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Andreas Tsouchlos 2023-01-16 15:13:02 +01:00
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latex/presentations/17_01_2023/.latexmkrc Normal file
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$pdflatex="pdflatex -interaction=nonstopmode %O %S";
$out_dir = 'build';

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latex/presentations/17_01_2023/build.sh Executable file
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mkdir -p build/build
latexmk -pdf

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latex/presentations/17_01_2023/presentation.tex Normal file
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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 - 13.12.2022}
\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}[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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latex/presentations/17_01_2023/res/2d_ber_fer_dfr_20433484_hybrid.csv Normal file
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SNR,gamma,BER,FER,DFR,num_iterations
1.0,0.01,0.08731314307901378,1.0,0.5,101.0
1.5,0.01,0.06634304207119741,0.9805825242718447,0.4950980392156863,103.0
2.0,0.01,0.05684389140271493,0.9711538461538461,0.4926829268292683,104.0
2.5,0.01,0.04001782531194296,0.9181818181818182,0.4786729857819905,110.0
3.0,0.01,0.02374158618671349,0.753731343283582,0.4297872340425532,134.0
3.5,0.01,0.01289134438305709,0.5580110497237569,0.35815602836879434,181.0
4.0,0.01,0.006277331076315418,0.36330935251798563,0.26649076517150394,278.0
4.5,0.01,0.0025088075157467704,0.18330308529945555,0.1549079754601227,551.0
5.0,0.01,0.0009958111685040988,0.06618610747051114,0.06207744314689613,1526.0
5.5,0.01,0.0002761050777038576,0.022574877067501116,0.022076502732240436,4474.0
6.0,0.01,8.262120080754446e-05,0.007122708039492243,0.007072333870177159,14180.0
6.5,0.01,1.3141311731783438e-05,0.0012955195546491194,0.001293843355281699,77961.0
7.0,0.01,2.9411764705882355e-06,0.00028,0.00027992162194585515,100000.0
7.5,0.01,4.901960784313725e-07,4e-05,3.999840006399744e-05,100000.0
1.0,0.05,0.08818990559186637,0.9351851851851852,0.48325358851674644,108.0
1.5,0.05,0.06061692969870875,0.8211382113821138,0.45089285714285715,123.0
2.0,0.05,0.04131652661064426,0.6558441558441559,0.396078431372549,154.0
2.5,0.05,0.02810108000419419,0.5401069518716578,0.3506944444444444,187.0
3.0,0.05,0.014444211848440443,0.3594306049822064,0.2643979057591623,281.0
3.5,0.05,0.006294117647058823,0.202,0.16805324459234608,500.0
4.0,0.05,0.0026850379791556263,0.09099099099099099,0.08340214698596202,1110.0
4.5,0.05,0.0007940763963369359,0.03541374474053296,0.03420250592617677,2852.0
5.0,0.05,0.0002821807905934323,0.01394257316399779,0.013750850918992513,7244.0
5.5,0.05,8.588573658024577e-05,0.004446205317837648,0.004426524082920629,22716.0
6.0,0.05,2.325495434562884e-05,0.0012609081035193069,0.001259320216453455,80101.0
6.5,0.05,4.264705882352941e-06,0.00025,0.00024993751562109475,100000.0
7.0,0.05,1.519607843137255e-06,8e-05,7.999360051195904e-05,100000.0
7.5,0.05,1.96078431372549e-07,1e-05,9.99990000099999e-06,100000.0
1.0,0.15,0.3907008347893613,1.0,0.5,101.0
1.5,0.15,0.3934672879052611,1.0,0.5,101.0
2.0,0.15,0.3844884488448845,1.0,0.5,101.0
2.5,0.15,0.38943894389438943,1.0,0.5,101.0
3.0,0.15,0.3844884488448845,1.0,0.5,101.0
3.5,0.15,0.3734621299500192,0.9901960784313726,0.4975369458128079,102.0
4.0,0.15,0.3710878582202112,0.9711538461538461,0.4926829268292683,104.0
4.5,0.15,0.3678320384757677,0.9528301886792453,0.48792270531400966,106.0
5.0,0.15,0.34989401165871753,0.9099099099099099,0.47641509433962265,111.0
5.5,0.15,0.30823529411764705,0.808,0.4469026548672566,125.0
6.0,0.15,0.28531558608845,0.7372262773722628,0.42436974789915966,137.0
6.5,0.15,0.20370085206857613,0.5287958115183246,0.3458904109589041,191.0
7.0,0.15,0.15856950067476383,0.4089068825910931,0.29022988505747127,247.0
7.5,0.15,0.1018119289600657,0.2643979057591623,0.20910973084886128,382.0
1 SNR gamma BER FER DFR num_iterations
2 1.0 0.01 0.08731314307901378 1.0 0.5 101.0
3 1.5 0.01 0.06634304207119741 0.9805825242718447 0.4950980392156863 103.0
4 2.0 0.01 0.05684389140271493 0.9711538461538461 0.4926829268292683 104.0
5 2.5 0.01 0.04001782531194296 0.9181818181818182 0.4786729857819905 110.0
6 3.0 0.01 0.02374158618671349 0.753731343283582 0.4297872340425532 134.0
7 3.5 0.01 0.01289134438305709 0.5580110497237569 0.35815602836879434 181.0
8 4.0 0.01 0.006277331076315418 0.36330935251798563 0.26649076517150394 278.0
9 4.5 0.01 0.0025088075157467704 0.18330308529945555 0.1549079754601227 551.0
10 5.0 0.01 0.0009958111685040988 0.06618610747051114 0.06207744314689613 1526.0
11 5.5 0.01 0.0002761050777038576 0.022574877067501116 0.022076502732240436 4474.0
12 6.0 0.01 8.262120080754446e-05 0.007122708039492243 0.007072333870177159 14180.0
13 6.5 0.01 1.3141311731783438e-05 0.0012955195546491194 0.001293843355281699 77961.0
14 7.0 0.01 2.9411764705882355e-06 0.00028 0.00027992162194585515 100000.0
15 7.5 0.01 4.901960784313725e-07 4e-05 3.999840006399744e-05 100000.0
16 1.0 0.05 0.08818990559186637 0.9351851851851852 0.48325358851674644 108.0
17 1.5 0.05 0.06061692969870875 0.8211382113821138 0.45089285714285715 123.0
18 2.0 0.05 0.04131652661064426 0.6558441558441559 0.396078431372549 154.0
