Snorberg cdf under curve

[scarletnorberg]

I think this is done. I need to triple check the output to make sure.

Here is what the output looks like with some of the print statements I had in:

------------------------------------------------------------------ Captured stdout call ------------------------------------------------------------------
x [0.16023584 0.16231902 0.18504302 0.18681566 0.19785725 0.21183924
0.21361846 0.21833256 0.23410936 0.25016555 0.26950184 0.27789241
0.28464505 0.28930375 0.31126156 0.32254067 0.33118641 0.33712059
0.3438282 0.34940785 0.47932574 0.48959109 0.5113315 0.51599365
0.51815027 0.5221591 0.53527594 0.54218125 0.55831462 0.56078905
0.56445134 0.56456524 0.56621945 0.57158792 0.57200444 0.57215434
0.57417071 0.57880241 0.60756552 0.63405806 0.98405588 0.99842012
1.00471473 1.0235604 1.02872109 1.03716159 1.04640412 1.06633115
1.07339561 1.10100067 1.14100122 1.15396988 1.17612123 1.17779171
1.1831671 1.18634295 1.19794095 1.21148908 1.24772596 1.25429511
1.2556361 1.25840473 1.26482296 1.27807689 1.27934396 1.28424919
1.29631424 1.29814398 1.31095922 1.31358671 1.52257168 1.52628493
1.53218651 1.53296208 1.53413713 1.53695047 1.54814303 1.54928482
1.55143523 1.56060553 1.5647372 1.56600606 1.56947243 1.57096779
1.57105052 1.58428919 1.58840501 1.59513617 1.60043228 1.60113966
1.610448 1.61312425 1.61315441 1.6176033 1.62239742 1.62949491
1.63510942 1.63832819 1.64226437 1.65466106 1.8752178 1.88719654
1.89520419 1.89697957 1.90142846 1.91061437 1.92119753 1.92364109
1.93346298 1.96138752 2.07556152 2.08401299 2.11997366 2.13207412
2.13491821 2.14150286 2.14314294 2.15625429 2.16958714 2.16967535
2.54831743 2.56052065 2.5724647 2.57549906 2.58126879 2.58406639
2.58453965 2.58929467 2.59176135 2.59871054 3.5151701 3.52085996
3.5392642 3.54300737 3.54492092 3.54594827 3.54597235 3.55602169
3.55920005 3.55951357 3.56193852 3.56948829 3.57089949 3.57430696
3.57697368 3.5782299 3.58181071 3.59022427 3.59550786 3.60157776
3.73641992 3.73748684 3.74156475 3.74653697 3.74822998 3.74883485
3.75455642 3.7582829 3.78415608 3.7905755 3.81104374 3.81362295
3.82265306 3.84175038 3.84436584 3.84452605 3.84698033 3.85636783
3.86145091 3.8838644 3.91557384 3.92270064 3.93683696 3.93914104
3.93929482 3.94127631 3.94275331 3.9511168 3.95416427 3.95483041
3.95846319 3.96544433 3.96894383 3.98091221 3.98243666 3.98400688
3.98823452 3.98839545 3.99057913 3.9938767 4.00114584 4.00418043
4.00756836 4.01215172 4.01678181 4.0197978 4.02073812 4.02116203
4.03977156 4.05910301 4.12685013 4.13810921 4.14706039 4.14783764
4.15681887 4.15961218 4.1599617 4.17234087 4.1831708 4.18432188
