBQsADA0N8euvv2Lfvn3o378/jI2NIYRQeBgbG6N///4ICwvDr7/+CkNDw/Kse6XDLlhEREREVN0V+I3Y3d0d7u7uyMvLw507d5CcnAzgzRS9jRs3hq6ubplXsqrQN+LqqERERERUvakMQO7fvw8AMDMzk9YC0dXVRbNmzcqvZlWQgTEDECIiIiKq3lR2wWrYsCEaNWqEHTt2lHd9qjSZTG2PNyIiIiKiakHlN2JjY2MAQMeOHcu1MlWdTMbuakRERERUvakMQOrWrQsAyMvLK9fKVHkyWUXXgIiIiIioQqkMQNzc3AAAp06dKtfKVHW8A0JERERE1Z3KAMTHxwfGxsZYunQpHj16VN51qrIYgBARERFRdacyAGnWrBmCg4ORkZEBZ2dnBAcHS6udU/FxEDoRERERVXcqp+Ht1asXAMDOzg7x8fH497//jQkTJqBZs2awtrbWuPaHTCbD0aNHy6a2lR0DECIiIiKq5lQGIBEREZDlGzAthEBWVhauXbumtiCZTAYhhEI+UsQ7IERERERU3akMQLp3785AogxwDAgRERERVXdq74BQGeAdECIiIiKq5viNuJzkvWb3NCIiIiIiBiDlRIiKrgERERERUcVT6IK1f/9+HDp0CPfu3UNeXh7s7e3h6uqKkSNHQl9fv6LqWCW8fl3RNSAiIiIiqnh6AJCUlITBgwcjOjpaKcHGjRsxb9487NmzB46OjuVewari9WveAiEiIiIi0snLy8OgQYNw7tw5CCFUPuLj49G3b188e/asoutbaTH+ICIiIiICdH777TecP38eMpkMTZs2xYYNG3D16lXcuHEDISEhcHZ2BvDmLsmyZcsquLqVF7tgERERERH9/wAEABo2bIjo6GiMGzcOLVu2hIODA4YNG4bIyEj06NEDQgiEhIRUcHUrLw5CJyIiIiICdC5evAiZTIbp06fDyspKKYGuri4WLFgAAIiPj0daWlp517FK4BgQIiIiIiJA5+nTpwAAJycntYny7+M4kOJh/EFEREREBOi8evUKAGBmZqY2kYmJifQ8MzOzzCtVFXEMCBERERFRMRYiFBzMUCy8A0JERERExJXQyw3HgBARERER5VsJ/ccff0TNmjULzFCYdPPmzSt5zaoYxh9ERERERIBMJpMJmUxWqoXm5eWVanmVXWpqKjYvagKv2bdhYWFR0dUhUik5ORk2NjYVXQ0itdhGSduxjRIVjh5QuuM6SjuYqSo4CJ2IiIiICNA7fvx4RdehWuDgfSIiIiIiQK9Hjx4VXYdqgWNAiIiIiIg4C1a5YRcsIiIiIqJ8s2BR2RFC4PXrN4PRibRVamoq9PR4SSDtxTZK2o5tlCoDc3PzCh+zLRMcnFDmHj58iPr161d0NYiIiIiomnvy5Ans7OwqtA4MQMrB69evkZCQoBURJ5EqqampqF+/Ph48eMCpokkrsY2StmMbJW0nb6MvXryApaVlhdaF9wnLgY6ODurVq1fR1SAqkIWFBf9wklZjGyVtxzZK2k4bfgznIHQiIiIiIio3DECIiIiIiKjc6M6fP39+RVeCiCqerq4uXF1dOYMLaS22UdJ2bKOk7bSljXIQOhERERERlRt2wSIiIiIionLDAISIiIiIiMoNAxAiIiIiIio3DECIKoGMjAzs2bMHEyZMQOvWrWFhYQFTU1O0adMGX331FV6+fKmUZ/78+ZDJZGofs2bNUnu806dPY8CAAbCxsYGZmRk6deqELVu2aKzjw4cPMW7cONjb28PIyAgODg4ICAhAZmZmic+fKgdXV1eNbe7QoUMq8/3888/o1KkTzMzMYGNjgwEDBiAqKkrjsdhGqTgiIiI0tlH546uvvpLy8FpKZeHChQtYvHgxhg4dinr16kntqSDafL3MzMzEvHnz4ODgACMjI9jb22P8+PF49OiRUlpO00BUCQQHB2PixIkAgBYtWqBfv35ITU1FVFQUAgICsH37dpw4cQI1a9ZUyuvi4oKmTZsqbe/QoYPKY+3cuROjRo3C69ev0b17d9SoUQNHjx6Fp6cnrly5gqVLlyrl+fvvv9GlSxc8e/YMrVq1Qrdu3RATE4OvvvoK4eHhOHbsGAwNDUv4KlBlMWzYMJiZmSltr1u3rtI2X19frFy5EsbGxnBzc0NmZib++OMPHDlyBKGhoRg8eLBSHrZRKq7atWvD09NT5b68vDz88ssvAIBu3bop7ee1lErT119/jb179xYpjzZfLzMzM9GzZ0+cPXsWderUgYeHB+7evYtNmzYhLCwMZ8+eRePGjf+XQRCR1tu8ebOYNGmSuH79usL2hIQE0a5dOwFAfPzxxwr7AgICBACxadOmQh/n+fPnwsLCQgAQO3fulLY/fvxYNG3aVAAQx48fV8r3/vvvCwBi6tSp0racnBwxZMgQAUAEBAQUug5UefXo0UMAEPHx8YVK/8cffwgAwtbWVsTFxUnbo6KihIGBgbCyshIpKSkKedhGqawcOHBAABD169cXeXl50nZeS6ksLF68WPj7+4vff/9dJCYmCkNDQ6Hpa7m2Xy/nzJkjAIguXbqItLQ0afuyZcsEANGjRw+F9AxAiCq5qKgoAUAYGhqKrKwsaXtx/mh+9913AoDw8PBQ2rdr1y4BQHz44YcK28+dOycAiJo1a4rMzEyFfY8fPxb6+vrC2tpaZGdnF+3EqNIpagDSv39/AUAsX75cad/UqVMFALF06VKF7WyjVFZGjx4tAIhZs2YpbOe1lMpDQQGINl8vs7OzhaWlpQAgYmNjlY7VunVrAUDExMRI2zgGhKiSa9OmDQAgKysLz58/L1FZ+/fvBwAMHz5caZ+7uzuMjIwQHh6u0AdUnmfgwIFKt2Rr1aqFbt26ISUlBadPny5R3ahqefXqFY4dOwZAdXuTb9u3b5/CdrZRKgvp6elSd5gxY8aUuDy2UypN2n69PHXqFP755x80adIE7dq1K1T9GIAQVXJ37twBAOjr68PGxkZp/7Fjx+Dr64tPPvkE33zzDS5cuKC2rCtXrgAA2rdvr7TPwMAArVq1QmZmJuLi4qTtly9fVpsn/3Z52VT1bdiwAVOmTIG3tzd++OEH3L9/XynNzZs3kZWVBTs7O9SrV09pv7p2wzZKZWHXrl1IT09Hu3bt0LJlS5VpeC2liqLt18vi5OEgdKJKbuXKlQCAfv36qRycuHXrVoV/+/v7Y9iwYdi8ebPCQOHU1FS8ePECAFRe4OTbY2JicO/ePbRu3RoApC+XmvIAwL1794pyWlSJffPNNwr//uKLL+Dv7w9/f39pW0HtxtTUFFZWVkhJSUFaWhrMzc3ZRqnMyAef//vf/1abhtdSqijafr0sTh7eASGqxA4cOIANGzZAX18fX3/9tcK+pk2bYunSpfjzzz/x8uVLPHjwANu2bUPdunWxc+dOpT+0+afyNTExUXk8U1NTAEBaWppSvqLkoaqpe/fu2Lp1K27fvo2MjAzcvHkTCxcuhJ6eHubNmycFy0DB7QZQbjtso1QWHj9+jKNHj0JXVxcff/yx0n5eS6miafv1sjh5eAeEqJK6ceMGxowZAyEElixZIo0FkXu7H7OpqSlGjx6Nnj17wtHREXv27MHZs2fh7OwMABBCFHhMeZr8c5Wr2lZQHqqa8q+dAAAODg74z3/+AycnJ/Tt2xfz58/HpEmTYGxsXKh28XYatlEqC8HBwcjLy0O/fv1Qu3Ztpf28llJF0/brZXHy8A4IUSX06NEj9OvXDykpKfDz84OPj0+h89apUwfjxo0DAIWF4czNzaXnGRkZKvPKt+fvbiDPl56eXug8VL24ubnByckJL168wLlz5wAU3G4A5bbDNkploTDdr1ThtZTKi7ZfL4uThwEIUSWTnJwMNzc33Lt3D+PGjVO5iFBBmjVrBgBITEyUtllYWMDS0hLAmxVQVZFvb9CggbTtnXfeKXIeqn7ebnMFtZv09HS8ePEC1tbW0h83tlEqbX/99RcuXrwIMzMzlYu4FYTXUioP2n69LE4eBiBElcjLly/Rv39/XL9+HUOHDsX69euLdTs+JSUFwP/6ZcrJu3HFxsYq5cnJycG1a9dgaGgIBweHQuXJv10+wI2qp7fb3LvvvgtDQ0M8ffpU5R8tde2GbZRKk3xg+dChQzX2r1eH11IqD9p+vSxOHgYgRJVEVlYWPDw8EB0djb59+2L79u3Q1dUtcrclG5gAAB5SSURBVDlCCOzevRuA8pR57u7uAIDQ0FClfGFhYcjMzESfPn1gZGSklGffvn3IyspSyJOUlITIyEhYW1vDxcWlyHWlquHp06eIjIwE8L82Z2xsjF69egFQ3d7k2wYOHKiwnW2USosQAsHBwQCK3v1Knp/XUioP2n69dHFxgaWlJW7fvo2LFy8Wrn5KyxUSkdbJzc0VQ4YMEQBEt27dRHp6usb0T548EUFBQSI1NVVhe1pampg8ebIAIGrXrq1UzvPnz4WFhYUAIHbu3CltT0pKEk2bNhUAxPHjx5WO5+LiIgAIHx8faVtOTo4YOnSoACACAgKKftJUqZw+fVrs3r1b5ObmKmyPj4+X2segQYMU9v3xxx8CgLC1tRVxcXHS9qioKGFoaCisrKxEcnKyQh62USotJ06cEACEvb29yMvLU5mG11IqLwWthK7t18s5c+YIAKJr167i5cuX0vZly5YJAKJHjx4K6RmAEFUCK1asEAAEADFkyBDh6emp8vH06VMhxJsvfQCEmZmZ6Nmzpxg9erTo06ePsLW1FQCElZWVOHXqlMpjhYaGCh0dHSGTyYSrq6sYPny4sLKyEgCEn5+fyjxxcXFS2Y6OjmLUqFGicePG0sUoMzOzzF4b0g6bNm2SvowNGDBAjB49Wri4uAgjIyMBQLRs2VIkJSUp5fPx8REAhImJifDw8BD9+/cXenp6QldXV+zevVvlsdhGqTRMnDhRABAzZsxQm4bXUiorYWFhonPnztJDJpMJAArbwsLCFPJo8/Xy1atXonPnzgKAqFOnjhg5cqT0bzs7O3H79m2F9AxAiCqBgIAAKQDR9IiPjxdCCJGamipmzpwpevToIerWrSsMDQ2FiYmJaNmypZg+fbp4+PChxuOdOnVK9OvXT1hZWQkTExPh5OQkNm/erDHP/fv3hZeXl6hdu7YwMDAQTZs2Ff7+/uLVq1el9TKQFrt+/br49NNPRfv27YWdnZ3Q09MTlpaWwtnZWSxbtkxkZGSozbtp0ybRoUMHYWJiIqysrES/fv3E6dOnNR6PbZRKIjMzU1hbWwsA4vLly2rT8VpKZUX+o42mx6ZNm1Tm09brZUZGhvD39xdNmjQRBgYGonbt2sLLy0s8ePBAKa1MiEJMFExERERERFQKOAidiIiIiIjKDQMQIiIiIiIqNwxAiIiIiIio3DAAISIiIiKicsMAhIiIiIiIyg0DECIiIiIiKjcMQIiIiIiIqNwwACEiIiIionLDAISIiIiIiMoNAxAiqlAymQwymQzz58+v6Kpota1bt6J79+6wtraGjo4OZDIZ2rZtW9HVKnNWVlaQyWTw9fUts2P4+vpCJpPBysqqzI5B1QfbE1HBGIAQVZCIiAjpy7dMJsNHH31UYB4vLy8pPVUfX375JcaOHYvIyEi8ePECQohC583fxor7uHv3btmdHJWZ+Ph4zJkzB127doWtrS0MDAxga2uLFi1a4IMPPsDcuXMRHh6OjIyMiq4qEVUzehVdASJ647fffsOcOXPg6OhY0VUhLfLgwQMEBgYCAJydnTF37lzUr18fOjo6MDY2ruDakbYKDAzEf/7zH2RlZSlsT05ORnJyMm7cuIFjx45h4cKFmDx5MtasWVNBNSWi6ogBCJGWEEIgICAAu3btquiqkBY5fvw48vLyAAA//fQTWrZsWaT8V69eVbuvb9++SEhIgL29PQ4fPqw2Xd26dYt0zNL04sWLMj/GihUrsGLFijI/TnlZs2YNpk+fDgAwNTXFxIkT0atXL9StWxe5ublISEhAdHQ0wsLCNLYPKp6q1p6IygIDECItUKNGDTx79gy7d+9GbGws2rdvX9FVIi3x6NEj6bmDg0OR87dq1UrtPn19fen/mtJR5ZGRkYGZM2cCeHNdiYqKQrNmzZTSDR48GN9++y0uXbrELnZEVO44BoRIC/j4+MDQ0BAAEBAQUMG1IW2SvwuNPGAgUiciIgKpqakA3gyGVhV85Ne2bVsMHjy4PKpGRCRhAEKkBerVq4dJkyYBAMLCwnDu3LlildOwYUPIZDJ4eXlpTCcfzN6wYUOlfXfv3pUGH2/evBkAsGvXLri5uaFmzZowNTVFmzZtsGrVKuTk5Ej5hBAIDg6Gq6sratasCRMTE7Rv3x5r1qwp0qDp8PBwDBo0CHXq1IGRkREaN24Mb29vhTsBmty8eRNTp05Fy5YtYWlpCWNjYzRu3Bjjxo1DbGys2nz5JwWIiIjA69evsXHjRvTs2RO1atWCjo5Oga+rOnfv3sW0adPQsmVLmJubw8TEBM2aNcPkyZPVdoGRv5cLFiyQtlX04PC3Z/d59uwZ/P390bp1a1haWkImk2HPnj1S+tTUVPzyyy/w8vKCo6MjLCwsoK+vj5o1a+KDDz7AqlWr8OrVK43H1DQL1p49e6TX4tKlSxBCYMuWLejevTtsbW1hYmKC9957D/7+/khLSyv0eRVUhytXrsDT0xPvvPMODA0NUadOHYwaNQqXLl0q8DXMysrC999/j/bt28PMzAzW1tZwdnbG6tWrkZeXh0uXLknnlP+1LKz79+9Lz5s2bVrk/KokJCRg7ty56Ny5M2rUqAFDQ0M0aNAA3bt3x6JFi3Dnzh21ebOysvDjjz+iT58+qF27NgwMDGBnZ4devXph9erVyM7OVpu3bdu2kMlkUoAUHx8Pb29vNG7cGEZGRrCzs8OHH36IiIgIjfV/9uwZ1q1bh48++gjNmzeHqakpDA0NYW9vD3d3d2zZsgW5ublq86t6T4KDg6Vz0tXVVQjiCjsLVlxcHD777DM0b94cZmZmMDMzQ/PmzfHZZ58hLi5OY14hBLZv3w53d3fY29vDwMAAFhYWaNKkCVxdXbFgwYJCtUeiCiOIqEIcP35cABAAxKZNm0RCQoIwNjYWAISbm5vKPJ6enlIeVRo0aCAACE9PT43HlpfToEEDpX3x8fEK9fr000+lf7/9GDp0qMjNzRWZmZli+PDhatNNnDhRbV3kaQICAsT8+fPVlmFpaSlOnjyp8by++uoroaenp7YMmUwm5s2bpzJv/vfj4MGDonfv3kr5C3pdVfn555+FoaGh2jrp6uqKb7/9Vimf/L3U9IiPjy9yfVQdQ1U7UMXHx0d6Ly5fvizs7e2V6rR7924pfZs2bQo8hxYtWmg8D0tLSwFA+Pj4KO3bvXu3VM65c+eEh4eH2uO0atVKJCcnF3heBdVhy5Ytat9PAwMDERYWpvZcnj59Klq3bq22jq6uruL06dMqX8vC2rBhg8JnqqRWr14tjIyMNL6Hbdq0UZn36tWronHjxhrzOjo6inv37qnML28/Hh4e4siRI9L7oOpzvXbtWrXnoC5f/oeLi4t4/vy5yvwXL16U0oWEhIjBgwcr5ffw8JDSF9SehBBi1apVGq9V+vr6IigoSGXezMxM0a9fvwLP6YMPPlB7fKKKxgCEqIK8HYAIIYSfn5+0LTIyUilPeQcgnTt3FgDEgAEDxK5du8SFCxfEnj17pO0AxPr168Xnn38uAIjRo0eLsLAwceHCBbFjxw7RvHlzhS/1qsj3Ozk5CQDi3XffFRs2bBDnz58X4eHhYvLkyUJHR0cAEBYWFmq/rPj7+0tltW7dWqxevVqEh4eLmJgYsW3bNtGlSxdp/8qVK5Xy538/5F8SBw0aJJ33gQMHxI4dOzS+rm8LCwsTMplMABBmZmYiICBAREZGijNnzohly5aJGjVqSMf88ccfFfLevHlTXL16VSEAvHr1qsIjOzu7SPV5W3EDEBMTE9GkSRNhZGQkvvjiC3Hs2DFx/vx5sWXLFnHx4kUpfatWrUT79u1FQECA2Lt3r4iOjhZRUVFi+/btYvDgwdJr0759e5Gbm6vymIUNQLp27SoAiI8++kj8/vvvIjY2Vuzbt0/06tVLSvPJJ59oPK+CApBOnToJPT090bx5c7F27Vpx7tw5cerUKTFr1izpy6SdnZ1ITU1VKiMvL0+4uLgofDkMDQ0VFy5cEPv27RPDhg1T+MwVNwDJ/2XZwsJCnDlzpshlyP3www9SWWZmZmL69Oni0KFDIjY2VkRERIgVK1aInj17irZt2yrlvX37trCyspLai5+fn9i5c6eIiYkR4eHhws/PTwrkWrVqJdLT05XKkAcgrVq1EhYWFqJu3boiMDBQREVFiXPnzolFixYJMzMzAUAYGRmpDWTNzc1Ft27dxKJFi8SBAwdETEyMOHnypPj555+Fq6urdI6DBg0q8DWVXxv69OkjQkJCRExMjDh8+LDYsmWLlL6g9rRt2zapPCsrK/Htt9+KqKgoERUVJRYtWiS9bgBEcHCwUv6vv/5a2t+7d2+xdetWcerUKREbGysOHz4svvvuO+Hq6ir69Omj8vhE2oABCFEFURWAPHnyRJiamgoAomfPnkp5yjsAASB8fX2V0qSnp0vHqlGjhpDJZGLFihVK6RITE4W5ubnGP+75j9W+fXuRlpamlGbLli1SmhEjRijtj46OloKUgIAA8fr1a6U0eXl5YsyYMdKXqbd/Dc//fgAQ/v7+KutbWNnZ2aJu3brS8fJ/MZe7e/euqFOnjvQl7enTp0ppAgICNL7nJVHcAAR482t/VFSUxvRxcXEa9+/atUsqLzQ0VGWawgYgAFT+YpyTkyOcnZ2l11hV+ypsAAJAdO/eXeWX5aCgICnNxo0blfZv3rxZ2u/l5aXyOHPnzlU4n+IEIEII8f777yuU4+LiIr766itx+PBhtXeB3nbr1i1hYGAgAIh33nlH3Lp1S23a+/fvq63Du+++Kx49eqQyX2RkpHSM77//Xml//jtoLVq0UPn5CAsLk9Kou7tZUDsMDAyUyoiJiVHanz8AASC8vb01lqepPaWlpQlra2sBQNja2oqbN28qpfnrr7+kNDY2NuLly5cK+x0dHaUgSNW1Tk7dHR0ibcAAhKiCqApAhBBi5syZ0vZjx44p5CnvAKR+/fpqf2WfN2+elM7Z2VntscaOHSsACGtra5X78/9hV/XHX65///4CgNDT0xOJiYkK++S/Hjs5OWn8g5ySkiL96rpu3TqFffnfDwcHB7W/yBfWr7/+KpW3ePFitel++eUXKZ2qL2HaGoD4+fmVSh3kv0CPGTNG5f7CBiC9evVSe4wdO3ZI6U6cOKG0v7ABiK6urtpf2bOysoSFhYUAIMaNG6e0Xx4E2djYqLxDIsSbYKlZs2YlDkAePHggWrVqpfDZyv9o0aKFmDZtmrh69araMvLfeTt+/HiRjh8ZGSnlVXUnN79JkyYJAOK9995T2pc/ANHU/VJ+p1XVjzaF1ahRIwFAzJ07V2lf/gDE3t5eZGZmaixLU3tau3atVNaaNWvUlpE/oH37WmVnZycAiAULFhTy7Ii0DwehE2mZGTNmwNzcHADg7+9foXUZOnSo2pmX2rRpIz0fNWqU2jLk6VJSUjSu6eDo6IgOHTqo3T9+/HgAQG5ursKg05ycHBw8eBAAMGzYMI2rxFtZWUkLPZ45c0ZtulGjRkFXV1ft/sIIDw8H8GbguLzuqowYMQKWlpYKeSqDf/3rX0XO8+TJE8TFxeHatWvSo3bt2gCAy5cvl1l98rcrTQOmC9K1a1eVEzcAgIGBgdS23j5GWloaoqOjAQAeHh7S5/ttenp6GD16dLHrJ1evXj3ExMTghx9+UDm98l9//YXly5ejdevW+OSTT5QWKwSA/fv3AwDatWsHV1fXIh1/7969AIBatWrh/fff15i2e/fuAIDr16/jn3/+UZmmfv366Natm9oy5O9vYd5bIQQSExNx8+ZNhXZYr149AAW3w2HDhkkzFhaH/DNuaGiosc2OHTsWBgYGCnnk6tSpA+DN5CDyGc+IKhsGIERaxtbWVppt5/Tp0xoXiCtrmtadyD/DS2HTaZqJqGPHjhrr0qlTJ+l5/pmjrl+/joyMDADA7NmzlWaKevsRExMDAHj8+LHaY7Vu3VpjXQrj2rVrAIBGjRrBzs5ObToDAwO0a9dOIY+2k8lk0pftghw9ehRDhgyBlZUVatWqhXfffReOjo7SY8eOHQDezFRUEs2bN1e7z8bGRnquqQ2W5Bj5j/P2Ma5fv47Xr18DgMYgGwCcnJyKXb/8DA0N8fnnn+Pq1au4d+8etm3bhmnTpqFr165ScC2EwNq1a5V+QHj+/Lk0m5amL/7qyD9jSUlJBX4ex4wZI+VLSkpSWV5xX/f8QkND0bdvX5ibm8Pe3h7NmzdXaIeRkZEACm6HJb02yD/jLVu2hJmZmdp05ubmeO+99xTyyHl6egJ4Eyw1atQIkydPRkhICBITE0tUN6LyxACESAv5+flJX9znzZtXYfUwMTFRu09HR6fI6eQreqtSs2ZNjXWpVauW9Dw5OVl6/uTJE4351JEHLapYW1sXq8z85HUs6LwASHcB8p+