tor_multipath_voip/jupyter/rawtor.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"── \u001b[1mAttaching packages\u001b[22m ─────────────────────────────────────── tidyverse 1.3.0 ──\n",
"\n",
"\u001b[32m✔\u001b[39m \u001b[34mggplot2\u001b[39m 3.2.1 \u001b[32m✔\u001b[39m \u001b[34mpurrr \u001b[39m 0.3.3\n",
"\u001b[32m✔\u001b[39m \u001b[34mtibble \u001b[39m 2.1.3 \u001b[32m✔\u001b[39m \u001b[34mdplyr \u001b[39m 0.8.4\n",
"\u001b[32m✔\u001b[39m \u001b[34mtidyr \u001b[39m 1.0.2 \u001b[32m✔\u001b[39m \u001b[34mstringr\u001b[39m 1.4.0\n",
"\u001b[32m✔\u001b[39m \u001b[34mreadr \u001b[39m 1.3.1 \u001b[32m✔\u001b[39m \u001b[34mforcats\u001b[39m 0.4.0\n",
"\n",
"── \u001b[1mConflicts\u001b[22m ────────────────────────────────────────── tidyverse_conflicts() ──\n",
"\u001b[31m✖\u001b[39m \u001b[34mdplyr\u001b[39m::\u001b[32mfilter()\u001b[39m masks \u001b[34mstats\u001b[39m::filter()\n",
"\u001b[31m✖\u001b[39m \u001b[34mdplyr\u001b[39m::\u001b[32mlag()\u001b[39m masks \u001b[34mstats\u001b[39m::lag()\n",
"\n"
]
}
],
"source": [
"library(tidyverse)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Parsed with column specification:\n",
"cols(\n",
" run = \u001b[32mcol_double()\u001b[39m,\n",
" measure = \u001b[31mcol_character()\u001b[39m,\n",
" owd = \u001b[32mcol_double()\u001b[39m\n",
")\n",
"\n"
]
}
],
"source": [
"torvoipsimple <- read_csv(\"./process-cli.csv\")"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
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4aU8PlcV1xznjszNU03su5g0MUx+YiI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p2wA9DFsePNVGR/nCms9+0OzdFLs9Mv+U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",
"text/plain": [
"plot without title"
]
},
"metadata": {
"image/png": {
"height": 420,
"width": 420
},
"text/plain": {
"height": 420,
"width": 420
}
},
"output_type": "display_data"
}
],
"source": [
"ggplot(torvoipsimple %>% filter(measure == 'q50' | measure == 'avg' | measure == 'max' | measure == 'q99'), aes(x=owd, group=measure, color=measure)) +\n",
" stat_ecdf(pad=FALSE) + \n",
" coord_cartesian(xlim=c(0,800)) + \n",
" annotate(\"rect\", xmin = 0, xmax = 400, ymin = 0, ymax = Inf, alpha = 0.2, fill='green') +\n",
" annotate(\"rect\", xmin = 400, xmax = Inf, ymin = 0, ymax = Inf, alpha = 0.2, fill='red') +\n",
" theme_minimal() +\n",
" ggsave(\"torsimple.pdf\", width=24, height=12,units=\"cm\")"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Parsed with column specification:\n",
"cols(\n",
" u1 = \u001b[32mcol_double()\u001b[39m,\n",
" u2 = \u001b[32mcol_double()\u001b[39m,\n",
" u3 = \u001b[32mcol_double()\u001b[39m,\n",
" `Call Duration` = \u001b[32mcol_double()\u001b[39m\n",
")\n",
"\n"
]
},
{
"data": {
"text/html": [
"117627"
],
"text/latex": [
"117627"
],
"text/markdown": [
"117627"
],
"text/plain": [
"[1] 117627"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"amr122 <- read_csv(\"./donarv4/amr122.csv\") %>% sample_frac(0.1)\n",
"amr122$u1 %>% length"
]
},
{
"cell_type": "code",
"execution_count": 217,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table>\n",
"<caption>A tibble: 1 x 1</caption>\n",
"<thead>\n",
"\t<tr><th scope=col>n</th></tr>\n",
"\t<tr><th scope=col>&lt;dbl&gt;</th></tr>\n",
"</thead>\n",
"<tbody>\n",
"\t<tr><td>201.6349</td></tr>\n",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
"A tibble: 1 x 1\n",
"\\begin{tabular}{l}\n",
" n\\\\\n",
" <dbl>\\\\\n",
"\\hline\n",
"\t 201.6349\\\\\n",
"\\end{tabular}\n"
],
"text/markdown": [
"\n",
"A tibble: 1 x 1\n",
"\n",
"| n &lt;dbl&gt; |\n",
"|---|\n",
"| 201.6349 |\n",
"\n"
],
"text/plain": [
" n \n",
"1 201.6349"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"amr122 %>% summarise(n=mean(`Call Duration`))"
]
},
{
"cell_type": "code",
"execution_count": 218,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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PTp0ydOnDh27NhdY3IODg4dOnRo165d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\nFDsAAABFUOwAAAAU8f9CmhFQaFCOvwAAAABJRU5ErkJggg==",
"text/plain": [
"plot without title"
]
},
"metadata": {
"image/png": {
"height": 420,
"width": 420
},
"text/plain": {
"height": 420,
"width": 420
}
},
"output_type": "display_data"
}
],
"source": [
"\n",
"ggplot(amr122, aes(x=`Call Duration`)) +\n",
" stat_ecdf(pad=FALSE) +\n",
" coord_cartesian(xlim=c(1,600)) +\n",
" scale_x_continuous(expand = c(0, 0)) + \n",
" scale_y_continuous(expand = c(0, 0), labels = scales::percent_format()) + \n",
" geom_vline(xintercept=30, color=\"red\", linetype= \"dashed\") +\n",
" theme_classic() +\n",
" xlab(\"Call Duration (s)\") +\n",
" ggsave(\"./donarv4/cd.pdf\", width=12, height=6,units=\"cm\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Parsed with column specification:\n",
"cols(\n",
" u1 = \u001b[32mcol_double()\u001b[39m,\n",
" u2 = \u001b[32mcol_double()\u001b[39m,\n",
" u3 = \u001b[32mcol_double()\u001b[39m,\n",
" `Call Duration` = \u001b[32mcol_double()\u001b[39m\n",
")\n",
"\n"
]
}
],
"source": [
"g729 <- read_csv(\"./donarv4/g729.csv\") %>% sample_frac(0.1)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"cds <- bind_rows(g729 %>% mutate(codec='g729'), amr122 %>% mutate(codec='amr122')) \n",
"glimpse(cds)"
]
},
{
"cell_type": "code",
"execution_count": 221,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
" u1 u2 u3 Call Duration \n",
" Min. : 0.00 Min. : 0.000 Min. : 0.00 Min. : 1.0 \n",
" 1st Qu.:81.00 1st Qu.: 0.000 1st Qu.: 30.00 1st Qu.: 60.0 \n",
" Median :82.00 Median : 0.000 Median : 60.00 Median : 68.0 \n",
" Mean :80.08 Mean : 7.301 Mean : 54.57 Mean : 201.6 \n",
" 3rd Qu.:82.00 3rd Qu.: 9.000 3rd Qu.: 80.00 3rd Qu.: 179.0 \n",
" Max. :93.00 Max. :100.000 Max. :100.00 Max. :23073.0 \n",
" codec \n",
" Length:1176266 \n",
" Class :character \n",
" Mode :character \n",
" \n",
" \n",
" "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cds %>% filter(codec == 'amr122') %>% summary"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"cds$codec <- factor(cds$codec, levels=c(\"g729\", \"amr122\"))\n",
"ggplot(cds, aes(x=`Call Duration`, group=codec, linetype=codec)) +\n",
" stat_ecdf(pad=FALSE) +\n",
" scale_color_grey() +\n",
" coord_cartesian(xlim=c(1,600)) +\n",
" scale_x_continuous(expand = c(0, 0)) + \n",
" scale_y_continuous(expand = c(0, 0), labels = scales::percent_format()) + \n",
" theme_classic() +\n",
" ylab(\"% of calls\") +\n",
" xlab(\"Call Duration (s)\") +\n",
" labs(color=\"State of the art\", linetype=\"Codec\") +\n",
" ggsave(\"./donarv4/cd2.pdf\", width=12, height=6,units=\"cm\")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Parsed with column specification:\n",
"cols(\n",
" xp = \u001b[31mcol_character()\u001b[39m,\n",
" uuid = \u001b[31mcol_character()\u001b[39m,\n",
" metric = \u001b[31mcol_character()\u001b[39m,\n",
" value = \u001b[32mcol_double()\u001b[39m\n",
")\n",
"\n"
]
}
],
"source": [
"aggr <- read_csv(\"./donarv4/aggr.csv\")"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table>\n",
"<caption>A tibble: 6 x 4</caption>\n",
"<thead>\n",
"\t<tr><th scope=col>xp</th><th scope=col>uuid</th><th scope=col>metric</th><th scope=col>value</th></tr>\n",
"\t<tr><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;dbl&gt;</th></tr>\n",
"</thead>\n",
"<tbody>\n",
"\t<tr><td>analysis-1w</td><td>674dd498-e87f-47ae-9722-12e9fb144e0c</td><td>count</td><td> 200</td></tr>\n",
"\t<tr><td>analysis-1w</td><td>63ddf652-acd4-4968-a314-76dbe9cb85b8</td><td>count</td><td>6710</td></tr>\n",
"\t<tr><td>analysis-1w</td><td>a21758aa-17b6-4535-9b56-5a9ef1e4fd24</td><td>count</td><td>7413</td></tr>\n",
