Merge branch 'feature/17_01_2023'

This commit is contained in:
Andreas Tsouchlos 2023-01-30 14:26:28 +01:00
commit 96f58683e0
9 changed files with 448 additions and 0 deletions

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$pdflatex="pdflatex -interaction=nonstopmode %O %S";
$out_dir = 'build';

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mkdir -p build/build
latexmk -pdf

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\documentclass[10pt, aspectratio=169]{beamer}
\usepackage[utf8]{inputenc}
\usepackage[T1]{fontenc}
% \usepackage[ngerman]{babel}
%\usepackage{amsmath}
\usepackage{float}
\usepackage{tikz}
\usepackage{pgfplots}
\pgfplotsset{compat=newest}
\usepackage{subcaption}
\usepackage{listings}
\usepackage{graphicx}
\usepackage{xcolor}
\usepgfplotslibrary{colorbrewer}
\usepgfplotslibrary{external}
%\tikzexternalize[prefix=build/]
\newcommand{\templates}{../lib}
% packages to be included
\input{\templates/packages.tex}
% modifications to stick to new KIT style
\input{\templates/modifications.tex}
% marcos used throughout the slides
\input{\templates/makros_own.tex}
\title{BA Besprechung - 17.12.2022}
\author{Andreas Tsouchlos}
\institute{Karlsruhe Institute of Technology (KIT), \\ Communications Engineering Lab (CEL) }
\pgfplotsset{
discard if/.style 2 args={
x filter/.code={
\edef\tempa{\thisrow{#1}}
\edef\tempb{#2}
\ifx\tempa\tempb
\def\pgfmathresult{inf}
\fi
}
},
discard if not/.style 2 args={
x filter/.code={
\edef\tempa{\thisrow{#1}}
\edef\tempb{#2}
\ifx\tempa\tempb
\else
\def\pgfmathresult{inf}
\fi
}
}
}
\begin{document}
\begin{frame}[plain]
\maketitle
\end{frame}
\begin{frame}[t]
\frametitle{Convergance behaviour ($n=204, k=102$)}
\begin{figure}[H]
\centering
\includegraphics[width=0.6\textwidth, trim=2cm 2cm 2cm 2cm,clip]{res/extreme_components}
\caption{Components with lowest $Var\left\{ \nabla h \right\} $}
\end{figure}
\end{frame}
\begin{frame}[t]
\frametitle{Convergance behaviour ($n=204, k=102$)}
\begin{figure}[H]
\centering
\includegraphics[width=0.45\textwidth]{res/variances_correlation}
\caption{Correlation between estimate variance and correctness}
\end{figure}
\end{frame}
\begin{frame}[t]
\frametitle{Proximal vs. Hybrid Proximal ML Approach}
\begin{figure}[H]
\centering
\begin{tikzpicture}[scale=0.55]
\begin{axis}[
grid=both,
xlabel={SNR}, ylabel={BER},
ymode=log,
xtick={1, 2, ..., 8},
xmin=0, xmax=8,
ymin=1e-7, ymax=0,
]
\addplot table [col sep=comma, x=SNR, y=BER, discard if not={gamma}{0.05}] {res/2d_ber_fer_dfr_20433484_proximal.csv};
\addlegendentry{proximal}
\addplot table [col sep=comma, x=SNR, y=BER, discard if not={gamma}{0.05}] {res/2d_ber_fer_dfr_20433484_hybrid.csv};
\addlegendentry{hybrid}
\end{axis}
\end{tikzpicture}
\begin{tikzpicture}[scale=0.55]
\begin{axis}[
grid=both,
xlabel={SNR}, ylabel={FER},
ymode=log,
xtick={1, 2, ..., 8},
xmin=0, xmax=8,
ymin=1e-7, ymax=0,
]
\addplot table [col sep=comma, x=SNR, y=FER, discard if not={gamma}{0.05}] {res/2d_ber_fer_dfr_20433484_proximal.csv};
\addlegendentry{proximal}
\addplot table [col sep=comma, x=SNR, y=FER, discard if not={gamma}{0.05}] {res/2d_ber_fer_dfr_20433484_hybrid.csv};
\addlegendentry{hybrid}
\end{axis}
\end{tikzpicture}
\begin{tikzpicture}[scale=0.55]
\begin{axis}[
grid=both,
xlabel={SNR}, ylabel={DFR},
xmin=0, xmax=8,
ymode=log,
xtick={1, 2, ..., 8},
ymin=1e-7, ymax=0,
]
\addplot table [col sep=comma, x=SNR, y=DFR, discard if not={gamma}{0.05}] {res/2d_ber_fer_dfr_20433484_proximal.csv};
\addlegendentry{proximal}
\addplot table [col sep=comma, x=SNR, y=DFR, discard if not={gamma}{0.05}] {res/2d_ber_fer_dfr_20433484_hybrid.csv};
\addlegendentry{hybrid}
\end{axis}
\end{tikzpicture}
\caption{$\gamma=0.05, \omega=0.05, K=100$}
\label{fig:}
\end{figure}
\end{frame}
\end{document}

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SNR,gamma,BER,FER,DFR,num_iterations
1.0,0.01,0.08857503397398564,1.0,0.5,101.0
1.5,0.01,0.07048353321911288,0.9805825242718447,0.4950980392156863,103.0
2.0,0.01,0.05350140056022409,0.9619047619047619,0.49029126213592233,105.0
2.5,0.01,0.03744921391980215,0.9099099099099099,0.47641509433962265,111.0
3.0,0.01,0.025939542483660132,0.8416666666666667,0.45701357466063347,120.0
3.5,0.01,0.014778503994190268,0.7481481481481481,0.4279661016949153,135.0
4.0,0.01,0.00835057641146911,0.507537688442211,0.33666666666666667,199.0
4.5,0.01,0.004282382097820541,0.3754646840148699,0.27297297297297296,269.0
5.0,0.01,0.0015746260263187492,0.1931166347992352,0.16185897435897437,523.0
5.5,0.01,0.00065359477124183,0.08523206751054853,0.07853810264385692,1185.0
6.0,0.01,0.0003127631420666426,0.04130879345603272,0.0396700706991359,2445.0
6.5,0.01,0.00011029974518507847,0.015459972447573855,0.015224600542659028,6533.0
7.0,0.01,2.7036508518478465e-05,0.00452894489036366,0.004508526024462101,22301.0
7.5,0.01,8.101366552599426e-06,0.0014514830995631179,0.001449379349931836,69584.0
1.0,0.05,0.0871559633027523,0.926605504587156,0.48095238095238096,109.0