XNjM1NS3UmiTTpk1D7969sWfPHrW/bssVNB1vQUqjDZbkGPmP8/YxUlJSpOeagtHC7C+Od955B6NHj0ZgYCBOnz6NR48ewcfHR9q/d+9ehIWFSf/O/yVc/mt7UZT2Z7K4rzvw5o7pyJEjMWLECBw5cgTp6ekayyqoHZb02lAa1wVfX19MnToVOjo6SE5Oxrp16zBy5EgpsJo9ezYePHhQonoSlTWuhE6khaysrODn54d58+YhOjoaYWFh+PDDDyu6WmVKU9cpTfJ/6ViyZAn69etXqHympqZq95W0+1V+hTkvUYR1UrRBYV6fnTt3YsWKFQCAFi1awM/PD127dkW9evVgamoqlTF16lSsWrWq0r0GxVXcdl6aatWqhRUrViArKwtr1qwBAISEhKi8xhSnvvLPZOvWrbFt27ZC5yutdUvyW7lyJUJCQgAAnTt3xtSpU9GxY0fUqVMHJiYmUvAyaNAg7Nu3r8B2WFrXhpJcF3R0dLBy5Up4e3sjODgYx44dQ3R0NDIzM3Hz5k0sXrwYK1aswE8//VSsrpJE5YEBCJGW8vX1xcqVK/H8+XPMmzcP7u7uBeaR/zGVd/dQp6BfASuCuu4Xqvbn71Jja2srPc/JyVHZ570iyOtY0HnlT5P/vCq79evXAwDs7e1x9uxZWFhYqExXWe76lET+X80Lujvw9OnTsq6OZOLEiVIA8vfff0vba9SoIT1PSEgocrnyz2RSUlKFfx7l7bBt27Y4deoU9PRUf+0pr3ZoY2ODpKSkUrkuNGvWDAEBAQgICEB2djbOnDmDHTt2YMOGDcjMzISXlxc6d+5cJoEdUUmxCxaRljI3N8eMGTMAABcvXizUqsjywa35u3yoUtAquxXh/Pnzhd6f/0tNy5YtpcGaR44cKZvKFYO8jvHx8Rq/VObk5ODixYsKeaqCP//8EwDQr18/tcEH8L/xAlXZe++9J/04cOHCBY1py/P1sLe3l57n76Zma2uLd955BwBw8uTJIpcrH9OUlJRU4skFSiI3N1e61g0dOlRt8JGTk4MrV66US53kn/E///xT4w9BL1++xPXr1xXyaGJgYIAePXpg9erVWLt2LYA357979+5SqDVR6WMAQqTFvL29pb7CAQEBBXYPaNSoEQAgNjZWbdo///yz3P7YFsXVq1elL+KqbNy4EcCbLhD5Z+UxMTHBBx98AACIiIjAuXPnyrSehdW7d28Ab7pRbNq0SW260NBQaXyEPE9VkJubC0Dz3baIiAjcvHmzvKpUYczNzaXB5Xv37lU7WDo3NxfBwcElOlZRurLlD3bk1w65gQMHAgAuXbqkMOtcYQwaNEh6vnjx4iLlLU15eXnS66GpHW7btq1EkxMUhfwznpWVpbF72tatW5Gdna2Qp7Dk10Og5JM7EJUVBiBEWszU1BQzZ84E8OYL+oEDBzSm79GjB4A33Sa2b9+utD8tLQ0TJkwo/YqWkkmTJqn8ohAcHCyd++DBg5UGxs6ZM0fqUz1q1CjcunVL7THy8vIQHByMhw8flmLNlQ0ZMkT6hXnhwoUKM3fJPXjwAF988QWAN4HUuHHjyrRO5alZs2YAgD/++ENlN56HDx9qdVssbZMnTwbwpqtP/gHg+S1YsEBj2y2MX3/9FWPHjpV+PVfn8ePHUtsD3kwPnJ+vr690Z9HT0xO3b99WW9bbnyU3Nzdp1rodO3ZgyZIlGusSFxeHnTt3akxTHIaGhqhfvz6AN4H+y5cvldJcu3YN06dPL/VjqzN69GipS96cOXNUvq63bt2SpmC3sbFRmJr51atXCAkJ0djNNv+d4LcDSyJtwTEgRFru008/xdKlS5GYmFjgr1ljxozB/PnzkZqaigkTJuDvv/9G3759IZPJcOHCBQQGBuLhw4do166dxrsNFcHJyQkxMTFwcnLCzJkz4ejoiH/++QehoaFSlwJzc3MsXbpUKa+LiwvmzZuHBQsW4N69e2jXrh3+7//+D25ubqhTpw4yMzNx7949nDlzBqGhoUhISMDVq1eluf/Lgr6+PtatW4eBAwciNTUVLi4umDFjBj744APo6uoiKioKixcvlsYELF26VKHvfWU3duxYREZGIjk5GV27dsWsWbPQtm1b5OXl4cSJE1i+fDlevHiBTp06SWtkVGVeXl5Yv349zp49i02bNuH+/fuYMmUKGjZsiMTERGzevBmhoaEKr0dxBoDn5uZi69at2Lp1Kzp27Ij+/fujQ4cOqF27NvT19ZGYmIiTJ09i/fr10rgHV1dXDB06VKGcpk2bYtmyZfj8889x//59tG3bFp988gnc3NxgZ2eH1NRUXLlyBXv27MHz58+VrifBwcHo1KkTkpOT8eWXX2Lfvn3w9PSUukw+e/YMly9fxv79+3Hy5EmMHz8ew4YNK+arq97YsWOxcOFC3L59G126dMGMGTPQokULpKen48iRI/jhhx+go6MDR0dHlT8SlDYzMzMEBQXhX//6F549e4ZOnTrhyy+/lH48OnHiBL777jupG21QUJDChBlZWVkYOXIk6tati6FDh6JLly5o1KgRDAwM8PjxYxw8eFC6XtrY2GDEiBFlfk5ExVJBCyASVXvqVkJXZdWqVUqrGavz22+/CV1dXZUrIBsbG4uQkJBCr4SuqV75669ppeRNmzZJ6VStIi3fFxAQoLDq99sPCwsLERERoeFVEmL58uXSSueaHgYGBuLWrVvFOp+i2rx5s8Y66erqim+//VZtfm1cCV3diuH55eXlSSvUq3sPNmzYUOhVyAtaCf3ixYtq65KSkiKlW758eZHPS1Md8vPw8BAARJs2bVTuT0pK0rhCuYuLizh58qT070OHDmk8nioHDx4URkZGBX4G5A8PDw/xzz//qC1v1apVwsDAQGMZ6s735s2bwtHRsVD1mDZtmlJ++UroHh4eGs9Z0/uXkZEhunbtqva45ubm4sCBAxrfu/wroRdmdfrCfE5WrVol9PT01NZLX19fBAUFKeXL35Y1PWxtbTWuHk9U0dgFi6gSmDhxotSVoCAjRoxAVFQUhgwZAjs7OxgYGKB+/frw9PTE+fPnMXz48DKubfHNnz8fhw4dgru7O2rVqgUDAwM0bNgQU6ZMwZ9//in9SqiOr68vbt++DX9/fzg7O6NGjRrQ09ODqakpHBwcMGzYMKxZswaPHj0qt5lhPD09cePGDfj4+KBFixYwNTWFsbExmjRpgokTJ+LixYuYPXt2udSlPOno6CAkJATr1q2Ds7MzzMzMYGRkhEaNGmHChAmIjo7WuEJ8VVSzZk2cP38eixcvRps2bWBqagpLS0s4OTkhMDAQx48fV5hW2tLSssjH6NevH54+fYpdu3Zh6tSpeP/991G7dm0YGBhAX18ftra26NixI7y9vXH69Gns2bNH4yQB3t7eiIuLw4wZM9CmTRtYWlrC0NAQDRs2RI8ePbBkyRLs27dPZV4HBwdcunQJ27dvx/Dhw9GgQQMYGxvDwMAAtWrVQrdu3TBr1iycOXMGgYGBRT7XwjA2Nsbx48fx/fffo23btjA2NpauB1OnTsWlS5fQv3//Mjm2Jt7e3rh27RqmTJkCBwcHmJiYwMTEBA4ODpgyZQquXbuGzz77TCmflZUVrl27huXLl+PDDz9E8+bNYW1tDT09PdjY2MDFxQULFy5EXFxcsRaRJCovMiGqyeTrREREWi4oKAiff/45gDdT8lalbnlERHK8A0JERKQl5JNHNG3alMEHEVVZDECIiIjKwYMHD6SpVVVZunQpoqKiALzpukdEVFWxCxYREVE5WLFiBZYsWYKPP/4Y3bp1Q/369aXF8oKDg3Hw4EEAQMOGDXHlyhVpYVEioqqGAQgREVE5WLFiBaZNm6YxTcOGDXHw4EE0b968nGpFRFT+uA4IERFROfjoo4+gp6eHw4cP4+bNm3j69CnS09NhZWUFR0dHDBo0CJMmTYKxsXFFV5WIqEz9P1o1r0XzLHfmAAAAAElFTkSuQmCC\" />"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plot(\n",