4.59273815 4.61440992 4.61521387 4.6221447 4.62366486 4.62427473
4.63615322 4.6465764 4.64667702 4.65387058 4.95815134 4.96011734
4.97165728 4.97332239 4.97695446 4.98128414 4.99804163 4.99804735
4.99979544 5.02083206 5.07537079 5.08119535 5.08791447 5.09504795
5.09678221 5.10005665 5.1023097 5.10788774 5.10926151 5.12285614
5.12611866 5.12913275 5.13447857 5.13524151 5.14086151 5.14366341
5.14540577 5.15199137 5.15251923 5.15999985 5.16125298 5.16207266
5.1636343 5.16582632 5.17205954 5.18493748 5.18642998 5.19556475
5.19618511 5.19823313 5.34071922 5.3536458 5.35444546 5.36032104
5.3661437 5.36835003 5.36907148 5.36935997 5.37126017 5.37342691
5.37876511 5.38031292 5.38119268 5.3812089 5.38264418 5.38613605
5.38644838 5.38890457 5.39810753 5.40097618 5.40193367 5.40370703
5.40719795 5.40964699 5.41353273 5.41367579 5.41727781 5.41841888
5.41873407 5.43976974 5.63963604 5.6471715 5.67776251 5.68246508
5.68418121 5.69641733 5.70372438 5.7040329 5.70676565 5.71799135
5.93017912 5.9334259 5.9357748 5.93851328 5.94305706 5.9441781
5.94718313 5.94735765 5.96414661 5.97550821 5.98734665 5.99824429
6.00436878 6.00598335 6.01159716 6.0131979 6.01505804 6.01506758
6.02390432 6.02606297 6.32494926 6.33280897 6.3354044 6.33701277
6.35360956 6.36166573 6.36619663 6.36770821 6.36930799 6.37266684
6.37454128 6.37822247 6.37953663 6.38331366 6.40188789 6.40322495
6.40974045 6.41776991 6.42967939 6.4331975 6.68858576 6.68900394
6.69761658 6.7040658 6.70747566 6.70809221 6.71004725 6.72942829
6.7400794 6.74524212 6.75847673 6.7590127 6.77834368 6.78528738
6.78571224 6.78574848 6.79390383 6.7976141 6.79918003 6.80920935
6.87859344 6.88299704 6.88700581 6.89540434 6.89756489 6.90986204
6.91069412 6.91189909 6.92346907 6.94907522 7.06672621 7.06955338
7.08760309 7.08901978 7.09198904 7.10006571 7.10793638 7.11111212
7.11278439 7.12288284 7.31439781 7.31732988 7.32456779 7.32686043
7.34568453 7.36170816 7.36958027 7.37883329 7.37891865 7.38958979
7.8470602 7.85499382 7.86261177 7.86931992 7.8739748 7.88433647
7.88723612 7.90409994 7.90754604 7.91589689 8.01395035 8.02684212
8.04430962 8.05139351 8.05417633 8.06319332 8.06381512 8.07580853
8.07974815 8.10444069 8.36679745 8.38274193 8.38780022 8.39228725
8.39419079 8.40738297 8.40896606 8.44063854 8.46245861 8.48010635
8.56195259 8.57741928 8.60180664 8.60326195 8.6048336 8.60840893
8.61493206 8.62380314 8.62524223 8.62955666 8.62958622 8.63369179
8.64045238 8.64525509 8.64527798 8.65047455 8.65328979 8.66699314
8.6677618 8.69084263 9.01169109 9.02618885 9.02658939 9.03574467
9.04224491 9.04320145 9.04822826 9.04910183 9.05306244 9.0586338
