At last, we come to the final codec in this round-up. This is the third software-codec option for AV1, produced by Xiph.Org foundation and marketed as being the “fastest and safest” AV1 encoder, known as librav1e. This codec is definitely not making any claims as to quality and has generally not had a great reputation in that regard. Thus, it would be an interesting test to see where the low-water-mark lies for AV1 encoding.
For this codec, encoding was performed on the Windows platform, using my Intel Core i7-3630QM based system for the majority of speeds, with the exception of some encodes at speed 0 and speed 1 which were performed on an i7-1370P in parallel due to time constraints. To its credit, for many of the speed settings, the encoding speed was not so slow as to rule out encoding on a 3rd-generation Intel CPU. The encoding flags were as follows:
-qp [qp] -speed [speed]
Encoding speeds from 0 to 10 were trialled, with QP values ranging from 0 to 248, as the codec does not support CRF or CQ rate control. Options for row/tile based multithreading were not configured, as it was understood that these options may have a slightly adverse effect on output quality, although as a result the encoding was unbearably slow for higher-bitrate and higher quality outputs as the codec was essentially “single-threaded” and utilising the CPU poorly. Understanding this, many encode processes were dispatched in parallel where possible, subject to RAM constraints, to ensure maximal CPU usage without affecting encoder quality.
Video Quality vs QP at Various Speeds
Let’s see how the QP value influences quality for this codec.
While a QP of 0 generates very large files, it would seem the result is not entirely lossless depending on the speed. However, in general, regardless of speed, PSNR is still fairly close. Below a QP of 96, PSNR seems to increase in a curve exponentially towards lower QP. Above a QP of 96, the PSNR appears to decrease linearly until around 240 when it somewhat plateaus. A PSNR of 45dB is achieved near QP=40, and a PSNR of 40dB at around QP=120.
With regards to SSIM, there seems to be a gap between 1 even at the lowest QPs. All speeds are somewhat similar, with a few of the faster speeds noticeably peeling away at higher QPs. A SSIM of 0.99 is achieved at QP=136, 0.995 at QP=104 and 0.999 at QP=24.
The VMAF scores show some similarity with SSIM scores, showing relatively little difference between encoding speeds especially at lower QPs. A VMAF of 99 is achieved at QP=72 and a VMAF of 99.5 at QP=48.
Best Video Quality vs QP
Looking at only encoding speed “0” gives the following results.
It would seem there is a good scaling of PSNR between best and worst frames for QP=32 and above. Below that, it would seem that much effort is expended to improve worst frames to increase quality.
In SSIM, the trend is very similar to most codecs, although it does seem that worst frame quality takes a bit of a dive around QP=200. Best frame SSIM does peel away from an SSIM of 1 as well, but not by much.
The VMAF result is perhaps more illustrative of codec behaviour, with QP=96 seemingly being a break-point for worst frame results. Below QP=96, worst frames tend to be rather stable above 90 and improving only slowly. Above QP=96, the worst frame quality dives linearly to QP=176, where a slightly slower trend takes over at a VMAF of 40.
Based on these results, I would say that the “sweet” QP range is around 32 to 96.
Bitrate vs QP at Various Speeds
Bitrate-wise, as a QP=0 encode was performed, the bitrate chart is a bit out-of-proportion, showing the nearly exponential rise in bitrate required for this. Nevertheless, there is subtle but small differences between different encode speeds, with faster speeds taking more bitrate (i.e. are less bitrate efficient).
A zoomed-in version of the above graph provides more detail, showing a bump at QP=96, as the codec seems to be doing something different above this, as evidenced by the VMAF results.
Video Quality vs Bitrate at Various Speeds + Cross-Codec
The fun part is to compare across codecs.
On the PSNR metric, it would seem that librav1e lags far behind its contemporary libaom-av1 and libsvtav1. It seems much closer to libx265 when it comes to best compression efficiency, edging it out slightly. At its fastest, it is closer to the worse H.265 hardware encoders and only slightly ahead of libx264, making it a little bit disappointing considering it is an AV1 encoder.
Looking at SSIM, its best seems similarly matched with libx265, with the fastest speeds matching av1_amf, which in itself, is not a particularly good AV1 hardware encoder. The other presets lie somewhere in-between, trading blows with various hardware AV1 and H.265 encoders.
Perhaps VMAF is our best judge, and it seems to place librav1e behind libx265 which is a little surprising given how close they were in the two graphs above. It does have a cross-over with av1_nvenc, which performs better at higher bitrates than librav1e. The fastest setting is a close match to hevc_amf in this metric as well.
Image Comparison
The proof is in the images below.
- Frame 844
- QP=32 starts to make a change to the gradient background, smoothing out much of the grain. Above QP=80, sharp edge artifacts seem to appear. Hair detail beginning to be smoothed at QP=48~64.
- Frame 1347
- Background and fine foreground hair detail smudged at QP=48~64. Foreground hair takes a slightly splotchy appearance at QP=40~48.
- Frame 3733
- Significant softening of moving hair detail at QP=32. Not a very sharp result all-round.
- Frame 4415
- Fine hair details noticeably softened at QP=32, altered by QP=40~48. Crown hair takes a detail-less appearance at QP=32~40.
From this, I would say that QP=24~40 might be a good constraint for decent encodes.
Conclusion
Based on these results, it would seem that librav1e certainly doesn’t deliver headline-grabbing AV1 compression efficiencies. This is not surprising as it seems to prioritise speed and safety (being coded in Rust), reaching more of an H.265 (HEVC) level of compression efficiency with an AV1 bitstream. Whether this is actually useful in real terms is debatable – perhaps sticking with an older codec that provides the same level of quality is a better idea purely due to lower computational demands for decoding and broader compatibility even if the encoding might take a little longer.
Nevertheless, I would say that a sensible range of QPs is 32 to 96 as the codec seems to use a lot more bitrate exponentially below 32, and the worst-frame results fall-off linearly past 96. But based on a visual analysis, good quality seems to be maintained in the QP=24 (25.4Mbit/s) ~ 40 (14.4Mbit/s) range.
While all the encoding and testing has now been done, I hope to wrap this up with a conclusion posting as well, hopefully featuring some nicer, less-cluttered graphs with more range. Stay tuned!
Encode Stats (for this Part)
Total Number of Encodings: 352
Total Size: 142,923,819,986 bytes
Encode Stats (for all Parts)
Total Number of Encodings: 7,630
Total Size: 2,431,756,061,769 bytes
This post is part of a series. See the main index at the bottom of Part 0.