" [sum(scenario_p(scenarios[1], i)) for i in 1:size(scenarios[1].scenarios,1)] ./ size(scenarios[1].scenarios,1),\n",
" ylabel=\"Proportion of Scenarios\",\n",
" xlabel=\"Number of Training Scenarios\",\n",
" label=\"σscaling = 0.01\",\n",
" legendfont=Plots.Font(\"sans-serif\",15,:hcenter,:vcenter,0.0,RGB{U8}(0.0,0.0,0.0)),\n",
" guidefont=Plots.Font(\"sans-serif\",20,:hcenter,:vcenter,0.0,RGB{U8}(0.0,0.0,0.0)),\n",
" tickfont=Plots.Font(\"sans-serif\",15,:hcenter,:vcenter,0.0,RGB{U8}(0.0,0.0,0.0)),\n",
" size=(800,400)\n",
")\n",
"for j in 2:4\n",
" plot!(\n",
" [sum(scenario_p(scenarios[j], i)) for i in 1:size(scenarios[j].scenarios,1)] ./ size(scenarios[j].scenarios,1),\n",
" ylabel=\"Proportion of Scenarios\",\n",
" xlabel=\"Number of Training Scenarios\",\n",
" label=\"σscaling = 0.0$j\"\n",
" )\n",
"end\n",
"plot!(\n",
" [sum(scenario_p(scenarios[5], i)) for i in 1:size(scenarios[5].scenarios,1)] ./ size(scenarios[5].scenarios,1),\n",
" ylabel=\"Proportion of Scenarios\",\n",
" xlabel=\"Number of Training Scenarios\",\n",
" label=\"σscaling = 0.05\"\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING: ColorTypes.U8 is deprecated, use FixedPointNumbers.Normed{UInt8, 8} instead.\n",
" likely near In[27]:2\n",
"WARNING: ColorTypes.U8 is deprecated, use FixedPointNumbers.Normed{UInt8, 8} instead.\n",
" likely near In[27]:2\n",
"WARNING: ColorTypes.U8 is deprecated, use FixedPointNumbers.Normed{UInt8, 8} instead.\n",
" likely near In[27]:2\n"
]
},
{
"data": {
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\" />"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"basiscounts = sort!(map(length, values(scenarios[1].whichscenario)), rev=true)\n",
"plot(\n",
" cumsum(basiscounts) / sum(basiscounts),\n",
" xlabel=\"Number of unique bases\",\n",
" ylabel=\"Proportion of scenarios\",\n",
" label=\"σscaling = 0.01\",\n",
" legendfont=Plots.Font(\"sans-serif\",15,:hcenter,:vcenter,0.0,RGB{U8}(0.0,0.0,0.0)),\n",
" guidefont=Plots.Font(\"sans-serif\",20,:hcenter,:vcenter,0.0,RGB{U8}(0.0,0.0,0.0)),\n",
" tickfont=Plots.Font(\"sans-serif\",15,:hcenter,:vcenter,0.0,RGB{U8}(0.0,0.0,0.0)),\n",
" size=(800,400)\n",
")\n",
"for j in 2:4\n",
" basiscounts = sort!(map(length, values(scenarios[j].whichscenario)), rev=true)\n",
" plot!(\n",
" cumsum(basiscounts) / sum(basiscounts),\n",
" label=\"σscaling = 0.0$j\"\n",
" )\n",
"end\n",
"basiscounts = sort!(map(length, values(scenarios[5].whichscenario)), rev=true)\n",
"plot!(\n",
" cumsum(basiscounts) / sum(basiscounts),\n",
" label=\"σscaling = 0.05\"\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Inspection of Solutions\n",
"\n",
"In this section, we focus on understanding when the control switches between the different recourse policies. We focus on a case with 3 buses, because we can visualize that was the case with the highest volatility for which all scenarios were still feasible, to reflect a realistic operating system."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%\n",
"%%%% %%%%%\n",