19 2.5 0.05 0.02810108000419419 0.5401069518716578 0.3506944444444444 187.0
20 3.0 0.05 0.014444211848440443 0.3594306049822064 0.2643979057591623 281.0
21 3.5 0.05 0.006294117647058823 0.202 0.16805324459234608 500.0
22 4.0 0.05 0.0026850379791556263 0.09099099099099099 0.08340214698596202 1110.0
23 4.5 0.05 0.0007940763963369359 0.03541374474053296 0.03420250592617677 2852.0
24 5.0 0.05 0.0002821807905934323 0.01394257316399779 0.013750850918992513 7244.0
25 5.5 0.05 8.588573658024577e-05 0.004446205317837648 0.004426524082920629 22716.0
26 6.0 0.05 2.325495434562884e-05 0.0012609081035193069 0.001259320216453455 80101.0
27 6.5 0.05 4.264705882352941e-06 0.00025 0.00024993751562109475 100000.0
28 7.0 0.05 1.519607843137255e-06 8e-05 7.999360051195904e-05 100000.0
29 7.5 0.05 1.96078431372549e-07 1e-05 9.99990000099999e-06 100000.0
30 1.0 0.15 0.3907008347893613 1.0 0.5 101.0
31 1.5 0.15 0.3934672879052611 1.0 0.5 101.0
32 2.0 0.15 0.3844884488448845 1.0 0.5 101.0
33 2.5 0.15 0.38943894389438943 1.0 0.5 101.0
34 3.0 0.15 0.3844884488448845 1.0 0.5 101.0
35 3.5 0.15 0.3734621299500192 0.9901960784313726 0.4975369458128079 102.0
36 4.0 0.15 0.3710878582202112 0.9711538461538461 0.4926829268292683 104.0
37 4.5 0.15 0.3678320384757677 0.9528301886792453 0.48792270531400966 106.0
38 5.0 0.15 0.34989401165871753 0.9099099099099099 0.47641509433962265 111.0
39 5.5 0.15 0.30823529411764705 0.808 0.4469026548672566 125.0
40 6.0 0.15 0.28531558608845 0.7372262773722628 0.42436974789915966 137.0
41 6.5 0.15 0.20370085206857613 0.5287958115183246 0.3458904109589041 191.0
42 7.0 0.15 0.15856950067476383 0.4089068825910931 0.29022988505747127 247.0
43 7.5 0.15 0.1018119289600657 0.2643979057591623 0.20910973084886128 382.0

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latex/presentations/17_01_2023/res/2d_ber_fer_dfr_20433484_hybrid_metadata.json Normal file
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{
"duration": 291.14642146200003,
"name": "2d_BER_FER_DFR_20433484",
"platform": "Linux-6.1.6-arch1-1-x86_64-with-glibc2.36",
"omega": 0.05,
"K": 500,
"min_var_k": 100,
"end_time": "2023-01-16 14:06:00.151285"
}

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latex/presentations/17_01_2023/res/2d_ber_fer_dfr_20433484_proximal.csv Normal file
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SNR,gamma,BER,FER,DFR,num_iterations
1.0,0.0,0.13458551737526694,1.0,0.5,101.0
1.5,0.0,0.11798679867986799,1.0,0.5,101.0
2.0,0.0,0.10313531353135313,1.0,0.5,101.0
2.5,0.0,0.09090467870316443,1.0,0.5,101.0
3.0,0.0,0.0801786060959037,1.0,0.5,101.0
3.5,0.0,0.0683362453892448,1.0,0.5,101.0
4.0,0.0,0.05858085808580858,1.0,0.5,101.0
4.5,0.0,0.04746651135701806,1.0,0.5,101.0
5.0,0.0,0.03576975344593283,1.0,0.5,101.0
5.5,0.0,0.03032487504805844,0.9901960784313726,0.4975369458128079,102.0
6.0,0.0,0.02177047289504037,0.9901960784313726,0.4975369458128079,102.0
6.5,0.0,0.01746031746031746,0.9619047619047619,0.49029126213592233,105.0
7.0,0.0,0.013101604278074866,0.9181818181818182,0.4786729857819905,110.0
7.5,0.0,0.008887294755300494,0.8211382113821138,0.45089285714285715,123.0
1.0,0.01,0.10362065618326538,1.0,0.5,101.0
1.5,0.01,0.07736361871481266,1.0,0.5,101.0
2.0,0.01,0.05426130848378956,1.0,0.5,101.0
2.5,0.01,0.04316581001332572,0.9805825242718447,0.4950980392156863,103.0
3.0,0.01,0.02923511747041159,0.9099099099099099,0.47641509433962265,111.0
3.5,0.01,0.016634522661523626,0.8278688524590164,0.452914798206278,122.0
4.0,0.01,0.010363205684958547,0.6778523489932886,0.404,149.0
4.5,0.01,0.006527611044417767,0.5153061224489796,0.3400673400673401,196.0
5.0,0.01,0.0027970011534025375,0.29705882352941176,0.2290249433106576,340.0
5.5,0.01,0.0015508021390374333,0.18363636363636363,0.15514592933947774,550.0
6.0,0.01,0.0005968708727014122,0.08721934369602763,0.08022239872915012,1158.0
6.5,0.01,0.0002173366748847097,0.034984412885348114,0.033801874163319943,2887.0
7.0,0.01,8.182647793874941e-05,0.014287735181779601,0.01408647140864714,7069.0
7.5,0.01,1.9269931130642562e-05,0.0035449791162121373,0.003532456631225518,28491.0
1.0,0.02,0.10154748173779315,0.9901960784313726,0.4975369458128079,102.0
1.5,0.02,0.07304406911279364,1.0,0.5,101.0
2.0,0.02,0.04523809523809524,0.9619047619047619,0.49029126213592233,105.0
2.5,0.02,0.03719470244238046,0.8859649122807017,0.4697674418604651,114.0
3.0,0.02,0.018514838367779545,0.6824324324324325,0.40562248995983935,148.0
3.5,0.02,0.00849673202614379,0.48095238095238096,0.3247588424437299,210.0
4.0,0.02,0.005230846332143081,0.3226837060702875,0.24396135265700483,313.0
4.5,0.02,0.0022504147289983956,0.14008321775312066,0.12287104622871046,721.0
5.0,0.02,0.0007868856474507355,0.06308557151780138,0.05934195064629847,1601.0
5.5,0.02,0.00022241379989056454,0.02027705280064244,0.019874065328610784,4981.0
6.0,0.02,8.338654498071402e-05,0.0066851998940958435,0.00664080478663949,15108.0
6.5,0.02,1.8921392614496426e-05,0.0018132854578096949,0.0018100034049569004,55700.0
7.0,0.02,4.656862745098039e-06,0.00048,0.00047976971053894133,100000.0
7.5,0.02,2.4509803921568627e-07,2e-05,1.999960000799984e-05,100000.0
1.0,0.03,0.10236447520184544,0.9901960784313726,0.4975369458128079,102.0
1.5,0.03,0.07129683556590953,1.0,0.5,101.0
2.0,0.03,0.041622103386809266,0.9181818181818182,0.4786729857819905,110.0