9.06264496 9.06433487 9.06595993 9.07100773 9.07872963 9.07994843
9.08408737 9.09040928 9.10519218 9.11623859 9.28397179 9.2959938
9.29705334 9.29944229 9.30043793 9.30575466 9.30784893 9.31902218
9.3208065 9.3662138 9.55083084 9.57237244 9.58882809 9.58912277
9.59815884 9.60636806 9.6100502 9.61050987 9.61441135 9.61536407
9.7334547 9.73485756 9.7427063 9.78359032 9.79999161 9.80229187
9.82740021 9.83418274 9.83814621 9.85972786 9.86039066 9.86453629
9.8691082 9.87162876 9.87855244 9.88730717 9.92089081 9.92480278
9.9268961 9.9431181 ] y [0.002 0.004 0.006 0.008 0.01 0.012 0.014 0.016 0.018 0.02 0.022 0.024
0.026 0.028 0.03 0.032 0.034 0.036 0.038 0.04 0.042 0.044 0.046 0.048
0.05 0.052 0.054 0.056 0.058 0.06 0.062 0.064 0.066 0.068 0.07 0.072
0.074 0.076 0.078 0.08 0.082 0.084 0.086 0.088 0.09 0.092 0.094 0.096
0.098 0.1 0.102 0.104 0.106 0.108 0.11 0.112 0.114 0.116 0.118 0.12
0.122 0.124 0.126 0.128 0.13 0.132 0.134 0.136 0.138 0.14 0.142 0.144
0.146 0.148 0.15 0.152 0.154 0.156 0.158 0.16 0.162 0.164 0.166 0.168
0.17 0.172 0.174 0.176 0.178 0.18 0.182 0.184 0.186 0.188 0.19 0.192
0.194 0.196 0.198 0.2 0.202 0.204 0.206 0.208 0.21 0.212 0.214 0.216
0.218 0.22 0.222 0.224 0.226 0.228 0.23 0.232 0.234 0.236 0.238 0.24
0.242 0.244 0.246 0.248 0.25 0.252 0.254 0.256 0.258 0.26 0.262 0.264
0.266 0.268 0.27 0.272 0.274 0.276 0.278 0.28 0.282 0.284 0.286 0.288
0.29 0.292 0.294 0.296 0.298 0.3 0.302 0.304 0.306 0.308 0.31 0.312
0.314 0.316 0.318 0.32 0.322 0.324 0.326 0.328 0.33 0.332 0.334 0.336
0.338 0.34 0.342 0.344 0.346 0.348 0.35 0.352 0.354 0.356 0.358 0.36
0.362 0.364 0.366 0.368 0.37 0.372 0.374 0.376 0.378 0.38 0.382 0.384
0.386 0.388 0.39 0.392 0.394 0.396 0.398 0.4 0.402 0.404 0.406 0.408
0.41 0.412 0.414 0.416 0.418 0.42 0.422 0.424 0.426 0.428 0.43 0.432
0.434 0.436 0.438 0.44 0.442 0.444 0.446 0.448 0.45 0.452 0.454 0.456
0.458 0.46 0.462 0.464 0.466 0.468 0.47 0.472 0.474 0.476 0.478 0.48
0.482 0.484 0.486 0.488 0.49 0.492 0.494 0.496 0.498 0.5 0.502 0.504
0.506 0.508 0.51 0.512 0.514 0.516 0.518 0.52 0.522 0.524 0.526 0.528
0.53 0.532 0.534 0.536 0.538 0.54 0.542 0.544 0.546 0.548 0.55 0.552
0.554 0.556 0.558 0.56 0.562 0.564 0.566 0.568 0.57 0.572 0.574 0.576
0.578 0.58 0.582 0.584 0.586 0.588 0.59 0.592 0.594 0.596 0.598 0.6
0.602 0.604 0.606 0.608 0.61 0.612 0.614 0.616 0.618 0.62 0.622 0.624
0.626 0.628 0.63 0.632 0.634 0.636 0.638 0.64 0.642 0.644 0.646 0.648
0.65 0.652 0.654 0.656 0.658 0.66 0.662 0.664 0.666 0.668 0.67 0.672
0.674 0.676 0.678 0.68 0.682 0.684 0.686 0.688 0.69 0.692 0.694 0.696
0.698 0.7 0.702 0.704 0.706 0.708 0.71 0.712 0.714 0.716 0.718 0.72