"%%%% IEEE PES Power Grid Library - Optimal Power Flow - v17.08 %%%%%\n",
"%%%% (https://github.com/power-grid-lib/pglib-opf) %%%%%\n",
"%%%% Benchmark Group - Typical Operations %%%%%\n",
"%%%% 30 - August - 2017 %%%%%\n",
"%%%% %%%%%\n",
"%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%\n",
"%\n",
"% The semidefinite relaxation of the OPF problem successfully solves \n",
"% this network with a value of 60 MVA for the line-flow limit on the line from\n",
"% bus 2 to bus 3. The semidefinite relaxation fails to give a physically\n",
"% meaningful solution to this network with a value of 50 MVA for the line-flow\n",
"% limit on this line. See the following publication for further details.\n",
"%\n",
"% Lesieutre, B.C. & Molzahn, D.K. & Borden, AR. & Demarco, C.L., \n",
"% \"Examining the Limits of the Application of Semidefinite Programming to Power Flow Problems\",\n",
"% 49th Annual Allerton Conference on Communication, Control, and Computing (Allerton), \n",
"% September, 2011, pp. 1492-1499\n",
"%\n",
"% opt objective value: 5812.64 $/hr\n",
"%\n",
"% Bus Voltage Generation Load Lambda($/MVA-hr)\n",
"% # Mag(pu) Ang(deg) P (MW) Q (MVAr) P (MW) Q (MVAr) P Q \n",
"% ----- ------- -------- -------- -------- -------- -------- ------- -------\n",
"% 1 1.100 0.000* 148.07 54.70 110.00 40.00 37.575 -\n",
"% 2 0.926 7.259 170.01 -8.79 110.00 40.00 30.101 -\n",
"% 3 0.900 -17.267 0.00 -4.84 95.00 50.00 45.537 -\n",
"% -------- -------- -------- --------\n",
"% Total: 318.07 41.06 315.00 130.00\n",
"%\n",
"% Copyright (c) 2011 by The Institute of Electrical and Electronics Engineers (IEEE)\n",
"% Licensed under the Creative Commons Attribution 4.0\n",
"% International license, http://creativecommons.org/licenses/by/4.0/\n",
"%\n",
"% Contact M.E. Brennan (me.brennan@ieee.org) for inquries on further reuse of\n",
"% this dataset.\n",
"%\n",
"function mpc = pglib_opf_case3_lmbd\n",
"mpc.version = '2';\n",
"mpc.baseMVA = 100.0;\n",
"\n",
"%% bus data\n",
"%\tbus_i\ttype\tPd\tQd\tGs\tBs\tarea\tVm\tVa\tbaseKV\tzone\tVmax\tVmin\n",
"mpc.bus = [\n",
"\t1\t 3\t 110.0\t 40.0\t 0.0\t 0.0\t 1\t 1.00000\t 0.00000\t 240.0\t 1\t 1.10000\t 0.90000;\n",
"\t2\t 2\t 110.0\t 40.0\t 0.0\t 0.0\t 1\t 1.00000\t 0.00000\t 240.0\t 1\t 1.10000\t 0.90000;\n",
"\t3\t 2\t 95.0\t 50.0\t 0.0\t 0.0\t 1\t 1.00000\t 0.00000\t 240.0\t 1\t 1.10000\t 0.90000;\n",
"];\n",
"\n",
"%% generator data\n",
"%\tbus\tPg\tQg\tQmax\tQmin\tVg\tmBase\tstatus\tPmax\tPmin\tPc1\tPc2\tQc1min\tQc1max\tQc2min\tQc2max\tramp_agc\tramp_10\tramp_30\tramp_q\tapf\n",
"mpc.gen = [\n",
"\t1\t 1000.0\t 0.0\t 1000.0\t -1000.0\t 1.0\t 100.0\t 1\t 2000.0\t 0.0\t 0.0\t 0.0\t 0.0\t 0.0\t 0.0\t 0.0\t 0.0\t 0.0\t 0.0\t 0.0\t 0.0;\n",
"\t2\t 1000.0\t 0.0\t 1000.0\t -1000.0\t 1.0\t 100.0\t 1\t 2000.0\t 0.0\t 0.0\t 0.0\t 0.0\t 0.0\t 0.0\t 0.0\t 0.0\t 0.0\t 0.0\t 0.0\t 0.0;\n",
"\t3\t 0.0\t 0.0\t 1000.0\t -1000.0\t 1.0\t 100.0\t 1\t 0.0\t 0.0\t 0.0\t 0.0\t 0.0\t 0.0\t 0.0\t 0.0\t 0.0\t 0.0\t 0.0\t 0.0\t 0.0;\n",
"];\n",
"\n",
"%% generator cost data\n",
"%\t2\tstartup\tshutdown\tn\tc(n-1)\t...\tc0\n",
"mpc.gencost = [\n",
"\t2\t 0.0\t 0.0\t 3\t 0.110000\t 5.000000\t 0.000000;\n",
"\t2\t 0.0\t 0.0\t 3\t 0.085000\t 1.200000\t 0.000000;\n",
"\t2\t 0.0\t 0.0\t 3\t 0.000000\t 0.000000\t 0.000000;\n",
"];\n",
"\n",
"%% branch data\n",
"%\tfbus\ttbus\tr\tx\tb\trateA\trateB\trateC\tratio\tangle\tstatus\tangmin\tangmax\n",
"mpc.branch = [\n",
"\t1\t 3\t 0.065\t 0.62\t 0.45\t 9000.0\t 0.0\t 0.0\t 0.0\t 0.0\t 1\t -30.0\t 30.0;\n",