1.5,0.05,0.06592721834496511,0.8559322033898306,0.4611872146118721,118.0
2.0,0.05,0.04344614558152028,0.6917808219178082,0.4089068825910931,146.0
2.5,0.05,0.023415412676698586,0.4697674418604651,0.31962025316455694,215.0
3.0,0.05,0.010770665574814613,0.23433874709976799,0.18984962406015038,431.0
3.5,0.05,0.0049633888643176565,0.12656641604010024,0.11234705228031146,798.0
4.0,0.05,0.00151358011559054,0.045660036166365284,0.043666234327712924,2212.0
4.5,0.05,0.0003522100063308634,0.011482492041837199,0.011352141171181298,8796.0
5.0,0.05,8.711464887548632e-05,0.0030893463432539077,0.003079831676526194,32693.0
5.5,0.05,1.669054519578649e-05,0.0005991149707560712,0.000598756246924705,168582.0
6.0,0.05,3.872549019607843e-06,0.00014,0.00013998040274361588,500000.0
6.5,0.05,8.137254901960785e-07,3.4e-05,3.3998844039302665e-05,500000.0
7.0,0.05,9.80392156862745e-08,4e-06,3.9999840000639995e-06,500000.0
7.5,0.05,0.0,0.0,0.0,500000.0
1.0,0.15,0.36318190642593673,1.0,0.5,101.0
1.5,0.15,0.35721219180741604,1.0,0.5,101.0
2.0,0.15,0.3584740827023879,1.0,0.5,101.0
2.5,0.15,0.3616288099398175,1.0,0.5,101.0
3.0,0.15,0.34989529792499524,0.9805825242718447,0.4950980392156863,103.0
3.5,0.15,0.34784884827717494,0.9805825242718447,0.4950980392156863,103.0
4.0,0.15,0.3346744358120607,0.9528301886792453,0.48792270531400966,106.0
4.5,0.15,0.32926378098409176,0.9528301886792453,0.48792270531400966,106.0
5.0,0.15,0.3075335397316821,0.8859649122807017,0.4697674418604651,114.0
5.5,0.15,0.31763845889232883,0.8859649122807017,0.4697674418604651,114.0
6.0,0.15,0.2609212802768166,0.7426470588235294,0.42616033755274263,136.0
6.5,0.15,0.21796218487394958,0.6011904761904762,0.3754646840148699,168.0
7.0,0.15,0.16116533949824471,0.4410480349344978,0.30606060606060603,229.0
7.5,0.15,0.11419180852856903,0.28939828080229224,0.22444444444444445,349.0
1 SNR gamma BER FER DFR num_iterations
2 1.0 0.01 0.08857503397398564 1.0 0.5 101.0
3 1.5 0.01 0.07048353321911288 0.9805825242718447 0.4950980392156863 103.0
4 2.0 0.01 0.05350140056022409 0.9619047619047619 0.49029126213592233 105.0
5 2.5 0.01 0.03744921391980215 0.9099099099099099 0.47641509433962265 111.0
6 3.0 0.01 0.025939542483660132 0.8416666666666667 0.45701357466063347 120.0
7 3.5 0.01 0.014778503994190268 0.7481481481481481 0.4279661016949153 135.0
8 4.0 0.01 0.00835057641146911 0.507537688442211 0.33666666666666667 199.0
9 4.5 0.01 0.004282382097820541 0.3754646840148699 0.27297297297297296 269.0
10 5.0 0.01 0.0015746260263187492 0.1931166347992352 0.16185897435897437 523.0
11 5.5 0.01 0.00065359477124183 0.08523206751054853 0.07853810264385692 1185.0
12 6.0 0.01 0.0003127631420666426 0.04130879345603272 0.0396700706991359 2445.0
13 6.5 0.01 0.00011029974518507847 0.015459972447573855 0.015224600542659028 6533.0
14 7.0 0.01 2.7036508518478465e-05 0.00452894489036366 0.004508526024462101 22301.0
15 7.5 0.01 8.101366552599426e-06 0.0014514830995631179 0.001449379349931836 69584.0
16 1.0 0.05 0.0871559633027523 0.926605504587156 0.48095238095238096 109.0
17 1.5 0.05 0.06592721834496511 0.8559322033898306 0.4611872146118721 118.0
18 2.0 0.05 0.04344614558152028 0.6917808219178082 0.4089068825910931 146.0
19 2.5 0.05 0.023415412676698586 0.4697674418604651 0.31962025316455694 215.0
20 3.0 0.05 0.010770665574814613 0.23433874709976799 0.18984962406015038 431.0
21 3.5 0.05 0.0049633888643176565 0.12656641604010024 0.11234705228031146 798.0
22 4.0 0.05 0.00151358011559054 0.045660036166365284 0.043666234327712924 2212.0
23 4.5 0.05 0.0003522100063308634 0.011482492041837199 0.011352141171181298 8796.0
24 5.0 0.05 8.711464887548632e-05 0.0030893463432539077 0.003079831676526194 32693.0
25 5.5 0.05 1.669054519578649e-05 0.0005991149707560712 0.000598756246924705 168582.0
26 6.0 0.05 3.872549019607843e-06 0.00014 0.00013998040274361588 500000.0
27 6.5 0.05 8.137254901960785e-07 3.4e-05 3.3998844039302665e-05 500000.0
28 7.0 0.05 9.80392156862745e-08 4e-06 3.9999840000639995e-06 500000.0
29 7.5 0.05 0.0 0.0 0.0 500000.0
30 1.0 0.15 0.36318190642593673 1.0 0.5 101.0
31 1.5 0.15 0.35721219180741604 1.0 0.5 101.0
32 2.0 0.15 0.3584740827023879 1.0 0.5 101.0
33 2.5 0.15 0.3616288099398175 1.0 0.5 101.0
34 3.0 0.15 0.34989529792499524 0.9805825242718447 0.4950980392156863 103.0
35 3.5 0.15 0.34784884827717494 0.9805825242718447 0.4950980392156863 103.0
36 4.0 0.15 0.3346744358120607 0.9528301886792453 0.48792270531400966 106.0
37 4.5 0.15 0.32926378098409176 0.9528301886792453 0.48792270531400966 106.0
38 5.0 0.15 0.3075335397316821 0.8859649122807017 0.4697674418604651 114.0
39 5.5 0.15 0.31763845889232883 0.8859649122807017 0.4697674418604651 114.0
40 6.0 0.15 0.2609212802768166 0.7426470588235294 0.42616033755274263 136.0
41 6.5 0.15 0.21796218487394958 0.6011904761904762 0.3754646840148699 168.0
42 7.0 0.15 0.16116533949824471 0.4410480349344978 0.30606060606060603 229.0
43 7.5 0.15 0.11419180852856903 0.28939828080229224 0.22444444444444445 349.0

