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Last active December 11, 2023 12:57
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PLT-7581
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Analysis of Marlowe Benchmarking"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Setup"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Loading required package: data.table\n",
"\n",
"Loading required package: magrittr\n",
"\n",
"Loading required package: ggplot2\n",
"\n"
]
}
],
"source": [
"require(data.table)\n",
"require(magrittr)\n",
"require(ggplot2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Protocol limits"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"maxMemory = 14000000\n",
"maxCPU = 10000000000"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Analysis functions"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"readResults <- function(suffix)\n",
" fread(paste(\"/extra/iohk/marlowe-plutus.PLT-7581/marlowe-plutus/out.\", suffix, \"/marlowe-semantics.tsv\", sep=\"\"), integer64 = \"numeric\")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"compareResults <- function(reference, revised) {\n",
" \n",
"results <-\n",
" cbind(\n",
" reference[,\n",
" .(\n",
" TxId\n",
" , `Original Steps`=`Measured CPU`\n",
" , `Original Memory`=`Measured Memory`\n",
" )\n",
" ]\n",
" , revised[,\n",
" .(\n",
" `Measured Steps`=`Measured CPU`\n",
" , `Measured Memory`\n",
" )\n",
" ]\n",
" )\n",
"\n",
"results[,\n",
" `:=`(\n",
" `Delta Steps`=`Measured Steps`-`Original Steps`\n",
" , `Delta Memory`=`Measured Memory`-`Original Memory`\n",
" , `Delta Steps [%/100]`=(`Measured Steps`-`Original Steps`)/`Original Steps`\n",
" , `Delta Memory [%/100]`=(`Measured Memory`-`Original Memory`)/`Original Memory`\n",
" , `Delta Steps Relative to Maximum [%/100]`=(`Measured Steps`-`Original Steps`)/maxCPU\n",
" , `Delta Memory Relative to Maximum [%/100]`=(`Measured Memory`-`Original Memory`)/maxMemory\n",
" )\n",
"]\n",
"\n",
"if (FALSE) {\n",
"results[, .(\n",
" `Maximum Original Memory`=max(`Original Memory`)/maxMemory\n",
", `Maximum Measured Memory`=max(`Measured Memory`)/maxMemory\n",
", `Maximum Original Steps`=max(`Original Steps`)/maxCPU\n",
", `Maximum Measured Steps`=max(`Measured Steps`)/maxCPU\n",
")] %>% print\n",
"}\n",
" \n",
"results\n",
" \n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"plotResults <- function(results, refLabel, revLabel, logScale=FALSE) {\n",
"\n",
"memoryPlot <-\n",
"ggplot(\n",
" results,\n",
" aes(x=`Original Memory` / maxMemory, y=`Measured Memory` / maxMemory)\n",
") +\n",
" geom_point() +\n",
" geom_hline(yintercept=1, color=\"darkblue\", alpha=0.4) +\n",
" geom_vline(xintercept=1, color=\"darkred\", alpha=0.4) +\n",
" geom_abline(intercept=0, slope=1, color=\"gray\") +\n",
" theme(legend.position = c(0.80, 0.85)) +\n",
" xlab(paste(revLabel, \"Fraction of Plutus Memory\")) +\n",
" ylab(paste(refLabel, \"Fraction of Plutus Memory\")) +\n",
" ggtitle(\"Marlowe Semantics Validator\")\n",
"\n",
"memoryPlot <-\n",
" if (logScale)\n",
" memoryPlot + scale_x_log10() + scale_y_log10()\n",
" else\n",
" memoryPlot\n",
"\n",
"print(memoryPlot)\n",
"ggsave(paste(revLabel, \" vs \", refLabel, \".memory.png\", sep=\"\"), width=6, height=6, units=\"in\")\n",
"\n",
"stepPlot <-\n",
"ggplot(\n",
" results,\n",
" aes(x=`Original Steps` / maxCPU, y=`Measured Steps` / maxCPU)\n",
") +\n",
" geom_point() +\n",
" geom_hline(yintercept=1, color=\"darkblue\", alpha=0.4) +\n",
" geom_vline(xintercept=1, color=\"darkred\", alpha=0.4) +\n",
" geom_abline(intercept=0, slope=1, color=\"gray\") +\n",
" theme(legend.position = c(0.80, 0.85)) +\n",
" xlab(paste(revLabel, \"Fraction of Plutus Steps\")) +\n",
" ylab(paste(refLabel, \"Fraction of Plutus Steps\")) +\n",
" ggtitle(\"Marlowe Semantics Validator\")\n",
"\n",
"stepPlot <-\n",
" if (logScale)\n",
" stepPlot + scale_x_log10() + scale_y_log10()\n",
" else\n",
" stepPlot\n",
"\n",
"print(stepPlot)\n",
"ggsave(paste(revLabel, \" vs \", refLabel, \".steps.png\", sep=\"\"), width=6, height=6, units=\"in\")\n",
"\n",
"}"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Production version of semantics validator\n",
"\n",
"https://github.com/input-output-hk/marlowe-plutus/tree/PLT-7581"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"production <- readResults(\"production\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Using `PlutusTx.asData` for `Contract`\n",
"\n",
"https://github.com/input-output-hk/marlowe-plutus/tree/PLT-7581-contractasdata"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"contractAsData <- readResults(\"contractasdata\")"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
" TxId Original Steps Original Memory Measured Steps \n",
" Length:100 Min. :6.680e+08 Min. : 2000433 Min. :4.875e+08 \n",
" Class :character 1st Qu.:1.214e+09 1st Qu.: 3538856 1st Qu.:9.934e+08 \n",
" Mode :character Median :2.004e+09 Median : 5720980 Median :1.584e+09 \n",
" Mean :1.380e+10 Mean : 36406718 Mean :1.634e+09 \n",
" 3rd Qu.:2.879e+09 3rd Qu.: 8230336 3rd Qu.:2.001e+09 \n",
" Max. :3.248e+11 Max. :853010094 Max. :8.757e+09 \n",
" Measured Memory Delta Steps Delta Memory \n",
" Min. : 1397489 Min. :-3.160e+11 Min. :-851147780 \n",
" 1st Qu.: 2763788 1st Qu.:-7.922e+08 1st Qu.: -2185919 \n",
" Median : 4412814 Median :-2.645e+08 Median : -708617 \n",
" Mean : 4385366 Mean :-1.217e+10 Mean : -32021352 \n",
" 3rd Qu.: 5610682 3rd Qu.:-1.192e+08 3rd Qu.: -330088 \n",
" Max. :12084084 Max. : 4.610e+07 Max. : 97966 \n",
" Delta Steps [%/100] Delta Memory [%/100]\n",
" Min. :-0.98974 Min. :-0.99782 \n",
" 1st Qu.:-0.37885 1st Qu.:-0.35643 \n",
" Median :-0.17010 Median :-0.15906 \n",
" Mean :-0.28205 Mean :-0.27325 \n",
" 3rd Qu.:-0.07563 3rd Qu.:-0.07201 \n",
" Max. : 0.03798 Max. : 0.02833 \n",
" Delta Steps Relative to Maximum [%/100]\n",
" Min. :-31.60243 \n",
" 1st Qu.: -0.07922 \n",
" Median : -0.02645 \n",
" Mean : -1.21650 \n",
" 3rd Qu.: -0.01192 \n",
" Max. : 0.00461 \n",
" Delta Memory Relative to Maximum [%/100]\n",
" Min. :-60.79627 \n",
" 1st Qu.: -0.15614 \n",
" Median : -0.05062 \n",
" Mean : -2.28724 \n",
" 3rd Qu.: -0.02358 \n",
" Max. : 0.00700 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cmpContractAsData <- compareResults(production, contractAsData)\n",
"summary(cmpContractAsData)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
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appzTz7S4W3aF1T9MuewwfOOgfGi93a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\njvDzFvl18ZIk+XX9p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"text/plain": [
"plot without title"
]
},
"metadata": {
"image/png": {
"height": 420,
"width": 420
}
},
"output_type": "display_data"
},
{
"data": {
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wYMUKseZsUCUA2TYQF4u6CgoM2bN69YseLgwYNGo7Ffv34dO3ZUsR6CHQB1ZGZm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\nAAASQbADAACQCIIdAACARPw/6F1OPwu09oYAAAAASUVORK5CYII=",
"text/plain": [
"plot without title"
]
},
"metadata": {
"image/png": {
"height": 420,
"width": 420
}
},
"output_type": "display_data"
}
],
"source": [
"plotResults(cmpContractAsData, \"Contract asData\", \"Production\", logScale=TRUE)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Also using `PlutusTx.asData` for `Action`\n",
"\n",
"https://github.com/input-output-hk/marlowe-plutus/tree/PLT-7581-actionasdata"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"actionAsData <- readResults(\"actionasdata\")"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
" TxId Original Steps Original Memory Measured Steps \n",
" Length:100 Min. :4.875e+08 Min. : 1397489 Min. :4.553e+08 \n",
" Class :character 1st Qu.:9.934e+08 1st Qu.: 2763788 1st Qu.:9.511e+08 \n",
" Mode :character Median :1.584e+09 Median : 4412814 Median :1.546e+09 \n",
" Mean :1.634e+09 Mean : 4385366 Mean :1.580e+09 \n",
" 3rd Qu.:2.001e+09 3rd Qu.: 5610682 3rd Qu.:1.948e+09 \n",
" Max. :8.757e+09 Max. :12084084 Max. :8.669e+09 \n",
" Measured Memory Delta Steps Delta Memory Delta Steps [%/100]\n",
" Min. : 1313009 Min. :-266075149 Min. :-668040 Min. :-0.211188 \n",
" 1st Qu.: 2432747 1st Qu.: -66968602 1st Qu.:-175682 1st Qu.:-0.035282 \n",
" Median : 4279898 Median : -36195116 Median : -96867 Median :-0.027198 \n",
" Mean : 4245365 Mean : -54295979 Mean :-140001 Mean :-0.037940 \n",
" 3rd Qu.: 5445640 3rd Qu.: -21962622 3rd Qu.: -55238 3rd Qu.:-0.020156 \n",
" Max. :11852864 Max. : -6407963 Max. : -17390 Max. :-0.002609 \n",
" Delta Memory [%/100] Delta Steps Relative to Maximum [%/100]\n",
" Min. :-0.187852 Min. :-0.0266075 \n",
" 1st Qu.:-0.032391 1st Qu.:-0.0066969 \n",
" Median :-0.023850 Median :-0.0036195 \n",
" Mean :-0.039665 Mean :-0.0054296 \n",
" 3rd Qu.:-0.017398 3rd Qu.:-0.0021963 \n",
" Max. :-0.002367 Max. :-0.0006408 \n",
" Delta Memory Relative to Maximum [%/100]\n",
" Min. :-0.047717 \n",
" 1st Qu.:-0.012549 \n",
" Median :-0.006919 \n",
" Mean :-0.010000 \n",
" 3rd Qu.:-0.003946 \n",
" Max. :-0.001242 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cmpActionAsData <- compareResults(contractAsData, actionAsData)\n",
"summary(cmpActionAsData)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
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Bdv/vdof/tdN17Y7Yz3S41DhneTvLdj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\nAK0g2IFW4uPjO3ToIBQKV61a1aRJk8uXLy9btkylUpVs4+3t/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sMVuzcQHh5OCElLS5s5c2ZMTIxYLN65c2eXLl0MXRcAAAAAIbhip72k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\n8z7qKRFSPI8JR5MYlmWZlB0BAn67/v3bBXz7+83/op78+eOIxjyOw5ijqYx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"text/plain": [
"plot without title"
]
},
"metadata": {
"image/png": {
"height": 420,
"width": 420
}
},
"output_type": "display_data"
},
{
"data": {
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lyulpaWPn36ZGZm9qxUJwh2AAAAIX6/3+Vy+f3+5OTkzMxMvcs5EgQ7AACAvaku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\n4Q6fTj8AAAAASUVORK5CYII=",
"text/plain": [
"plot without title"
]
},
"metadata": {
"image/png": {
"height": 420,
"width": 420
}
},
"output_type": "display_data"
}
],
"source": [
"plotResults(cmpActionAsData, \"Action asData\", \"Contract asData\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Also using `geqSingleton` instead of `Val.geq`\n",
"\n",
"https://github.com/input-output-hk/marlowe-plutus/tree/PLT-7581-geqsingleton"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"geqSingleton <- readResults(\"geqsingleton\")"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
" TxId Original Steps Original Memory Measured Steps \n",
" Length:100 Min. :4.553e+08 Min. : 1313009 Min. :4.559e+08 \n",
" Class :character 1st Qu.:9.511e+08 1st Qu.: 2432747 1st Qu.:9.098e+08 \n",
" Mode :character Median :1.546e+09 Median : 4279898 Median :1.482e+09 \n",
" Mean :1.580e+09 Mean : 4245365 Mean :1.527e+09 \n",
" 3rd Qu.:1.948e+09 3rd Qu.: 5445640 3rd Qu.:1.932e+09 \n",
" Max. :8.669e+09 Max. :11852864 Max. :8.669e+09 \n",
" Measured Memory Delta Steps Delta Memory \n",
" Min. : 1315709 Min. :-411816725 Min. :-1252936 \n",
" 1st Qu.: 2435447 1st Qu.: -95456654 1st Qu.: -289758 \n",
" Median : 3953838 Median : -40898813 Median : -123022 \n",
" Mean : 4085027 Mean : -53009234 Mean : -160338 \n",
" 3rd Qu.: 5448340 3rd Qu.: 621000 3rd Qu.: 2700 \n",
" Max. :11563106 Max. : 621000 Max. : 2700 \n",
" Delta Steps [%/100] Delta Memory [%/100]\n",
" Min. :-0.1680907 Min. :-0.1709575 \n",
" 1st Qu.:-0.0679824 1st Qu.:-0.0681193 \n",
" Median :-0.0205274 Median :-0.0207717 \n",
" Mean :-0.0394191 Mean :-0.0395934 \n",
" 3rd Qu.: 0.0003854 3rd Qu.: 0.0005787 \n",
" Max. : 0.0013639 Max. : 0.0020564 \n",
" Delta Steps Relative to Maximum [%/100]\n",
" Min. :-0.0411817 \n",
" 1st Qu.:-0.0095457 \n",
" Median :-0.0040899 \n",
" Mean :-0.0053009 \n",
" 3rd Qu.: 0.0000621 \n",
" Max. : 0.0000621 \n",
" Delta Memory Relative to Maximum [%/100]\n",
" Min. :-0.0894954 \n",
" 1st Qu.:-0.0206970 \n",
" Median :-0.0087873 \n",
" Mean :-0.0114527 \n",
" 3rd Qu.: 0.0001929 \n",
" Max. : 0.0001929 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cmpGeqSingleton <- compareResults(actionAsData, geqSingleton)\n",
"summary(cmpGeqSingleton)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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rq4uDiDwRClqY4g2AEAAEAb5/P5HA6Hz+eLj483GAxCl3NJEOwAAACg7apNdYmJ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\nbH92maP7IvxLBy6l57kjRcnQCZs9BAKPzQl00bAUee179bbtq31eIn6HFfc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"text/plain": [
"plot without title"
]
},
"metadata": {
"image/png": {
"height": 420,
"width": 420
}
