diff --git a/differt/tests/plotting/test_utils.py b/differt/tests/plotting/test_utils.py
index d9c2ce1a..396272bd 100644
--- a/differt/tests/plotting/test_utils.py
+++ b/differt/tests/plotting/test_utils.py
@@ -153,6 +153,7 @@ def test_return_type(backend: str, rtype: type) -> None:
ret = my_plot(backend=backend)
assert isinstance(ret, rtype), f"{ret!r} is not of type {rtype}"
+
def test_get_backend() -> None:
set_defaults() # Clear defaults
assert get_backend(None) == "vispy"
@@ -160,6 +161,7 @@ def test_get_backend() -> None:
assert get_backend("matplotlib") == "matplotlib"
assert get_backend("plotly") == "plotly"
+
def test_set_backend() -> None:
set_defaults() # Clear defaults
assert get_backend(None) == "vispy"
diff --git a/docs/source/notebooks/multipath.ipynb b/docs/source/notebooks/multipath.ipynb
index c3418140..69d67146 100644
--- a/docs/source/notebooks/multipath.ipynb
+++ b/docs/source/notebooks/multipath.ipynb
@@ -43891,8 +43891,8 @@
0.00033224295475520194,
0.0002507916942704469,
0.0001652759383432567,
- 0.00008749815606279299,
- 0.0000902684187167324,
+ 8.749815606279299e-05,
+ 9.02684187167324e-05,
0.0001828322565415874,
0.0002975011011585593,
0.0004229526093695313,
@@ -44171,7 +44171,7 @@
0.001428751740604639,
0.0009134911233559252,
0.0004368842637632042,
- -1.1481118278311442e-9
+ -1.1481118278311442e-09
],
[
0,
@@ -44273,7 +44273,7 @@
0.0019020235631614923,
0.0012162101920694113,
0.0005817467463202775,
- -1.529035009717461e-9
+ -1.529035009717461e-09
],
[
0,
@@ -44375,7 +44375,7 @@
0.0023727575317025185,
0.0015174444997683167,
0.0007259391131810844,
- -1.908433855390967e-9
+ -1.908433855390967e-09
],
[
0,
@@ -44477,7 +44477,7 @@
0.002840333618223667,
0.001816772622987628,
0.0008693268755450845,
- -2.2859303339117787e-9
+ -2.2859303339117787e-09
],
[
0,
@@ -44579,7 +44579,7 @@
0.0033041296992450953,
0.002113847993314266,
0.0010117357596755028,
- -2.661148190696849e-9
+ -2.661148190696849e-09
],
[
0,
@@ -44681,7 +44681,7 @@
0.003763534128665924,
0.002408350585028529,
0.0011529822368174791,
- -3.03371328058688e-9
+ -3.03371328058688e-09
],
[
0,
@@ -44783,7 +44783,7 @@
0.004217939916998148,
0.002699831500649452,
0.0012929539661854506,
- -3.403254789091647e-9
+ -3.403254789091647e-09
],
[
0,
@@ -44885,7 +44885,7 @@
0.004666752181947231,
0.0029879759531468153,
0.0014314708532765508,
- -3.76940301194395e-9
+ -3.76940301194395e-09
],
[
0,
@@ -44987,7 +44987,7 @@
0.00510937487706542,
0.003272428410127759,
0.0015683468664065003,
- -4.131794462125526e-9
+ -4.131794462125526e-09
],
[
0,
@@ -45089,7 +45089,7 @@
0.005545227322727442,
0.0035529122687876225,
0.0017034910852089524,
- -4.490066984885743e-9
+ -4.490066984885743e-09
],
[
0,
@@ -45191,7 +45191,7 @@
0.005973746068775654,
0.003828949760645628,
0.0018367221346125009,
- -4.843863976589091e-9
+ -4.843863976589091e-09
],
[
0,
@@ -45293,7 +45293,7 @@
0.006394463125616312,
0.0041003478690981865,
0.001967849675565958,
- -5.1928319422245295e-9
+ -5.1928319422245295e-09
],
[
0,
@@ -45395,7 +45395,7 @@
0.006806753110140562,
0.004366710316389799,
0.002096810145303607,
- -5.536624492208375e-9
+ -5.536624492208375e-09
],
[
0,
@@ -45497,7 +45497,7 @@
0.007210069801658392,
0.004627712070941925,
0.002223466755822301,
- -5.8748970133137846e-9
+ -5.8748970133137846e-09
],
[
0,
@@ -45599,7 +45599,7 @@
0.007604147773236036,
0.00488313427194953,
0.002347589237615466,
- -6.207314218187321e-9
+ -6.207314218187321e-09
],
[
0,
@@ -45701,7 +45701,7 @@
0.007988117635250092,
0.005132581107318401,
0.002469083061441779,
- -6.5335430399215966e-9
+ -6.5335430399215966e-09
],
[
0,
@@ -45803,7 +45803,7 @@
0.00836188904941082,
0.005375866778194904,
0.002587869530543685,
- -6.853259293393421e-9
+ -6.853259293393421e-09
],
[
0,
@@ -45905,7 +45905,7 @@
0.008724729530513287,
0.005612596869468689,
0.0027037705294787884,
- -7.166144566639332e-9
+ -7.166144566639332e-09
],
[
0,
@@ -46007,7 +46007,7 @@
0.009076492860913277,
0.005842607002705336,
0.002816716907545924,
- -7.471885332677175e-9
+ -7.471885332677175e-09
],
[
0,
@@ -46109,7 +46109,7 @@
0.0094164302572608,
0.006065522786229849,
0.0029265335761010647,
- -7.770179166755042e-9
+ -7.770179166755042e-09
],
[
0,
@@ -46211,7 +46211,7 @@
0.009744473733007908,
0.006281331181526184,
0.0030330955050885677,
- -8.060727196834705e-9
+ -8.060727196834705e-09
],
[
0,
@@ -46313,7 +46313,7 @@
0.010060065425932407,
0.0064895437099039555,
0.0031362923327833414,
- -8.34323987675134e-9
+ -8.34323987675134e-09
],
[
0,
@@ -46415,7 +46415,7 @@
0.010363012552261353,
0.006690051406621933,
0.0032360812183469534,
- -8.617436542124324e-9
+ -8.617436542124324e-09
],
[
0,
@@ -46517,7 +46517,7 @@
0.010652797296643255,
0.006882782094180584,
0.003332359716296196,
- -8.883042745821967e-9
+ -8.883042745821967e-09
],
[
0,
@@ -46619,7 +46619,7 @@
0.01092927623540163,
0.0070672486908733845,
0.003424957161769271,
- -9.1397938106752e-9
+ -9.1397938106752e-09
],
[
0,
@@ -46721,7 +46721,7 @@
0.01119215227663517,
0.00724354013800621,
0.0035138558596372604,
- -9.38743305312073e-9
+ -9.38743305312073e-09
],
[
0,
@@ -46823,7 +46823,7 @@
0.01144115161150694,
0.007411479018628597,
0.0035989671014249325,
- -9.62571711227156e-9
+ -9.62571711227156e-09
],
[
0,
@@ -46925,7 +46925,7 @@
0.011676006019115448,
0.007570593152195215,
0.003680123947560787,
- -9.854404403597528e-9
+ -9.854404403597528e-09
],
[
0,
@@ -47027,7 +47027,7 @@
0.011896484531462193,
0.007721032947301865,
0.003757326165214181,
- -1.0073269329780032e-8
+ -1.0073269329780032e-08
],
[
0,
@@ -47129,7 +47129,7 @@
0.012102593667805197,
0.007862646132707596,
0.0038305004127323623,
- -1.0282092510749408e-8
+ -1.0282092510749408e-08
],
[
0,
@@ -47231,7 +47231,7 @@
0.012294158339500427,
0.00799531303346157,
0.003899575909599662,
- -1.0480667000933865e-8
+ -1.0480667000933865e-08
],
[
0,
@@ -47333,7 +47333,7 @@
0.01247100904583931,
0.008118914440274239,
0.003964492119848728,
- -1.0668792960188966e-8
+ -1.0668792960188966e-08
],
[
0,
@@ -47435,7 +47435,7 @@
0.012632749043405056,
0.008233344182372093,
0.004025185946375132,
- -1.0846284759225e-8
+ -1.0846284759225e-08
],
[
0,
@@ -47537,7 +47537,7 @@
0.012779771350324154,
0.0083383247256279,
0.0040816012769937515,
- -1.1012964762358024e-8
+ -1.1012964762358024e-08
],
[
0,
@@ -47639,7 +47639,7 @@
0.012911963276565077,
0.008434130810201168,
0.004133689682930708,
- -1.1168666880223554e-8
+ -1.1168666880223554e-08
],
[
0,
@@ -47741,7 +47741,7 @@
0.01302874181419611,
0.008520696312189102,
0.0041814036667346954,
- -1.1313234793419724e-8
+ -1.1313234793419724e-08
],
[
0,
@@ -47843,7 +47843,7 @@
0.013130836188793182,
0.008597790263593197,
0.004224707372486591,
- -1.144652639339938e-8
+ -1.144652639339938e-08
],
[
0,
@@ -47945,7 +47945,7 @@
0.013217956759035587,
0.008665360510349274,
0.00426365714520216,
- -1.1568409341577991e-8
+ -1.1568409341577991e-08
],
[
0,
@@ -48047,7 +48047,7 @@
0.013289823196828364,
0.00872375164180994,
0.004298132378607988,
- -1.1678758404798373e-8
+ -1.1678758404798373e-08
],
[
0,
@@ -48149,7 +48149,7 @@
0.013346977531909944,
0.008772565051913261,
0.004328206181526184,
- -1.1777467001650166e-8
+ -1.1777467001650166e-08
],
[
0,
@@ -48251,7 +48251,7 @@
0.013389483094215391,
0.008811993524432182,
0.004353758879005909,
- -1.1864434767971945e-8
+ -1.1864434767971945e-08
],
[
0,
@@ -48353,7 +48353,7 @@
0.013417083770036696,
0.008842024952173233,
0.004374774172902107,
- -1.1939576438635411e-8
+ -1.1939576438635411e-08
],
[
0,
@@ -48455,7 +48455,7 @@
0.013430161401629448,
0.008862882852554321,
0.004391448572278023,
- -1.2002815630296482e-8
+ -1.2002815630296482e-08
],
[
0,
@@ -48557,7 +48557,7 @@
0.013428784906864166,
0.008874398656189442,
0.004403572995215654,
- -1.2054091058644191e-8
+ -1.2054091058644191e-08
],
[
0,
@@ -48659,7 +48659,7 @@
0.013413067907094955,
0.00887660775333643,
0.0044111465103924274,
- -1.2093350321151776e-8
+ -1.2093350321151776e-08
],
[
0,
@@ -48761,7 +48761,7 @@
0.013383450917899609,
0.008869958110153675,
0.004414382856339216,
- -1.2120554337968771e-8
+ -1.2120554337968771e-08
],
[
0,
@@ -48863,7 +48863,7 @@
0.013340071775019169,
0.008853905834257603,
0.004413082730025053,
- -1.2135676463742584e-8
+ -1.2135676463742584e-08
],
[
0,
@@ -48965,7 +48965,7 @@
0.013282785192131996,
0.008829121477901936,
0.0044074696488678455,
- -1.2138701599440084e-8
+ -1.2138701599440084e-08
],
[
0,
@@ -49067,7 +49067,7 @@
0.01321207359433174,
0.008795488625764847,
0.004397355020046234,
- -1.2129627080526006e-8
+ -1.2129627080526006e-08
],
[
0,
@@ -49169,7 +49169,7 @@
0.013128434307873247,
0.008753092959523201,
0.0043828655034303665,
- -1.2108460900606133e-8
+ -1.2108460900606133e-08
],
[
0,
@@ -49271,7 +49271,7 @@
0.013031769543886185,
0.008702029474079609,
0.004364133346825838,
- -1.2075225264140954e-8
+ -1.2075225264140954e-08
],
[
0,
@@ -49373,7 +49373,7 @@
0.01292260829359293,
0.008642616681754589,
0.004341085907071829,
- -1.2029951257375162e-8
+ -1.2029951257375162e-08
],
[
0,
@@ -49475,7 +49475,7 @@
0.012800860218703749,
0.008574746549129486,
0.004313760902732611,
- -1.1972687730121834e-8
+ -1.1972687730121834e-08
],
[
0,
@@ -49577,7 +49577,7 @@
0.012667401693761349,
0.008498754352331161,
0.0042821988463401794,
- -1.1903487973086158e-8
+ -1.1903487973086158e-08
],
[
0,
@@ -49679,7 +49679,7 @@
0.012521853670477869,
0.008414771407842636,
0.004246545024216175,
- -1.1822423928720129e-8
+ -1.1822423928720129e-08
],
[
0,
@@ -49781,7 +49781,7 @@
0.01236541010439396,
0.008322715759277344,
0.004206747282296419,
- -1.1729574644903096e-8
+ -1.1729574644903096e-08
],
[
0,
@@ -49883,7 +49883,7 @@
0.012197420001029968,
0.00822315365076065,
0.004162956494837999,
- -1.1625032492190712e-8
+ -1.1625032492190712e-08
],
[
0,
@@ -49985,7 +49985,7 @@
0.012019076384603975,
0.00811601709574461,
0.004115224815905094,
- -1.15089022756365e-8
+ -1.15089022756365e-08
],
[
0,
@@ -50087,7 +50087,7 @@
0.011830057017505167,
0.008001456968486309,
0.0040635173209011555,
- -1.1381300346613445e-8
+ -1.1381300346613445e-08
],
[
0,
@@ -50189,7 +50189,7 @@
0.011631259694695473,
0.007879842072725296,
0.0040079932659864426,
- -1.1242352826457136e-8
+ -1.1242352826457136e-08
],
[
0,
@@ -50291,7 +50291,7 @@
0.011422674171626568,
0.007751121651381254,
0.003948618192225695,
- -1.1092199159179472e-8
+ -1.1092199159179472e-08
],
[
0,
@@ -50393,7 +50393,7 @@
0.011204897426068785,
0.007615670561790466,
0.003885653568431735,
- -1.0930987670576542e-8
+ -1.0930987670576542e-08