2.5,0.03,0.033871745419479266,0.8278688524590164,0.452914798206278,122.0
3.0,0.03,0.015985838779956428,0.5611111111111111,0.3594306049822064,180.0
3.5,0.03,0.008002207505518763,0.3344370860927152,0.2506203473945409,302.0
4.0,0.03,0.003355704697986577,0.16946308724832215,0.1449067431850789,596.0
4.5,0.03,0.0012618207080373725,0.0730296456977585,0.06805929919137467,1383.0
5.0,0.03,0.000504174755451684,0.03236142262095482,0.03134698944754811,3121.0
5.5,0.03,0.0001401852253816656,0.009317343173431735,0.009231331688145508,10840.0
6.0,0.03,5.009993877036799e-05,0.0033624076170184433,0.003351139719300574,30038.0
6.5,0.03,1.0686274509803922e-05,0.00077,0.00076940755618174,100000.0
7.0,0.03,2.7450980392156863e-06,0.00019,0.00018996390685769703,100000.0
7.5,0.03,5.88235294117647e-07,4e-05,3.999840006399744e-05,100000.0
1.0,0.04,0.10241253364090734,0.9901960784313726,0.4975369458128079,102.0
1.5,0.04,0.07015039025318866,0.9805825242718447,0.4950980392156863,103.0
2.0,0.04,0.04164571811630635,0.8632478632478633,0.463302752293578,117.0
2.5,0.04,0.027931306750888275,0.6778523489932886,0.404,149.0
3.0,0.04,0.01401827699405554,0.45701357466063347,0.3136645962732919,221.0
3.5,0.04,0.007115749525616698,0.2961876832844575,0.22850678733031674,341.0
4.0,0.04,0.0030297833419081917,0.14723032069970846,0.12833545108005082,686.0
4.5,0.04,0.0009748645742253847,0.05176832393644285,0.04922027290448343,1951.0
5.0,0.04,0.00039052117197243863,0.021063607924921793,0.02062908496732026,4795.0
5.5,0.04,0.00011467765400733937,0.006990586932447398,0.00694205787339336,14448.0
6.0,0.04,3.5347560564315695e-05,0.0022272206050983506,0.002222271117076283,45348.0
6.5,0.04,9.215686274509804e-06,0.00058,0.0005796637949989006,100000.0
7.0,0.04,2.5e-06,0.00017,0.00016997110491216494,100000.0
7.5,0.04,4.411764705882353e-07,3e-05,2.999910002699919e-05,100000.0
1.0,0.05,0.10427374833428517,0.9805825242718447,0.4950980392156863,103.0
1.5,0.05,0.069956019791094,0.9439252336448598,0.4855769230769231,107.0
2.0,0.05,0.0392156862745098,0.8278688524590164,0.452914798206278,122.0
2.5,0.05,0.03214285714285714,0.7214285714285714,0.4190871369294606,140.0
3.0,0.05,0.014727668845315903,0.4488888888888889,0.3098159509202454,225.0
3.5,0.05,0.006548813751222273,0.2650918635170604,0.2095435684647303,381.0
4.0,0.05,0.0028151085652737998,0.12609238451935081,0.11197339246119734,801.0
4.5,0.05,0.0009455558873295511,0.046608214120904476,0.0445326278659612,2167.0
5.0,0.05,0.0003464064100247003,0.01825411169347551,0.01792687255946042,5533.0
5.5,0.05,0.00010872176078684214,0.006511927788523534,0.006469796938056499,15510.0
6.0,0.05,3.5971693547332207e-05,0.00217349200542297,0.0021687781833798583,46469.0
6.5,0.05,9.26470588235294e-06,0.00057,0.0005696752850875001,100000.0
7.0,0.05,2.549019607843137e-06,0.00018,0.00017996760583095044,100000.0
7.5,0.05,7.352941176470589e-07,5e-05,4.999750012499375e-05,100000.0
1.0,0.06,0.10522558537978298,0.9805825242718447,0.4950980392156863,103.0
1.5,0.06,0.06987522281639928,0.9181818181818182,0.4786729857819905,110.0
2.0,0.06,0.04511224779766979,0.7318840579710145,0.4225941422594142,138.0
2.5,0.06,0.0261719630380888,0.5804597701149425,0.36727272727272725,174.0
3.0,0.06,0.014602465458757343,0.42616033755274263,0.2988165680473373,237.0
3.5,0.06,0.006838537884289518,0.24938271604938272,0.19960474308300397,405.0
4.0,0.06,0.0026646251721027395,0.12227602905569007,0.10895361380798274,826.0
4.5,0.06,0.0009686779123414071,0.04641544117647059,0.04435660957400088,2176.0
5.0,0.06,0.000382435833672439,0.019408147578785548,0.019038642789820922,5204.0
5.5,0.06,0.00010420008360309915,0.006259295984134854,0.006220360904107902,16136.0
6.0,0.06,3.890355571733421e-05,0.002323388005796968,0.002318002386853943,43471.0
6.5,0.06,9.166666666666666e-06,0.00055,0.0005496976662835441,100000.0
7.0,0.06,2.5e-06,0.00017,0.00016997110491216494,100000.0
7.5,0.06,4.411764705882353e-07,3e-05,2.999910002699919e-05,100000.0
1.0,0.07,0.10789072910717686,0.9805825242718447,0.4950980392156863,103.0
1.5,0.07,0.07121212121212121,0.9181818181818182,0.4786729857819905,110.0
2.0,0.07,0.045441534277944756,0.7372262773722628,0.42436974789915966,137.0
2.5,0.07,0.02607843137254902,0.5771428571428572,0.36594202898550726,175.0
3.0,0.07,0.014626498372628404,0.4089068825910931,0.29022988505747127,247.0
3.5,0.07,0.007181636095298334,0.271505376344086,0.2135306553911205,372.0
4.0,0.07,0.0024823362180693173,0.10767590618336886,0.09720885466794996,938.0
4.5,0.07,0.0009692259591763812,0.04601366742596811,0.043989547038327526,2195.0
5.0,0.07,0.0003874307570561857,0.018871449925261585,0.018521914542453694,5352.0
5.5,0.07,0.0001097265122020941,0.0065152883498903365,0.00647311414471576,15502.0
6.0,0.07,3.743114297134272e-05,0.0022354529558885373,0.0022304668521708404,45181.0
6.5,0.07,9.803921568627451e-06,0.00059,0.0005896521052578979,100000.0
7.0,0.07,3.284313725490196e-06,0.00021,0.00020995590925905559,100000.0
7.5,0.07,7.352941176470589e-07,5e-05,4.999750012499375e-05,100000.0
1.0,0.08,0.09085284599276604,0.9805825242718447,0.4950980392156863,103.0
1.5,0.08,0.07258499730167296,0.926605504587156,0.48095238095238096,109.0
2.0,0.08,0.046424452133794696,0.7426470588235294,0.42616033755274263,136.0
2.5,0.08,0.026373122348354545,0.5906432748538012,0.3713235294117647,171.0