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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ADYW3uqi4+PLygo6BepThDsAAAA9qIoSnFxcWtra/9KdYJgBwAA0JGiKG632+Px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A8ENosQO4QyzLZmVlGQwGmUymUqlomt65\nc+f27dt/+OEHk8nUpUuXGTNmBAUFebpMAADwIwh2AHeCYZiMjAyj0ehKdYQQHo83adKkSZMm\nebo6AADwUwh2ALfNlerkcrlKpaIoytMVAQAAEIJgB3C7GIbR6XQmkykgICA+Ph6pDgAAvAeC\nHcBtcDqdOp3ObDYHBgY2adIEqQ4AALwKgh2Au1ypLigoSKlUItUBAIC3QbADcIvT6UxPT7dY\nLEh1AADgtRDsAG7N4XCkp6dbrdbg4ODY2FikOgAA8E4IdgC34HA4tFqt1WoNCQmJiYlBqgMA\nAK+FYAdQG7vdnp6ebrPZQkNDY2JiPF0OAABAbRDsAGpks9m0Wq3NZgsLC4uOjvZ0OQAAALeA\nYAdwc1xbnd1uDw8Pj4qK8nQ5AAAAt4ZgB3ATVqtVq9Ui1QEAQOOCYAdQlSvVRUZGRkREeLoc\nAAAAdyHYAdzAarWmp6c7HI6oqKjw8HBPlwMAAHAbaE8XAOBFLBbLtWvXHA5HdHR09VRXVlb2\n66+/Zmdne6Q2AACAW0KwA/hHRUWFVqt1Op0xMTFhYWGVd9lstoULF7Zq1Wrw4MEdO3YcPny4\nVqv1VJ0AAAA1QbADIISQiooKnU7ncDhiYmJCQ0Or7F2+fPnmzZsdDgf39tSpU5MmTbJYLA1e\nJgAAQG0Q7ACI2WxOT093Op1xcXHVU53RaNy8eXOVjX/99deBAwcaqkAAAAC3YPAE+DuTyaTT\n6ViWjY2NDQ4Orn5ATk6O3W6vvl2n09V7cQAAALcDwQ78Wnl5eUZGBiGkSZMmgYGBNz0mPDyc\npmmGYapsj4yMrPf6AAAAbge6YsF/camOoiilUllTqiOEhISEDBs2rMrGiIiIIUOG1HOBAAAA\nt6ehWuwsGd9u3fjJiSvFToW620PTpw1rLqeqHMIU//bJlh3fnNOVkaCYZl3uf3zC4GZyijA5\ne+c9u+2K89/DKHGvBTteuFfQQIWDr3K11dWe6jipqanFxcUnT57k3sbExGzcuDEkJKTeqwQA\nALgdDRLsWPOvW15991f1Y7Nfac279uV725anKdbP66moHO2YnC9Wr9hn6T1twdNNxcXn92/d\nvHQN9cbiwRHO/JwCWZdJc4apudZFiheiQQcy3B2DwZCZmUlRVJMmTQICAm55fHBw8P79+3/5\n5ZcrV65ERkZ2795dKpU2QJ0AAAC3pSEiEms49dVRc9fnZj/SVU6R1uontU+lfH28sMeDEf8l\nOybnx6NXgwYsmz6wjYCQBPVsXtaTKUd+Lhw0jOTmWZXde3buFFG1iQ/gjhQWFnKpLj4+Xi6X\nu3/iPffcc88999RfYQAAAHepIYKdU3flKtPssUQZl8zErTu0pH68cs1GIkT/HSRU9xrzWLum\n//awsoQQwucLiDMzO49U/LYl+dPfs62ymOZdh0+a0FclcYW8Y8eOuaaKFYvFI0aMIIQIBAKK\nQg4khBCapnk8nkQi8XQh3qKgoODSpUs0TTdr1uyWPbD+gKZpsVjMsqynC/EKAoGAECISifh8\n9AsQQgifz6dpGjcQDvexgjtqZRRF4Wq4GGiacDeQer4mtSechrh5OfRlJn6QQvZvHYKgIKkj\nT29michVGh3ZZcSof99Yc46+9/5xXvfnuyuI4afccoeR1+zJBWOCK3SnPtn21hKDaH3yfUH/\nnHr48OGDBw9yr4ODg8eMGUMIEYlEIlGl1Oj3/PZTyuFwTJ069euvv7ZYLE2aNNmwYYPT6eTx\neO3atQsKCvJ0dd4C3cpViMViT5fgXbi8CxwejyeTyTxdhRfB1XDh8XiEEIlEIqzna1J9lobK\nGu7znrrx9c1bCNjyaz988sFHB7VBfWYum3pvEEWcfV7Y3EOsCBBRhBBNUxWdPePtwz+VdR8c\nzP3AsWPH9unThztbKBRaLBaxWGyxWG468ZgfommauyyeLsQz2rRpk5WVxb3WaDTcb0WHDh1o\nmi4vL/doad5CKpVWVFSgxY4jEomEQqHZbHY6nbc+2g/w+Xwej2e1Wj1diFegKEoulzscjoqK\nCk/X4i3kcrnRaPR0Fd6Cu2+Yzeb6/oPhfhVr2tsQwY4fGCRzXNdXsERAEUKIo9xg5gUFSqu0\nJDLFZ7enrv+6OOH+CSvm9dQEcGMleJKgSlPGUvJ4dTj5uczAkn+CXWJiYmJiousA7jfM4XDg\nTsTh8/l8Pt8/r8bKlStdqW748OGzZ882Go1Lly795ZdfSktLPVub95BIJDabrfbvf/6Dx+MJ\nhUK73Y5vhpX55w2kOpqmCSEMw+CCuMhkMlwNF+5GarPZaB6vXv8hXq0/vyHmseOpmyfQ1y78\n9U+jkf3KhcusqnnCjV2l9qsfv7b6RMjE1W8tntj731RHiPmXjc+/sPX8v+1NbEVuVjE/KjoM\nD9DBLX3zzTfci9GjR8+ZM0ev1z///PO//fZbYWGhZwsDAACoJw3RYkcFdru/586V/7e5feio\n1vTfX2w94rznmV6RFCGWq99/+ou9/bBBrcV/HDyQGdtnZFjJpfMl/5xHy2Nbalp1Tihb8c66\n4OmPdAyxZ53es/UXxaClXWUIdnBLXPfiuHHjpk+fXlpa+sILL7jG2QAAAPikBnnGjpJ3nv7S\n9C0bd778bAkbpOk24cXpPYIpQljLtaN7dptEvQe2MmdlGW1/71/58v5KtbV96r3lD3SZ9vIz\nH76/962Xd1hF4arEQQuWPtoGTzaDG/r379+mTZvp06eXlJQkJydz0xHLZLLw8HB0xQIAgE+i\nfOyhaaPRyD3L6bfDBarg8/kSicTfBgoYDIaUlBSBQDBq1Kjr168nJyfn5ORwu3bu3Dlq1CgE\nOxeFQmEwGPCMHUcqlUqlUr1ej2fsONzMLyaTydOFeAWapkNCQmw2m8Fg8HQt3iIkJKSkpOTW\nx/mHsjNnTJmZ0UOH0vU83QmPxwsODq5pL9aKBV/Dsuz06dOFQuGoUaMKCgqef/75nJwcgUCg\n0Wj27t3LTYgDAADgk/x0ejPwYd99912rVq1GjhyZnZ2dnJzMDZUQiUTHjh3D7IYAAODb0GIH\nvsbhcIwcOTIrKyspKck1ANZoNHLP2AEAAPgwBDvwHSzLZmdnx8bGZmRkJCUlFRUVVd57W8vC\nAgAANEYIduAjWJbNyckpLS3l8XgLFy4sLi6uvPeee+6JiYnxVG0AAAANA8EOfAHXVldaWioW\ni5s3b/7iiy8KhULX3ujo6LS0NA+WBwAA0DAweAIaPYZhsrOz9Xq9RCJRqVR8Pn/s2LH33HPP\nF198kZ+f37x58zFjxmCZagAA8AcIdtC4MQyTlZVlMBikUqlKpXKtoJeQkDBnzhzP1gYAANDA\nEOygEWNZlkt1MplMpVJxS3QDAAD4LQQ7aKwYhsnMzCwvL0eqAwAA4CDYQaPEMExGRga3gpxK\npaIoytMVAQAAeB4aOaBx+PXXX3v27KlUKtVq9eTJky9fvmw0GgMCApDqAAAAXNBiB43AoUOH\nJkyYwLIsIUQmkw0ZMsThcIjF4vj4eKQ6AAAAF7TYgbf75ZdfJk6cyKU6uVy+evXq1q1bHzly\nJC0tDakOAACgMrTYgVf78ccfR40axTAMISQgIGDVqlUtWrT4/vvvU1JS4uLiPF0dAACAd0Gw\nA+915cqVUaNG2Ww2QohCoUhNTdVoNN9+++2KFSsYhsEwWAAAgCrw0Qjea9myZVyqCwkJWbt2\nrUaj+eqrr1JSUrgGvL59+1Y/5euvvx48eHC3bt1mzJiRnZ3d0BUDAAB4FFrswHv9/vvvhJCI\niIjU1NS4uLgvvvjizTff5B62CwsLe/3116sc379/f+4UQsi1a9c+/fTT3bt39+7du4HLBgAA\n8BS02IH3EovFERERa9eujYuL++STT1ypTq1Wnz171rV6GGfEiBGuVMdhGGbChAlcmx8AAIA/\nQLAD7/Xoo4++8cYbMTExu3btevfdd7lU16NHjxMnTkil0spHrlmz5uTJk9V/QkVFxR9//NFA\n5QIAAHgaumLBu+Tk5EgkkpCQEKvVOnz4cIfDsXPnzk2bNnF777///g8++KDKLCdFRUVr1qyp\n6Qeazeb6rRgAAMBrINiBt/jyyy9feumlnJwcQkj//v1ffPFFQkhYWFjr1q3Hjx8vFAr79u07\ndOjQ6ieePHnSbrfX9GPbtWtXfzUDAAB4FQQ78AonT56cPHky9zo+Pn7GjBmEEIlEEh0d/fjj\njz/++OO1nFtRUVHTrr59+6anp3/++eeFhYWtWrWaMGFCaGho3VYOAADgPRDswCusWrWKe9G0\nadPVq1cHBgampaUFBQWtXLnylud26NDhpts1Gk3v3r0HDRrk2pKWlnby5EmNRlMnNQMAAHgb\nDJ4AD9u2bVuXLl1OnTpFCGnWrFlqampgYODbb7+9d+/eq1evuvMTWrZsOXXq1CobBw4c+MEH\nH6SkpFTeWFhY6GoXBAAA8D1osQNPevDBB3/66SfudYsWLVatWiWXy9evX//ZZ58RQkJCQtz8\nOa+++qparf7www8zMzOVSuUzzzwzbty4t956y2q1Vjny5MmThYWFfD5+8wEAwAfh4w08ZsmS\nJa5U17Zt25SUFLFYvHr16oMHD3Ibx44d6+aPEggETz311FNPPVV5Y03P3lVUVAQEBNxp1QAA\nAN4LXbHgGSaTaePGjdzrdu3acalu5cqVXKoTCoXz58/v37//3fwTNx0PGxkZGRsbezc/FgAA\nwGsh2IFn/PXXX06nkxDSoUOHlJQUkUi0YsWKb775hhDyyCOPHDly5IUXXrjLf2LIkCHV15Nd\nt25dlSUrAAAAfAa6YqGhHT9+/PDhwzqdjhDStWvXV155habpZcuWnThxghBCUdSiRYvi4+Pv\n/h+iKOr9999fu3bt/v37CwoK2rRpk5SUNHr0aIZh7v6HA9dcg0QAACAASURBVAAAeCEEO2g4\nDoejb9++ly5d4t5269Zt6dKlNE0vXbr0xx9/5DY+8sgjdZLqOHK5fPHixYsXL66rHwgAAODN\nEOyggTgcjvbt21+/fp1727t37xdffNHpdC5atOjMmTPcxsGDB2/YsMFzNQIAADRuCHbQQJ57\n7jlXquvTp8+LL77ocDheeumlc+fO9evXLyIiYurUqTVNNQwAAADuQLCDhlBcXLxnzx7udb9+\n/RYuXGi32xctWnTu3DmKoj788EOhUOjZCgEAAHwAgh00hMuXL7MsSwi5//77k5OTzWbz/Pnz\nL168SAiJjIxEqgMAAKgTmO4EGoJcLieEDBs2LDk52WQyzZs3j0t1hJChQ4emp6d7tDoAAAAf\ngWAH9SgzM/Pjjz/+888/W7duPWXKlOeff95oNM6dO/evv/5yHbN169aePXumpaV5sE4AAADf\ngK5YqBfFxcWDBw/OyMjg3j7xxBMTJ040GAxJSUnV2+dsNtvSpUs7dep07733NnilAAAAvgMt\ndlD3LBZLly5dXKlu3LhxEydOLCsrU6lU06dPnzZtmkKhqH7Wxx9/3LBlAgAA+Bq02EHdmzVr\nltFo5F6PGzdu+vTpJSUlycnJjz32WFJSEiFk586d1c8qLS1t0CoBAAB8DlrsoI5ZLJYvv/yS\nez158uTp06dfv3599uzZGRkZrgETTZs2rX5is2bNGq5KAAAAX4RgB3WsuLjY4XAQQqZOnTph\nwoSCgoLnn38+JyeHEBIXF8cds2DBgipnhYWFPfnkkw1cKgAAgI9BsIM6Fh4eLpFInnnmmfHj\nx+fl5SUlJeXl5RFCaJqeOXMmd8yAAQPefffdqKgo7m2XLl12794dERHhsaIBAAB8Ap6xgzpg\nt9v37Nlz/vx5uVw+aNCgt956S6PRZGVlJScnFxUVccesWLGicnR79NFHH3300ZycHKlUGhwc\n7KHCAQAAfAqCHdwtg8EwbNgwbmo6iqKEQuHQoUP1en1SUlJxcTEhJCwsbPPmzffdd1/1c2Nj\nYxu6XAAAAN+FYAd3xWazjR8/nkt1NE3PnTt38ODB165dCw4OPnr06OXLl8PCwlq0aMHj8Txd\nKQAAgO9DsIM7V1hYOHz48KtXrxJCaJqeP3/+wIED//7773nz5o0YMaJ3796RkZGerhEAAMCP\nINjBnZs7dy6X6vh8/ssvv9yzZ88rV67MnTu3vLzcNY8dAAAANBiMioU7ZDQaDx48SAjh8/mL\nFy/u2bPnhQsXkpKSysvLCSFt27b1dIEAAAB+B8EObptWqx0/fnzz5s2dTqdAIFi6dGmPHj3+\n+OOPBQsWmM1mQkizZs0mT57s6TIBAAD8Drpi4faUlZU98sgj2dnZhBCRSLR8+fLOnTufP39+\n0aJFFRUVhJB77rlny5YtUqnU05UCAAD4HQQ7uD2bN2/mUp1YLF6+fHmnTp1Onz69ZMkSq9VK\nCGnfvv3+/fuFQqGnywQAAPBH6IoFd5WWlq5YsWL79u2EELFY/Prrr3fq1Onnn39evHix1WqV\nSqWjR4/+6KOPkOoAAAA8BcEO3JKWltaiRYs1a9bk5OTIZLLU1NQOHTqcOnVq8eLFNptNJBI1\na9astLT05MmTLMt6ulgAAAA/ha5YuLUtW7YsXbqUey2Xy1etWtWyZcujR4++9tprDoeDEGK1\nWs+fP08I+eabb86ePbt8+XIPVgsAAOC30GIHt/Dqq68uWLCAex0QELB69eqWLVt+//33y5cv\n51JdFRs3bjx37lzD1ggAAACEINhB7dauXbt+/XrutUKheOONN1q0aPHdd9+9/vrrTqezpoXC\nTp482YA1AgAAwD/QFQs1+u6771JSUrjXwcHBa9asUalUX3311dq1a7kH6ZxOp0cLBAAAgBug\nxQ5ubv369WPHjuVeR0RErFu3TqVSffHFF65UV4sePXrUf4EAAABQFVrs4CYyMjJee+017nVE\nRMTatWtjYmI++eSTDRs23DLVzZgxo3379vVfIwAAAFSFYAc3sWHDBoZhCCFRUVFr1qyJjo7+\n+OOPN27cWPtZAoEgLS3t4YcfbpAaAQAAoCoEO7jBlStXdu3adfDgQUJIXFzcmjVrwsPDd+7c\nuWnTplueu3z5cqQ6AAAAD0Kwg/+8+eabKSkpXFudUqlcu3ZtaGjotm3btm3bVvuJMpls/vz5\nU6ZMaZAyAQAA4OYQ7OAfH374oeu5uvj4+NTU1NDQ0Pfff59bQ6wWQqHw7NmzoaGh9V8jAAAA\n1AajYoEQQsrKyhYtWsS9btq06ZtvvhkSEpKWllY91XXo0KHKlldeeQWpDgAAwBsg2AHZsWNH\nx44dLRYLIaRZs2apqamBgYFvv/323r17qx9cVlaWlpbWu3dvtVrdt2/fjz76aOrUqQ1eMgAA\nANwEumL93eHDh+fMmcO9btGixapVq+Ry+fr16z/77LObHq/T6QoLC/fs2dOANQIAAIBbEOz8\n3dq1a7kXiYmJK1asEIvFq1ev5kbF1uTy5csNUhoAAADcHgQ7f6fVagkhbdu2TUlJEYvFq1at\nOnz4cO2nBAcHN0hpAAAAcHvwjJ2/Cw8P79ChA9dWt2LFCi7VRUVF1XIKJqsDAADwTmix83fP\nPfdcQkICTdNLly49ceIEt3Hjxo2PPfaYyWSqfvzChQurD4wFAAAAb4AWO7+Tk5Nz8ODBo0eP\nlpeXl5eXt27dms/nL1u2jEt1IpHotdde6969+5gxY6qfO3Xq1KSkpAYvGQAAANyCFjs/wrLs\nsmXLNm3aZLPZCCEPPPBAUlISTdNqtTolJeXMmTNisfjee++Ni4sjhCxduvTKlSuuNjwej/fs\ns8++9NJLnvwPAAAAgFoh2PmRrVu3pqWlca/79Okze/Zsm80mlUoDAwMDAwNbtWpV+WCJRPLp\np58eO3bs/PnzCoWib9++XOADAAAAr4Vg50c2bdrEvejXr9/ChQvtdvuiRYs6duwYHR390Ucf\nlZaWNm3a9Nlnnx02bJjrlF69evXq1ctD9QIAAMDtQbDzI3l5eYSQ+++/Pzk52Ww2z58//+LF\ni9euXSsvL+cOOHv27OTJk1esWIHFJAAAABojBDvfd+TIka+//joiIiIyMrJVq1ZJSUkmk2n+\n/Pl//fUXIcSV6lyWLFkyatSowMBATxQLAAAAdw7BzpcZjcb+/funp6dzb4cPHz579myj0Thv\n3jxu9QiKoliWrXKW1Wr9888/77333oYuFwAAAO4OpjvxZSNHjnSlutGjR8+ZM0ev18+dO5dL\nddHR0Twe76YnCoXChqsSAAAA6giCnc8qKir69ddfuddjx46dMWNGaWlpcnJyeHj43r17Dx06\ndPr06ZsOdJVKpW3btm3YYgEAAKAOINj5IIvFsnr16gcffJB7O27cuCeffLKkpCQpKUmr1RYX\nF/fq1atTp05isXjOnDnVT1+5ciVa7AAAABojX3vGTiAQcP9LUZSna/EMhmEeffTRo0ePcm+f\neOKJiRMnXr9+PTk5OScnhxCiVqslEgm3d9q0aUVFRatXr7ZarYSQgICA1NTU8ePHe6r4hkFR\nlOsKAE3TYrG4+qOW/om7gYhEIj7f1+6Nd4bP59M0jb8XDvexwuPxcEFccDutzEDThLuB1PM1\nqT3h4Obla3bv3u1KdVOmTHn88ccLCgqSk5Nzc3MJITRNL1++vPLxCxYsePrppy9cuCCTyVq3\nbo22OgAAgMbL14Kd3W4XiUR2u91isXi6Fs84efIkIYSiqJkzZ44cOTI/Pz85OZmbwU4gEKxe\nvbpJkyYVFRWVTxEKhZ06dSKEOJ3OKrt8j1QqZVnW5/8z3ScSiSwWC8Mwni7EK1AUJRAIrFar\n3W73dC1egWu8xN8Lh6ZpqVTqD/dJ90kkElwNF+5GarVa7XT9PufG4/GkUmlNe30t2AGfz6co\natasWSNGjMjKykpOTi4qKqJpeu3atQ8//HAtvwoAAADQ2CHY+Zq+fftKpdKHHnooMzMzOTm5\nuLiYENK7d2+ff3IOAAAAEOx8CsuyrVq1ior6//buO6CJ8/8D+HOXSQgQQEAUhCCiIm5tFRXc\nCuLCUavV2tZRq9W67a+1dVVbcbVW/WqdratVHHWvVtRqtW5xVJEpyBYCQiC5u98fAZQRCBa4\nJLxff0HyPE8+yT1c3jx3udSNiYmZOXNmeno6IcTe3n7FihV8lwYAAADVDsHOfHAcFx8f/+LF\nC6lUSgjp2rVrZmZmq1atZsyYgY9EAAAA1AYIdmaC47jY2FiVSmVhYeHu7t6oUaOgoCBCiFAo\ntLCwKP2FsAAAAGB+EOzMAcuycXFxKpVKJpO5u7vr+6IwAAAAMG8IdiaP47iiVKdUKulq/pQ1\nAAAAGC0EO9PGsmxsbGxWVpalpaW7uztSHQAAQG2GYGfCWJaNiYnJzs6Wy+Xu7u619lvUAAAA\nQAfBzlQVpTorKys3NzeWZaOiojIyMry8vKytrfmuDgAAAHiAI3cmiWGY6OjoolR348YNPz+/\njh07BgQEeHt7L1++HN/pDgAAUAthxc706FJdTk6OjY2Nq6trSkrK6NGjU1NTdffm5eWFhITY\n2dmNGzeO3zoBAACghmHFzgTk5eVdv379zJkz8fHxJVIdRVG7d+8uSnVF1qxZw0upAAAAwCOs\n2Bm7v/7669NPP42LiyOEKBSKLVu22NraKhQKFxcX3aclYmJiSvdKSkpSq9W6r6AAAACAWgIr\ndkbt9u3b7777ri7V2drarly50tbWNiwsrFu3bm3atJk9e3Z6erqjo2PpjgqFAqkOAACgtkGw\nM17nz58PDAzMzc0lhNjZ2a1atUqpVB45cmTRokWZmZnPnj3bvn17cHDw4MGDZTJZib5jx47l\noWIAAADgFYKdkTp//vzIkSM1Gg0hxNHR8fvvv3dzczt8+PCaNWte/8Tr/fv3L1y4sH79ejs7\nu6IbhwwZMmfOHB6KBgAAAF7hHDtjNHXq1D179uh+dnJyWrVqlbOz86+//rpx48bSjcPCwnbt\n2tWpU6dr165lZGS0aNGiSZMmNVsvAAAAGAUEO6MzadKk/fv36352cXFZuXKlg4PDnj17fvrp\npzLbX79+neM4hULRu3fvGiwTAAAAjA4OxRqXyZMnF6U6V1fXVatWOTg47NixQ1+qI4Skp6c/\nffq0pgoEAAAA44UVOyNy7ty53377Tfezm5vbihUr7O3tt27dunPnzvI7ZmdnV391AAAAYOwQ\n7IzIvHnzdD94enqGhIRYW1uvW7cuNDS0/F40TXt6elZ/dQAAAGDsEOyMRX5+vu5Sw40aNQoJ\nCbGyslq3bt2BAwcq7Dh48GC5XF79BQIAAICxQ7AzFkKhUCwWu7m5hYSEyOXytWvXHjp0qMJe\nSqVy/fr1NVAeAAAAGD8EO2NB0/S4ceMCAgKkUmlISMjJkyfLb1+vXr2xY8dOnz69ZsoDAAAA\n44dgZyxevnw5dOhQhmGWL19++vTp8hvXr1//1q1buu+KBQAAANBBsDMKL1++jI6OJoTUr18/\nMDDQxcXl7NmzsbGx+tqvWLECqQ4AAABKQLDjX3Z2dnR0NEVRrq6uNjY2o0aNGjVqVGZmpr+/\nf3x8fOn2kydP7tmzZ83XCQAAAEYOFyjmWVZW1uupruh2GxubGzdurF271tvbu2hxTiQSzZo1\na8GCBfzUCgAAAMYNK3Z8UqlUuuOtrq6u1tbWJe4VCAQjRowYMWJEdnb2o0ePKIry8fGRSCR8\nVAoAAAAmAMGON5mZmXFxcRRFubm5lX8hOrlc3q5duxorDAAAAEwUDsXyw/BUBwAAAGAgrNjx\n4MWLF/Hx8TRNu7u7y2QyvssBAAAAM4FgV9PS09MTEhKQ6gAAAKDK4VBsjUpLS8NaHQAAAFQT\nrNjVnNTU1OfPnwsEAg8PD6lUync5AAAAYG4Q7GpISkpKYmKiUCj08PDAJUsAAACgOuBQbE0o\nSnVKpRKpDgAAAKoJVuyqXVJSUnJyskgk8vDwEIvFfJcDAAAAZgvBrnolJiampKSIxWKlUolU\nBwAAANUKh2KrRXJycps2bRYuXJiSkpKSkkLTNFIdAAAAVDcEu6r39OlTHx+fQYMGBQcHP3v2\nbPLkyb6+vg8fPuS7LgAAADBzCHZVr2vXrlOnTh08eHBsbOz06dNTU1MJIQMGDOC7LgAAADBz\nCHZVafDgwU5OTlOnTh04cGBMTMyMGTPS0tJ0d2VkZPBbGwAAAJg9BLsqc/To0cuXL8+dO7dv\n375Pnjz57LPP0tPT+S4KAAAAahF8KrbKTJgw4auvvvLz83v8+PGcOXNUKtXr9+ILxAAAAKC6\nIdhVDZZl58+f37lz5/v378+dOzcnJ6dEgz179vBSGAAAANQeOBRbBTiOi4uL69y5871790qn\nOpqmN2/e7Ovry1d5AAAAUEtgxe6/Ylk2NjY2KysrPDx83rx5ubm5JRokJSXxUhgAAADUNlix\n+09Ylo2JicnKypLL5SNGjCid6nr06MFLYQAAAFALYcWucrKysg4dOhQdHe3i4jJgwACVSpWd\nnW1lZeXm5kZRVEpKioeHR1ZWFiGEoqjQ0NAuXbrwXTIAAADUFgh2lXDv3r0RI0YkJycTQiwt\nLa2trb28vIpSna5NZGQkrzUCAABA7YVDsYZiGGbChAm6VCeXy5cvX+7l5XX16tU6deoUpToA\nAAAAHiHYGeru3bsRERGEECsrq5CQkKZNm/75559ffvnlpUuX+C4NAAAAgBAcijWc7oLDCoVi\nxYoVHh4e586d+/bbbxmGyczM5Ls0AAAAAEIQ7Azn5eVlb2+/fPlypVJ57NixVatWcRxHCGna\ntCnfpQEAAAAQgmBnOAcHhy1btlhbWx85cmTNmjW6VBccHNyiRQu+SwMAAAAgBMHOQPn5+VFR\nUdbW1nFxcdu3b+c4Ti6Xjx49eu7cuXyXBgAAAFAAwa5iulSXn5/v4ODQvHnzwMDA9PR0W1tb\nfBgWAAAAjAqCXQU0Gk1kZKRGo3FwcKhbt67uRjs7O36rAgAAACgNwa48eXl5UVFRJVIdAAAA\ngHFCsNOrKNU5OTk5OjryXQ4AAABABRDsyqZWqyMjIxmGcXZ2rlOnDt/lAAAAAFQMwa4MarU6\nKiqKYZh69erZ29vzXQ4AAACAQRDsSsrNzY2OjtZqtUh1AAAAYFoQ7IrJycmJjo5mWdbFxcXW\n1pbvcgAAAAAqAcHulZcvX0ZHR3McV79+faQ6AAAAMDkIdgWKUp2Li4tCoeC7HAAAAIBKQ7Aj\nhJDs7Ozo6GiKolxdXW1sbPguBwAAAOBNINiRrKysmJgYXaqztrbmuxwAAACAN0TzXQDPdKmO\nEIJUBwAAAKauVq/YZWZmxsXFURTl5uYml8v5LgcAAADgP6m9K3ZIdQAAAGBmaumKXUZGxrNn\nzyiKcnd3t7S05LscAAAAgCpQG4Ndenp6QkICTdPu7u4ymYzvcgAAAACqRq07FJuWlhYfH49U\nBwAAAOandq3YpaamPn/+XCAQeHh4SKVSvssBAAAAqEq1KNilpKQkJiYKhUIPDw+JRMJ3OQAA\nAABVrLYcii1KdUqlEqkOAAAAzFKtWLFLSkpKTk4WiUQeHh5isZjvcgAAAACqhfkHu8TExJSU\nFLFYrFQqkeoAAADAjJl5sHv+/HlqaqpurU4kEvFdDgAAAEA1qqlgp445u23jvkuP0xiFssPA\n8eOCvOSUoW0M6VuWhISEtLQ0iUSiVCqR6gAAAMDs1ciHJ7icm1sWb7hu2XvaosWzBzo+3LFk\n3aUMzrA2hvQtC1IdAAAA1DY1Eew41ZVjYTlvfTAt+C3vpm37fzrBj/rn+MUUzpA2hvQt+XAc\nFxkZqUt1OAILAAAAtUdNHIploh9HsI1G+ljqDqBKvVs1oS4/fppPHCUVtmFkFfQNDw9PTEzU\n/SwWi9u3b//o0aO0tDSZTObl5SUUmvlJhBWiaZqmaVzh5XUUReEFKUJRlFgs5jgDlsFrAd0e\nQyQS0XRtuRRU+YRCoUAgwN+LDkVRhBDsUV+H3enrdPsNsVgsqObXRDcV9amJ3KPNzHgptFFY\nFtYhsrGRaZ9n5nBEQlXURqOpoO/evXtPnjypu9PW1nb16tUpKSnW1tYtW7ZEqiuCZcvXURRl\nZWXFdxVGRC6X812CccGXDZaA6wm8TigUYgfyOrwaRdIFAkKITCYTV/NrwrJsOffWXPShiv9c\n5gqBvjbl9O3du3ejRo10P4tEopSUFCsrq8aNG+fl5eXl5VVV8aaLpmmRSISXoohMJuM4Ljc3\nl+9CjIWFhYVarcaKnY5YLBaJRGq1mmEYvmsxCkKhkKbp/Px8vgsxChRFyWQyhmHUajXftRgL\nmUyWk5PDdxXGQrffyM3N1VTzkr9uKuq7tyaCndDaxlKbnJnLERFFCCHaLFWOwMZaRhnQRmRZ\nQV8/Pz8/P7+icY4ePbp48eIZM2YEBQXVwFMzFVi8LNKvXz8nJ6etW7fyXYgRwQJVkS1btuza\ntWvFihVt2rThuxYjgiV/nRcvXgQFBfn6+i5ZsoTvWoyIpaUl3yUYi51XrpwPC9vVv78zr69J\nTZxHIlB6NaSfhj8s+BdH8zj8X87dq6HEkDaG9H0dy7IqlQr/X4I+WVlZ2dnZfFcBRiovL0+l\nUmm1Wr4LAWPEcZxKpcJ6P+ijzstTqVS8HwCpiWBHWXcI7CK+/PPmPyISEyMvbt92nmkf5OdE\nEaKO+GPPnlMPsji9bfT3BQAAAIBiauQIHSVvO/7L8Vs27pk/JZ2z8egw+ovxnW0pQjj107D9\nv72U+PfytqL1tCH6bgcAAACAYmro1CtKquw9+dvek0vcquizMLRP+W30316mevXq9ezZ08XF\n5T8WDOaqW7duCoWC7yrASHl6evbs2dPe3p7vQsAYicXinj17ent7810IGCkfHx+WZS0sLPgt\ng+L9YDAAAAAAVAlchBMAAADATCDYAQAAAJgJBDsAAAAAM2Fq161Vx5zdtnHfpcdpjELZYeD4\ncUFe8lIfkdXXxpC+YNIM2MRs2q19W3aduR2dQWzqNWoX+N7oPo3kFGHjQ+dM2fG46NsGKKnf\nvF2zOuKyrOak4umhfxpg71EbVLSVNZdDRn53Ma/YeemUVY/5O6a1ScIOpJZQ31g75bBnyMKA\nMi/PYRzxw6SCHZdzc8viDTeVI6ct8hY8Pbppx5J1ih/mdFFQBrQhBvQFk2bI9GDjj4R8e0Dt\nP27eJE9p2p1D2zYvWEmt/qqPI5MYn2TZ7v3PgpS6RWxKYOdhUn8cUAFDpgfRMw0M6gsmzoCt\nLPQe+uWCHkxRsFP/e2jDOUX7hgJ9MwfMCaPOeP7k6v6tYS/sPMtsYDTxw5SmHqe6ciws562p\n04LfklPEWzkhauKy4xdTOvd3pCpsEySpuC+YNEOmBxt/OSzCpufC8b2aiQhpqJwmiJuw7PzV\nlN5BJOF5nqtvl7ZtMCHMkyHTg3AvypwGXCb2HubPkBlCKZQtWysLO2Tf2bQtw2/q3I62FJeM\nHYi5Y2MOf7P4aDyreckQuzJbGE/8MKVgx0Q/jmAbjfSx1L0YUu9WTajLj5/mE0dJhW0YWcV9\nwaQZMj2IWOn3zsgWnoUHSDhCCBEKRYSJffac5N7aMvPg3Wd5lvW83hrw/uhu7hbYR5sNg6YH\n87zMaWBQXzBxldzKXM7tX9bfbTl1ZQtLihBt2TMHOxAzQrsFL94cTJjHO6Z8EVFmC+OJH6YU\n7LSZGS+FNgrLwj8WkY2NTPs8M4cjEqqiNhpNxX3BpBkyPWindoOGFf6SFx+2aetFge90XwVR\n/Z2Qpc0WNJow7x3b3Ogr+3as/Vol+WFmJxvMDjNhyPTgVAllToO2BvQFU2fIDHmtddThX/5p\nOGK1t5QQ/TMHO5BaxXjihykFOx2q+M9lXmBZXxtD+oJJM2gTc1lP/9y3fffJKJuunyz8qKMN\nRZiuszZ3liqsJBQhxMPTnX728Y+n/87w7YOvrzMr5U8PyqbsadDGouK+YB4M28rci7Ddx0mf\nJb4FwU3fzMEOpBYyhvhhSsFOaG1jqU3OzOWIiCKEEG2WKkdgYy2jDGgjsqy4L5g0Q6YHIYRN\nu7FzxQ/H0xoGjv52ThcPK92pzgILG9tXbSi5m9KBXM1QcQT7ZTNh0PTQMw0ETth7mD8DdyCE\nEMI+O3c83K3nxAaCwluwAwFjih+mdB07gdKrIf00/KFa96vmcfi/nLtXQ4khbQzpCybNoE2s\nifj1m5BLdmNC1n41xr8w1RGS88/G6bO23SnoSrjchLg0YV3nOtgpmw1Dpoe+aSDE3qMWMPw9\nQvvv6dMJPt07vdo/YAcCxJjih2DBggXVN3rVoiSOlkln9p5LqNPYzSLj1m8b98U0fm9iHzcL\nSh3xx75TjwXuDR0k+tro7cv3s4IqYsj0oO/sXnmU6Ty8o60qqVDKS6GdozMdcWjbsSdiZycL\ndVL46S3bzjLdJn74tqMprWhDeQyZHpY2pMxp4GSJvYf5M+j9hSKEME+O/XSM9fswsHHRSVNC\nPTMHOxDzw6XdOf5HeuP+3RoV/P0bY/ygTOtMEU4ddWbLxn2XItI5G48OwePHB3pZUoTLOLXg\no/+9HLVueXA9Wk8bfX3BjFQ0PQYLjsybtOWhtlgnYfOJm5b0q5MX8+cvW0Mv/ZuUJ3Fw9/Ef\nNnZoWweBnscBk2TI3kOtZxpg71EbGDJDCBO1Z/rsy28vXzPK4/UdhL6ZA2ZG96nYAZsWFVyg\n2Cjjh4kFOwAAAADQx5TOsQMAAACAciDYAQAAAJgJBDsAAAAAM4FgBwAAAGAmEOwAAAAAzASC\nHQAAAICZQLADAAAAMBMIdgAAAABmAsEOAAAAwEwg2AHwjI1a4yelKVrq/0M0y3cxVeXFjv5S\n6hWaFssdlO0GfLruQqK24t5VIGvXIAuqTAKn8afya6SGGsXGHp7eraGdTBG8M73U1wnl/Dq0\n+KtBC6UKl+a9xq8+/1xb0H1tV4mk69pYfqegOupkPlVTLgAAD1JJREFUyISANso6colEZufS\nzO+dOVuvpTK81gRgYvAdxQD8YqMO7r+WzxEu/2ro77FTprob9N8W+3RlF+8vLL6POvOxM0U0\nYVM9e6xNDt6X8dtQSXUXbDBK5D1kVnATASGEMLlpUTfOHF//6fEDJ9ee3jepmbTi/sWf45sQ\nNgmeOdRbVKIsy7YNq/RbPI1iW2jClk9Ze9X2vSULx/rq+RZKYeNBM4b5iAkhhGizEx9d+P3Y\nlpkX/4o9+ffqrtaVeKj/vl30UN9ZGdhjzvkcly5DxsxsVleSHXP9xP414w6Fnt8Ztn2YC12N\nDw1gRhDsAHjFRB7c/49G0Xtw6yuH/go9HDtlmmHJrjixtUPdurTCgLRUk0TNR3y9eMirdKN5\ndmRGvxHrZ4wN6fjX/Fbi6i9A2Gz4V4vfkVX/A72Ol23BZUZFptDNp3w+7b3G+lKrsMnQLxeP\nsir6nV188IO3h/3y0/J9c/0/cqyZOsvBxu2YsyBM02np5RPzWlkW3Ljo6xOfdBm4eeY3Y4I2\n9LTgtT4AU4FDsQB8Yp4e3H9Da9t3/Hfv+cnyr4YejnmTQ2GijkuuP3setSnIeJbryiJy6b9i\n6/RmzM11a05l8V1MEXXi/as3orNLHb58Q3xtC44jRCAQVGIdi64bNGm4ks69e/OBpvrqMpj6\n6h+XX4r9x39clOoIIbRj75nj2tLPL/z5oGYO4QOYPgQ7AB4xEQf339Ta9hnau2GfAZ2k+ddC\nfy+e7PKiT3zzXudGDnKZon4T32HzDzzJJVzChh4WnrMu5+edm1RPYDP69zwubVugVNwh5EnB\nyUiaZ2dDPuzW1NnKwsKmnnf3D0POxhW8dXNp2wKlFsG7kx/tmRngU9dKZlOvaY+PN/5T+rSs\ngvYZN7d+FtTGzU4mFlvYurToNXHt5dTCCrnMW9um92/TwNZCLFW4tAyYuu22qoJ8JGk1ZlRr\nQcrpY3/nlzt+6edYUTGVo3sdhu1+uOf9lg2bd3p3/X2mwvH53hZ6h1LvGyZzGHcyT3NldiOB\nNHBbmuEhlaIIYdkS7ZmHy9qLLQb8kvHqpoxfBliIWy8O15Z6vuU0ZgipxCShBAKaMHFPY4qf\nACloOHH//ftHpnkLypoShMu4vWP24PbudpYyRX3vbmOXHY/M03XM2z/cQhqw+emtbZ/28naS\nW1g5Ne0+Ye3llP8wewFMAwcAfNE+WNpORNuPPJDJcUzsj92klKTL6kim8G7m2d53XYW0osXg\nqQuWLZ4xpLmCFjYYeyhFnXDn/O5PmglFbWeE/nnpYSrLpm4NkIjeXv5Yy3Ecm3hwrFJESdy6\nfThvyZLPP+ruLqVEyrEHElmO49jUrQEScbv+/dsFfL3/738jH/6x7h1PEe006kAaW7o+5tmO\nQXVoYd0Oo+cuXRGyZPaotxyFtO2A7fEMx3FM1KYAO1ri6v/RF9+uWDZ3VFt7mnYeFZrKchzH\npW8PklCyd/arS42Zd2aiMy3utCqSKXf8vJLPsfxiSlHtHCgl0iF7X5b9yuteMZ+O7eu4dh49\ne+nWS4lM+ePzvi3KGYpNuR92eM5bImGzSbv+uHAvUVOq88u9Q6REOnCnqtjWTT78gZuAkvXZ\nlMByTMwP/mKx/w8xTMG0lPb/+cWrti9+7i8VtVp0T1tqu5TXuIJJUuIJJuwYaEdT4nr+k9cc\nuBKZUepZlJ4SXNbl+e2taImL39i5S5Z9/eng5gpa4Bz002MNx3HqfcOkQq+32jl7Bn/z6x9X\nLv6+btJbCtqy9ReXs7lKFQZgYhDsAHijvb+krYi2H3Ugk+M4jnm6qrP49WSXffpjV4G4zRfX\nsnS/s+nHx7sLJP4/RDMcE7HCVyzpsSGB5bjCmKILE3mXZ3kJhZ7jjyYWDMMkHRvfSCj0mn0l\nr6AlETSYcLLwPZ5N2RpoIXCbGpZfqj426ac+UoHHlD+yC29RHRpdR2D/wbE8jmPifuwmFjT8\n7GJu4Ti7Rrg6ek45ncdx5QU7za35PkKh9xc3NOWPz5V8juU3Lkm1c2CZZ7lJAramsoWvA+38\nzt4ExoAny/+2KH8ojk3Z3Fci6hjypMyUqwt2wiZDPl9Q4MvZk4a97SymKHGTaecyWc7gYFdq\nu5TbuPxJUpI28dyifg2taIoQQolsG3YcNHH+uoM3k141LvHQj757WyL0+OhIcmEcUz9Y08NW\nYP/Ob+ksp943TEooq+4/PCmMiGzGqY89hLJuP0YzlSsMwKTgwxMAfGEehobeZWyHD+lhTQgh\ntFu//q3m/nUt9FD01OkeNMm/duhogrTXoqnt5Lr2lG2vWd+HNHrWuLxBteHHT0RS7ZbO7utU\ncKIF7dhn1ri22784efzB0g4tCSFE4DL4ve6FJ9FT1vXqyak7Gm3pw1CU/cjdMQNoa4fCk544\njZahiUaj5QihhGIRzaXdCbud2qFDHSGh6ozcEzvSoCdeeB5YueNXqhg9yvhUrNCrpQVFCEcI\nIbRDvw8GOdMGjM/7tqhgqFaGfMxX+yh02YLQwocSWddv3HHUlP9bNqe7deELUuUqN0kETt3n\nH338WfTVc6fOnj137tyfJzZdObRxySy3fgv27Jjd0a7E+YNs9NHDt9h2S+YGOBTeI2k64bMB\niwedOnddM8yPEELJuo0d1bDwbY6y6f7hcM/Na46cSZ0U9MazF8DYIdgB8IR5cOBAuFbgRT3+\nZd063S1Jchsq/5/Qw9HTpntQGRERKVSDFj6vvZ8JvQZMn00IIUTvmWVMXFQcazPUx+21t3qB\nu4+3NXsgKpYhLQkhhHZydix2eq2+M+4FMjt79f3TO7b+fffRk4iIx+G37kRnsLoYQjkNnTd9\n85Dv5vu6fN+0o18X3y7dAgYFdXLTc62NImxaSipLe9graELocsavVDF6VPCpWIGza71Xu8By\nxud43xYVDGVQsJMO3Jl8aFS5L1hVe4NJQlu5dxw0seOgifMJmx3796ENC79YfezzwVM8wncN\nrVOspTYmMkariZ/jJZxTYgxpcqruPEa6XuNGVq89lsCzSUOBNiIimn3D2QtgAvDhCQB+aMND\nQ8M1nOb+znlTCkxb9Ucqy+VfDz0czRLCMCwhAsEbXXKNKvH+RNM0YdmiBELRBv3lc5mXFvh7\ntez/2YbzMaxTy74ffbN74wfKwoIo225L/3p869DaWYO8tA8Orp7xrp9Xk6Dvb+eWOyYTc/NW\nKrFr5uNCVzB+pYp5MxKLV4dryx2f/21hyFDVh2O0jMFreq83NniScKknFrw7YuavUa89G1re\nwPe9ZYf3z2hGJx8/eEldogslEAgoid9XJ8+XdHpR94LPJJd8dbRahnAsy73h7AUwBVixA+CF\nNjw09AFjM3jn09BR9kXv10z44vZtvr4eeih62ox6DVytuX/+fZJDWhdePpaNPfH9lmtOQ+aN\n9NE3rsDFzYVWPbwfx/ZtWJgY2LgHDzNpV3fXygUTNvbnL7/7Wz469OrmgU66rppL14ruVcU/\nTVRbew6YvGTAZELYl1Gnvh4+dPXCVWcn/Nxf7xXH8u/u3HWTqfNuvw5iwsaUN36livnvyh2f\nsuV7W1ThUAbiOJbjChcQmdjIWKactwt9jQ2fJJQ0598T+47n9ps3XOlQLL9KPBu7CUg0U+rr\nJwRKT3cBk0E5d/JvUVSa5vm9vyM01la6G9iEe/fTON+6hQPm3bkerhU29mhAqeKfVH72ApgE\nrNgB8EF7d/+BR4yi94jAYmcOCZoOHdpCmH/9wKEoVuIb1Msu++SGTfcLVxHUtzd/Pnfp/odM\n0Ts5V2oZRegT2MedufbTqrOpBfexqWdWbrrGuPcN9KncP3Js0rPnWoGyXVuHgsfjMv7afyqO\n0T1qftjnbzdpNnRTpO4Nl7ZUdunqY0XyX2brvSiaNuHE3I9W3hO0+mRaH6uKxi+i+83Axm+s\n/PF53xZVOJQhjyYUEuZJ+KOCC49wL07+uONhyevIFT7f8hpXYpJY+gcH2Gcf+/qzXU9eXzXj\nsm5t2HJBI+/U4+1XFwbUPTRdP6B/W8H9TUv3Py8MfdqoLR/6dRv+472CdTpOHbZu5cWMgkpz\n7q1ftjdB1L5fLydN5WcvgKnAih0AD7S39x/4l7UbPqKPbfGjawKvIcNaL7j5T+jhqM9mDFiw\nuPeZT+b6d7nxQXB7J/X9w1t+Ca8z+OePWwoJEYtFRPvoxNZdjt39B3d87TQyScfZy949MHLD\noA4R74/qoeSizu3ecSbWdcze2b6Syp0jL2za1a/uyu3fjp2tHd3GNjfm6sGt+x4zdvTLCxsX\n7nKZHTB8UP3d2+f3C44d3V1pmfvsn9Bte9Pqvze6V9FZXJr7+75ZGF7wlWLpMbdOHzn3r8oh\n4Psdc9pIKhx/zsjWxZ5j8/Ibt1X8t7OjKiqG521RwVBVS9CgU2d3snLd6GHC6cFebMSJTRvv\nNWjjmFyYeYo9X9/yGks6VzhJClF1gr9bO/Kf93eNaXnhx759fZs4y0lWwoNLJ07dSFL0WbNy\njAtNCFv8oRt9HDJjd5/v3m///Mz7gT62Lx8c3fbLJVGvHz/vIyckjxBCW9mn/BTU8eGY4b4O\nmTcP/nzwbn7zOcvGN6QldgYXBmBy+P5YLkAtlH9tXhMh7Tjmd1Xp+7SPl3cQU2LfFU8YjuOy\nH/72+ZD27rYWYqnCrf2Q/9v3qODCbNqo3R+2dpKJpC4fn8wrdu00juPyok8uHePn5WgpFls6\nNvYf+93p2IILaJRsyXFc3qmJDeyazblY+hIbHJtxfcO4rt71FZa2bq26j5j38+30pD+/G+Xf\nut2Hu58xXFb4zlkD2rnZWQgFIrlTE79Ri35/WnD5iPTtxb55gaKEMnu3Nv0++eHP+HyDxy/2\nHCtqXIJB17Er9jpUOD6/26LcoQy63EnJ69gV8/rlTjiOy763fXJPHxeFhYWiQfsRS8/E3Nk4\nJnDiL7or8RTfLhU0LmeSlFFF+s2d80f3aOlmLxMLRTJbl2Z+78zaeDGh6Jp2JR+aY1Ov/u/T\ngJb1raUWCpemXd775siTgq2i3jdMKmz2xYVbWyd2aWhnIZbV8er60ZqLSYWvUKUKAzAhFFdF\nBzIAAACMRd7+4Yp3H8y6dntxaxyZgloF59gBAAAAmAkEOwAAAAAzgWAHAAAAYCZwjh0AAACA\nmcCKHQAAAICZQLADAAAAMBMIdgAAAABmAsEOAAAAwEwg2AEAAACYCQQ7AAAAADOBYAcAAABg\nJhDsAAAAAMwEgh0AAACAmfh/mVwWw/CXJQoAAAAASUVORK5CYII=",
"text/plain": [
"plot without title"
]
},
"metadata": {
"image/png": {
"height": 420,
"width": 420
}
},
"output_type": "display_data"
}
],
"source": [
"plotResults(cmpGeqSingleton, \"Geq Singleton\", \"Action asData\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Also no checking of preconditions"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"noPreconditions <- readResults(\"nopreconditions\")"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
" TxId Original Steps Original Memory Measured Steps \n",
" Length:100 Min. :4.559e+08 Min. : 1315709 Min. :2.839e+08 \n",
" Class :character 1st Qu.:9.098e+08 1st Qu.: 2435447 1st Qu.:6.566e+08 \n",
" Mode :character Median :1.482e+09 Median : 3953838 Median :1.285e+09 \n",
" Mean :1.527e+09 Mean : 4085027 Mean :1.331e+09 \n",
" 3rd Qu.:1.932e+09 3rd Qu.: 5448340 3rd Qu.:1.713e+09 \n",
" Max. :8.669e+09 Max. :11563106 Max. :8.614e+09 \n",
" Measured Memory Delta Steps Delta Memory Delta Steps [%/100]\n",
" Min. : 804330 Min. :-405010139 Min. :-1238155 Min. :-0.377422 \n",
" 1st Qu.: 1942038 1st Qu.:-246256081 1st Qu.: -759128 1st Qu.:-0.254660 \n",
" Median : 3268036 Median :-172669294 Median : -532410 Median :-0.143862 \n",
" Mean : 3479905 Mean :-196334915 Mean : -605122 Mean :-0.160979 \n",
" 3rd Qu.: 4785815 3rd Qu.:-143779039 3rd Qu.: -445605 3rd Qu.:-0.104538 \n",
" Max. :10324951 Max. : -55111200 Max. : -173815 Max. :-0.006357 \n",
" Delta Memory [%/100] Delta Steps Relative to Maximum [%/100]\n",
" Min. :-0.38867 Min. :-0.040501 \n",
" 1st Qu.:-0.26004 1st Qu.:-0.024626 \n",
" Median :-0.14874 Median :-0.017267 \n",
" Mean :-0.17086 Mean :-0.019633 \n",
" 3rd Qu.:-0.11087 3rd Qu.:-0.014378 \n",
" Max. :-0.06193 Max. :-0.005511 \n",
" Delta Memory Relative to Maximum [%/100]\n",
" Min. :-0.08844 \n",
" 1st Qu.:-0.05422 \n",
" Median :-0.03803 \n",
" Mean :-0.04322 \n",
" 3rd Qu.:-0.03183 \n",
" Max. :-0.01242 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cmpNoPreconditions <- compareResults(geqSingleton, noPreconditions)\n",
"summary(cmpNoPreconditions)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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BxHdzUlir6z7r5/dOrHJqXG7Z+98t8d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\nrbOjm29aOcyjuk2HqQ5m2y0Pgh3YHFt8befqL64pXpizqi03/vi2PWs+c9+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"text/plain": [
"plot without title"
]
},
"metadata": {
"image/png": {
"height": 420,
"width": 420
}
},
"output_type": "display_data"
},
{
"data": {
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XA4bLfb4/F4fn5+Xl6e2OUkC8EOAAAA4DChUMjhcMTjcYPBkJubK3Y5xwDBDgAA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\nly79cu7c7pde8rfrP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tn/NCAF263H7v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",
"text/plain": [
"plot without title"
]
},
"metadata": {
"image/png": {
"height": 420,
"width": 420
}
},
"output_type": "display_data"
}
],
"source": [
"plotResults(cmpNoPreconditions, \"No Preconditions\", \"Geq Singleton\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Cumulative effect of optimizations"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
" TxId Original Steps Original Memory Measured Steps \n",
" Length:100 Min. :6.680e+08 Min. : 2000433 Min. :2.839e+08 \n",
" Class :character 1st Qu.:1.214e+09 1st Qu.: 3538856 1st Qu.:6.566e+08 \n",
" Mode :character Median :2.004e+09 Median : 5720980 Median :1.285e+09 \n",
" Mean :1.380e+10 Mean : 36406718 Mean :1.331e+09 \n",
" 3rd Qu.:2.879e+09 3rd Qu.: 8230336 3rd Qu.:1.713e+09 \n",
" Max. :3.248e+11 Max. :853010094 Max. :8.614e+09 \n",
" Measured Memory Delta Steps Delta Memory \n",
" Min. : 804330 Min. :-3.162e+11 Min. :-851543409 \n",
" 1st Qu.: 1942038 1st Qu.:-1.054e+09 1st Qu.: -2952572 \n",
" Median : 3268036 Median :-5.949e+08 Median : -1737729 \n",
" Mean : 3479905 Mean :-1.247e+10 Mean : -32926813 \n",
" 3rd Qu.: 4785815 3rd Qu.:-4.481e+08 3rd Qu.: -1343358 \n",
" Max. :10324951 Max. :-2.140e+08 Max. : -674499 \n",
" Delta Steps [%/100] Delta Memory [%/100]\n",
" Min. :-0.9906 Min. :-0.9983 \n",
" 1st Qu.:-0.5576 1st Qu.:-0.5391 \n",
" Median :-0.4227 Median :-0.4175 \n",
" Mean :-0.4507 Mean :-0.4461 \n",
" 3rd Qu.:-0.2682 3rd Qu.:-0.2640 \n",
" Max. :-0.1332 Max. :-0.1393 \n",
" Delta Steps Relative to Maximum [%/100]\n",
" Min. :-31.61671 \n",
" 1st Qu.: -0.10535 \n",
" Median : -0.05949 \n",
" Mean : -1.24686 \n",
" 3rd Qu.: -0.04481 \n",
" Max. : -0.02140 \n",
" Delta Memory Relative to Maximum [%/100]\n",
" Min. :-60.82453 \n",
" 1st Qu.: -0.21090 \n",
" Median : -0.12412 \n",
" Mean : -2.35192 \n",
" 3rd Qu.: -0.09595 \n",
" Max. : -0.04818 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cmpCumulative <- compareResults(production, noPreconditions)\n",
"summary(cmpCumulative)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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W7PyMjgcDhyudzXtQAAQIBBsAPwL1qtFrPrAACgfBDsAPyI3W7X6XQMw6BdBwAA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\nAeX6bETAnhDsAMeg1KpbS5Ny8o/kPMHAnHzi5C1N7Xq1nWrWr+tkPHX4WN4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"text/plain": [
"plot without title"
]
},
"metadata": {
"image/png": {
"height": 420,
"width": 420
}
},
"output_type": "display_data"
},
{
"data": {
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McmhcLT33/68ZmOjZ+Y3qXlDa+XSuze\nsyW7avehA39wE/tKQlrFTd2po4Y2bKUYgzGZEf6+dClbIMYSDSlg+/PIWbeqUcd2KXJCCK1u\nPmTaC0OmvUD4gsyjuzd8smDe4p/efmjh8LOLBlS0c03afdKEZu++8ufatcf+pdn39WE/03zs\nhE6SmnmNlMZsjqODl86cKySd4ks8wFvOpXsEorv5tYT2hsSVTQAAokfUH3uhDMPH91MW7v3q\nm792rt1sZzqMubPZDT1HyP318J8ButHYmVOLvzIJIZ4zJy+EeJpUEdqY1qMpy53buP7X60Y0\neH9Z981Zjm3SI61oxxDdcNDgFkzhT1ve3f6LX9GtT2cpIZSmZ9+OksDvPyz67kA+03LIoKtH\nzxRd+3SW85e3fHvEe93Kcnc8N7Rnrzve+KXMa6Wxrfr01NPcb58t2lXGzTeE3F8OneQIbUox\n0je9ihDU1IatFNumd1oC5f9pw3eWkgXUt2/BsD59Bs/f7eWOvXVnWtce96+8cj06WmXuePuj\nb705tTETdPx1trJb50o6TZrQiuVOr/3y2/XrD/uZVuMmtGdr6jXKOvfupiD521dtuO4GF8Fz\n69b+fPVqcze3llDfkAAAEC2i/886ZRgxvr/Ku3/ZrLc32pmOY0ff2OsIJdNqlRRvP3Y04+q3\nJO8+vuyxWausPBE8BZ5Q91axHe6b3jMuePK9h57ZdPnK2AT/xW//+eC7p4JxPR+c2vFKGWBb\nDx5Yn8rasGxjNtOud5qWIoTQ9Xr3bsLkb1/21WVSf9DgNld3sND1Jz56ZzJ/ZtG0R5YXX7LW\nm75m1ow3tv9sS+1a+jrLVyj6z5zZTRE88/6E25747GCGt7gycDknv/33xEc+t5LE2x6a3JS5\n+VVUrsY27FWC3+cvs4OpBj/0j+Zs/rbnH1r0e27RHLzr4MvPLb8kaAePHahhjJrAiV8Off76\nW3uyr6406Ni79ocMnklu3rzSm72ybSdN6iAJ/rV05usHfGzb8ePbXt0m1X+NlGH0Q2NNxLXx\n6X+8/tOVdEH7rhfuX3iw+NdWpbVc20qhviEBACBaiH29lZpXfB27q9fl5e1LR8ZThBBK2v3V\n01cv0xW47jp2uTtnNpdSlCTplqGT7rtv8sg+zRNYacPbJ92qpyk6oUX/2Rts/A1XxBWEG65P\nJgi+kx+OTGEpipIlNuvWv3/XpjoZRSi23qiPTpW8ULBn8/0GmhDCNJ61/+r0wu+nGWhCCG2c\n9v11V6cLWr59uI2SIpRU17jTrUMH926dLKMIre7yf7uyK7iQbODvNQ/eEk8TQihantioVfuO\nHdo2NcVLKEIoJjHtma22YBVWUXQdO9mIpdklgp37Xy8pkQ3/zHktRjD9zd5SIhv2aVa1NuyV\nSznLRy53Ff0WMz8YKCOUsunge6bPWv4Hd8M1fvncA//umUATSqJr0WvosEFpzXQsRTGmkR+d\n9guCIOTumt1GThGK0TTuOnDY7UP6tk9R0RTF1hu77Hwo124L/vVGz6Krj0g6v/RnyWeE8hor\nu0Cx5duHWikoQtGK5Bbd+3RvoZfTtCbt4andpVevYxfKWm7cSqG8Icve/gAAEImif48dIVTS\n8PED4ilCSTqOubOcK1vE939t+zcL7+qeYN379dqtR7O1PR9bcuCXb1d98cXCyX2aqinChLql\npC0fXHtoxzuPjbhF7fpj//4/XepbRsx4b+ehNdNblDx9TdFzaN94ilDqtN7FtwuVdevbXUER\nSt1vaE9FyWXSxpGL9h5YMXdid33BXwd37jnu1ve6d8Haw7te7lfRria2wbgPDx3b/sGcKQM7\nmJnsC38eP3khm07pMmLav5fvP7Hn1SHJdHVXUSZKotTqdUqakOptWFqiStAnFC2HUMaJ856/\nvaUyc9cXX+44lXvjbjAqvse8bYe+Xnhvb2Puid0/7DtVWG/AtNe3HFo7vbmEEELi+726c8ei\nJ0Z2Tso/tW/7tt2/WVXtRj3x3o5Dq+9NDWXUAN143OSeMopQ0k4Txl13mmYNvHlo48j39+75\nZPaoTgbu0u9HThekDHpy6d6tCyfdPnbssPZJdKhrKWMrhfiGBACAqEAJAk6dBgAAAIgGsbDH\nDgAAACAmoNgBAAAARAkUOwAAAIAogWIHAAAAECVQ7AAAAACiBIodAAAAQJRAsQMAAACIEih2\nAAAAAFECxQ4AAAAgSqDYAQAAAEQJFDsAAACAKIFiBwAAABAlUOwAAAAAogQrdoAa5na7xY5Q\nR2iaVigUHMf5fD6xs8QuhULh9XoFQRA7SIzy2u3ukyfVzZopzOaqPvfy5cuFhYVms1mlUtVG\nttihVCo9Ho/YKWKXVCqVSCRerzcYDIqdJUbRNC2VSr1eb12uMT4+vrxHo63YBQIBsSPUEYZh\nWJblOC52XnIYUqlUgUAAxU4sgYKCQqtVbjKxVfwU5OXl2e12pVIplUrxCaomhmGwDUUklUpZ\nlg0Gg/gtiIVlWYqi6nL7MwxTwaM4FAsAsYXneYvFQlGUyWQSOwsAQA1DsQOA2JKVleXz+XQ6\nnVKpFDsLAEANQ7EDgBgSCAQcDgfDMAaDQewsAAA1D8UOAGKI1Wrled5gMFR8kgoAQIRCsQOA\nWOHxeHJycuRyuU6nEzsLAECtQLEDgJggCEJGRgYhxGw2UxQldhwAgFqBYgcAMSE7O9vr9Wq1\nWly4DgCiGIodAEQ/juPsdjtN00ajUewsAAC1CMUOAKKfzWbjOC45OVkikYidBQCgFqHYAUCU\n83q9LpdLKpUmJSWJnQUAoHah2AFAlMvMzBQEAWMmACAWoNgBQDRzuVwFBQVqtbqCe2YDAEQN\nFDsAiFo8z9tsNtwWFgBiB4odAEQtm80WCAT0er1UKhU7CwBAXUCxA4Do5PP5nE6nRCLR6/Vi\nZwEAqCModgAQnYrGTJhMJprGHzoAiBX4ewcAUcjtdufn5yuVSo1GI3YWAIC6g2IHANFGEASL\nxUJRVEpKithZAADqFIodAEQbh8MRCAR0Op1cLhc7CwBAnUKxA4CoEggEHA4Hy7IGg0HsLAAA\ndQ3FDgCiisVi4XneaDQyDCN2FgCAuoZiBwDRIz8/3+12KxQKrVYrdhYAABGg2AFAlBAEITMz\nkxCC28ICQMxCsQOAKOF0On0+X0JCglKpFDsLAIA4UOwAIBpwHGe32xmGMRqNYmcBABANih0A\nRAOr1RoMBpOTk1mWFTsLAIBoUOwAIOIVFhbm5OTI5fLExESxswAAiAn/tQWAyCYIguXqbWEx\nZgIAYlzdFjvvL+8+/k3T1/89LKGsP77ev3d89uGafWecQW1q2qjp00Y0j6Mqmg4AQEgex3l8\nPrVaHRcXJ3YWAACR1dWh2KA35/LxrYs/3e0Syp5B8Py6ZMEHR1RDZr644OlRySeXLVy0L0co\nfzoAACECw2T7/RRFmc1msbMAAIivbvbY8X9/89KCTRl8oCBIdGXOIeQe/G63p9sTM8d0i6NI\n69QH0x96efNeR+8RsrKnj0zGTjsAIIWJiUFBMBgMEolE7CwAAOKrm2JHNxyz4JMxJHhm2eNz\nz5Y5R/DCmbN8s7vaqor6mrx1h5bUgTPn/EFl2dNJsqzoie+///7BgweL/q1SxQ0c+EStv5rw\nQFEUTTsEQeB5XuwssYumndj+YnLZE5uqeb/w55/kjz8cYqeJUQyTHQwGxU4Ru2jaSVEUz/OC\ngINZ4qAoquhXUGdrVCrZ4cMTyns0XAZPcO6cAlajVV3dDyfRaJScxe0JBMqeLhBZ0SSXy5WR\nkVH0oEajKSjg6jy7aIrOE8eHWUQURWH7iyjZQFMU5Tjv8SlQLERDUUF8CkSEL4JwUMffBRWP\nEguXYleEuv7fxZupvOmEkLlz586dO7f4x6ysrNqNGDYYhklISPB6vfn5+WJniV1ardbtduNP\nqijcbvfFiwzr8fTqkqxMNYkdJ3bpdLrs7GyxU8QulUqlUCjcbncgEBA7S4xiWVapVObm5tbZ\nGhmGqeDRcLmOHavWqLhcd+HVL0guL9fDaNRKSTnTcYYdQCzjed5qtVIUpXLgCCwAwDXhUuyY\n1OZN6HMnTnqLfgycOXFaaNS8iay86eIlBQDxORwOv9+vlckYv1/sLAAAYUTcYuc9u3P16q1/\n5gmEUqfd3kd6YPknO89aref3Lv1sV7DriL4GqrzposYGADH5/X6Hw8GyrE4uFzsLAEB4EfUc\nO8F7bvfarwpk/Qa3jqfjOk9/bvqSD1c//3i2oGmcds/c6b0TKEJIedMBIEZlXr3PBI0TTAEA\nrhdtY/oweALqEgZP1L28vLwLFy4olcomTZp4L192Hj6c0LGjMjVV7FyxC4MnxIXBE6ITZfBE\nQkK5lzsJl3PsAAAqxfO8xWKhKMpkwjBYAIAyoNgBQMTIysry+Xw6nU6pVIqdBQAgHKHYAUBk\nCAQCDoeDYRiDwSB2FgCAMIViBwCRwWKx8DxvMBgqvjgnAEAsQ7EDgAjg8XjcbrdcLtfpdGJn\nAQAIXyh2ABDuBEEouiW02Wyu+CaJAAAxDsUOAMKd0+n0er1arValUomdBQAgrKHYAUBY4zjO\n4XDQNG00GsXOAgAQ7lDsACCs2Ww2juOSk5MlEonYWQAAwh2KHQCEr8LCQpfLJZVKk5KSxM4C\nABABUOwAIHxZLBZBEDBmAgAgRCh2ABCmXC5XQUGBWq2Oj48XOwsAQGRAsQOAcMTzvNVqxW1h\nAQCqBMUOAMJR0ZgJvV4vlUrFzgIAEDFQ7AAg7Ph8PqfTKZFI9Hq92FkAACIJih0AhJ3MzExB\nEEwmE03jbxQAQBXgjyYAhBe3252fn69SqTQajdhZAAAiDCt2AACAawRBsFgsFEWZzWaxswAA\nhMrpdO7bty8nJ6dt27adO3cWMQmKHQCEEbvdHggEEhMT5XK52FkAAEKydu3aRx55JDc3t+jH\nIUOGfPrppzKZTJQwOBQLAOHC7/dnZWWxLGswGMTOAgAQkrNnzz744IPFrY4Qsm3btn//+99i\n5UGxA4BwYbVaeZ43Go0Mw4idBQAgJGvXri0oKCg1cdWqVTzPi5IHxQ4AwkJ+fr7b7VYoFFqt\nVuwsAAChcjgcN070eDw3tr26gWIHAOIrOWYCt4UFgAiSmpp640S9Xi/WvRBR7ABAfE6n0+v1\narVapVIpdhYAgCqYMmVKSkpKqYmzZ88WJQxBsQMA0XEcZ7fbGYYxGo1iZwEAqJqEhIQNGzZ0\n6NCh6EelUjl37tz7779frDy43AkAiMxqtQaDQbPZzLL4iwQAkaddu3bbt2/PyMhwu91NmzYV\n9w7X+DMKAGIqKChwuVxyuVyn04mdBQDg5qWkpNx4TLbu4VAsAIhGEASr1UoIMRqNGDMBAFB9\nKHYAIBqXy+XxeDQajVjDxwAAogyKHQCIIxgMWq1WiqJMJpPYWQAAogSKHQCIw263B4PB5ORk\niUQidhYAgCiBYgcAIvB6vU6nUyqV6vV6sbMAAEQPFDsAEEFmZqYgCCaTCWMmAABqEIodANQ1\nt9tdUFAQHx+vVqvFzgIAEFVQ7ACgTvE8b7VaaZrGmAkAgBqHYgcAdcrhcPj9/sTERJlMJnYW\nAIBog2IHAHXH7/c7HA6WZTFmAgCgNqDYAUDdKR4zwTCM2FkAAKIQih0A1JG8vLy8vDylUqnV\nasXOAgAQnVDsAKAu8DxvsVhwnwkAgFqFYgcAdSErK8vn8+l0OqVSKXYWAICohWIHALUuEAg4\nHA6GYQwGg9hZAACiGYodANQ6i8XC87zBYMCYCQCAWoViBwC1y+PxuN1uuVyu0+nEzgIAEOVQ\n7ACgFgmCkJGRQQgxm824LSwAQG1DsQOAWuR0Or1er1arValUYmcBAIh+KHYAUFs4jnM4HDRN\nG41GsbMAAMQEFDsAqC02m43juOTkZIlEInYWAICYgGIHALWisLDQ5XJJpdKkpCSxswAAxAoU\nOwCoFRaLRRAEjJkAAKhLKHYAUPNcLldBQYFarY6Pjxc7CwBADEGxA4AaxvO81WrFbWEBAOoe\nih0A1LCiMRN6vV4qlYqdBQAgtqDYAUBN8vl8TqdTIpHo9XqxswAAxBwUOwCoSZmZmYIgmEwm\nmsafFwCAuoa/vABQY9xud35+vkql0mg0YmcBAIhFKHYAUDMEQbBYLBRFmc1msXbS65QAACAA\nSURBVLMAAMQoFDsAqBl2uz0QCOh0OrlcLnYWAIAYhWIHADXA7/dnZWWxLGswGMTOAgAQu1Ds\nAKAGWK1WnueNRiPDMGJnAQCIXSh2AFBd+fn5brdboVBotVqxswAAxDQUOwColpJjJnBbWAAA\ncaHYAUC1OJ1Or9er1WqVSqXYWQAAYh2KHQDcPI7j7HY7wzBGo1HsLAAAgGIHANVgtVqDwaDB\nYGBZVuwsAACAYgcAN6ugoMDlcsnlcp1OJ3YWAAAgBMUOAG6OIAhWq5UQYjQaMWYCACBMoNgB\nwM1wuVwej0ej0cTHx4udBQAArkCxA4AqCwaDVquVoiiTySR2FgAAuAbFDgCqzGazBYPB5ORk\niUQidhYAALgGxQ4Aqsbr9WZnZ0ulUr1eL3YWAAC4DoodAFRNZmamIAgmkwljJgAAwg2KHQBU\nQU5OTkFBQXx8vFqtFjsLAACUhmIHAKHied5ms9E0jTETAADhCcUOAELlcDj8fn9iYqJMJhM7\nCwAAlAHFDgBC4vf7HQ4Hy7IYMwEAELZQ7AAgJMVjJhiGETsLAACUDcUOACqXl5eXl5enVCq1\nWq3YWQAAoFwodgBQCZ7nLRYLRVFms1nsLAAAUBEUOwCohNPp9Pl8Op1OoVCInQUAACqCYgcA\nFQkEAna7nWVZg8EgdhYAAKgEih0AVMRisfA8n5ycjDETAADhD8UOAMrl8XjcbrdcLtfpdGJn\nAQCAyqHYAUDZBEHIyMgghJjNZtwWFgAgIqDYAUDZnE6n1+vVarUqlUrsLAAAEBIUOwAoA8dx\nDoeDpmmj0Sh2FgAACBWKHQCUwWazcRyXnJwskUjEzgIAAKFCsQOA0goLC10ul1QqTUpKEjsL\nAABUAYodAJRmsVgEQcCYCQCAiINiBwDXcblcBQUFarU6Pj5e7CwAAFA1KHYAcA3P81arlaIo\nk8kkdhYAAKgyFDsAuKZozIRer5dKpWJnAQCAKkOxA4ArfD6f0+mUSCR6vV7sLAAAcDNQ7ADg\niszMzKIxEzSNvwwAABEJf74BgBBC3G53fn5+XFycWq0WOwsAANwkFDsAIIIgWCwWjJkAAIh0\nKHYAQOx2eyAQ0Ol0crlc7CwAAHDzUOwAYp3f78/KymJZ1mAwiJ0FAACqBcUOINZZrVae541G\nI8MwYmcBAIBqQbEDiGn5+flut1uhUGi1WrGzAABAdaHYAcSu4jETuC0sAEB0QLEDiF1Op9Pr\n9Wq1WqVSKXYWAACoASh2ADGK4zi73c4wjNFoFDsLAADUDBQ7gBhltVqDwaDBYGBZVuwsAABQ\nM1DsAGJRQUGBy+WSy+U6nU7sLAAAUGNQ7ABijiAIVquVEGI0GjFmAgAgmkTbIZjY+ZYqeqUU\nRcXOSw5DEbr9XS6Xx+PRarWRfltYfArCBLZ/OMBvQSzFf4jqeI3libZip9FoxI5QR4p+rxKJ\nJHZechiiaTriuhHHcSdPnqRpulmzZpF+AzHB4SCEyGQyfApERNM0tr+IaJomhMTFxQmCIHaW\nGEVRVB1/Cir+XUdbscvJyRE7Qh1hGCYhIcHv9+fn54udJXZptVq32x1Zf08zMzMDgYDBYPB6\nvV6vV+w41VKU3+v1xs4HPwzpdDpsfxGpVCqFQpGfnx8IBMTOEqNYllUqlbm5uXW2xqICUN6j\nOMcOIIZ4vd7s7GypVKrX68XOAgAANQ/FDiCGZGZmCoJgMplwOg4AQFRCsQOIFTk5OQUFBfHx\n8RF3XiAAAIQIxQ4gJvA8b7PZaJo2mUxiZwEAgNqCYgcQExwOh9/vT0xMlMlkYmcBAIDagmIH\nEP38fr/D4WBZFmMmAACiG4odQPQrHjPBMIzYWQAAoBah2AFEuby8vLy8PKVSqdVqxc4CAAC1\nC8UOIJrxPG+xWCiKMpvNYmcBAIBah2IHEM2cTqfP59PpdAqFQuwsAABQ61DsAKJWIBCw2+0s\nyxoMBrGzAABAXUCxA4haFouF5/nk5GSMmQAAiBEodgDRyePxuN1uuVyu0+nEzgIAAHUExQ4g\nCgmCkJGRQQgxm824LSwAQOxAsQOIQtnZ2V6vV6vVqlQqsbMAAEDdQbEDiDYcx9ntdpqmjUaj\n2FkAAKBOodgBRBur1cpxXHJyskQiETsLAADUKRQ7gKhSWFiYk5MjlUqTkpLEzgIAAHUNxQ4g\nqhTdFhZjJgAAYhOKHUD0yMnJ8Xg8arU6Pj5e7CwAACACFDuAKFF8W1iTySR2FgAAEAeKHUCU\nsNlsHMfp9XqpVCp2FgAAEAeKHUA08Pl8TqdTIpHo9XqxswAAgGhQ7ACiQfGYCZrGhxoAIHbh\nOwAg4uXm5ubn58fFxanVarGzAACAmFDsACKbIAiZmZkURZnNZrGzAACAyFDsACKb3W4PBAKJ\niYkymUzsLAAAIDIUO4AI5vf7s7KyWJZNTk4WOwsAAIgPxQ4gglksFp7njUYjwzBiZwEAAPGh\n2AFEqvz8/NzcXIVCodVqxc4CAABhAcUOICIJglB0nwncFhYAAIqh2AFEpKysLK/Xq9VqlUql\n2FkAACBcoNgBRB6O4xwOB8MwRqNR7CwAABBGUOwAIo/Vag0GgwaDgWVZsbMAAEAYQbEDiDAF\nBQUul0sul+t0OrGzAABAeEGxA4gkgiBYrVZCiMlkwpgJAAAoBcUOIJK4XC6Px6PRaOLi4sTO\nAgAAYQfFDiBiBINBq9VKURTGTAAAQJlQ7AAihs1mKxozIZVKxc4CAADhCMUOIDJ4vd7s7Gyp\nVJqUlCR2FgAACFModgCRITMzUxAEjJkAAIAKoNgBRICcnJyCgoL4+Hi1Wi12FgAACF8odgDh\njud5m81G07TJZBI7CwAAhDUUO4Bw53A4/H5/YmKiTCYTOwsAAIQ1FDuAsOb3+x0OB8uyer1e\n7CwAABDuUOwAwlrxmAmGYcTOAgAA4Q7FDiB85eXl5eXlKZVKrVYrdhYAAIgAKHYAYYrneYvF\nQlGU2WwWOwsAAEQGFDuAMOV0On0+n06nUygUYmcBAIDIwN7k8wK237bvOsM36Na3e6oa7RCg\nhgUCAbvdzrKswWAQOwsAAESMUDuZ4P550T96N2/31I9+QviLyya07zpi0qSRvVp3uXd1erBW\nIwLEIIvFwvN8cnIyxkwAAEDoQix2nh/nTpy58g9pmzYGhvgPvr1gk7v9E2t2fvNiv9wvn5y/\nKbd2QwLEFo/H43a75XK5TqcTOwsAAESS0A7FBo58s/GS/u51+5fdoSHcL5u3XFQOWTJ3bH89\np9y3ou+XO38PjOorqeWkALFBEISMjAxCiNlsxm1hAQCgSkLbY8c7Hdl04/Zt4gkhvO3QT+eo\njoP6JVKEMOb6Jirb4eRrNyVA7MjOzvZ6vVqtVqVSiZ0FAAAiTGjFjtYb9cLF0+e8hAj2rd8d\n5lve2s9ME0K4Sxcu8/GaeOxWAKgJHMfZ7Xaapo1Go9hZAAAg8oR2KFbSedTI+u9++PBY+eTU\no59u9bedP7YNW3Bux2cv/fPjdOWAXu1xHBagJlitVo7jjEajRIIPFQAAVFmIgycUfV/84o3h\nzN5FLy/ez/d67t2ZbZnghdXPzFr6Z/xtLy0cr8ceO4BqKywszMnJkUqlSUlJYmcBAICIFOp1\n7ChN15nr/nos1+GiE/RxLCFESBn1ytcDmvXtkYoDsQA1oei2sBgzAQAAN61qFyjm8v8+uGX5\nb39Z8wRlcuP2fW67rRFaHUBNyMnJ8Xg8arU6Pj5e7CwAABCpQi52vHX7/ClTX/sxwy8UT6Mk\npn5Pf7Z6wVAj7j0BUA3Ft4U1mUxiZwEAgAgWYiMLnnl30tiXj9Wb+vbGI+mO/AK39eyv2z55\nqg+1/5Xxk949g1tPAFSHzWbjOE6v10ulUrGzAABABAttjx13dMXHhxo89cOO13vGFU1RNek4\nuEnHvt0S+3Wb//GKY48t6Hizd50FiHE+n8/pdEokEr1eL3YWAACIbKHtsQtevmBpNHJCt7hS\n02Wtx41pT1+6cAm77ABuVvGYCZrGOQ0AAFAtoX2RMPUbpeTZ7L4bHuCzHdmUuZ4JtykHuCm5\nubn5+flxcXFqtVrsLAAAEPFCK3Zs+/tntN/+r6c3XCjZ7fjsn1579lN72kP3dcJxWICqEwQh\nMzOToiiz2Sx2FgAAiAahNbLgxXR2wEjly+Nab+w0aFD3lsY43n3x6O4tu066k/o+4Fj5wvNX\n55S0nfSviW3Q8wBCYLfbA4FAUlKSTCYTOwsAAESDEAdPHFn86D/XeAkh5OeNS3/eWOIh6+6P\n/rP72o/y8e3noNgBVM7v92dlZbEsm5ycLHYWAACIEqFVMNm4rwqFymcDgJBZLBae581mM8Pg\nHFUAAKgZVdu3FnSn/3L49/M2rtHAsWkJhR6JSomvJICqy8/Pz83NVSgUWq1W7CwAABA9Qr+8\nQsGxT/7RqWHTtCFjJv9j1spTwcDBOe1Te077+Gg+9uUBVEXJMRO4LSwAANSgEIud4Nz4xB2P\nrM7q9MR7nz/bT0oIIUzz4ZNaZa585PYH19pQ7QBCl5WV5fP5tFqtUqkUOwsAAESV0Iodf2HV\nf1dbb3n2281vPjqmUzJNCCF0yrAF3+14tY97/durzvO1GhIgenAc53A4GIYxGo1iZwEAgGgT\nWrELHD/ye7D9xLs6yK+fzjYeMaK98MfvfwZqIRpANLJarcFg0GAwsCxGjwMAQA0LrdhRcrmM\neAt9NxxyFQo9HiKRSnCaEEAICgoKXC6XXC7X6XRiZwEAgCgUWrGTdOyTJv9z6VvfO66rdrx9\ny9vLTki79eooqZVwANFEEASr1UoIMZlMGDMBAAC1IbSDQZR+/LynF/WfP6Hbpan/SDkfLMz7\nceX7ew58tWTF3uz2z62aaMCXFEBlXC6Xx+PRaDRxcXFiZwEAgOgU6lk+8s7/+m6bZvaMl5a8\nuMMvELLg/i2UzNRt8v++eG1Gd4zsA6hEMBi0Wq0URWHMBAAA1J7QT9+mE9NmLP35kXcu/vlH\nepaXjjc2ad3CrAr9OngAscxmswWDQaPRKJVKxc4CAABRK8RRsYffmzZz2ckgIay6Qbse/Qb0\n79O1lVlFE+LZ978HnlxxKljLMQEimdfrzc7OlkqlSUlJYmcBAIBoVnGx8+dnO51Op9Pxx47V\na/eecThLs57eu37V0u1nuDqKCxCJMjMzBUHAmAkAAKhtFR6K9X17f8r4Nd6rP95pWlLGTJS0\n87AmuCAXQDlycnIKCgri4+PVarXYWQAAIMpV2MjYdve+8kZ3jhDu2Ip538Q98K/RTZjr56Bo\nmb7zHRPaMGUvACDG8Txvs9lomjaZTNVf2qFDh1asWJGXl9evX7/777+/+gsEAIAoU2GxY5qP\nmDl7BCEksDt/V6H2wVkzO2DXHEAV2O12v9+v1+tlMlk1FzV9+vQNGzYU/Xvz5s1vvPHG4cOH\nceUUAAAoKbSiJuk3//t+xT8JeemHD/x2sVDbokevdobqfl0BRCu/35+VlcWyrF6vr+aivvji\ni+JWV8ThcIwdO3br1q3VXDIAAESTSkbFBjJ3vf3o8G5thr99umjgq5B78D+DWrTscdvYCaMH\ndkhtM+79owV1EBMgAhWPmWCY6p6s8OGHH9448bfffqvmYgEAIMpUVOwE2zcP9Rn61Ie7L7OJ\nCXKKEEI8u56bMu/HbPOwOYuWfLDg3tbOr5+cOG+fp47CAkSO3NzcvLw8pVKp1WprZGk3ThQE\ngeMwIh0AAK6p4FCs/6c3nlmR0XTa2u/eG92o6JqquVs+XvU33WbOV+v+01VOyNQJrbnWE5a+\n//383mMx3g+gGM/zRfeZSElJqZEFNmjQ4OLFi6UmSqVSlsVprwAAcE35e+y4P7/fkh438vlX\n72x09Ur53kNbd+Wwne+d2klOCCGE0g2bMFide/jAiUAdRAWIGE6n0+fz6XQ6uVxeIwt89dVX\nabr0p/WBBx6okYUDAEDUKL/YBS9duEQ169xBXXxFVe74D7sddIshQ1KLTxiSmOoZiMPm4Gs5\nJkDkCAQCdrudZVmDwVBTy2zevPlHH32kUqmKfqQoatKkSS+++GJNLR8AAKJDBcdxKIomgiAU\n/xw8/+Ou84Lpof6trj1J8Hl9hJXgaBBAMYvFwvN8jYyZKGnUqFGjRo1KT0/PzMxMS0ur2YUD\nAEB0KH+PHdu4RWPh5A8/XrqyN46/sOnb34PqPgO6XLuHOf/3oUMZVKOmqWh2AIQQQjwej9vt\nlsvlCQkJtbH81NTUXr16odUBAECZyi92TIvR4zsGd/37gYVbzrm9OceXzHnzp4B28Kh+qqtz\nBC58/q+3DvMtbh/WHN8yAIQIgpCRkUEIMZvNuC0sAADUvQp2tTGtZrz/7++HPjt/WNP5hBBC\nqLhuLzw9UkcRwp1Y8cxrq7Zt2vFnQer0D2d2xA47AEJIdna21+tNSEgoPhkOAACgLlVYyZSd\nn9n6W7dliz/feTKLTm4//KEZkzsqCCGEO/ntByv3JHQa9+JLr88ZmoQ9EwCE4zi73U7TdA2O\nmQAAAKiSyva1yerf+uBLtz5Yaqp8xMeX3UpdvBSVDuAKq9XKcZzRaJRIJGJnAQCAGHWTB1EV\n2sSazQEQ0QoLC3NycqRSaVJSkthZAAAgdlVyr1gACEXRbWExZgIAAMSFYgdQXTk5OR6PR61W\nx8fHi50FAABiGoodQLXwPG+xWCiKMplMYmcBAIBYh2IHUC02m43jOL1eL5VKK58bAACgNt3s\nFegCtt+27zrDN+jWt3uqGu0QYlRhYWFWVpZEItHr9WJnAQAACHmPneD+edE/ejdv99SPfkL4\ni8smtO86YtKkkb1ad7l3dXqwViMChK1z584VjZmgafz3BgAAxBfit5Hnx7kTZ678Q9qmjYEh\n/oNvL9jkbv/Emp3fvNgv98sn52/Krd2QAOEoNzfX5XLFxcWp1WqxswAAABAS6qHYwJFvNl7S\n371u/7I7NIT7ZfOWi8ohS+aO7a/nlPtW9P1y5++BUX1xTVaIJYIgZGZmUhRlNpvFzgIAAHBF\naHvseKcjm27cvk08IYS3HfrpHNVxUL9EihDGXN9EZTucfO2mBAg3drs9EAiYzWa5XC52FgAA\ngCtCK3a03qgXLp4+5yVEsG/97jDf8tZ+ZpoQwl26cJmP18TjmqwQS/x+f1ZWFsuyDRo0EDsL\nAADANaEdipV0HjWy/rsfPjxWPjn16Kdb/W3nj23DFpzb8dlL//w4XTmgV3sch4VYYrFYeJ43\nm80se7PjygEAAGpBiIMnFH1f/OKN4czeRS8v3s/3eu7dmW2Z4IXVz8xa+mf8bS8tHK/HHjuI\nGfn5+bm5uQqFQqvVip0FAADgOqHub6A0XWeu++uxXIeLTtDHsYQQIWXUK18PaNa3R2ooB2K9\nf+/47MM1+844g9rUtFHTp41oHlfqWULhhR+WLVm//7TdJ9PVb91nwtTJ3Y1saM8FqCMlx0zg\ntrAAABBuqnbxLVatL2p1hBBKe8uQ4T1DanWC59clCz44ohoy88UFT49KPrls4aJ9OcL18xQe\nXbpw8W/qYU/+57+v/uuedrlbX39lXXowtOcC1JWsrCyfz6fVapVKpdhZAAAASgttj51/2z97\nzt7qK/tBac/52xaPSyy/4Am5B7/b7en2xMwx3eIo0jr1wfSHXt6819F7ZPK15wTPHvo5p83E\n6SM6aylCGtafdOLHBSdOuSc0Yip/LkDd4DjO4XAwDGM0GsXOAgAAUIbQih2l0jds1Mh/bQLv\ny8k8d/Jkeo467a77utSXVdiyghfOnOWb3dVWVTSXvHWHltSBM+f8JFlWPA/T5v4PVhGJjCIC\n78vNPPrzGa+pcxM1FfyjkueeO3fO6XReeTEs26RJk1BfeoRjGIYQQtO0RIKhK3UkMzMzGAzW\nq1dPoVAUTaEoSiKRCAL2IYvDT9OEEIZh8CkQUdGnQOwUsYu++ikQO0jsYhimjr+LK77XUYij\nYnvNWbdxTump/owfFt51z3pvo2aqCp/NuXMKWI1WdbX9STQaJWdxewRSohDSEpmMEMGxae5D\nH53gqPg297wwrjlLvJU997PPPtuyZUvRgwkJCdu3bw/pFUULqVSKe8/XDbfb7XQ6VSpV06ZN\nS55dh9tOiIhXKAghMplMo9GInSWmYfuLLi4uTuwIsa4uPwU8X9HVg6tzsQZpysD57z/6Xbd5\nS2YMeLpZZf9boK7/d9k7Oaikwf/6tGeh+/y2D9966e3k/z3TrbLn9u3b12AwFP1boVAUFhbe\nzEuJQDRNy2QyjuMCgYDYWaKfIAhnzpwhhDRo0MDr9RZPl8lkPl855yhA7St683McFzsf/DAk\nl8tLfiigjkkkEpZlfT5fxV/2UHtommZZ1u/3Vz5rzSk+cHSjal6Fi0lpYOZPHj/FkQqKHavW\nqDi7u1AgEooQQri8XA+jUStL1DUh/8Ivv7mMXTvUk8dpZXFa3fjRXTa/uueop2dCJc8dMmTI\nkCFDiheUlZVVvVcUMRiGKSp2BQUFYmeJftnZ2fn5+RqNhmXZkhtcIpF4PB4cihVL0V9Sv9+P\nT4GIZDIZtr+IVCoVy7Jerxf/yRcLy7JKpbIuPwUMw1RQ7Ko2Kra0QPq6dT9xcfGqCs+xY1Kb\nN6HPnTh55b90gTMnTguNmjeRlZwncHrjO+98c/Jq3xUKc9x+ViZjQnkuQK0KBoNWq5WiKIyZ\nAACAMBfaHrvA/lcnvbKv1F5G3pt1+uefzxc0nXVXjwrP8qLUabf3Wf3q8k/aJ45vTf+18bNd\nwa6P9TVQhHjP7vz650D7EUNaa7v0bb/8wyUfNL5/ROuEwOVDX64+pukzt4OMUpT3XIA6YrPZ\ngsGg0Wis+HTGYDD45Zdf7tq1KxAIdOvWberUqbiNLAAA1LHQip1Q6My4fLn0qUQUY0ibPOWh\n+c/2KneH4JUZ4zpPf276kg9XP/94tqBpnHbP3Om9EyhCBO+53Wu/KpD1G9w6PnHAjGfdnyxb\n9/qcj4NxhgYtb5314qROSoqQcp4LUCe8Xm92drZUKk1KSqpgtmAwOHHixN27dxf9uGnTplWr\nVm3ZsgVnNAMAQF2iouz0oJg6xy4hIcHr9ebn54udJZqdP3++oKCgYcOGZY5+1Wq1brdbEIRP\nPvnk2WefLfXotGnTXn755TqJGaO8ly87Dx9O6NhRmZoqdpbYpdPpsrOzxU4Ru1QqlUKhcLvd\nOMdOLEXn2OXm5tbZGosKQHmPhnaOXeDwe9NmLjsZvPERz77/PfDkilNlPAIQ8XJycgoKCuLj\n4yu9pskPP/wQ4kQAAIDaU3Gx8+dnO51Op9Pxx47Va/eecThLs57eu37V0u1nuDqKC1BneJ63\nWq00TZtMpkpn5rgyPgP4DzQAANSxCs+x8317f8r4NcXXJ7rTtKSMmShp52FNqnnVFIDwY7fb\nA4GAXq+XySofhd25c+ddu3aVmtilS5daSQYAAFCOChsZ2+7eV97ozhHCHVsx75u4B/41ukmp\nq9VRtEzf+Y4JbXAvE4gufr8/KyuLZVm9Xh/K/I8//vj69evT09OLp2i12smTJ69YsUImk/Xo\n0aN+/fq1FhYAAOCKCosd03zEzNkjCCGB3fm7CrUPzprZAbvmICZkZmYKgmAymUK8A2NcXNz3\n33//+uuv79q1y+/3d+/eneO4iRMnFj0qk8nmzp37yCOP1GZkAACAUO8V22/+9/1qOQlAuMjN\nzc3Ly1MqlVqtNvRnJSYmvvLKK0X//uijj+bOnVv8kM/nmzdv3i233NK7d+8azgoAAFBCaMXO\nv+2fPWdvLeeWmNKe87ctHpeIa8tBVCgaM0FRVEpKyk0vZOXKlTdOXLVqFYodAADUqtCKHaXS\nN2zUqMSdJ3hfTua5kyfTc9Rpd93Xpb4MrQ6ihdPp9Pl8iYmJ1blvhMPhuHFi7FxkEQAAxBLi\nodhec9ZtnFN6qj/jh4V33bPe26iZqsZzAYghEAjY7XaWZQ0GQ3WWk5qaemONa9y4cXWWCQAA\nUKnQLlBcNmnKwPnvPypbMm/JWVygGKKCxWLhed5gMIQ4ZqI8//znP0tNiYuLe/jhh6uzTAAA\ngEpVp9gRQpiUBmb+5PFTuEAxRD6Px+N2u+VyeQW3agnRgAED3n333cTExKIfmzZtunLlylTc\n9goAAGpZ9S5fEkhft+4nLm6CCufYQYQTBCEjI4MQYjabKaoG3tCTJk0aN27chQsXpFJp/fr1\na2SZAAAAFQut2AX2vzrplX3+6yfy3qzTP/98vqDprLt6SGshGkAdys7O9nq9CQkJKlWNnTLK\nsmzTpk1ramkAAACVCq3YCYXOjMuXS1/uhGIMaZOnPDT/2V6Kmg8GUHc4jrPb7TRNV3PMBAAA\ngLhCK3bSQa/99FstJwEQjdVq5TjOaDRKJBKxswAAANy8ag6eAIh4hYWFOTk5Uqk0KSmp4jl3\n7tw5duzY9u3bDxs2bPny5TzP101CAACAEJW/x86/a97tz/9Yzt0mriPrv2Dzi7fiNDuITEW3\nha10zMSXX375+OOPFz/lyJEjJ0+e/OCDD+okIwAAQEiwxw5imsvl8ng8arU6Pj6+gtm8Xu+z\nzz5bauInn3xy7Nix2kwHAABQNeXvsZPe+uKOvXWYBKCuBYPBotvCms3miuc8depUXl7ejdMP\nHjzYsGHD2kkHAABQZZUPnghknz124oKL1zS4pX3zRBxwhehht9s5jktOTq50zER5M0il+EQA\nAEAYqfBQLPf3hll9Gpqad+k3eHD/bi3NjfrM+vpCoK6iAdQmr9frdDolEoler6905hYtWqSk\npJSaKJPJ+vfvXzvpAAAAbkYFxS546u0pd7+136lPmzRjzpwZk3smO/e/NWXCa8dQ7SAKWCyW\nojETNF35maYsy7733nsymazkxPnz5zdq1Ki28gEAAFRd+YdiuROrlx3ymiatPrJyvJEmhPDP\nrb+v84TVy1f9Oqdd9+rdigxAXLm5ufn5+XFxcWq1OsSn9O7de+/evZ98OUfkgQAAIABJREFU\n8snZs2fNZvPkyZO7detWqyEBAACqqvyCFrxw7m/BdM+Ddxqv7M+gk0dOH1vv84//zghW9x6z\nACISBCEzMzOUMROlpKamvvTSS7WUCgAAoPoqOAgV8PspTYK6xKW9KE2ClsJVWSHC2e32QCCQ\nmJhY6tAqAABApKv07CKqnH8DRCS/35+VlcWybHJysthZAAAAahguUAyxxWKx8DxvMpkYhhE7\nCwAAQA2r+Fw5wX1i8+pVf15tf/ylYy6Bv7h39Spfyat6MQ37TOjdABURwl5+fn5ubq5CodBo\nNGJnAQAAqHkVF7vg5Q3P3buh1MSL70w9dN0E+fg1o3s3wNlKEN54ni8eM1HxbWEBAAAiVPnF\nTpL25IovxgZDWAZTP62S6/YDiM/pdPp8voSEBKVSKXYWAACAWlF+saPr9Rw3sQ6TANQijuMc\nDgfDMEajUewsAAAAtQVnxkFMsFgswWDQYDCwLK7BCAAAUQtfchD9PB5PTk6OXC7X6XRiZwEA\nAPH5/f6lS5eePHmyZcuWU6dOlUqlYieqMSh2EOUEQbBYLIQQk8mEMRMAALBv377Jkyd7vd6i\nHxcuXLhy5cp+/fqJm6qm4FAsRLns7GyPx6PRaOLi4sTOAgAAIvP7/VOmTCludYQQr9d7zz33\nlJwS0VDsIJoFg0GbzUbTNMZMAAAAIWTNmjUej6fUxMLCwtWrV4uSp8aVX+y4I29NunPBLi8h\nhAT2/Wf0Pe8f4+osFkCNsNlswWAwOTk5ms6fAACAm3b+/Pkyp6enp9dxklpS/jl2vPOPHzfv\nUq4f2aBXAnf8wNYdiRMvDNeUdcE6SqVvkIQrg0G48Xq92dnZUqk0KSlJ7CwAABAW2rdvX6Xp\nEaeiCxRPnNh45XtTOn52dcrkZsvLnFM+fk3OV+Nw5wkIM5mZmYIgVP8+E8Fg0OPxxMfH11Qw\nAAAQyx133JGUlJSVlVVyok6nGz16tFiRalb5xY7SDHr78LGxPxw67/L5jyye+UX8jFemtCzr\nvulsahcMroUwk5OTU1BQEB8fX51CZrFY5s2bt3nzZr/fX79+/WeeeWbSpEk1GBIAAOrepk2b\n7rzzTqvVWvSjwWD4+uuvaTpKRh1U2MgodbN+o5v1IyTQ2r2X19x3/wNt0OAgAvA8b7VaaZo2\nmUw3vRCfzzd58uQ//vij6MdLly7NmDGDZdlx48bVUEwAABBBkyZNjh8/fuzYsV9++aVTp05R\ncxC2SGhFTZI2a2UaIYTwHsvJ30+k2/N5eVKjth3b1IsraxcegLjsdnsgEEhOTpbJbv4UgbVr\n1xa3umIvvPDC2LFjcT08AIBI165du3bt2omdouaFvgfOl/7NC4/OXrTtfB4vEEIIoWhVo8Ez\n3vzghVGpOL8Owoff78/KymJZtppjJk6dOnXjRJvN5nK5cAcLAAAITyEWOyFn61NDJizOrDf4\n0Zcn9rulvpbOzzix64vFn7w2YWjepsPvDtZiDwaEiaIxEyaTiWGqtT9ZrVbfOJFlWZVKVZ3F\nAgAA1J7Qih1/aeWrn/3d+LHv978zUHe1wt02+t4H7nyy99CPXvl8zsBH60fJSYcQ2XJzc/Py\n8pRKpVarreaiRowY8fbbb/t8vpITb7/99uoc3gUAAKhVodUx7sQvR/m2Ux6+VXfdjjkqoe/D\nd7fnjx45jksXQxgoGjNBUVRKSkr1l9aqVasFCxaUvLJxq1atXn/99eovGQAAoJaEeii2vAco\niiJCuY8C1CWn0+nz+RITE+VyeY0scOrUqX379v3+++9dLlfbtm1HjhzJshgYDgAA4Su0byn2\nls7t6FWrFu96tMShWEKEnH0frTxKt7+3Lb7sQGyBQMBut7MsazAYanCxTZo0efzxx2twgQAA\nALUntEZG15/yf/e9NXLRHd3OTnt40q1t66mpvIwTu7/68OPvL9Sb/sYUnGAHorNYLDzPV3/M\nBAAAQOQKcVcblTD0rW1fqR+Ztei9Z7a8U3y5k4YDZq1evPC2BAyJBXF5PB632y2XyxMSEsTO\n8v/s3XdcU9f7B/CbHQIhEGYYAiqoiAute++2UEeVSl11rzqqHVat2mpdVevWure2Ttx77z1w\n4V4kIRBDGNm5vz/SLz/KiJeR3AQ+7z/64p47ziMW8njuOecBAACgDfV3qLyKnWcf/eKX94m3\nE18pskgXr5Co6BrBQgyOAN1Iknz//j1BECUvCwsAAODUijg5jukWWLNZYBncqBmcmFKp1Gq1\nnp6e2GEOAADKOUyOA+dmNBrlcjmTySzdNRMAAADOCIkdODeZTGYymXx9fTkcDt2xAAAA0Az7\nlIAT02g0KpWKy+WWsCysFVlZWYsXLz59+rRer69bt+64ceMkEomN+gIAKBVPnjxZsWLFs2fP\nJBJJfHx8q1at6I4I7AeJHTgxS1lY262Z0Ov1sbGx9+/ftxwmJibu37//9OnTAQEBtugOAKDk\nTp8+3atXL71ebzncs2fPxIkTx4wZQ29UYDd4FQvO6sOHD9nZ2e7u7kKh0EZd/PXXXzlZnYVS\nqZwyZYqNugMAKCGj0Thq1KicrM7ijz/+eP78OV0hgZ1RTexI1Y1lg9rUDPX39cnLr8aP5w02\nDRIgL5PJZCkLa9PBsytXruRvvHz5su16BAAoiaSkJJlMlqdRr9dfuHCBlnjA/ii+ilUf/fHL\nUeuzI9u0/TzYLc89DH6EEHuHgX2lpKQYjUZbr5lgMgv4lw8qWwCAwzKZTAW2m81mO0cCdKGW\n2Omv7N6f0XbxzQNDwzApD2in1WrT0tI4HI6Pj49NO2rRosWRI0fyNDZv3tymnQIAFFuVKlU8\nPT0/fPiQp71hw4a0xAP2R/FVrMFAVm/fPgRZHTgCqVRqWTNR4IhaKfrmm2/y/DYMDAz89ddf\nbdopAECxcbncuXPn5mkcPnx4tWrVaIkH7I9aqsau3Tg65erjLKKirWapA1CkVqszMzPd3Nzc\n3d1t3Rebzd61a9f69etPnz6t0+nq1as3YsQIkUhk634BAIrtiy++2L9//9KlS589exYQENCj\nR49u3brRHRTYD7XEjhnYZ+6YQ4MGLHRfOLSphGfjmAAKQ5JkcnKyrddM5MblcgcPHjx48GD7\ndAcAUHINGzbEu9dyi1piZ7i0+NdjBuONn5oHTxAHhQT7uOa+j9d21qmZbbi2CRAgl5SUFIPB\n4O3tzePh3xcAAAB5UZw1Z9ZrtSZxVKsOUQWc5Ap5WBULtqfX61NTU9lstq+vL92xAAAAOCJq\niR2n6YSEwzaOBOAjpFKp2WwODAzEhiMAAAAFKuI6V3O29NGdxJcpmWa+d2hUnepBbviEBbvI\nzMxUq9UuLi5YuwAAAFAY6omd7mXC1OHjlh57kWEmCYIgCAbTNbTdyD+XT+0UhulOYFNmszln\nzYSNysICAACUARQTO1J19Lv2cSuSg9oNn/lVixrBHszM94lntq9YPSeuQ8aBa4vbeeDDFmwn\nLS1Np9N5enoKBAK6YwEAAHBc1BI789vNs9e9rjji8MVFbcT/S+E6dukzoPOYph1Wztr6U5vh\nwbbdKRbKL6PRqFAoWCyWRCKhOxYAAACHRi0dMybevGuO6jm0pfg/A3MMz+ZDe9Uy371x32iT\n4AAIgpBKpSaTyc/PD2smAAAArKM4zkYWdoLBYBBkoWcBSig7O1ulUvH5fLFYTHcsAAAAjo5a\nYseuUbcmM3HLijPK/+RwpOrCys13mbXqRqGILNgASZJSqZQgCIlEgjUTAAAAH0WxpFhwz/Hf\nLIhd+kX9ZwOH9mgZFeTOyHifePafv1YdfhU0aG5PTLADW1AqldnZ2SKRyM3Nje5YAAAAnADF\noTaGZ4cFx/5xHzZ26ZIfjyzK2e4kpPXYbSumd/TEWAqUOpPJJJfLmUymv78/3bEAAAA4B+rv\nUHkVO88++sUv7xNvJ75SZJEuXiFR0TWChZjODrYhl8tNJpO/vz+XizrEAAAAlBRxchzTLbBm\ns8CatokF4H+0Wq1SqeRyud7e3nTHAgAA4DSsJna6nXEe3Xf7jjz5oNORjuNP6Aq5jNd21qmZ\nbTCqAqUnOTmZJEnUmQAAACgS6yN2fA9/f38vdy6TJ/Ty9tYXchVXyMOHL5QelUqVlZUlFAqF\nQiHdsQAAADgTq4kdL2blS6nly0YJh+0RDpR7ZrNZJpMxmUx660xIpdL58+ffvn3bzc2tdevW\nQ4cOtedUP71er1ar8RoaAACKito+JYZrSwaO3vDIlP9M9oX5A8ZselzAGYDiSElJMRgM3t7e\nPB6v2A8xGo33798/ffp0cnJyMW5/+/Zto0aN1q9ff/fu3YsXL06bNu3LL780Gu1RX+Xt27e9\nevUKCQmpVq1ajRo1tmzZYodOAQCgzLCe2OkzlWlpaWlpigcntu08n6RIy0v25PzuLeuPJ6Gk\nGJQGvV6fmprKZrNLMlh19+7dli1btm7dOi4urlatWqNHj9brC5tGULDY2NisrKzcLVeuXNm0\naVOxQ6JIo9H06NHj6NGjliRSJpONGTPmn3/+sXW/AABQZlhfPLGvf2D3Hdr/HXaWrCngIga3\n7qeVUHkCSoNlzYREIil2WViVStW3b9/379/ntGzdulUoFE6fPp3iEw4cOJD79hyXLl3q169f\n8aKiaPv27UlJSXkap02b1r17dywiAQAAKqxmZOyafWbNbWAkCOO9TZMT3AZM6FIpz8ctg8nz\nqftFXHXsZgclplarMzIyBAKBh4cHxVuMRuO5c+devHgRHBzcsmVLHo+XkJCQPy3766+/Hjx4\nsGzZMirz9o4ePVpgux1Sq/xZHUEQMplMrVaLRCJb9w4AAGWA1cSOFREzelwMQRCGs5lnNB6D\nx46ujaE5sAlLWVgGgxEYGEjxlhcvXsTGxqakpFgOg4KCNm3aVOBgG0EQFy5caNiw4blz50JC\nQqw/VqcreF+fZs2aUQys2ArM3rhcrkAgsHXXAABQNlBbPMFpMeXwPyNDHics/W3hcTlJEARh\nevH3Lz/M3nJFZrBpfFBOKBQKvV4vFov5fD6V681mc4sWLXKyOoIg3r1716dPHx8fn8Juyc7O\njo+P/+iTa9eunb9RJBJ9/fXXVAIriU6dOuVfMtK5c2cOh5NzSJKkrcMAAADnRS2xIwhD0uov\na0Z3Gfn733fVZoIgCEL75uTyn3s3q/vlyifI7aBEDAaDQqFgs9m+vr4Ub+nXr59Wq83T+Pbt\nW19fXysPefr06ZMnT6w/ecCAAdWqVcvdwmazd+7cWexpf9RVq1bt999/z53b1a5de8aMGQRB\npKen//zzz5GRkYGBgS1btjxw4ICtgwEAAGdELbEjU3f8/OP+rAY/H3pyfGw4iyAIghX5w4V3\nNxZ9Rhz+edKuNAwiQAlIpVKz2ezn58dmU33Xf+rUqQLbMzMzW7dubeVGuVxu/ck8Hm/v3r39\n+/cPDg729PRs27bt0aNHCxzGs4W+ffteuHBh5syZP/zww4YNG44ePSoSiUwmU58+fVavXq1Q\nKAwGw4MHD/r165eQkGCfkAAAwIlQ+xw13Dx9ITNswJypHUP//50QwfSIHvrrgL8arDp9y9Cj\nHUqKQbFkZWWlp6fz+XxPT0+Kt5hMpvzDdRahoaHWR7PCwsI++nyxWDx79uzZs2dTjKd0hYaG\nDhw4MHfLwYMHL126lOeyCRMmxMbGMplUB90BAKA8oDhiZ9DrGV4+XvmuZrp7uBNarRYjdlAs\nJEla9hAuUllYFotV4MpZHo/XqFEjFxeXwm6MjIwMDg4uXqg0un//fv7GlJSUj44+AgBAeUNx\n8URkreqMe3t2PsgzSqJ/vHP3HaJKVFUsloViUSqVWq3W09PT1dW1SDeOHDkyf+OCBQuYTOan\nn35a4C1sNnvFihXFiZJuBX5zGAwGVssCAEAe1BI7Zljfn3r63ZzStuWAWZuPXr7z4OH966d3\nLPi2XbtJV0RdxvaujH3soOiMRqNcLmcymX5+fkW999tvv+3fv3/OIY/HmzdvXrdu3QiC6N69\nu+WL3DgcTmho6JIlS+7du1fCsO2vQ4cO+VfLNmvWDJvbAQBAHgzKuydok/7+ccB3Ky9Kdf+7\ngcH2rBE/c/3SwXWEDrMrfmpqKt0h2AmLxfL09NRqtZmZmXTHUkzv3r378OGDRCIpdgGx9+/f\nJyYmurm5RUdH53kDu3z58iNHjmRlZRmNxgcPHuQ+tXHjxsJG9YrKw8MjPT3dDluQrFix4pdf\nfsk5DAgIOHDggDO+Vi5d2nfv0q5d86xTR0Bh6iTYiFgsViqVdEdRfrm6urq4uKSnpxsM2KGC\nHmw2WyAQqNVqu/VoSQAKO0s9sSMIgiB0KQ8uX7z1VJZh5nuF1GjctG6wm8PkdARBILFzHhqN\n5vnz5xwOJyIionSLOphMphEjRuzatauwC8Ri8b179/KPgRWD3RI7giASExMTEhLS0tIiIyO/\n/vprvIclkNg5BiR29EJiRztHS+yKODmO51u9ZZfqLXOOze+3DIo/3Wrbyp6BWJwHlFnWTJAk\nGRgYWOqluhYvXmwlqyMIQqlUJiYm1q1bt3T7tbWoqKioqCi6owAAAIdGObEjMxJ3r9h4/IEs\ny/T/oxOk5sXZ/TcCI7KwKhaKQqVSZWdni0QiNze3Un/41q1bP3oN6jcAAECZRDGxM79aFdd8\n2NFMN18v5gd5Oksc5OeqS32vyCL8W0z8vV84Fk8AZSaTSSaTMRgMiURii+enpaVZv0AkEmHo\nCwAAyiRqiZ3p4aYVJzX1p904NbFG9o74yLGeax8vb8t4f+Tnzv2vuHiJHGeeXVF3zXBelp1p\n2Wy20/2RX79+bTQag4KCCtyLroSePXvG5/Otz3VYvHixl5dXqXTHZDJdXV0x/kcXM5dLEASX\ny3W6n4KyhMFg4PtPI0staT6fz+WiTgA9mEwmi8VynJ8Caomd8fmT54yo8V9WdyEYvMbNoz5s\nvP3G1DY8sOO02V2qd5++a9COeC/HSO5MJhPdIdiJJZkgSdK5/sgajUYmk3G5XD8/v1KPfMyY\nMWvXrs2fZrFYLEtfTCazR48eX3zxRSl2bTKZkNjRxWw2W/7rXD8FZQ++/zSyVGLETwGNSJLM\n+ZSxD+tz0ym+imUwGf97ENOnYpjry8fPjEQ4ixBEN4jS/HjmliHeQUqKFVZpquxhsVgCgcBK\ncS3H9OrVK5Ik/f399Xp96T55x44da9asyd/O5XJz+jKbzVu3bg0JCRk7dmypdMrn87VaLRI7\nuhiNRst/neunoIwRCAT4/tOIxWJxOBy9Xo9VsXRhs9lsNtuePwXWBwiprWVlh1etTCbu3/1Q\nQxAEOzyycsals3f1BEGYVR/SzToNSooBFWq1OjMz083NzRY76/7xxx8FtufPIBctWlTqaSUA\nAIAjoJbYsarED2njcmVS46j+OxWM0HYdq75cPmTQrOWLxg+Ze5lZp35Njo3DBOdn2eKEwWAE\nBATY4vkKhYLilVlZWaiyCgAAZRLFV7HMsIHbT/FnzdmeRZoJVtTIhT8d6zpjwvCNBC8kZs68\nfiHYxA4+JiUlxWAweHt7l8rOwPl5e3vn36uZwShgC242my0Wi20RAwAAAL0o72PHENXqPXNL\nb8uBR7Nfz70c8vCZ0jUkIsST6xjrJsCB6fV6hULBZrN9fX1t1MWQIUN+/vnnPI0kSTKZTMsU\n+xxdunRxnOVLAAAApYjSUJvh6tQmlSLi1r3L9fHIcAuoXjsqFFkdUCGVSi1rJlgsW+15OGDA\ngF69euVvN5vNuccImzRpMmvWLBvFAAAAQC9KI3asAIlbyotz5+5k9wsq/UIBUNZlZmaq1WoX\nFxdbbFyXg8Fg/Pnnn8+ePbty5UqeUz4+Pr/99ltKSkpkZGSjRo1sFwMAAAC9KCV2zOB+y/66\nEjt64vf/RMztHuGGQTqgzGw256yZKPWysPm5uLjkb2QwGLGxsbbuGgAAgHbU5tgZbiUczAgJ\nlK7pUW3jt6EVgzxdWLk+oXltZ52a2cYx9rEDR5OWlqbT6Tw9PQUCgR26a9iw4enTp/M0YpQO\nAADKCYqLJ4zazCxCUrdtgbU9uUIexvCgIEajUaFQsFiskpeFNRgMR48effLkia+vb4cOHQpb\nhDF8+PC9e/c+evQop8XHx2fKlCkl7B0AwLlkZGQwGAw3N8yfKneoJXacphMSDts4EiiDpFKp\nyWQKCAgo4ZoJmUzWvXv3x48fWw6FQuGSJUs+++yz/Ffy+fxDhw4tWrTo7Nmzer2+QYMGY8eO\ntd1SXAAAR3Pp0qWJEycmJiYSBFG7du0ZM2Z88skndAcF9lPALl//Mt78a9Sq5PYTpnSu4ES7\n1KWmptIdgp2wWCxPT0+tVpt/8zYHkZ2d/fz5cz6fX7ly5RLOrvv888+vXbuWu8Xd3f3ChQsl\nHwgsIQ8Pj/T0dJQUo4v23bu0a9c869QRhIXRHUv5JRaLlUol3VGUX66uri4uLunp6ZaSYo8f\nP27fvr1Go8l9wcmTJytVqkRfjGUcm80WCARqtdpuPVoSgMLOFp6zmV6eXLdm1820/9/ixHBh\nRqeYoRufo84wfBRJklKplCAIiURSwqzuzp07ebI6giDUavXhwxhFBgD4jzlz5uTO6giCyMrK\nmjdvHl3xgP1R3qCYIAiz7M6xow9rqjE6AR+lVCqzs7NFIlHJZ3gUVgRWpVKV8MkAAGXM06dP\n8zfmzGOB8sCJ3rKC0zCZTHK5nMlk+vv7l/xpL168KLA9IiKi5A8HAChL3N3d8zdaeW0HZQ8S\nOyh9crncZDL5+vpyuaWwC06BY35CobBDhw4lfzgAQFnSrVs3io1QViGxg1Km1WqVSiWXy/X2\n9i6VBxa4+vXbb7/lcDil8nwAgDLjm2++iYuLy93Su3fv+Ph4uuIB+yvKHDsACpKTk0mSLMU6\nE99+++25c+cuXLiQ09KhQ4cxY8aUysMBAMoSBoOxdOnSPn36XL58mcFgNGnSpF69enQHBXZl\nPbEj1Q+P7fg76d9hPcPVt+b/tliwgpt0bRyEsT8gCJVKlZWVJRQKhUJhaT2Tw+Hs2rUrISHh\n8uXLLBarSZMmn3/+uR2qkwEAOKkGDRo0aNCA7iiAHtYTO9Pb3eO/3v3ftvwt/O47Yht345Vy\nZOB0zGazTCZjMpmlvr0ck8ns0qVLly5dSvexAAAAZUzhiR2n/qh1mztR2bOOFVIfk52AIFJS\nUgwGg6+vL4+HNL9gUqn03bt3wcHBpbJeGAAAII/CEztmhaY9eja1Yyjg1PR6fWpqKofD8fHx\noTuWIrh79+6lS5fMZnOjRo2io6Nt11FaWtrYsWMPHTpkOYyJiZk3b55YLLZdjwAAUA5h8QSU\nDsuaCX9/fybTaaZbjh8/fs2aNTmHvXr1mj9/vi1m75EkOWzYsNOnT+e0HDhwQKfTbd26tdT7\nAgCA8sxpPoPBkanV6oyMDIFA4OHhQXcsVP3999+5szqCIDZv3rx582Zb9HX//v3cWZ3F8ePH\nHzx4YIvuAACg3EJiByVlKQvLYDACAwPpjqUIdu7cmb/x77//tkVfr1+/LrD91atXtugOAADK\nLSR2UFIKhUKv14vFYj6fT3csRfDhwweKjSXn5+dXYDuWUAAAQOlCYgclYjAYFAoFm8329fWl\nO5aiqVy5cv5GG9WfjY6OrlGjRp7G2rVr165d2xbdAQBAuVXcxM4gv33o778PXH6pNpdqPOBk\npFKp2Wz28/Njs51sIc7YsWMFAkHuFj6f/8MPP9iiLzabvWrVqmrVquW0REVFrVq1isVi2aI7\nAAAot6gmdmT69aV9m0bU/O60niDMbzbE1fokpkeP2CaR9fpse0llszsog7KystLT0/l8vqen\nJ92xFFlERMS2bdtykq0qVaps2bIlMjLSRt1VqlTp1KlTe/fuXbRoUUJCwokTJ0JDQ23UFwAA\nlFsUR1myT0/8avTmD1XjvvFjEfrLC6cdSK81asfc1o9nD/51zJTun2/s5G7bOMHhkCSZnJxM\nEEQploW1NZlMptPpKlSoYAm4cePG586dUyqVBEHYYUs5NpvdpEmTJk2a2LojAAAot6iN2Blu\nJOx/69Nrw8VtAyNZxvuHjrwRtB8z8ctWX/z0a5+KqrOn7hhsHCY4HqVSqdVqPT09XV1d6Y7l\n465evdq0adMaNWrUq1evRo0ae/bsyTklFouxUTAAAJQN1EbszGkKJbNirepCgiDM8qtXnjPq\nDG3hxSAIVkCwhKFUpGGiXTljNBrlcjmTySxsvadDefPmTXx8fEZGhuVQLpcPHjxYLBa3aNHi\n/fv3f/zxx82bN7lcbsuWLceMGSMUCu0QkslkOnPmzNOnT/39/Vu1aiUSiezQKQAAlHnUEjum\nj78Pef7Jcy1RySXl6MFr5qrjWgQwCYIwvn31ziysJnSOF3FQamQymclkkkgkHI4T1AmeM2dO\nTlaXu7Fy5cqtWrXK2eLk3r17x48fP3bsmK33bZHL5fHx8ffv37ccent7//XXX82bN7dppwDl\nltFofP36dXZ2dkREBCpZQ5lH7VUsp26n2GDZhqFfjp44osfEo/qobl9WZ2c9P7Fk6PBVLwX1\nm9Rygg93KDUajUalUnG5XC8vL1s832AwrFmzplevXn379l26dKlWqy3hA48dO5a/MSkpaerU\nqXk2rnv06NHy5ctL2N1HjRw5MierIwgiNTV1yJAhlql+Di4pKemff/7Zv3+/QqGgOxYASs6f\nP9+4ceOGDRu2bt06MjJy7dq1dEcEYFsUF0+4NP9t+9x3X09cOvMow6fZ5MWjo1imh9t+HLv+\noc+nf07v7oMRu3LDsmaCJMnAwEBbrJnIzs5u3Ljx+/fvLYeHDh3aunXrsWPHij2TLyMjo8Bt\nhw0Gw4kTJ/K3X7lypXgdUSSTyfKXF0tNTT127FiPHj1s2nVJmM3m77//ftOmTZZDV1fX33//\nvWfPnvRGBWDdq1ev+vTpk5mZaTlUq9U//fSTr69vTEwMvYEB2A7O5Kc/AAAgAElEQVTV7U4Y\nok9G73qqUsrlH96f/aWJO4NgBnaatefCk8cHRkRhZLscUalU2dnZIpHIzc3NFs+Pj4/Pyeos\nkpKS5syZU+wHajSaAtuzsrJyft3nZusN+QobmUtNTbVpvyW0fPnynKyOIIisrKyffvrp1q1b\nNIYE8FGrVq3K/2M+f/58WoIBsI+ibVDMdvfxcfv3Y4/hUaP9543DML2uPDGZTDKZjMFgSCQS\nK5eZzebDhw/PnDlz8eLFjx49ov58hUJx6dKl/O0HDx4scqz/4+3tXaTKXa1atSp2X1QEBwcX\nODGxUqVKNu23hDZu3JinRafTbdmyhZZgACgqsEwzajRD2UZ5g2LVjWWD2tQM9ff1ycuvxo/n\nsd1J+SCXy41Go4+Pj5U1E9nZ2bGxsX369Jk/f/5vv/3WvHnzP//8k+Lznz59WtgzixMuQRAE\nwWQyZ8yYQfHiJk2a9OvXr9h9USEUCocNG5ansW7dum3btrVpvyWUkpKSv1Eul9s/EgDqfHx8\n8jc6Xf1DgCKh+NZJffTHL0etz45s0/bzYLc89zD4ERi2Kw+0Wq1SqeRwOAX+rswxbdq0a9eu\n5W6ZMWNG5cqVY2JiGAzGjRs3Dh06lJaWVr169V69euUp6uXuXvBG11WqVClJ5LGxsRs2bJg3\nb96jR4/YbHaBL2c7dOjQqlWrvn372qHM1/jx4wmCWLFihV6vJwji008/nT17toOvLw4JCXnw\n4EGexrCwMFqCAaCoZ8+emzdvztP4zTff0BELgJ0wSJL8+FX6Y4NDeryZcvPA0DAHLwjq4BOV\nShGLxfL09NRqtQVOFLOFV69eZWRkVKhQwfqma1WqVClwGplYLP7kk0+OHj2a0xIYGHjw4MHA\nwMCcFrPZ3KRJk2fPnuW+kclkXrp0qVTeVJIkuWLFismTJ+dpDw8PL/AV8Ed5eHikp6dT+iHK\nR6/Xv3z5UiKRFJbOOpSEhISBAwfmbhEKhadPnw4JCaErJIIgtO/epV275lmnjgApJn3EYrEj\nr+nesGHD5MmTc0b9+/btO2fOHCazuHXSHY+rq6uLi0t6errBgHdn9GCz2QKBQK1W261HSwJQ\n2FmK/3MbDGT19u1DHDyrA9tJT0/PyMhwc3P76Fa6+XeMs1AqlbmzOoIg3r9//9133+VuYTKZ\na9asyf2ihMvlLlu2rLTmnzEYjD59+lSsWDFP+5QpU0rl+UXC5XKrVKniFFkdQRCdOnWaOXNm\nzu7NFStW3LhxI71ZHQAVffv2vX79+po1axYvXnzp0qW5c+eWpawOID9qqRq7duPolKuPs4iK\n9tiUHxwNSZJSqZTBYAQEBHz04oiIiPzv7Apz9uzZrKys3FuZREZGXr16de/evS9evAgMDOzU\nqZO3t3cx4y6Iq6vrjh07fvnllxMnTuj1+ooVK06aNKlDhw6l2EVZNXDgwF69eiUlJQkEgrCw\nMDu8swYoFb6+vl988QXdUQDYCcXKE4F95o45NGjAQveFQ5tKsLtJeZOSkmIwGLy9vals2j5l\nypS4uDiKTzabzVqtNs8edW5ubr169SpOoNRUqFBhw4YNRqNRo9HYp4BYmcHn82vWrEl3FAAA\nUChqiZ3h0uJfjxmMN35qHjxBHBQS7OOa+z5e21mnZrbh2iZAoJter1coFGw2m+JSslatWq1b\nt2769OnPnz//6MXBwcFisbjEMRYHm81GVgcAAGUMxVlzZr1WaxJHteoQVcBJrpCHVbFll1Qq\nJUnS39+f+qu3mJiYmJiYmzdvdu7c2XpBsBkzZtiifAUAAED5RC2x4zSdkHDYxpGAI8rIyFCr\n1S4uLh4eHkW9t27dunPmzPnxxx9zcrvo6OiaNWseOXJEqVRWr179hx9+aNeuXWmHDAAAUH4V\ncZ2rOVv66E7iy5RMM987NKpO9SA3zJ8uu8xmc86aieKNq8XHxzdv3vzkyZNKpbJmzZqtWrVi\nMBh//PFHzgVGo/HatWvv3r0LCwurV6+eQ43ePX/+/I8//rhz546bm1v79u1Hjhzp4uJCd1AA\nAADWUE/sdC8Tpg4ft/TYiwyzZdMuBtM1tN3IP5dP7RSG5RRlUlpamk6nE4vFebYRLpLAwMA+\nffoUeOrJkydfffVVTmXY2rVrr1+/Pve2djR68uRJ+/btc/a+unv37pkzZ/bt22frSrIAAAAl\nQXE7H1J19Lv2cbPPkY2Gz1yz4+Cx44d3r5/zbTPm+TlxHcYdVxVne1ZwbEajUaFQsFisIhVa\npU6v13/22Wc5WR1BEHfu3Onfv3/xNvstdT///HOeOmbXr19HaVQAAHBw1BI789vNs9e9rjhi\n3/Uji3/q3+2zdm07dun7/cJD1w98W/nVmllb35ltHCbYnVQqNZlMvr6+NtqubMGCBfn36b51\n69ajR49s0V1R5amKZnH16lX7RwIAAEAdtcTOmHjzrjmq59CW4v9MgWJ4Nh/aq5b57o37RpsE\nB3TJzs5WqVR8Pt/Ly8tGXVy8eLHAdplMZqMei6TAV67YkhcAABwc1VexhZ1gMBiEY7w7g9JC\nkmRycjJBEMVYM2EwGHbu3Lls2bJ9+/ZlZWVZubKwhQgVKlQoUo820rJly/yNrVu3tnsgAAAA\nRUAtsWPXqFuTmbhlxRnlf3I4UnVh5ea7zFp1ozChvAxRKpUajUYkEuUpCGGd2WyePn16cHDw\nsGHDpkyZMmDAgAYNGty8ebOw69u3b5+/USwWV65cuThBl7aZM2f6+PjkbomJiencuTNd8QAA\nAFBBsaRYcM/x3yyIXfpF/WcDh/ZoGRXkzsh4n3j2n79WHX4VNGhuz2CUVC4rjEajXC5nMplF\nXTOxcOHChQsX5m6Ry+WDBg06f/58gQli7969t2zZcu/evZwWFou1YcOG4oVd6iQSycWLF1es\nWHH79m3LdidxcXEOtRsLAABAfgzKixB1L/ZOHjZ26YlXWf+/3UlI62FzV0z/spLjbHeSmppK\ndwh2wmKxPD09tVptZmZmKT42OTk5LS3Nz8+PYgExi8zMzIiICIPBkP/Uxo0bP/3008LuWrBg\nwcGDB9PT02vVqjV58uRq1aoVM26aeHh4pKenO8hK3nJI++5d2rVrnnXqCMLC6I6l/BKLxUql\nku4oyi9XV1cXF5f09PQCfwODHbDZbIFAkH85oO1YEoBC46H8HF7FzrOPfvHL+8Tbia8UWaSL\nV0hUdI1gIWaTlyFarVapVHK53DxvIT/qzp07hf1OSUtLK+wuNze3SZMmTZo0qWhRAgAAQCGK\nODmO6RZYs1lgTdvEAnRLTk4mSbIYaybmzZtX2KmSzJnT6XQ8nuMMBwMAADg6q4mdbmecR/fd\nviNPPuh0pOP4E7pCLuO1nXVqZhuuDaIDO1KpVFlZWUKhUCgUFunG169fX7hwocBTTZo0qV+/\nflEjycjImDVr1o4dOz58+BASEjJq1KjevXtjfhsAAMBHWR+x43v4+/t7uXOZPKGXt7e+kKu4\nQh4+c52c2WyWyWRMJlMikRT1XqlUWmB7xYoV165dy2QWbWUNSZJDhgw5fvy45fD169fjxo3T\narWDBw8uamAAAADljdXEjhez8uW/n9mNEg7bIxygSUpKisFg8PX1Lcarz6CgoALbZ86cKRaL\ni/q0s2fP5mR1OaZPn967d+/Ctr4DAAAAC2qjKYZrSwaO3vDIlP9M9oX5A8ZselzAGXAaer0+\nNTWVw+EUdc2ERVBQUKdOnfI01qxZs2nTpsV42sOHD/M3ajSaly9fFuNpAAAA5Yr1xE6fqUxL\nS0tLUzw4sW3n+SRFWl6yJ+d3b1l/PAklxZyZZc2ERCIp6mvTHPPmzYuJick5bNCgwdq1a7nc\n4sy7dHNzK7C9qDP/AAAAyiHriyf29Q/svkP7v8POkjUFXMTg1v20EipPOC21Wp2RkSEQCEQi\nUbEfIhKJ1q1b9/bt2+fPnwcGBlauXLl4ax1ytkc2m8252+vUqRMcHFzs8AAAAMoJqxkZu2af\nWXMbGAnCeG/T5AS3ARO6VMqzbR2DyfOp+0Vcdexm55xIkpRKpQwGIzAwsORPCw4OLmH6NXny\n5FWrVuVp9Pf3X7ZsWUkeCwAAUE5YTexYETGjx8UQBGE4m3lG4zF47OjaGJorUxQKhV6v9/b2\n5vP5dMdCJCUl5c/qWCzWoUOHMFwHAABABbVEjdNiyuEWBZ0wv98yOP50q20rewaiXKyzMRgM\nCoWCzWYXb81Eqbt7927+RpPJ9PLlSyR2UCpOnz599uxZjUZTr169rl27slh41wAAZQ3lETgy\nI3H3io3HH8iyTP9fF5PUvDi7/0ZgRBZKZTohqVRqNpslEgmb7RADsYXtZoJdTqBUjBkzZsuW\nLZav165du3r16r179+L/LgAoYyh+optfrYprPuxoppuvF/ODPJ0lDvJz1aW+V2QR/i0m/t4v\nHP/udTZZWVnp6el8Pt9KIWE7a9y4sVAozMjIyN3o7+9fq1YtukKCMiMhISEnq7O4devWjBkz\npk2bRldIAAC2QO0FqunhphUnNfWn3ZDJkp9tjvPx6r728Wt52utD39Uh9C5eIhSecC4kSSYn\nJxMEUYyysLYjFovnz5+fe5MUFxeXZcuWFW/bFIDcDhw4kL/x4MGD9o8EAMCmqI3YGZ8/ec6I\nGv9ldReCwWvcPOrDxttvTG3DAztOm92levfpuwbtiPdylPQAPk6pVGq1Wk9PT1dXV7pj+Y/O\nnTtXr15927Zt7969Cw0N7dOnT2FlLcA+1Gq1Wq0ODAx0nH8AFE92dnb+xqysLPtHAgBgUxSX\nPDCYDOLf3+xMn4phri8fPzMSBEEIohtEaS6cuWWwXYRQynL2ivPz86M7lgKEh4dPnjx55cqV\nEyZMQFZHo+fPn3ft2rVSpUp16tSpWrXqmjUF7WLpPKKiovI31qhRw/6RAADYFLXEjh1etTKZ\nuH/3Qw1BEOzwyMoZl87e1RMEYVZ9SDfrNFosnnAeMpnMZDL5+flxOBy6YwEHlZGR8dVXX50/\nf95yqFQqx48fv23bNnqjKonhw4fnWVvN5/OnTp1KUzgAALZCLbFjVYkf0sblyqTGUf13Khih\n7TpWfbl8yKBZyxeNHzL3MrNO/ZrIEJyERqNRqVQ8Hs/Ly8t2vchksgULFowePXr+/Pnv3r2z\nXUdgI9u2bXv9+nWexhkzZtASTKkQiURTp0611M1jMpnh4eG7d+8ucBgPAMCpUVwVywwbuP0U\nf9ac7VmkmWBFjVz407GuMyYM30jwQmLmzOsXgk3snIFlzQRJkjZdM3Hx4sVevXplZmZaDhcs\nWLB27dq2bdvaqDuwhWfPnuVvlMlkGRkZTlq098CBAwMGDMg5fPr06f79+z/55BMaQwIAsAXK\nGRlDVKv3zC0HF3X3YxAMj2a/nnv5+v7t+y+kSQmj6jjWBHwojEqlys7OFolEbm5uNupCr9cP\nGzYsJ6sjCEKj0YwYMUKtVtuoR7CFAjfB4fP5AoHA/sGUnF6vHzduXJ7G5cuXP3jwgJZ4AABs\nh2Jip1UmJ6dmmXK1MNwCqteOChXJL/69/cIbc6F3goMwmUwymYzBYEgkEtv1cuvWLalUmqdR\nqVReuXLFdp1CqevSpUv+KnNxcXFOWqrh6dOnSqUyf/vly5ftHwwAgE1RS+x0B4ZWCgqoEjPz\nvCJPCme4tqR//0XXsCrW4cnlcqPR6OPjY9M1EwVuKkFgXwlnU7Vq1Tlz5uSuytCoUaPffvuN\nxpBKgsks+Bedk+apAABWUK8lxeBnXJzUrsG12dvXjqrv6dx7WpU7Wq1WqVRyOBxbl4WtVq0a\ni8UymUx52rGvhNOJj49v3rz5qVOnVCpVjRo1WrRo4bxb2UVEREgkkvxjyU2bNqUlHgAA26G+\n6oHbbuHZjb2FJ8e2atRz5d0MbHDiTGQyGUmSliWBNu1IIpGMHDkyT+PAgQMrV65s037BFgID\nA3v37j1y5MiWLVs6b1ZHEASLxVq0aFGeEiYTJkwIDw+nKyQAABspQvV3hkuVnisvVK83+Kvv\nhjVLvLbsn0W9qjrlTOryJj09PSMjw83NTSQS2aG78ePH+/r6rlq16vXr10FBQd98883QoUPt\n0C+AFS1btjx16tRff/2VlJQkkUi+/vrrVq1a0R0UAEDpK0JiRxAEwRDWHrL1cq1633w1oW+j\nu9dW/40C2g6OJEmpVMpgMAICAuzTI4vFGjRo0KBBg8xms60HCAGoq1Klyvz58+mOAgDAtorx\nucsQNxy35+rhydHvln/VoP3c21g44chSUlIMBoOXlxePx7Nz18jqAAAA7KyYH70s/9ZTjlzd\nPSb8+bWnBky3c1R6vV6hULDZbF9fX7pjAQAAAJuj9iqW13m9XE7k2ZuUUyF27skrbbcceh5Q\nu4hvdME+pFIpSZL+/v7Y1gEAAKA8oJiRsQXu7gW1u1TuOHBUacYDpSYjI0OtVru4uHh4eNi/\n94MHD+7atSslJaVq1arDhg2rVKmS/WMAAAAob6wmdrqdcR7dd/uOPPmg05GO40/oCrmM13bW\nqZltuIWcBTqYzeacNRP236hi2rRpixYtsnx99erV7du379q1q0GDBnYOAwAAoLyxPmLH9/D3\n9/dy5zJ5Qi9vb30hV3GFPCfe4qpsSktL0+l0YrHY/sU9b9++nZPVWeh0um+//fbatWu5U8z0\n9PSkpCR3d/dKlSqx2XiXDwAAUAqsfqDyYla+/Hev9kYJh+0RDpQGo9GoUChYLJa/v7/9e58+\nfXr+xlevXr158yYkJIQgCJIk58yZs3jxYp1ORxBEeHj4woULP/nkE3sHCgAAUOZgQ4oySCqV\nmkwmX19fWtZMXLt2rcB2s/nfOsNr1qyZO3euJasjCOLp06e9evWSyWR2ig8AAKDsoprYGd4c\n/vWrJtVDJb4+efnV+OEc9rJzGNnZ2SqVis/ne3l52b93rVar1WrztwsEAstwHUEQeV7UEgSh\nVCq3bNli8+AAAADKOmpzm8xv1gyM++28qF6Hdo0lrnnuYfAjRZhj5xhIkkxOTiYIgpY1EwRB\n8Pl8Hx8fhUKRp71Tp06W/Yr1en3+WuwEQbx69coO4QEAAJRt1BI7w52L1127b7i1Lc4XKZwj\nUyqVGo1GJBK5urrSFcOoUaN++eWX3C0ikWjixImWr7lcrlgsViqVee6SSCR2ig8AAKDsovYq\nliFwdQ+vX88bWZ0jMxqNcrmcyWTSsmYix5AhQ8aMGcPl/rv/TXh4+LZt2/z8/HIu6NevX55b\nBAJBjx497BciAABAGUUtseM26Ppp6q6tdzU2jgZKIiUlxWQy+fj45CRVtGAwGBMnTnzw4MHB\ngwfPnz9/7ty5PCtex40bFxcXl3MoFouXLVtWsWJFu0cKAABQ1lDcP0zYbtbKE60/a3S/T+82\n1f1d/7vWkhXSLK5pBayvpZVWq1UqlVwu18fHh+5YCIIgPDw86tevX+ApDoezdOnS0aNH37t3\nz8PD45NPPhGJRHYODwAAoEyimNiZXu79c2ui/P3tOXf/yXeS331Hl6YVeKUcGRRJcnIySZJ0\nrZkohoiIiIiICLqjAAAAKFMoLp64vmLGAUPTnzZP7l5H4pp3bzSmMBD1xGilUqmysrKEQqFQ\nKKQ7FgAAAKANxe1OUqTK6iN2Te9Zg4YNb8E6s9ksk8mYTCYWlgIAAJRz1GbGsatEVSG1OrON\ng4HiSElJMRgM3t7ePB5ehwMAAJRr1BI7VsTg39qe/eHnA68KKCpAifb1ieUThvTs1q3HwB8W\n7E/KJAu/8ubigZMPfyCLc2/5o9VqU1NTORyOg6yZAAAAABpRnGN3ec3Kp+z3pzqFr/QLC/XL\nM8uO1+6Pc3PaWplmR2bfWjNt+a2wr0f/Fsl6fmDlhulLPRb92Mwjzyx/k1YlfXp159qzH8SV\ni3pvefXq1SuSJCUSiaWuAwAAAJRnFFfFkiaj2b1Ky8+qFHSS6+ViNc0i1ZcPns2uP2p01/pu\nDCIybPDLITMPnVc0jf1PGQvz64Tfpx14bzZkmQhxEe8tp1JTUz98+CAQCLBdCAAAABBUEztO\nk5927f+puH2YXiU9M4d/HeVqycX4kbWrMi4lPdcTvrnnhDFDuk5b3ZUwJW34duIz6vdu3779\nzp07lq9dXV1//PHH4obpZEiSvHPnDoPBCA8Pp7GAWDnHYrGEQiFJYnoATfh8giB4PB7Wg9OI\nwWDg+08jNptNEIRAIDCbMQ+eHkwm0/JZQHcg/6I4YlcixnRVFlvk4fq/MTaOSCQwStOzSYL3\n0WG3j96bmJh44sQJy0lPT888VUrLsFevXmk0mqCgILFY/PGrwWborfNRzmWzWARBsFgsrByi\nF77/tONwOHSHUN7Z86fAehJvNbHT7Yzz6L7bd+TJB52OdBx/QlfIZby2s07NbPOxTzfGf78u\n0iCHlXsnTpyYM0rHYDDS0tKoP9Z5GQyG169fczicgICAcvJHdkwikUitVmPEji7a7GyCIDQa\nDX4KaOTp6fnhwwe6oyi/BAKBi4tLenq60WikO5Zyis1mu7i4ZGRk2K1HFovl4eFRaDxW7+V7\n+Pv7e7lzmTyhl7e3vpCruELrI29sd5GrMSVdQxIcBkEQhDFDnc0SuQuozJL76L0uLi4uLi45\n16emplJ4qtN7//692WwODw9nsVjIKuhFkiT+Cuhi+c7jr4B2+P47Avwt0CXnF5GdeyyM1cSO\nF7PypdTyZaOEw8WOgBUWUYl5OfGRtl0DF4IgDEmJT8jQTpUoDVqW5N6yKjMzU61WCwQCiUSi\n0xU2jgoAAADlDrU9MgzXlgwcveGRKf+Z7AvzB4zZ9LiAM/+P4d7ws2bcSxtXn3omk704v37d\nGdMnMc39GAShfXZq27ajDzMKTz0Lv7ecIkkyOTmZIAgnKgsLAAAA9mH9Vaw+U5mhIwlC9+DE\ntp3esT/H+OaZnml4c373lvUVO83uXdVKsTGGW91Bkwat+WvbL98qSVHFhr0nDmrqySAIUvv8\n7M5/sngt2kUKC0tRCru3vEpLS9PpdJ6enm5ubnTHAgAAAI6FYe1NrW5nnEf3HR8pNsHg1p12\n6+rE6o5RRbZsz7EzGo1JSUkkSVapUoXH43l6emq12szMTLrjKr88PDzS09MxtYUu2nfv0q5d\n86xTRxAWRncs5ZdYLFYqlXRHUX65urpaFk8YDAa6Yymn2Gy2QCBQq9V265HFYnl6ehYaj7Vb\n2TX7zJrbwEgQxnubJie4DZjQpVKe9I3B5PnU/SLOQbK6Mk8mk5lMJolEYtm4CAAAACA3q/kB\nKyJm9LgYgiAMZzPPaDwGjx1dG/kEbTQajUql4vF4Xl5edMcCAAAAjohi5YkWUw63IAhCm3zj\n2JGzt5/KMkiBb8VazTp2bFiB0q4lUEKWNRMkSWLNBAAAABSG8gicWXZ8Ss9+c06/1///dCIG\nR9Lih3XbpnXwRwF6G1OpVNnZ2SKRCGsmAAAAoDAUMzJT0uIeX868F9Rv4f4bLxWZWemyZ7eO\nrf6uGePirO49FidZ3e0ESspkMslkMgaDIZFI6I4FAAAAHBe1ETvj3U2rrlb47uSJPxr/O17k\nWqlOu0p1mtf3alF/yqpN90ZMq4PZdzYjl8uNRqOfnx+qAQIAAIAV1EbsTO9eSUNj4+rnfQvI\ni+zWtRbz7au3GLKzGa1Wq1QquVyut7c33bEAAACAQ6OW2LGCQwMz5Cn5q1eZlQolIyBIgu1O\nbEYmk5Ek6e/vz2RiJiMAAABYQy1XYNfqP7LW8Qk/7H2VO7czK6/M+XltSsMh30TjPaxtpKen\nZ2RkuLm5iUQiumMBAAAAR0ctIzO9ecluHSuY2S1yf3Tbtg2q+ruZ09/cPXvkzKN07+YDFJun\n/vK/KzlRPSZ8VR15XmkgSVIqlWLNBAAAAFBEcfHEjRXDv7fUFru+f/31/blOyc6unHH2/w/5\n3Wv9hMSudKSkpBgMBm9vbz6fT3csAAAA4ASopWC8bv9oUA3TrvR6vUKhYLPZvr6+dMcCAAAA\nzoHi2JouJfHC6XPXH75JUek4Ir+wmo3btG0S7oE1EzYjlUotayZYLHyXAQAAgJKPJnZm5fW/\nfho9fdOVZF3uMTsG071K7PcLlo7vEIit1UpdRkaGWq12dXX19PSkOxYAAABwGtZXxZqT9wxu\n1HzEmjvshv2nrU44d+vRs5fPHt08s2vpj11DUw5MiWkYv+GFwU6hlhdms9myZsLf35/uWADA\nCbx+/fr8+fOvX7+mOxAAoJ+1ETvzq1X9+q17KYlbuW/VgChhTuX50EpVo1t0HTRi/9jY+GUj\n+i1tfGpMOF4Xlpq0tDSdTicWiwUCAd2xAIBDUygUI0eOPHnypOWwdevWixcvxsRcgPLMyoid\n/tKiOSe1NX/6Z/3AXFldDk5w7J/bpzYiLy5YfCH/zsVQPEajUaFQsFgsDNcBgHUkSQ4bNiwn\nqyMI4tSpU8OGDSNJrHUDKL8KT+yMD44df8NtMWxY3UL32mBX6TuoNT/51IkHRpsEVw5JpVKT\nyeTr64s1EwBg3f3798+ePZun8dy5c3fv3qUlHnopFAqz2Ux3FAD0KzyxM71/856QREX55B+s\ny8HwrBYZSCa/SUat2NKQnZ2tUqn4fL6XlxfdsQCAo3v79m2R2sskvV4/a9assLCwyMjI0NDQ\nCRMmZGZm0h0UAJ0Kn2PH4HI5hF6nt3o7qdfrCQ6XYyX5A2pIkkxOTiYIIiAggMHANxQAPqKw\nmjTlqlbNr7/+unLlSsvXGo1m1apVcrl8zZo19EYFQKPCR+zYlauGM+UXzz+28prV9PrK1WRG\nxSqV8NqwxJRKpUajEYlErq6udMcCAE6gdu3a9erVy9NYt27dOnXq0BKP/Uml0tWrV+dp3Ldv\n3507d2iJB8ARFJ7YMUNiv6zPvr9kypY3hbxoJRWHZiy5xqj9xWdhSOxKxmg0yuVyJpOJNRMA\nQBGTyVy5cmV0dHROS3R09KpVq8rPDN2kpKQC59U9fvzY/tcqumIAACAASURBVMEAOAgr252w\nwgfNGLGm/bxhHfpoNi4a9InXf35XaJ7tntBzwIb3FQYuH1qtvPwWsZmUlBSTyeTn58flcumO\nBQCcRnBw8OHDh+/cufPy5cvQ0NA6deowmdZ3Jy1TPDw8itQOUB5YrTzh1mzG3tUpsYM3DW+4\n/4+mn3/eok5liTtbp3zz8MqxfUfvpJABHf/YNf9TT0wIKxGtVqtUKrlcro+PD92xAICTYTKZ\n0dHRucftyo+oqKgqVao8efIkd6O/v3/Tpk3pCgmAdh8pKcap3HP91dqfz5s2d9W+f5ac2/7v\n7kgMtqhSy+GTJ08c3ExCsdosFCo5OZkkSayZAAAoEhaLtXLlyh49ekilUkuLWCz+66+/3Nzc\n6A0MgEYfT8sY7tXjft0eN1Wb8jQx6W2q2sjz8A+rXj1UhIyuNKhUqqysLKFQKBQK6Y4FAMDJ\nREZGXr58ed++fS9fvgwKCoqNjUWJbSjnKGdnDL5vRD3fCFvGUv6YzWaZTMZkMsvV9gTUkSS5\nZ8+eAwcOfPjwITIycsSIEQEBAXQHBQCOxdXVNT4+nu4oABwFht3olJKSYjAYfH19eTwe3bE4\nonHjxm3atMny9YULF7Zu3Xr48OGqVavSGxUAAIDDKkfrpxyNXq9PTU3lcDhYM1Ggc+fO5WR1\nFpmZmd999x1d8QAAADg+jNjRxrJmQiKR0LI9gVqtXr169YsXL2rWrNm/f3822+H+Tzh37lz+\nxhs3bmRmZmJmNAAAQIEc7uO8nFCr1RkZGQKBQCQS2b/3f/75Z/To0UajkSCIv//+e8aMGfv2\n7atZs6b9I7HCEl5+JhMqEwMAABSM2liRbv/I+u37/Dh/2+lHqdaLxwIFJElKpVIGgxEYGGjT\njkwm0+3btw8fPpyUlJTTmJKSkpPVWWRlZX355Zc2jaQYGjZsmL+xWrVqtKTCAAAAToFaYscQ\ncNKvbZ877uvW1f29Qxt0Hjp1xd4rr9QYOSkehUKh1+u9vLz4fL7tenn8+HGbNm3at2/fp0+f\nJk2a9OzZU6VSEQSxYsWK/INhKpWqwFefNOrYseNnn32Wu4XL5c6fP5+ueAAAABwftcSO22b+\nk7S0VzePbJr341e1OY92zhretVFFH79qreK/m73h2GMVaeMwyxCDwaBQKNhstk3XTGi12v79\n+z948CCn5dixY+PGjSMI4v379wXe8vz5c9vFUzyrV6+eNm1a/fr1w8PDu3TpcuLEifwlzwEA\nACAH9Tl2LGGF6A69ojv0+o4gSI0s8eKhrUvmLt+x8Mz2FTd3qP7phv06qElOTjabzRKJxKbr\nFU6dOvX06dM8jfv27UtOTq5WrVqBt9StW9d28RQPh8MZOnTo0KFD6Q4EAADAORQttzCoXty6\ncM7i4q0XHwwEW1ghukX9Ctg1hZrMzEy1Wu3i4mLrvdGTk5MLax86dOiCBQuysrJyt1eqVMnR\nFk8AAABAUVFL7EwPt/wwff2pc1cSkzNNBEcUWqdpi4G/T2rRokXT6DDUFqOIJElLviWRSGxd\nFrbAZRkMBiMoKIjP5+/Zsyc+Pj4tLc3SXrly5f3799s0Hqd2+/bt48ePZ2Rk1KpVq3Pnzg64\nNQwAAIAFtY8o48OE5dtO6FieUV/+8vOEUd3reOOjrejS0tJ0Op2np6erq6ut+2rdunXVqlUf\nP36cu7Fz587+/v4EQdSpU+fx48f37t27f/9+06ZNQ0JCbB2P85o9e/bcuXNzDpctW5aQkIDC\nvgAA4JhYU6dO/fhVDBapydIZM98lXji6Y9WSlTtOXL3/XKo2ckW+viKeI72Hzc7OpjuEghmN\nxjdv3jAYjNDQ0FLZkZjJZLq4uBiNRr2+gB1o2Gx2s2bNbty4IZfLLS2ff/75n3/+mbt2mZ+f\nX82aNT08PEoeTFl18eLFUaNG5W5JSUlJTU3t2LGj5ZDP5+t0OjpCA4IgCKNarXn/3kUi4aDu\nO31cXFw0Gg3dUZRfXC6Xw+HodDqz2Ux3LOUUk8m0/BXYs0cXF5fCzlIbeWNViZuxNo4gSG3K\no2sXLLZOXfO7yshyr1Cz2Yhle35owCm1iMskmUxmMplsvWYit/Dw8GPHjj18+DA5OTkiIiI0\nNNQ+/ZYlBw4cyN+YkJCwYMEC+wcDAADwUUVLMhh838jmXSObfdb50dWzJ/dvXr764OPXt05e\nf2smGtgowDJBo9GoVCoej+fl5WXPfplMZlRUVFRUVGk9MCsr6969ezVr1rTD22RHkJGRkb8x\nOzvbZDKxWCz7xwMAAGAd9cROl/rk2rnTZ06fPn367JVHKRqS6RpQq0Wf8R06dPy8PdeGITo7\ny5oJkiQDAgJsvWbCdlJSUrp16/bo0SPLYWRk5I4dO3x9femNytYiIyPzN1atWhVZHQAAOCZq\niZ3+2MiILsveZJsJhotvVJN2I/p16NChXdMoPxsWTigzVCpVdna2SCRyhNL1BoNh69at169f\nt0zC69q1K8Vcs2PHjm/fvs05fPjwYbt27WbNmsVgMKKjo8tqhvfNN99s3Lgxz9bNv/32G13x\nAAAAWEd1xM6tauzIoR06dGjfolagwJFWSzg4k8kkk8kYDIZEIqE7FkKr1cbExNy9e9dyuGXL\nlp07d27ZsuWjizmOHj2aO6uzSE5O7tOnD0EQfD7/559/Hj58uC1ippdAINi5c+eUKVNOnDih\n0+mqVKkyadKkFi1a0B0XAABAwagldtz2M4+0JwjClP7y5sk9L+TG0DZfNvTUZHNcBXglZZVc\nLjcajX5+fhwO/atL5syZk5PVWZw4cWLdunUDBgywfuPVq1etnNVqtVOmTAkPD2/Xrl0pROlg\ngoKC1qxZYzabDQZD7jXFAAAADoj64FvWvdV9o0MqN2zfNb7v2M2PTYbLP9UKazxw1d1MFIot\nhFarVSqVXC7X29ub7lgIgiCOHTuWv/Ho0aMfvTEgIOCj16xevbo4MTkJJpOJrA4AABwfxcSO\nTNs/6oth21KjRy3Z+nMLLkEQBCvi8x7VkjcP+2zwTjlSuwJJpVKSJP39/Utl47qS02q1+Rup\nbL0THx//0RFHqVRazLAAAACglFBLOMyvtszbJqvx875Dfw7vGu3LJAiCYAZ+Ou3gidnN0ncv\n3PIC2yLmk56enpmZ6ebmJhKJ6I7lX3Xq1MnfGB0d/dEbXV1dlyxZYn0pKMpXAAAA0I5aYme4\nf+OOqdZXX9fOswqWXTEmphb54M5Dgw1Cc2YkSTrOmokcv/zyi7u7e+6WoKCg0aNHU7m3a9eu\niYmJgwYNat68eUxMTP4LyuTiCQAAAOdCLbFj8Pk8QqvR5XvlSmqyswkOl+Osu7PZilwu1+v1\nXl5efL4D7QhToUKFI0eOxMTEeHt7BwQE9OjR4+DBg9RLinl7e8+YMWPXrl3r1q1bvHix5/+K\nOInF4iVLljRq1MhmgQMAAAAl1FbFcuo0a8hft37B4RFrYnON+JhTjizckMitP6oO/Ss+HYhe\nr09NTWWz2Q64u1t4ePi6detK/pwePXp88cUXlv2KIyMjrRStAwAAALuhltgxfLpP/mFpqylx\n9d/26xv4wqTJOL152blL/6zZdF5Za9KWr/wwYpdLzpqJsl2fQCAQ1K1bl+4oAAAA4P9R3aCY\nX3fCwWOicSN/X/PbCT1JENP6H2HwJPXj52+fM7KBwKYhOpeMjAy1Wu3q6przphIAAADAPqjX\nimV6NRy5/vqwRW8ePniZqmUK/StFVglwdYhtPByG2WyWSqUMBsPf35/uWAAAAKDcoZ7Y/Xu9\ne4WajSrYJJQyIC0tTafTicVigQCjmAAAAGBvhSd2+mPfNx539OOb1xIEr8O8S3Pbc0svKOdk\nNBoVCgWLxcJwHQAAANDCyogdm+/m5mZtuash5fGdlyoTya+mRukJgpBKpSaTKSAgoGyvmQAA\nAACHVXhix209/czl6YWcNMouLPvp2ynXzCzv+gNm/NS63A/XZWdnq1QqPp8vFovpjgUAAADK\nqaIvfjApriwf0KB6yzFb3lbqt/T8w0srBtUVl+/tTkiSTE5OJggiICCAwSjf3wsAAACgT5EW\nT5jSrq+d+O2ENdeVwlq9Fy6ZPayJX1EXX5RJSqVSo9F4eHi4urrSHUsRXL9+fceOHSkpKeHh\n4QMGDMDUQAAAAGdHNTEzf7i94Zdvx/91OdU1Kn7ezj++bSFBtQmCIAjCaDTK5XImk+nn50d3\nLEWwbNmyKVOm5ByuXr167969tWrVojEkAAAAKCEKr2LJ9HubxrSMbDBgeaJPtznHH9zY/B2y\nuv8nl8tNJpOPjw+X6zQzDZ89ezZjxozcLZmZmSNGjCBJrIIBAABwYtYTO1L9YNv3rat/0nfR\nbY9OM44k3tz2fetAp0lf7ECr1X748IHL5fr4+NAdSxGcOXNGp8u7k82TJ0/evHlDSzwAAABQ\nKgp/FWt+e3Bi/2F/nnzHrtzpt4N/fv9pKN+OcTmJ5ORkkiSdbs1E/qzOejsAAAA4hcJH7AxX\nNyw48VZHkllP9/7yWZgLo1AucTvLZT7w4cOHrKwsoVAoFArpjqVooqOj8zeKxeKwsDD7BwMA\nAAClpfARO1ZYm34DRQYKz+DUCyt/O/KazWbLmgmJREJ3LEXWqFGjbt267dy5M3fjrFmzOBzM\nnQQAAHBihSd27LpDlq0aYsdQnEtKSorBYPDx8eHxeHTHUhwLFy6MjIzcuXOnXC6PiIgYPXp0\nmzZt6A4KAAAASgT70BWHXq9PTU3lcDi+vr50x1JMXC535MiRI0eO/OiVcrn8+PHjqampVatW\nbdeuHQqmAQAAOCwkdsVhWTMhkUiYzKKX7nAq+/fvHzVqVGZmpuWwRo0aO3bs8PLyojcqAAAA\nKBASuyJTq9UZGRkCgUAkEtEdy8cZjcarV6++evXq3r17Dx48+PDhQ+XKlcePH1+tWrWP3vvu\n3bvcWR1BEPfv3x87duyGDRtsGTIAAAAUExK7oiFJUiqVMhiMwMBAumP5uBcvXvTr1+/hw4e5\nG5OSkg4dOtSlS5c///zTeg20Q4cO5c7qLI4cOZKenu4USS0AAEB5U8bfJJY6hUKh1+vFYjGf\n7+jb+hmNxr59++bJ6nLs2bPn+++/t/4EpVKZv9FsNqenp5dCfAAAAFDaMGJXBAaDQaFQsNls\nB18zcfbs2StXrrx79+7x48dWLtu5c+eoUaOsvJMNDw/P3+jm5ubv718KUQIAAEBpQ2JXBMnJ\nyWazOSAggM120O+b2WwePHhwQkICxeufPn1qJbGLjY1dunTp/fv3czf+8MMPRaqKe+fOnTNn\nzmg0mnr16rVt29a5SnQAAAA4FwdNUBxQZmamWq12cXHx8PCgO5ZCrV27lnpWRxCE9T8Ll8vd\ntGnThAkTjhw5Yjab3d3dx4wZM2zYMOrPnz59+sKFC3MOmzdvvm3btiLlhQAAAEAdEjtKSJJM\nTk4mCMLBy8Lu2bOH+sUhISENGjSwfk1gYOCGDRs0Gk1aWlpAQECRtnc5ceJE7qyOIIhz587N\nmTNn0qRJ1B8CAAAA1GHxBCVpaWk6nc7T01MgENAdizUZGRkUr/Tz81u1ahXFshkuLi5BQUFF\n3bSvwCxz9+7dRXoIAAAAUIcRu48zGo0pKSlMJtPxFw1UrVr10aNHhZ0ViUQVKlQICgr69NNP\nY2Nj3dzcbBqMWq3O34gVtQAAALaDxO7jZDKZyWSSSCQOu2Yix48//nj06NHs7OycFjc3t19/\n/dVkMoWHhzdu3NiepTKqVq165MiR/I12CwAAAKC8wavYj9BoNCqVisfjOUUdrcqVK+/cubNe\nvXosFovFYtWvX3/37t19+vTp169f06ZN7VwAbejQoX5+fnkaJ0+ebM8YAAAAyhVHH4Kil2XN\nBEmSDr5mIrdPPvnk8OHDWq2WwWBQnEJnI15eXrt27Zo0adKFCxeMRmO1atWmTJny0eUaAAAA\nUGxI7KxRqVTZ2dkikcjW09FKnYMUxqhSpcqOHTv0er1OpxMKhXSHAwAAUMYhsSvU/7V33/FN\n1fsfx89J0iRNV9IFBWSDBaqIiOyyBSpLhgKCArIcF1AZV5F7ERDkch2AXgQZKjIU+YEoskRA\ncICDvfcsnTTpSptxfn+k1NJFwJKTnryef/BITk7O+XxPzrd5c875njgcjuvXr4uiGBUVJXct\n5ZtWq+XedQAAeADX2JUoISHBbrdHRkb6+fnJXQsAAMDtEeyKZ7VaU1NTtVpteHi43LUAAAC4\nhWBXvPj4eEmSKlas6OGRpAAAAHeN1FIMs9mckZERGBgYEhIidy0AAADuItgVJkkSYyYAAEB5\nRLArLCEhITc3NywszEvuGAIAAOAmgt0tcnNzk5OTNRpNZGSk3LUAAADcGYLdLfLHTKjVarlr\nAQAAuDMEu7+kp6dbLJaAgACTySR3LQAAAHeMYJfH6XTGx8eLolixYkW5awEAALgbBLs8KSkp\nOTk5JpPJYDDIXQsAAMDdINgJgiDY7fakpCS1Ws3hOgAAUH4R7ARBEOLj4x0OR4UKFRgzAQAA\nyi+CnZCVlZWWlqbX60NDQ+WuBQAA4O75erCTJOnq1auCIFSqVEkURbnLAQAAuHu+HuxSU1Ot\nVqvRaAwICJC7FgAAgL/Fp4Od3W5PSEhQqVQVKlSQuxYAAIC/y6eDXUJCgsPhiIiI0Gq1ctcC\nAADwd/lusLNarTdu3NBqtREREXLXAgAAUAZ8N9hdu3ZNkiTGTAAAAMXw0WB348aNzMzMoKCg\noKAguWsBAAAoG74Y7JxOp2vMRFRUlNy1AAAAlBlfDHaJiYk2my0sLEyn08ldCwAAQJnxuWCX\nm5ubnJzs5+cXGRkpdy0AAABlSSN3AWXMZDKVPsORI0ckSapdu3ZYWJhnSrpHXGM+dDqdn5+f\n3LX4LpVKZTQa5a7Cd6WlpAiCoNfrb9vxce+oVCq2v4xUKpUgCEFBQZIkyV2LjxJFURRFT/aC\n0j9rpQW7GzdulPKqxWJJTU01GAwajab0Ob2fWq02mUw5OTkZGRly1+K7jEaj2Wzm76lcrNnZ\nws1bF8ldi+8KDQ1l+8soICDA398/PT3dZrPJXYuP0mg0BoPBYrF4bI2uAFDSqz50KlaSpPj4\neFEUK1euLHctAAAAZc+Hgl1SUlJubm5oaKher5e7FgAAgLLnK8HOZrMlJSVpNBrGTAAAAKXy\nlWB37do1p9NZsWJFjUZplxUCAAC4+ESwy8jIsFgs/v7+DGAEAAAKpvxgJ0nStWvXBEHgZ2EB\nAICyKT/YpaSk5OTkGI1Gg8Egdy0AAAD3kMKDnd1uT0xM5GdhAQCAL1B4sIuPj3c4HBUqVGDM\nBAAAUDwlB7vs7Gyz2azT6cr7r4cBAAC4Q7HBzjVmQpIkxkwAAAAfodhgl5aWlpWVFRwcHBgY\nKHctAAAAnqDMYOdwOK5fvy6KYqVKleSuBQAAwEOUGewSEhLsdntkZKSfn5/ctQAAAHiIAoOd\n1WpNTU3VarXh4eFy1wIAAOA5Cgx28fHxkiRFRUWpVApsHQAAQEmUFn3MZnNGRkZgYGBwcLDc\ntQAAAHiUooKd0+mMj49nzAQAAPBNigp2DofDZrOFh4frdDq5awEAAPA0RQU7QRA0Gk1ERITc\nVQAAAMhAacGuYsWKarVa7ioAAABkoKhgp9FoTCaT3FUAAADIQ1HBjt+EBQAAvkxRwQ4AAMCX\nEewAAAAUgmAHAACgEAQ7AAAAhSDYAQAAKATBDgAAQCEIdgAAAApBsAMAAFAIjdwFoMzk5uZu\n3Ljx5MmTERERXbp0qVy5stwVAQAAjyLYKUR8fHyfPn1Onz7tejpt2rR58+b17NlT3qoAAIAn\ncSpWIcaOHZuf6gRByMrKGjt27OXLl2UsCQAAeBjBTglSU1N37NhRaGJmZubmzZtlqQcAAMiC\nYKcEZrO52OlpaWkergQAAMiIYKcElStXDgwMLDo9Ojra88UAAAC5EOzu2NGjRzdu3HjgwAGn\n0yl3LXm0Wu2kSZMKTWzSpEnXrl1lqQcAAMiCUbF3IDExcdSoUXv27HE9bdSo0aJFi6pXry5r\nUXlGjRoliuJ7772XkpKi1Wp79Ogxbdo0jYbPFwAAH8IX/x144YUX8lOdIAj79+9/7rnnNm/e\n7OfnJ2NVLqIojho1atSoUUlJSUaj0RtKAgAAHsapWHedPHly165dhSYeOnTol19+ceftn332\nWdu2bRs1avTEE0+cPXv2HhSYJyIiglQHAIBv4oidu65du3ZH0wsaOHDgtm3bXI+vXLnSvHnz\nTz75JC4urizrAwAAPo8jdu6qUqVKsdPvu+++0t+4adOm/FTnIknS6NGjy6wyAAAAQRAIdu6r\nU6dOp06dCk1s3Lhx06ZNS3/jihUrik7Mzs7ev39/mRUHAABAsLsj8+fP79ixY/7TZs2affzx\nx4VGnjqdTkmSCk6xWq3FLi09Pd3hcLge5z8ohc1mu+OK/wZ3SiqPlNouAAAEgt0dCQsLW7Vq\n1d69e1etWrV79+4NGzYUPA976NCh3r17V6tWrWbNmoMGDTpz5oxreqtWrYouShTFIUOGVKtW\nrVGjRtHR0ZUqVWrWrNny5csLhUKXnTt3duzY0bXkkSNHunNV312zWq2zZ89+8MEHK1Wq9Oij\njy5btsx7btf3d1y/fv3FF1+sU6dO1apVO3fuXHQcDAAACiAWmyTKr+TkZFnWe/bs2Q4dOmRm\nZuZPCQ8P37VrV2RkpCAIMTExCQkJ7ixnwIAB8+bNy83N3bBhw+nTpyMjIyMjI4cNG1Zwnlq1\nam3fvl2SpG3btp09ezYqKqp79+5qtXrDhg3nz5+vXLly9+7dQ0ND764hL7744pdffllwyuTJ\nk8eNG3d3S/MS2dnZnTp1OnnyZMGJ69evb9my5d9cstFoNJvNCutE5Yj1ypWUfftMjRoZatSQ\nuxbfFRoampqaKncVvisgIMDf399sNnv4rA7yaTQag8FgsVg8tka1Wm0ymUp6lWBXNoYOHfrt\nt98Wmvjcc8+9/fbbgiCkpaUNHTp03759NpvNz88vNze3lEU1bdo0KSnp3LlzrqcqlaroMbNh\nw4Z98803SUlJrqcmk0mtVue33Wg0Ll26tHXr1nfaigMHDhS9jtDPz+/o0aOl7EPe76OPPpoy\nZUqhiTExMTt27PibSybYyYtg5w0IdvIi2MnO24Idp2LLxtGjR4tOPHz4sOuB0Whct27d1atX\nExMTiz0zW9DevXvzU50gCMWeCV29enV+qhME4caNGwUTbVpa2ujRo+9iJyu2FTabrdCxrnKn\n2HYdP36c6+0AAApDsCsbAQEBbk40GAx/f3VZWVmlz5CYmPjjjz/e6WJLqi0wMPBOF+VVim2X\nv7+/Wq32fDEAANw7BLuy0a1bt6ITu3fv7ubEe8FsNt/pW2JjY4ODgwtNrFmzZr169cqoKHk8\n/vjjRScW+5EBAFCuEezKxpgxYwpd09azZ89BgwYVnbN37979+/f3QEn333//nb4lLCxs7ty5\ner0+f4rJZFq4cGF5P7IVGxs7ZsyYglOio6OnT58uVz0AANwjDJ4oM5IkffPNN7/++qtGo2nd\nunXRUQgF7dixY9myZZs2bSr6UrGjJQoaMmSI1WpdvXp1KfN069Zt2bJlblZeyMWLF9euXXvl\nypVatWoNGDDgrgfYept9+/Zt3brVYrE0atSob9++ZfKLugyekBeDJ7wBgyfkxeAJ2Xnb4AmC\nnZwWLlw4Y8aMgncwDg0N/d///nfq1Km5c+empKRotdqePXsGBgZ+8cUXWVlZgYGBw4cPHz9+\nvNPpnDNnzrJlyzIyMgICAoYMGaLVapcsWWKxWPz9/Z9++unXX389KChIxqb5CIKdvAh23oBg\nJy+CnewIdvdW+Qp2LvHx8Wq1OiMjIzIysuAwheTkZKPR6PplC6fTmZKSEh4eLoqi61W1Wm00\nGi9fvuzv758/MSkpKSwsTKXiDLuHEOzkRbDzBgQ7eRHsZOdtwU5T0gvwmKioKEEQXLcyLig8\nPDz/sUqlioiIKDSDKIqRkZEZGRn5U4rOAwAAfAeHdgAAABSCYAcAAKAQBDsAAACFINgBAAAo\nBMEOAABAIQh2AAAACkGwAwAAUAiCHQAAgEIQ7AAAABSCYAcAAKAQBDsAAACFINgBAAAoBMEO\nAABAIQh2AAAACkGwAwAAUAiCHQAAgEIQ7AAAABSCYAcAAKAQBDsAAACFINgBAAAoBMEOAABA\nIQh2AAAACkGwAwAAUAiCHQAAgEIQ7AAAABSCYAcAAKAQBDsAAACFINgBAAAoBMEOAABAIQh2\nAAAACkGwAwAAUAiCHQAAgEIQ7AAAABSCYAcAAKAQBDsAAACFINgBAAAoBMEOAABAIQh2AAAA\nCkGwAwAAUAiCHQAAgEIQ7AAAABSCYAcAAKAQBDsAAACFINgBAAAoBMEOAABAIQh2AAAACkGw\nAwAAUAiCHQAAgEIQ7AAAABSCYAcAAKAQBDsAAACFINgBAAAohMZD67Fe/H7ZwjV7TqU4jDWa\n9RwxvFvdQNG9eaTsC9s/XfJ/P51MzNGF3le/9ZNDBzSt6KmyAQAAyg+PHLGTsv5cMn3B7wGP\njZ02fULPyOOfzvhwT5rk3jzZBz+Z8dH+4K7jZr4z+/XBD1q2zHl77XmHJ6oGAAAoXzwR7CTL\nLxt3ZT06dGzvR+vXa9z9HyNjxd++250kuTOP48ze39Ia9B7RrXHtajXqtX66f8vAK0dOmKWS\n1gUAAOCzPHFO03Hh1BlnnYExAa6Tr/r6D0WLP586mytE6m47T/emwxasEPx0oiA5cyzXDv52\nyhrVuFbwX6dxU1NTs7OzXY9VKpVer/dAi7yBWq0WBEEURdcDyMK1/SWJ/2nIQ6VSuf6lF8iL\n7S8jURQFeoGsVCqVh7+LXX/6SuKJYGc3p2VqQowBN9OYX0iIwR5vzpIEnXjbeVQmnU4QpKRv\nJ49adMQuBjUYPLVv3QJVv/vuu5s3b3Y9NplM27Ztw75+yQAAFW9JREFU80CLvIdOp9PpdLef\nD/eM0WiUuwQflpwsCIJerzeZTHKX4tPY/rILCgqSuwRf58le4HQ6S3nVc6MQxFsfF3uQo8R5\nxPBOry9tkW0+t3Xh+2/NjXx3Ymxo3rwxMTF2u931OCAgICcn5x7U7o1EUdRqtQ6HI7/58Dyt\nVmuz2ThiJxeHw+H613c6vhfSarW5ublyV+G7NBqNWq222Wylf9nj3nEdLrXZbJ5caSnHdDwR\n7DTBIQH2RHO2JPiJgiAI9nRLljok2CDefh7/zAu/779RsclDVfSBRl2gMbTfE498N/vHg1mx\n7QJcb+zfv3///v3zl5OcnOyBFnkDtVrtShUZGRly1+K7jEZjeno6wU4uVqtVEIScnJz09HS5\na/FdoaGhbH8ZBQQE+Pv7Z2VleThYIJ9GozEYDJ7sBWq1upRg54nBE+oadWupzh45bnU9tZ06\nclKqXreWzp15bCe/mTfv6+M3/zcoZaeZczU6HVcSAAAAFOaJYCcGN4trrf35s8U/nLl+/dzu\nT5btdDTpFltBFATrmR9WrdpyLF0qaR6V8ZHYhrm7lizY9OeZi+eP//TFe6sOhbTu8BBXlQEA\nABTmkWvsxMDGI94YsWThqikvpUohNZsNnjyilUkUBMl6dtdXX2bq2nSqH6QqYZ6w9v94zbz4\n07VzJn3sCKxQNbrtK9P6P2wocnNjAAAAnycq7PIgn7rGzmQyWa1WrrGTkdFoNJvNCutE5Yj1\nypWUfftMjRoZatSQuxbfFRoampqaKncVvst1jZ3ZbOYaO7m4rrGzWCweW6MrAJRYj8fqAO6C\nJElbt27dv3+/wWBo3759TEyM3BUBAOC9CHbwXjk5OU899dRPP/3kejp9+vTx48dPmjRJ3qoA\nAPBaHvmtWOCuzJw5Mz/Vufz3v//duXOnTOUAAODtCHbwXuvWrXNzIgAAEAh28GZms7noRE9e\noAoAQPlCsIP3io6OdnMiAAAQCHbwZlOmTCk0pVKlSiNGjJClGAAAvB/BDt6rVatWy5cvr1u3\nriAIGo2mXbt2a9euDQ0NlbsuAAC8FLc7gVfr0qVLly5dLBaLXq/XarVylwMAgFcj2KEcCA4O\nlrsEAADKAU7FAgAAKATBDgAAQCEIdgAAAApBsAMAAFAIgh0AAIBCEOwAAAAUgmAHAACgEAQ7\nAAAAhSDYAQAAKATBDgAAQCEIdgAAAApBsAMAAFAIgh0AAIBCEOwAAAAUgmAHAACgEAQ7AAAA\nhSDYAQAAKATBDgAAQCEIdgAAAApBsAMAAFAIgh0AAIBCEOwAAAAUgmAHAACgEAQ7AAAAhSDY\nAQAAKATBDgAAQCEIdgAAAApBsAMAAFAIjdwFlLHw8HC5S/CQ8+fP9+nTJy4ubvz48XLX4tPC\nwsLkLsF3bf3zz7dXr/5HePgTTZrIXYtP850/vF5owYIFa9asmTdvXkxMjNy1+DTv6QUcsSuv\nnE6nxWKxWq1yFwLIxm63WywWm90udyGAbHJyciwWi8PhkLsQeAuCHQAAgEIQ7AAAABSCYFde\nBQYGduzYsV69enIXAsgmKiqqY8eOVapUkbsQQDZ16tTp2LGj0WiUuxB4C1GSJLlrAAAAQBng\niB0AAIBCEOwAAAAUgmAHAACgEEq7QbEyWS9+v2zhmj2nUhzGGs16jhjerW6gWMKcf8x/6eva\nc97saiphBqBcK30Pd7+nAOVI0d3enV2d7uCrOGLn9aSsP5dMX/B7wGNjp02f0DPy+KczPtyT\nVnTEi8OaduXwlo+W7rrBaBgo0W33cDd7ClCOFLvbu7Or0x18GEfsvJ1k+WXjrqxHx4zt/Wig\nKNSvMfL8qFnf7U5q1T2y4P+9nBe/fmv6t1edtkyHECpbrcC9cvs93L2eApQjxe/27uzqdAdf\nxhE7b+e4cOqMs85DMQGu7qiv/1C0eP7U2dxb51JV6z198dKlH0+Jq8hHCgW6/R7uXk8BypHi\nd3t3dnW6gy8jBXg7uzktUxNiDLj53yy/kBCDPc2cxTF1oCB6CnyEO7s63cGXEezKB/HWx9xW\nGigWPQU+wp1dne7gmwh23k4THBJgt5izb3ZIe7olSx0SbOBCCaAgegp8hDu7Ot3BlxHsvJ26\nRt1aqrNHjltdT22njpyUqtetpZO3KsDb0FPgI9zZ1ekOvoxg5+3E4GZxrbU/f7b4hzPXr5/b\n/cmynY4m3WIriIJgPfPDqlVbjqVzcB2+669eUHJPARTFnS8FuoMv43YnXk8MbDzijRFLFq6a\n8lKqFFKz2eDJI1qZREGQrGd3ffVlpq5Np/pB9Fb4poK9QFVCTwEUxp0vBbqDDxO5mhIAAEAZ\nOBULAACgEAQ7AAAAhSDYAQAAKATBDgAAQCEIdgAAAApBsAMAAFAIgh0AAIBCEOwAAAAUgmAH\nAACgEAQ7wKtlfdHXXyxIpdEbqzzQacR7O+PtZbUS59l3Wur0XRYnloPfoUlf0evWDZJPXWHE\nlly5yyt7zktfv9yuVqjB2Pvz1CKfz+13D+el+W11urbzLzk9XnlB1vOb54zs+nCN8ECdzhBa\npUHsUxOX7kt2yFoToEz8Vizg/TT393qlX4xWEARBsGdcP/Hjho1LXt3906XNv77XNljm2vI5\nz77Tuv5k/7nnt42OEgXbrjG1O8xP7L0m7cu+ujJflya696t96/vdOlEMaFxLXZZr8WSLSmTb\n9Z+X5u81DZrx5pAWAcX/1mdZ7R63trcMWQ++E9dh4s6sKq37PPNqg4q6jIu/b/rq/eHr1+78\nfNcn/aqo7uGqAd9DsAO8nya67xvTnw7Kf+6cvm5o037LP/7PmkltnqvonV+E2uCIihVVRv09\nWbimwZP/mv6U4Z4su0T3tEUlkcznzyWpHnjptbGD7i8ptZa6e0R6ps5SOC9/OnHqLlvLmT9v\n+udDAXkTp/170wutey5+9a1nui3o6C9rfYDCcCoWKH9UFbs9/2QNVfahP4/ZCk63Xj+6948L\nGd5wQtWv+Yzfr8SfX9TNgwe3CinjrSFXiyRJENRq9R3E95J2D5lY9/7wc6a2zYjR+alOEARV\n5GOvDm+siv9xx7Eyu6IAgCAQ7IDyShQFwemUBEFKWRan9++38viqZxvWeqDlgP8ddQiCYLvy\n/Zxh7epFBfn7h1Sq337YnO8v//UlL6X+tvDFzjFRQf4BYbVaDHr7+6v5X66O47OaaP17LE/7\na01py3v4axtNP5J3QVTOhU1vDWpVJyLQYKwc3aLflP87nS1I1xZ08K89/ufcnO3PV1KHDN6Q\nI6Usi9Nrm805nfeukutx1d97ZeKJVa92jakYZAipVK/D6IW/Fb2gzB3Fbg0p7c+l47o9XC3U\noNX6m6o82GnU/J+T/7rmTPYWlbQo65p+hojhm3Nsv0yoo9bHLUtxf5Pk7x4FlfLh2ou093Z7\ngmTev+zl7g9XNflr9cYqDbuOWXbAUmx9olqtEhyXz1689QJIda1RXx09+s3Y+uoiqxYEQZDS\nDnw64Ykm1UMDDMbK9dsNmfXduRzXG3O+etJf33Xx2f3L/tGpfoVA/6AK9dqPnP9z0s0P1O3C\nAGUi2AHljzNp06Ivzzn1Dz588zozx4kPnh2zI7LP+Omv9ayukhLWj4yNm7TyfFTcS2+88WJc\n1PlVk+LajFyXIAmCIGT/Nr1rh+c/+lV6ZNArE0d3Mv4xs9dT8066d9zEefWLobE9/rUx/YGB\nE/41vn9Mxvczn+r4wtcpYb3e27ryhQYav8avrP3hu8kttbe8q/R6BEEQnJdXDx+8PGj4kh8P\n/bn+jYaXlr7Qfcz6u4t2RbaG8+ryoZ1HfPiHrs3IKbNmvjGirf+hpeO6Pbf8mtMrWlTKonTt\n3tzy9cRH/TQNnl/xw7b/xIW4d9iu6O5xe2J4qe0tuo4Liwd0HL7gYPBjL06dNXV0W7/fPhwe\n98K64qKnvlmXdibHwVlxj700d92v58039zRVcOU6dWtG+he36oxf/v1Y7LD5vxvajXz9X+P6\nRKd8/UaPVn0Xn775Xse5j/s/PvNau6mrv9+28t/tMteMe6zzv37JvLPCAIWSAHixzNV99IIm\nus9rU/O8MeH5fk2jtKKojR673eyUJGfy0q46QRX11OprDtd7cn4eX1ejqT3i2+t5ExwJG0fU\n0WjqTvglR3Jc+qhTgCqo1Yw/LE5JkiTJmfbT64/4i4Ku88cJTsl+bOYjfvrun934q4Qbn3XX\n+z007bBdkjK2jr5PrX148r5010vO1O9GVFfr2sy74JAcZ/7bQqvrsOCaU5LyqvJr+p9T9tvU\nk1e/uurIzZa8FTqTlsb5q6uN2ZVbzAaxfN6z2KvcdF2XJhe7NZwJH3fWq2u+9ENG/iLWDw5X\nhw3dmCN5QYtKX5TkTFrcRefXfM5px13uHo6L89potW3mXXRIt/lwC7W31Jkdlz9op1XXGrc7\n+2YDV/S/L7L2S1tziqvSfn37tMdrBalEQRBEP1Ot5r1GTflw3Z8Jf81caNUnZjfVaWo+902i\nM+9167H3O5jUYU99meqUrGv66QUxqP2807abmzdty+iaGkO7Dy447qwwQIkYPAF4P/uJtbOm\nrs17IvoFV76/+dMvvT5rYvtgURAkQRAEVcTjQ3tFuY7A2498t+mc+MjMCV0q5B2SV0V2Hj+8\n8SeTN3937K06B7/9KTviyX+OezjIdfxHDGn+6stdPxi08fZ15O5b/+01fadpYx4JzKvF1Gn8\n3Dl1rtxfavWl1TOzWUNBEAR1lScGtb95+b8YXKlSoHjQZi/xKEsxo2I1dRv6F7c1BDFs4MqL\nPVTBETev8JJsdodKsNnskhe06DaLesidYb633z3KnKjR+qmklIO7DiQ3axauEcTwgasuDSxp\nbnWF9lO+PTXuwt7tW77/fvv27Ts2Lfpl/cIZ46s9PnXVpxOahxY6EOm88O3X+52PzJjUNeLm\nK7p6I8f1mN5ry/bfbf1iBUEQDe2GPF3r5veXGNJ+2JO1F7//zbbk57vdSWGAEhHsAO+n7/l5\n4voCwx6LUkfdV+lmb3ZcPn/ZGdI3plqBUKCuHlM/2Pl/5y/lXj1/KVcT/fADBUYiiiEPPlRT\nc/tgJ6WdOZMkVn0wpsA3saZuj5cnCIIgCCXeJ63UehxCQ0EQBFWFqMhbLgwp/aTjbUbFFtwa\ngqA2hIZZj279dOmvh06cPnPm1JH9By+kOYO8o0W3WZRbwe72u0eZEyv0/efLi/vMntKiytx6\nzWNbt2jdrmuvbi2rlXBDFkEQBFVQ9ea9RjXvNWqK4My49Ov6BW9Ofm/ja0+8VPPIir7ht8xp\nv3juot12dWJdzcRCy9AnJruuY1RVur9OUIF1qWtH11Lbz5y54LzzwgCF4Ro7QBF0/oVOUIqF\nvslUKpXgdDpFlVpV9DtOpSo5QEgOuyPvsI/D4RQEtfqubhZXQj35L6vK8o9Rwa0hmfdMbVO3\nYfdxC3ZedFZo2OW5t1YuHFojrw1e0qLbLOreKfDh3tnMoqndzJ9O7V8/f3yvuvZj6957ZUBs\n3ehucw9kF3lT8qapA/q/+sX5Aq1RBVZtMWjW11+90kCV+N26PdZCbxHVarWoi/3X5p2FbZ3W\nPm9McuGtY7c7BMnplNwvDFAqgh2gNOoq1aqoLMePXi7w1ee8fOy4WXVf9fv8Kteo5mc/sf9w\nwS+6zGOHzxUcPCFJTin/695x6dwl10BQ0VT1vmDp8snTWQUWfGnTe/9+c+WhnLusp0zvKFwc\n56XP3pj9a+DgtSdP7Fq7+L3pE58f0LHuzdv2yt8iz2+cEj7cO5vZabl6+tRFR+0eL85YtG73\nsfikMxtfeTB185vvfl84QIn6rJOb1ixetafI8AVd7furqQWHo8j61TVqV1c70sSolm3+0qJu\nqEoVEBzkOhLrvHb4aMEF5hz8/YhdU7VmVdHtwgClItgBSqOJietc3bHv43e/T8776nMmb3tn\n0T5H9S5xMX4h7R5vbUhaO+eDA5l582fu/+D9jWk3vyU1Go3gOH3kRN69KaQbmz/49Hhe6tO1\n6NYpNGPzgkVHb35LWg8sfm3SzK+OO/IziFTkAFCp9dzzq0GcCVfi7eoajzSOyCtRSvvpqy2X\nHa5CZW+RZzdOaR9uvpvtLW3m3F2vNY1u0HfROVcqUwXUaN02JkjIzcwocue8gDa9u4ZlbPz3\nuBWnC2YrKX3/giU/2gJbdmj6140BXatWVe7avbH66KKZX8XfDH3280uGxbZ78oPDeflXsu76\n8J3dN3farMP/m7X6ml+TxztVsLlfGKBQXGMHKI6u+YRZA/5v4IJezc48+3SHGtL57Ss/3Xbp\nvmdWT2ihE8TKg2ZMWNx+6uttm//6TO8moTd+X7d8l1/DBoY/BEEQBHXVlq2qC+98OLif5uXe\ndZ1nNi1aeLjqw5GJNkEQBNHYY+r0x7a9MKlN6z+G9m5SwXr06yXLj4Q/8dnohhpB0Gr9BPuJ\nTUtXRLZv80Rzg5v13KOr+/Np6rWNrfjOJ28PmWAf/LAp++LedUvXnHKEqjJ/XPjmiioTB8rd\notIXVbZK/XCFQu1tUdrMulZP9qq88pMpj/e+NLh9jYDsK7+tXbY6pfKgwZ2KXOonhveePX/g\nb8+ueKbhjx906dIiOipQSL92bM+mLX8kGDu//84zVVSC4Lx11XVGz3llZefZzzaJ3/ZsXIwp\n89i3y5bv8ev0wWudAwUhRxAEVVBY0sfdmh9/5skWEeY/13227lDuAxNnjail0oW6XRigVHIP\nywVQmszVffSCvufnlhLnKHgbjr/kXNg885nYupEBWm1A5P1thszeeim3wFv2LnihU4OKgTp9\nSNUmA9//NfHn2b3i/vndDackSVLG4U9e7BhTxejvb6zapP/MbRcPLnwmbtTyc3k33Mg4/uVr\nfZpUN/lr9cZqTfq8vuZEpusF+/mVwxpVMPjpq4zenFO4qpLrKab+nC2jqoY2mLi7xNud6Pus\nznR7azjTfl8wvG39ysYAU7WH2vf/52cHUhN2zH66TaNHhq284pC/RaV+WO7c7qTU3aPg7U6k\n23y4t7T3djOnH/l8fI9HqoX6a9R+gRWiY5+etuFsdolVpP75+ZTBHRpWCzNoNX4GU5UGsU+N\nX7j72s0blhRZteRM3vvRP7o2rBys9zdWqdd60FvfnM77VKxr+uk1DSb/uH/pqNa1Qv21hvC6\nbZ97f3fCzS10R4UByiNKRU8zAADgnXK+etI44Nj4fQemN+KUE1AU19gBAAAoBMEOAABAIQh2\nAAAACsE1dgAAAArBETsAAACFINgBAAAoBMEOAABAIQh2AAAACkGwAwAAUAiCHQAAgEIQ7AAA\nABSCYAcAAKAQBDsAAACF+H8BU9Cyaafh9AAAAABJRU5ErkJggg==",