],
[
0,
@@ -50495,7 +50495,7 @@
0.010977939702570438,
0.007473652251064777,
0.003818978322669864,
- -1.075888000912073e-8
+ -1.075888000912073e-08
],
[
0,
@@ -50597,7 +50597,7 @@
0.01074239145964384,
0.007325243670493364,
0.003748764516785741,
- -1.0576047593247042e-8
+ -1.0576047593247042e-08
],
[
0,
@@ -50699,7 +50699,7 @@
0.010498560965061188,
0.007170428056269884,
0.0036751788575202222,
- -1.0382673387709929e-8
+ -1.0382673387709929e-08
],
[
0,
@@ -50801,7 +50801,7 @@
0.010247040539979936,
0.00700976001098752,
0.003598117036744952,
- -1.0178951015404893e-8
+ -1.0178951015404893e-08
],
[
0,
@@ -50903,7 +50903,7 @@
0.00998783390969038,
0.006843240465968847,
0.003517839591950178,
- -9.96507942829794e-9
+ -9.96507942829794e-09
],
[
0,
@@ -51005,7 +51005,7 @@
0.009721261449158192,
0.006671223323792219,
0.003434255253523588,
- -9.741273565566644e-9
+ -9.741273565566644e-09
],
[
0,
@@ -51107,7 +51107,7 @@
0.00944790244102478,
0.006493726279586554,
0.003347627120092511,
- -9.507759912708025e-9
+ -9.507759912708025e-09
],
[
0,
@@ -51209,7 +51209,7 @@
0.009168037213385103,
0.006310927681624889,
0.003257951233536005,
- -9.264769396111204e-9
+ -9.264769396111204e-09
],
[
0,
@@ -51311,7 +51311,7 @@
0.008881974034011364,
0.006123190745711327,
0.0031654033809900284,
- -9.012541823949505e-9
+ -9.012541823949505e-09
],
[
0,
@@ -51413,7 +51413,7 @@
0.008589995093643665,
0.005930700805038214,
0.0030699914786964655,
- -8.751330327072537e-9
+ -8.751330327072537e-09
],
[
0,
@@ -51515,7 +51515,7 @@
0.008292382583022118,
0.005733642727136612,
0.0029718142468482256,
- -8.481396029935695e-9
+ -8.481396029935695e-09
],
[
0,
@@ -51617,7 +51617,7 @@
0.007989677600562572,
0.005532200448215008,
0.002871039090678096,
- -8.203007162421727e-9
+ -8.203007162421727e-09
],
[
0,
@@ -51719,7 +51719,7 @@
0.007681902498006821,
0.005326561629772186,
0.00276776310056448,
- -7.91644083619758e-9
+ -7.91644083619758e-09
],
[
0,
@@ -51821,7 +51821,7 @@
0.007369565311819315,
0.0051169125363230705,
0.002662009559571743,
- -7.621983932892817e-9
+ -7.621983932892817e-09
],
[
0,
@@ -51923,7 +51923,7 @@
0.0070529235526919365,
0.0049034422263503075,
0.0025538832414895296,
- -7.3199295513859405e-9
+ -7.3199295513859405e-09
],
[
0,
@@ -52025,7 +52025,7 @@
0.006732223555445671,
0.004686468746513128,
0.002443552482873202,
- -7.0105756755367565e-9
+ -7.0105756755367565e-09
],
[
0,
@@ -52127,7 +52127,7 @@
0.0064077177084982395,
0.004466045182198286,
0.002331117633730173,
- -6.694235388238212e-9
+ -6.694235388238212e-09
],
[
0,
@@ -52229,7 +52229,7 @@
0.006079656537622213,
0.004242360591888428,
0.002216676715761423,
- -6.371222216472461e-9
+ -6.371222216472461e-09
],
[
0,
@@ -52331,7 +52331,7 @@
0.005748450756072998,
0.004015711136162281,
0.0021003326401114464,
- -6.041859013095063e-9
+ -6.041859013095063e-09
],
[
0,
@@ -52433,7 +52433,7 @@
0.005414142739027739,
0.0037861675955355167,
0.001982134999707341,
- -5.7064721836752605e-9
+ -5.7064721836752605e-09
],
[
0,
@@ -52535,7 +52535,7 @@
0.00507696345448494,
0.003554119495674968,
0.001862246193923056,
- -5.365397459655696e-9
+ -5.365397459655696e-09
],
[
0,
@@ -52637,7 +52637,7 @@
0.004737296607345343,
0.003319438314065337,
0.001740770530886948,
- -5.018974125192699e-9
+ -5.018974125192699e-09
],
[
0,
@@ -52739,7 +52739,7 @@
0.004395192954689264,
0.003082593437284231,
0.0016178141813725233,
- -4.6675481257807405e-9
+ -4.6675481257807405e-09
],
[
0,
@@ -52841,7 +52841,7 @@
0.004051131196320057,
0.002843578113242984,
0.001493442920036614,
- -4.311469403717183e-9
+ -4.311469403717183e-09
],
[
0,
@@ -52943,7 +52943,7 @@
0.003705028910189867,
0.002602725755423307,
0.0013678473187610507,
- -3.9510927862806974e-9
+ -3.9510927862806974e-09
],
[
0,
@@ -53045,7 +53045,7 @@
0.003357208101078868,
0.0023600535932928324,
0.00124109024181962,
- -3.5867775416420504e-9
+ -3.5867775416420504e-09
],
[
0,
@@ -53147,7 +53147,7 @@
0.003007749794051051,
0.0021158079616725445,
0.001113252597860992,
- -3.218884492284246e-9
+ -3.218884492284246e-09
],
[
0,
@@ -53249,7 +53249,7 @@
0.00265703396871686,
0.0018701633671298623,
0.00098450540099293,
- -2.84778534087593e-9
+ -2.84778534087593e-09
],
[
0,
@@ -53351,7 +53351,7 @@
0.002305121859535575,
0.001623328891582787,
0.0008549040649086237,
- -2.473847793282857e-9
+ -2.473847793282857e-09
],
[
0,
@@ -53453,7 +53453,7 @@
0.001952185877598822,
0.0013753746170550585,
0.0007246052264235914,
- -2.0974437742182772e-9
+ -2.0974437742182772e-09
],
[
0,
@@ -53555,7 +53555,7 @@
0.0015983873745426536,
0.0011265201028436422,
0.000593694974668324,
- -1.7189490941760255e-9
+ -1.7189490941760255e-09
],
[
0,
@@ -53657,7 +53657,7 @@
0.0012438935227692127,
0.0008769570849835873,
0.0004622710694093257,
- -1.338741117962172e-9
+ -1.338741117962172e-09
],
[
0,
@@ -53865,7 +53865,7 @@
],
[
0,
- 0.00007293494854820892,
+ 7.293494854820892e-05,
0.00015252601588144898,
0.00023859164502937347,
0.0003308794985059649,
@@ -53938,10 +53938,10 @@
0.0002759306225925684,
0.0002082559076370671,
0.00014456066128332168,
- 0.00008510055340593681,
- 0.00003210228169336915,
- 0.000031710118491901085,
- 0.00007755912520224229,
+ 8.510055340593681e-05,
+ 3.210228169336915e-05,
+ 3.1710118491901085e-05,
+ 7.755912520224229e-05,
0.00012242377852089703,
0.00016413551929872483,
0.00020234011753927916,
@@ -53962,12 +53962,12 @@
0.00022340819123201072,
0.00017785353702493012,
0.00012544299534056336,
- 0.000066150794737041,
+ 6.6150794737041e-05,
-1.916321407113841e-10
],
[
0,
- -0.00007293355884030461,
+ -7.293355884030461e-05,
-0.00015252309094648808,
-0.000238587090279907,
-0.00033087318297475576,
@@ -54040,10 +54040,10 @@
-0.0002759252965915948,
-0.0002082518476527184,
-0.00014455783821176738,
- -0.00008509883627993986,
- -0.00003210146678611636,
- -0.000031709318136563525,
- -0.00007755757542327046,
+ -8.509883627993986e-05,
+ -3.210146678611636e-05,
+ -3.1709318136563525e-05,
+ -7.755757542327046e-05,
-0.00012242142111063004,
-0.00016413234698120505,
-0.00020233626128174365,
@@ -54064,7 +54064,7 @@
-0.0002234039129689336,
-0.00017785013187676668,
-0.00012544059427455068,
- -0.00006614952144445851,
+ -6.614952144445851e-05,
1.9162849085319067e-10
],
[
@@ -54371,7 +54371,7 @@
-0.0012438928242772818,
-0.0008769566193223,
-0.0004622708074748516,
- 1.338740340806055e-9
+ 1.338740340806055e-09
],
[
0,
@@ -54473,7 +54473,7 @@
-0.0015983867924660444,
-0.001126519637182355,
-0.0005936946836300194,
- 1.718948317019908e-9
+ 1.718948317019908e-09
],
[
0,
@@ -54575,7 +54575,7 @@
-0.001952185295522213,
-0.0013753741513937712,
-0.0007246049353852868,
- 2.097443108084462e-9
+ 2.097443108084462e-09
],
[
0,
@@ -54677,7 +54677,7 @@
-0.002305121161043644,
-0.0016233284259214995,
-0.00085490383207798,
- 2.473847127149042e-9
+ 2.473847127149042e-09
],
[
0,
@@ -54779,7 +54779,7 @@
-0.002657033270224929,
-0.001870162901468575,
-0.0009845051681622865,
- 2.847784674742115e-9
+ 2.847784674742115e-09
],
[
0,
@@ -54881,7 +54881,7 @@
-0.003007749328389764,
-0.002115807496011257,
-0.0011132523650303483,
- 3.218883826150431e-9
+ 3.218883826150431e-09
],
[
0,
@@ -54983,7 +54983,7 @@
-0.003357205307111144,
-0.0023600514978170395,
-0.001241089077666402,
- 3.586774433017581e-9
+ 3.586774433017581e-09
],
[
0,
@@ -55085,7 +55085,7 @@
-0.003705025883391499,
-0.0026027236599475145,
-0.0013678460381925106,
- 3.9510896776562285e-9
+ 3.9510896776562285e-09
],
[
0,
@@ -55187,7 +55187,7 @@
-0.004051128402352333,
-0.002843576017767191,
-0.0014934418722987175,
- 4.311465851003504e-9
+ 4.311465851003504e-09
],
[
0,
@@ -55289,7 +55289,7 @@
-0.004395189695060253,
-0.0030825913418084383,
-0.001617813017219305,
- 4.6675450171562716e-9
+ 4.6675450171562716e-09
],
[
0,
@@ -55391,7 +55391,7 @@
-0.004737296141684055,
-0.00331943784840405,
-0.0017407702980563045,
- 5.018973681103489e-9
+ 5.018973681103489e-09
],
[
0,
@@ -55493,7 +55493,7 @@
-0.005076962988823652,
-0.0035541190300136805,
-0.0018622459610924125,
- 5.365397015566486e-9
+ 5.365397015566486e-09
],
[
0,
@@ -55595,7 +55595,7 @@
-0.005414141807705164,
-0.0037861671298742294,
-0.0019821347668766975,
- 5.706471739586051e-9
+ 5.706471739586051e-09
],
[
0,
@@ -55697,7 +55697,7 @@
-0.005748449359089136,
-0.004015710204839706,
-0.002100332174450159,
- 6.041857236738224e-9
+ 6.041857236738224e-09
],
[
0,
@@ -55799,7 +55799,7 @@
-0.006079655606299639,
-0.00424236012622714,
-0.0022166764829307795,
- 6.371221772383251e-9
+ 6.371221772383251e-09
],
[
0,
@@ -55901,7 +55901,7 @@
-0.006407716311514378,
-0.0044660442508757114,
-0.002331117168068886,
- 6.6942340559705835e-9
+ 6.6942340559705835e-09
],
[
0,
@@ -56003,7 +56003,7 @@
-0.006732222158461809,
-0.004686467815190554,
-0.0024435517843812704,
- 7.010573899179917e-9
+ 7.010573899179917e-09
],
[
0,
@@ -56105,7 +56105,7 @@
-0.007052920293062925,
-0.004903439432382584,
-0.0025538820773363113,
- 7.319925998672261e-9
+ 7.319925998672261e-09
],
[
0,
@@ -56207,7 +56207,7 @@
-0.007369562517851591,
-0.005116910673677921,
-0.0026620086282491684,
- 7.621981268357558e-9
+ 7.621981268357558e-09
],
[
0,
@@ -56309,7 +56309,7 @@
-0.007681898772716522,
-0.00532655930146575,
-0.0027677619364112616,
- 7.916438171662321e-9
+ 7.916438171662321e-09
],
[
0,
@@ -56411,7 +56411,7 @@
-0.007989675737917423,
-0.005532199516892433,
-0.0028710386250168085,
- 8.203006274243307e-9
+ 8.203006274243307e-09
],
[
0,
@@ -56513,7 +56513,7 @@
-0.008292381651699543,
-0.005733642261475325,
-0.002971814014017582,
- 8.481395141757275e-9
+ 8.481395141757275e-09
],
[
0,
@@ -56615,7 +56615,7 @@
-0.008589995093643665,
-0.005930700805038214,
-0.0030699914786964655,
- 8.751330327072537e-9
+ 8.751330327072537e-09
],
[
0,
@@ -56717,7 +56717,7 @@
-0.00888197310268879,
-0.006123190280050039,
-0.0031654031481593847,
- 9.012540935771083e-9
+ 9.012540935771083e-09
],
[
0,
@@ -56819,7 +56819,7 @@
-0.009168037213385103,
-0.006310927215963602,
-0.003257951000705362,
- 9.264768507932786e-9
+ 9.264768507932786e-09
],
[
0,
@@ -56921,7 +56921,7 @@
-0.00944790244102478,
-0.006493726279586554,
-0.003347627120092511,
- 9.507759912708025e-9
+ 9.507759912708025e-09
],
[
0,
@@ -57023,7 +57023,7 @@
-0.009721261449158192,
-0.006671223323792219,
-0.003434255253523588,
- 9.741273565566644e-9
+ 9.741273565566644e-09
],
[
0,
@@ -57125,7 +57125,7 @@
-0.009987831115722656,
-0.006843239068984985,
-0.003517838893458247,
- 9.9650776519411e-9
+ 9.9650776519411e-09
],
[
0,
@@ -57227,7 +57227,7 @@
-0.010247038677334784,
-0.007009758148342371,