"\t3\t 2\t 0.025\t 0.75\t 0.7\t 50.0\t 0.0\t 0.0\t 0.0\t 0.0\t 1\t -30.0\t 30.0;\n",
"\t1\t 2\t 0.042\t 0.9\t 0.3\t 9000.0\t 0.0\t 0.0\t 0.0\t 0.0\t 1\t -30.0\t 30.0;\n",
"];\n",
"\n",
"% INFO : === Translation Options ===\n",
"% INFO : Phase Angle Bound: 30.0 (deg.)\n",
"% INFO : Setting Flat Start\n",
"% INFO : \n",
"% INFO : === Voltage Setpoint Replacement Notes ===\n",
"% INFO : Bus 1\t: V=1.0, theta=0.0 -> V=1.0, theta=0.0\n",
"% INFO : Bus 2\t: V=1.0, theta=0.0 -> V=1.0, theta=0.0\n",
"% INFO : Bus 3\t: V=1.0, theta=0.0 -> V=1.0, theta=0.0\n",
"% INFO : \n",
"% INFO : === Generator Setpoint Replacement Notes ===\n",
"% INFO : Gen at bus 1\t: Pg=0.0, Qg=0.0 -> Pg=1000.0, Qg=0.0\n",
"% INFO : Gen at bus 2\t: Pg=0.0, Qg=0.0 -> Pg=1000.0, Qg=0.0\n",
"% INFO : Gen at bus 3\t: Pg=0.0, Qg=0.0 -> Pg=0.0, Qg=0.0\n",
"% INFO : \n",
"% INFO : === Writing Matpower Case File Notes ===\n"
]
}
],
"source": [
";cat ../test/data/pglib-opf/pglib_opf_case3_lmbd.m"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"\"/Users/yeesian/.julia/v0.6/OPFRecourse/test/data/pglib-opf/pglib_opf_case3_lmbd.m\""
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_file = string(Pkg.dir(),\"/OPFRecourse/test/data/pglib-opf/pglib_opf_case3_lmbd.m\")"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" 2.054754 seconds (596.88 k allocations: 30.867 MiB, 0.71% gc time)\n"
]
}
],
"source": [
"@time ref = NetworkReference(data_file, σscaling=0.4);"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Academic license - for non-commercial use only\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mNot solved to optimality, status: Infeasible\u001b[39m\n",
"\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mNot solved to optimality, status: Infeasible\u001b[39m\n",
"\u001b[32mProgress: 23%|██████████ | ETA: 0:00:03\u001b[39m\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mNot solved to optimality, status: Infeasible\u001b[39m\n",
"\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mNot solved to optimality, status: Infeasible\u001b[39m\n",
"\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mNot solved to optimality, status: Infeasible\u001b[39m\n",
"\u001b[32mProgress: 100%|█████████████████████████████████████████| Time: 0:00:02\u001b[39m\n"
]
}
],
"source": [
"srand(1234)\n",
"scenarios = OPFScenarios(ref, nsamples = 10_000);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can see that two different optimal bases are hit by the scenarios:"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"Dict{Tuple{Int64,Int64},Array{Int64,1}} with 2 entries:\n",
" (2, 2) => [24, 39, 41, 45, 61, 139, 158, 188, 225, 282 … 9650, 9670, 9707, …\n",
" (1, 1) => [1, 2, 3, 4, 5, 6, 7, 8, 9, 10 … 9986, 9987, 9988, 9989, 9990, 99…"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"scenarios.whichscenario"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"By counting the number of scenarios corresponding to each basis, we can see that `basis 1` is optimal for the vast majority of the scenarios"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"2-element Array{Int64,1}:\n",
" 334\n",
" 9661"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"map(length,values(scenarios.whichscenario))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's do a scatterplot of the scenarios that corresponds to each basis:"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
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\" />"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"scatter3d(\n",