0.722 0.724 0.726 0.728 0.73 0.732 0.734 0.736 0.738 0.74 0.742 0.744
0.746 0.748 0.75 0.752 0.754 0.756 0.758 0.76 0.762 0.764 0.766 0.768
0.77 0.772 0.774 0.776 0.778 0.78 0.782 0.784 0.786 0.788 0.79 0.792
0.794 0.796 0.798 0.8 0.802 0.804 0.806 0.808 0.81 0.812 0.814 0.816
0.818 0.82 0.822 0.824 0.826 0.828 0.83 0.832 0.834 0.836 0.838 0.84
0.842 0.844 0.846 0.848 0.85 0.852 0.854 0.856 0.858 0.86 0.862 0.864
0.866 0.868 0.87 0.872 0.874 0.876 0.878 0.88 0.882 0.884 0.886 0.888
0.89 0.892 0.894 0.896 0.898 0.9 0.902 0.904 0.906 0.908 0.91 0.912
0.914 0.916 0.918 0.92 0.922 0.924 0.926 0.928 0.93 0.932 0.934 0.936
0.938 0.94 0.942 0.944 0.946 0.948 0.95 0.952 0.954 0.956 0.958 0.96
0.962 0.964 0.966 0.968 0.97 0.972 0.974 0.976 0.978 0.98 0.982 0.984
0.986 0.988 0.99 0.992 0.994 0.996 0.998 1. ]
Area under the ECDF: 4.9113
x [-9.71406269e+00 -9.59362888e+00 -9.59358406e+00 -9.54791260e+00
-9.53845310e+00 -9.53072071e+00 -9.50179958e+00 -9.48943043e+00
-9.48041153e+00 -9.33805275e+00 -9.32713985e+00 -9.27745438e+00
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6.84226751e-02 8.59733224e-02 3.36307704e-01 3.66660684e-01
3.80182296e-01 4.79877651e-01 5.10806799e-01 6.15977407e-01
7.75641084e-01 7.75653005e-01 8.35143387e-01 8.56341898e-01
8.72595727e-01 8.77264380e-01 1.02049339e+00 1.23290920e+00
1.24801672e+00 1.31137276e+00 1.37068534e+00 1.42440856e+00
1.43054318e+00 1.46892905e+00 1.51907027e+00 1.52272367e+00
1.54915547e+00 1.58557165e+00 1.59138954e+00 1.62706876e+00
1.74760890e+00 1.79064834e+00 1.94916427e+00 1.97865236e+00
1.99875116e+00 2.00087380e+00 2.03283453e+00 2.05000806e+00
2.09036708e+00 2.12845826e+00 2.13992572e+00 2.17383981e+00
2.25224328e+00 2.27915716e+00 2.36229491e+00 2.37967443e+00
2.45609927e+00 2.47190881e+00 2.52698088e+00 2.57401633e+00
2.58706236e+00 2.61410785e+00 2.64963651e+00 2.67815709e+00
2.69467592e+00 2.74327159e+00 2.85630369e+00 2.92761254e+00
2.95052195e+00 3.00892949e+00 3.02506089e+00 3.11742616e+00
3.16064000e+00 3.20070863e+00 3.23283982e+00 3.31570864e+00
3.34967303e+00 3.40780926e+00 3.42136836e+00 3.43298888e+00
3.44558454e+00 3.55924559e+00 3.56761289e+00 3.59957600e+00
3.62871695e+00 3.66919088e+00 3.71008420e+00 3.72275996e+00
3.83481526e+00 3.88204622e+00 3.90081072e+00 3.91549301e+00
3.98613906e+00 4.01142836e+00 4.01714420e+00 4.02000475e+00
4.03624487e+00 4.07549381e+00 4.08819914e+00 4.11107111e+00
4.12408113e+00 4.22842836e+00 4.35733557e+00 4.56857824e+00
4.59158039e+00 4.63644409e+00 4.67291069e+00 4.74346972e+00
4.77794170e+00 4.78002310e+00 4.86980438e+00 4.88172722e+00
4.89176798e+00 4.91382170e+00 4.94866180e+00 4.95184469e+00