-0.0035981163382530212,
- 1.0178948350869632e-8
+ 1.0178948350869632e-08
],
[
0,
@@ -57329,7 +57329,7 @@
-0.010498560033738611,
-0.0071704271249473095,
-0.0036751783918589354,
- 1.0382672499531509e-8
+ 1.0382672499531509e-08
],
[
0,
@@ -57431,7 +57431,7 @@
-0.010742389596998692,
-0.00732524273917079,
-0.0037487640511244535,
- 1.057604670506862e-8
+ 1.057604670506862e-08
],
[
0,
@@ -57533,7 +57533,7 @@
-0.01097793597728014,
-0.0074736508540809155,
-0.003818977857008576,
- 1.075887912094231e-8
+ 1.075887912094231e-08
],
[
0,
@@ -57635,7 +57635,7 @@
-0.011204895563423634,
-0.0076156677678227425,
-0.00388565263710916,
- 1.0930985894219702e-8
+ 1.0930985894219702e-08
],
[
0,
@@ -57737,7 +57737,7 @@
-0.01142267230898142,
-0.007751119788736105,
-0.003948617726564407,
- 1.1092196494644211e-8
+ 1.1092196494644211e-08
],
[
0,
@@ -57839,7 +57839,7 @@
-0.011631258763372898,
-0.007879840210080147,
-0.004007992334663868,
- 1.1242351050100297e-8
+ 1.1242351050100297e-08
],
[
0,
@@ -57941,7 +57941,7 @@
-0.011830056086182594,
-0.008001456037163734,
-0.004063516855239868,
- 1.1381298570256604e-8
+ 1.1381298570256604e-08
],
[
0,
@@ -58043,7 +58043,7 @@
-0.012019076384603975,
-0.00811601709574461,
-0.004115224815905094,
- 1.15089022756365e-8
+ 1.15089022756365e-08
],
[
0,
@@ -58145,7 +58145,7 @@
-0.012197420932352545,
-0.00822315365076065,
-0.004162956494837999,
- 1.1625032492190712e-8
+ 1.1625032492190712e-08
],
[
0,
@@ -58247,7 +58247,7 @@
-0.01236541010439396,
-0.008322715759277344,
-0.004206747282296419,
- 1.1729574644903096e-8
+ 1.1729574644903096e-08
],
[
0,
@@ -58349,7 +58349,7 @@
-0.012521853670477869,
-0.008414771407842636,
-0.004246545024216175,
- 1.1822423928720129e-8
+ 1.1822423928720129e-08
],
[
0,
@@ -58451,7 +58451,7 @@
-0.012667401693761349,
-0.008498754352331161,
-0.0042821988463401794,
- 1.1903487973086158e-8
+ 1.1903487973086158e-08
],
[
0,
@@ -58553,7 +58553,7 @@
-0.012800860218703749,
-0.008574746549129486,
-0.004313760902732611,
- 1.1972687730121834e-8
+ 1.1972687730121834e-08
],
[
0,
@@ -58655,7 +58655,7 @@
-0.01292260829359293,
-0.008642616681754589,
-0.004341085907071829,
- 1.2029951257375162e-8
+ 1.2029951257375162e-08
],
[
0,
@@ -58757,7 +58757,7 @@
-0.013031769543886185,
-0.008702029474079609,
-0.004364133346825838,
- 1.2075225264140954e-8
+ 1.2075225264140954e-08
],
[
0,
@@ -58859,7 +58859,7 @@
-0.013128434307873247,
-0.008753092959523201,
-0.0043828655034303665,
- 1.2108460900606133e-8
+ 1.2108460900606133e-08
],
[
0,
@@ -58961,7 +58961,7 @@
-0.01321207359433174,
-0.008795488625764847,
-0.004397355020046234,
- 1.2129627080526006e-8
+ 1.2129627080526006e-08
],
[
0,
@@ -59063,7 +59063,7 @@
-0.013282785192131996,
-0.008829121477901936,
-0.0044074696488678455,
- 1.2138701599440084e-8
+ 1.2138701599440084e-08
],
[
0,
@@ -59165,7 +59165,7 @@
-0.013340071775019169,
-0.008853905834257603,
-0.004413082730025053,
- 1.2135676463742584e-8
+ 1.2135676463742584e-08
],
[
0,
@@ -59267,7 +59267,7 @@
-0.013383450917899609,
-0.008869958110153675,
-0.004414382856339216,
- 1.2120554337968771e-8
+ 1.2120554337968771e-08
],
[
0,
@@ -59369,7 +59369,7 @@
-0.013413067907094955,
-0.00887660775333643,
-0.0044111465103924274,
- 1.2093350321151776e-8
+ 1.2093350321151776e-08
],
[
0,
@@ -59471,7 +59471,7 @@
-0.013428784906864166,
-0.008874398656189442,
-0.004403572995215654,
- 1.2054091058644191e-8
+ 1.2054091058644191e-08
],
[
0,
@@ -59573,7 +59573,7 @@
-0.013430161401629448,
-0.008862882852554321,
-0.004391448572278023,
- 1.20028165184749e-8
+ 1.20028165184749e-08
],
[
0,
@@ -59675,7 +59675,7 @@
-0.013417083770036696,
-0.008842024952173233,
-0.004374774172902107,
- 1.1939576438635411e-8
+ 1.1939576438635411e-08
],
[
0,
@@ -59777,7 +59777,7 @@
-0.013389484025537968,
-0.008811994455754757,
-0.004353759344667196,
- 1.1864434767971945e-8
+ 1.1864434767971945e-08
],
[
0,
@@ -59879,7 +59879,7 @@
-0.013346979394555092,
-0.008772565983235836,
-0.004328206647187471,
- 1.1777467001650166e-8
+ 1.1777467001650166e-08
],
[
0,
@@ -59981,7 +59981,7 @@
-0.01328982412815094,
-0.008723752573132515,
-0.004298132844269276,
- 1.1678760181155212e-8
+ 1.1678760181155212e-08
],
[
0,
@@ -60083,7 +60083,7 @@
-0.013217959553003311,
-0.008665361441671848,
-0.004263657610863447,
- 1.1568410229756411e-8
+ 1.1568410229756411e-08
],
[
0,
@@ -60185,7 +60185,7 @@
-0.013130836188793182,
-0.008597790263593197,
-0.004224707372486591,
- 1.144652639339938e-8
+ 1.144652639339938e-08
],
[
0,
@@ -60287,7 +60287,7 @@
-0.01302874181419611,
-0.008520696312189102,
-0.0041814036667346954,
- 1.1313234793419724e-8
+ 1.1313234793419724e-08
],
[
0,
@@ -60389,7 +60389,7 @@
-0.012911963276565077,
-0.008434130810201168,
-0.004133689682930708,
- 1.1168666880223554e-8
+ 1.1168666880223554e-08
],
[
0,
@@ -60491,7 +60491,7 @@
-0.01277977041900158,
-0.0083383247256279,
-0.0040816012769937515,
- 1.1012964762358024e-8
+ 1.1012964762358024e-08
],
[
0,
@@ -60593,7 +60593,7 @@
-0.012632749043405056,
-0.008233344182372093,
-0.004025185946375132,
- 1.0846284759225e-8
+ 1.0846284759225e-08
],
[
0,
@@ -60695,7 +60695,7 @@
-0.012471009977161884,
-0.008118915371596813,
-0.0039644925855100155,
- 1.0668792960188966e-8
+ 1.0668792960188966e-08
],
[
0,
@@ -60797,7 +60797,7 @@
-0.012294158339500427,
-0.00799531303346157,
-0.003899575909599662,
- 1.0480667000933865e-8
+ 1.0480667000933865e-08
],
[
0,
@@ -60899,7 +60899,7 @@
-0.01210259459912777,
-0.00786264706403017,
-0.0038305006455630064,
- 1.0282093398927827e-8
+ 1.0282093398927827e-08
],
[
0,
@@ -61001,7 +61001,7 @@
-0.011896486394107342,
-0.007721033412963152,
-0.0037573263980448246,
- 1.0073270217958452e-8
+ 1.0073270217958452e-08
],
[
0,
@@ -61103,7 +61103,7 @@
-0.011676007881760595,
-0.0075705936178565025,
-0.003680124180391431,
- 9.854406179954369e-9
+ 9.854406179954369e-09
],
[
0,
@@ -61205,7 +61205,7 @@
-0.011441152542829514,
-0.007411479484289885,
-0.00359896756708622,
- 9.62571800044998e-9
+ 9.62571800044998e-09
],
[
0,
@@ -61307,7 +61307,7 @@
-0.01119215413928032,
-0.007243541069328785,
-0.003513856790959835,
- 9.38743482947757e-9
+ 9.38743482947757e-09
],
[
0,
@@ -61409,7 +61409,7 @@
-0.01092927809804678,
-0.007067249622195959,
-0.003424957627430558,
- 9.13979469885362e-9
+ 9.13979469885362e-09
],
[
0,
@@ -61511,7 +61511,7 @@
-0.010652799159288406,
-0.006882783491164446,
-0.0033323601819574833,
- 8.883044522178807e-9
+ 8.883044522178807e-09
],
[
0,
@@ -61613,7 +61613,7 @@
-0.010363013483583927,
-0.006690052337944508,
-0.0032360816840082407,
- 8.617437430302743e-9
+ 8.617437430302743e-09
],
[
0,
@@ -61715,7 +61715,7 @@
-0.010060067288577557,
-0.006489545572549105,
-0.0031362930312752724,
- 8.3432425412866e-9
+ 8.3432425412866e-09
],
[
0,
@@ -61817,7 +61817,7 @@
-0.009744476526975632,
-0.006281332578510046,
-0.0030330964364111423,
- 8.060729861369964e-9
+ 8.060729861369964e-09
],
[
0,
@@ -61919,7 +61919,7 @@
-0.009416433982551098,
-0.006065525114536285,
-0.002926534740254283,
- 7.770181831290301e-9
+ 7.770181831290301e-09
],
[
0,
@@ -62021,7 +62021,7 @@
-0.009076495654881,
-0.005842609331011772,
-0.0028167180716991425,
- 7.471888885390854e-9
+ 7.471888885390854e-09
],
[
0,
@@ -62123,7 +62123,7 @@
-0.008724733255803585,
-0.0056125991977751255,
-0.0027037719264626503,
- 7.166147675263801e-9
+ 7.166147675263801e-09
],
[
0,
@@ -62225,7 +62225,7 @@
-0.008361893706023693,
-0.005375869572162628,
-0.0025878706946969032,
- 6.8532628461071e-9
+ 6.8532628461071e-09
],
[
0,
@@ -62327,7 +62327,7 @@
-0.007988122291862965,
-0.0051325843669474125,
-0.002469084458425641,
- 6.533547036724485e-9
+ 6.533547036724485e-09
],
[
0,
@@ -62429,7 +62429,7 @@
-0.007604147307574749,
-0.004883133806288242,
-0.0023475890047848225,
- 6.207313330008901e-9
+ 6.207313330008901e-09
],
[
0,
@@ -62531,7 +62531,7 @@
-0.007210068870335817,
-0.004627712070941925,
-0.002223466755822301,
- 5.874896569224575e-9
+ 5.874896569224575e-09
],
[
0,
@@ -62633,7 +62633,7 @@
-0.006806753110140562,
-0.004366709850728512,
-0.0020968099124729633,
- 5.536624048119165e-9
+ 5.536624048119165e-09
],
[
0,
@@ -62735,7 +62735,7 @@
-0.006394463125616312,
-0.0041003478690981865,
-0.001967849675565958,
- 5.1928319422245295e-9
+ 5.1928319422245295e-09
],
[
0,
@@ -62837,7 +62837,7 @@
-0.005973746068775654,
-0.003828949760645628,
-0.0018367221346125009,
- 4.843863976589091e-9
+ 4.843863976589091e-09
],
[
0,
@@ -62939,7 +62939,7 @@
-0.005545227788388729,
-0.003552912501618266,
-0.0017034912016242745,
- 4.490066984885743e-9
+ 4.490066984885743e-09
],
[
0,
@@ -63041,7 +63041,7 @@
-0.005109375808387995,
-0.00327242910861969,
-0.001568347099237144,
- 4.131794906214736e-9
+ 4.131794906214736e-09
],
[
0,
@@ -63143,7 +63143,7 @@
-0.004666752647608519,
-0.0029879764188081026,
-0.0014314710861071944,
- 3.76940390012237e-9
+ 3.76940390012237e-09
],
[
0,
@@ -63245,7 +63245,7 @@
-0.004217940848320723,
-0.002699832199141383,
-0.0012929541990160942,
- 3.403255677270067e-9
+ 3.403255677270067e-09
],
[
0,
@@ -63347,7 +63347,7 @@
-0.0037635359913110737,
-0.002408351516351104,
-0.0011529827024787664,
- 3.033714834899115e-9
+ 3.033714834899115e-09
],
[
0,
@@ -63449,7 +63449,7 @@
-0.003304132260382175,
-0.002113849390298128,
-0.0010117364581674335,
- 2.6611497450090833e-9
+ 2.6611497450090833e-09
],
[
0,
@@ -63551,7 +63551,7 @@
-0.0028403359465301037,
-0.0018167742528021336,
-0.0008693276904523373,
- 2.285932332313223e-9
+ 2.285932332313223e-09
],
[
0,
@@ -63653,7 +63653,7 @@
-0.0023727600928395987,
-0.0015174461295828223,
-0.0007259399280883372,
- 1.9084360758370167e-9
+ 1.9084360758370167e-09
],
[
0,
@@ -63755,7 +63755,7 @@
-0.00190202658995986,
-0.0012162120547145603,
-0.0005817476194351912,
- 1.5290374522081152e-9
+ 1.5290374522081152e-09
],
[
0,
@@ -63857,7 +63857,7 @@
-0.001428755116648972,
-0.0009134933352470398,
-0.00043688531150110066,
- 1.148114714411008e-9
+ 1.148114714411008e-09
],
[
0,
@@ -63985,8 +63985,8 @@
-0.000332245952449739,
-0.00025079402257688344,
-0.00016527759726159277,
- -0.00008749941480346024,
- -0.0000902697502169758,
+ -8.749941480346024e-05,
+ -9.02697502169758e-05,
-0.000182834206498228,
-0.0002975039242301136,
-0.00042295659659430385,
@@ -64066,102 +64066,102 @@
[
0,
7.326693141074259e-10,
- 1.3893333150605256e-9,
- 1.969795659917395e-9,
- 2.474322524648187e-9,
- 2.9036628657053143e-9,
- 3.259186476256559e-9,
- 3.542678816970124e-9,
- 3.756122080034174e-9,
- 3.901639900050213e-9,
- 3.982311813643946e-9,
- 4.0004013435179794e-9,
- 3.95940480402146e-9,
- 3.861864161791573e-9,