Appendix: Raw Data
QP,Speed,Bitrate (Mbit/s),psnr_y_min,psnr_y_max,psnr_y_mean,psnr_y_hmean,float_ssim_min,float_ssim_max,float_ssim_mean,float_ssim_hmean,vmaf_min,vmaf_max,vmaf_mean,vmaf_hmean 0,0,186.5897166,58.572699,60,59.99761,59.997575,0.999987,1,0.999998,0.999998,97.412783,100,99.969966,99.969585 8,0,66.26837735,47.909261,60,51.867232,51.777987,0.999183,0.999991,0.999778,0.999778,96.253236,100,99.925751,99.924644 16,0,38.3566644,43.972525,59.531817,49.088727,48.996838,0.998144,0.999978,0.999503,0.999503,95.77742,100,99.86501,99.862591 24,0,25.41589172,41.042188,58.647374,47.535168,47.414008,0.997299,0.99998,0.999198,0.999198,95.426896,100,99.785063,99.78033 32,0,18.54397666,39.715464,58.036191,46.463458,46.322288,0.996855,0.999921,0.998893,0.998893,94.785861,100,99.698798,99.691046 40,0,14.39249202,38.861831,57.815316,45.64347,45.48531,0.995855,0.999916,0.998588,0.998588,94.002452,100,99.603051,99.591515 48,0,11.70596738,37.507231,57.391828,44.968708,44.794627,0.994579,0.999913,0.998289,0.998288,93.279635,100,99.502133,99.486457 56,0,9.833118529,36.597255,57.187769,44.382335,44.19525,0.993497,0.999847,0.997984,0.997983,92.92347,100,99.387241,99.366694 64,0,8.442182149,35.588373,56.892016,43.85263,43.64989,0.992189,0.999759,0.997666,0.997666,91.953893,100,99.252986,99.226436 72,0,7.398968811,34.874706,56.64088,43.374535,43.158736,0.990737,0.999687,0.997339,0.997338,91.299799,100,99.095392,99.061599 80,0,6.579450739,34.23962,56.37871,42.939944,42.710965,0.989259,0.999638,0.997004,0.997004,90.735027,100,98.929088,98.887389 88,0,5.90849405,33.566872,56.149934,42.521026,42.279093,0.987613,0.999585,0.996648,0.996647,90.426497,100,98.735294,98.68409 96,0,5.31193046,32.926599,55.898728,42.094958,41.840738,0.985993,0.99955,0.996234,0.996233,89.287842,100,98.497597,98.433805 104,0,4.508906845,31.899412,55.49235,41.42973,41.157796,0.982164,0.999446,0.995466,0.995465,86.885639,100,98.023247,97.933246 112,0,3.932447614,31.177601,55.101768,40.848812,40.56008,0.978312,0.999359,0.994649,0.994647,82.89913,100,97.465649,97.343355 120,0,3.472933064,30.626706,54.73275,40.31552,40.011347,0.975058,0.999232,0.993797,0.993795,79.574576,100,96.814095,96.656041 128,0,2.940769434,29.904253,54.349537,39.595027,39.270381,0.969671,0.999064,0.992398,0.992394,74.706717,100,95.643062,95.419831 136,0,2.575978535,29.339235,53.871187,38.99257,38.651703,0.9645,0.998899,0.991004,0.990999,71.076021,100,94.338654,94.047392 144,0,2.203508982,28.64018,53.442769,38.271807,37.911267,0.957497,0.998665,0.98902,0.989012,64.785983,100,92.362582,91.974982 152,0,1.894727764,28.009178,53.17467,37.572815,37.19455,0.950021,0.998477,0.986692,0.986679,58.725867,100,89.930357,89.434815 160,0,1.631863563,27.374283,52.596807,36.873276,36.476957,0.941912,0.998192,0.983892,0.983871,53.737838,100,87.03998,86.435506 168,0,1.38867505,26.693675,52.29353,36.121204,35.70637,0.931934,0.998029,0.980218,0.980185,48.012239,100,83.475761,82.755463 176,0,1.193339624,25.988985,51.801787,35.410256,34.978994,0.921391,0.99773,0.976079,0.976027,40.95314,100,79.608916,78.772393 184,0,1.011106256,25.184757,51.385855,34.641899,34.194297,0.911941,0.997501,0.970692,0.970609,37.563081,100,75.118366,74.153306 192,0,0.863050803,24.409604,50.739036,33.909624,33.44795,0.899785,0.997008,0.964493,0.964365,33.646803,100,70.450469,69.337049 200,0,0.733165085,23.634208,50.001132,33.161922,32.686751,0.885358,0.996383,0.956932,0.956736,30.977628,100,65.516508,64.227271 208,0,0.626801539,22.936479,49.435705,32.45626,31.96988,0.862543,0.995877,0.948436,0.948143,27.993597,100,60.66029,59.193335 216,0,0.528438195,22.167116,48.606248,31.687257,31.191985,0.834157,0.995004,0.937583,0.937141,25.985979,100,55.315619,53.638865 224,0,0.447096267,21.52387,48.009595,30.944539,30.441925,0.805271,0.994879,0.925104,0.924455,22.17859,100,50.126598,48.206444 232,0,0.382744868,20.92749,47.15157,30.258949,29.750996,0.771163,0.994265,0.911653,0.910736,18.625979,100,45.351817,43.181661 240,0,0.333076015,20.497621,46.783216,29.647627,29.137533,0.739274,0.993844,0.897979,0.896744,16.00114,100,41.165676,38.759212 248,0,0.309664042,20.242493,46.330434,29.324229,28.813948,0.720863,0.993752,0.889923,0.888481,14.682983,100,39.107502,36.522964 0,1,187.907006,57.515856,60,59.979987,59.979615,0.999986,1,0.999997,0.999997,97.399033,100,99.969058,99.968665 8,1,67.7746259,47.859532,60,51.711301,51.62462,0.999243,0.999991,0.999781,0.999781,96.224151,100,99.923604,99.922456 16,1,39.64441928,44.031984,59.482962,49.019697,48.927826,0.998113,0.999967,0.999511,0.999511,95.723824,100,99.86142,99.85891 24,1,26.35830081,41.120695,58.71743,47.490878,47.370904,0.997347,0.999958,0.999216,0.999216,95.408047,100,99.780001,99.775139 32,1,19.23994458,39.711387,58.031705,46.448564,46.307572,0.996917,0.99992,0.998921,0.998921,94.70138,100,99.691251,99.68321 40,1,14.9763543,38.761746,57.812883,45.645763,45.487409,0.995905,0.999873,0.99863,0.99863,93.983644,100,99.595291,99.583458 48,1,12.18846283,37.362287,57.371963,44.976857,44.802294,0.994835,0.999848,0.998343,0.998343,93.309088,100,99.490181,99.473969 