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{
"duration": 351.4174764650015,
"name": "2d_BER_FER_DFR_20433484",
"platform": "Linux-6.1.6-arch1-1-x86_64-with-glibc2.36",
"omega": 0.05,
"K": 200,
"min_var_k": 150,
"end_time": "2023-01-17 18:33:23.676873"
}

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SNR,gamma,BER,FER,DFR,num_iterations
1.0,0.0,0.13016889924286545,1.0,0.5,101.0
1.5,0.0,0.11390992040380508,1.0,0.5,101.0
2.0,0.0,0.10430013589594253,1.0,0.5,101.0
2.5,0.0,0.09017666472529606,1.0,0.5,101.0
3.0,0.0,0.08182877111240536,1.0,0.5,101.0
3.5,0.0,0.06887012230634829,1.0,0.5,101.0
4.0,0.0,0.057173364395263056,1.0,0.5,101.0
4.5,0.0,0.04610755193166376,1.0,0.5,101.0
5.0,0.0,0.03601242477188896,1.0,0.5,101.0
5.5,0.0,0.03195886197616302,0.9901960784313726,0.4975369458128079,102.0
6.0,0.0,0.02397592700446515,1.0,0.5,101.0
6.5,0.0,0.017445213379469436,0.9901960784313726,0.4975369458128079,102.0
7.0,0.0,0.01270053475935829,0.9181818181818182,0.4786729857819905,110.0
7.5,0.0,0.007798573975044563,0.7651515151515151,0.4334763948497854,132.0
1.0,0.01,0.09410794020578528,1.0,0.5,101.0
1.5,0.01,0.06997308727412534,0.9901960784313726,0.4975369458128079,102.0
2.0,0.01,0.05644393679802018,0.9805825242718447,0.4950980392156863,103.0
2.5,0.01,0.03820780648708082,0.9439252336448598,0.4855769230769231,107.0
3.0,0.01,0.025490196078431372,0.9181818181818182,0.4786729857819905,110.0
3.5,0.01,0.014961954931226222,0.753731343283582,0.4297872340425532,134.0
4.0,0.01,0.007832183152590644,0.5642458100558659,0.3607142857142857,179.0
4.5,0.01,0.003332051774958349,0.3300653594771242,0.24815724815724816,306.0
5.0,0.01,0.0017192128650021159,0.18165467625899281,0.1537290715372907,556.0
5.5,0.01,0.0007640035685135623,0.09777347531461762,0.0890652557319224,1033.0
6.0,0.01,0.0002406292110111927,0.03541374474053296,0.03420250592617677,2852.0
6.5,0.01,9.533468559837728e-05,0.013931034482758621,0.01373962726159706,7250.0
7.0,0.01,2.8408296271432968e-05,0.004502496433666191,0.004482314827142413,22432.0
7.5,0.01,7.857008939650586e-06,0.001395567346487592,0.0013936224524995515,72372.0
1.0,0.02,0.09030180699730873,0.9901960784313726,0.4975369458128079,102.0
1.5,0.02,0.06522331154684095,0.9351851851851852,0.48325358851674644,108.0
2.0,0.02,0.049919050188882895,0.926605504587156,0.48095238095238096,109.0
2.5,0.02,0.028994576554025864,0.7163120567375887,0.41735537190082644,141.0
3.0,0.02,0.01815435476516188,0.5872093023255814,0.36996336996337,172.0
3.5,0.02,0.009278711484593838,0.4007936507936508,0.28611898016997167,252.0
4.0,0.02,0.003515158519203359,0.19842829076620824,0.16557377049180327,509.0
4.5,0.02,0.0013487523022509087,0.08395677472984206,0.07745398773006135,1203.0
5.0,0.02,0.0004013143719026072,0.027747252747252746,0.026998128842555466,3640.0
5.5,0.02,0.00016504731356322146,0.011449948985375808,0.011320331764178435,8821.0
6.0,0.02,4.437431042911285e-05,0.0030375026314998044,0.0030283041496761815,33251.0
6.5,0.02,1.2192094202770043e-05,0.000845811141258835,0.0008450963493511167,119412.0
7.0,0.02,2.764705882352941e-06,0.000196,0.0001959615915280605,500000.0
7.5,0.02,6.96078431372549e-07,4.8e-05,4.799769611058669e-05,500000.0
1.0,0.03,0.09037692747001713,0.9805825242718447,0.4950980392156863,103.0
1.5,0.03,0.06437619295505813,0.8938053097345132,0.4719626168224299,113.0
2.0,0.03,0.04964273845131273,0.8559322033898306,0.4611872146118721,118.0
2.5,0.03,0.026193913148081317,0.6196319018404908,0.38257575757575757,163.0
3.0,0.03,0.01603641456582633,0.48095238095238096,0.3247588424437299,210.0
3.5,0.03,0.007452113793494276,0.29190751445086704,0.22595078299776286,346.0
4.0,0.03,0.0028573605608046325,0.13082901554404144,0.1156930126002291,772.0
4.5,0.03,0.0010247036667774454,0.05706214689265537,0.053981827899518976,1770.0
5.0,0.03,0.0003044266400985235,0.017819336626676077,0.01750736696134512,5668.0
5.5,0.03,0.00012169749196725593,0.007310364794441228,0.007257311202126895,13816.0
6.0,0.03,3.56236823804658e-05,0.0020911406033251208,0.002086776859504132,48299.0
6.5,0.03,1.0374588367264038e-05,0.0006638447786307709,0.0006634043810962593,152144.0
7.0,0.03,2.3627450980392157e-06,0.000152,0.0001519768995112743,500000.0
7.5,0.03,5.196078431372548e-07,3.4e-05,3.3998844039302665e-05,500000.0
1.0,0.04,0.09207362190159082,0.9528301886792453,0.48792270531400966,106.0
1.5,0.04,0.06675191815856778,0.8782608695652174,0.4675925925925926,115.0
2.0,0.04,0.04750233426704015,0.8015873015873016,0.44493392070484583,126.0
2.5,0.04,0.026018099547511313,0.5976331360946746,0.37407407407407406,169.0
3.0,0.04,0.012881896944824441,0.39147286821705424,0.28133704735376047,258.0
3.5,0.04,0.0065840061514802,0.24754901960784315,0.19842829076620824,408.0
4.0,0.04,0.0026100649280614337,0.1111111111111111,0.1,909.0
4.5,0.04,0.0009278379283402166,0.04791271347248577,0.045722046174739704,2108.0
5.0,0.04,0.0002976899261728983,0.016356275303643725,0.016093052899936264,6175.0