- 3.7104634920126504e-9,
- 3.508220824954833e-9,
- 3.2575095954001654e-9,
- 2.9606093132628075e-9,
- 2.619504391176974e-9,
- 2.2355732820500407e-9,
- 1.810447236572088e-9,
- 1.3448074875910263e-9,
+ 1.3893333150605256e-09,
+ 1.969795659917395e-09,
+ 2.474322524648187e-09,
+ 2.9036628657053143e-09,
+ 3.259186476256559e-09,
+ 3.542678816970124e-09,
+ 3.756122080034174e-09,
+ 3.901639900050213e-09,
+ 3.982311813643946e-09,
+ 4.0004013435179794e-09,
+ 3.95940480402146e-09,
+ 3.861864161791573e-09,
+ 3.7104634920126504e-09,
+ 3.508220824954833e-09,
+ 3.2575095954001654e-09,
+ 2.9606093132628075e-09,
+ 2.619504391176974e-09,
+ 2.2355732820500407e-09,
+ 1.810447236572088e-09,
+ 1.3448074875910263e-09,
8.390729222540472e-10,
2.9377980603761955e-10,
2.9191457584509806e-10,
9.180678439690835e-10,
- 1.5852748003197803e-9,
- 2.2944377509048763e-9,
- 3.046069840806353e-9,
- 3.8410576941316785e-9,
- 4.6794399466421055e-9,
- 5.562190708019443e-9,
- 6.489123460795554e-9,
- 7.459306949897382e-9,
- 8.472191836972343e-9,
- 9.526917033042537e-9,
- 1.062023446962712e-8,
- 1.1751293271800025e-8,
- 1.2916443914434694e-8,
- 1.4111366297697714e-8,
- 1.5333773362158354e-8,
- 1.6576985117922053e-8,
- 1.7836697452366934e-8,
- 1.9108288284996888e-8,
- 2.0384895549341312e-8,
- 2.16591029555957e-8,
- 2.292631684497337e-8,
- 2.4177902346878e-8,
- 2.5408215975630813e-8,
- 2.6608724112975324e-8,
- 2.7773408461939653e-8,
- 2.8894222126041313e-8,
- 2.99641946810425e-8,
- 3.097705203458645e-8,
- 3.1924425769602756e-8,
- 3.2801821703287715e-8,
- 3.3600887405782494e-8,
- 3.431769357575831e-8,
- 3.4947564842013896e-8,
- 3.5483875393538256e-8,
- 3.5921928542848036e-8,
- 3.6261539548831934e-8,
- 3.6496881961056715e-8,
- 3.6625419141955724e-8,
- 3.6647730183858584e-8,
- 3.6561736749263225e-8,
- 3.636731449319086e-8,
- 3.6064754738163174e-8,
- 3.565703110552931e-8,
- 3.5143528975822846e-8,
- 3.4528586212445596e-8,
- 3.3814519184716125e-8,
- 3.3007019339947874e-8,
- 3.21097495259437e-8,
- 3.1127793675977955e-8,
- 3.006729087928761e-8,
- 2.8934504570088393e-8,
- 2.7735376662008093e-8,
- 2.6477987802309144e-8,
- 2.5170079354097652e-8,
- 2.3818261141173025e-8,
- 2.243125685197356e-8,
- 2.1016628437564577e-8,
- 1.9583046295679196e-8,
- 1.8138225144070933e-8,
- 1.6690291815280034e-8,
- 1.5247344720137335e-8,
- 1.3817158972528888e-8,
- 1.2407403993108801e-8,
- 1.1024976487306049e-8,
- 9.677163070875851e-9,
- 8.370295567772246e-9,
- 7.110278144040194e-9,
- 5.902940358737396e-9,
- 4.752875426561331e-9,
- 3.664788916779571e-9,
- 2.6426201227280903e-9,
- 1.6893666465733759e-9,
+ 1.5852748003197803e-09,
+ 2.2944377509048763e-09,
+ 3.046069840806353e-09,
+ 3.8410576941316785e-09,
+ 4.6794399466421055e-09,
+ 5.562190708019443e-09,
+ 6.489123460795554e-09,
+ 7.459306949897382e-09,
+ 8.472191836972343e-09,
+ 9.526917033042537e-09,
+ 1.062023446962712e-08,
+ 1.1751293271800025e-08,
+ 1.2916443914434694e-08,
+ 1.4111366297697714e-08,
+ 1.5333773362158354e-08,
+ 1.6576985117922053e-08,
+ 1.7836697452366934e-08,
+ 1.9108288284996888e-08,
+ 2.0384895549341312e-08,
+ 2.16591029555957e-08,
+ 2.292631684497337e-08,
+ 2.4177902346878e-08,
+ 2.5408215975630813e-08,
+ 2.6608724112975324e-08,
+ 2.7773408461939653e-08,
+ 2.8894222126041313e-08,
+ 2.99641946810425e-08,
+ 3.097705203458645e-08,
+ 3.1924425769602756e-08,
+ 3.2801821703287715e-08,
+ 3.3600887405782494e-08,
+ 3.431769357575831e-08,
+ 3.4947564842013896e-08,
+ 3.5483875393538256e-08,
+ 3.5921928542848036e-08,
+ 3.6261539548831934e-08,
+ 3.6496881961056715e-08,
+ 3.6625419141955724e-08,
+ 3.6647730183858584e-08,
+ 3.6561736749263225e-08,
+ 3.636731449319086e-08,
+ 3.6064754738163174e-08,
+ 3.565703110552931e-08,
+ 3.5143528975822846e-08,
+ 3.4528586212445596e-08,
+ 3.3814519184716125e-08,
+ 3.3007019339947874e-08,
+ 3.21097495259437e-08,
+ 3.1127793675977955e-08,
+ 3.006729087928761e-08,
+ 2.8934504570088393e-08,
+ 2.7735376662008093e-08,
+ 2.6477987802309144e-08,
+ 2.5170079354097652e-08,
+ 2.3818261141173025e-08,
+ 2.243125685197356e-08,
+ 2.1016628437564577e-08,
+ 1.9583046295679196e-08,
+ 1.8138225144070933e-08,
+ 1.6690291815280034e-08,
+ 1.5247344720137335e-08,
+ 1.3817158972528888e-08,
+ 1.2407403993108801e-08,
+ 1.1024976487306049e-08,
+ 9.677163070875851e-09,
+ 8.370295567772246e-09,
+ 7.110278144040194e-09,
+ 5.902940358737396e-09,
+ 4.752875426561331e-09,
+ 3.664788916779571e-09,
+ 2.6426201227280903e-09,
+ 1.6893666465733759e-09,
8.078054336557726e-10,
-2.122464242527251e-15
]
diff --git a/docs/source/notebooks/sampling_paths.ipynb b/docs/source/notebooks/sampling_paths.ipynb
index ce1858ac..8b9c62e5 100644
--- a/docs/source/notebooks/sampling_paths.ipynb
+++ b/docs/source/notebooks/sampling_paths.ipynb
@@ -21,7 +21,18 @@
"except ImportError:\n",
" import sys # noqa: F401\n",
"\n",
- " !{sys.executable} -m pip install --group notebooks git+https://github.com/jeertmans/sampling-paths.git"
+ " !{sys.executable} -m pip install --upgrade 'pip>=25.1'\n",
+ " try:\n",
+ " import google.colab # type: ignore[unresolved-import] # noqa: F401\n",
+ " except ImportError:\n",
+ " !{sys.executable} -m pip install --group notebooks git+https://github.com/jeertmans/sampling-paths.git\n",
+ " else:\n",
+ " # Apparently, Google Colab fails to install dependency groups from a URL\n",
+ " from tempfile import TemporaryDirectory\n",
+ "\n",
+ " with TemporaryDirectory() as tmp_dir:\n",
+ " !git clone --filter=blob:none --quiet https://github.com/jeertmans/sampling-paths.git {tmp_dir}\n",
+ " !cd {tmp_dir} && {sys.executable} -m pip install . --group notebooks"
]
},
{
@@ -39,7 +50,7 @@
"[accessible here](https://differt.rtfd.io/stable/notebooks/sampling_paths.html).\n",
":::\n",
"\n",
- "This notebook aims at being a tutorial to reproduce the results presented in the paper\n",
+ "This notebook aims to be a tutorial for reproducing the results presented in the paper\n",
"*Transform-Invariant Generative Ray Path Sampling for Efficient Radio Propagation Modeling with Point-to-Point Ray Tracing*,\n",
"and assumes you are familiar with its content.\n",
"\n",
@@ -55,7 +66,7 @@
":::\n",
"\n",
"If you find this tutorial useful and plan on using this tool for your publications,\n",
- "please cite our work, see {ref}`citing`.\n",
+ "please cite our work; see {ref}`citing`.\n",
"\n",
":::{warning}\n",
"Training the models can take quite some time.\n",
@@ -63,18 +74,18 @@
"If you want to bypass the training and use a pre-trained model,\n",
"you can download the weights from the\n",
"[releases page](https://github.com/jeertmans/DiffeRT/releases/tag/icmlcn2025) and\n",
- "load then with `Model.load_weights`.\n",
+ "load them with `Model.load_weights`.\n",
":::\n",
"\n",
"## Summary\n",
"\n",
- "In our work, we present a Machine Learning model that aims at reducing the computational complexity\n",
+ "In our work, we present a machine learning model that aims to reduce the computational complexity\n",
"of exhaustive point-to-point Ray Tracing by learning how to sample path candidates.\n",
"For further details, please refer to the paper.\n",
"\n",
"## Setup\n",
"\n",
- "Below are the important steps to properly setup the environment.\n",
+ "Below are the important steps to properly set up the environment.\n",
"\n",
"### Imports\n",
"\n",
@@ -104,17 +115,24 @@
"outputs": [],
"source": [
"from collections import defaultdict\n",
+ "from functools import partial\n",
"\n",
+ "import equinox as eqx\n",
"import jax\n",
"import jax.numpy as jnp\n",
"import jax.random as jr\n",
"import matplotlib.pyplot as plt\n",
"import plotly.graph_objects as go\n",
"import treescope\n",
- "from differt.plotting import reuse, set_defaults\n",
+ "from differt.geometry import path_lengths\n",
+ "from differt.plotting import draw_image, reuse, set_defaults\n",
"from differt.scene import (\n",
+ " TriangleScene,\n",
" download_sionna_scenes,\n",
")\n",
+ "from differt.utils import safe_divide\n",
+ "from jaxtyping import Array, Float, PRNGKeyArray\n",
+ "from plotly.subplots import make_subplots\n",
"from sampling_paths.agent import Agent\n",
"from sampling_paths.model import Model\n",
"from sampling_paths.utils import (\n",
@@ -133,7 +151,7 @@
"source": [
"### Pretty Printing\n",
"\n",
- "Nested structures, like Machine Learning modules, or more generally PyTrees, do not render very nicely by default.\n",
+ "Nested structures, like machine learning modules, or more generally PyTrees, do not render very nicely by default.\n",
"To provide the user with an interactive pretty-printing experience, we use `treescope`:"
]
},
@@ -141,7 +159,13 @@
"cell_type": "code",
"execution_count": null,
"id": "4",
- "metadata": {},
+ "metadata": {
+ "editable": true,
+ "slideshow": {
+ "slide_type": ""
+ },
+ "tags": []
+ },
"outputs": [],
"source": [
"treescope.basic_interactive_setup()"
@@ -154,9 +178,9 @@
"source": [
"### JAX Device\n",
"\n",
- "While this notebook will run fine all supported JAX devices (i.e., CPU, GPU, and TPU), using a GPU (or a TPU) will usually decrease the computational time by a significant factor.\n",
+ "While this notebook will run fine on all supported JAX devices (i.e., CPU, GPU, and TPU), using a GPU (or a TPU) will usually decrease the computational time by a significant factor.\n",
"\n",
- "To check the current active JAX device, use {func}`jax.devices`:"
+ "To check the currently active JAX device, use {func}`jax.devices`:"
]
},
{
@@ -168,7 +192,7 @@
{
"data": {
"text/html": [
- "
"
+ "
"
],
"text/plain": [
""
@@ -180,7 +204,7 @@
{
"data": {
"text/html": [
- " "
+ " "
],
"text/plain": [
"[CudaDevice(id=0)]"
@@ -233,9 +257,6 @@
" fig.update_scenes(\n",
" xaxis_visible=False, yaxis_visible=False, zaxis_visible=False\n",
" )\n",
- " fig.update_layout(\n",
- " paper_bgcolor=\"rgba(0,0,0,0)\", plot_bgcolor=\"rgba(0,0,0,0)\"\n",
- " )\n",
" return fig"
]
},
@@ -243,8 +264,43 @@
"cell_type": "code",
"execution_count": null,
"id": "10",
- "metadata": {},
+ "metadata": {
+ "editable": true,
+ "slideshow": {
+ "slide_type": ""
+ },
+ "tags": []
+ },
"outputs": [
+ {
+ "data": {
+ "text/html": [
+ " \n",
+ " "
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
{
"data": {
"application/vnd.plotly.v1+json": {
@@ -253,41 +309,772 @@
},
"data": [
{
- "facecolor": {