56,1,10.24882358,36.396414,57.127607,44.395111,44.207056,0.993736,0.99982,0.998054,0.998053,92.649827,100,99.371483,99.350233 64,1,8.822689933,35.423984,56.800432,43.873412,43.670014,0.992848,0.999758,0.997755,0.997755,92.109086,100,99.23571,99.208336 72,1,7.741205717,34.680351,56.589907,43.39883,43.182452,0.991512,0.999718,0.997445,0.997445,91.392167,100,99.075202,99.040285 80,1,6.890763764,34.326909,56.322537,42.966492,42.737889,0.990628,0.999671,0.997129,0.997129,90.852349,100,98.90153,98.858351 88,1,6.221333383,33.806902,56.101033,42.558301,42.3188,0.98917,0.999636,0.996799,0.996799,89.894386,100,98.70499,98.651798 96,1,5.610613005,33.177821,55.863283,42.141947,41.891449,0.988025,0.999589,0.996419,0.996418,89.247783,100,98.464633,98.39896 104,1,4.766417798,32.138728,55.450615,41.481933,41.213059,0.985173,0.999494,0.995712,0.995711,87.721894,100,97.987478,97.894986 112,1,4.154000654,31.398489,55.026485,40.900998,40.615343,0.982054,0.999388,0.994946,0.994945,84.214613,100,97.431922,97.306861 120,1,3.645039062,30.623441,54.655612,40.359411,40.057728,0.977951,0.999299,0.994092,0.99409,80.523872,100,96.766565,96.605315 128,1,3.091402641,29.930442,54.314847,39.641794,39.319582,0.973362,0.99913,0.992773,0.99277,76.760187,100,95.58287,95.355765 136,1,2.710891676,29.304691,53.951519,39.042043,38.703944,0.969085,0.998939,0.991457,0.991452,72.742499,100,94.286219,93.988507 144,1,2.317155026,28.632052,53.378299,38.3194,37.96145,0.96265,0.998783,0.989541,0.989533,65.976791,100,92.29516,91.898361 152,1,1.995903925,28.092503,52.978505,37.623889,37.249081,0.956095,0.998507,0.987347,0.987336,61.353975,100,89.924696,89.421409 160,1,1.717024195,27.384882,52.577983,36.922568,36.529641,0.948184,0.998196,0.98463,0.984612,56.284567,100,87.051444,86.433537 168,1,1.461543042,26.711323,52.388738,36.166154,35.75534,0.937967,0.99807,0.981113,0.981084,49.962227,100,83.508131,82.7636 176,1,1.254373725,26.046421,51.785703,35.451716,35.023872,0.927536,0.997746,0.977094,0.977048,44.65188,100,79.680915,78.817521 184,1,1.061214242,25.238918,51.106413,34.676368,34.232878,0.915538,0.997255,0.971815,0.971741,40.292242,100,75.193499,74.200015 192,1,0.904856796,24.451965,50.689712,33.93795,33.479949,0.902649,0.997041,0.965749,0.965633,35.168298,100,70.573233,69.426839 200,1,0.767007174,23.676539,49.898161,33.181264,32.709696,0.885333,0.996248,0.958251,0.95807,32.180668,100,65.561538,64.233501 208,1,0.654200589,22.968628,49.340518,32.46327,31.981237,0.861067,0.995583,0.949774,0.949502,29.156147,100,60.705826,59.196647 216,1,0.550167609,22.20712,48.546479,31.686617,31.195505,0.831025,0.994856,0.938894,0.938476,25.985052,100,55.270171,53.53475 224,1,0.46338231,21.55784,48.017643,30.932109,30.434323,0.803852,0.994774,0.92628,0.92566,20.39072,100,50.026221,48.054207 232,1,0.39538641,20.961889,47.273527,30.238647,29.735138,0.769038,0.994342,0.91263,0.911737,17.632506,100,45.288959,43.074617 240,1,0.342446911,20.524192,46.727165,29.606096,29.101239,0.736376,0.993804,0.898453,0.897241,15.341631,100,40.954256,38.443808 248,1,0.316886175,20.242219,46.535174,29.26976,28.765141,0.715713,0.99366,0.889967,0.888533,13.693456,100,38.735049,36.049295 0,2,187.4138315,57.476928,60,59.978969,59.978609,0.999986,1,0.999997,0.999997,97.386401,100,99.96888,99.968484 8,2,67.99370195,47.863083,60,51.655495,51.571525,0.999252,0.999992,0.999778,0.999778,96.216515,100,99.923361,99.922208 16,2,39.9807471,44.025921,59.557455,48.984975,48.893812,0.998153,0.999968,0.999501,0.999501,95.695678,100,99.859646,99.857083 24,2,26.66687269,41.045882,58.560473,47.459155,47.338685,0.997275,0.999962,0.999202,0.999202,95.294179,100,99.776131,99.77109 32,2,19.50750985,39.681528,57.96068,46.412687,46.271634,0.996927,0.999912,0.998902,0.998902,94.598272,100,99.68565,99.677368 40,2,15.19570783,38.741957,57.743462,45.60648,45.448076,0.995939,0.999873,0.998608,0.998608,93.923974,100,99.587425,99.575231 48,2,12.3777091,37.310533,57.341505,44.934747,44.760221,0.994893,0.999844,0.998316,0.998316,93.282557,100,99.481155,99.464559 56,2,10.41942214,36.374849,57.098347,44.350938,44.163052,0.993793,0.99982,0.998023,0.998022,92.615821,100,99.361093,99.339322 64,2,8.980566372,35.385935,56.771925,43.827865,43.624848,0.992938,0.999755,0.997718,0.997717,91.679756,100,99.220774,99.192679 72,2,7.887423104,34.644717,56.522269,43.35296,43.137255,0.991485,0.999716,0.997402,0.997402,91.23907,100,99.056435,99.020694 80,2,7.026970659,34.29183,56.283804,42.920153,42.692403,0.990602,0.999666,0.99708,0.997079,90.456534,100,98.878669,98.834279 88,2,6.35031394,33.85192,56.030139,42.511872,42.273496,0.989296,0.999631,0.996741,0.996741,89.596588,100,98.677894,98.623225 96,2,5.730772173,33.266442,55.809726,42.094126,41.84507,0.987996,0.999575,0.996352,0.996351,88.939725,100,98.430231,98.362377 104,2,4.873787656,32.308034,55.437449,41.432496,41.165387,0.985115,0.999478,0.995631,0.99563,87.028605,100,97.942389,97.84721 112,2,4.250836984,31.435089,55.122536,40.849093,40.565228,0.981845,0.999378,0.99485,0.994849,83.396918,100,97.369458,97.240663 120,2,3.732372525,30.634169,54.745343,40.305518,40.005651,0.977737,0.999276,0.993975,0.993972,80.39634,100,96.679426,96.513096 