5.5,0.04,0.00011358050437191844,0.006394023803494555,0.0063534000125809904,15796.0
6.0,0.04,4.008014206588538e-05,0.0023460546793338134,0.0023405635891731555,43051.0
6.5,0.04,1.0293767220940665e-05,0.0006446589052287582,0.000644243587862706,156672.0
7.0,0.04,2.450980392156863e-06,0.000154,0.00015397628765170164,500000.0
7.5,0.04,6.176470588235294e-07,4e-05,3.999840006399744e-05,500000.0
1.0,0.05,0.0947558268590455,0.9528301886792453,0.48792270531400966,106.0
1.5,0.05,0.06581415174765558,0.8782608695652174,0.4675925925925926,115.0
2.0,0.05,0.047244094488188976,0.7952755905511811,0.44298245614035087,127.0
2.5,0.05,0.02558940242763772,0.6011904761904762,0.3754646840148699,168.0
3.0,0.05,0.012649629140045532,0.3782771535580524,0.27445652173913043,267.0
3.5,0.05,0.00588833094213295,0.20528455284552846,0.1703204047217538,492.0
4.0,0.05,0.002538604818842757,0.10316649642492338,0.09351851851851851,979.0
4.5,0.05,0.0009202565784678184,0.046933085501858735,0.044829116733244564,2152.0
5.0,0.05,0.0002940220301384533,0.01641742522756827,0.01615224692147769,6152.0
5.5,0.05,0.00011692575119219662,0.006564409203171715,0.006521598760250533,15386.0
6.0,0.05,3.577639534879112e-05,0.002041930331763136,0.0020377693487208456,49463.0
6.5,0.05,1.0852103196792829e-05,0.0006775658614143013,0.0006771070767745569,149063.0
7.0,0.05,2.3725490196078433e-06,0.00015,0.00014997750337449384,500000.0
7.5,0.05,6.568627450980392e-07,4.2e-05,4.199823607408489e-05,500000.0
1.0,0.06,0.0957732149463559,0.9528301886792453,0.48792270531400966,106.0
1.5,0.06,0.06699346405228758,0.8632478632478633,0.463302752293578,117.0
2.0,0.06,0.05048633626679018,0.7952755905511811,0.44298245614035087,127.0
2.5,0.06,0.026059274284426413,0.5804597701149425,0.36727272727272725,174.0
3.0,0.06,0.012814863773224645,0.3782771535580524,0.27445652173913043,267.0
3.5,0.06,0.006304073735924525,0.22394678492239467,0.18297101449275363,451.0
4.0,0.06,0.0025645685668706205,0.10401647785787847,0.09421641791044776,971.0
4.5,0.06,0.0008676426545460951,0.04537286612758311,0.04340352385045122,2226.0
5.0,0.06,0.0003190777623385312,0.017672790901137356,0.01736588720770289,5715.0
5.5,0.06,0.00012802567341504216,0.00732733604178758,0.00727403673028448,13784.0
6.0,0.06,3.7053184014162366e-05,0.0021265844106623994,0.0021220716461813217,47494.0
6.5,0.06,1.0274078481140562e-05,0.0006473612019125999,0.00064694239650523,156018.0
7.0,0.06,2.46078431372549e-06,0.000156,0.00015597566779582386,500000.0
7.5,0.06,5.490196078431373e-07,3.6e-05,3.599870404665432e-05,500000.0
1.0,0.07,0.09734554199038106,0.9528301886792453,0.48792270531400966,106.0
1.5,0.07,0.06668356997971603,0.8706896551724138,0.46543778801843316,116.0
2.0,0.07,0.0509344362745098,0.7890625,0.4410480349344978,128.0
2.5,0.07,0.026284651791751185,0.5804597701149425,0.36727272727272725,174.0
3.0,0.07,0.01309025482852317,0.3782771535580524,0.27445652173913043,267.0
3.5,0.07,0.006422119409561578,0.22696629213483147,0.184981684981685,445.0
4.0,0.07,0.002640349738129247,0.11147902869757174,0.1002979145978153,906.0
4.5,0.07,0.0009502336090686274,0.04931640625,0.04699860400186133,2048.0
5.0,0.07,0.0003310118602339736,0.018090632276553824,0.01776917663617171,5583.0
5.5,0.07,0.00011619651767974708,0.0065772336545975515,0.006534256323995601,15356.0
6.0,0.07,3.877701447136334e-05,0.002250596073712592,0.002245542265107386,44877.0
6.5,0.07,1.1830786200915143e-05,0.0007386712693444109,0.0007381260368478364,136732.0
7.0,0.07,2.7549019607843135e-06,0.000172,0.00017197042108757293,500000.0
7.5,0.07,4.901960784313725e-07,3.2e-05,3.199897603276695e-05,500000.0
1.0,0.08,0.09487813817115631,0.9439252336448598,0.4855769230769231,107.0
1.5,0.08,0.06786680189317106,0.8706896551724138,0.46543778801843316,116.0
2.0,0.08,0.05188536953242836,0.7769230769230769,0.43722943722943725,130.0
2.5,0.08,0.027359781121751026,0.5872093023255814,0.36996336996337,172.0
3.0,0.08,0.01338979171435111,0.39299610894941633,0.28212290502793297,257.0
3.5,0.08,0.006565126050420168,0.22544642857142858,0.18397085610200364,448.0
4.0,0.08,0.0026592336280917596,0.11002178649237472,0.09911678115799803,918.0
4.5,0.08,0.0010749450642325896,0.05441810344827586,0.0516096065406234,1856.0
5.0,0.08,0.00036965605914496947,0.019479267116682738,0.01910707529322739,5185.0
5.5,0.08,0.00012361614795691875,0.007035876001393243,0.0069867183176535695,14355.0
6.0,0.08,4.2284025381882086e-05,0.002461073612904798,0.002455031599416626,41039.0
6.5,0.08,1.2240792065738477e-05,0.0007551176039595078,0.0007545478316088305,133754.0
7.0,0.08,2.715686274509804e-06,0.000172,0.00017197042108757293,500000.0
7.5,0.08,5.588235294117647e-07,3.6e-05,3.599870404665432e-05,500000.0
1.0,0.09,0.09762301146873843,0.9528301886792453,0.48792270531400966,106.0
1.5,0.09,0.06987444100447196,0.8859649122807017,0.4697674418604651,114.0
2.0,0.09,0.0531496062992126,0.7952755905511811,0.44298245614035087,127.0
2.5,0.09,0.028342245989304814,0.6121212121212121,0.37969924812030076,165.0
3.0,0.09,0.015068990559186637,0.4156378600823045,0.2936046511627907,243.0