4.95193005e+00 4.99492311e+00 4.99871445e+00 5.02521563e+00
5.09368134e+00 5.11294746e+00 5.14941788e+00 5.32816505e+00
5.38690948e+00 5.41748333e+00 5.41835737e+00 5.43795633e+00
5.52391338e+00 5.54610682e+00 5.55264568e+00 5.58377028e+00
5.62388754e+00 5.67569637e+00 5.68870354e+00 5.80053282e+00
5.83116388e+00 5.86157990e+00 5.86203671e+00 5.94332552e+00
5.94917727e+00 5.99283695e+00 5.99596214e+00 6.02499962e+00
6.02596998e+00 6.03855085e+00 6.04763603e+00 6.09474802e+00
6.14459610e+00 6.14641428e+00 6.18501711e+00 6.18548918e+00
6.22786665e+00 6.36920547e+00 6.46789217e+00 6.48013449e+00
6.48241043e+00 6.51332617e+00 6.56973314e+00 6.58672380e+00
6.61074686e+00 6.61732149e+00 6.73446608e+00 6.78164244e+00
6.78452826e+00 6.78517437e+00 6.79420471e+00 6.82309103e+00
6.88836527e+00 6.91163063e+00 6.93417931e+00 6.97467852e+00
6.99448633e+00 6.99561357e+00 7.02633429e+00 7.03150892e+00
7.05182028e+00 7.07862616e+00 7.07886696e+00 7.15859079e+00
7.18256855e+00 7.23551416e+00 7.26823568e+00 7.31841326e+00
7.32653809e+00 7.34069538e+00 7.34466267e+00 7.38188124e+00
7.38769817e+00 7.43796015e+00 7.46122980e+00 7.49143219e+00
7.49804115e+00 7.51463270e+00 7.56779003e+00 7.65859365e+00
7.67635965e+00 7.67680740e+00 7.74606800e+00 7.77228451e+00
7.78062963e+00 7.80623388e+00 7.87747097e+00 7.93949175e+00
7.94940519e+00 7.95994377e+00 7.96930313e+00 7.99320412e+00
8.01018143e+00 8.07008457e+00 8.09332943e+00 8.11706066e+00
8.12254620e+00 8.15001011e+00 8.16328335e+00 8.32025909e+00
8.34757710e+00 8.36351585e+00 8.41483116e+00 8.44498444e+00
8.46711540e+00 8.49842167e+00 8.54102612e+00 8.60859489e+00
8.63812923e+00 8.64032078e+00 8.73968697e+00 8.75304508e+00
8.76068783e+00 8.79300308e+00 8.80424213e+00 8.80474377e+00
8.80955315e+00 8.81168270e+00 8.82644367e+00 8.84148979e+00
8.84500599e+00 8.90281296e+00 8.90847969e+00 8.91320038e+00
8.93256760e+00 8.96100044e+00 9.00241756e+00 9.02139473e+00
9.05158424e+00 9.07396412e+00 9.12209034e+00 9.12574482e+00
9.17092133e+00 9.19748878e+00 9.19957924e+00 9.26601887e+00
9.28713322e+00 9.30536652e+00 9.37500668e+00 9.41280270e+00
9.42463684e+00 9.48650169e+00 9.71317577e+00 9.74978065e+00
9.76903248e+00 9.78709412e+00 9.79721355e+00 9.93630409e+00] y [0.002 0.004 0.006 0.008 0.01 0.012 0.014 0.016 0.018 0.02 0.022 0.024
0.026 0.028 0.03 0.032 0.034 0.036 0.038 0.04 0.042 0.044 0.046 0.048
0.05 0.052 0.054 0.056 0.058 0.06 0.062 0.064 0.066 0.068 0.07 0.072
0.074 0.076 0.078 0.08 0.082 0.084 0.086 0.088 0.09 0.092 0.094 0.096
0.098 0.1 0.102 0.104 0.106 0.108 0.11 0.112 0.114 0.116 0.118 0.12
0.122 0.124 0.126 0.128 0.13 0.132 0.134 0.136 0.138 0.14 0.142 0.144