3.0,0.08,0.014324406805523765,0.39299610894941633,0.28212290502793297,257.0
3.5,0.08,0.006762192056309704,0.258974358974359,0.20570264765784113,390.0
4.0,0.08,0.0024971285585363855,0.10564853556485355,0.09555345316934721,956.0
4.5,0.08,0.0009817913844890954,0.04804947668886775,0.04584657285519746,2102.0
5.0,0.08,0.00039494470774091627,0.019944707740916272,0.019554695062923524,5064.0
5.5,0.08,0.00010944000974491913,0.006535947712418301,0.006493506493506494,15453.0
6.0,0.08,3.8987266758676615e-05,0.002362628365575803,0.0023570595099183197,42749.0
6.5,0.08,1.073529411764706e-05,0.00064,0.0006395906619763352,100000.0
7.0,0.08,2.892156862745098e-06,0.00019,0.00018996390685769703,100000.0
7.5,0.08,1.2254901960784314e-06,8e-05,7.999360051195904e-05,100000.0
1.0,0.09,0.09137994820569738,0.9528301886792453,0.48792270531400966,106.0
1.5,0.09,0.07276488577082209,0.926605504587156,0.48095238095238096,109.0
2.0,0.09,0.0471677559912854,0.7481481481481481,0.4279661016949153,135.0
2.5,0.09,0.026448432480336768,0.5706214689265536,0.36330935251798563,177.0
3.0,0.09,0.015833948642218394,0.4225941422594142,0.29705882352941176,239.0
3.5,0.09,0.007832183152590644,0.28212290502793297,0.22004357298474944,358.0
4.0,0.09,0.002558686926002984,0.1082529474812433,0.097678916827853,933.0
4.5,0.09,0.0010173010380622838,0.04752941176470588,0.04537286612758311,2125.0
5.0,0.09,0.000374606050312329,0.01944177093358999,0.019070996978851965,5195.0
5.5,0.09,0.00011117585720419554,0.00658237747653806,0.006539333117513759,15344.0
6.0,0.09,3.803100368193965e-05,0.002311477285730633,0.0023061466800621063,43695.0
6.5,0.09,1.2205882352941177e-05,0.00073,0.0007294674887332247,100000.0
7.0,0.09,3.284313725490196e-06,0.00022,0.00021995161064565795,100000.0
7.5,0.09,6.862745098039216e-07,4e-05,3.999840006399744e-05,100000.0
1.0,0.1,0.09389140271493213,0.9711538461538461,0.4926829268292683,104.0
1.5,0.1,0.07361935599928045,0.926605504587156,0.48095238095238096,109.0
2.0,0.1,0.04725346020761246,0.7426470588235294,0.42616033755274263,136.0
2.5,0.1,0.027657085561497326,0.5738636363636364,0.36462093862815886,176.0
3.0,0.1,0.01671589137747149,0.4225941422594142,0.29705882352941176,239.0
3.5,0.1,0.008740845735884715,0.3042168674698795,0.23325635103926096,332.0
4.0,0.1,0.0025048762960681653,0.10575916230366492,0.09564393939393939,955.0
4.5,0.1,0.0010033813232181,0.04934049829018075,0.04702048417132216,2047.0
5.0,0.1,0.00040108709098781467,0.019913249211356468,0.019524453895225207,5072.0
5.5,0.1,0.00011573755313107787,0.006755400976523309,0.006710071751262291,14951.0
6.0,0.1,3.6605482612607354e-05,0.002179824750723011,0.0021750834499838483,46334.0
6.5,0.1,1.4558823529411765e-05,0.00092,0.0009191543779722655,100000.0
7.0,0.1,3.1862745098039216e-06,0.00021,0.00020995590925905559,100000.0
7.5,0.1,9.313725490196078e-07,6e-05,5.999640021598704e-05,100000.0
1.0,0.11,0.09486735870818916,0.9901960784313726,0.4975369458128079,102.0
1.5,0.11,0.07312466270912034,0.926605504587156,0.48095238095238096,109.0
2.0,0.11,0.048298731257208766,0.7426470588235294,0.42616033755274263,136.0
2.5,0.11,0.02888655462184874,0.6011904761904762,0.3754646840148699,168.0
3.0,0.11,0.018046156515703626,0.4469026548672566,0.308868501529052,226.0
3.5,0.11,0.008671597293888316,0.2953216374269006,0.22799097065462753,342.0
4.0,0.11,0.0033883062268835183,0.13049095607235142,0.11542857142857142,774.0
4.5,0.11,0.001166025481922727,0.05327004219409283,0.05057586379569354,1896.0
5.0,0.11,0.0005240484003874344,0.024821823543868273,0.02422062350119904,4069.0
5.5,0.11,0.0001645932089258689,0.008585515130907854,0.008512431521281078,11764.0
6.0,0.11,4.745217174455385e-05,0.0026002780495340094,0.002593534139639987,38842.0
6.5,0.11,1.6519607843137256e-05,0.00093,0.000929135903609643,100000.0
7.0,0.11,4.950980392156863e-06,0.00027,0.000269927119677687,100000.0
7.5,0.11,1.323529411764706e-06,6e-05,5.999640021598704e-05,100000.0
1.0,0.12,0.11080372743156669,1.0,0.5,101.0
1.5,0.12,0.08814280429152793,0.9528301886792453,0.48792270531400966,106.0
2.0,0.12,0.06866698292220114,0.8145161290322581,0.4488888888888889,124.0
2.5,0.12,0.04815658657829329,0.7112676056338029,0.4156378600823045,142.0
3.0,0.12,0.02587402885682575,0.47641509433962265,0.3226837060702875,212.0
3.5,0.12,0.021372549019607844,0.404,0.28774928774928776,250.0
4.0,0.12,0.00920974450386215,0.19128787878787878,0.16057233704292528,528.0
4.5,0.12,0.004397759103641457,0.09619047619047619,0.08774978279756733,1050.0
5.0,0.12,0.00290104671772063,0.05741898806139852,0.0543010752688172,1759.0
5.5,0.12,0.0010544850765254884,0.022991122239927157,0.022474410324877615,4393.0
6.0,0.12,0.0004716061856567388,0.009746212486731642,0.009652140672782875,10363.0
6.5,0.12,0.00030443172744210804,0.005712669683257918,0.005680220460041617,17680.0
7.0,0.12,0.00011601919079793849,0.0024720366155126417,0.002465940719761707,40857.0
7.5,0.12,7.214500756547647e-05,0.0016739591620259877,0.001671161705577709,60336.0
1.0,0.13,0.16132789749563192,1.0,0.5,101.0
1.5,0.13,0.1452979249952408,0.9805825242718447,0.4950980392156863,103.0
2.0,0.13,0.13155165912518854,0.9711538461538461,0.4926829268292683,104.0
2.5,0.13,0.1246300406955235,0.9528301886792453,0.48792270531400966,106.0
3.0,0.13,0.11141210870313037,0.8859649122807017,0.4697674418604651,114.0
3.5,0.13,0.08415032679738563,0.7651515151515151,0.4334763948497854,132.0