3.5,0.09,0.006645114942528735,0.21767241379310345,0.17876106194690267,464.0
4.0,0.09,0.0026683622451197774,0.11197339246119734,0.10069790628115653,902.0
4.5,0.09,0.0011544262675484394,0.059763313609467454,0.056393076493579004,1690.0
5.0,0.09,0.000323066434669353,0.017471025774087528,0.01717103026181571,5781.0
5.5,0.09,0.00013994339191245457,0.008122235625251308,0.008056796426292279,12435.0
6.0,0.09,4.0161512455483895e-05,0.0023244039399797477,0.0023190136155947926,43452.0
6.5,0.09,1.2820099459406346e-05,0.0007908542792263723,0.0007902293229847196,127710.0
7.0,0.09,2.9901960784313724e-06,0.000188,0.00018796466264342303,500000.0
7.5,0.09,8.431372549019608e-07,5.4e-05,5.39970841574555e-05,500000.0
1.0,0.1,0.09863478101520982,0.9439252336448598,0.4855769230769231,107.0
1.5,0.1,0.07107843137254902,0.9017857142857143,0.47417840375586856,112.0
2.0,0.1,0.0548406862745098,0.7890625,0.4410480349344978,128.0
2.5,0.1,0.030971479500891266,0.6558441558441559,0.396078431372549,154.0
3.0,0.1,0.013721912122513238,0.3686131386861314,0.2693333333333333,274.0
3.5,0.1,0.007117601138816182,0.23653395784543327,0.19128787878787878,427.0
4.0,0.1,0.003256827969932857,0.1377899045020464,0.1211031175059952,733.0
4.5,0.1,0.0010676841344484178,0.04834849210148397,0.046118721461187215,2089.0
5.0,0.1,0.000391496273499491,0.02001585414189457,0.01962308140664465,5046.0
5.5,0.1,0.00013110636765910645,0.007300852970941159,0.007247936849659132,13834.0
6.0,0.1,4.6469698333988914e-05,0.0027123559900099365,0.0027050190154802077,37237.0
6.5,0.1,1.4358482214932788e-05,0.000860006301036265,0.0008592673257218697,117441.0
7.0,0.1,3.107843137254902e-06,0.000198,0.00019796080376085535,500000.0
7.5,0.1,8.627450980392156e-07,5.4e-05,5.39970841574555e-05,500000.0
1.0,0.11,0.09868059373282023,0.9439252336448598,0.4855769230769231,107.0
1.5,0.11,0.07357317927170869,0.9017857142857143,0.47417840375586856,112.0
2.0,0.11,0.05273321449792038,0.7651515151515151,0.4334763948497854,132.0
2.5,0.11,0.033249484004127965,0.6644736842105263,0.39920948616600793,152.0
3.0,0.11,0.014938457134678689,0.3686131386861314,0.2693333333333333,274.0
3.5,0.11,0.00837662033787262,0.24105011933174225,0.19423076923076923,419.0
4.0,0.11,0.0035059537469083863,0.13133940182054615,0.11609195402298851,769.0
4.5,0.11,0.0011208468207017151,0.04791271347248577,0.045722046174739704,2108.0
5.0,0.11,0.00043153577768256107,0.021019771071800208,0.02058703628210355,4805.0
5.5,0.11,0.00015734593947451842,0.00792654214409041,0.007864206182356148,12742.0
6.0,0.11,7.48315598845975e-05,0.004068151609135216,0.0040516688061617455,24827.0
6.5,0.11,1.59467529479283e-05,0.0009152281274070047,0.0009143912508148041,110355.0
7.0,0.11,5.295674329001116e-06,0.0002819433433455788,0.0002818638737026587,358228.0
7.5,0.11,1.1176470588235294e-06,6.6e-05,6.599564428747703e-05,500000.0
1.0,0.12,0.12740384615384615,0.9711538461538461,0.4926829268292683,104.0
1.5,0.12,0.10430283224400871,0.9351851851851852,0.48325358851674644,108.0
2.0,0.12,0.08233632436025258,0.8559322033898306,0.4611872146118721,118.0
2.5,0.12,0.06005809731299928,0.7481481481481481,0.4279661016949153,135.0
3.0,0.12,0.03891090114802398,0.5233160621761658,0.3435374149659864,193.0
3.5,0.12,0.022793232816592342,0.36462093862815886,0.2671957671957672,277.0
4.0,0.12,0.010509303903710847,0.18397085610200364,0.15538461538461537,549.0
4.5,0.12,0.006082062454611474,0.10390946502057613,0.09412861136999068,972.0
5.0,0.12,0.0030410982709184117,0.04972919743968488,0.0473733583489681,2031.0
5.5,0.12,0.0012914918514713017,0.021002287377833228,0.020370747606437156,4809.0
6.0,0.12,0.0006120792155158086,0.010975874809823951,0.010856712888315597,9202.0
6.5,0.12,0.0002848113322386914,0.00478650300933605,0.0047637015375907935,21101.0
7.0,0.12,0.00015880719643403545,0.0026623787431463517,0.0026553093040986406,37936.0
7.5,0.12,9.887878094521482e-05,0.001552818904417078,0.0015504113962912932,65043.0
1.0,0.13,0.20258202290817318,1.0,0.5,101.0
1.5,0.13,0.1892350999805863,1.0,0.5,101.0
2.0,0.13,0.1705788084464555,0.9711538461538461,0.4926829268292683,104.0
2.5,0.13,0.16332233828110684,0.9439252336448598,0.4855769230769231,107.0
3.0,0.13,0.13447583757912615,0.7952755905511811,0.44298245614035087,127.0
3.5,0.13,0.12821350762527234,0.7481481481481481,0.4279661016949153,135.0
4.0,0.13,0.09359325125398997,0.5872093023255814,0.36996336996337,172.0
4.5,0.13,0.07852299798424042,0.4719626168224299,0.32063492063492066,214.0
5.0,0.13,0.061255361519607844,0.39453125,0.28291316526610644,256.0
5.5,0.13,0.057405013287366226,0.36996336996337,0.2700534759358289,273.0
6.0,0.13,0.05830388692579505,0.3568904593639576,0.2630208333333333,283.0
6.5,0.13,0.053853009735362674,0.3531468531468531,0.26098191214470284,286.0
7.0,0.13,0.04520697167755991,0.28055555555555556,0.21908893709327548,360.0
7.5,0.13,0.04738082916451038,0.2961876832844575,0.22850678733031674,341.0
1.0,0.14,0.30188312948941953,1.0,0.5,101.0