"\t<tr><td>analysis-1w</td><td>bca56cbc-04be-44d8-b88b-1605ff604984</td><td>count</td><td>7493</td></tr>\n",
"\t<tr><td>analysis-1w</td><td>40810b30-95c0-46b0-b783-83e5e92e608e</td><td>count</td><td>7495</td></tr>\n",
"\t<tr><td>analysis-1w</td><td>75bf90e4-7bf7-4aed-a1d8-af5ebc971f29</td><td>count</td><td>7495</td></tr>\n",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
"A tibble: 6 x 4\n",
"\\begin{tabular}{llll}\n",
" xp & uuid & metric & value\\\\\n",
" <chr> & <chr> & <chr> & <dbl>\\\\\n",
"\\hline\n",
"\t analysis-1w & 674dd498-e87f-47ae-9722-12e9fb144e0c & count & 200\\\\\n",
"\t analysis-1w & 63ddf652-acd4-4968-a314-76dbe9cb85b8 & count & 6710\\\\\n",
"\t analysis-1w & a21758aa-17b6-4535-9b56-5a9ef1e4fd24 & count & 7413\\\\\n",
"\t analysis-1w & bca56cbc-04be-44d8-b88b-1605ff604984 & count & 7493\\\\\n",
"\t analysis-1w & 40810b30-95c0-46b0-b783-83e5e92e608e & count & 7495\\\\\n",
"\t analysis-1w & 75bf90e4-7bf7-4aed-a1d8-af5ebc971f29 & count & 7495\\\\\n",
"\\end{tabular}\n"
],
"text/markdown": [
"\n",
"A tibble: 6 x 4\n",
"\n",
"| xp &lt;chr&gt; | uuid &lt;chr&gt; | metric &lt;chr&gt; | value &lt;dbl&gt; |\n",
"|---|---|---|---|\n",
"| analysis-1w | 674dd498-e87f-47ae-9722-12e9fb144e0c | count | 200 |\n",
"| analysis-1w | 63ddf652-acd4-4968-a314-76dbe9cb85b8 | count | 6710 |\n",
"| analysis-1w | a21758aa-17b6-4535-9b56-5a9ef1e4fd24 | count | 7413 |\n",
"| analysis-1w | bca56cbc-04be-44d8-b88b-1605ff604984 | count | 7493 |\n",
"| analysis-1w | 40810b30-95c0-46b0-b783-83e5e92e608e | count | 7495 |\n",
"| analysis-1w | 75bf90e4-7bf7-4aed-a1d8-af5ebc971f29 | count | 7495 |\n",
"\n"
],
"text/plain": [
" xp uuid metric value\n",
"1 analysis-1w 674dd498-e87f-47ae-9722-12e9fb144e0c count 200 \n",
"2 analysis-1w 63ddf652-acd4-4968-a314-76dbe9cb85b8 count 6710 \n",
"3 analysis-1w a21758aa-17b6-4535-9b56-5a9ef1e4fd24 count 7413 \n",
"4 analysis-1w bca56cbc-04be-44d8-b88b-1605ff604984 count 7493 \n",
"5 analysis-1w 40810b30-95c0-46b0-b783-83e5e92e608e count 7495 \n",
"6 analysis-1w 75bf90e4-7bf7-4aed-a1d8-af5ebc971f29 count 7495 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"aggr %>% filter(metric == 'count') %>% arrange(value) %>% head"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Parsed with column specification:\n",
"cols(\n",
" strat = \u001b[31mcol_character()\u001b[39m,\n",
" conf = \u001b[31mcol_character()\u001b[39m,\n",
" uuid = \u001b[31mcol_character()\u001b[39m,\n",
" metric = \u001b[31mcol_character()\u001b[39m,\n",
" value = \u001b[32mcol_double()\u001b[39m,\n",
" call_duration = \u001b[31mcol_character()\u001b[39m\n",
")\n",
"\n"
]
}
],
"source": [
"longrun <- read_csv(\"./bundle.csv\") %>% mutate(value = value / 1000)\n",
"longrun$conf <- factor(longrun$conf, levels=c(\"Default\", \"2 hops\", \"1 way anon.\"))\n",
"longrun$strat <- factor(longrun$strat, levels=c(\"Donar Alternate\", \"Donar Double Send\", \"Torfone\", \"Simple\"))"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table>\n",
"<caption>A grouped_df: 24 x 4</caption>\n",
"<thead>\n",
"\t<tr><th scope=col>call_duration</th><th scope=col>conf</th><th scope=col>strat</th><th scope=col>ok</th></tr>\n",
"\t<tr><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;dbl&gt;</th></tr>\n",
"</thead>\n",
"<tbody>\n",
"\t<tr><td>5 min </td><td>Default </td><td>Donar Alternate </td><td>0.45882353</td></tr>\n",
"\t<tr><td>5 min </td><td>Default </td><td>Donar Double Send</td><td>0.86842105</td></tr>\n",
"\t<tr><td>5 min </td><td>Default </td><td>Torfone </td><td>0.43010753</td></tr>\n",
"\t<tr><td>5 min </td><td>Default </td><td>Simple </td><td>0.08849558</td></tr>\n",
"\t<tr><td>5 min </td><td>2 hops </td><td>Donar Alternate </td><td>0.85057471</td></tr>\n",
"\t<tr><td>5 min </td><td>2 hops </td><td>Donar Double Send</td><td>0.91578947</td></tr>\n",
"\t<tr><td>5 min </td><td>2 hops </td><td>Torfone </td><td>0.34905660</td></tr>\n",
"\t<tr><td>5 min </td><td>2 hops </td><td>Simple </td><td>0.44347826</td></tr>\n",
"\t<tr><td>5 min </td><td>1 way anon.</td><td>Donar Alternate </td><td>0.65476190</td></tr>\n",
"\t<tr><td>5 min </td><td>1 way anon.</td><td>Donar Double Send</td><td>0.98809524</td></tr>\n",
"\t<tr><td>5 min </td><td>1 way anon.</td><td>Torfone </td><td>0.35135135</td></tr>\n",
"\t<tr><td>5 min </td><td>1 way anon.</td><td>Simple </td><td>0.07017544</td></tr>\n",
"\t<tr><td>90 min</td><td>Default </td><td>Donar Alternate </td><td>0.57647059</td></tr>\n",
"\t<tr><td>90 min</td><td>Default </td><td>Donar Double Send</td><td>0.86842105</td></tr>\n",
"\t<tr><td>90 min</td><td>Default </td><td>Torfone </td><td>0.31182796</td></tr>\n",
"\t<tr><td>90 min</td><td>Default </td><td>Simple </td><td>0.02654867</td></tr>\n",
"\t<tr><td>90 min</td><td>2 hops </td><td>Donar Alternate </td><td>0.87356322</td></tr>\n",
"\t<tr><td>90 min</td><td>2 hops </td><td>Donar Double Send</td><td>0.94736842</td></tr>\n",
"\t<tr><td>90 min</td><td>2 hops </td><td>Torfone </td><td>0.25471698</td></tr>\n",
"\t<tr><td>90 min</td><td>2 hops </td><td>Simple </td><td>0.22608696</td></tr>\n",
"\t<tr><td>90 min</td><td>1 way anon.</td><td>Donar Alternate </td><td>0.77380952</td></tr>\n",
"\t<tr><td>90 min</td><td>1 way anon.</td><td>Donar Double Send</td><td>0.96428571</td></tr>\n",
"\t<tr><td>90 min</td><td>1 way anon.</td><td>Torfone </td><td>0.22972973</td></tr>\n",
"\t<tr><td>90 min</td><td>1 way anon.</td><td>Simple </td><td>0.01754386</td></tr>\n",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
"A grouped\\_df: 24 x 4\n",
"\\begin{tabular}{llll}\n",
" call\\_duration & conf & strat & ok\\\\\n",
" <chr> & <fct> & <fct> & <dbl>\\\\\n",
"\\hline\n",
"\t 5 min & Default & Donar Alternate & 0.45882353\\\\\n",
"\t 5 min & Default & Donar Double Send & 0.86842105\\\\\n",
"\t 5 min & Default & Torfone & 0.43010753\\\\\n",
"\t 5 min & Default & Simple & 0.08849558\\\\\n",
"\t 5 min & 2 hops & Donar Alternate & 0.85057471\\\\\n",
"\t 5 min & 2 hops & Donar Double Send & 0.91578947\\\\\n",
"\t 5 min & 2 hops & Torfone & 0.34905660\\\\\n",
"\t 5 min & 2 hops & Simple & 0.44347826\\\\\n",
"\t 5 min & 1 way anon. & Donar Alternate & 0.65476190\\\\\n",
"\t 5 min & 1 way anon. & Donar Double Send & 0.98809524\\\\\n",
"\t 5 min & 1 way anon. & Torfone & 0.35135135\\\\\n",
"\t 5 min & 1 way anon. & Simple & 0.07017544\\\\\n",
"\t 90 min & Default & Donar Alternate & 0.57647059\\\\\n",
"\t 90 min & Default & Donar Double Send & 0.86842105\\\\\n",
"\t 90 min & Default & Torfone & 0.31182796\\\\\n",
"\t 90 min & Default & Simple & 0.02654867\\\\\n",
"\t 90 min & 2 hops & Donar Alternate & 0.87356322\\\\\n",
"\t 90 min & 2 hops & Donar Double Send & 0.94736842\\\\\n",
"\t 90 min & 2 hops & Torfone & 0.25471698\\\\\n",
"\t 90 min & 2 hops & Simple & 0.22608696\\\\\n",
"\t 90 min & 1 way anon. & Donar Alternate & 0.77380952\\\\\n",
"\t 90 min & 1 way anon. & Donar Double Send & 0.96428571\\\\\n",
"\t 90 min & 1 way anon. & Torfone & 0.22972973\\\\\n",
"\t 90 min & 1 way anon. & Simple & 0.01754386\\\\\n",
"\\end{tabular}\n"
],
"text/markdown": [
"\n",
"A grouped_df: 24 x 4\n",
"\n",
"| call_duration &lt;chr&gt; | conf &lt;fct&gt; | strat &lt;fct&gt; | ok &lt;dbl&gt; |\n",
"|---|---|---|---|\n",
"| 5 min | Default | Donar Alternate | 0.45882353 |\n",
"| 5 min | Default | Donar Double Send | 0.86842105 |\n",
"| 5 min | Default | Torfone | 0.43010753 |\n",
"| 5 min | Default | Simple | 0.08849558 |\n",
"| 5 min | 2 hops | Donar Alternate | 0.85057471 |\n",
"| 5 min | 2 hops | Donar Double Send | 0.91578947 |\n",