4.0,0.13,0.07637571157495256,0.6516129032258065,0.39453125,155.0
4.5,0.13,0.06516870707673933,0.5126903553299492,0.3389261744966443,197.0
5.0,0.13,0.050501089324618734,0.4488888888888889,0.3098159509202454,225.0
5.5,0.13,0.03965982366100803,0.3389261744966443,0.2531328320802005,298.0
6.0,0.13,0.04105601284882554,0.3447098976109215,0.2563451776649746,293.0
6.5,0.13,0.037872904937552576,0.3333333333333333,0.25,303.0
7.0,0.13,0.04543194089229895,0.36594202898550726,0.26790450928381965,276.0
7.5,0.13,0.0303944967008283,0.24105011933174225,0.19423076923076923,419.0
1.0,0.14,0.23922539312754804,1.0,0.5,101.0
1.5,0.14,0.22763182943080146,0.9805825242718447,0.4950980392156863,103.0
2.0,0.14,0.22284698193002692,0.9901960784313726,0.4975369458128079,102.0
2.5,0.14,0.21251441753171857,0.9901960784313726,0.4975369458128079,102.0
3.0,0.14,0.2015873015873016,0.9619047619047619,0.49029126213592233,105.0
3.5,0.14,0.1720985691573927,0.9099099099099099,0.47641509433962265,111.0
4.0,0.14,0.1750460868107927,0.8632478632478633,0.463302752293578,117.0
4.5,0.14,0.18448004201680673,0.9017857142857143,0.47417840375586856,112.0
5.0,0.14,0.17117958294428884,0.8015873015873016,0.44493392070484583,126.0
5.5,0.14,0.16225870193038455,0.7829457364341085,0.4391304347826087,129.0
6.0,0.14,0.17342662871600253,0.8145161290322581,0.4488888888888889,124.0
6.5,0.14,0.1399748923959828,0.6158536585365854,0.38113207547169814,164.0
7.0,0.14,0.11528283879923651,0.4469026548672566,0.308868501529052,226.0
7.5,0.14,0.10032273779076849,0.3136645962732919,0.23877068557919623,322.0
1.0,0.15,0.3129004076878276,1.0,0.5,101.0
1.5,0.15,0.3130460104834013,1.0,0.5,101.0
2.0,0.15,0.2948456610366919,1.0,0.5,101.0
2.5,0.15,0.3007183071248301,1.0,0.5,101.0
3.0,0.15,0.28602703217209213,0.9805825242718447,0.4950980392156863,103.0
3.5,0.15,0.27894042232277527,0.9711538461538461,0.4926829268292683,104.0
4.0,0.15,0.27121128825361923,0.9439252336448598,0.4855769230769231,107.0
4.5,0.15,0.25844226579520696,0.9351851851851852,0.48325358851674644,108.0
5.0,0.15,0.26870840079150926,0.926605504587156,0.48095238095238096,109.0
5.5,0.15,0.2408735852064403,0.8211382113821138,0.45089285714285715,123.0
6.0,0.15,0.22870939420544337,0.753731343283582,0.4297872340425532,134.0
6.5,0.15,0.20872033023735811,0.6644736842105263,0.39920948616600793,152.0
7.0,0.15,0.14910485933503836,0.4391304347826087,0.30513595166163143,230.0
7.5,0.15,0.09736842105263158,0.2657894736842105,0.20997920997921,380.0
1.0,0.16,0.3685692098621627,1.0,0.5,101.0
1.5,0.16,0.3688118811881188,1.0,0.5,101.0
2.0,0.16,0.37060764900019416,1.0,0.5,101.0
2.5,0.16,0.35527082119976705,1.0,0.5,101.0
3.0,0.16,0.359236831987697,0.9901960784313726,0.4975369458128079,102.0
3.5,0.16,0.3507785467128028,0.9901960784313726,0.4975369458128079,102.0
4.0,0.16,0.35443098808150714,0.9901960784313726,0.4975369458128079,102.0
4.5,0.16,0.34598506069094304,0.9619047619047619,0.49029126213592233,105.0
5.0,0.16,0.35173971549404076,0.9901960784313726,0.4975369458128079,102.0
5.5,0.16,0.3180147058823529,0.9017857142857143,0.47417840375586856,112.0
6.0,0.16,0.31941526610644255,0.9017857142857143,0.47417840375586856,112.0
6.5,0.16,0.2908496732026144,0.8211382113821138,0.45089285714285715,123.0
7.0,0.16,0.2429782723900371,0.6824324324324325,0.40562248995983935,148.0
7.5,0.16,0.1957376533501101,0.5401069518716578,0.3506944444444444,187.0
1 SNR gamma BER FER DFR num_iterations
2 1.0 0.0 0.13458551737526694 1.0 0.5 101.0
3 1.5 0.0 0.11798679867986799 1.0 0.5 101.0
4 2.0 0.0 0.10313531353135313 1.0 0.5 101.0
5 2.5 0.0 0.09090467870316443 1.0 0.5 101.0
6 3.0 0.0 0.0801786060959037 1.0 0.5 101.0
7 3.5 0.0 0.0683362453892448 1.0 0.5 101.0
8 4.0 0.0 0.05858085808580858 1.0 0.5 101.0
9 4.5 0.0 0.04746651135701806 1.0 0.5 101.0
10 5.0 0.0 0.03576975344593283 1.0 0.5 101.0
11 5.5 0.0 0.03032487504805844 0.9901960784313726 0.4975369458128079 102.0
12 6.0 0.0 0.02177047289504037 0.9901960784313726 0.4975369458128079 102.0
13 6.5 0.0 0.01746031746031746 0.9619047619047619 0.49029126213592233 105.0
14 7.0 0.0 0.013101604278074866 0.9181818181818182 0.4786729857819905 110.0
15 7.5 0.0 0.008887294755300494 0.8211382113821138 0.45089285714285715 123.0
16 1.0 0.01 0.10362065618326538 1.0 0.5 101.0
17 1.5 0.01 0.07736361871481266 1.0 0.5 101.0
18 2.0 0.01 0.05426130848378956 1.0 0.5 101.0
19 2.5 0.01 0.04316581001332572 0.9805825242718447 0.4950980392156863 103.0
20 3.0 0.01 0.02923511747041159 0.9099099099099099 0.47641509433962265 111.0
21 3.5 0.01 0.016634522661523626 0.8278688524590164 0.452914798206278 122.0
22 4.0 0.01 0.010363205684958547 0.6778523489932886 0.404 149.0
23 4.5 0.01 0.006527611044417767 0.5153061224489796 0.3400673400673401 196.0
24 5.0 0.01 0.0027970011534025375 0.29705882352941176 0.2290249433106576 340.0
25 5.5 0.01 0.0015508021390374333 0.18363636363636363 0.15514592933947774 550.0
26 6.0 0.01 0.0005968708727014122 0.08721934369602763 0.08022239872915012 1158.0
27 6.5 0.01 0.0002173366748847097 0.034984412885348114 0.033801874163319943 2887.0
28 7.0 0.01 8.182647793874941e-05 0.014287735181779601 0.01408647140864714 7069.0
29 7.5 0.01 1.9269931130642562e-05 0.0035449791162121373 0.003532456631225518 28491.0
30 1.0 0.02 0.10154748173779315 0.9901960784313726 0.4975369458128079 102.0
31 1.5 0.02 0.07304406911279364 1.0 0.5 101.0