0.146 0.148 0.15 0.152 0.154 0.156 0.158 0.16 0.162 0.164 0.166 0.168
0.17 0.172 0.174 0.176 0.178 0.18 0.182 0.184 0.186 0.188 0.19 0.192
0.194 0.196 0.198 0.2 0.202 0.204 0.206 0.208 0.21 0.212 0.214 0.216
0.218 0.22 0.222 0.224 0.226 0.228 0.23 0.232 0.234 0.236 0.238 0.24
0.242 0.244 0.246 0.248 0.25 0.252 0.254 0.256 0.258 0.26 0.262 0.264
0.266 0.268 0.27 0.272 0.274 0.276 0.278 0.28 0.282 0.284 0.286 0.288
0.29 0.292 0.294 0.296 0.298 0.3 0.302 0.304 0.306 0.308 0.31 0.312
0.314 0.316 0.318 0.32 0.322 0.324 0.326 0.328 0.33 0.332 0.334 0.336
0.338 0.34 0.342 0.344 0.346 0.348 0.35 0.352 0.354 0.356 0.358 0.36
0.362 0.364 0.366 0.368 0.37 0.372 0.374 0.376 0.378 0.38 0.382 0.384
0.386 0.388 0.39 0.392 0.394 0.396 0.398 0.4 0.402 0.404 0.406 0.408
0.41 0.412 0.414 0.416 0.418 0.42 0.422 0.424 0.426 0.428 0.43 0.432
0.434 0.436 0.438 0.44 0.442 0.444 0.446 0.448 0.45 0.452 0.454 0.456
0.458 0.46 0.462 0.464 0.466 0.468 0.47 0.472 0.474 0.476 0.478 0.48
0.482 0.484 0.486 0.488 0.49 0.492 0.494 0.496 0.498 0.5 0.502 0.504
0.506 0.508 0.51 0.512 0.514 0.516 0.518 0.52 0.522 0.524 0.526 0.528
0.53 0.532 0.534 0.536 0.538 0.54 0.542 0.544 0.546 0.548 0.55 0.552
0.554 0.556 0.558 0.56 0.562 0.564 0.566 0.568 0.57 0.572 0.574 0.576
0.578 0.58 0.582 0.584 0.586 0.588 0.59 0.592 0.594 0.596 0.598 0.6
0.602 0.604 0.606 0.608 0.61 0.612 0.614 0.616 0.618 0.62 0.622 0.624
0.626 0.628 0.63 0.632 0.634 0.636 0.638 0.64 0.642 0.644 0.646 0.648
0.65 0.652 0.654 0.656 0.658 0.66 0.662 0.664 0.666 0.668 0.67 0.672
0.674 0.676 0.678 0.68 0.682 0.684 0.686 0.688 0.69 0.692 0.694 0.696
0.698 0.7 0.702 0.704 0.706 0.708 0.71 0.712 0.714 0.716 0.718 0.72
0.722 0.724 0.726 0.728 0.73 0.732 0.734 0.736 0.738 0.74 0.742 0.744
0.746 0.748 0.75 0.752 0.754 0.756 0.758 0.76 0.762 0.764 0.766 0.768
0.77 0.772 0.774 0.776 0.778 0.78 0.782 0.784 0.786 0.788 0.79 0.792
0.794 0.796 0.798 0.8 0.802 0.804 0.806 0.808 0.81 0.812 0.814 0.816
0.818 0.82 0.822 0.824 0.826 0.828 0.83 0.832 0.834 0.836 0.838 0.84
0.842 0.844 0.846 0.848 0.85 0.852 0.854 0.856 0.858 0.86 0.862 0.864
0.866 0.868 0.87 0.872 0.874 0.876 0.878 0.88 0.882 0.884 0.886 0.888
0.89 0.892 0.894 0.896 0.898 0.9 0.902 0.904 0.906 0.908 0.91 0.912
0.914 0.916 0.918 0.92 0.922 0.924 0.926 0.928 0.93 0.932 0.934 0.936
0.938 0.94 0.942 0.944 0.946 0.948 0.95 0.952 0.954 0.956 0.958 0.96
0.962 0.964 0.966 0.968 0.97 0.972 0.974 0.976 0.978 0.98 0.982 0.984
0.986 0.988 0.99 0.992 0.994 0.996 0.998 1. ]
Area under the ECDF: 10.1082
{'Area_Under_Curve': np.float64(10.108189793407917)}

There also might be somethings I need to delete but for now commented out.