"| 5 min | 2 hops | Torfone | 0.34905660 |\n",
"| 5 min | 2 hops | Simple | 0.44347826 |\n",
"| 5 min | 1 way anon. | Donar Alternate | 0.65476190 |\n",
"| 5 min | 1 way anon. | Donar Double Send | 0.98809524 |\n",
"| 5 min | 1 way anon. | Torfone | 0.35135135 |\n",
"| 5 min | 1 way anon. | Simple | 0.07017544 |\n",
"| 90 min | Default | Donar Alternate | 0.57647059 |\n",
"| 90 min | Default | Donar Double Send | 0.86842105 |\n",
"| 90 min | Default | Torfone | 0.31182796 |\n",
"| 90 min | Default | Simple | 0.02654867 |\n",
"| 90 min | 2 hops | Donar Alternate | 0.87356322 |\n",
"| 90 min | 2 hops | Donar Double Send | 0.94736842 |\n",
"| 90 min | 2 hops | Torfone | 0.25471698 |\n",
"| 90 min | 2 hops | Simple | 0.22608696 |\n",
"| 90 min | 1 way anon. | Donar Alternate | 0.77380952 |\n",
"| 90 min | 1 way anon. | Donar Double Send | 0.96428571 |\n",
"| 90 min | 1 way anon. | Torfone | 0.22972973 |\n",
"| 90 min | 1 way anon. | Simple | 0.01754386 |\n",
"\n"
],
"text/plain": [
" call_duration conf strat ok \n",
"1 5 min Default Donar Alternate 0.45882353\n",
"2 5 min Default Donar Double Send 0.86842105\n",
"3 5 min Default Torfone 0.43010753\n",
"4 5 min Default Simple 0.08849558\n",
"5 5 min 2 hops Donar Alternate 0.85057471\n",
"6 5 min 2 hops Donar Double Send 0.91578947\n",
"7 5 min 2 hops Torfone 0.34905660\n",
"8 5 min 2 hops Simple 0.44347826\n",
"9 5 min 1 way anon. Donar Alternate 0.65476190\n",
"10 5 min 1 way anon. Donar Double Send 0.98809524\n",
"11 5 min 1 way anon. Torfone 0.35135135\n",
"12 5 min 1 way anon. Simple 0.07017544\n",
"13 90 min Default Donar Alternate 0.57647059\n",
"14 90 min Default Donar Double Send 0.86842105\n",
"15 90 min Default Torfone 0.31182796\n",
"16 90 min Default Simple 0.02654867\n",
"17 90 min 2 hops Donar Alternate 0.87356322\n",
"18 90 min 2 hops Donar Double Send 0.94736842\n",
"19 90 min 2 hops Torfone 0.25471698\n",
"20 90 min 2 hops Simple 0.22608696\n",
"21 90 min 1 way anon. Donar Alternate 0.77380952\n",
"22 90 min 1 way anon. Donar Double Send 0.96428571\n",
"23 90 min 1 way anon. Torfone 0.22972973\n",
"24 90 min 1 way anon. Simple 0.01754386"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"longrun %>% filter(metric == 'q99') %>% group_by(call_duration, conf, strat) %>% summarise(ok=sum((value < 360)) / n())"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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moJtzxsKixS3kePFX9zDhFpRf3CVYbe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yzpJD6VfPTMzjl7RE0oA/Ih1Nz/B5TYnU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\nByyRLCx0wBLJwkIH/g/oWEIeDsJGXwAAAABJRU5ErkJggg==",
"text/plain": [
"plot without title"
]
},
"metadata": {
"image/png": {
"height": 420,
"width": 420
},
"text/plain": {
"height": 420,
"width": 420
}
},
"output_type": "display_data"
}
],
"source": [
"qos <- data.frame(delay = c(360, 160), metric = c(\"Max One Way Delay\",\"Ideal One Way Delay\"))\n",
"ggplot(longrun %>% filter(metric == 'q99'), aes(x=value, group=strat, linetype=strat)) +\n",
" geom_vline(aes(xintercept=delay, color=metric), data=qos) +\n",
" stat_ecdf(pad=FALSE) +\n",
" scale_x_continuous(expand = c(0, 0)) +\n",
" scale_y_continuous(expand = c(0, 0), labels=scales::percent) +\n",
" scale_colour_manual(values = c(\"#cccccc\", \"#888888\")) +\n",
" coord_cartesian(xlim=c(0,750)) +\n",
" guides(linetype = guide_legend(nrow=2)) +\n",
" ylab(\"% of calls\") +\n",
" xlab(\"99th Quantile One Way Delay (ms)\") +\n",
" labs(color=\"QoS\", linetype=\"Algorithm\") +\n",
" facet_grid(conf ~ call_duration, scales = \"free\", switch=\"both\") +\n",
" theme_classic() +\n",
" theme(legend.position=\"top\", legend.box=\"vertical\", legend.margin=margin(), strip.placement=\"outside\") + \n",
" ggsave(\"./eval1.pdf\", width=12, height=14,units=\"cm\")"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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SkpKfv377ct+fjjjxs0aOCgfaWmph46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\ngg==",
"text/plain": [
"plot without title"
]
},
"metadata": {
"image/png": {
"height": 420,
"width": 420
},
"text/plain": {
"height": 420,
"width": 420
}
},
"output_type": "display_data"
}
],
"source": [
"qos <- data.frame(delay = c(360), metric = c(\"Max Delay\"))\n",
"ggplot(longrun %>% filter(metric == 'q99' & conf == '2 hops' & strat == 'Simple'), aes(x=value, group=call_duration, color=call_duration)) +\n",
" geom_vline(aes(xintercept=delay, linetype=metric),color='purple', data=qos) +\n",
" stat_ecdf(pad=FALSE) +\n",
" scale_x_continuous(expand = c(0, 0)) +\n",
" scale_y_continuous(expand = c(0, 0), labels=scales::percent) +\n",
" coord_cartesian(xlim=c(0,750)) +\n",
" guides(linetype = guide_legend(nrow=1)) +\n",
" ylab(\"% of calls\") +\n",
" xlab(\"99th-perc Delay (ms)\") +\n",
" labs(linetype=\"QoS\", color=\"Call Duration\") +\n",
" theme_classic() +\n",
" theme(legend.position=\"top\", legend.box=\"vertical\", legend.margin=margin()) + \n",
" ggsave(\"./x2.pdf\", width=10, height=10,units=\"cm\")"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Parsed with column specification:\n",
"cols(\n",
" link = \u001b[31mcol_character()\u001b[39m,\n",
" anon = \u001b[31mcol_character()\u001b[39m,\n",
" uuid = \u001b[31mcol_character()\u001b[39m,\n",
" metric = \u001b[31mcol_character()\u001b[39m,\n",
" value = \u001b[32mcol_double()\u001b[39m,\n",
" call_duration = \u001b[31mcol_character()\u001b[39m\n",
")\n",
"\n"
]
}
],
"source": [
"torlinkscmp <- read_csv(\"./donarv4/torlinkscmp2.csv\") %>% mutate(value = value / 1000)\n",
"torlinkscmp$call_duration <- factor(torlinkscmp$call_duration, levels=c(\"90 min\", \"5 min\", \"30 sec\"))\n"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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3BpUaRBbJFO14BeuuuQOY8iBYO7SAn30g+HdFftKU0F9LKcJWNp7gJCMmlwKFx6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\n2dR+2tIYrxz+3kn6oGxO/60lJSVnOdGJV7PRdlC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"text/plain": [
"plot without title"
]
},
"metadata": {
"image/png": {
"height": 420,
"width": 420
},
"text/plain": {
"height": 420,
"width": 420
}
},
"output_type": "display_data"
}
],
"source": [
"# todo: replot but grouped by link type instead!\n",
"ggplot(torlinkscmp %>% filter(metric == 'q99'), aes(x=value, group=call_duration, linetype=call_duration)) +\n",
" geom_vline(aes(xintercept=delay, color=metric), data=qos) +\n",
" scale_colour_manual(values = c(\"#cccccc\", \"#888888\")) +\n",
" stat_ecdf(pad=FALSE) +\n",
" facet_grid(link ~ anon, scales = \"free\", switch=\"both\") +\n",
" theme_classic() +\n",
" xlab(\"99th Quantile One Way Delay (ms)\") +\n",
" ylab(\"% of calls\") +\n",
" labs(color=\"QoS\", linetype=\"Call duration\") +\n",
" scale_x_continuous(expand = c(0, 0)) +\n",
" scale_y_continuous(expand = c(0, 0), labels=scales::percent) +\n",
" coord_cartesian(xlim=c(0,750)) +\n",
" theme(legend.position=\"top\", legend.box=\"vertical\", legend.margin=margin(), strip.placement=\"outside\") + \n",
" ggsave(\"./donarv4/eval2.pdf\", width=12, height=10, units=\"cm\")"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table>\n",
"<caption>A grouped_df: 12 x 4</caption>\n",
"<thead>\n",
"\t<tr><th scope=col>call_duration</th><th scope=col>link</th><th scope=col>anon</th><th scope=col>ok</th></tr>\n",
"\t<tr><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;dbl&gt;</th></tr>\n",
"</thead>\n",
"<tbody>\n",
"\t<tr><td>90 min</td><td>Exit </td><td>1 way anon.</td><td>0.49532710</td></tr>\n",