1.5,0.14,0.2989225393127548,1.0,0.5,101.0
2.0,0.14,0.2915938652688798,1.0,0.5,101.0
2.5,0.14,0.2830161476355248,0.9901960784313726,0.4975369458128079,102.0
3.0,0.14,0.26663838612368024,0.9711538461538461,0.4926829268292683,104.0
3.5,0.14,0.26035367417995237,0.9439252336448598,0.4855769230769231,107.0
4.0,0.14,0.2349137931034483,0.8706896551724138,0.46543778801843316,116.0
4.5,0.14,0.22372227579556414,0.8278688524590164,0.452914798206278,122.0
5.0,0.14,0.22702965483714146,0.8347107438016529,0.45495495495495497,121.0
5.5,0.14,0.20850433196534426,0.7829457364341085,0.4391304347826087,129.0
6.0,0.14,0.20122549019607844,0.7214285714285714,0.4190871369294606,140.0
6.5,0.14,0.1672268907563025,0.5771428571428572,0.36594202898550726,175.0
7.0,0.14,0.14585645578986312,0.47641509433962265,0.3226837060702875,212.0
7.5,0.14,0.10216795051353875,0.3005952380952381,0.2311212814645309,336.0
1.0,0.15,0.37036497767423804,1.0,0.5,101.0
1.5,0.15,0.36036691904484563,1.0,0.5,101.0
2.0,0.15,0.35255290234905845,1.0,0.5,101.0
2.5,0.15,0.3493981751116288,1.0,0.5,101.0
3.0,0.15,0.3480392156862745,0.9901960784313726,0.4975369458128079,102.0
3.5,0.15,0.34475537787930705,0.9805825242718447,0.4950980392156863,103.0
4.0,0.15,0.34837235865219873,0.9805825242718447,0.4950980392156863,103.0
4.5,0.15,0.3258258258258258,0.9099099099099099,0.47641509433962265,111.0
5.0,0.15,0.3237076648841355,0.9181818181818182,0.4786729857819905,110.0
5.5,0.15,0.30232947880006705,0.8632478632478633,0.463302752293578,117.0
6.0,0.15,0.2957248473159756,0.8278688524590164,0.452914798206278,122.0
6.5,0.15,0.22986804784807005,0.6352201257861635,0.38846153846153847,159.0
7.0,0.15,0.15203828566999922,0.39920948616600793,0.2853107344632768,253.0
7.5,0.15,0.10432479443390259,0.271505376344086,0.2135306553911205,372.0
1.0,0.16,0.40870704717530576,1.0,0.5,101.0
1.5,0.16,0.4099204038050864,1.0,0.5,101.0
2.0,0.16,0.39845251826220685,0.9901960784313726,0.4975369458128079,102.0
2.5,0.16,0.39511745292176276,1.0,0.5,101.0
3.0,0.16,0.4057949912638323,1.0,0.5,101.0
3.5,0.16,0.40695981362842165,1.0,0.5,101.0
4.0,0.16,0.4024842946887493,0.9805825242718447,0.4950980392156863,103.0
4.5,0.16,0.3882447209653092,0.9711538461538461,0.4926829268292683,104.0
5.0,0.16,0.4009515570934256,0.9901960784313726,0.4975369458128079,102.0
5.5,0.16,0.37219251336898396,0.9181818181818182,0.4786729857819905,110.0
6.0,0.16,0.34126786307743434,0.8559322033898306,0.4611872146118721,118.0
6.5,0.16,0.310105580693816,0.7769230769230769,0.43722943722943725,130.0
7.0,0.16,0.27992238562091504,0.7013888888888888,0.4122448979591837,144.0
7.5,0.16,0.20819364015036065,0.5233160621761658,0.3435374149659864,193.0
1 SNR gamma BER FER DFR num_iterations
2 1.0 0.0 0.13016889924286545 1.0 0.5 101.0
3 1.5 0.0 0.11390992040380508 1.0 0.5 101.0
4 2.0 0.0 0.10430013589594253 1.0 0.5 101.0
5 2.5 0.0 0.09017666472529606 1.0 0.5 101.0
6 3.0 0.0 0.08182877111240536 1.0 0.5 101.0
7 3.5 0.0 0.06887012230634829 1.0 0.5 101.0
8 4.0 0.0 0.057173364395263056 1.0 0.5 101.0
9 4.5 0.0 0.04610755193166376 1.0 0.5 101.0
10 5.0 0.0 0.03601242477188896 1.0 0.5 101.0
11 5.5 0.0 0.03195886197616302 0.9901960784313726 0.4975369458128079 102.0
12 6.0 0.0 0.02397592700446515 1.0 0.5 101.0
13 6.5 0.0 0.017445213379469436 0.9901960784313726 0.4975369458128079 102.0
14 7.0 0.0 0.01270053475935829 0.9181818181818182 0.4786729857819905 110.0
15 7.5 0.0 0.007798573975044563 0.7651515151515151 0.4334763948497854 132.0
16 1.0 0.01 0.09410794020578528 1.0 0.5 101.0
17 1.5 0.01 0.06997308727412534 0.9901960784313726 0.4975369458128079 102.0
18 2.0 0.01 0.05644393679802018 0.9805825242718447 0.4950980392156863 103.0
19 2.5 0.01 0.03820780648708082 0.9439252336448598 0.4855769230769231 107.0
20 3.0 0.01 0.025490196078431372 0.9181818181818182 0.4786729857819905 110.0
21 3.5 0.01 0.014961954931226222 0.753731343283582 0.4297872340425532 134.0
22 4.0 0.01 0.007832183152590644 0.5642458100558659 0.3607142857142857 179.0
23 4.5 0.01 0.003332051774958349 0.3300653594771242 0.24815724815724816 306.0
24 5.0 0.01 0.0017192128650021159 0.18165467625899281 0.1537290715372907 556.0
25 5.5 0.01 0.0007640035685135623 0.09777347531461762 0.0890652557319224 1033.0
26 6.0 0.01 0.0002406292110111927 0.03541374474053296 0.03420250592617677 2852.0
27 6.5 0.01 9.533468559837728e-05 0.013931034482758621 0.01373962726159706 7250.0
28 7.0 0.01 2.8408296271432968e-05 0.004502496433666191 0.004482314827142413 22432.0
29 7.5 0.01 7.857008939650586e-06 0.001395567346487592 0.0013936224524995515 72372.0
30 1.0 0.02 0.09030180699730873 0.9901960784313726 0.4975369458128079 102.0
31 1.5 0.02 0.06522331154684095 0.9351851851851852 0.48325358851674644 108.0
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33 2.5 0.02 0.028994576554025864 0.7163120567375887 0.41735537190082644 141.0
34 3.0 0.02 0.01815435476516188 0.5872093023255814 0.36996336996337 172.0
35 3.5 0.02 0.009278711484593838 0.4007936507936508 0.28611898016997167 252.0