32 2.0 0.02 0.04523809523809524 0.9619047619047619 0.49029126213592233 105.0
33 2.5 0.02 0.03719470244238046 0.8859649122807017 0.4697674418604651 114.0
34 3.0 0.02 0.018514838367779545 0.6824324324324325 0.40562248995983935 148.0
35 3.5 0.02 0.00849673202614379 0.48095238095238096 0.3247588424437299 210.0
36 4.0 0.02 0.005230846332143081 0.3226837060702875 0.24396135265700483 313.0
37 4.5 0.02 0.0022504147289983956 0.14008321775312066 0.12287104622871046 721.0
38 5.0 0.02 0.0007868856474507355 0.06308557151780138 0.05934195064629847 1601.0
39 5.5 0.02 0.00022241379989056454 0.02027705280064244 0.019874065328610784 4981.0
40 6.0 0.02 8.338654498071402e-05 0.0066851998940958435 0.00664080478663949 15108.0
41 6.5 0.02 1.8921392614496426e-05 0.0018132854578096949 0.0018100034049569004 55700.0
42 7.0 0.02 4.656862745098039e-06 0.00048 0.00047976971053894133 100000.0
43 7.5 0.02 2.4509803921568627e-07 2e-05 1.999960000799984e-05 100000.0
44 1.0 0.03 0.10236447520184544 0.9901960784313726 0.4975369458128079 102.0
45 1.5 0.03 0.07129683556590953 1.0 0.5 101.0
46 2.0 0.03 0.041622103386809266 0.9181818181818182 0.4786729857819905 110.0
47 2.5 0.03 0.033871745419479266 0.8278688524590164 0.452914798206278 122.0
48 3.0 0.03 0.015985838779956428 0.5611111111111111 0.3594306049822064 180.0
49 3.5 0.03 0.008002207505518763 0.3344370860927152 0.2506203473945409 302.0
50 4.0 0.03 0.003355704697986577 0.16946308724832215 0.1449067431850789 596.0
51 4.5 0.03 0.0012618207080373725 0.0730296456977585 0.06805929919137467 1383.0
52 5.0 0.03 0.000504174755451684 0.03236142262095482 0.03134698944754811 3121.0
53 5.5 0.03 0.0001401852253816656 0.009317343173431735 0.009231331688145508 10840.0
54 6.0 0.03 5.009993877036799e-05 0.0033624076170184433 0.003351139719300574 30038.0
55 6.5 0.03 1.0686274509803922e-05 0.00077 0.00076940755618174 100000.0
56 7.0 0.03 2.7450980392156863e-06 0.00019 0.00018996390685769703 100000.0
57 7.5 0.03 5.88235294117647e-07 4e-05 3.999840006399744e-05 100000.0
58 1.0 0.04 0.10241253364090734 0.9901960784313726 0.4975369458128079 102.0
59 1.5 0.04 0.07015039025318866 0.9805825242718447 0.4950980392156863 103.0
60 2.0 0.04 0.04164571811630635 0.8632478632478633 0.463302752293578 117.0
61 2.5 0.04 0.027931306750888275 0.6778523489932886 0.404 149.0
62 3.0 0.04 0.01401827699405554 0.45701357466063347 0.3136645962732919 221.0
63 3.5 0.04 0.007115749525616698 0.2961876832844575 0.22850678733031674 341.0
64 4.0 0.04 0.0030297833419081917 0.14723032069970846 0.12833545108005082 686.0
65 4.5 0.04 0.0009748645742253847 0.05176832393644285 0.04922027290448343 1951.0
66 5.0 0.04 0.00039052117197243863 0.021063607924921793 0.02062908496732026 4795.0
67 5.5 0.04 0.00011467765400733937 0.006990586932447398 0.00694205787339336 14448.0
68 6.0 0.04 3.5347560564315695e-05 0.0022272206050983506 0.002222271117076283 45348.0
69 6.5 0.04 9.215686274509804e-06 0.00058 0.0005796637949989006 100000.0
70 7.0 0.04 2.5e-06 0.00017 0.00016997110491216494 100000.0
71 7.5 0.04 4.411764705882353e-07 3e-05 2.999910002699919e-05 100000.0
72 1.0 0.05 0.10427374833428517 0.9805825242718447 0.4950980392156863 103.0
73 1.5 0.05 0.069956019791094 0.9439252336448598 0.4855769230769231 107.0
74 2.0 0.05 0.0392156862745098 0.8278688524590164 0.452914798206278 122.0
75 2.5 0.05 0.03214285714285714 0.7214285714285714 0.4190871369294606 140.0
76 3.0 0.05 0.014727668845315903 0.4488888888888889 0.3098159509202454 225.0
77 3.5 0.05 0.006548813751222273 0.2650918635170604 0.2095435684647303 381.0
78 4.0 0.05 0.0028151085652737998 0.12609238451935081 0.11197339246119734 801.0
79 4.5 0.05 0.0009455558873295511 0.046608214120904476 0.0445326278659612 2167.0
80 5.0 0.05 0.0003464064100247003 0.01825411169347551 0.01792687255946042 5533.0
81 5.5 0.05 0.00010872176078684214 0.006511927788523534 0.006469796938056499 15510.0
82 6.0 0.05 3.5971693547332207e-05 0.00217349200542297 0.0021687781833798583 46469.0
83 6.5 0.05 9.26470588235294e-06 0.00057 0.0005696752850875001 100000.0
84 7.0 0.05 2.549019607843137e-06 0.00018 0.00017996760583095044 100000.0
85 7.5 0.05 7.352941176470589e-07 5e-05 4.999750012499375e-05 100000.0
86 1.0 0.06 0.10522558537978298 0.9805825242718447 0.4950980392156863 103.0
87 1.5 0.06 0.06987522281639928 0.9181818181818182 0.4786729857819905 110.0
88 2.0 0.06 0.04511224779766979 0.7318840579710145 0.4225941422594142 138.0
89 2.5 0.06 0.0261719630380888 0.5804597701149425 0.36727272727272725 174.0
90 3.0 0.06 0.014602465458757343 0.42616033755274263 0.2988165680473373 237.0
91 3.5 0.06 0.006838537884289518 0.24938271604938272 0.19960474308300397 405.0
92 4.0 0.06 0.0026646251721027395 0.12227602905569007 0.10895361380798274 826.0
93 4.5 0.06 0.0009686779123414071 0.04641544117647059 0.04435660957400088 2176.0
94 5.0 0.06 0.000382435833672439 0.019408147578785548 0.019038642789820922 5204.0
95 5.5 0.06 0.00010420008360309915 0.006259295984134854 0.006220360904107902 16136.0
96 6.0 0.06 3.890355571733421e-05 0.002323388005796968 0.002318002386853943 43471.0
97 6.5 0.06 9.166666666666666e-06 0.00055 0.0005496976662835441 100000.0
98 7.0 0.06 2.5e-06 0.00017 0.00016997110491216494 100000.0
99 7.5 0.06 4.411764705882353e-07 3e-05 2.999910002699919e-05 100000.0
100 1.0 0.07 0.10789072910717686 0.9805825242718447 0.4950980392156863 103.0