128,2,3.165938171,29.866062,54.337173,39.582155,39.261795,0.97308,0.999093,0.992619,0.992616,76.409473,100,95.450096,95.214826 136,2,2.777177273,29.243176,53.962414,38.977859,38.641682,0.968825,0.998929,0.991269,0.991264,72.352107,100,94.110612,93.804378 144,2,2.375192705,28.578697,53.3689,38.252304,37.897026,0.962329,0.998701,0.989298,0.98929,65.930234,100,92.065577,91.659409 152,2,2.047795161,28.006332,52.933382,37.556674,37.184152,0.955879,0.998415,0.987059,0.987047,61.111441,100,89.630354,89.116285 160,2,1.762158761,27.345549,52.566644,36.848954,36.458841,0.947359,0.998237,0.984281,0.984262,55.770777,100,86.67594,86.049745 168,2,1.500313242,26.672358,52.299832,36.088831,35.680259,0.937134,0.998017,0.980659,0.980629,50.151641,100,83.067646,82.316164 176,2,1.286799951,26.01598,51.763424,35.368631,34.943211,0.926714,0.99774,0.976524,0.976476,44.926399,100,79.155353,78.285467 184,2,1.088743105,25.194321,51.225446,34.588984,34.147825,0.915193,0.99738,0.971092,0.971014,39.521291,100,74.583659,73.578134 192,2,0.928202325,24.429437,50.586306,33.847632,33.392147,0.901323,0.996932,0.964868,0.964747,35.439308,100,69.877709,68.721495 200,2,0.786360218,23.651439,49.870471,33.08647,32.61721,0.881589,0.996227,0.957177,0.956988,32.24432,100,64.864174,63.539568 208,2,0.670239692,22.928943,49.168364,32.363633,31.883392,0.858012,0.995485,0.948464,0.94818,29.537245,100,59.913682,58.397145 216,2,0.563303913,22.197915,48.481762,31.584423,31.095946,0.827704,0.994797,0.93721,0.936776,25.445074,100,54.437396,52.695171 224,2,0.474519598,21.499235,48.017643,30.826905,30.331427,0.795948,0.99459,0.924209,0.923563,20.980712,100,49.17023,47.211344 232,2,0.404697083,20.868973,47.272539,30.133653,29.631771,0.763444,0.994429,0.910242,0.909315,16.932655,100,44.339597,42.124686 240,2,0.350269163,20.396956,46.727165,29.5057,29.001071,0.726934,0.993215,0.895608,0.894339,15.071249,100,40.056962,37.549536 248,2,0.324137925,20.183226,46.535174,29.170372,28.665605,0.703404,0.993518,0.886989,0.885493,13.623191,100,37.844908,35.195654 0,3,189.3745097,56.806418,60,59.684423,59.677926,0.999982,1,0.999995,0.999995,97.34503,100,99.967315,99.966898 8,3,66.9427252,47.853938,60,51.479946,51.405805,0.999118,0.999988,0.999756,0.999756,95.966974,100,99.918947,99.917712 16,3,39.9387339,44.042492,59.338614,48.93327,48.845251,0.997962,0.999968,0.999487,0.999487,95.657274,100,99.855903,99.853264 24,3,26.79262809,41.049991,58.590916,47.43425,47.314884,0.99727,0.999962,0.999194,0.999194,95.278187,100,99.772611,99.767483 32,3,19.66649658,39.682312,57.967855,46.395639,46.254891,0.99692,0.999912,0.998896,0.998896,94.620753,100,99.682323,99.673947 40,3,15.34325449,38.760417,57.744764,45.590222,45.431838,0.995957,0.999873,0.998604,0.998603,93.970246,100,99.582304,99.569963 48,3,12.50528316,37.3328,57.340824,44.918471,44.743746,0.994899,0.999843,0.998312,0.998312,93.278732,100,99.475364,99.458565 56,3,10.5272306,36.376899,57.070038,44.331926,44.143555,0.993822,0.99982,0.998018,0.998018,92.641266,100,99.35076,99.328669 64,3,9.072875411,35.357389,56.768435,43.807603,43.603901,0.992934,0.999754,0.997711,0.997711,91.845373,100,99.207029,99.178382 72,3,7.965556659,34.624601,56.529679,43.329591,43.112836,0.991503,0.999713,0.997395,0.997395,91.004405,100,99.038923,99.002428 80,3,7.092441996,34.272705,56.281286,42.89407,42.664996,0.990588,0.999668,0.997072,0.997071,90.137222,100,98.858188,98.812864 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144,3,2.384745086,28.562047,53.3689,38.227172,37.870141,0.962181,0.998697,0.989282,0.989275,65.930234,100,91.98696,91.576701 152,3,2.054387523,28.018406,52.933382,37.533591,37.159872,0.955768,0.998415,0.987041,0.987029,61.111441,100,89.544413,89.02648 160,3,1.766559418,27.309699,52.566644,36.830541,36.43909,0.946768,0.998237,0.984265,0.984246,55.770777,100,86.600146,85.970027 168,3,1.503059155,26.641497,52.299832,36.07347,35.663731,0.937105,0.998017,0.980641,0.980611,50.151641,100,83.005009,82.252642 176,3,1.28807773,25.95547,51.763424,35.354988,34.928911,0.926825,0.99774,0.976508,0.97646,44.926399,100,79.10356,78.235251 184,3,1.089565105,25.132495,51.225446,34.579505,34.137666,0.915401,0.99738,0.971076,0.970998,39.521291,100,74.542141,73.540473 192,3,0.928569429,24.375185,50.586306,33.840219,33.384067,0.901698,0.996932,0.964846,0.964725,35.439308,100,69.844492,68.688629 200,3,0.786557536,23.618634,49.870471,33.078779,32.60978,0.880849,0.996227,0.957166,0.956977,32.24432,100,64.80474,63.484977 208,3,0.670243085,22.897684,49.118395,32.362091,31.881924,0.857977,0.995503,0.948454,0.948169,29.537245,100,59.880807,58.360452 216,3,0.563299318,22.149661,48.481762,31.580897,31.091984,0.827958,0.994711,0.937204,0.936769,24.545444,100,54.408458,52.664253 224,3,0.474606081,21.504793,48.017643,30.825897,30.330904,0.796858,0.994549,0.924241,0.923596,20.600118,100,49.140456,47.164961 232,3,0.404793109,20.894778,47.287246,30.134274,29.632549,0.763952,0.99441,0.910261,0.909332,17.308549,100,44.330289,42.116231 240,3,0.350382825,20.409967,46.727165,29.506728,29.002365,0.727405,0.9936,0.89563,0.89436,14.852706,100,40.069001,37.566921 