- "bdata": "0lJZPuaQED8Ekkw/0lJZPuaQED8Ekkw/0lJZPuaQED8Ekkw/0lJZPuaQED8Ekkw/0lJZPuaQED8Ekkw/0lJZPuaQED8Ekkw/0lJZPuaQED8Ekkw/0lJZPuaQED8Ekkw/0lJZPuaQED8Ekkw/0lJZPuaQED8Ekkw/0lJZPuaQED8Ekkw/0lJZPuaQED8Ekkw/BkYCP7VOLD7OwXM9BkYCP7VOLD7OwXM9BkYCP7VOLD7OwXM9BkYCP7VOLD7OwXM9BkYCP7VOLD7OwXM9BkYCP7VOLD7OwXM9BkYCP7VOLD7OwXM9BkYCP7VOLD7OwXM9BkYCP7VOLD7OwXM9BkYCP7VOLD7OwXM9BkYCP7VOLD7OwXM9BkYCP7VOLD7OwXM90lJZPuaQED8Ekkw/0lJZPuaQED8Ekkw/0lJZPuaQED8Ekkw/0lJZPuaQED8Ekkw/0lJZPuaQED8Ekkw/0lJZPuaQED8Ekkw/0lJZPuaQED8Ekkw/0lJZPuaQED8Ekkw/0lJZPuaQED8Ekkw/0lJZPuaQED8Ekkw/0lJZPuaQED8Ekkw/0lJZPuaQED8Ekkw/W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+aJQaP18Luj2RmUs9aJQaP18Luj2RmUs9aJQaP18Luj2RmUs9aJQaP18Luj2RmUs9aJQaP18Luj2RmUs9aJQaP18Luj2RmUs9aJQaP18Luj2RmUs9aJQaP18Luj2RmUs9aJQaP18Luj2RmUs9aJQaP18Luj2RmUs9aJQaP18Luj2RmUs9aJQaP18Luj2RmUs9TBsKP0wbCj9cGwo/TBsKP0wbCj9cGwo/",
- "dtype": "f4",
- "shape": "74, 3"
- },
- "i": {
- "bdata": "AAAAAAAAAAADAAAAAwAAAAUAAAAFAAAABwAAAAcAAAAKAAAACgAAAAQAAAAEAAAADgAAAA4AAAARAAAAEQAAABMAAAATAAAAFQAAABUAAAAYAAAAGAAAABIAAAASAAAAHAAAABwAAAAfAAAAHwAAACEAAAAhAAAAIwAAACMAAAAmAAAAJgAAACAAAAAgAAAAKgAAACoAAAAtAAAALQAAAC8AAAAvAAAAMQAAADEAAAA0AAAANAAAAC4AAAAuAAAAOAAAADgAAAA7AAAAOwAAAD0AAAA9AAAAPwAAAD8AAABCAAAAQgAAADwAAAA8AAAARgAAAEYAAABJAAAASQAAAEsAAABLAAAATQAAAE0AAABQAAAAUAAAAEoAAABKAAAAVAAAAFQAAAA=",
- "dtype": "i4"
- },
- "j": {
- "bdata": "AQAAAAIAAAACAAAABAAAAAQAAAAGAAAABgAAAAgAAAAFAAAABwAAAAwAAAANAAAADwAAABAAAAAQAAAAEgAAABIAAAAUAAAAFAAAABYAAAATAAAAFQAAABoAAAAbAAAAHQAAAB4AAAAeAAAAIAAAACAAAAAiAAAAIgAAACQAAAAhAAAAIwAAACgAAAApAAAAKwAAACwAAAAsAAAALgAAAC4AAAAwAAAAMAAAADIAAAAvAAAAMQAAADYAAAA3AAAAOQAAADoAAAA6AAAAPAAAADwAAAA+AAAAPgAAAEAAAAA9AAAAPwAAAEQAAABFAAAARwAAAEgAAABIAAAASgAAAEoAAABMAAAATAAAAE4AAABLAAAATQAAAFIAAABTAAAAVQAAAFYAAAA=",
- "dtype": "i4"
- },
- "k": {
- "bdata": "AgAAAAMAAAAEAAAABQAAAAYAAAAHAAAACAAAAAkAAAAHAAAACwAAAA0AAAAGAAAAEAAAABEAAAASAAAAEwAAABQAAAAVAAAAFgAAABcAAAAVAAAAGQAAABsAAAAUAAAAHgAAAB8AAAAgAAAAIQAAACIAAAAjAAAAJAAAACUAAAAjAAAAJwAAACkAAAAiAAAALAAAAC0AAAAuAAAALwAAADAAAAAxAAAAMgAAADMAAAAxAAAANQAAADcAAAAwAAAAOgAAADsAAAA8AAAAPQAAAD4AAAA/AAAAQAAAAEEAAAA/AAAAQwAAAEUAAAA+AAAASAAAAEkAAABKAAAASwAAAEwAAABNAAAATgAAAE8AAABNAAAAUQAAAFMAAABMAAAAVgAAAFcAAAA=",
- "dtype": "i4"
- },
+ "facecolor": [
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.5389999747276306,
+ 0.5389999747276306,
+ 0.5389999747276306
+ ],
+ [
+ 0.5389999747276306,
+ 0.5389999747276306,
+ 0.5389999747276306
+ ]
+ ],
+ "i": [
+ 2,
+ 2,
+ 0,
+ 0,
+ 4,
+ 4,
+ 6,
+ 6,
+ 0,
+ 0,
+ 5,
+ 5,
+ 10,
+ 10,
+ 8,
+ 8,
+ 12,
+ 12,
+ 14,
+ 14,
+ 8,
+ 8,
+ 13,
+ 13,
+ 18,
+ 18,
+ 16,
+ 16,
+ 20,
+ 20,
+ 22,
+ 22,
+ 16,
+ 16,
+ 21,
+ 21,
+ 26,
+ 26,
+ 24,
+ 24,
+ 28,
+ 28,
+ 30,
+ 30,
+ 24,
+ 24,
+ 29,
+ 29,
+ 34,
+ 34,
+ 32,
+ 32,
+ 36,
+ 36,
+ 38,
+ 38,
+ 32,
+ 32,
+ 37,
+ 37,
+ 42,
+ 42,
+ 40,
+ 40,
+ 44,
+ 44,
+ 46,
+ 46,
+ 40,
+ 40,
+ 45,
+ 45,
+ 48,
+ 48
+ ],
+ "j": [
+ 3,
+ 1,
+ 1,
+ 5,
+ 5,
+ 7,
+ 7,
+ 3,
+ 4,
+ 6,
+ 1,
+ 3,
+ 11,
+ 9,
+ 9,
+ 13,
+ 13,
+ 15,
+ 15,
+ 11,
+ 12,
+ 14,
+ 9,
+ 11,
+ 19,
+ 17,
+ 17,
+ 21,
+ 21,
+ 23,
+ 23,
+ 19,
+ 20,
+ 22,
+ 17,
+ 19,
+ 27,
+ 25,
+ 25,
+ 29,
+ 29,
+ 31,
+ 31,
+ 27,
+ 28,
+ 30,
+ 25,
+ 27,
+ 35,
+ 33,
+ 33,
+ 37,
+ 37,
+ 39,
+ 39,
+ 35,
+ 36,
+ 38,
+ 33,
+ 35,
+ 43,
+ 41,
+ 41,
+ 45,
+ 45,
+ 47,
+ 47,
+ 43,
+ 44,
+ 46,
+ 41,
+ 43,
+ 49,
+ 50
+ ],
+ "k": [
+ 1,
+ 0,
+ 5,
+ 4,
+ 7,
+ 6,
+ 3,
+ 2,
+ 6,
+ 2,
+ 3,
+ 7,
+ 9,
+ 8,
+ 13,
+ 12,
+ 15,
+ 14,
+ 11,
+ 10,
+ 14,
+ 10,
+ 11,
+ 15,
+ 17,
+ 16,
+ 21,
+ 20,
+ 23,
+ 22,
+ 19,
+ 18,
+ 22,
+ 18,
+ 19,
+ 23,
+ 25,
+ 24,
+ 29,
+ 28,
+ 31,
+ 30,
+ 27,
+ 26,
+ 30,
+ 26,
+ 27,
+ 31,
+ 33,
+ 32,
+ 37,
+ 36,
+ 39,
+ 38,
+ 35,
+ 34,
+ 38,
+ 34,
+ 35,
+ 39,
+ 41,
+ 40,
+ 45,
+ 44,
+ 47,
+ 46,
+ 43,
+ 42,
+ 46,
+ 42,
+ 43,
+ 47,
+ 50,
+ 51
+ ],
"type": "mesh3d",
- "x": {
- "bdata": "PG54wjxueMI8bnjCPG54wqDj98Gg4/fBoOP3waDj98E8bnjCPG54wjxueMI8bnjCPG54wjxueMJ353HBd+dxwXfnccF353HBHgWAQR4FgEEeBYBBHgWAQXfnccF353HBd+dxwXfnccF353HBd+dxwXAm/EFwJvxBcCb8QXAm/EGkj3pCpI96QqSPekKkj3pCcCb8QXAm/EFwJvxBcCb8QXAm/EFwJvxBd+dxwXfnccF353HBd+dxwR4FgEEeBYBBHgWAQR4FgEF353HBd+dxwXfnccF353HBd+dxwXfnccFMpXnCTKV5wkylecJMpXnCwFH6wcBR+sHAUfrBwFH6wUylecJMpXnCTKV5wkylecJMpXnCTKV5wiptAUIqbQFCKm0BQiptAUKW6X1Clul9QpbpfUKW6X1CKm0BQiptAUIqbQFCKm0BQiptAUIqbQFCpO67woDauEKA2rhCpO67wg==",
- "dtype": "f4"
- },
- "y": {
- "bdata": "ONAJwTjQCcGi/xHCov8RwqL/EcKi/xHCONAJwTjQCcE40AnBONAJwaL/EcI40AnBov8RwjjQCcE40AnBONAJwaL/EcKi/xHCov8RwqL/EcI40AnBONAJwTjQCcE40AnBov8RwjjQCcGi/xHCONAJwTjQCcE40AnBov8RwqL/EcKi/xHCov8RwjjQCcE40AnBONAJwTjQCcGi/xHCONAJwaL/EcI40AnB3NQVQtzUFUIgJRlBICUZQSAlGUEgJRlB3NQVQtzUFULc1BVC3NQVQiAlGUHc1BVCICUZQdzUFULc1BVC3NQVQiAlGUEgJRlBICUZQSAlGUHc1BVC3NQVQtzUFULc1BVCICUZQdzUFUIgJRlB3NQVQvjkGEL45BhCjmUlQY5lJUGOZSVBjmUlQfjkGEL45BhC+OQYQvjkGEKOZSVB+OQYQo5lJUH45BhCAztzQgM7c0J9UnHCfVJxwg==",
- "dtype": "f4"
- },
- "z": {
- "bdata": "AET8vBCGrkEQhq5BAET8vBCGrkEARPy8EIauQQBE/LwQhq5BAET8vABE/LwARPy8EIauQRCGrkEARPy8dsZLQnbGS0IARPy8dsZLQgBE/Lx2xktCAET8vHbGS0IARPy8AET8vABE/Lx2xktCdsZLQgBE/LzJx+hBycfoQQBE/LzJx+hBAET8vMnH6EEARPy8ycfoQQBE/LwARPy8AET8vMnH6EHJx+hBAET8vHbGS0J2xktCAET8vHbGS0IARPy8dsZLQgBE/Lx2xktCAET8vABE/LwARPy8dsZLQnbGS0IARPy8ycfoQcnH6EEARPy8ycfoQQBE/LzJx+hBAET8vMnH6EEARPy8AET8vABE/LzJx+hBycfoQQBE/LwQhq5BEIauQQBE/LwQhq5BAET8vBCGrkEARPy8EIauQQBE/LwARPy8AET8vBCGrkEQhq5BAET8vABE/LwARPy8AET8vA==",
- "dtype": "f4"
- }
+ "x": [
+ -62.10765075683594,
+ -62.10765075683594,
+ -62.10765075683594,
+ -62.10765075683594,
+ -30.98614501953125,
+ -30.98614501953125,
+ -30.98614501953125,
+ -30.98614501953125,
+ -15.119009971618652,
+ -15.119009971618652,
+ -15.119009971618652,
+ -15.119009971618652,
+ 16.002498626708984,
+ 16.002498626708984,
+ 16.002498626708984,
+ 16.002498626708984,
+ 31.518768310546875,
+ 31.518768310546875,
+ 31.518768310546875,
+ 31.518768310546875,
+ 62.64027404785156,
+ 62.64027404785156,
+ 62.64027404785156,
+ 62.64027404785156,
+ -15.119009971618652,
+ -15.119009971618652,
+ -15.119009971618652,
+ -15.119009971618652,
+ 16.002498626708984,
+ 16.002498626708984,
+ 16.002498626708984,
+ 16.002498626708984,
+ -62.41142272949219,
+ -62.41142272949219,
+ -62.41142272949219,
+ -62.41142272949219,
+ -31.2899169921875,
+ -31.2899169921875,
+ -31.2899169921875,
+ -31.2899169921875,
+ 32.356605529785156,
+ 32.356605529785156,
+ 32.356605529785156,
+ 32.356605529785156,
+ 63.47811126708984,
+ 63.47811126708984,
+ 63.47811126708984,
+ 63.47811126708984,
+ -93.96609497070312,
+ 92.4267578125,
+ 92.4267578125,
+ -93.96609497070312
+ ],
+ "y": [
+ -36.49964141845703,
+ -36.49964141845703,
+ -8.613334655761719,
+ -8.613334655761719,
+ -36.49964141845703,
+ -36.49964141845703,
+ -8.613334655761719,
+ -8.613334655761719,
+ -36.49964141845703,
+ -36.49964141845703,
+ -8.613334655761719,
+ -8.613334655761719,
+ -36.49964141845703,
+ -36.49964141845703,
+ -8.613334655761719,
+ -8.613334655761719,
+ -36.49964141845703,
+ -36.49964141845703,
+ -8.613334655761719,
+ -8.613334655761719,
+ -36.49964141845703,
+ -36.49964141845703,
+ -8.613334655761719,
+ -8.613334655761719,
+ 9.571563720703123,
+ 9.571563720703123,
+ 37.45787048339844,
+ 37.45787048339844,
+ 9.571563720703123,
+ 9.571563720703123,
+ 37.45787048339844,
+ 37.45787048339844,
+ 9.571563720703123,
+ 9.571563720703123,
+ 37.45787048339844,
+ 37.45787048339844,
+ 9.571563720703123,
+ 9.571563720703123,
+ 37.45787048339844,
+ 37.45787048339844,
+ 10.33729362487793,
+ 10.33729362487793,
+ 38.223602294921875,
+ 38.223602294921875,
+ 10.33729362487793,
+ 10.33729362487793,
+ 38.223602294921875,
+ 38.223602294921875,
+ 60.8076286315918,
+ 60.8076286315918,
+ -60.3305549621582,
+ -60.3305549621582
+ ],
+ "z": [
+ -0.030794143676757812,
+ 21.815460205078125,
+ -0.030794143676757812,
+ 21.815460205078125,
+ -0.030794143676757812,
+ 21.815460205078125,
+ -0.030794143676757812,
+ 21.815460205078125,
+ -0.030794143676757812,
+ 50.943809509277344,
+ -0.030794143676757812,
+ 50.943809509277344,
+ -0.030794143676757812,
+ 50.943809509277344,
+ -0.030794143676757812,
+ 50.943809509277344,
+ -0.030794143676757812,
+ 29.097551345825195,
+ -0.030794143676757812,
+ 29.097551345825195,
+ -0.030794143676757812,
+ 29.097551345825195,
+ -0.030794143676757812,
+ 29.097551345825195,
+ -0.030794143676757812,
+ 50.943809509277344,
+ -0.030794143676757812,
+ 50.943809509277344,
+ -0.030794143676757812,
+ 50.943809509277344,
+ -0.030794143676757812,
+ 50.943809509277344,
+ -0.030794143676757812,
+ 29.097551345825195,
+ -0.030794143676757812,
+ 29.097551345825195,
+ -0.030794143676757812,
+ 29.097551345825195,
+ -0.030794143676757812,
+ 29.097551345825195,
+ -0.030794143676757812,
+ 21.815460205078125,
+ -0.030794143676757812,
+ 21.815460205078125,
+ -0.030794143676757812,
+ 21.815460205078125,
+ -0.030794143676757812,
+ 21.815460205078125,
+ -0.030794143676757812,
+ -0.030794143676757812,
+ -0.030794143676757812,
+ -0.030794143676757812
+ ]
}
],
"layout": {
- "paper_bgcolor": "rgba(0,0,0,0)",
- "plot_bgcolor": "rgba(0,0,0,0)",
"scene": {
"xaxis": {
"visible": false
@@ -478,6 +1265,57 @@
"type": "heatmap"
}
],
+ "heatmapgl": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "colorscale": [
+ [
+ 0,
+ "#0d0887"
+ ],
+ [
+ 0.1111111111111111,
+ "#46039f"
+ ],
+ [
+ 0.2222222222222222,
+ "#7201a8"
+ ],
+ [
+ 0.3333333333333333,
+ "#9c179e"
+ ],
+ [
+ 0.4444444444444444,
+ "#bd3786"
+ ],
+ [
+ 0.5555555555555556,
+ "#d8576b"
+ ],
+ [
+ 0.6666666666666666,
+ "#ed7953"
+ ],
+ [
+ 0.7777777777777778,
+ "#fb9f3a"
+ ],
+ [
+ 0.8888888888888888,
+ "#fdca26"
+ ],
+ [
+ 1,
+ "#f0f921"
+ ]
+ ],
+ "type": "heatmapgl"
+ }
+ ],
"histogram": [
{
"marker": {
@@ -678,17 +1516,6 @@
"type": "scattergl"
}
],
- "scattermap": [
- {
- "marker": {
- "colorbar": {
- "outlinewidth": 0,
- "ticks": ""
- }
- },
- "type": "scattermap"
- }
- ],
"scattermapbox": [
{
"marker": {
@@ -1076,7 +1903,35 @@
}
}
}
- }
+ },
+ "image/png": "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",
+ "text/html": [
+ ""
+ ]
},
"metadata": {},
"output_type": "display_data"
@@ -1094,7 +1949,13 @@
{
"cell_type": "markdown",
"id": "11",
- "metadata": {},
+ "metadata": {
+ "editable": true,
+ "slideshow": {
+ "slide_type": ""
+ },
+ "tags": []
+ },
"source": [
"From the `BASE_SCENE` object, we can generate random variations of it.\n",
"Two main types of variations are considered here:\n",
@@ -1139,18 +2000,15 @@
"TX"
],
"type": "scatter3d",
- "x": {
- "bdata": "4+lSwA==",
- "dtype": "f4"
- },
- "y": {
- "bdata": "VFOtPw==",
- "dtype": "f4"
- },
- "z": {
- "bdata": "S4oDQg==",
- "dtype": "f4"
- }
+ "x": [
+ -62.19590759277344
+ ],
+ "y": [