101 1.5 0.07 0.07121212121212121 0.9181818181818182 0.4786729857819905 110.0
102 2.0 0.07 0.045441534277944756 0.7372262773722628 0.42436974789915966 137.0
103 2.5 0.07 0.02607843137254902 0.5771428571428572 0.36594202898550726 175.0
104 3.0 0.07 0.014626498372628404 0.4089068825910931 0.29022988505747127 247.0
105 3.5 0.07 0.007181636095298334 0.271505376344086 0.2135306553911205 372.0
106 4.0 0.07 0.0024823362180693173 0.10767590618336886 0.09720885466794996 938.0
107 4.5 0.07 0.0009692259591763812 0.04601366742596811 0.043989547038327526 2195.0
108 5.0 0.07 0.0003874307570561857 0.018871449925261585 0.018521914542453694 5352.0
109 5.5 0.07 0.0001097265122020941 0.0065152883498903365 0.00647311414471576 15502.0
110 6.0 0.07 3.743114297134272e-05 0.0022354529558885373 0.0022304668521708404 45181.0
111 6.5 0.07 9.803921568627451e-06 0.00059 0.0005896521052578979 100000.0
112 7.0 0.07 3.284313725490196e-06 0.00021 0.00020995590925905559 100000.0
113 7.5 0.07 7.352941176470589e-07 5e-05 4.999750012499375e-05 100000.0
114 1.0 0.08 0.09085284599276604 0.9805825242718447 0.4950980392156863 103.0
115 1.5 0.08 0.07258499730167296 0.926605504587156 0.48095238095238096 109.0
116 2.0 0.08 0.046424452133794696 0.7426470588235294 0.42616033755274263 136.0
117 2.5 0.08 0.026373122348354545 0.5906432748538012 0.3713235294117647 171.0
118 3.0 0.08 0.014324406805523765 0.39299610894941633 0.28212290502793297 257.0
119 3.5 0.08 0.006762192056309704 0.258974358974359 0.20570264765784113 390.0
120 4.0 0.08 0.0024971285585363855 0.10564853556485355 0.09555345316934721 956.0
121 4.5 0.08 0.0009817913844890954 0.04804947668886775 0.04584657285519746 2102.0
122 5.0 0.08 0.00039494470774091627 0.019944707740916272 0.019554695062923524 5064.0
123 5.5 0.08 0.00010944000974491913 0.006535947712418301 0.006493506493506494 15453.0
124 6.0 0.08 3.8987266758676615e-05 0.002362628365575803 0.0023570595099183197 42749.0
125 6.5 0.08 1.073529411764706e-05 0.00064 0.0006395906619763352 100000.0
126 7.0 0.08 2.892156862745098e-06 0.00019 0.00018996390685769703 100000.0
127 7.5 0.08 1.2254901960784314e-06 8e-05 7.999360051195904e-05 100000.0
128 1.0 0.09 0.09137994820569738 0.9528301886792453 0.48792270531400966 106.0
129 1.5 0.09 0.07276488577082209 0.926605504587156 0.48095238095238096 109.0
130 2.0 0.09 0.0471677559912854 0.7481481481481481 0.4279661016949153 135.0
131 2.5 0.09 0.026448432480336768 0.5706214689265536 0.36330935251798563 177.0
132 3.0 0.09 0.015833948642218394 0.4225941422594142 0.29705882352941176 239.0
133 3.5 0.09 0.007832183152590644 0.28212290502793297 0.22004357298474944 358.0
134 4.0 0.09 0.002558686926002984 0.1082529474812433 0.097678916827853 933.0
135 4.5 0.09 0.0010173010380622838 0.04752941176470588 0.04537286612758311 2125.0
136 5.0 0.09 0.000374606050312329 0.01944177093358999 0.019070996978851965 5195.0
137 5.5 0.09 0.00011117585720419554 0.00658237747653806 0.006539333117513759 15344.0
138 6.0 0.09 3.803100368193965e-05 0.002311477285730633 0.0023061466800621063 43695.0
139 6.5 0.09 1.2205882352941177e-05 0.00073 0.0007294674887332247 100000.0
140 7.0 0.09 3.284313725490196e-06 0.00022 0.00021995161064565795 100000.0
141 7.5 0.09 6.862745098039216e-07 4e-05 3.999840006399744e-05 100000.0
142 1.0 0.1 0.09389140271493213 0.9711538461538461 0.4926829268292683 104.0
143 1.5 0.1 0.07361935599928045 0.926605504587156 0.48095238095238096 109.0
144 2.0 0.1 0.04725346020761246 0.7426470588235294 0.42616033755274263 136.0
145 2.5 0.1 0.027657085561497326 0.5738636363636364 0.36462093862815886 176.0
146 3.0 0.1 0.01671589137747149 0.4225941422594142 0.29705882352941176 239.0
147 3.5 0.1 0.008740845735884715 0.3042168674698795 0.23325635103926096 332.0
148 4.0 0.1 0.0025048762960681653 0.10575916230366492 0.09564393939393939 955.0
149 4.5 0.1 0.0010033813232181 0.04934049829018075 0.04702048417132216 2047.0
150 5.0 0.1 0.00040108709098781467 0.019913249211356468 0.019524453895225207 5072.0
151 5.5 0.1 0.00011573755313107787 0.006755400976523309 0.006710071751262291 14951.0
152 6.0 0.1 3.6605482612607354e-05 0.002179824750723011 0.0021750834499838483 46334.0
153 6.5 0.1 1.4558823529411765e-05 0.00092 0.0009191543779722655 100000.0
154 7.0 0.1 3.1862745098039216e-06 0.00021 0.00020995590925905559 100000.0
155 7.5 0.1 9.313725490196078e-07 6e-05 5.999640021598704e-05 100000.0
156 1.0 0.11 0.09486735870818916 0.9901960784313726 0.4975369458128079 102.0
157 1.5 0.11 0.07312466270912034 0.926605504587156 0.48095238095238096 109.0
158 2.0 0.11 0.048298731257208766 0.7426470588235294 0.42616033755274263 136.0
159 2.5 0.11 0.02888655462184874 0.6011904761904762 0.3754646840148699 168.0
160 3.0 0.11 0.018046156515703626 0.4469026548672566 0.308868501529052 226.0
161 3.5 0.11 0.008671597293888316 0.2953216374269006 0.22799097065462753 342.0
162 4.0 0.11 0.0033883062268835183 0.13049095607235142 0.11542857142857142 774.0
163 4.5 0.11 0.001166025481922727 0.05327004219409283 0.05057586379569354 1896.0
164 5.0 0.11 0.0005240484003874344 0.024821823543868273 0.02422062350119904 4069.0
165 5.5 0.11 0.0001645932089258689 0.008585515130907854 0.008512431521281078 11764.0
166 6.0 0.11 4.745217174455385e-05 0.0026002780495340094 0.002593534139639987 38842.0
167 6.5 0.11 1.6519607843137256e-05 0.00093 0.000929135903609643 100000.0