248,3,0.324206313,20.18075,46.535174,29.16967,28.664793,0.707714,0.993518,0.886957,0.885461,13.820494,100,37.837065,35.192164 0,4,189.5693972,56.730234,60,59.682853,59.676325,0.999909,1,0.999994,0.999994,96.948808,100,99.967187,99.966762 8,4,66.47170831,46.861696,60,51.332332,51.259049,0.999066,0.999987,0.999741,0.999741,95.917545,100,99.916771,99.915491 16,4,39.80198237,42.335414,59.016643,48.790665,48.696074,0.997873,0.999967,0.999467,0.999467,95.600579,100,99.851092,99.848316 24,4,27.04655593,40.672574,58.354229,47.353627,47.231726,0.997129,0.999962,0.999181,0.999181,95.223113,100,99.766091,99.760732 32,4,19.93173302,39.670329,57.902327,46.350973,46.208921,0.996828,0.99991,0.998889,0.998889,94.469122,100,99.67492,99.666215 40,4,15.59878003,38.55254,57.704898,45.5609,45.401388,0.995931,0.999873,0.9986,0.9986,93.879416,100,99.573358,99.560598 48,4,12.73290298,37.130664,57.307636,44.896261,44.720485,0.99489,0.999842,0.998309,0.998309,93.263586,100,99.464812,99.447556 56,4,10.72100703,36.147663,57.074749,44.316719,44.127437,0.993806,0.999824,0.998015,0.998015,92.459995,100,99.339727,99.317061 64,4,9.226684333,35.163757,56.771665,43.794521,43.590108,0.992904,0.999757,0.997707,0.997707,91.874482,100,99.196939,99.167858 72,4,8.099968995,34.485513,56.50825,43.318558,43.101412,0.991478,0.999714,0.99739,0.99739,91.160223,100,99.026104,98.98898 80,4,7.208599703,34.134457,56.262938,42.884606,42.655176,0.990598,0.999666,0.997066,0.997066,90.304403,100,98.844249,98.798327 88,4,6.51060658,33.683081,56.016448,42.472865,42.232533,0.98931,0.999617,0.996725,0.996724,89.465569,100,98.633818,98.576947 96,4,5.876021489,33.094368,55.785213,42.051648,41.800343,0.987978,0.999576,0.996332,0.996331,88.985459,100,98.375244,98.304591 104,4,4.997020258,32.134932,55.445037,41.389416,41.119798,0.985207,0.999481,0.995608,0.995607,87.131938,100,97.874385,97.775511 112,4,4.358345526,31.328437,55.084172,40.806084,40.519545,0.98194,0.999377,0.994823,0.994822,83.652695,100,97.286263,97.153075 120,4,3.82842142,30.537275,54.755912,40.260827,39.95795,0.977818,0.999268,0.993944,0.993942,80.550821,100,96.572366,96.39992 128,4,3.24479512,29.800913,54.292903,39.535959,39.212444,0.973269,0.999099,0.992576,0.992573,76.626332,100,95.314397,95.071658 136,4,2.845260328,29.158207,53.997146,38.931095,38.591753,0.968764,0.998913,0.991212,0.991207,72.472417,100,93.949238,93.633375 144,4,2.432421249,28.542597,53.363335,38.207805,37.849306,0.962379,0.998713,0.989238,0.98923,66.107723,100,91.861835,91.441828 152,4,2.095228979,27.990027,52.970098,37.513007,37.13746,0.955999,0.998443,0.986986,0.986975,61.413642,100,89.413097,88.886294 160,4,1.801531164,27.293117,52.569908,36.807673,36.415045,0.94695,0.998237,0.984189,0.98417,56.247559,100,86.455012,85.816497 168,4,1.532097503,26.637132,52.420401,36.048055,35.637094,0.937195,0.99813,0.980532,0.980501,49.922266,100,82.809396,82.045544 176,4,1.313221388,25.893052,51.778222,35.330329,34.903193,0.925817,0.997736,0.976372,0.976324,44.853619,100,78.902448,78.022029 184,4,1.110078626,25.09657,51.055738,34.553595,34.110712,0.9103,0.997222,0.970904,0.970826,40.001351,100,74.32414,73.306974 192,4,0.945043318,24.344004,50.602427,33.813476,33.356152,0.891685,0.997048,0.96463,0.964508,36.019163,100,69.615283,68.448797 200,4,0.800024648,23.583396,49.833201,33.053169,32.582299,0.881711,0.996309,0.956875,0.956684,32.827124,100,64.548798,63.208734 208,4,0.681458975,22.891563,49.457883,32.333287,31.851293,0.85653,0.995799,0.948099,0.947811,29.113556,100,59.570709,58.028196 216,4,0.57215202,22.135713,48.727407,31.556418,31.065385,0.825815,0.995214,0.936805,0.936365,25.037667,100,54.150507,52.389032 224,4,0.48155505,21.47851,48.015954,30.805357,30.307409,0.795918,0.994735,0.923782,0.923128,21.010234,100,48.878734,46.895713 232,4,0.410221813,20.85437,47.297046,30.113607,29.60884,0.76287,0.994482,0.909733,0.908793,17.021571,100,44.086236,41.841162 240,4,0.354872262,20.416491,46.792905,29.488003,28.981014,0.725912,0.993732,0.89514,0.893855,14.629928,100,39.837866,37.301178 248,4,0.328140058,20.195157,46.385032,29.153922,28.64612,0.707138,0.99356,0.88647,0.884956,13.558226,100,37.597126,34.894067 0,5,190.0523707,56.745142,60,59.670095,59.663053,0.999909,1,0.999994,0.999994,96.943173,100,99.967231,99.966807 8,5,66.99137368,46.89775,60,51.312576,51.238464,0.999037,0.999987,0.999738,0.999738,95.955376,100,99.916635,99.915353 16,5,40.09045788,42.42208,59.001209,48.769391,48.674196,0.997877,0.999967,0.999463,0.999463,95.570988,100,99.851304,99.84853 24,5,27.23294655,40.648764,58.35024,47.332015,47.209373,0.997088,0.999962,0.999175,0.999175,95.234938,100,99.766358,99.760986 32,5,20.07758273,39.588325,57.89756,46.331171,46.188345,0.996832,0.99991,0.998883,0.998883,94.505398,100,99.676383,99.66771 40,5,15.71031304,38.530349,57.700287,45.542187,45.382009,0.995936,0.999873,0.998594,0.998594,93.775248,100,99.575316,99.562613 48,5,12.82292811,37.082712,57.304536,44.878484,44.702084,0.994887,0.999842,0.998302,0.998302,93.102062,100,99.467258,99.450098 