"\t<tr><td>90 min</td><td>Exit </td><td>2 way anon.</td><td>0.17808219</td></tr>\n",
"\t<tr><td>90 min</td><td>Onion Service</td><td>1 way anon.</td><td>0.04587156</td></tr>\n",
"\t<tr><td>90 min</td><td>Onion Service</td><td>2 way anon.</td><td>0.06194690</td></tr>\n",
"\t<tr><td>5 min </td><td>Exit </td><td>1 way anon.</td><td>0.63551402</td></tr>\n",
"\t<tr><td>5 min </td><td>Exit </td><td>2 way anon.</td><td>0.27397260</td></tr>\n",
"\t<tr><td>5 min </td><td>Onion Service</td><td>1 way anon.</td><td>0.15596330</td></tr>\n",
"\t<tr><td>5 min </td><td>Onion Service</td><td>2 way anon.</td><td>0.18584071</td></tr>\n",
"\t<tr><td>30 sec</td><td>Exit </td><td>1 way anon.</td><td>0.80373832</td></tr>\n",
"\t<tr><td>30 sec</td><td>Exit </td><td>2 way anon.</td><td>0.42465753</td></tr>\n",
"\t<tr><td>30 sec</td><td>Onion Service</td><td>1 way anon.</td><td>0.20183486</td></tr>\n",
"\t<tr><td>30 sec</td><td>Onion Service</td><td>2 way anon.</td><td>0.27433628</td></tr>\n",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
"A grouped\\_df: 12 x 4\n",
"\\begin{tabular}{llll}\n",
" call\\_duration & link & anon & ok\\\\\n",
" <fct> & <chr> & <chr> & <dbl>\\\\\n",
"\\hline\n",
"\t 90 min & Exit & 1 way anon. & 0.49532710\\\\\n",
"\t 90 min & Exit & 2 way anon. & 0.17808219\\\\\n",
"\t 90 min & Onion Service & 1 way anon. & 0.04587156\\\\\n",
"\t 90 min & Onion Service & 2 way anon. & 0.06194690\\\\\n",
"\t 5 min & Exit & 1 way anon. & 0.63551402\\\\\n",
"\t 5 min & Exit & 2 way anon. & 0.27397260\\\\\n",
"\t 5 min & Onion Service & 1 way anon. & 0.15596330\\\\\n",
"\t 5 min & Onion Service & 2 way anon. & 0.18584071\\\\\n",
"\t 30 sec & Exit & 1 way anon. & 0.80373832\\\\\n",
"\t 30 sec & Exit & 2 way anon. & 0.42465753\\\\\n",
"\t 30 sec & Onion Service & 1 way anon. & 0.20183486\\\\\n",
"\t 30 sec & Onion Service & 2 way anon. & 0.27433628\\\\\n",
"\\end{tabular}\n"
],
"text/markdown": [
"\n",
"A grouped_df: 12 x 4\n",
"\n",
"| call_duration &lt;fct&gt; | link &lt;chr&gt; | anon &lt;chr&gt; | ok &lt;dbl&gt; |\n",
"|---|---|---|---|\n",
"| 90 min | Exit | 1 way anon. | 0.49532710 |\n",
"| 90 min | Exit | 2 way anon. | 0.17808219 |\n",
"| 90 min | Onion Service | 1 way anon. | 0.04587156 |\n",
"| 90 min | Onion Service | 2 way anon. | 0.06194690 |\n",
"| 5 min | Exit | 1 way anon. | 0.63551402 |\n",
"| 5 min | Exit | 2 way anon. | 0.27397260 |\n",
"| 5 min | Onion Service | 1 way anon. | 0.15596330 |\n",
"| 5 min | Onion Service | 2 way anon. | 0.18584071 |\n",
"| 30 sec | Exit | 1 way anon. | 0.80373832 |\n",
"| 30 sec | Exit | 2 way anon. | 0.42465753 |\n",
"| 30 sec | Onion Service | 1 way anon. | 0.20183486 |\n",
"| 30 sec | Onion Service | 2 way anon. | 0.27433628 |\n",
"\n"
],
"text/plain": [
" call_duration link anon ok \n",
"1 90 min Exit 1 way anon. 0.49532710\n",
"2 90 min Exit 2 way anon. 0.17808219\n",
"3 90 min Onion Service 1 way anon. 0.04587156\n",
"4 90 min Onion Service 2 way anon. 0.06194690\n",
"5 5 min Exit 1 way anon. 0.63551402\n",
"6 5 min Exit 2 way anon. 0.27397260\n",
"7 5 min Onion Service 1 way anon. 0.15596330\n",
"8 5 min Onion Service 2 way anon. 0.18584071\n",
"9 30 sec Exit 1 way anon. 0.80373832\n",
"10 30 sec Exit 2 way anon. 0.42465753\n",
"11 30 sec Onion Service 1 way anon. 0.20183486\n",
"12 30 sec Onion Service 2 way anon. 0.27433628"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"torlinkscmp %>% filter(metric == 'q99') %>% group_by(call_duration, link, anon) %>% summarise(ok=sum((value < 360)) / n())"
]
},
{
"cell_type": "code",
"execution_count": 129,
"metadata": {},
"outputs": [],
"source": [
"torlinkscmp %>% filter(metric == 'count' & ((value > 134.980 & call_duration == '90 min') | (value > 7.480 & call_duration == '5 min')| (value > 0.720 & call_duration == '30 sec'))) %>% select(uuid) -> no_break "
]
},
{
"cell_type": "code",
"execution_count": 134,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
" uuid \n",
" Length:1200 \n",
" Class :character \n",
" Mode :character "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
" link uuid metric value \n",
" Length:1259 Length:1259 Length:1259 Min. : 0.189 \n",
" Class :character Class :character Class :character 1st Qu.: 0.750 \n",
" Mode :character Mode :character Mode :character Median : 7.500 \n",
" Mean : 44.281 \n",
" 3rd Qu.:134.995 \n",
" Max. :135.000 \n",
" call_duration \n",
" Length:1259 \n",
" Class :character \n",
" Mode :character \n",
" \n",
" \n",
" "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"no_break %>% summary\n",
"torlinkscmp %>% filter(metric == 'count') %>% summary"
]
},
{
"cell_type": "code",
"execution_count": 144,
"metadata": {},
"outputs": [
{
"data": {
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/p9Bp6enp6enrW3+/v7+/v7m5+6u7vv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\nAAIh7AAAAiHsAAACIewAAAIh7AAAAvG/KQt2tkf29XIAAAAASUVORK5CYII=",
"text/plain": [
"plot without title"
]
},
"metadata": {
"image/png": {
"height": 420,
"width": 420
},
"text/plain": {
"height": 420,
"width": 420
}
},
"output_type": "display_data"
}
],
"source": [
"ggplot(torlinkscmp %>% filter(metric == 'count' & call_duration == '90 min'), aes(x=value, group=link, color=link)) +\n",
" stat_ecdf(pad=FALSE) + \n",
" coord_cartesian(ylim=c(0,0.16)) +\n",
" theme_classic()"
]
},
{
"cell_type": "code",
"execution_count": 153,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Parsed with column specification:\n",
"cols(\n",
" algo = \u001b[31mcol_character()\u001b[39m,\n",
" uuid = \u001b[31mcol_character()\u001b[39m,\n",
" metric = \u001b[31mcol_character()\u001b[39m,\n",
" value = \u001b[32mcol_double()\u001b[39m\n",
")\n",
"\n"
]
}
],
"source": [
"min90 <- read_csv(\"./donarv4/135000.csv\")\n"
]
},
{
"cell_type": "code",
"execution_count": 154,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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Qw7h4wK9r5DCFFpKUv8YZEyjG5xf2TA\nIGV5d/JflR8ebeXTq2PwI8rwQNrryoM5/D3a9QibpAyPnHsvryRNCOHhEmi/Fu1U9sfZhYeF\nEE5aV/vdo2cuf3Hmym5leVCHhU5aFyFEdsG3py5sUYZ3Rz/n4RIohMgtST167n1l2CPsCX+P\ntkKI0vLL9t+q7xj8SCufXkIIs7V8T/ICZRgVMDiqxX3K8p7kl+03NHQKGakMv0p/w35Dwx1h\nf1KGR899kFuSIoRw1wfc02aWMjx94ZOsgm+EECE+d7YLfNB++wLQ+FHsAEA2+aXp+1KXK8vR\nLe5Til1p+WX7MMCzvVLszBaTfajXuduL3VdpKysspUKInuFP2ovdkXPrrhT/IIRoEzjMXuxO\nZG0+c/kLIUSgV2d7sUu9tF1pZq7ORnuxO5d3wP5ZA9q9qBS7i0Xf24fdQscrxa6wNNM+jPAf\n+FOxq8i1D33do5RiZ7FW2IdOWhd7sTt4ZtXPjyCZZC92R8+9b38Eib3Ynbrwsf0RJPZil355\nh/IIEiHEI3es7976j3X5zw+oibtiAUA2ZRW5OYU/PUo32LuH8hS0CnPJ+fyvlWELr47K83Ut\n1sqzuUnK0NcjysctQlnOvJJotVmEEF6GkADPDsrwfP7BCnOpEMJN72d/lO6FwqPXKvKFEHon\nj1Df3srwcvHp4msXhBBarVOE/0BlWFCakV+aoSxHBAxUHrp79Vr2leKfnugW6tdHr3MXQpRV\n5OUUHlOGQd7d3fR+QogKS+n5vIPKMMCzg5chRAhhtVkyryQqQx/3CPslcZm5e61WsxDC0xDc\nwrPjz/m/rjCXCCEMet9g7x7KMKfou7LyXCGE3sndfp/EleLkq9eylS/VyqeXRsNlS2gyKHYA\nIA9TZVF+abqna7Cna5DaWQCogH+FAIA8fsw78HZiz8Nn31U7CAB1UOwAAAAkQbEDAACQBHfF\nAkBjdCLro12nX7o7esZdkc8qk9W7Oyu/W9ql1WNDOi5RhusP3J9fekYIEeE/YESP9wONMQ91\nXxNc5UdLATQrFDsAaIzSL+/MLz2j3IWqMFUWVprLhBCVljL7sLyyyFRRIIRQ7vc0GkJ7hj/Z\n4GEBNBYUOwBovNoHxdqXZz+QVXOFqQO/acA4ABo7ih0ANEbdW/8x1Lc3Ty0BUCcUOwBojML9\nB4T7D1A7BYAmhrtiAQAAJEGxA4DGqNx8tdh0QfldLwCoJYodADRG//p2zIrtIcqjTACglih2\nANAYmSoKhRA+bhFqBwHQlFDsAKDx0mp0akcA0JRwVywANEaDO75SVpEnNBq1gwBoSih2ANAY\nRQYMUjsCgKaHU7EAAACS4IgdAKjDYq34Kv3/Kcut/e4J8+urLH+V/obFWi6EaNvywUCvzqrl\nA9AEUewAQB1ma/nOU3OV5Xvb/9Ve7BJ/WGiqLBRCJKUsmf/7Io3gMjsAtUWxA4AGVVaRl3Fl\nj59Hm0CvmIn3fKEMfdx/eazJ2N6fWK1mIYTRrTWtDkCdUOwAoEHllaRtPvTo3dEzhsX8v6gW\nQ2quEOE/sMFDAZAEN08AAABIgmIHAAAgCU7FAkCDCjTGPHXvYXeXFmoHASAhih0A1KfPj884\