168 7.0 0.11 4.950980392156863e-06 0.00027 0.000269927119677687 100000.0
169 7.5 0.11 1.323529411764706e-06 6e-05 5.999640021598704e-05 100000.0
170 1.0 0.12 0.11080372743156669 1.0 0.5 101.0
171 1.5 0.12 0.08814280429152793 0.9528301886792453 0.48792270531400966 106.0
172 2.0 0.12 0.06866698292220114 0.8145161290322581 0.4488888888888889 124.0
173 2.5 0.12 0.04815658657829329 0.7112676056338029 0.4156378600823045 142.0
174 3.0 0.12 0.02587402885682575 0.47641509433962265 0.3226837060702875 212.0
175 3.5 0.12 0.021372549019607844 0.404 0.28774928774928776 250.0
176 4.0 0.12 0.00920974450386215 0.19128787878787878 0.16057233704292528 528.0
177 4.5 0.12 0.004397759103641457 0.09619047619047619 0.08774978279756733 1050.0
178 5.0 0.12 0.00290104671772063 0.05741898806139852 0.0543010752688172 1759.0
179 5.5 0.12 0.0010544850765254884 0.022991122239927157 0.022474410324877615 4393.0
180 6.0 0.12 0.0004716061856567388 0.009746212486731642 0.009652140672782875 10363.0
181 6.5 0.12 0.00030443172744210804 0.005712669683257918 0.005680220460041617 17680.0
182 7.0 0.12 0.00011601919079793849 0.0024720366155126417 0.002465940719761707 40857.0
183 7.5 0.12 7.214500756547647e-05 0.0016739591620259877 0.001671161705577709 60336.0
184 1.0 0.13 0.16132789749563192 1.0 0.5 101.0
185 1.5 0.13 0.1452979249952408 0.9805825242718447 0.4950980392156863 103.0
186 2.0 0.13 0.13155165912518854 0.9711538461538461 0.4926829268292683 104.0
187 2.5 0.13 0.1246300406955235 0.9528301886792453 0.48792270531400966 106.0
188 3.0 0.13 0.11141210870313037 0.8859649122807017 0.4697674418604651 114.0
189 3.5 0.13 0.08415032679738563 0.7651515151515151 0.4334763948497854 132.0
190 4.0 0.13 0.07637571157495256 0.6516129032258065 0.39453125 155.0
191 4.5 0.13 0.06516870707673933 0.5126903553299492 0.3389261744966443 197.0
192 5.0 0.13 0.050501089324618734 0.4488888888888889 0.3098159509202454 225.0
193 5.5 0.13 0.03965982366100803 0.3389261744966443 0.2531328320802005 298.0
194 6.0 0.13 0.04105601284882554 0.3447098976109215 0.2563451776649746 293.0
195 6.5 0.13 0.037872904937552576 0.3333333333333333 0.25 303.0
196 7.0 0.13 0.04543194089229895 0.36594202898550726 0.26790450928381965 276.0
197 7.5 0.13 0.0303944967008283 0.24105011933174225 0.19423076923076923 419.0
198 1.0 0.14 0.23922539312754804 1.0 0.5 101.0
199 1.5 0.14 0.22763182943080146 0.9805825242718447 0.4950980392156863 103.0
200 2.0 0.14 0.22284698193002692 0.9901960784313726 0.4975369458128079 102.0
201 2.5 0.14 0.21251441753171857 0.9901960784313726 0.4975369458128079 102.0
202 3.0 0.14 0.2015873015873016 0.9619047619047619 0.49029126213592233 105.0
203 3.5 0.14 0.1720985691573927 0.9099099099099099 0.47641509433962265 111.0
204 4.0 0.14 0.1750460868107927 0.8632478632478633 0.463302752293578 117.0
205 4.5 0.14 0.18448004201680673 0.9017857142857143 0.47417840375586856 112.0
206 5.0 0.14 0.17117958294428884 0.8015873015873016 0.44493392070484583 126.0
207 5.5 0.14 0.16225870193038455 0.7829457364341085 0.4391304347826087 129.0
208 6.0 0.14 0.17342662871600253 0.8145161290322581 0.4488888888888889 124.0
209 6.5 0.14 0.1399748923959828 0.6158536585365854 0.38113207547169814 164.0
210 7.0 0.14 0.11528283879923651 0.4469026548672566 0.308868501529052 226.0
211 7.5 0.14 0.10032273779076849 0.3136645962732919 0.23877068557919623 322.0
212 1.0 0.15 0.3129004076878276 1.0 0.5 101.0
213 1.5 0.15 0.3130460104834013 1.0 0.5 101.0
214 2.0 0.15 0.2948456610366919 1.0 0.5 101.0
215 2.5 0.15 0.3007183071248301 1.0 0.5 101.0
216 3.0 0.15 0.28602703217209213 0.9805825242718447 0.4950980392156863 103.0
217 3.5 0.15 0.27894042232277527 0.9711538461538461 0.4926829268292683 104.0
218 4.0 0.15 0.27121128825361923 0.9439252336448598 0.4855769230769231 107.0
219 4.5 0.15 0.25844226579520696 0.9351851851851852 0.48325358851674644 108.0
220 5.0 0.15 0.26870840079150926 0.926605504587156 0.48095238095238096 109.0
221 5.5 0.15 0.2408735852064403 0.8211382113821138 0.45089285714285715 123.0
222 6.0 0.15 0.22870939420544337 0.753731343283582 0.4297872340425532 134.0
223 6.5 0.15 0.20872033023735811 0.6644736842105263 0.39920948616600793 152.0
224 7.0 0.15 0.14910485933503836 0.4391304347826087 0.30513595166163143 230.0
225 7.5 0.15 0.09736842105263158 0.2657894736842105 0.20997920997921 380.0
226 1.0 0.16 0.3685692098621627 1.0 0.5 101.0
227 1.5 0.16 0.3688118811881188 1.0 0.5 101.0
228 2.0 0.16 0.37060764900019416 1.0 0.5 101.0
229 2.5 0.16 0.35527082119976705 1.0 0.5 101.0
230 3.0 0.16 0.359236831987697 0.9901960784313726 0.4975369458128079 102.0
231 3.5 0.16 0.3507785467128028 0.9901960784313726 0.4975369458128079 102.0
232 4.0 0.16 0.35443098808150714 0.9901960784313726 0.4975369458128079 102.0
233 4.5 0.16 0.34598506069094304 0.9619047619047619 0.49029126213592233 105.0
234 5.0 0.16 0.35173971549404076 0.9901960784313726 0.4975369458128079 102.0
235 5.5 0.16 0.3180147058823529 0.9017857142857143 0.47417840375586856 112.0
236 6.0 0.16 0.31941526610644255 0.9017857142857143 0.47417840375586856 112.0
237 6.5 0.16 0.2908496732026144 0.8211382113821138 0.45089285714285715 123.0
238 7.0 0.16 0.2429782723900371 0.6824324324324325 0.40562248995983935 148.0
239 7.5 0.16 0.1957376533501101 0.5401069518716578 0.3506944444444444 187.0

8
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