+ 16.641925811767578
+ ],
+ "z": [
+ 32.88505172729492
+ ]
},
{
"mode": "markers+text",
@@ -1159,57 +2017,689 @@
"RX"
],
"type": "scatter3d",
- "x": {
- "bdata": "4o2KQA==",
- "dtype": "f4"
- },
- "y": {
- "bdata": "hHuJwA==",
- "dtype": "f4"
- },
- "z": {
- "bdata": "g1uCPw==",
- "dtype": "f4"
- }
+ "x": [
+ 79.93507385253906
+ ],
+ "y": [
+ -51.806396484375
+ ],
+ "z": [
+ 1.0184177160263062
+ ]
},
{
- "facecolor": {
- "bdata": "BkYCP7VOLD7OwXM9BkYCP7VOLD7OwXM9BkYCP7VOLD7OwXM9BkYCP7VOLD7OwXM9BkYCP7VOLD7OwXM9BkYCP7VOLD7OwXM9BkYCP7VOLD7OwXM9BkYCP7VOLD7OwXM9BkYCP7VOLD7OwXM9BkYCP7VOLD7OwXM9BkYCP7VOLD7OwXM9BkYCP7VOLD7OwXM90lJZPuaQED8Ekkw/0lJZPuaQED8Ekkw/0lJZPuaQED8Ekkw/0lJZPuaQED8Ekkw/0lJZPuaQED8Ekkw/0lJZPuaQED8Ekkw/0lJZPuaQED8Ekkw/0lJZPuaQED8Ekkw/0lJZPuaQED8Ekkw/0lJZPuaQED8Ekkw/0lJZPuaQED8Ekkw/0lJZPuaQED8Ekkw/W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+aJQaP18Luj2RmUs9aJQaP18Luj2RmUs9aJQaP18Luj2RmUs9aJQaP18Luj2RmUs9aJQaP18Luj2RmUs9aJQaP18Luj2RmUs9aJQaP18Luj2RmUs9aJQaP18Luj2RmUs9aJQaP18Luj2RmUs9aJQaP18Luj2RmUs9aJQaP18Luj2RmUs9aJQaP18Luj2RmUs9TBsKP0wbCj9cGwo/TBsKP0wbCj9cGwo/",
- "dtype": "f4",
- "shape": "62, 3"
- },
- "i": {
- "bdata": "DgAAAA4AAAARAAAAEQAAABMAAAATAAAAFQAAABUAAAAYAAAAGAAAABIAAAASAAAAHAAAABwAAAAfAAAAHwAAACEAAAAhAAAAIwAAACMAAAAmAAAAJgAAACAAAAAgAAAAKgAAACoAAAAtAAAALQAAAC8AAAAvAAAAMQAAADEAAAA0AAAANAAAAC4AAAAuAAAAOAAAADgAAAA7AAAAOwAAAD0AAAA9AAAAPwAAAD8AAABCAAAAQgAAADwAAAA8AAAARgAAAEYAAABJAAAASQAAAEsAAABLAAAATQAAAE0AAABQAAAAUAAAAEoAAABKAAAAVAAAAFQAAAA=",
- "dtype": "i4"
- },
- "j": {
- "bdata": "DwAAABAAAAAQAAAAEgAAABIAAAAUAAAAFAAAABYAAAATAAAAFQAAABoAAAAbAAAAHQAAAB4AAAAeAAAAIAAAACAAAAAiAAAAIgAAACQAAAAhAAAAIwAAACgAAAApAAAAKwAAACwAAAAsAAAALgAAAC4AAAAwAAAAMAAAADIAAAAvAAAAMQAAADYAAAA3AAAAOQAAADoAAAA6AAAAPAAAADwAAAA+AAAAPgAAAEAAAAA9AAAAPwAAAEQAAABFAAAARwAAAEgAAABIAAAASgAAAEoAAABMAAAATAAAAE4AAABLAAAATQAAAFIAAABTAAAAVQAAAFYAAAA=",
- "dtype": "i4"
- },
- "k": {
- "bdata": "EAAAABEAAAASAAAAEwAAABQAAAAVAAAAFgAAABcAAAAVAAAAGQAAABsAAAAUAAAAHgAAAB8AAAAgAAAAIQAAACIAAAAjAAAAJAAAACUAAAAjAAAAJwAAACkAAAAiAAAALAAAAC0AAAAuAAAALwAAADAAAAAxAAAAMgAAADMAAAAxAAAANQAAADcAAAAwAAAAOgAAADsAAAA8AAAAPQAAAD4AAAA/AAAAQAAAAEEAAAA/AAAAQwAAAEUAAAA+AAAASAAAAEkAAABKAAAASwAAAEwAAABNAAAATgAAAE8AAABNAAAAUQAAAFMAAABMAAAAVgAAAFcAAAA=",
- "dtype": "i4"
- },
+ "facecolor": [
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.5389999747276306,
+ 0.5389999747276306,
+ 0.5389999747276306
+ ],
+ [
+ 0.5389999747276306,
+ 0.5389999747276306,
+ 0.5389999747276306
+ ]
+ ],
+ "i": [
+ 10,
+ 10,
+ 8,
+ 8,
+ 12,
+ 12,
+ 14,
+ 14,
+ 8,
+ 8,
+ 13,
+ 13,
+ 18,
+ 18,
+ 16,
+ 16,
+ 20,
+ 20,
+ 22,
+ 22,
+ 16,
+ 16,
+ 21,
+ 21,
+ 26,
+ 26,
+ 24,
+ 24,
+ 28,
+ 28,
+ 30,
+ 30,
+ 24,
+ 24,
+ 29,
+ 29,
+ 34,
+ 34,
+ 32,
+ 32,
+ 36,
+ 36,
+ 38,
+ 38,
+ 32,
+ 32,
+ 37,
+ 37,
+ 42,
+ 42,
+ 40,
+ 40,
+ 44,
+ 44,
+ 46,
+ 46,
+ 40,
+ 40,
+ 45,
+ 45,
+ 48,
+ 48
+ ],
+ "j": [
+ 11,
+ 9,
+ 9,
+ 13,
+ 13,
+ 15,
+ 15,
+ 11,
+ 12,
+ 14,
+ 9,
+ 11,
+ 19,
+ 17,
+ 17,
+ 21,
+ 21,
+ 23,
+ 23,
+ 19,
+ 20,
+ 22,
+ 17,
+ 19,
+ 27,
+ 25,
+ 25,
+ 29,
+ 29,
+ 31,
+ 31,
+ 27,
+ 28,
+ 30,
+ 25,
+ 27,
+ 35,
+ 33,
+ 33,
+ 37,
+ 37,
+ 39,
+ 39,
+ 35,
+ 36,
+ 38,
+ 33,
+ 35,
+ 43,
+ 41,
+ 41,
+ 45,
+ 45,
+ 47,
+ 47,
+ 43,
+ 44,
+ 46,
+ 41,
+ 43,
+ 49,
+ 50
+ ],
+ "k": [
+ 9,
+ 8,
+ 13,
+ 12,
+ 15,
+ 14,
+ 11,
+ 10,
+ 14,
+ 10,
+ 11,
+ 15,
+ 17,
+ 16,
+ 21,
+ 20,
+ 23,
+ 22,
+ 19,
+ 18,
+ 22,
+ 18,
+ 19,
+ 23,
+ 25,
+ 24,
+ 29,
+ 28,
+ 31,
+ 30,
+ 27,
+ 26,
+ 30,
+ 26,
+ 27,
+ 31,
+ 33,
+ 32,
+ 37,
+ 36,
+ 39,
+ 38,
+ 35,
+ 34,
+ 38,
+ 34,
+ 35,
+ 39,
+ 41,
+ 40,
+ 45,
+ 44,
+ 47,
+ 46,
+ 43,
+ 42,
+ 46,
+ 42,
+ 43,
+ 47,
+ 50,
+ 51
+ ],
"opacity": 0.5,
"showlegend": false,
"type": "mesh3d",
- "x": {
- "bdata": "PG54wjxueMI8bnjCPG54wqDj98Gg4/fBoOP3waDj98E8bnjCPG54wjxueMI8bnjCPG54wjxueMJ353HBd+dxwXfnccF353HBHgWAQR4FgEEeBYBBHgWAQXfnccF353HBd+dxwXfnccF353HBd+dxwXAm/EFwJvxBcCb8QXAm/EGkj3pCpI96QqSPekKkj3pCcCb8QXAm/EFwJvxBcCb8QXAm/EFwJvxBd+dxwXfnccF353HBd+dxwR4FgEEeBYBBHgWAQR4FgEF353HBd+dxwXfnccF353HBd+dxwXfnccFMpXnCTKV5wkylecJMpXnCwFH6wcBR+sHAUfrBwFH6wUylecJMpXnCTKV5wkylecJMpXnCTKV5wiptAUIqbQFCKm0BQiptAUKW6X1Clul9QpbpfUKW6X1CKm0BQiptAUIqbQFCKm0BQiptAUIqbQFCpO67woDauEKA2rhCpO67wg==",
- "dtype": "f4"
- },
- "y": {
- "bdata": "ONAJwTjQCcGi/xHCov8RwqL/EcKi/xHCONAJwTjQCcE40AnBONAJwaL/EcI40AnBov8RwjjQCcE40AnBONAJwaL/EcKi/xHCov8RwqL/EcI40AnBONAJwTjQCcE40AnBov8RwjjQCcGi/xHCONAJwTjQCcE40AnBov8RwqL/EcKi/xHCov8RwjjQCcE40AnBONAJwTjQCcGi/xHCONAJwaL/EcI40AnB3NQVQtzUFUIgJRlBICUZQSAlGUEgJRlB3NQVQtzUFULc1BVC3NQVQiAlGUHc1BVCICUZQdzUFULc1BVC3NQVQiAlGUEgJRlBICUZQSAlGUHc1BVC3NQVQtzUFULc1BVCICUZQdzUFUIgJRlB3NQVQvjkGEL45BhCjmUlQY5lJUGOZSVBjmUlQfjkGEL45BhC+OQYQvjkGEKOZSVB+OQYQo5lJUH45BhCAztzQgM7c0J9UnHCfVJxwg==",
- "dtype": "f4"
- },
- "z": {
- "bdata": "AET8vBCGrkEQhq5BAET8vBCGrkEARPy8EIauQQBE/LwQhq5BAET8vABE/LwARPy8EIauQRCGrkEARPy8dsZLQnbGS0IARPy8dsZLQgBE/Lx2xktCAET8vHbGS0IARPy8AET8vABE/Lx2xktCdsZLQgBE/LzJx+hBycfoQQBE/LzJx+hBAET8vMnH6EEARPy8ycfoQQBE/LwARPy8AET8vMnH6EHJx+hBAET8vHbGS0J2xktCAET8vHbGS0IARPy8dsZLQgBE/Lx2xktCAET8vABE/LwARPy8dsZLQnbGS0IARPy8ycfoQcnH6EEARPy8ycfoQQBE/LzJx+hBAET8vMnH6EEARPy8AET8vABE/LzJx+hBycfoQQBE/LwQhq5BEIauQQBE/LwQhq5BAET8vBCGrkEARPy8EIauQQBE/LwARPy8AET8vBCGrkEQhq5BAET8vABE/LwARPy8AET8vA==",
- "dtype": "f4"
- }
+ "x": [
+ -62.10765075683594,
+ -62.10765075683594,
+ -62.10765075683594,
+ -62.10765075683594,
+ -30.98614501953125,
+ -30.98614501953125,
+ -30.98614501953125,
+ -30.98614501953125,
+ -15.119009971618652,
+ -15.119009971618652,
+ -15.119009971618652,
+ -15.119009971618652,
+ 16.002498626708984,
+ 16.002498626708984,
+ 16.002498626708984,
+ 16.002498626708984,
+ 31.518768310546875,
+ 31.518768310546875,
+ 31.518768310546875,
+ 31.518768310546875,
+ 62.64027404785156,
+ 62.64027404785156,
+ 62.64027404785156,
+ 62.64027404785156,
+ -15.119009971618652,
+ -15.119009971618652,
+ -15.119009971618652,
+ -15.119009971618652,
+ 16.002498626708984,
+ 16.002498626708984,
+ 16.002498626708984,
+ 16.002498626708984,
+ -62.41142272949219,
+ -62.41142272949219,
+ -62.41142272949219,
+ -62.41142272949219,
+ -31.2899169921875,
+ -31.2899169921875,
+ -31.2899169921875,
+ -31.2899169921875,
+ 32.356605529785156,
+ 32.356605529785156,
+ 32.356605529785156,
+ 32.356605529785156,
+ 63.47811126708984,
+ 63.47811126708984,
+ 63.47811126708984,
+ 63.47811126708984,
+ -93.96609497070312,
+ 92.4267578125,
+ 92.4267578125,
+ -93.96609497070312
+ ],
+ "y": [
+ -36.49964141845703,
+ -36.49964141845703,
+ -8.613334655761719,
+ -8.613334655761719,
+ -36.49964141845703,
+ -36.49964141845703,
+ -8.613334655761719,
+ -8.613334655761719,
+ -36.49964141845703,
+ -36.49964141845703,
+ -8.613334655761719,
+ -8.613334655761719,
+ -36.49964141845703,
+ -36.49964141845703,
+ -8.613334655761719,
+ -8.613334655761719,
+ -36.49964141845703,
+ -36.49964141845703,
+ -8.613334655761719,
+ -8.613334655761719,
+ -36.49964141845703,
+ -36.49964141845703,
+ -8.613334655761719,
+ -8.613334655761719,
+ 9.571563720703123,
+ 9.571563720703123,
+ 37.45787048339844,
+ 37.45787048339844,
+ 9.571563720703123,
+ 9.571563720703123,
+ 37.45787048339844,
+ 37.45787048339844,
+ 9.571563720703123,
+ 9.571563720703123,
+ 37.45787048339844,
+ 37.45787048339844,
+ 9.571563720703123,
+ 9.571563720703123,
+ 37.45787048339844,
+ 37.45787048339844,
+ 10.33729362487793,
+ 10.33729362487793,
+ 38.223602294921875,
+ 38.223602294921875,
+ 10.33729362487793,
+ 10.33729362487793,
+ 38.223602294921875,
+ 38.223602294921875,
+ 60.8076286315918,
+ 60.8076286315918,
+ -60.3305549621582,
+ -60.3305549621582
+ ],
+ "z": [
+ -0.030794143676757812,
+ 21.815460205078125,
+ -0.030794143676757812,
+ 21.815460205078125,
+ -0.030794143676757812,
+ 21.815460205078125,
+ -0.030794143676757812,
+ 21.815460205078125,
+ -0.030794143676757812,
+ 50.943809509277344,
+ -0.030794143676757812,
+ 50.943809509277344,
+ -0.030794143676757812,
+ 50.943809509277344,
+ -0.030794143676757812,
+ 50.943809509277344,
+ -0.030794143676757812,
+ 29.097551345825195,
+ -0.030794143676757812,
+ 29.097551345825195,
+ -0.030794143676757812,
+ 29.097551345825195,
+ -0.030794143676757812,
+ 29.097551345825195,
+ -0.030794143676757812,
+ 50.943809509277344,
+ -0.030794143676757812,
+ 50.943809509277344,
+ -0.030794143676757812,
+ 50.943809509277344,
+ -0.030794143676757812,
+ 50.943809509277344,
+ -0.030794143676757812,
+ 29.097551345825195,
+ -0.030794143676757812,
+ 29.097551345825195,
+ -0.030794143676757812,
+ 29.097551345825195,
+ -0.030794143676757812,
+ 29.097551345825195,
+ -0.030794143676757812,
+ 21.815460205078125,
+ -0.030794143676757812,
+ 21.815460205078125,
+ -0.030794143676757812,
+ 21.815460205078125,
+ -0.030794143676757812,
+ 21.815460205078125,
+ -0.030794143676757812,
+ -0.030794143676757812,
+ -0.030794143676757812,
+ -0.030794143676757812
+ ]
}
],
"layout": {
- "paper_bgcolor": "rgba(0,0,0,0)",
- "plot_bgcolor": "rgba(0,0,0,0)",
"scene": {
"xaxis": {
"visible": false
@@ -1400,7 +2890,58 @@
"type": "heatmap"
}
],
- "histogram": [
+ "heatmapgl": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "colorscale": [
+ [
+ 0,
+ "#0d0887"
+ ],
+ [
+ 0.1111111111111111,
+ "#46039f"
+ ],
+ [
+ 0.2222222222222222,
+ "#7201a8"
+ ],
+ [
+ 0.3333333333333333,
+ "#9c179e"
+ ],
+ [
+ 0.4444444444444444,
+ "#bd3786"
+ ],
+ [
+ 0.5555555555555556,
+ "#d8576b"
+ ],
+ [
+ 0.6666666666666666,
+ "#ed7953"
+ ],
+ [
+ 0.7777777777777778,
+ "#fb9f3a"
+ ],
+ [
+ 0.8888888888888888,
+ "#fdca26"
+ ],
+ [
+ 1,
+ "#f0f921"
+ ]
+ ],
+ "type": "heatmapgl"
+ }
+ ],
+ "histogram": [
{
"marker": {
"pattern": {
@@ -1600,17 +3141,6 @@
"type": "scattergl"
}
],
- "scattermap": [
- {
- "marker": {
- "colorbar": {
- "outlinewidth": 0,
- "ticks": ""
- }
- },
- "type": "scattermap"
- }
- ],
"scattermapbox": [
{
"marker": {
@@ -1998,7 +3528,35 @@
}
}
}
- }
+ },
+ "image/png": "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",
+ "text/html": [
+ ""
+ ]
},
"metadata": {},
"output_type": "display_data"
@@ -2006,7 +3564,8 @@
],
"source": [
"key_example = jr.key(1234)\n",
- "example_scene = random_scene(key=key_example)\n",
+ "sample_in_canyon = False\n",
+ "example_scene = random_scene(sample_in_canyon=sample_in_canyon, key=key_example)\n",
"example_fig = example_scene.plot(\n",
" showlegend=False,\n",
" tx_kwargs={\"labels\": [\"TX\"]},\n",
@@ -2069,19 +3628,25 @@
"id": "16",
"metadata": {},
"source": [
- "After, we can trace ray paths in the generated scene and plot them."