nl7dfCOHtFjbmri3K8MvUV09lbxFCOOlcp/TfH+x9h5oRAciLYgcA9amk/GJBaYYQQqP55VqX\nsvJcZeikM6iWDEAzQLEDgPr06J0f1Rw+EPP6AzGvN3wYAM0NN08AAABIgmIHAPUj48qev3yi\n2XV6vtpBADRfFDsAAABJcI0dAFRXdO281VppdAvTanRCiApzSWn5ZeUtT0OIk9ZFCFFpuVZi\nylGGHq4tnXVuaqUFADuKHQD8yomsj/717RghxLwHr7jp/YUQpy98suXIBOXdp+89GuTdXQiR\nVfDN+/vuVYaP905oHxTr7RbWr+2ccL/+KgUHAIodAPxa0bUsIUSobx+d1kWZeLuFdQ4ZpSy7\n6r2VBXd9gH3o6RoshPB1j7q/07KGjgsAVVDsAOBX/D3bdQ4ZdXf0TBcnT2US7t8/3L/6cbgW\nXp1G9/pXg6cDgBuh2AHAr7Rv+fv2LX+vdgoAuBXcFQsAACAJih0AAIAkOBULQDY5hcfSL+/s\nFPIHX/doIYSpsvDbzDXKW1Et7gv27iGEsNosB9JeU4ahvr3D/Qcoy99k/P1C4dGLRceHdl4e\nGTBYjfgAcOsodgBk89nx6T/mHQjw7KAUu7KKvJ2n5ipvDXfyUIqdzWaxD/u3nWsvdnt/WFxS\nfkkIYbFWqhAdAG4PxQ6AbCzWCo1GG+LTU3np4RJov3012Lu7sqDVONmHAZ7t7ds+1ONds8Wk\n17lHt7i/ASMDQP2g2AGQjVLUlGfLCSH0Th72B87ZaTTamkMhBPfDAmjSKHYAZPOHOzaoHQEA\n1MFdsQAAAJKg2AEAAEiCU7EA5HHp6olPv3u60nLNxz3isV7/VjsOADQ0ih0AeZy5vOtc3n4h\nhE1Y1c4CACqg2AGQR6fgPwR6xQQaYzxcAtXOAgAqoNgBkIfRrbXRrbXaKQBANdw8AQAAIAmK\nHQB5lJRfulB45FplgdpBANy6Xbt2aTSa9evXqx2kSaLYAZCExVpx5Oy6txN7nrn8hdpZAEAd\nXGMHQBKbD41OztkmhNDwT1YAzRXFDoAkRtzxvu6Ys5PONdy/v9pZAEAd/LsWgCQMzj6je/3r\nD3dscHdpoXYWAL+pqKjopZdeuuuuu/z9/V1cXCIjI59//vmSkpIbbHLhwoVx48b5+Ph4eHgM\nHDjw4MGDI0eOdHV1rbpOYWHhrFmzIiIiXFxcAgMDH3/88fT0dAd/lcaII3YAAKDhnD9/fu3a\ntSNHjhwzZoxer//yyy9Xrlx56NChpKQkjUZTc/2rV6/2798/MzNz6tSp3bt3P378+NChQ0ND\nQ6uuU1pa2r9//xMnTjz++ON33313Wlra22+/vX379oMHD7Zr166hvlmjQLEDIIn/fDfN2y2s\nf9t5agcBcCNt2rTJzs52dnZWXj799NNdunSZP3/+7t27hwwZUnP911577cyZM2vXrp0yZYoy\n6dWr14QJE1xcXOzrvP766ydOnFiyZMmLL76oTIYNGzZ06NC4uLj//e9/Dv5CjQunYgFI4vDZ\nd5MvbFM7BYCbcHFxsbe6yspKk8k0YsQIIcTXX3993fW3bdvm7+//xBNP2Cfjxo1r1apV1XW2\nbNni4eExc+ZM++T+++/v06fPF198cfXq1fr/Do0YxQ4AADSo9evX33333e7u7nq93mAwdOzY\nUQiRn59/3ZUzMjKio6N1Op19otFoqp1gzcjIiIqKqnbVXUxMjNVqPXv2bP1/gUaMYgdAEmF+\nfZ10BrVTALiJlStXTpo0yd/ff926dXv37j148OBnn30mhLBarb+1yXWvvavKZrPddJ1mgmvs\nADRtpeVXKszFXoZWQzv/zU3vp3YcADfx3nvvRUREJCQk2KvYvn37brB+ZGRkWlqaxWKxH7Sz\n2WypqalV14mKikpPTzeZTFUP2p08eVKr1YaHh9fzF2jcOGIHoGn74vSLK3dG5ZaktvLp5ese\npXYcADeh1WptNpvFYlFeWiyWpUuX3mD9hx56KDc3t+ovjP3f//3f+fPnq67zyCOPlJSUvPHG\nG/bJrl27vvrqqyFDhnh5edVn+kaPI3YAAKDhjBw58uWXXx42bNijjz5aXFz80Ucf2Wy2G6z/\n/PPPb9q0aerUqceOHevWrdvx48fXr1/fsWPHjIyMqut8/PHH8+bNO3XqlP1xJz4+PqtWrXL8\nF2pcOGIHAAAazvz58xcvXpyZmfnss8++8cYbffv2/fe//32D9Y1G4759+x599NH4+Pi4uLhj\nx45t3769VatWBsMv19S6u7vv27fvueee27dvX1xcXHx8/IgRIw4dOtS+fXvHf6HGRXPjmtzk\njB8/Pj4+Pi0tLTo6Wu0sABrC2dwvc0t+6BQ80qD3VTsLgAYSGRlpNBqPHTumdpBGhyN2AJq2\ncP/+PcOfpNUBEjOZTFVfbt68OTMzc+jQoWrlacy4xg4AADRqv/vd7yIiInr27Ons7Hzo0KH3\n338/JCRk1qxZaudqjCh2AJqwcvPVpJSlgV6du4aOUzsLAEcZNmzYpk2btmzZUlpaGhgY+Mc/\n/nHhwoUBAQFq52qMKHYAmrAKc8m+1OUdgx+h2AESmz179uzZs9VO0TRwjR0AAIAkKHYAAACS\n4FQsgEat0lJmtpZrhNbV2fjz5JrZ+tMtch4uLV8cnq/TOKsXEAAaEYodgMbrQuGRtUl3W6wV\nHi6Bc353URnu/WHRl6nLlOWXHyo3OPuoFxAAGheKHYDGq6A002Kt8PNoE2TsZh/6ekRHtRii\nLGs0XE8CAL+g2AFovNoHxb44PN9Za3DSudqHd4T96Y6wP6mYCgAaLYodgMZLp9UbtHq1UwBA\nk8FZDAAAAElQ7AA0XgVlmYfPrr1YdFztIADQNHAqFkBD++HipyWmHCFEu5bDPV2DhRBlFbmn\nL2xV3o3wv9fPo40Qwmwx7Utd/m3mmqGd/9bS2EXFwIBMzNv+bTm4rzZraqPbOk951tF5UL8o\ndgAa1OXi05sOxirLT/RLVIpdUdn5hGNTleEf7tigFLsKS8m3mWuEEM5V7pwAcJtsFy8IIbRR\nbYVWc+M1NcGtGiQR6hPFDkCDcnUy9ms7x8XJy93F39+jrTI0uoU+1H2Nshzq21tZ0Os8Huq+\nRqtx7hwySp2sgLyc//SU0OnUToH6R7ED0KC8DCH3d1pWbeim9+8Z/mS1oZPOteYQAHAD3DwB\nAAAgCYodAABAPZs4ceLw4cMb/nMpdgAa1MWi75d+5rvj5Gy1gwBoLsaNG/fwww838If27dt3\nyJAhDR+Aa+wANKhjP354rbKg0nJN7SAAcBOVlZXOzs63tu3kyZPrN0wtccQOQINSnjbs4xah\ndhAAzcLkyZM3bdqUkJCg0Wg0Gs0777wjhLBarUuWLImIiNDr9ZGRkStWrLDZbMr6I0eOHDVq\n1Jw5c0JCQgwGg8lkEkJ8+OGHXbp0cXV1DQ8Pj4uLKy4uFkIUFBSEh4dPmjRJ2bCsrKxTp04j\nR45UXtpPxV43gONwxA5Agxrb+xObzeLq7K12EKABVVbaLl9UO8RPbOXlakdoUOvWrTOZTCUl\nJdu2bbMPV6xYsXTp0tWrV/fr1y8xMTEuLk6v18+YMUN5NyEhYdasWSkpKUIIFxeXv//97wsX\nLnzjjTf69OmTk5MzY8aMSZMmffzxxz4+Pps3b+7Xr9+99947YcKEZ5555tq1a++9915tAjgO\nxQ5AA7lWkW+qLPR0DXZy8lQ7C9CgzJ99Yvl6v9opqtBohOYmTyd2NMuhg+Lng2S3TNfzrlt4\nGp/NZlu2bNmsWbOeeOIJIUSbNm0yMjIWL15sL3ahoaFLlizRarVCCIvF8vLLLy9fvvzxxx8X\nQkRGRq5du7ZHjx6XLl0KDAy86667Xn311aeffjo9PX3Tpk379+83Go23+aVuE8UOQAPZl7p8\nX9qKP/VLCvfvr3YWoEHZykqFELo+/YSLi9pZhBBC4x8gtCpfi2X+ZLOwWm9zJ7quPW6h2GVl\nZRUVFfXv/8sfRAMGDFi+fHlOTk5QUJAQonPnztqf//tkZmbm5eVNnjy52jVz6enpgYGBQoiZ\nM2fu3LnzlVde+dvf/tarV6/b+j71gWIHAEBD0A0covH2UTtFY+E8duLtH7ETt3Rng3I5nabG\nMUv7xGAw2IcWi0UIsX379gceeOC6e8vNzT158qROp1NO3aqOYgcAABqaNqZbg32WXq83m832\nl6GhoUajMSkpafDgwcokKSnJz8+vZcuWNbeNiory8fHZtm3bdYudzWabMGFCYGDgxo0bhw4d\nOmjQoDFjxtw0gENR7AA4VllFbnnlVS9Dq44hj/h6RPl5tFE7EYDmJSoqateuXcnJyQEBAR4e\nHq6urvPmzVu0aFFERETfvn0TExNXrVr16quvXndbJyenhQsXzpgxw9/ff/To0S4uLsnJyVu2\nbNmwYYMQYsWKFQcOHDhy5EibNm0WLVo0derUO++8Mzo6+qYBHPdledwJAMfadfqllTujrhQn\nt/K5q2f4k56uQWonAtC8TJ06tVOnTr179w4ICFi/fr0QYvbs2S+++OLChQs7diqvOTkAACAA\nSURBVOy4bNmyhQsXxsXF/dbm06dP37Rp086dO3v16tWzZ88FCxZERkYKIQ4ePPjSSy+98847\nbdq0EULMnTu3T58+o0ePLq9x33HNAI6jsd3+Ge7GZPz48fHx8WlpaTX7MgBV/Oe7ad9mrnlm\n0HctjV3VzgKoo3LTB9bjx/TzFnKNHRyNI3YAAACS4Bo7AI7VMWiEj1sEZ2ABoAFQ7AA4VnTg\n0OjAoWqnAOqT9fujtoL82q9vu3zJcWGAqih2ABziXN6+YtNFIYSrkxfFDjKx5edV/t/6Om+m\n0Qhnff2nAX6NYgfAIZJSlqZd+p8QIsCzw58DT6sdB6g/FrMQQhvZRtenbx228jJq3N0dFQn4\nGcUOgEP0CJsU4T9QCOGm91M7C1D/NL6+2i7d1U4BVEexA+AQnUMeVTsCADQ7PO4EQD3LKfou\n4dhU5TwsAKAhUewA1LPCsrOHz67NKfpO7SAA0OxQ7AAAACRBsQNQz3QavcHZx0nrwF+5BgBc\nFzdPAKhnbVv+7sXhdXh2KwCgvlDsAADNgvXHs5YDScJqvd0dlZvqIw7gEBQ7APXp4Jk3Uy5+\n+vuub/l5tFE7C/Ar1kMHrd8dqbfdeRnrbVdA/aHYAahPuSUpZy7vKjcXqx0EqMkmhHD+09Ma\n/4Db35fGx/f2dwLUO4odAKAZ0Ri9Nb78GgqkxV2xAOqT0RAa7H2Hs85N7SAA0BxxxA5Abb2V\n2COn8JgQIsJ/4BP9EpXhpq8f+iHnP0IIX/eo5+5P7992bv+2c9VMCQCNwMSJE3Nzcz/77LMG\n/lyKHYDaCvDsoBFaIYSfR1v70Nc9Ktj7DiGE0dBKtWQA8NvGjRtXUlKybdu2hvzQvn37lpSU\nNHyAWhW7rKysVq34Ixto7kb13FRzOCxmZcMnAYAGUFlZ6ezsfGvbTp48uX7D1FKtrrELDw//\n/e9//+mnn1osFkcHAtAIrU26+9+HH1c7BQDU2eTJkzdt2pSQkKDRaDQazTvvvCOEsFqtS5Ys\niYiI0Ov1kZGRK1assNlsyvojR44cNWrUnDlzQkJCDAaDyWQSQnz44YddunRxdXUNDw+Pi4sr\nLi4WQhQUFISHh0+aNEnZsKysrFOnTiNHjlReTpw4cfjw4b8VYOTIkaNHj3755Zdbt27t7e09\nfPjwCxcuKBvu2LFj4MCB/v7+np6evXr12r59e52+b62K3dixY3fv3h0bGxseHr5gwYIff/yx\nTp8BoKnLKTx6pThZ7RQAUGfr1q17/PHHH3roIZvNZrPZpk2bJoRYsWLF0qVL//KXv5w6dWru\n3LkLFixYtWqVfZOEhAStVpuSklJYWOji4vL3v//9+eefnzNnzunTpzdt2vTVV18pZc7Hx2fz\n5s2bNm3asGGDEOKZZ565du3ae++9V5sAQoht27Y5OTmlpqaePXu2oKBg+vTpyryoqGjatGn7\n9u07fPjwgw8+GBsbe+rUqdp/31qdit2wYcObb74ZHx//7rvvLlq0aPHixUOHDn3yySeHDx/u\n5MRVegCARse887/WY4erTmylJWqFQU3/+e4pm80qhIgMGBTTarQy3HV6fml5rhAiyLtbr4in\nlOH+tNfyStKEEN5uYQPavagMj5x7Lyv/0INdVjnp6vyz1DabbdmyZbNmzXriiSeEEG3atMnI\nyFi8ePGMGTOUFUJDQ5csWaLVaoUQFovl5ZdfXr58+eOPPy6EiIyMXLt2bY8ePS5duhQYGHjX\nXXe9+uqrTz/9dHp6+qZNm/bv32801vbJ1W3btn3ppZeEEK6urs8884y98D366KP2dRYsWLBn\nz57NmzcvWrSolrutbS3z9vZ+9tlnn3322UOHDr377rsfffTR9u3bg4ODJ02aNHny5PDw8N/a\n8PDhwxs3bszKyjIajUOGDBkzZoxGo6m52n//+981a9ZUnbzyyitdu3at004AOEhEwCBvtzC1\nUwB1YD11wlaQL1wNv4y0Ok2LQI3RW71Q+MWRs+usNrMQwlnnai92x8//s6AsUwjRMXiEvdil\nXPz0bO6XQogQn572Ypd5JfH785seiPmbk6hzscvKyioqKurfv799MmDAgOXLl+fk5AQFBQkh\nOnfurLQ6IURmZmZeXt7kyZOrXTOXnp4eGBgohJg5c+bOnTtfeeWVv/3tb7169ap9jPbt29uX\nW7RoUVxcXFZW5ubmlpOTs2zZsn379l2+fNlsNhcVFYWF1eGP3zofb+vVq1evXr1Wrlz57LPP\nbtiwYcmSJa+++urQoUPnz59/zz33VFs5JSVl8eLFw4YNmzlz5pkzZ9566y2r1Tpu3Ljr7tnT\n0/OVV16xvwwODr6FnQBwhAl3f652BKDunJ1dXl6mdghc34z7U4XNJoRwcf7lENef+u39qe05\nuduHj975T7PFJITQaV3sw2ExKwd3WKTXedzCRyuX09U8QmSfGAy//HtAubtg+/btDzzwwHX3\nlpube/LkSZ1Ol5KSUqcYOp2u2sRqtQohhg8f7uXltXLlyrCwMIPBMHHixIqKitrvts7F7sqV\nKxs2bFi3bt0PP/zg5uY2evRovV4fHx//v//975133nnyySerrrx169aQkJCpU6cKIcLCwnJy\nchISEkaNGuXi4lJzzzqdLjIysua8TjsBAACNn49bRM2h0a11zaGna3DNobtLC3eXFrX8LL1e\nbzab7S9DQ0ONRmNSUtLgwYOVSVJSkp+fX8uWLWtuGxUV5ePjs23btusWO5vNNmHChMDAwI0b\nNw4dOnTQoEFjxoy5aYAbyM/PP3r06J49ewYOHCiEsFqtqampdToQWNtfnrBarTt37hw1alRI\nSMjzzz/v5OS0evXqCxcuvP/++++888758+cHDBiwePHialslJyf36NHD/rJHjx4mkykjI+O6\nH1FcXDxhwoSxY8e+8MILBw4cuLWdAKh3FmvFtcoCs7Vc7SAAcCuioqKOHz+enJycm5trMpk0\nGs28efNef/31Dz74IC0tbe3atatWrVIud6vJyclp4cKF77777ksvvXTixInU1NSEhIQJEyYo\n765YseLAgQObN28eNGjQokWLpk6dmp6eftMAN4jq7e0dEBCwfft2m81mNpvnzp17/vz5On3Z\nWh2xW7Ro0fvvv3/u3DlXV9fRo0dPmzat2llXHx+fSZMmTZw4serQZrMVFhb6+PhUXU0IkZ+f\nX/MjQkNDn3rqqbCwsIqKiqSkpOXLl0+ePDk2NrY2O9m/f/9f//pXZbm0tNTD41YOzAL4LSez\n//Xx4fHDu66+K/JZtbMAQJ1NnTp1//79vXv3vnr16ttvvz1t2rTZs2ebzeaFCxdmZ2eHhoYu\nXLgwLi7utzafPn16QEDAypUrX3/9dWdn58jIyIcfflgIcfDgwZdeeunDDz9s06aNEGLu3Ll7\n9+4dPXr0V199Ve2kYs0Av/VZWq12y5YtcXFxQUFB7u7uo0aNUj6r9mpV7BYsWNCuXbvXX399\n4sSJvr6+112nS5cuM2fOrNNnV9u8S5cuynJMTExpaemWLVtiY2Nrs62rq2tISIiynJmZqZyi\nBgAAEEL4+/tXexqcVqudP3/+/Pnza6788ccf1xw+9thjjz32WLVhnz59Kisr7S81Gs2OHTvs\nL9evX3+DANU+ZciQIfYH6fXr1+/o0aM3/EI3Uqtil5iYqJzrvYFu3bp169at6kSj0Xh7excU\nFNgnyvJvVcOqOnTocODAAbPZ7OTkdNOd9OzZc+PGjcry+PHjq57GBQAAaD5qdY3dTVvdb+nQ\noUPV1nn06FFXV9fr3iFRTXJysre3t/KQvFveCYB6EWTsfn+nZaG+d6sdBABwE7W9eeLWPPLI\nI9nZ2WvWrDl37lxiYuInn3wSGxurnHg+cODAnDlzysrKlDX/8Y9/7NmzJzk5+fvvv1+9evWB\nAwdGjBhx050AcKjCsnMXCo/4uEf2azsn2LvHzTcAGgmbTdi4LAfNkWN/N6Jdu3bz58+Pj4/f\nsWOH0WgcMWLE2LFjlbfy8vKSk5Ptd//q9frNmzfn5eXp9fqQkJDZs2f369fvpjsB4FB7f3jl\nyLn3pg8+2cKrk9pZgDowb91su3RR6DkEgGbH4T8Iduedd955550157GxsVXvjZgyZcqUKVPq\nuhMAAGqy5V4WQuj6D1I7CNDQHHsqFgAAtTjde5/aEYCG5vAjdgCarjsjpkUHDjW6haodBABQ\nKxQ7AL8pxKdniE9PtVMAAGqLU7EAru+D/YNPZH2kdgoAQB1wxA7A9WVeSawwl8a0qv6wdQBA\no8UROwAAAElQ7AAAACTBqVgA1zdveJ5Wwx8RaBRsuZdtVX40/ObrXytzXBigMeNPbQDXZ3D2\nUTsCIIQQwmKpeGOFqKyo21YajdBoHBMIaLwodgB+5dLVEyWmS0IIJ51LmF8/teMAQlgtorJC\n4+Or7VqHHyzWBrcSOp3jQgGNE8UOwK8kpSxVnnLi6uw9sufGdi2Hq50IEEIIja+/07DYm68H\nNG8UOwC/0j4o1tstTFl2cfJSNwwAoE4odgB+pUurMV1ajVE7BQA0FiNHjnRycvroo6bxwHYe\ndwLgJ7klqTtPzT1zeZfaQQCgPo0bN+7hhx9WO0UDodgB+ElBaca+1OXn8varHQQAGoXKykq1\nI9QZxQ4AAEhr8uTJmzZtSkhI0Gg0Go3mnXfeEUJYrdYlS5ZERETo9frIyMgVK1bYbDZl/ZEj\nR44aNWrOnDkhISEGg8FkMinzN998s3Xr1l5eXsOHD79w4YIy3L9/f9++fb28vDw8PDp37rx1\n61ZVvmNVXGMHAACktW7dOpPJVFJSsm3bNvtwxYoVS5cuXb16db9+/RITE+Pi4vR6/YwZM5R3\nExISZs2alZKSIoRwcXERQuzcuVOn023durWsrGzy5MnTp0/fsmVLZWXl8OHDp0yZsmHDBq1W\ne/r0aWVldVHsAPykTeADr4ywqZ0CzYbNZjn0lbh27eZrWiyOT4OGdtfR7y01/rz5T+cOwS56\nIURiYdHsM2ervdvBzbCxQ1tl+S+ZP27PL0jq1tm97k8rtNlsy5YtmzVr1hNPPCGEaNOmTUZG\nxuLFi+3FLjQ0dMmSJVrtL2c1vb29P/zwQycnJyHEnDlznnvuOSFEYWFhUVHRsGHDIiMjhRDh\n4eF1TeIIFDsAgAps2efNWzfXYYNGcCwE9SjzWrnZVr3ZVf48KbNYM66Zqr3rVaXDXa6szLhm\nst7SR2dlZRUVFfXv398+GTBgwPLly3NycoKCgoQQnTt3rtrqhBDdunVTWp0QonXr1sXFxWVl\nZQEBARMnTnzggQcGDhw4YMCA2NjYmJiYW0pUnyh2AIQQ4uq17NRL/w0ydg/xuVPtLGgWbBaL\nEELbvpPujl43X1ur1YRHOjwTGtDle270v/uDfj75fe+6wQpr2kataRt1ax+tXE6nqfGLc/aJ\nwWCo9pZer6+2mtVqFUJ88MEHM2fO3LFjx+7duxcsWLB06dIXXnjh1lLVF4odACGEuFKcnHBs\n6sB2L1Hs0JA0AS20XbqrnQKS0+v1ZrPZ/jI0NNRoNCYlJQ0ePFiZJCUl+fn5tWzZ8hZ2HhMT\nExMT8/zzz7/44otr1qyh2AEAADhQVFTUrl27kpOTAwICPDw8XF1d582bt2jRooiIiL59+yYm\nJq5aterVV1+t625TUlLWr18fGxvbunXry5cv7927t3Pnzo7IXycUOwAAILOpU6fu37+/d+/e\nV69effvtt6dNmzZ79myz2bxw4cLs7OzQ0NCFCxfGxcXVdbfu7u7JyckbN268cuWKn5/f/fff\n/9prrzkif51obDUuXWzSxo8fHx8fn5aWFh0drXYWoPEqLDu38eCDlZZrQgiDs89T9x6utFwr\nMeW4Onsb9L5qp0OzYD2XWfnW/9P1u9dp+Ai1swDy4AHFQHPk6uzdLXR81YmzzuDjHkmrA4Am\njVOxQHPk6mzs13ZOv7Zz1A4CAKhPHLEDAACQBEfsgObIVFmUX5ru6Rrs6RqkdhY0apYDSdaz\nGQ7ZdWmpQ3YLNG8UO6A5Ope3P/7g8MEdFg1s/xe1s6BRs+zdZbta5Lj9a7x9HLdzoBmi2AHy\nM1vLL189KYTwdgt30/upHQdNis2m8fbRz3DQ5ZgaUeMR/wBuB8UOkN+u0/MPpL0uhHjkjg+6\nt54ohFDqnUZT5x/PRnOk0QiDm9ohANQKN08A8isrzxNC3BE+OdDrpx+obmns0r/tvG6h41TN\nBQCoZxyxA+Q3tPOKe9v/xcsQqtM6KxNnndt9nZaqmwoAUO8odoD83F0C3F0C1E4BAHA4TsUC\nAABIgmIHyC+74NuT2f8uNxerHQQA4FicigUkYRO2r8+sLjZdEEJ4uATeHf2cMj+V/XHiD4su\nXT3x5yHJAZ7tVc0IAHAsih0gieJrF/alLleKXaBXZ3uxS720/dLVE1qNztXZS9WAaHrMn261\nlZZojN5qBwFQWxQ7QBJehpDpQ05eKDgihNA7edjn97SZ1aXVGKNbqKdrsHrp0CRZU5OFzaZt\n11HtIABqi2IHyMPg7BPVYki1YQvPji08+YsZt8rF1WnEo2qHAFBb3DwBAAAgCYodIInS8isJ\nx6YeOfee2kEAQCojR4587LHH1E5RWxQ7QBLl5quHz67NvJKodhAAaFzGjRv38MMPq52igVDs\nAElUmEvVjgAAUqmsrFQ7Qp1R7ABJmCoL/T3aBnvfoXYQAGhEJk+evGnTpoSEBI1Go9Fo3nnn\nHSGE1WpdsmRJRESEXq+PjIxcsWKFzWZT1h85cuSoUaPmzJkTEhJiMBhMJpMyf/PNN1u3bu3l\n5TV8+PALFy4ow/379/ft29fLy8vDw6Nz585bt26172T06NEvv/xy69atvb29q26yY8eOgQMH\n+vv7e3p69urVa/v27fX7fbkrFpBEuH//uPtS1E4BAI3LunXrTCZTSUnJtm3b7MMVK1YsXbp0\n9erV/fr1S0xMjIuL0+v1M2bMUN5NSEiYNWtWSkqKEMLFxUUIsXPnTp1Ot3Xr1rKyssmTJ0+f\nPn3Lli2VlZXDhw+fMmXKhg0btFrt6dOnlZUV27Zti4mJSU1NNZlMDz74oLKJEKKoqGjatGld\nu3bVarUfffRRbGzsd99916lTp/r6vhQ7AJCayWQru9XT9BZLvUYBfvHNAmGzVh92nylcfKoP\nT78nrp6tPoweKfy73uJH22y2ZcuWzZo164knnhBCtGnTJiMjY/HixfZiFxoaumTJEq32l7Oa\n3t7eH374oZOTkxBizpw5zz33nBCisLCwqKho2LBhkZGRQojw8PCqn9K2bduXXnpJCOHq6vrM\nM89MmzZNmT/66C/PD1qwYMGePXs2b968aNGiW/wyNVDsAEBatpLiiuULRUXFre/CYKi/OMAv\njJHi55Ofv9A6X2dN92Ch0VUf6j1v/aOzsrKKior69+9vnwwYMGD58uU5OTlBQUFCiM6dO1dt\ndUKIbt26Ka1OCNG6devi4uKysrKAgICJEyc+8MADAwcOHDBgQGxsbExMjH2T9u1/+QnHFi1a\nKJu4ubnl5OQsW7Zs3759ly9fNpvNRUVFYWFht/5laqDYAZLILji8P21FTKsxHYNHqJ0FjUZp\nqaio0Pj6aVq1vrUdaEPr868cwK79H2u7Ztiwev5o5XI6jUZTbW6fGGr8e0av11dbzWq1CiE+\n+OCDmTNn7tixY/fu3QsWLFi6dOkLL7ygrKbTVW+jyibDhw/38vJauXJlWFiYwWCYOHFixe38\n06sGih3QBNhs1sJr53zcIpSX+aXppsoiIYST1rWF109XZuSW/HAy+98tjd2EoNjhV7RRbZxG\njlU7BaAavV5vNpvtL0NDQ41GY1JS0uDBg5VJUlKSn59fy5Ytb2HnMTExMTExzz///Isvvrhm\nzRp7sbuu/Pz8o0eP7tmzZ+DAgUIIq9Wampraq1evW/jc38JdsUATsDdl8T+/+UO5uVh5+fnx\n595O7Pl2Ys9/fvOIfZ1zeQeEENqaZywAoHmLioo6fvx4cnJybm6uyWTSaDTz5s17/fXXP/jg\ng7S0tLVr165atUq5Hq5OUlJS5s2bd/Dgwezs7GPHju3du7dz58433sTb2zsgIGD79u02m81s\nNs+dO/f8+fO3+rWujyN2QBNQUn4pp/BYXklasHcPIUSbwKGersFCCA/XQPs6YX59NRpt51b8\nrCcA/MrUqVP379/fu3fvq1evvv3229OmTZs9e7bZbF64cGF2dnZoaOjChQvj4uLqult3d/fk\n5OSNGzdeuXLFz8/v/vvvf+211268iVar3bJlS1xcXFBQkLu7+6hRo+r9yckaW81rF5uy8ePH\nx8fHp6WlRUdHq50FqDeffv/MoYy3nrr3iFLsgFqyXbpYsXKp7s7enIoFmglOxQJNgLve38c9\n0knrcvNVAQDNGKdigSZgUIeFgzosVDsFAKCx44gdAACAJDhiBzQKl6+eSrn4mbLcPWyih0ug\nEKKo7MfjWf9Uhp1C/uDrzpWjuD7bhWxb7uXrzIsKGz4MABVR7IBG4ULh0Z2n5irL0S3uV4pd\nflmGfRjg2YFih+uzWCr+8bqo8piu6rQ8BAdoLih2QKMQ1WLIxHu+UJZ9PX4qcC2NXe3DlsZb\n/VlESM9iFmazxi9A16vPdd7VCG0XbqYGmguKHaCysorcwrJz3m5hUS2GVHvL4OxTcwhcl8bX\nVzeQ/7cAzR03TwAqO33hk7cTeybnJKgdBADQ5FHsAAAAJEGxAwAAkATFDlCBxVq56euHdp/+\nixAizK/fQ93XhPn1VTsUAKDJ4+YJQAUl5Rd/yPmP8hNhAZ7tAzzbq50IACADjtgBAABIgiN2\ngAqctK5RLYYEesWoHQRNnvVcpvXEd2qnANBYUOwAFbi7BNifPAzcDsv/PrVmpAshhKtB7SwA\n1EexA4CmzGoVQjj/6WltaGu1owBQH9fYAeooNuWoHQHy0Ea3FQY3tVMAUB/FDlDBgbTX/747\n5qv0N9QOAgCQCsUOUMFVU3ZZRZ6Ha6DaQQAAUqHYAarxcQtXOwIAQCrcPAGooF3L4R4ugd5u\nYWoHAQBIhWIHqCAyYFBkwCC1UwAAZMOpWAAAAElwxA5QQbHpQoW51M+jjdpB0GSVlVVu+aco\nN1kv8dwcAL/giB2ggn2py9/4om1WwSG1g6Cpsmads5783pqWIq5d0/gFCI1G7UQAGgWO2AEq\nsNqsQggN/7LCLbMJIYRu4BCngfcJAz8mBuAn/L0CAE2WkzOtDkBVHLEDVBDVYojeyd3TtaXa\nQQAAUqHYASroEPRQh6CH1E4BAJANp2IBAAAkQbEDGlrqxc/X7O2dmbtX7SAAANlQ7ICGdvrC\n1qyCb7Yc+WNZRa7aWQAAUqHYAeqY0OdzN72/2ikAAFLh5gmgoYX799dodAa9j9pB0NAs+xLN\nu3fU074sQvBYYgDVUeyAhtat9YRurSeonQIqsJ7LFNfKNN4+QlsfZ0v0vppIfpUOwK9Q7ACg\nQTk//ZzG6K12CgByotgBjlJuvmq1WbQanYuTlzKpsJRarBVCCL3OQ6d1VjUdAEBCFDvAIU5l\nf/zRoVFCiBCfntMGfqsM/3Ns6vfnNwkhPF2DJvf/0tc9Ws2IAADpUOwAhygoyxRChPr2ifAf\nYB+G+PRSjti56f2NhtaqhQMASIpiBzhE3zaz+7aZXW3YJ+rPfaL+rEoeAEBzwHPsAAAAJEGx\nAwAAkATFDnCIrIJD+1KX55akqB0EjYWtrFRUVKidAoDkuMYOqH8V5pKv0leeyNrs6xHt79FO\n7ThQn620tOLVv4rKSiH4vQgADkSxA+rfsR/Xn8jaLIRw1rmpnQWNw7UyUVmp8fHVdu+p8fRS\nOw0AaVHsgPrXNXS8r3t0ubm4TYuhamdBI6KNiHIaOlztFABkRrED6p+rs7FN4ANqpwAANDvc\nPAEAACAJih1Q/3JLUk5m//vqtSy1gwDArTtSXKJ2BNQZxQ6ofz/kfLr50KPn879WOwgA3LoD\nRcVqR0CdcY0dUP8Ky86qHQFA82Wx2Q4UFVfYrPaJs0YzwNuoLJ+5Zso0mapt0srFpb2bQVn+\nqqi4zGoRQlxRHtCDJoViB9S/CnOpTqv3cY9UOwiA5mjDpStP/JBWdeLv7Hzlnl7K8gcXLy05\nV/1CkWnBLd9uG6UsT0pJSy27JoQY