" scenarios.scenarios[scenarios.whichscenario[(1,1)],1],\n",
" scenarios.scenarios[scenarios.whichscenario[(1,1)],2],\n",
" scenarios.scenarios[scenarios.whichscenario[(1,1)],3],\n",
" label=\"basis 1\",\n",
" zlabel=\"forecast error (bus 3)\",\n",
" ylabel=\"forecast error (bus 2)\",\n",
" xlabel=\"forecast error (bus 1)\"\n",
")\n",
"scatter3d!(\n",
" scenarios.scenarios[scenarios.whichscenario[(2,2)],1],\n",
" scenarios.scenarios[scenarios.whichscenario[(2,2)],2],\n",
" scenarios.scenarios[scenarios.whichscenario[(2,2)],3],\n",
" label=\"basis 2\"\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Theory tells us that the set of scenarios for which each basis is optimal will be disjoint convex polyhedra. Since there are only 2 unique optimal bases here, the set of scenarios for which they are optimal is going to be linearly separable.\n",
"\n",
"It is instructive to look at the boundary conditions under which we switch from the first choice of a basis function to an alternative basis function:"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"9995×3 Array{Float64,2}:\n",
" 1.38476 1.96828 0.0\n",
" 0.420562 1.90587 0.0\n",
" 0.889924 1.95431 0.0\n",
" 1.6878 1.94362 0.0\n",
" 1.9247 0.668274 0.0\n",
" 1.16134 1.91025 0.0\n",
" 0.408725 2.77667 0.0\n",
" 2.77529 0.92341 0.0\n",
" 2.76366 1.77453 0.0\n",
" 1.49761 1.6794 0.0\n",
" 1.81618 1.34314 0.0\n",
" 1.1282 1.77728 0.0\n",
" 1.54593 1.72608 0.0\n",
" ⋮ \n",
" 0.732247 1.3619 0.0\n",
" 1.73971 1.5433 0.0\n",
" 0.665552 2.18418 0.0\n",
" 1.05233 2.10882 0.0\n",
" 0.983644 1.34824 0.0\n",
" 3.365 1.88798 0.0\n",
" 2.07807 1.682 0.0\n",
" 1.13901 2.35002 0.0\n",
" 2.45691 1.78088 0.0\n",
" 2.00699 2.43748 0.0\n",
" 2.41672 2.13494 0.0\n",
" 0.743877 1.64007 0.0"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"scenarios.solutions"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We now do a scatterplot of the power generation plan for each scenario. Since generator 3 is always 0, we can exclude it from the scatterplot."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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\" />"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"scatter(\n",
" scenarios.solutions[scenarios.whichscenario[(1,1)],1],\n",
" scenarios.solutions[scenarios.whichscenario[(1,1)],2],\n",
" label=\"basis 1\", alpha=0.5,\n",
" xlabel=\"generator 1 (MW)\", ylabel=\"generator 2 (MW)\"\n",
")\n",
"scatter!(\n",
" scenarios.solutions[scenarios.whichscenario[(2,2)],1],\n",
" scenarios.solutions[scenarios.whichscenario[(2,2)],2],\n",
" label=\"basis 2\", alpha=0.5\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The scatterplot shows us that we should switch from `basis 1` to `basis 2` in those cases where using `basis 1` would result in a violation of the lower limit for generator `1`"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Chance-Constraint Formulation\n",
"We also look at how the CC-OPF (and Full CC-OPF) with affine recourse would fare here."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" 0.001120 seconds (3.08 k allocations: 162.578 KiB)\n",
"Academic license - for non-commercial use only\n",
" 0.001657 seconds (3.08 k allocations: 162.578 KiB)\n",
"Academic license - for non-commercial use only\n",
" 0.001947 seconds (3.08 k allocations: 162.578 KiB)\n",
"Academic license - for non-commercial use only\n",
" 0.001223 seconds (3.08 k allocations: 162.578 KiB)\n",
"Academic license - for non-commercial use only\n"
]
},
{
"data": {
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