"text/plain": [
"plot without title"
]
},
"metadata": {
"image/png": {
"height": 420,
"width": 420
}
},
"output_type": "display_data"
}
],
"source": [
"plotResults(cmpCumulative, \"New Optimizations\", \"Production\", logScale=TRUE)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Proposed changes (without profiling)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"productionNoprofile <- readResults(\"production-noprofile\")"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"proposedNoprofile <- readResults(\"PLT-7583\")"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
" TxId Original Steps Original Memory Measured Steps \n",
" Length:100 Min. :4.013e+08 Min. : 1493009 Min. :2.681e+08 \n",
" Class :character 1st Qu.:7.903e+08 1st Qu.: 2684290 1st Qu.:5.159e+08 \n",
" Mode :character Median :1.197e+09 Median : 4324652 Median :8.573e+08 \n",
" Mean :1.005e+10 Mean : 29313837 Mean :9.465e+08 \n",
" 3rd Qu.:1.720e+09 3rd Qu.: 6231080 3rd Qu.:1.123e+09 \n",
" Max. :2.375e+11 Max. :688036926 Max. :8.441e+09 \n",
" Measured Memory Delta Steps Delta Memory \n",
" Min. : 957161 Min. :-2.291e+11 Min. :-686831794 \n",
" 1st Qu.:1782904 1st Qu.:-6.146e+08 1st Qu.: -1881432 \n",
" Median :2882626 Median :-2.551e+08 Median : -813257 \n",
" Mean :2983682 Mean :-9.101e+09 Mean : -26330155 \n",
" 3rd Qu.:3944472 3rd Qu.:-1.590e+08 3rd Qu.: -541018 \n",
" Max. :8311408 Max. :-4.238e+07 Max. : -156400 \n",
" Delta Steps [%/100] Delta Memory [%/100]\n",
" Min. :-0.98901 Min. :-0.99825 \n",
" 1st Qu.:-0.49637 1st Qu.:-0.43054 \n",
" Median :-0.26927 Median :-0.23524 \n",
" Mean :-0.36798 Mean :-0.34124 \n",
" 3rd Qu.:-0.16134 3rd Qu.:-0.13864 \n",
" Max. :-0.05269 Max. :-0.04864 \n",
" Delta Steps Relative to Maximum [%/100]\n",
" Min. :-22.906232 \n",
" 1st Qu.: -0.061464 \n",
" Median : -0.025507 \n",
" Mean : -0.910101 \n",
" 3rd Qu.: -0.015902 \n",
" Max. : -0.004238 \n",
" Delta Memory Relative to Maximum [%/100]\n",
" Min. :-49.05941 \n",
" 1st Qu.: -0.13439 \n",
" Median : -0.05809 \n",
" Mean : -1.88073 \n",
" 3rd Qu.: -0.03864 \n",
" Max. : -0.01117 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cmpProposed <- compareResults(productionNoprofile, proposedNoprofile)\n",
"summary(cmpProposed)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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rsn+frel2uFvku/HpH/XbNly6H2O3Y7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pg2OV9hALCQlhOhYAAABwXzQ7TzRunsjO\nylhxTP6vHI4qPLVy4xV2k+YJKFznTHK53GQy0ewhBgAAAD6LXkbGjhr24Yglry3r1/Lu6HEp\nyQk1RSxlXtbxLT+t2vug5pivh2GDnfNQFCWXy9lstlQqZToWAAAAcGs0p9pYIT2WHNgiGj91\n2Q8z9qWXljuJ6Tx104p5PUMwj+Q8hYWFer1eKpWiGxgAAABUjP4aKj/u9S/39/ssL+tS1oN8\nNeUvjUlo1jgqCMmGk5l7iNk/XZefnx8SElJxh1kAAADwaLTWUA1nZ7WLrztk7WOSHRiZ2KFH\nv4ED+/dKegVZndOV9hDj86tYBJokyeXLl9erV69hw4YxMTFpaWnm9hUAAADgfWgldpwa1QNf\n3D9x4rLG2eHAv9HsIVaB5cuXf/755+bWsXq9fuvWrcOHDzcajQ4LEQAAANwGrcSOHTXyx5/e\nluz65IMtt1WobeIq5h5iQqHwpT3EyqPT6RYvXmwxmJmZuX//frujAwAAALdDb8eV4eKO3cqY\nyKc/pzRYPzE2rmaIP6fMeQl+10VHFnZBgWJHM0/XhYWFVfkOubm5Go2NadZbt2716dOn6pEB\nAACAW6K5ld6oVamJ6s27Vrf1JC+Ij2OxjmbuIcblcmn2ELNJLBbbHEdbdAAAAK9EL7Hjtv94\nx14nRwL/IpfLSZKMiIiwpyhxWFhYUlLS8ePHyw4GBgaiPzoAAIBXevkeO4P87oUThw4dO3db\npndBQEAQBEmScrncIT3E0tPTa9euXfpQKBSmp6fXqFHDztsCAACAG6pwxs74cPuMt9KWnX6q\npwiCYPGqt5uwbMOXA2K5LgrOZ8nlcqPRGB4ezmbb29OjRo0ax48f3717982bN6tVq9arV6/q\n1W0uqAMAAIDHqyCxM938fthbS84YarROGdgxhnh06o/fTy8ZNkT69+lPEpHaOQ9FUTKZzCFF\niQmCUKlUU6dOvXLlikAgeO2115DVAQAAeLHyEztj1qZ1Z7XVUzad3zg4gk0QBPnpthHNh2xa\nn3FxZmIr9C9wmuLiYr1eL5FI7O8SkZeX17JlS73+v2voN27c+M9//vP3339bX0lR1NatWzdu\n3JiXlxcXFzd+/PjOnTvb+er0kSR55cqVvLy8mJiYli1buux1AQAAvEz5qYPpwb2HVPW3x74e\n8d/VQHb4a2MG1fx11cM8U2VakUElmauc0Jyue/LkyerVq2/duhUREfHGG2+0adOm7LODBw8u\nzerM7t2798UXX8yePdviPgsWLFiyZIn540ePHh07duy777576623qv5l0PbgwYMxY8ZcvnzZ\n/LB9+/Zr1qyxf3MhAACAD6pgC5dBr2eJQ0RlzmSyxCHBLJIknR+Wz1Kr1RqNRiQSCQSCl158\n6dKlNm3aLF269MCBA+vXr+/Xr9/UqVP37dt3+fLlyZMnN27c+M6dO9aftXv3bouRe/fulWZ1\npT755BOVSlXlL4Qmo9GYmppamtURBHHq1KnRo0dTFAphAwAAVNpLZ95Y5XwMTpGfn0/Q6yFG\nUdTEiRMt6g9v2LBhw4YNFX+iTqezGDl//rz1ZRqNJisrq3Xr1i+NxB6ZmZlXr161GDxx4kR2\ndnbDhg2d+tIAAADex95Dl+BAOp1OpVL5+/sHBAS89OLc3Nzbt29X4VUaNGhgMVLeZj4Oh1OF\n+1fKkydPKjUOAAAAFah4xo4qytqzKePGP9kfmXtVQZGPTm7K0JU9FsuJ6TCkfTRSRLvl5+dT\nFEWzh5jF5jmaeDzejz/+aDHYpk0bPp9vMZMXGhrapEmTKrxEpURFRdkcr1mzprNfGgAAwPtU\nnNiZHm//9J3tFoOP0kee/deAYPDWAe2j+Q6OzNcYjcbCwkIejycSiehcHxsbK5VKZTIZzfuz\n2exatWqtWbPGep23Ro0ac+bMmTlzZukIj8dLT0/n8ZzeAPjVV19t0aLFuXPnyg527969fv36\nzn5pAAAA71N+Ysdt/f6GzYNMNO7BiWqNunZ2k8lkFEVJpVKaPcT8/PwWL16cmppK5+KRI0cu\nXry4ggtGjRqVkJCQkZHx+PHj+Pj41NTUevXq0YrbPhwOZ9WqVRMmTDh9+rR5pGfPnsuXL3fB\nSwMAAHgflocePzTXBHEU8zyZWq0uKSlx4G3pI0ny5s2bBEHUq1evUjvbjh07lp6efuPGjcLC\nQpPJdhreoEGD3bt3BwUFOSZW57hz586jR4/i4+MbNmxIkqRWq2U6Il+nys4uys4OT0riOqJQ\nNthDJBJpNBqj0ch0IL5OLBZzuVzzH+FMx+LrJBKJXC5nOgrGcDicCoqCoR6dW1AoFCaTKTw8\nvLLnFZKTk5OTkwmCOHbs2JQpUx4/fkwQBJfL7dGjh1Qq1el0zZs3/7//+z8XLKraqU6dOnXq\n1GE6CgAAAM+GxI55FEUVFBSwWCyJRFLlmyQnJ//999/Xr18vKipKSEigeQIDAAAAvAkSO+Yp\nlUq9Xh8cHMzl2rVXkc/nN2vWzFFRAQAAgMdBkRLmmfcLYo4NAAAA7ITEjmEajUatVgcGBtLp\nIQZOhQ3RAADg6bAUyzAHTtfdunXr77//JkmyVatW9vTjunnz5ubNmzUaTa9evTp16mR/YO5v\n8+bNS5cuvXfvXnh4+JAhQ6ZOnSoUCpkOCgAAoNKQ2DFJr9cXFxcLBILAwEA7bzV37tz09PTS\nh61atRo+fHiXLl0qeyAjLS1t69at5o/Xrl3bsGHDo0ePstnePLO7Zs2a0uLMT58+/f777+/c\nubNu3TpmowIAAKgCb37Ddn8FBQX0e4hVYOfOnWWzOoIgzp49m5aW1rx584MHD9K/z8aNG0uz\nOrMbN27QrIHsobRa7Zw5cywG9+zZc+LECUbiAQAAsAcSO8YYjUaFQsHlcmn2EKvAr7/+anNc\npVKNHj362bNnNO/zww8/WA8eOHCg6pG5vZycHLVabT1+7do11wcDAABgJyR2jJHL5SRJSqVS\nexY69Xr9/fv3K+jDodFoduzYQfNuRUVF1oMGg6GKwXmCgICASo0DAAC4M+yxYwZFUTKZjM1m\nV7kosV6vX7BgwapVq/R6fcXtZbOzs2neMzw83DpHpHNclyTJo0eP3rx5UyqVdu7cOTw8nOYr\nMi46OjohISErK6vsoL+/f5cuXZgKCQAAoMowY8cMhUJhNBolEklle4iVmjVr1rJly/R6PfGy\nOh2RkZE07zlnzhzrHLFdu3YZGRm3b98u77MKCwt79+6dkpIya9asSZMmtW7d+s8//6T5iu5g\n+fLl0jLtUHk83uLFi6OiohgMCQAAoGpYHlq7q4LFxyrg8XgikUitVpeUlDjwthW4ffu2Xq+v\nW7du1bq4FhQUNGrUiCTJl17J4XBu3rwZHBxM887p6ekLFy40txtnsVgsFqv0VcaMGbNgwQLr\nTxk7duwff/xRdiQgIODEiRPR0dE0X7QsoVBIkqRWq63C51ZZUVHRr7/+evv27YiIiIEDB6Jr\nLUEQquzsouzs8KQkbpmsFxghEok0Go35fyUwSCwWc7lcmUzmoe+b3kQikcjlcqajYAyHwwkJ\nCSnvWczYMaC4uFin04nF4qpldQRB5OTk2MzqkpKSLEbmzp1LP6sjCGLy5Mk5OTkZGRkTJ06k\nKKrsq6xatWr9+vUW12s0Guv5ObVavXPnTvovyjixWDx+/Pjvvvtu5syZyOoAAMBzIbFjgHm6\nMTQ0tMp3KC9Vf+edd9avX9+1a9f4+PiePXvu2rVrzJgxlb25QCDo3r37w4cPrZ/asGGDxUhx\ncbHNiQRf/lsKAACAKTg84WolJSXmHmL+/v5Vvknt2rVbtGhx7ty5soMRERHJyckikahXr152\nh2l7sTs/P99iJDQ0VCwWWx+nxbwXAACA62HGztXMuZE903Vmy5cvL5s8hYWFrVy50v6SeKVi\nY2OtB+Pi4ixG/Pz8pk+fbjFYv379AQMGOCoSAAAAoAkzdi5lMBiKi4v5fH5QUJCdt4qJiTl+\n/PjBgwfv3r0bGRnZrVs3B2Z1BEFMmDBh+/btFqdJpkyZYn3l2LFj9Xr9d999p1QqCYLo0qXL\n4sWL6RRJAQAAAMdCYudS+fn5DukhZsblcnv37u2QW1mrV6/eunXrpk+fbt5sFxYWNmfOnA4d\nOlhfyWKxJk2alJaWlpubK5VK7c9ZAQAAoGqQ2LmOyWRSKBR+fn6VOqbKoE6dOmVmZj569Eiv\n18fFxfn5VfTTwuFwbK7eAgAAgMsgsXMdcw+xsLCwihtFuBU2m410DQAAwFPg8ISLUBRVUFBg\nTw8xAAAAgIohsXORwsJCo9EYEhJS8YImAABAlZkbkTMdBTAJiZ2LFBQUsFgs+6ucAAAAWCsp\nKZkzZ06tWrXq168fFxc3f/58nU7HdFDAAMweuYJSqdRqtfb0EAMAAKjAzJkzN23aZP5YqVQu\nWbJELpd/8803zEYFrocZO1ewv4cYAABAee7cuVOa1ZVav379/fv3GYkHGITEzum0Wq1KpQoI\nCBAKhUzHAgAAXujWrVs2x2/evOniSIBxSOyczlE9xAAAAGwqr/OQp5RNBQdCYudcBoOhqKjI\nIT3EAAAAbGrZsmVUVJTFYHR09KuvvspIPMAgJHbOVVBQQFFUaGioBxUlBgAAzyIQCH766aey\ndVJDQ0NXrlyJE3s+CKdinai0h1hISAjTsQAAgDdr0aLF2bNnd+zY8fDhw9jY2P79+4vFYqaD\ncl979uy5dOlS3bp1BwwY4GX1Zb3qi3E3crncZDJVq1YN03UAAC5TUlJy48YNrVabkJDgU8lN\ncHDw8OHDmY7C3d27d693795yudz8cNq0aevWrevUqROzUTkQlmKdhaIouVzOZrOlUinTsQAA\n+Ipdu3Y1b968Z8+er7/+emJi4rJly5iOCNzLa6+9VprVEQbCs3EAACAASURBVARRUlLy9ttv\nq1QqBkNyLCR2zlJYWKjX60NCQjgcDtOxAAD4hOvXr48fP95ci4AgCI1GM2vWrB07djAbFbiP\nU6dOlf54lNLpdD/99BMj8TgDEjtnMfcQw3QdAIDLrFq1SqvVWgxi0g5K3bhxw+b4vXv3XByJ\n8yCxcwqVSqXVakUiEZ/PZzoWAABfkZeXZz346NEj10cC7qlx48Y2x+vWreviSJwHiZ1ToCgx\nAIDrRUREWA9GRka6PhJwT23atKlWrZrFoEAgGDNmDCPxOAMSO8cz9xATCoXoIQYA4EojR460\nXifxpvdssN/OnTvDwsJKHwYEBGzatCkgIIDBkBwL5U4czzxdV/bnBgAAXKBZs2Zff/31p59+\nWlRURBAEj8ebNGlSSkoK03GBG4mLi7tx48bRo0czMzMbNmzYp08fNturJrmQ2DmYwWAoLi7m\ncrnoIQYA4HopKSk9e/a8dOmSTqd75ZVXbC7OAnTq1MmbateVhcTOweRyOUmSERERKEoMAMCI\n4OBgb33PBngpr5p+ZBxJknK5HD3EAAAAgBFI7BxJLpcbjUaJROJlC/YAAADgEZB/OAxFUTKZ\nDEWJAQAAgClI7BymuLjY3EPMzw87FwEAAIABSOwcpqCggCAITNcBAAAAU5DYOYZardZoNEFB\nQQKBgOlYAAAAwEchsXMMFCUGAAAAxiGxcwCdTqdSqfz9/b2pJwkAAAB4HCR2DlBQUEBRFKbr\nAAAAgFlI7OxlNBoVCgWPxxOJREzHAgAAAD4NiZ29ZDIZRVFSqRQ9xAAAAIBZSOzsQpKkTCbj\ncDjoIQYAAACMQ2JnF4VCYTKZpFIph8NhOhYAAADwdUjsqo6iqIKCAhaLJZFImI4FAAAAAImd\nHZRKpV6vF4vFXC6X6VgAAAAAkNjZwdxDDFVOAAAAwE0gsasijUajVqsDAwPRQwwAAADcBBK7\nKsJ0HQAAALgbJHZVodfri4uL+Xx+YGAg07EAAAAA/BcSu6pADzEAAABwQ0jsKs3cQ4zL5YrF\nYqZjAQAAAPgfJHaVJpfLSZKUSqVsNv71AAAAwI0gNakciqJkMhmbzUZRYgAAAHA3SOwqR6FQ\nGI1GiUSCHmIAAADgbpDYVY65h5hUKmU6EAAAAABLSOwqobi4WKfTicViHo/HdCwAAAAAlpDY\nVYK5KHFoaCjTgQAAAADYgMSOrpKSEnMPMX9/f6ZjAQAAALABiR1d+fn5BKbrAAAAwI0hsaPF\nYDCYe4gFBQUxHQsAAACAbUjsaMnPz0cPMQAAAHBzSOxezmQyKRQKPz+/4OBgpmMBAAAAKBcS\nu5eTyWQkSYaGhrJYLKZjAQAAACgXEruXIElSLpez2eyQkBCmYwEAAACoCBK7lygqKjIYDCEh\nIX5+fkzHAgAAAFARJHYvYe4hhionAAAA4P6Q2FVEqVRqtVqRSIQeYgAAAOD+kNhVBD3EAAAA\nwIMgsSuXVqtVqVQBAQFCoZDpWAAAAABeDoldudBDDAAAADwLEjvbDAZDUVEReogBAACAB0Fi\nZ1tBQQFFUShKDAAAAB4EiZ0N5h5iHA4HRYkBAADAgyCxs0Eul5tMJkzXAQAAgGdBYmeJoii5\nXM5isaRSKdOxAAAAAFQCEjtLRUVFer1eIpFwOBymYwEAAACoBCR2lvLz8zFdBwAAAJ4Iid2/\nqFQqcw8xPp/PdCwAAAAAlYPE7l9QlBgAAAA8FxK7/ykpKVGpVEKhED3EAAAAwBO5KrHTPjy0\n/ON3h73xRsro6Uv+vK2iyr/ywtLRn+9VlH+B0zx9+pQgiLCwMNe/NAAAAID9XJLYUZqLP89d\nfj6g+3tz5k7vH569bt6yU4XWmZtJW/j42v4Va44zkdXpdDq5XM7lctFDDAAAADyUnwtegyr+\na/dxTcvJ7w1sGcgiGtYam/Puwj0n89u/Fl62/C/5cMf8ubvySIPaREhcEJWFvLw8kiQjIiJQ\nlBgAAAA8lCsSO9OD23fJOv+XEGDOmAQNX6nPOnP7np4IL3vylB0zcO7qgYTp9rqJn9y1vsmJ\nEydycnLMHwsEgr59+zo2yCdPnnC53OrVq6N8HbO4XC5FUUivGVfC4RAEwePxBP7+TMfi6zgc\nDp/P53K5TAfi69hsNkEQ/v7+FMXAshKUxWKx/H34V1PFb5GuSOyMRYVqP3FwwD9xcMViofFp\nkYYi+PTfvQ8cOLBv3z7zxyEhIUOHDnVghLm5uQaDITY2ViQSOfC2UGU8Ho/pEHxdsZ8fQRB8\nPj8gIIDpWIDw5fcwd4PTdW7Cl381kSRZwbOuSOzMWP/+uLJ/8aSkpCQnJ5s/5vF4SqXSUYFR\nFPX48WM2mx0WFubA20LV8Hg8iqIMBgPTgfg687egpKSEwn8Kpvn7++t0uop/lYMLCIVCDoej\nUqkwY8e4wMBAlUrFdBSMYbFYgYGB5T3risTOTyQOML4oKqEILosgCMKoLNZwxCJhpRbbEhIS\nEhISSh8WFBQ4KryioiKtVlu9enUWi6XVah11W6gaDodDkqROp2M6EF9nTiOMRiO+F4zj8/kG\ng8FoNDIdiK8TCAQcDken0yGxY1xAQIAv/2qqeM+YK07FcmrVjWffy8r+b85kuJ11i4qtG+8u\nrR3MOWJUVBTTgQAAAADYxRWJHUvUuncH3pn1q4/cffbs/slf1h4ztejbsRqLILR3j2zatP+G\nkrk/ftRqtUajEYvFvrxaDwAAAN7BJXvsWIHNx3w65uefNn02UU6J41q//cmY9iEsgqC0947/\nZ4uan9StYRBDhyDN03URERHMvDwAAACA47A8dK+AQ/bY6XS6O3fuCASChg0bikQitVpdUlJi\n/23BHkKhkCRJbHZknCo7uyg7OzwpiSuVMh2LrxOJRBqNBnvsGCcWi7lcrkwm89D3TW8ikUjk\ncjnTUTCGw+GEhISU96zrTsW6oYKCAoqi0EMMADzFtWvXrly5EhQU1LZtW/zuAgBrvpvYGY1G\nhULB4/Fs1q7TarVr1qw5f/68QCDo2LHjkCFDzKUpX2rz5s379u3j8XiDBg3q0aOHo6MGAB9l\nNBonTJiwbds288PAwMCFCxempKQwGxUAuBvfTezM0+lSqdS6grNSqezRo8edO3fMD7du3bpj\nx46MjIyKczuSJFu3bl3aHuOPP/5o1arVrl27nBE8APiab775pjSrIwhCpVJ98MEHjRs3btSo\nEYNRAYC7ccWpWDdEkqRMJitvlXrevHmlWZ3ZoUOHNmzYUPE9U1NTS7M6s7Nnz86fP9/+aC3k\n5uZmZmY6sJIfALg/619BOp1u06ZNjAQDAG7LRxM7hUJhMpmkUqnNKn+HDh2iOVjW4cOHrQcd\n+2s3Nzd34MCBzZo169OnT8OGDSdNmqRWqx14fwBwTxRF2fxb7sWLF64Pxh0YjUa04gCwyRcT\nO/OvSBaLJZFIbF5gs5/VS4tc6/V660GNRlOFCG0yGAyjRo06efKk+SFFUZs3b/7oo48cdX8A\ncFssFismJsZ6PC4uzvXBMOvChQt9+/aNiYmJiYlJSUm5ffs20xEBuBdfTOyUSqVerw8ODuZy\nuTYvaN68ufVgixYtKr6tzUMY1apVq0KENp04ceLy5csWg5s3b37+/LmjXgIA3NbUqVMtRiQS\nyYgRI5iIhTG3bt0aMGDA2bNn9Xq9Vqs9fPhwv3798DsQoCxfTOzMKxqhoaHlXTBr1qygoKCy\nI/Hx8WlpaRXf9uOPP7YYYbFYixYtqmqYlh48eGA9SFHUo0ePHPUSAOC2hg4dOnfu3NLO3w0a\nNMjIyPC14uoLFiywqDYqk8m+++47puIBcEM+dypWo9Go1erAwECBQFDeNTExMQcPHly0aNH5\n8+e5XG7nzp2nT5/+0p5jI0aMyM3N/fHHH811RPl8/uzZs5OSkhwVeXmTf772mx3AZ40bN27U\nqFF37twJCgqKioqyPtHv9a5fv249mJWV5fpIANyWzyV2L52uM4uPj1+1alVlb/7ZZ5999tln\nFy5cCAgIqF+/fhVDLEfnzp1jYmIePnxYdrBLly5RUVGOfSEAcFs8Hs+X65vY/APbYoEFwMf5\n1lKsXq8vLi7m8/lO/UXQvHlzh2d1BEEIhcI1a9bUqlWrdKRVq1ZLly51+AsBALinfv36WQ/2\n79/f9ZEAuC3fmrHz9B5iiYmJp06d+uuvv54+fRofH//qq6/64FoMAPisyZMn//XXX8ePHy8d\nGTJkyNChQxkMCcDd+FBiZ+4hxuVyxWIx07FUHY/Hc+C+PQAAD8Llcrdu3bpnz57MzEw/P7+O\nHTvi9yGABR9K7ORyOUmS4eHhNLu+AgCAu2GxWH369OnTpw/TgQC4KV9JcSiKkslkbDa7vKLE\nAAAAAJ7OVxI7hUJhNBolEonNHmIAAAAAXsBXlmLNPcSkUqn9tyoqKvr+++/PnDlDUVTbtm3f\ne++94OBgm1fu2rVrw4YNT58+rVmzJp/Pz83N5fP5ycnJEyZMEAqFFhefPXt2xYoV9+7dq1Gj\nxltvvdW3b1/7Qy2PUqlMT08/deqUyWRq1arVlClTvGAis6ioKD09/fTp0y/9vgAAeDG9Xs/j\n8ZiOAhjDoiiK6RiqwmY/7PIUFxc/fPgwODi4vJJvPB5PJBKp1WqLmubWlEpl586dyzaBiImJ\nOXLkiHU/scWLF3/11Vc2b8Ln81esWNG1a9cVK1aYsyuhUHjgwIGy10yfPn3GjBmHDx/OyMh4\n+vRpXFxcamrqxYsXDx48qNFomjZtOmnSpKod79VoNN26dSvbYLFGjRpHjx51k9xOKBSSJKnV\naiv1WUqlskuXLjk5OaUj0dHRR44c8eiDMsxSZWcXZWeHJyVxH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"text/plain": [
"plot without title"
]
},
"metadata": {
"image/png": {
"height": 420,
"width": 420
}
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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AAtC8EOAGoXDAZLSkoMBgNtYQG0FAQ7AKhdYWGhoih2u12W+agE0DLwaQUAtSgv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54eHh/vtT9O7dG3sUAACggmHRemCcfLSu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\n",
"text/plain": [
"plot without title"
]
},
"metadata": {
"image/png": {
"height": 420,
"width": 420
}
},
"output_type": "display_data"
}
],
"source": [
"plotResults(cmpProposed, \"Proposed\", \"Production\", logScale=TRUE)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "r-minimal kernel",
"language": "r",
"name": "r-minimal"
},
"language_info": {
"codemirror_mode": "r",
"file_extension": ".r",
"mimetype": "text/x-r-source",
"name": "R",
"pygments_lexer": "r",
"version": "4.2.2"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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