36 4.0 0.02 0.003515158519203359 0.19842829076620824 0.16557377049180327 509.0
37 4.5 0.02 0.0013487523022509087 0.08395677472984206 0.07745398773006135 1203.0
38 5.0 0.02 0.0004013143719026072 0.027747252747252746 0.026998128842555466 3640.0
39 5.5 0.02 0.00016504731356322146 0.011449948985375808 0.011320331764178435 8821.0
40 6.0 0.02 4.437431042911285e-05 0.0030375026314998044 0.0030283041496761815 33251.0
41 6.5 0.02 1.2192094202770043e-05 0.000845811141258835 0.0008450963493511167 119412.0
42 7.0 0.02 2.764705882352941e-06 0.000196 0.0001959615915280605 500000.0
43 7.5 0.02 6.96078431372549e-07 4.8e-05 4.799769611058669e-05 500000.0
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47 2.5 0.03 0.026193913148081317 0.6196319018404908 0.38257575757575757 163.0
48 3.0 0.03 0.01603641456582633 0.48095238095238096 0.3247588424437299 210.0
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51 4.5 0.03 0.0010247036667774454 0.05706214689265537 0.053981827899518976 1770.0
52 5.0 0.03 0.0003044266400985235 0.017819336626676077 0.01750736696134512 5668.0
53 5.5 0.03 0.00012169749196725593 0.007310364794441228 0.007257311202126895 13816.0
54 6.0 0.03 3.56236823804658e-05 0.0020911406033251208 0.002086776859504132 48299.0
55 6.5 0.03 1.0374588367264038e-05 0.0006638447786307709 0.0006634043810962593 152144.0
56 7.0 0.03 2.3627450980392157e-06 0.000152 0.0001519768995112743 500000.0
57 7.5 0.03 5.196078431372548e-07 3.4e-05 3.3998844039302665e-05 500000.0
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61 2.5 0.04 0.026018099547511313 0.5976331360946746 0.37407407407407406 169.0
62 3.0 0.04 0.012881896944824441 0.39147286821705424 0.28133704735376047 258.0
63 3.5 0.04 0.0065840061514802 0.24754901960784315 0.19842829076620824 408.0
64 4.0 0.04 0.0026100649280614337 0.1111111111111111 0.1 909.0
65 4.5 0.04 0.0009278379283402166 0.04791271347248577 0.045722046174739704 2108.0
66 5.0 0.04 0.0002976899261728983 0.016356275303643725 0.016093052899936264 6175.0
67 5.5 0.04 0.00011358050437191844 0.006394023803494555 0.0063534000125809904 15796.0
68 6.0 0.04 4.008014206588538e-05 0.0023460546793338134 0.0023405635891731555 43051.0
69 6.5 0.04 1.0293767220940665e-05 0.0006446589052287582 0.000644243587862706 156672.0
70 7.0 0.04 2.450980392156863e-06 0.000154 0.00015397628765170164 500000.0
71 7.5 0.04 6.176470588235294e-07 4e-05 3.999840006399744e-05 500000.0
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73 1.5 0.05 0.06581415174765558 0.8782608695652174 0.4675925925925926 115.0
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77 3.5 0.05 0.00588833094213295 0.20528455284552846 0.1703204047217538 492.0
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79 4.5 0.05 0.0009202565784678184 0.046933085501858735 0.044829116733244564 2152.0
80 5.0 0.05 0.0002940220301384533 0.01641742522756827 0.01615224692147769 6152.0
81 5.5 0.05 0.00011692575119219662 0.006564409203171715 0.006521598760250533 15386.0
82 6.0 0.05 3.577639534879112e-05 0.002041930331763136 0.0020377693487208456 49463.0
83 6.5 0.05 1.0852103196792829e-05 0.0006775658614143013 0.0006771070767745569 149063.0
84 7.0 0.05 2.3725490196078433e-06 0.00015 0.00014997750337449384 500000.0
85 7.5 0.05 6.568627450980392e-07 4.2e-05 4.199823607408489e-05 500000.0
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91 3.5 0.06 0.006304073735924525 0.22394678492239467 0.18297101449275363 451.0
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93 4.5 0.06 0.0008676426545460951 0.04537286612758311 0.04340352385045122 2226.0
94 5.0 0.06 0.0003190777623385312 0.017672790901137356 0.01736588720770289 5715.0
95 5.5 0.06 0.00012802567341504216 0.00732733604178758 0.00727403673028448 13784.0
96 6.0 0.06 3.7053184014162366e-05 0.0021265844106623994 0.0021220716461813217 47494.0
97 6.5 0.06 1.0274078481140562e-05 0.0006473612019125999 0.00064694239650523 156018.0
98 7.0 0.06 2.46078431372549e-06 0.000156 0.00015597566779582386 500000.0
99 7.5 0.06 5.490196078431373e-07 3.6e-05 3.599870404665432e-05 500000.0
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101 1.5 0.07 0.06668356997971603 0.8706896551724138 0.46543778801843316 116.0
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103 2.5 0.07 0.026284651791751185 0.5804597701149425 0.36727272727272725 174.0
104 3.0 0.07 0.01309025482852317 0.3782771535580524 0.27445652173913043 267.0
105 3.5 0.07 0.006422119409561578 0.22696629213483147 0.184981684981685 445.0
106 4.0 0.07 0.002640349738129247 0.11147902869757174 0.1002979145978153 906.0
107 4.5 0.07 0.0009502336090686274 0.04931640625 0.04699860400186133 2048.0
108 5.0 0.07 0.0003310118602339736 0.018090632276553824 0.01776917663617171 5583.0
109 5.5 0.07 0.00011619651767974708 0.0065772336545975515 0.006534256323995601 15356.0
110 6.0 0.07 3.877701447136334e-05 0.002250596073712592 0.002245542265107386 44877.0
111 6.5 0.07 1.1830786200915143e-05 0.0007386712693444109 0.0007381260368478364 136732.0