+ "Afterward, we can trace ray paths in the generated scene and plot them."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "17",
- "metadata": {},
+ "metadata": {
+ "editable": true,
+ "slideshow": {
+ "slide_type": ""
+ },
+ "tags": []
+ },
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
- "model_id": "b395c68d956444788bc80d3c8dadbc69",
+ "model_id": "07b93d359534405ea539d634572167f9",
"version_major": 2,
"version_minor": 0
},
@@ -2096,13 +3661,13 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "(order = 0) Found 1 valid paths our of 1 path candidates.\n"
+ "(order = 0) Found 0 valid paths out of 1 path candidates.\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
- "model_id": "b00bd9987a8d4297a138ff33771095bd",
+ "model_id": "aa43de32ad0d47a3803eca822d4a6f6d",
"version_major": 2,
"version_minor": 0
},
@@ -2117,13 +3682,13 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "(order = 1) Found 3 valid paths our of 62 path candidates.\n"
+ "(order = 1) Found 0 valid paths out of 62 path candidates.\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
- "model_id": "5300c3995a4b428693b1c50f0291d27d",
+ "model_id": "947331c87871404abf1e27f082437b46",
"version_major": 2,
"version_minor": 0
},
@@ -2138,13 +3703,13 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "(order = 2) Found 4 valid paths our of 3782 path candidates.\n"
+ "(order = 2) Found 0 valid paths out of 3782 path candidates.\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
- "model_id": "a51fb6b66e224c32ae149b82a414bcb0",
+ "model_id": "9d15cb50a44f49569118477891551a10",
"version_major": 2,
"version_minor": 0
},
@@ -2159,7 +3724,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "(order = 3) Found 4 valid paths our of 230702 path candidates.\n"
+ "(order = 3) Found 0 valid paths out of 230702 path candidates.\n"
]
},
{
@@ -2176,18 +3741,15 @@
"TX"
],
"type": "scatter3d",
- "x": {
- "bdata": "4+lSwA==",
- "dtype": "f4"
- },
- "y": {
- "bdata": "VFOtPw==",
- "dtype": "f4"
- },
- "z": {
- "bdata": "S4oDQg==",
- "dtype": "f4"
- }
+ "x": [
+ -62.19590759277344
+ ],
+ "y": [
+ 16.641925811767578
+ ],
+ "z": [
+ 32.88505172729492
+ ]
},
{
"mode": "markers+text",
@@ -2196,125 +3758,721 @@
"RX"
],
"type": "scatter3d",
- "x": {
- "bdata": "4o2KQA==",
- "dtype": "f4"
- },
- "y": {
- "bdata": "hHuJwA==",
- "dtype": "f4"
- },
- "z": {
- "bdata": "g1uCPw==",
- "dtype": "f4"
- }
+ "x": [
+ 79.93507385253906
+ ],
+ "y": [
+ -51.806396484375
+ ],
+ "z": [
+ 1.0184177160263062
+ ]
},
{
- "facecolor": {
- "bdata": "BkYCP7VOLD7OwXM9BkYCP7VOLD7OwXM9BkYCP7VOLD7OwXM9BkYCP7VOLD7OwXM9BkYCP7VOLD7OwXM9BkYCP7VOLD7OwXM9BkYCP7VOLD7OwXM9BkYCP7VOLD7OwXM9BkYCP7VOLD7OwXM9BkYCP7VOLD7OwXM9BkYCP7VOLD7OwXM9BkYCP7VOLD7OwXM90lJZPuaQED8Ekkw/0lJZPuaQED8Ekkw/0lJZPuaQED8Ekkw/0lJZPuaQED8Ekkw/0lJZPuaQED8Ekkw/0lJZPuaQED8Ekkw/0lJZPuaQED8Ekkw/0lJZPuaQED8Ekkw/0lJZPuaQED8Ekkw/0lJZPuaQED8Ekkw/0lJZPuaQED8Ekkw/0lJZPuaQED8Ekkw/W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+W3szP5P8JD+VZfg+aJQaP18Luj2RmUs9aJQaP18Luj2RmUs9aJQaP18Luj2RmUs9aJQaP18Luj2RmUs9aJQaP18Luj2RmUs9aJQaP18Luj2RmUs9aJQaP18Luj2RmUs9aJQaP18Luj2RmUs9aJQaP18Luj2RmUs9aJQaP18Luj2RmUs9aJQaP18Luj2RmUs9aJQaP18Luj2RmUs9TBsKP0wbCj9cGwo/TBsKP0wbCj9cGwo/",
- "dtype": "f4",
- "shape": "62, 3"
- },
- "i": {
- "bdata": "DgAAAA4AAAARAAAAEQAAABMAAAATAAAAFQAAABUAAAAYAAAAGAAAABIAAAASAAAAHAAAABwAAAAfAAAAHwAAACEAAAAhAAAAIwAAACMAAAAmAAAAJgAAACAAAAAgAAAAKgAAACoAAAAtAAAALQAAAC8AAAAvAAAAMQAAADEAAAA0AAAANAAAAC4AAAAuAAAAOAAAADgAAAA7AAAAOwAAAD0AAAA9AAAAPwAAAD8AAABCAAAAQgAAADwAAAA8AAAARgAAAEYAAABJAAAASQAAAEsAAABLAAAATQAAAE0AAABQAAAAUAAAAEoAAABKAAAAVAAAAFQAAAA=",
- "dtype": "i4"
- },
- "j": {
- "bdata": "DwAAABAAAAAQAAAAEgAAABIAAAAUAAAAFAAAABYAAAATAAAAFQAAABoAAAAbAAAAHQAAAB4AAAAeAAAAIAAAACAAAAAiAAAAIgAAACQAAAAhAAAAIwAAACgAAAApAAAAKwAAACwAAAAsAAAALgAAAC4AAAAwAAAAMAAAADIAAAAvAAAAMQAAADYAAAA3AAAAOQAAADoAAAA6AAAAPAAAADwAAAA+AAAAPgAAAEAAAAA9AAAAPwAAAEQAAABFAAAARwAAAEgAAABIAAAASgAAAEoAAABMAAAATAAAAE4AAABLAAAATQAAAFIAAABTAAAAVQAAAFYAAAA=",
- "dtype": "i4"
- },
- "k": {
- "bdata": "EAAAABEAAAASAAAAEwAAABQAAAAVAAAAFgAAABcAAAAVAAAAGQAAABsAAAAUAAAAHgAAAB8AAAAgAAAAIQAAACIAAAAjAAAAJAAAACUAAAAjAAAAJwAAACkAAAAiAAAALAAAAC0AAAAuAAAALwAAADAAAAAxAAAAMgAAADMAAAAxAAAANQAAADcAAAAwAAAAOgAAADsAAAA8AAAAPQAAAD4AAAA/AAAAQAAAAEEAAAA/AAAAQwAAAEUAAAA+AAAASAAAAEkAAABKAAAASwAAAEwAAABNAAAATgAAAE8AAABNAAAAUQAAAFMAAABMAAAAVgAAAFcAAAA=",
- "dtype": "i4"
- },
+ "facecolor": [
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.5389999747276306,
+ 0.5389999747276306,
+ 0.5389999747276306
+ ],
+ [
+ 0.5389999747276306,
+ 0.5389999747276306,
+ 0.5389999747276306
+ ]
+ ],
+ "i": [
+ 10,
+ 10,
+ 8,
+ 8,
+ 12,
+ 12,
+ 14,
+ 14,
+ 8,
+ 8,
+ 13,
+ 13,
+ 18,
+ 18,
+ 16,
+ 16,
+ 20,
+ 20,
+ 22,
+ 22,
+ 16,
+ 16,
+ 21,
+ 21,
+ 26,
+ 26,
+ 24,
+ 24,
+ 28,
+ 28,
+ 30,
+ 30,
+ 24,
+ 24,
+ 29,
+ 29,
+ 34,
+ 34,
+ 32,
+ 32,
+ 36,
+ 36,
+ 38,
+ 38,
+ 32,
+ 32,
+ 37,
+ 37,
+ 42,
+ 42,
+ 40,
+ 40,
+ 44,
+ 44,
+ 46,
+ 46,
+ 40,
+ 40,
+ 45,
+ 45,
+ 48,
+ 48
+ ],
+ "j": [
+ 11,
+ 9,
+ 9,
+ 13,
+ 13,
+ 15,
+ 15,
+ 11,
+ 12,
+ 14,
+ 9,
+ 11,
+ 19,
+ 17,
+ 17,
+ 21,
+ 21,
+ 23,
+ 23,
+ 19,
+ 20,
+ 22,
+ 17,
+ 19,
+ 27,
+ 25,
+ 25,
+ 29,
+ 29,
+ 31,
+ 31,
+ 27,
+ 28,
+ 30,
+ 25,
+ 27,
+ 35,
+ 33,
+ 33,
+ 37,
+ 37,
+ 39,
+ 39,
+ 35,
+ 36,
+ 38,
+ 33,
+ 35,
+ 43,
+ 41,
+ 41,
+ 45,
+ 45,
+ 47,
+ 47,
+ 43,
+ 44,
+ 46,
+ 41,
+ 43,
+ 49,
+ 50
+ ],
+ "k": [
+ 9,
+ 8,
+ 13,
+ 12,
+ 15,
+ 14,
+ 11,
+ 10,
+ 14,
+ 10,
+ 11,
+ 15,
+ 17,
+ 16,
+ 21,
+ 20,
+ 23,
+ 22,
+ 19,
+ 18,
+ 22,
+ 18,
+ 19,
+ 23,
+ 25,
+ 24,
+ 29,
+ 28,
+ 31,
+ 30,
+ 27,
+ 26,
+ 30,
+ 26,
+ 27,
+ 31,
+ 33,
+ 32,
+ 37,
+ 36,
+ 39,
+ 38,
+ 35,
+ 34,
+ 38,
+ 34,
+ 35,
+ 39,
+ 41,
+ 40,
+ 45,
+ 44,
+ 47,
+ 46,
+ 43,
+ 42,
+ 46,
+ 42,
+ 43,
+ 47,
+ 50,
+ 51
+ ],
"opacity": 0.5,
"showlegend": false,
"type": "mesh3d",
- "x": {
- "bdata": "PG54wjxueMI8bnjCPG54wqDj98Gg4/fBoOP3waDj98E8bnjCPG54wjxueMI8bnjCPG54wjxueMJ353HBd+dxwXfnccF353HBHgWAQR4FgEEeBYBBHgWAQXfnccF353HBd+dxwXfnccF353HBd+dxwXAm/EFwJvxBcCb8QXAm/EGkj3pCpI96QqSPekKkj3pCcCb8QXAm/EFwJvxBcCb8QXAm/EFwJvxBd+dxwXfnccF353HBd+dxwR4FgEEeBYBBHgWAQR4FgEF353HBd+dxwXfnccF353HBd+dxwXfnccFMpXnCTKV5wkylecJMpXnCwFH6wcBR+sHAUfrBwFH6wUylecJMpXnCTKV5wkylecJMpXnCTKV5wiptAUIqbQFCKm0BQiptAUKW6X1Clul9QpbpfUKW6X1CKm0BQiptAUIqbQFCKm0BQiptAUIqbQFCpO67woDauEKA2rhCpO67wg==",
- "dtype": "f4"
- },
- "y": {
- "bdata": "ONAJwTjQCcGi/xHCov8RwqL/EcKi/xHCONAJwTjQCcE40AnBONAJwaL/EcI40AnBov8RwjjQCcE40AnBONAJwaL/EcKi/xHCov8RwqL/EcI40AnBONAJwTjQCcE40AnBov8RwjjQCcGi/xHCONAJwTjQCcE40AnBov8RwqL/EcKi/xHCov8RwjjQCcE40AnBONAJwTjQCcGi/xHCONAJwaL/EcI40AnB3NQVQtzUFUIgJRlBICUZQSAlGUEgJRlB3NQVQtzUFULc1BVC3NQVQiAlGUHc1BVCICUZQdzUFULc1BVC3NQVQiAlGUEgJRlBICUZQSAlGUHc1BVC3NQVQtzUFULc1BVCICUZQdzUFUIgJRlB3NQVQvjkGEL45BhCjmUlQY5lJUGOZSVBjmUlQfjkGEL45BhC+OQYQvjkGEKOZSVB+OQYQo5lJUH45BhCAztzQgM7c0J9UnHCfVJxwg==",
- "dtype": "f4"
- },
- "z": {
- "bdata": "AET8vBCGrkEQhq5BAET8vBCGrkEARPy8EIauQQBE/LwQhq5BAET8vABE/LwARPy8EIauQRCGrkEARPy8dsZLQnbGS0IARPy8dsZLQgBE/Lx2xktCAET8vHbGS0IARPy8AET8vABE/Lx2xktCdsZLQgBE/LzJx+hBycfoQQBE/LzJx+hBAET8vMnH6EEARPy8ycfoQQBE/LwARPy8AET8vMnH6EHJx+hBAET8vHbGS0J2xktCAET8vHbGS0IARPy8dsZLQgBE/Lx2xktCAET8vABE/LwARPy8dsZLQnbGS0IARPy8ycfoQcnH6EEARPy8ycfoQQBE/LzJx+hBAET8vMnH6EEARPy8AET8vABE/LzJx+hBycfoQQBE/LwQhq5BEIauQQBE/LwQhq5BAET8vBCGrkEARPy8EIauQQBE/LwARPy8AET8vBCGrkEQhq5BAET8vABE/LwARPy8AET8vA==",
- "dtype": "f4"
- }
+ "x": [
+ -62.10765075683594,
+ -62.10765075683594,
+ -62.10765075683594,
+ -62.10765075683594,
+ -30.98614501953125,
+ -30.98614501953125,
+ -30.98614501953125,
+ -30.98614501953125,
+ -15.119009971618652,
+ -15.119009971618652,
+ -15.119009971618652,
+ -15.119009971618652,
+ 16.002498626708984,
+ 16.002498626708984,
+ 16.002498626708984,
+ 16.002498626708984,
+ 31.518768310546875,
+ 31.518768310546875,
+ 31.518768310546875,
+ 31.518768310546875,
+ 62.64027404785156,
+ 62.64027404785156,
+ 62.64027404785156,
+ 62.64027404785156,
+ -15.119009971618652,
+ -15.119009971618652,
+ -15.119009971618652,
+ -15.119009971618652,
+ 16.002498626708984,
+ 16.002498626708984,
+ 16.002498626708984,
+ 16.002498626708984,
+ -62.41142272949219,
+ -62.41142272949219,
+ -62.41142272949219,
+ -62.41142272949219,
+ -31.2899169921875,
+ -31.2899169921875,
+ -31.2899169921875,
+ -31.2899169921875,
+ 32.356605529785156,
+ 32.356605529785156,
+ 32.356605529785156,
+ 32.356605529785156,
+ 63.47811126708984,
+ 63.47811126708984,
+ 63.47811126708984,
+ 63.47811126708984,
+ -93.96609497070312,
+ 92.4267578125,
+ 92.4267578125,
+ -93.96609497070312
+ ],
+ "y": [
+ -36.49964141845703,
+ -36.49964141845703,
+ -8.613334655761719,
+ -8.613334655761719,
+ -36.49964141845703,
+ -36.49964141845703,
+ -8.613334655761719,
+ -8.613334655761719,
+ -36.49964141845703,
+ -36.49964141845703,
+ -8.613334655761719,
+ -8.613334655761719,
+ -36.49964141845703,
+ -36.49964141845703,
+ -8.613334655761719,
+ -8.613334655761719,
+ -36.49964141845703,
+ -36.49964141845703,
+ -8.613334655761719,
+ -8.613334655761719,
+ -36.49964141845703,
+ -36.49964141845703,
+ -8.613334655761719,
+ -8.613334655761719,
+ 9.571563720703123,
+ 9.571563720703123,
+ 37.45787048339844,
+ 37.45787048339844,
+ 9.571563720703123,
+ 9.571563720703123,
+ 37.45787048339844,
+ 37.45787048339844,
+ 9.571563720703123,
+ 9.571563720703123,
+ 37.45787048339844,