7GN0fFjUM4odUP+Gd/v7Q93X6LR6tYPAsWylJbYzaTdf\nTwhb8VVHhwHsCs1mIcRD/r7t3X56lKa77pcrr/oZjXNaV9/kLi8P+/KUoMDcSrMQItrg6uio\nqHcUO6D+6XXuakdAQ7Ds+MzyzVd12MCJP3LREP7g7xfj7hbj7h6od6757lBf76G+3jfY/PnQ\nEIdFg8PxpwxQzz77/lmztfzh7u+qHQSOV1EphHC6/0Hh4Vmb1bXtOjg4ECCEEK1dXVq7uqid\nAuqg2AH1LPXi55WWMtFd7RxoKNpuPTR+AWqnAAAheNwJAACSuVRReaS4pMBsVjsIVMARO6Ce\neRlC8krT1U4BoD51PfzdeVN5teHnXTr29vIUQhwtLhny/alq7wbqnZN79VCWXz7745tZOdVW\nmBIcuDwyXFnufvi7czX2/1lMx7uNnkKI70pKB313stq7AXrnlJ/3v+js+TeyLtjfMlmt16zW\njzq2G93Cvw5fElKg2AH1bMI9/zuYvkrtFADqk1GnK3Gu/jemk0ajLOg0Gp8a73pXuVfGoNXW\nXMFNq7Mveznpaq5ws/3/srlBV33/Pk5OPT09BJofjc1mUztDfRo/fnx8fHxaWlp0dLTaWQBI\nzvzRRsuxb/Uv/IVr7KR0rKR08Hcnqx5XAxo/rrEDAOA6zDZbgdl8zWK9+apAo8GpWKA+ZRUc\n+te3Y+4Mf7Jf2zlqZwHQXJRdEhf2CZvlV0OfDsK/S/U1i8+JizV+xdoQIFoNqj6sLBWXDolW\n99ZrUDgexQ6oT2aLqaA041pFvtpBcKsqKyxJu221+4lM64Xqv8sEqCL3dbj22gAAIABJREFU\nuMj9vvrQxfc6a5YXirzqt2EIr/DrrGmtEMVnbz8aGhrFDrhd5/O/vlKc3CNsktpBUA+smWfM\nX2yvwwY6nXDhZ5fk9Flek/kXWsu7hF8nodMLzS83VAjd9f6P6dNBdJ9Zfai5XhfQG0X0yPqL\niIZCsQNu1wf7B2s1OqXYGd1Cw/z66nQ8873JslqFELrefXW9+tRqfYObpnY/O4EmZ+m5LCFE\noL4J/Oiz3kvovWq1pk4vdLX7QhqtcOb/2k0QxQ64XWbLNT+PNsqyj1vEg11Xextq/MI2mhSN\nl5cmJFTtFFDZW22jvHS6UQE8Cg5NCcUOqAeuzj725SBjNxWTAKgvU4IC1Y4A1BnFDrhdi0bw\nNAQAQKPAc+wAALiOArO52GK5+XpAY8IROwAAfvJ9SemVnx92c//3p+708vimR1d1IwF1QrED\nbovFWrHj5OyIgHs7BD2sdhYAt+VSReUdR763VPmlTWdN0zivdelbkX9KhP9OGFqoHQVqo9gB\ntyWvNP3gmTfzSzModkBTV2a1eOl0Hd3dfu/30+1QA7yN6kaqJVOeKDojzCa1c6ARoNgBt8dm\nE0J4uHD3XNNm/uwTa0a6EEKY+Lux+Ypwdc3ve5faKYDbQrEDbovm/7d35/FR1Pf/wN+z92az\nV+5syE0CSSBAuLEKaqAglMOKCiLQWsGj9ap+td6t1mr9leq3teXQioAKHuFQK19BxSMgt1Ek\nhCMEQkgg9727mZ35/bEhJJtNSGB3P7uzr+fDP2Y/O8y+cCS8nJ35fDi5VmlWKkJYB4Er4tid\nT3Z7+wuZjIu2MI0DAHCZUOwArkikfvDjMwJm3SHoBRdjUT34GOsUAG40nKS6Y0REMeNJ1W01\niMqDWNQVLkKxAwAAICKqbuNfLi0bHqq7Ncq/Vps4/X/UVEZEFD7UTbGrOUxNZUQcKbBqMaDY\nAQBAMEvffaDqwvwmAon1vOO26Eh/K3aiQJycBt9OmjA378ZfTzHjSKXHI7FAhGIHcNm+Pvri\ntp/+QEQRoenTsl9Jj57GOhEAXNqJVuuUH366KTL8pZQkIkrSqA0KeecdZoS7a0+scRwZU92/\nFRLj2yjg31DsAC6TXhNjMY0kIrlMSZ0mvgIAf2YXxeJWa6W9/SrdZ8Oy2OYB8CwUO4D+sfNN\nR899agpJHJGweETCYtZxAAAALgqMObUB/EejtXzDnpt3F/+TdRAACBZxkyhpBusQECBwxQ4A\nAICZkx/RuT2ug3ETKT734suwTF8mgsCGYgcAQYH/KM/x7Q7WKYC9ep5nHaELtZF03ebDVnab\n0wSgj1DsAC6hquloRX2BczsidFCEftDd1+4LUYWzTQX9JZaeIiIuLr6nHeRDh/swDjDT4hCI\nKFatYh2kneUaslzDOgRICIodwCUcKnvvi8NPiyQS0dVp/zNlyEvOh2EhEKl+9zBxHOsUwNJ4\no/7E2JFJGmaT+dYdJVEg82BWnw8Sh2IHcAmTBj0pl6mcE5oMCMMC4QCBTSuTpWhZLtFw8iMS\neBqJYgfegWIHcGlXp/0P6wgA4AEnWq2f19aNNxqG6kJYZwHwChQ7AAAIFnsbm5YePfH3gcl9\nKXaiQNU/ktA+kzHpE0kb6bpPczk1l7kOasLJkOw6aG+kuiIiIoedOEw1Bl6DYgdwCa9/fbUg\n8ksm7mIdBECy9jU2nbRaXQYzQ0KyLtSvTVXVbd3Wd/m52excDeycve3r+nqXdw1yxc/DTM7t\n/Y1NxVYrEe1uaOx7qoaTdPyDiy+TZ7opdnVFVPq562DkCDfFzlpJxZvbt9XmvqcA6B8UO4BL\nqGs9LQj+NT8CgMQsP1vxRvk5l8FnkuKzdAnO7UVHjjXwDpcdDo0ekaUIIaKCpuabfypyeTcj\nRHt4TI5ze8XZilWdjq/q2wM0zmt15gwypxMR6RPd7GMaRMpQ10GNu4fmNZGUMqt9O7THh7MB\nrhSKHUAXxZVf7D25gohuGbOBdRaAYPHLyPC0bg80XGU0dGz/MSnBJgguO0SrlM6NtBDNiymu\ntStcqezYvjEyPPXC8ZWcbH50tytvPQuNo6hRPb6riyVdbJ+Oo9L3dhwAT0GxA+hiz8l//1T2\nAdfpFpjM2DmlNfgeNrCJ5ypEu411CujRtDDztLDevp58YEC3OXw7SdZoHk0Y0MsOU8PMU3s9\nvlsKLeksmCsYAgyKHUBXokhEd17zbcfAdRl/lMuUPf8C8HfCkZ/a3lxBRJjBzg/99XTZivKK\ndzMGjTF0+0aTNX0iDb2bdQiAfkKxA+ji1rEfuIxolEYmScBTxKZGIpIlp8qyR6Db+Zsani9u\ntbYKrvfPAcDlQbEDgKAgGzFKPvYq1inAv1QepLId5PK4rT6RBv6SUSCAK4ZiBwAAnrf4yLG3\nKs67DD6XnPBkYvsTobpvdjmXbSUijthcSeVbSRTJ0XWiFQF3Y0IgQ7ED6OLE+W21LSez429T\nyXWsswAEsCSNeqTe9ba5WJWqY3tEaKhVEIjIpJAPYbQOROwEip3A5JMBvAXFDuCi/afe2HLw\nLkHk06Onq7QodgCX79mkhGeTEnrZ4dsRQ30WBiB4YFkTgIvO1u4XRH5g1JRQTTTrLACByiGK\nxa3WCruddRCAYIQrdgAXXZP+2MikOyL1GTIOfzQALlNVG5+6e/+siLBNQzJYZwEIOvjbC+Ai\nY0iCMaS3L48AQAIEnppOkyiSIZk4fHEF0oJiBwDSIZw6KVaUuwyKp4qZhJGwOp7//YmSRt5B\nRPOjI2ZHtK+Nelvh0TZBtHZb+8vfVOyi058REY16ghSuK5kBBDYUO4CL6ltON9srI/UZSjmb\nZ/TgCvGrV4otze7fU2D5EI/Jr2/8T/k55/YIvW72hfG8yuqOVjdArWYRrU8cNiKiqJEkw9+B\nIDn4jxqCUXXTsbqWU87tlKjrnXNo1beWflzw2yMVH91z7YFY0wimAeEyiXwbZzTKr5/mMs5p\nNLKsbCaRJEkgkYh+Hx93jyUmTHnx75HDY0Z0TPabpPH3S2Hh2Sh2IEH4jxqC0b6SVd8ee9m5\n/cfZbRynIKLDZzceqfiIiGRYGTagaXXysZiazBfMCkWKtkt7S/b7MgcgeSh2EIzSo6eFqNrv\nCuIuTPqTGH7VlKwXtaqwKEMWu2gAAACXD8UOglFy5LXJkde6DFpMIy2mkUzyAASWjJCQF1MS\nrzEZWQcBAFcodhBc6ltLdxx5PjliYnb8fNZZAALPdw2NpTbbDWHmRxMGsM7iXuk2aipzHYyd\nQKb0iy/jcyk+15ehAHwHxQ6CS4utal/JShknR7ED6K86nv/ZwR8dolg8bmSyXM46jnvN5VR/\nwnUwfAiLKAAsoNgBAECftAqCQxSzdCFhfjx3TNqtJDpcB/FAFAQPFDsILhwn1yrNSgWmqQO4\nTOlarVHhp5friEiuYp0AgCkUOwguMcbsx2fUsE4BXiEcP0o8zzoFAABLWCQPgkWrveaboy8V\nVXzCOgh4i+Prz0kQOL2edRAAAGZwxQ6CRbO98rOfHhuRsGhQzHTWWcA7RJGIFLcuZJ0DPIC3\nku3CtXWlnlTd6jrfQrY610G5hjRhXs8G4M9Q7ABAUjg/vq8/4LxzrvL2wqMC0TiDfldOtlmh\neC9rUJzKF4vAHn6dWtpXo6UB19KA61x3qCmk4k2ug2GZlD7P69kA/JnXi92+ffvWrl175swZ\no9GYm5s7b948juO677Z9+/avvvqqpKTEZrNZLJbp06dPnjzZ+dYnn3yyYsWKzjs/99xzw4YN\n83ZyAIAgd6i5RSBKD9EODtESkUYmmxsZ4ZuPbmsiuZrChxIR6SxudtBGUtQo18HI4V4PBuDn\nvFvsioqKnn/++WnTpj300EMnTpz417/+JQjCggULuu/5xRdfZGVlzZo1KyQkZOfOnf/4xz94\nnp82rX0lb71e/9xzz3XsbLG4+1MO0CtzSMpDU06oFLgBC6B/lqenXstikQmljlJm9fiuPoH0\nCT5MAxAgvFvs8vLy4uLili5dSkSJiYnl5eWbN2+eO3euWu16Jf+FF17o2M7MzDx58mR+fn5H\nsZPL5SkpKV6NCtK2ZucNvxy52qzDf0UAACBl3i12hYWFEydO7HiZk5OzYcOG4uLijIyM3n+h\n3W6PiorqeNnY2Lhw4UKe5wcMGDBr1qyrrrqq8841NTXHjx93bjc3N8v9dT50YKikasfq/Cn3\nXvc96yAA0CdptxKHaRsA+s+LxU4Uxbq6OrPZ3DHi3K6pucQsYtu3bz9+/PiSJUucL+Pj4+++\n++7ExES73f7VV1+99NJLv/nNb2bOnNmxf0FBwSOPPNLxMiQEc88CAHjAaEPoEkuMRcVgzl9D\nku8/E0AK/O6p2G+++Wb58uUPPvhgWlqacyQ7Ozs7O9u5PXTo0Obm5g8//LBzsUtMTFy0aJFz\n++OPP7bb7T7ODADgz3bWN75y5qzL4KAQ7XPJ7TepLSs9+11Do8sOi2Ki5kSEz4kI90VEAPAQ\nLxY7juNMJlNtbW3HiHM7LKzHWYY+/fTTN9544+GHHx43blxP+2RkZOTn5/M8r1C0h09JSfnd\n737n3N6zZ4/NZvPMbwAkZMawf6qVDO7+Bi8Rigr5zz5xTlzXQayuZJXHz5222d6vrHIZvMpo\n6Nje1dDwQWW1yw7jjfrpZCYACCjevWKXkZFx4MCBO+64w/nywIEDGo2mp8cg1q9fn5eX99RT\nT/U+lUlhYaHJZOpodQB9kZP4a9YRwJOEo4XimdOkVpOs0z21nIyzDCAW3xv6uRnh5hNjR7oM\namQXb2H7Z1rqSylJLjuEK309I2DzWTq6nqJGUtzES+8MAG55tx7deOONjz766IoVK6ZOnVpc\nXLxx48bZs2c7H4nNz8/fsmXLM88847wlbtWqVf/973+XLFmi1+uLi4uJSKlUxsfHE9Frr72W\nkZERGxtrt9u//vrr/Pz8X/3qV16NDRJj4xsaWssi9Zd4ZAcCjvI3v5UlJLJO4de21tTuqGtY\nEhudotX0slu0SknEfmJngSdbLfGtrHMABDLvFrtBgwY98cQT69at+7//+z+j0Thnzpz58+c7\n36quri4sLOQvrNi9Y8cOh8Px73//u+PXxsTErFy5kohUKtWGDRuqq6tVKlVcXNwjjzxy9dVX\nezU2SMyW7+9utp2/ffwnchmu5UBw+aqu4aXTZ6aGmXovdgAgGV7/QnP06NGjR4/uPj5z5szO\nD0C8/fbbPR3hzjvvvPPOO70SDoKDta3uxPntdr5Jq8IqkgAAIGW4Uw0AQIJ21jeW2W1HWgLp\ne02RZ50AIPCh2IH0hesGWkwjZTL81w5B5OXSsk1V7Q+6qmX+NdWvYCfBQXK16xTEZd8wCgQg\nIfirDqTvhuxXWUcA8LW7LTHTwkxEFCqXj9X71xLJJz+myoM07D7SRnYZ18WSTE7hWYxiAUgC\nih0AgARNCTOxjtBvCVNYJwAIfCh2IFmnqr/9/vRa5/Z1Gc/oNRa2eQB85qzNbhUEPAkLEIRQ\n7ECyqhqP7CtZ6dwen3ofil2g4/M2OHbndx7hOFZZ/N1NPx3Z1dAoTLoK/4YAgg2KHUhWhmV2\nrGmEc9usc7/eCQQQ8Vw5EckGprcXOo2Wi45hnAkAwM+g2IEEFVV8cr7h0KikOy0m12WUINAp\n77iH/OwZTz9Rbrdn7DlQzztYBwEAllDsQIJ+Knv/4Om3MiyzMSMxBA+7IM4IDztnb3O+zNKF\n+O33sJowIo7katY5AKQIxQ4AQAoSNep1GemsU/RJZA6ZB5PKwDoHgBSh2AEAgE+pDGh1AN6C\nYgcSNGP4a9Oy/65W4K8OAAAILrgHGSRIJddplWYZJ2cdBMB3fmxuSd29/9mS06yD9MhhJYeV\ndQgAqUOxA6n5ofSdb46+JIh4NhCCSz3PF7daq9t41kF69MNr9D2W9wPwMnwVC1Kzt2RlSdVX\n4wc+gCt20mFtFcpKRWsr6xx+7UhLKxFFq5Ssg3RReZBOfdq+zVtJqWOaBiAIoNgBgL9r27BO\nOPwjEdaa6I1IRESxKhXjHF01nSG+lbSRJFOSmsiQxDoQgNSh2AGA32ttISL5xOu5qBjMThxY\nokaSIZmMqaTQso4CEBxQ7EBqFoz/SBB5hQyTn0qN4uczSI6v1wOMzkI6rNIM4EModiA1aoWe\ndQQAAAA2UOwAAAJVud3+SXWtIIrXmIwLoyNvigwPwVfVAMENxQ4k5fDZjZsO3JGb9ecxyXez\nzgLgdY8Xn1pdcZ6IVg0aODgkWs261bVWUuOpiy/1SaSNYJcGICih2IGkOAR7a1stj1lQITi0\nCgIRvZCS+DOjX6yzUry5S7FLmYNiB+BrKHYAAIFtflRkosYvnhYSeCKOUma2v9QnME0DEJRQ\n7EBSwnSpo5KWRBuGsg4CEKQ4jqJGsQ4BEMRQ7EBS4syj4sz4W8W/iNWVwqEfSBQv/wh1tR7M\nA96TMBmrwQIwhmIHAN7Fb/1Y+OHglR5FocTUxB2sgtAqCCaFYl5U5IhQnVnhLz/JjamsEwAE\nPX/5cQDgEdVNx2x8Q4xxOBaK9SM8T0SKX87jNJrLPgYXHoH1xJwq7PZBew408I7Gq8fNigib\nRWGsEwGAH0GxA0n55If7jp3b+sSMWo3SxDoLdCHLHMKFYu5oDyi3tzXwjgFqlZxR020oppMf\nk8BfHDEkU+ocJlkAwBWKHQBA4PlFeJiW0XfT9cXUWklyNXEXPl+wMwkCAG6g2AEAQD+oDKSz\nUPJMCo1jHQUAukGxA0mZOOjxnMRfK+U61kEAJCt6DEWPYR0CAHqAYgeSkhh+NesIAAAAzGD6\nAAAAf/d+ZdXkgp+eOnmaiCKUiiWWGD9ZQwwA/A2u2IF0nK7Z+UXhMyMT7xg64FbWWQA86a2K\n89tr65xPS8Sr1SvSfTRfnChQ42kSHRdHDMkXn5kAAD+EYgfS0Ww7f+L89pTI61kHCVLC8aOO\n3fndx8Uzp30fRmKcq3a8lp7i48+tPEjFm7qMjH6K5CofpwCAfkCxAwDPcOz6RjhU4P49jZZT\n+8Uq9QFNJ/P1tNvO9cHMGaSNaB/xeQQA6B8UO5AOlVxn1qVoMTUxMyIRKe99qPtExJxWS0pc\n5wlUEdkUPoR1CADoGxQ7kI7UqMkPTTnBOkWw48xhnB739UtE1EgKyyQlpg8CCBwodgAA/m54\nqM4uiEqZr9cQk2tIfvkL/AIAAyh2AAD+7s/JiawjAEBgQLED6Siv/35P8b8zLXPSoqeyzgLg\nGX8/c3ZXfeO/0lMilEqvflBbIxV/dHHVV8vPyDjQqx8IAF6B+YhAOupaSvaVrCyv/551EACP\n+a6h8f3KqhaH4O0PajhFtYVUf6L9H3ujtz8QALwCV+wAAKBdfG77OrCYrA4gQKHYgXTIOZVW\naVbIcLM3wGWSKUihZR0CAK4Aih1IR3rMDY/PqGGdQmr4Tzb1OO1wV2ITvr3rH0Gkegfffdys\naP/JbBMEuyD6JkxINCVMIX2Sbz4NALwFxQ4kwtpWT0QapZF1EKkRDh8Sa2tI04fLOHKFLMHC\nhWDSs76qsNvjdu3tPs5PnCDnOCJacfbcpqpqIuK8P8+JNpK0kV7/FADwNhQ7kIj/3Z4pkyke\n/vkp1kGkSKtVP/Mi6xASpJbJcs1uFkrhqL3HJWhUuWZTmlZjUXnllre2RiKOlKHeODYAsIFi\nBwDgUwcam+YeLvp1TPQTiQO2DcvqZc/ZEeGzI8K9FKP1PBX8k0zpNHiBlz4BABjAdCcAAD5l\nFcTiVmsN38Y2RlsTkYhHJQCkBlfsQCImDnqc4/A/KgD9o8ZdqQDSgmIHEjE25V7WEQAAABhD\nsYNAIorClu/vmjVipfPldyf+cfD0W87tJRN3yWXeXXMJAADAz6HYQSBpbavdf+oNG99w8+j1\nRNRgLTtbt//Cmz6a7gvgCjlIJCI5eX8KEwAIPih2EGBEUbDzTc7tKVkvTsnCNBxeY7WSKJDo\n9VVKg40oEnlzajrBTiWfuhlPnkGc/OJLuZaMqaQO81YMAGACxQ4A3HAc3MdvWOvsIJhz2LNy\n9Lp9I4fFeGdqOiISeDq/z8140g1dip0uljIWeykCADCDYgeBRCnXXp3+aKR+MOsgQaC6kkSR\nswzgdKGygWms00hKqFw+Uu/FSYHlGhp6t5txGX7eAwQB/EGHQKKUh+C7V19STJ0hG5TJOgX0\nDycjnYV1CABgBMUOAoAgOupb2tcK06rCNEo3qzABMPR9U/OehsbOI6lazfUXlgvbVFV93t5l\nOuIwpXK8QR+n9ta3sQAQtFDsIAC02muWfZbq3M7N/PPEQY+zzQPg4s6i4/samzqPzIuK7Ch2\nfzl9Zk9Dk8sveTYp4ZmkeB/lA4CggWIHAUAhVw+Jm+vcjtRnsA0D0J1NENQy2dqMizcjJqjV\nHdsvJCfW8Hzn/WXETQnzwIVnh83NU8tyVZeHJAAgqKDYgV9rtJ5ttJaHh6bdMuY91lkAevTD\n6BG9vNtx6c7jit6hhmLXwdQbKbK3OAAgZSh24Nf2nlz55ZE/LpqwdWD0z1lnAfA7Ooub+fBU\nBhZRAMA/oNgBAASqRPz/DgB0hWIHAF2I1VViTbVYXc06iF8rs9ltwsW72z6rrWtxCA/Fe32W\nkdZKEtowmwkA9AjFDvzakLi5UYasGOMw1kGCSNu//i42XZi5Q4ab8N2bdahwf9fHYEPlch8U\nuxN51FRG4/7k7c8BgECFYgd+LcqQFWXIYp0iuIjWVi5ULxs1ltOFylIGso7jR0pttu8aGoeH\n6tK02lyzKUWj6fzuSD0WXgMA9lDsAKAbg1ExbSbrEH4nv75x3uGivw9MfmCA9sWURG98RG0h\nKUMptNv0ds3lVH+ciMje2P0XAQBcJGMdAKBHu4v/+dRGrqB0HesgAD5y7H0q3+lmvKmUTn9G\npz8jez3J1W52AABwwhU7AAB/ITrIWutm3DyYNOHt22qjLxMBQIBBsQMA8HcqA2anA4A+wVex\n4L8sppFXpz8apcfDE8Deaavt8eJTrFMAAFwCrtiB39l7csX+U6+PSloyKunO+LDxrOMAEBFZ\nBeGk1arkuMyQENZZAAB6hGIHfqegdF1Z7b5BMTNYBwGgZ0pOrztXuXlIxhBdiDjpKtZxAAAu\nAcUO/NTEQU+wjhCQxKpK4VDBFR2i04IKUN3GF7dabb76d6LQklzlm48CAGlCsQO/c33Gn5rt\nVRyHNQ8uh+PLzxz7dl/hQTg1ZtRgY+RjrBMAQIBDsQO/kxx5LesIgcwhEJHi5gWc4fJnxeCi\nYzwXCAAAfAfFDkCCZEnJXHgk6xQBL7++4UDXBWE9TyTeSpwc38ACgGdguhPwI7zD2tpWW99y\nura5WCSRdRwIdp/X1u9qaCSiULm3bgxoa6Z9L9CJD7x0eAAIOrhiB37km2N//aLwGSLiiHt2\ndhtuswO2booMz9BpI5TKQSFa1lkAAPoExQ78SJQ+c0jcXCKK0A+WodUBO8+UnDbKFQ/FWzJ1\n3p21rqXCq4cHgKCDYgd+JCvupqy4m1inAKBXzpwdoFY/FG/x9gcVvUtExOEnMQB4CO6xA39h\n4xusbXWsUwD4lNBGahMlTGGdAwCkAsUO/MUbX0986dNY1ikAfE0ZSmoT6xAAIBX4AgBAQkRR\nqDrPOkTAO29va3EInE8+a8SDhLtJAcCDUOyAjaqmopKqr4go1jgizjyadRyJEJsaxdJTpNFw\nITrWWQJYNc/zopit88W/Q7XZBx8CAEEEX8UCG5/8cP/mg0s3H1x6pHyLc2Rc6n0hqnC2qQKe\nKBKRbOAg0nr3Wc5goJH55podAIAn4YodsBFvHqdRGFIir7OYRjpHchJ/hUt34A/iVKr3sgYl\naTQeOVpdEZV+SS7zbRuSKXGqRw4PANAFih2wcV3Gs90How1DfB4EwJVBIZ8bGeGpo7Wcp7ZG\nEtq6DLZ57PAAAF2g2AEAeJHlarJczToEAAQNFDsAkJr3K6uOt1r/kDDA+fLGQ0dO22wu+/w7\nPXW0PpSIjrW2zjt81OXdbF3IS6lJkUqlD9ICAHgQih2wsfng0rN1+5dM3CmXqVhnAanZVFXz\nYWX1vKjIJI2aiH5qaTna0uqyTwPPOzdaHcL+xiaXdw81t+ToQ38bh4kVASDAoNgBAz+eWf9T\n2futbbWiKLDOAtJkEwRBbH9goWhMTi97ZofqxElX+SQUAIDXYboTYKC2paS1rdYckozLdSBh\nfAvVn3B9HhYAwKtwxQ4YmJD6wOjkpVol5mbtp9YW+/JXxfr6HncQUSL8yPEPqO4YjX0Wa0sA\ngO+g2AEDCrlGIffMJGFBRaypFivKL7GwREiILG2QD0NBj3grERFhnmMA8CEUO/C1ivqCM7W7\nU6Mmm0OSWWcJSPIRoxWz57JOAX3F4YYXAPAh/MgBXzt+/rPNB5eerTvAOghIiiBSLc83OxxE\nNNlskhHp5PgGFACCDoodAEhBidUa9u3uJUdPENGsiLDdI4dFqzALHQAEHRQ78DWN0iTj5Bzu\nPAKvMSsUo/ShrFMAADCAe+zA10Yl3VlasyshbALrIACXT+Dp5Edk7/SActw1ZEjpso82gkSH\nj3MBQLBDsQMG5uT8h3UEgCtirabKrreJRo5w3Sf1Rp/FAQBoh2IHPnWu4VBlY2FyxESdOop1\nFgh4dTxvUrT/EGtwMLg4FjmcEm9o35Zjsm0A8AO4xw586scz6zfsuflcw4+sg/gpsb5erKnu\n8Z+GnqcmDj51PD9078Efm1ucL985V0k+/Ikm11D4EApNIIW2/R/MQgwA/gBX7AD8hePAXn7D\nWtYpAkY97zhjs//5VOn6zEFENNagX2KJWRgd6ZtPVxsp7RbffBQAQD+g2IEXVdT/cKb2O+d2\ndvxtKnnP6yUAEdXWEJEsKYUMxl72kuWM8VWgQPLLyPBfRoazTgEAwBiKHXjRifPbth562Lmd\nHj1dpdWNTbkn0zInPDSdbTB/Jp+UK8sYwjqFlLU1k2B3HZRrSdGUlToNAAAZMUlEQVRtlTuH\njfgW10GZkpSYSgUA/BWKHXhRatTkWSNWOLc1KhMR6TUWvcbCNBQEu1P/paofXAcTppDlatfB\nyoNU8onrYFgGpc/3VjYAgCuEYgdeFGPMjjFms04B0EXoABIF10Gtu3vzNOEU3u3iqS7OK6kA\nADwCxQ68hXdY24RWlTxULsPKTnA5NlfVPHeq1GVwflTkQ/F9vehbV0THP6QB11LM+IuDMeO7\nvOyFKY1MaX38KAAAv4BiB96Sf/xv2w8/edv4LYNjfsE6CwSkr+rqi1utLoPVfJtzI16tztKF\njNHrezmC4CC+lQTeWwkBAPwNih0A+KllA5OXDUzu6V0ZR4dGd1vtAQAguGGCYgAAAACJwBU7\n8JacxF/vObncqI1nHcTPCIJQdJja2ty8c67c93EkrPksndvLOgQAgG+h2IG36DWxD0wuUspD\nWAfxL46CA/z6Nb3tIcefynYbq6p3NzTdPyA2VnU567Daaqn+OBGREhNjA0DQwF8h4EVodW7Y\nbUQkGzpcNiDBzbtqtSwVz2FSqc327rmqvKrq3Q2N86IiLq/YGVJo6N3EySgk2uMBAQD8FIod\neIVI4rdH/2rQxg2LX8A6iz+SDc6UjxrHOoX/+mdZ+V9PlxERR2RQyC/vIAotKbQejQUA4Pfw\n8AR4hSgKn/302J6Ty1kHgYDEiyIRvTowZd/IYcmabkt99aCqgH78N9Wf8GYyAAD/hmIHAH5q\nlD40R9+PZVnbmqj5LPGt3ksEAODvUOzAW0LVuLMJLtM4g36JJSZahTVLAAD6B/fYgVfIOPkt\nY96rbCxkHQQC0tzIiLmREX3f/7uniUTvxQEACBgoduAtSRHXJEVcwzoFBJLqNr7EaiUitUw2\nROfmkWreSvXHSRNGuq6rxRpT2jdkCtK7e9oYACBIoNiBV/xU9oFWZU6JvJ51EAgkQ/ceLLfb\niShFqzkxdmT3Hex1dGwDRY+m5JldxjMW+yQfAIDfQ7EDr3hv762xppy7Ju1hHcQDxNJTjkMF\nHjva2TJPHUp6ztntUSrl7IjwCCV+NAEAXA789AS4BH7bp0LRYc8ek9Ni6mb3kjTqFemprFMA\nAAQqFDvwGEHkK+oLLCY336AFNkEgIuXiJaTwzEOanFbLxWEJXQAA8DwUO/CYn8o+3HHkT3N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"text/plain": [
"plot without title"
]
},
"metadata": {
"image/png": {
"height": 420,
"width": 420
},
"text/plain": {
"height": 420,
"width": 420
}
},
"output_type": "display_data"
}
],
"source": [
"ggplot(min90 %>% filter(metric == 'q99') %>% mutate(value = value / 1000), aes(x=value, group=algo, linetype=algo, color=algo)) + stat_ecdf(pad=FALSE) + coord_cartesian(xlim=c(0,800)) + theme_classic()"
]
},
{
"cell_type": "code",
"execution_count": 170,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Parsed with column specification:\n",
"cols(\n",
" algo = \u001b[31mcol_character()\u001b[39m,\n",
" uuid = \u001b[31mcol_character()\u001b[39m,\n",
" metric = \u001b[31mcol_character()\u001b[39m,\n",
" value = \u001b[32mcol_double()\u001b[39m\n",
")\n",
"\n"
]
},
{
"data": {
"image/png": 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dOHrUjUjxU1FwzQ2pq6I2ZLt7uGTCbjCDIMI4mciIg72+ASWgIaDgDAb1DsIKKd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\nQmCC",
"text/plain": [
"plot without title"
]
},
"metadata": {
"image/png": {
"height": 420,
"width": 420
},
"text/plain": {
"height": 420,
"width": 420
}
},
"output_type": "display_data"
}
],
"source": [
"e7501 <- read_csv(\"./donarv4/130001.csv\")\n",
"ggplot(e7501 %>% filter(metric == 'med') %>% mutate(value = value / 1000), aes(x=value, group=algo, linetype=algo, color=algo)) + stat_ecdf(pad=FALSE) + coord_cartesian(xlim=c(0,800)) + theme_classic()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "R",
"language": "R",
"name": "ir"
},
"language_info": {
"codemirror_mode": "r",
"file_extension": ".r",
"mimetype": "text/x-r-source",
"name": "R",
"pygments_lexer": "r",
"version": "3.6.2"
}
},
"nbformat": 4,
"nbformat_minor": 4
}