56,5,10.79651851,36.089133,57.07273,44.299289,44.109345,0.993801,0.999824,0.998006,0.998006,92.567424,100,99.342249,99.319736 64,5,9.291472073,35.149565,56.769123,43.778366,43.573478,0.992917,0.999757,0.997698,0.997697,91.821472,100,99.199415,99.17054 72,5,8.156830045,34.456223,56.507586,43.302274,43.084558,0.991486,0.999713,0.997379,0.997378,91.129445,100,99.029569,98.992589 80,5,7.259805785,34.078345,56.262829,42.868684,42.638776,0.99057,0.999665,0.997053,0.997053,90.432522,100,98.847916,98.802077 88,5,6.557550443,33.652239,56.016281,42.457217,42.216515,0.989266,0.999616,0.996713,0.996712,89.663734,100,98.638284,98.581912 96,5,5.918646514,33.069353,55.785079,42.037244,41.785461,0.987979,0.999575,0.996319,0.996319,88.959573,100,98.381602,98.311398 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192,6,0.961704912,24.310628,50.650438,33.799135,33.342786,0.891716,0.996981,0.96451,0.964387,35.020048,100,69.585468,68.406885 200,6,0.813258038,23.596094,49.941846,33.036945,32.567012,0.871773,0.996398,0.956707,0.956515,33.238902,100,64.508668,63.160627 208,6,0.691483145,22.869325,49.51243,32.316084,31.835156,0.850731,0.995818,0.947861,0.947571,29.662424,100,59.545728,58.012706 216,6,0.579872308,22.120153,48.599397,31.534085,31.044161,0.825271,0.995107,0.936418,0.935975,25.268557,100,54.055743,52.300351 224,6,0.487231542,21.474878,48.101926,30.781117,30.284127,0.792722,0.994741,0.923297,0.922637,20.697748,100,48.769491,46.789447 232,6,0.414742211,20.83695,47.451912,30.088042,29.583882,0.761388,0.994514,0.909148,0.908199,17.477369,100,43.905799,41.659263 240,6,0.358079397,20.427132,46.952363,29.460417,28.954182,0.728178,0.993937,0.894386,0.89309,14.809352,100,39.625122,37.076749 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56,7,10.94078855,36.083747,57.001516,44.247656,44.057739,0.993809,0.999781,0.998005,0.998005,92.559499,100,99.33424,99.31136 64,7,9.42513532,35.13671,56.66716,43.720659,43.515728,0.99286,0.999739,0.997696,0.997695,91.948286,100,99.18923,99.159888 72,7,8.282269478,34.421923,56.417767,43.237996,43.020107,0.991492,0.999705,0.997376,0.997375,91.036747,100,99.01695,98.979628 80,7,7.378751144,34.08778,56.177416,42.795375,42.565072,0.990666,0.999658,0.99705,0.997049,90.321239,100,98.827686,98.781077 88,7,6.669996815,33.626345,55.927132,42.375499,42.13423,0.989298,0.999614,0.996707,0.996707,89.785905,100,98.611172,98.55338 96,7,6.02486413,33.028918,55.709648,41.94811,41.695766,0.987984,0.999561,0.996312,0.996312,88.927882,100,98.34816,98.276309 104,7,5.129321435,32.110273,55.308267,41.271298,41.000564,0.98535,0.999462,0.995579,0.995578,87.098702,100,97.826184,97.724842 112,7,4.47535128,31.263571,54.923897,40.680808,40.393291,0.982258,0.999356,0.99479,0.994789,83.594959,100,97.222847,97.086297 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176,7,1.347118646,25.833659,51.352603,35.169723,34.738924,0.925753,0.997614,0.976133,0.976083,44.868934,100,78.607132,77.718729 184,7,1.137250387,25.038639,50.832563,34.394113,33.948312,0.909804,0.997239,0.970591,0.970511,39.734642,100,74.020338,72.999404 192,7,0.967213773,24.297126,50.476414,33.668247,33.208922,0.891786,0.997019,0.964303,0.964179,35.8537,100,69.386458,68.207591 200,7,0.817741149,23.543883,49.724964,32.920055,32.446759,0.871786,0.996245,0.956521,0.956327,32.949694,100,64.365338,63.021445 208,7,0.695245054,22.857284,49.396639,32.212693,31.728617,0.850629,0.995935,0.947636,0.947343,29.092891,100,59.461551,57.932572 216,7,0.582878449,22.094103,48.622666,31.447649,30.954969,0.824488,0.995242,0.936222,0.935774,25.450588,100,54.039956,52.294897 224,7,0.489485733,21.427176,47.973358,30.707327,30.208133,0.79211,0.994661,0.923069,0.922403,21.086044,100,48.817984,46.849707 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40,8,15.97843627,38.487047,57.486596,45.389694,45.232003,0.995933,0.999865,0.998601,0.998601,94.048503,100,99.593185,99.581373 48,8,13.07086727,37.058356,57.160481,44.721351,44.547171,0.994883,0.99983,0.998308,0.998308,93.498987,100,99.486321,99.470141 56,8,11.0215281,36.029325,56.915004,44.119347,43.931206,0.993805,0.999781,0.998011,0.998011,92.797278,100,99.36104,99.339581 64,8,9.463899017,35.070623,56.589981,43.614839,43.41285,0.992864,0.999737,0.997697,0.997697,92.030067,100,99.212476,99.184398 72,8,8.312994026,34.375829,56.362093,43.130529,42.915463,0.991491,0.999702,0.997375,0.997375,91.293968,100,99.037492,99.00132 80,8,7.401130051,34.008234,56.094437,42.681002,42.453714,0.990631,0.999654,0.997047,0.997046,90.59797,100,98.854624,98.809585 88,8,6.684771252,33.564949,55.873584,42.255245,42.01691,0.989284,0.999608,0.996702,0.996702,90.064419,100,98.640672,98.584848 96,8,6.036602526,32.987972,55.610722,41.82206,41.572541,0.987992,0.999552,0.996306,0.996305,89.299085,100,98.384518,98.314945 104,8,5.13859019,32.044233,55.19892,41.13355,40.865751,0.985344,0.999449,0.995568,0.995567,87.218015,100,97.872645,97.773987 112,8,4.479062967,31.199793,54.807803,40.541018,40.255789,0.982187,0.999335,0.994777,0.994775,83.634179,100,97.286553,97.15356 120,8,3.934646918,30.486463,54.501367,39.977565,39.675062,0.978111,0.99921,0.993878,0.993875,80.480644,100,96.584903,96.412763 