112 7.0 0.07 2.7549019607843135e-06 0.000172 0.00017197042108757293 500000.0
113 7.5 0.07 4.901960784313725e-07 3.2e-05 3.199897603276695e-05 500000.0
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115 1.5 0.08 0.06786680189317106 0.8706896551724138 0.46543778801843316 116.0
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117 2.5 0.08 0.027359781121751026 0.5872093023255814 0.36996336996337 172.0
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121 4.5 0.08 0.0010749450642325896 0.05441810344827586 0.0516096065406234 1856.0
122 5.0 0.08 0.00036965605914496947 0.019479267116682738 0.01910707529322739 5185.0
123 5.5 0.08 0.00012361614795691875 0.007035876001393243 0.0069867183176535695 14355.0
124 6.0 0.08 4.2284025381882086e-05 0.002461073612904798 0.002455031599416626 41039.0
125 6.5 0.08 1.2240792065738477e-05 0.0007551176039595078 0.0007545478316088305 133754.0
126 7.0 0.08 2.715686274509804e-06 0.000172 0.00017197042108757293 500000.0
127 7.5 0.08 5.588235294117647e-07 3.6e-05 3.599870404665432e-05 500000.0
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133 3.5 0.09 0.006645114942528735 0.21767241379310345 0.17876106194690267 464.0
134 4.0 0.09 0.0026683622451197774 0.11197339246119734 0.10069790628115653 902.0
135 4.5 0.09 0.0011544262675484394 0.059763313609467454 0.056393076493579004 1690.0
136 5.0 0.09 0.000323066434669353 0.017471025774087528 0.01717103026181571 5781.0
137 5.5 0.09 0.00013994339191245457 0.008122235625251308 0.008056796426292279 12435.0
138 6.0 0.09 4.0161512455483895e-05 0.0023244039399797477 0.0023190136155947926 43452.0
139 6.5 0.09 1.2820099459406346e-05 0.0007908542792263723 0.0007902293229847196 127710.0
140 7.0 0.09 2.9901960784313724e-06 0.000188 0.00018796466264342303 500000.0
141 7.5 0.09 8.431372549019608e-07 5.4e-05 5.39970841574555e-05 500000.0
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143 1.5 0.1 0.07107843137254902 0.9017857142857143 0.47417840375586856 112.0
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147 3.5 0.1 0.007117601138816182 0.23653395784543327 0.19128787878787878 427.0
148 4.0 0.1 0.003256827969932857 0.1377899045020464 0.1211031175059952 733.0
149 4.5 0.1 0.0010676841344484178 0.04834849210148397 0.046118721461187215 2089.0
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151 5.5 0.1 0.00013110636765910645 0.007300852970941159 0.007247936849659132 13834.0
152 6.0 0.1 4.6469698333988914e-05 0.0027123559900099365 0.0027050190154802077 37237.0
153 6.5 0.1 1.4358482214932788e-05 0.000860006301036265 0.0008592673257218697 117441.0
154 7.0 0.1 3.107843137254902e-06 0.000198 0.00019796080376085535 500000.0
155 7.5 0.1 8.627450980392156e-07 5.4e-05 5.39970841574555e-05 500000.0
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157 1.5 0.11 0.07357317927170869 0.9017857142857143 0.47417840375586856 112.0
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163 4.5 0.11 0.0011208468207017151 0.04791271347248577 0.045722046174739704 2108.0
164 5.0 0.11 0.00043153577768256107 0.021019771071800208 0.02058703628210355 4805.0
165 5.5 0.11 0.00015734593947451842 0.00792654214409041 0.007864206182356148 12742.0
166 6.0 0.11 7.48315598845975e-05 0.004068151609135216 0.0040516688061617455 24827.0
167 6.5 0.11 1.59467529479283e-05 0.0009152281274070047 0.0009143912508148041 110355.0
168 7.0 0.11 5.295674329001116e-06 0.0002819433433455788 0.0002818638737026587 358228.0
169 7.5 0.11 1.1176470588235294e-06 6.6e-05 6.599564428747703e-05 500000.0
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177 4.5 0.12 0.006082062454611474 0.10390946502057613 0.09412861136999068 972.0
178 5.0 0.12 0.0030410982709184117 0.04972919743968488 0.0473733583489681 2031.0
179 5.5 0.12 0.0012914918514713017 0.021002287377833228 0.020370747606437156 4809.0
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181 6.5 0.12 0.0002848113322386914 0.00478650300933605 0.0047637015375907935 21101.0
182 7.0 0.12 0.00015880719643403545 0.0026623787431463517 0.0026553093040986406 37936.0
183 7.5 0.12 9.887878094521482e-05 0.001552818904417078 0.0015504113962912932 65043.0
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229 2.5 0.16 0.39511745292176276 1.0 0.5 101.0
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231 3.5 0.16 0.40695981362842165 1.0 0.5 101.0
232 4.0 0.16 0.4024842946887493 0.9805825242718447 0.4950980392156863 103.0
233 4.5 0.16 0.3882447209653092 0.9711538461538461 0.4926829268292683 104.0
234 5.0 0.16 0.4009515570934256 0.9901960784313726 0.4975369458128079 102.0
235 5.5 0.16 0.37219251336898396 0.9181818181818182 0.4786729857819905 110.0
236 6.0 0.16 0.34126786307743434 0.8559322033898306 0.4611872146118721 118.0
237 6.5 0.16 0.310105580693816 0.7769230769230769 0.43722943722943725 130.0
238 7.0 0.16 0.27992238562091504 0.7013888888888888 0.4122448979591837 144.0
239 7.5 0.16 0.20819364015036065 0.5233160621761658 0.3435374149659864 193.0

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