128,8,3.342403227,29.704181,53.855664,39.228449,38.906421,0.973569,0.998986,0.992489,0.992486,76.665664,100,95.324094,95.080983 136,8,2.932203078,29.072327,53.539314,38.616243,38.277059,0.968818,0.998803,0.991109,0.991104,72.603875,100,93.990415,93.672831 144,8,2.505332607,28.412365,52.899491,37.893547,37.534271,0.962601,0.998642,0.989104,0.989097,66.347267,100,91.931748,91.509249 152,8,2.156405971,27.851718,52.550465,37.217509,36.839189,0.955979,0.998385,0.98686,0.986848,61.352712,100,89.508411,88.975957 160,8,1.854100237,27.176404,52.142356,36.503009,36.107113,0.947889,0.998058,0.983995,0.983976,56.157409,100,86.582429,85.93284 168,8,1.578576752,26.502725,51.783872,35.735963,35.322339,0.937454,0.997831,0.980267,0.980237,50.156754,100,82.981845,82.205011 176,8,1.34996875,25.770585,51.345524,35.055265,34.624162,0.925466,0.997611,0.976099,0.976051,44.868934,100,79.02024,78.124909 184,8,1.139346914,24.975302,50.832563,34.280778,33.834738,0.909679,0.997239,0.970441,0.970363,39.735197,100,74.483497,73.451521 192,8,0.967847997,24.204444,50.476414,33.558389,33.099073,0.892361,0.997019,0.96402,0.963898,35.8537,100,69.812023,68.630586 200,8,0.817974376,23.486974,49.724964,32.808366,32.335195,0.87203,0.996245,0.956047,0.955854,32.949694,100,64.7864,63.4384 208,8,0.694948034,22.813144,49.330636,32.1101,31.627192,0.850514,0.995904,0.947,0.946709,29.142333,100,59.799989,58.258507 216,8,0.582303742,22.058618,48.622666,31.351792,30.860157,0.822361,0.995242,0.935319,0.934872,24.645755,100,54.34363,52.595149 224,8,0.488718126,21.392047,47.973358,30.620307,30.122974,0.790988,0.994802,0.921949,0.921284,20.945565,100,49.04287,47.059481 232,8,0.415427223,20.795789,47.418952,29.952206,29.449169,0.760148,0.994367,0.907694,0.906741,17.769912,100,44.262615,42.037722 240,8,0.358869765,20.386395,46.779098,29.353741,28.847875,0.725343,0.99377,0.893029,0.891729,14.956507,100,39.953552,37.421061 248,8,0.331252475,20.174066,46.611659,29.030658,28.523913,0.709813,0.993736,0.884174,0.88264,13.851444,100,37.746485,35.040838 0,9,172.172925,53.837015,60,55.552341,55.541938,0.99974,0.999992,0.999917,0.999917,96.311391,100,99.956484,99.955908 8,9,68.17431259,47.537058,60,50.71768,50.664745,0.998783,0.99998,0.999679,0.999679,95.768919,100,99.917903,99.916662 16,9,41.70154706,44.028745,59.266228,48.594796,48.509455,0.997717,0.999961,0.999422,0.999422,95.516489,100,99.861636,99.859184 24,9,28.62073376,41.260259,58.413884,47.180927,47.063308,0.997177,0.999939,0.999142,0.999142,94.87708,100,99.782225,99.777467 32,9,21.31971669,39.631928,57.774877,46.149144,46.00949,0.996899,0.9999,0.998854,0.998854,94.629361,100,99.693739,99.685877 40,9,16.78774116,38.733596,57.303514,45.352617,45.197251,0.995886,0.999856,0.998556,0.998556,94.031121,100,99.591443,99.579542 48,9,13.7565966,37.255537,56.894521,44.680256,44.509268,0.994843,0.999816,0.998257,0.998256,93.322873,100,99.477624,99.461051 56,9,11.6362973,36.282518,56.642827,44.072538,43.88799,0.993669,0.999765,0.997953,0.997952,92.823911,100,99.349482,99.327432 64,9,10.03019628,35.246748,56.225811,43.571078,43.372683,0.992618,0.999729,0.997634,0.997633,91.97273,100,99.193711,99.164497 72,9,8.829263316,34.479714,55.96874,43.081861,42.871055,0.991244,0.999679,0.997296,0.997295,91.229284,100,99.01481,98.977083 80,9,7.875784587,34.123815,55.748633,42.631731,42.409389,0.990095,0.999631,0.996952,0.996952,90.286943,100,98.822248,98.775084 88,9,7.127910272,33.673501,55.498492,42.213712,41.981324,0.98875,0.999576,0.996596,0.996595,89.597117,100,98.60931,98.55088 96,9,6.437413823,33.042664,55.317824,41.779146,41.535837,0.987354,0.999518,0.996177,0.996176,89.12888,100,98.350495,98.278052 104,9,5.454988849,32.142545,55.005936,41.072487,40.809874,0.984481,0.999417,0.995409,0.995408,87.210899,100,97.824139,97.721765 112,9,4.73962014,31.398007,54.707367,40.459872,40.180284,0.98115,0.9993,0.994581,0.994579,83.292121,100,97.202493,97.062807 120,9,4.160294264,30.457821,54.33014,39.88835,39.592146,0.976846,0.999158,0.99365,0.993647,80.283402,100,96.474547,96.293884 128,9,3.520809868,29.70947,53.859625,39.121571,38.80769,0.971836,0.998963,0.992169,0.992165,75.086817,100,95.155084,94.900051 136,9,3.078597533,28.961789,53.407996,38.49619,38.166503,0.966893,0.998788,0.990721,0.990716,70.87452,100,93.771406,93.440832 144,9,2.623193794,28.281462,52.861186,37.757519,37.409641,0.959166,0.9986,0.988585,0.988577,64.559169,100,91.614433,91.176211 152,9,2.250072452,27.788809,52.375098,37.067914,36.702507,0.951656,0.998285,0.986211,0.986198,59.273612,100,89.10485,88.555471 160,9,1.929822503,27.055444,52.051534,36.336735,35.955373,0.942088,0.997925,0.983175,0.983155,53.301615,100,86.079443,85.414776 168,9,1.638648083,26.37001,51.650542,35.542856,35.147887,0.931096,0.997663,0.979129,0.979097,47.702763,100,82.333664,81.542074 176,9,1.398680453,25.667371,51.093011,34.851189,34.441038,0.919447,0.99718,0.97469,0.974638,41.530431,100,78.26828,77.352456 184,9,1.178201794,24.836234,50.570784,34.046404,33.626311,0.905188,0.996801,0.968517,0.968435,36.894956,100,73.569001,72.50978 192,9,1.000726574,24.05172,50.122179,33.309468,32.879765,0.886438,0.996515,0.961697,0.961567,32.170821,100,68.802856,67.5845 200,9,0.846317817,23.293245,48.699106,32.533949,32.095386,0.863433,0.994631,0.952972,0.95277,28.915697,100,63.672066,62.272491 208,9,0.721431002,22.586659,47.897894,31.819126,31.374851,0.839984,0.99431,0.943262,0.942957,26.862931,100,58.6649,57.075462 216,9,0.607827722,21.875406,47.194025,31.037399,30.58985,0.816368,0.993514,0.930642,0.930174,23.824715,100,53.140473,51.32661 224,9,0.51360774,21.208689,46.284926,30.272639,29.825796,0.783258,0.992229,0.915842,0.915148,20.498538,100,47.872296,45.818149 232,9,0.439774186,20.63897,46.125516,29.570995,29.126958,0.747228,0.991627,0.900145,0.899156,17.712737,100,43.082146,40.793782 240,9,0.382716029,20.23935,44.853875,28.943398,28.502088,0.705677,0.990569,0.883815,0.882469,15.122891,100,38.834963,36.252262 248,9,0.355137968,19.99979,44.318453,28.599742,28.160771,0.684578,0.990238,0.873925,0.872338,11.843207,100,36.560809,33.697205 0,10,181.2112826,53.716583,60,55.500357,55.493123,0.999668,0.999991,0.999908,0.999908,96.249806,100,99.956725,99.956151 8,10,74.30074328,46.736381,59.83014,50.65566,50.607031,0.998591,0.999972,0.99967,0.99967,95.746378,100,99.916746,99.91548 16,10,46.83515174,43.952829,59.091116,48.562194,48.47918,0.997511,0.999951,0.999416,0.999416,95.430855,100,99.860377,99.857893 24,10,32.67712935,41.390516,58.333705,47.147866,47.033115,0.996983,0.999924,0.999137,0.999137,94.812154,100,99.777546,99.772628 32,10,24.62377917,39.621907,57.681833,46.099935,45.961734,0.996695,0.999887,0.998845,0.998845,94.600172,100,99.683676,99.675392 40,10,19.64265095,38.332246,57.202205,45.298126,45.143522,0.995811,0.999838,0.998543,0.998543,93.875818,100,99.574214,99.561632 48,10,16.24156229,37.252098,56.753843,44.620258,44.450682,0.994729,0.999792,0.998238,0.998238,93.283135,100,99.453569,99.436 56,10,13.84041661,36.353456,56.515275,44.008521,43.825749,0.993523,0.999734,0.99793,0.99793,92.371384,100,99.321019,99.297644 64,10,11.97418557,35.473054,56.147426,43.507865,43.312854,0.992146,0.999669,0.997604,0.997604,91.401151,100,99.162865,99.132102 72,10,10.56342899,34.554919,55.898578,43.01979,42.812997,0.990874,0.999579,0.99726,0.997259,90.897369,100,98.982007,98.942411 80,10,9.431026589,33.89373,55.659246,42.573349,42.35535,0.989643,0.999496,0.996918,0.996917,89.861136,100,98.79337,98.744159 88,10,8.525436998,33.297539,55.427053,42.161946,41.933052,0.987987,0.999401,0.996557,0.996556,89.342754,100,98.582682,98.522437 96,10,7.699021698,32.798634,55.227011,41.726369,41.486025,0.986137,0.999287,0.996131,0.99613,88.660176,100,98.325425,98.250824 104,10,6.500628214,31.910033,54.916217,41.002779,40.742539,0.982706,0.999146,0.995345,0.995344,85.982127,100,97.790796,97.684912 112,10,5.6234044,31.309339,54.667191,40.380044,40.102638,0.979595,0.999063,0.994483,0.994481,82.641294,100,97.161597,97.017509 120,10,4.950077455,30.668747,54.305505,39.811512,39.519842,0.976732,0.998933,0.993529,0.993527,79.453298,100,96.449039,96.261602 128,10,4.164779461,29.837939,53.859625,39.034671,38.723444,0.970913,0.998762,0.992009,0.992006,74.093684,100,95.127038,94.860961 136,10,3.624519038,29.246743,53.407996,38.401276,38.072728,0.965657,0.998571,0.990503,0.990498,70.451477,100,93.718017,93.370997 144,10,3.071571728,28.603981,52.861186,37.663348,37.316473,0.95848,0.998377,0.988295,0.988287,63.054161,100,91.543812,91.082066 152,10,2.613904045,27.964353,52.450655,36.976665,36.610971,0.950267,0.998186,0.985896,0.985883,57.142777,100,89.011392,88.431176 160,10,2.227070878,27.356604,52.051534,36.246593,35.864295,0.940596,0.997921,0.982777,0.982756,52.373404,100,85.947964,85.242719 168,10,1.875678101,26.633999,51.650542,35.447494,35.052073,0.930251,0.997663,0.978592,0.978559,45.648875,100,82.132963,81.286318 176,10,1.586838136,26.07514,51.093011,34.76513,34.354835,0.917912,0.99718,0.974083,0.974031,40.311124,100,78.030598,77.050439 184,10,1.324140894,25.283504,50.570784,33.965761,33.545421,0.903753,0.996801,0.967791,0.967706,34.478711,100,73.236434,72.098246 192,10,1.112815421,24.510689,50.122179,33.229044,32.799706,0.886828,0.996515,0.960791,0.960658,31.722546,100,68.361668,67.052354 200,10,0.931337608,23.740727,48.699106,32.45818,32.020955,0.871008,0.994631,0.95195,0.951743,28.759018,100,63.179918,61.691802 208,10,0.785654672,22.986822,47.897894,31.752373,31.309291,0.848228,0.99431,0.942122,0.94181,25.472285,100,58.097116,56.379073 216,10,0.65440229,22.248859,47.194025,30.977243,30.530841,0.815665,0.993357,0.929449,0.928969,23.015623,100,52.479941,50.514671 224,10,0.547562925,21.54564,46.284926,30.226805,29.781469,0.781912,0.992224,0.914734,0.914023,20.023676,100,47.21358,44.985403 232,10,0.465230873,20.977783,46.125516,29.535376,29.093127,0.745757,0.991627,0.898947,0.89794,18.762963,100,42.415234,39.920151 240,10,0.402533546,20.361438,44.853875,28.91677,28.476879,0.707116,0.990564,0.882834,0.881467,15.193537,100,38.219889,35.364512 248,10,0.372994463,20.075842,44.318453,28.586295,28.147429,0.686814,0.990246,0.873262,0.871653,12.714651,100,36.073022,33.064527
