+ 37.45787048339844,
+ 9.571563720703123,
+ 9.571563720703123,
+ 37.45787048339844,
+ 37.45787048339844,
+ 10.33729362487793,
+ 10.33729362487793,
+ 38.223602294921875,
+ 38.223602294921875,
+ 10.33729362487793,
+ 10.33729362487793,
+ 38.223602294921875,
+ 38.223602294921875,
+ 60.8076286315918,
+ 60.8076286315918,
+ -60.3305549621582,
+ -60.3305549621582
+ ],
+ "z": [
+ -0.030794143676757812,
+ 21.815460205078125,
+ -0.030794143676757812,
+ 21.815460205078125,
+ -0.030794143676757812,
+ 21.815460205078125,
+ -0.030794143676757812,
+ 21.815460205078125,
+ -0.030794143676757812,
+ 50.943809509277344,
+ -0.030794143676757812,
+ 50.943809509277344,
+ -0.030794143676757812,
+ 50.943809509277344,
+ -0.030794143676757812,
+ 50.943809509277344,
+ -0.030794143676757812,
+ 29.097551345825195,
+ -0.030794143676757812,
+ 29.097551345825195,
+ -0.030794143676757812,
+ 29.097551345825195,
+ -0.030794143676757812,
+ 29.097551345825195,
+ -0.030794143676757812,
+ 50.943809509277344,
+ -0.030794143676757812,
+ 50.943809509277344,
+ -0.030794143676757812,
+ 50.943809509277344,
+ -0.030794143676757812,
+ 50.943809509277344,
+ -0.030794143676757812,
+ 29.097551345825195,
+ -0.030794143676757812,
+ 29.097551345825195,
+ -0.030794143676757812,
+ 29.097551345825195,
+ -0.030794143676757812,
+ 29.097551345825195,
+ -0.030794143676757812,
+ 21.815460205078125,
+ -0.030794143676757812,
+ 21.815460205078125,
+ -0.030794143676757812,
+ 21.815460205078125,
+ -0.030794143676757812,
+ 21.815460205078125,
+ -0.030794143676757812,
+ -0.030794143676757812,
+ -0.030794143676757812,
+ -0.030794143676757812
+ ]
},
{
"mode": "lines",
"showlegend": false,
"type": "scatter3d",
- "x": {
- "bdata": "4+lSwOKNikAAAMB/",
- "dtype": "f4"
- },
- "y": {
- "bdata": "VFOtP4R7icAAAMB/",
- "dtype": "f4"
- },
- "z": {
- "bdata": "S4oDQoNbgj8AAMB/",
- "dtype": "f4"
- }
+ "x": [],
+ "y": [],
+ "z": []
},
{
"mode": "lines",
"showlegend": false,
"type": "scatter3d",
- "x": {
- "bdata": "4+lSwKaeAUDijYpAAADAf+PpUsBAp+q+4o2KQAAAwH/j6VLAOgSDQOKNikAAAMB/",
- "dtype": "f4"
- },
- "y": {
- "bdata": "VFOtPzjQCcGEe4nAAADAf1RTrT8gJRlBhHuJwAAAwH9UU60/oOWDwIR7icAAAMB/",
- "dtype": "f4"
- },
- "z": {
- "bdata": "S4oDQpRiKkGDW4I/AADAf0uKA0LAOahBg1uCPwAAwH9LigNCAET8vINbgj8AAMB/",
- "dtype": "f4"
- }
+ "x": [],
+ "y": [],
+ "z": []
},
{
"mode": "lines",
"showlegend": false,
"type": "scatter3d",
- "x": {
- "bdata": "4+lSwNJNvr8WGOg/4o2KQAAAwH/j6VLAp54BQDoEg0DijYpAAADAf+PpUsAIvKC/yIZQQOKNikAAAMB/4+lSwECn6r46BINA4o2KQAAAwH8=",
- "dtype": "f4"
- },
- "y": {
- "bdata": "VFOtPzjQCcEgJRlBhHuJwAAAwH9UU60/ONAJwVCal8CEe4nAAADAf1RTrT8gJRlBONAJwYR7icAAAMB/VFOtPyElGUFETWfAhHuJwAAAwH8=",
- "dtype": "f4"
- },
- "z": {
- "bdata": "S4oDQtybykG1kDhBg1uCPwAAwH9LigNCCfUSQQBE/LyDW4I/AADAf0uKA0K14sJBkeSvQINbgj8AAMB/S4oDQrn6oUEARPy8g1uCPwAAwH8=",
- "dtype": "f4"
- }
+ "x": [],
+ "y": [],
+ "z": []
},
{
"mode": "lines",
"showlegend": false,
"type": "scatter3d",
- "x": {
- "bdata": "4+lSwGLE5b80RHE/TIRrQOKNikAAAMB/4+lSwNJNvr8WGOg/OgSDQOKNikAAAMB/4+lSwBRPDsCgKxg+hlQhQOKNikAAAMB/4+lSwAi8oL/IhlBAOgSDQOKNikAAAMB/",
- "dtype": "f4"
- },
- "y": {
- "bdata": "VFOtPzjQCcEgJRlBONAJwYR7icAAAMB/VFOtPzjQCcEgJRlB5OM/wIR7icAAAMB/VFOtPyMlGUE70AnBHyUZQYR7icAAAMB/VFOtPyAlGUE40AnBT9mnwIR7icAAAMB/",
- "dtype": "f4"
- },
- "z": {
- "bdata": "S4oDQo3q1EFMynJB+P1uQINbgj8AAMB/S4oDQnSgxkE3EiJBAET8vINbgj8AAMB/S4oDQh8+40Fl75NBWEEJQYNbgj8AAMB/S4oDQhplvkEVXGxAAET8vINbgj8AAMB/",
- "dtype": "f4"
- }
+ "x": [],
+ "y": [],
+ "z": []
}
],
"layout": {
- "paper_bgcolor": "rgba(0,0,0,0)",
- "plot_bgcolor": "rgba(0,0,0,0)",
"scene": {
"xaxis": {
"visible": false
@@ -2505,6 +4663,57 @@
"type": "heatmap"
}
],
+ "heatmapgl": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "colorscale": [
+ [
+ 0,
+ "#0d0887"
+ ],
+ [
+ 0.1111111111111111,
+ "#46039f"
+ ],
+ [
+ 0.2222222222222222,
+ "#7201a8"
+ ],
+ [
+ 0.3333333333333333,
+ "#9c179e"
+ ],
+ [
+ 0.4444444444444444,
+ "#bd3786"
+ ],
+ [
+ 0.5555555555555556,
+ "#d8576b"
+ ],
+ [
+ 0.6666666666666666,
+ "#ed7953"
+ ],
+ [
+ 0.7777777777777778,
+ "#fb9f3a"
+ ],
+ [
+ 0.8888888888888888,
+ "#fdca26"
+ ],
+ [
+ 1,
+ "#f0f921"
+ ]
+ ],
+ "type": "heatmapgl"
+ }
+ ],
"histogram": [
{
"marker": {
@@ -2705,17 +4914,6 @@
"type": "scattergl"
}
],
- "scattermap": [
- {
- "marker": {
- "colorbar": {
- "outlinewidth": 0,
- "ticks": ""
- }
- },
- "type": "scattermap"
- }
- ],
"scattermapbox": [
{
"marker": {
@@ -3103,7 +5301,35 @@
}
}
}
- }
+ },
+ "image/png": "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",
+ "text/html": [
+ ""
+ ]
},
"metadata": {},
"output_type": "display_data"
@@ -3129,7 +5355,7 @@
" num_valid_paths += paths.num_valid_paths\n",
" paths.plot(showlegend=False)\n",
" print(\n",
- " f\"(order = {order}) Found {num_valid_paths:2d} valid paths our of {num_path_candidates:4d} path candidates.\"\n",
+ " f\"(order = {order}) Found {num_valid_paths:2d} valid paths out of {num_path_candidates:4d} path candidates.\"\n",
" )\n",
"\n",
"fig"
@@ -3152,12 +5378,12 @@
{
"data": {
"application/vnd.jupyter.widget-view+json": {
- "model_id": "4b0dcf4fa56347218ddfd372829a3adc",
+ "model_id": "7f8b45ca5b67486589e0d6602e4ea867",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
- "Collecting statistics over many realisations: 0%| | 0/1000 [00:00, ?it/s]"
+ "Collecting statistics over many realizations: 0%| | 0/1000 [00:00, ?it/s]"
]
},
"metadata": {},
@@ -3169,20 +5395,20 @@
"text": [
"\tStatistics for order = 0:\n",
"\t- an average of 1 path candidates exist;\n",
- "\t- out of which 100.00000000% of the paths are valid\n",
- "\t- and 100.00000000%% of the scenes contained at least one valid path.\n",
+ "\t- out of which 35.00000238% of the paths are valid\n",
+ "\t- and 35.00000238%% of the scenes contained at least one valid path.\n",
"\tStatistics for order = 1:\n",
"\t- an average of 56 path candidates exist;\n",
- "\t- out of which 4.87072431% of the paths are valid\n",
- "\t- and 100.00000000%% of the scenes contained at least one valid path.\n",
+ "\t- out of which 1.58631522% of the paths are valid\n",
+ "\t- and 38.00000250%% of the scenes contained at least one valid path.\n",
"\tStatistics for order = 2:\n",
"\t- an average of 3368 path candidates exist;\n",
- "\t- out of which 0.08461884% of the paths are valid\n",
- "\t- and 91.50000215%% of the scenes contained at least one valid path.\n",
+ "\t- out of which 0.01942481% of the paths are valid\n",
+ "\t- and 23.70000184%% of the scenes contained at least one valid path.\n",
"\tStatistics for order = 3:\n",
"\t- an average of 211941 path candidates exist;\n",
- "\t- out of which 0.00109444% of the paths are valid\n",
- "\t- and 57.90000558%% of the scenes contained at least one valid path.\n"
+ "\t- out of which 0.00030500% of the paths are valid\n",
+ "\t- and 10.90000048%% of the scenes contained at least one valid path.\n"
]
},
{
@@ -3199,10 +5425,1008 @@
},
"name": "order = 0",
"type": "histogram",
- "x": {
- "bdata": "AQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAA==",
- "dtype": "i4"
- }
+ "x": [
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 1,
+ 1,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 1,
+ 1,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 1,
+ 1,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 1,
+ 1,
+ 1,
+ 0,
+ 1,
+ 1,
+ 0,
+ 1,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 1,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 1,
+ 1,
+ 1,
+ 1,
+ 1,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 1,
+ 1,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 1,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 1,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 1,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 1,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 1,
+ 1,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 1,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 1,
+ 1,
+ 1,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 1,
+ 1,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 1,
+ 1,
+ 1,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 1,
+ 1,
+ 1,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 1,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 1,
+ 1,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 1,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 1,
+ 0,
+ 0,
+ 1,
+ 1,
+ 1,
+ 1,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 1,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 1,
+ 1,
+ 1,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 1,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 1,
+ 1,
+ 1,
+ 1,
+ 1,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0
+ ]
},
{
"histnorm": "percent",
@@ -3211,10 +6435,1008 @@
},
"name": "order = 1",
"type": "histogram",
- "x": {
- "bdata": "AgAAAAMAAAACAAAAAgAAAAMAAAADAAAAAwAAAAMAAAADAAAAAwAAAAEAAAACAAAAAwAAAAMAAAADAAAAAgAAAAMAAAACAAAAAgAAAAMAAAACAAAAAgAAAAIAAAADAAAAAgAAAAMAAAACAAAAAwAAAAMAAAACAAAAAwAAAAIAAAADAAAAAgAAAAMAAAADAAAAAgAAAAMAAAADAAAAAgAAAAIAAAADAAAAAwAAAAMAAAADAAAAAwAAAAMAAAACAAAAAwAAAAIAAAADAAAAAgAAAAMAAAACAAAAAgAAAAMAAAADAAAAAgAAAAEAAAADAAAAAwAAAAMAAAADAAAAAgAAAAMAAAACAAAAAwAAAAMAAAACAAAAAwAAAAIAAAADAAAAAwAAAAMAAAADAAAAAwAAAAMAAAACAAAAAgAAAAIAAAABAAAAAwAAAAMAAAADAAAAAgAAAAIAAAADAAAAAwAAAAMAAAADAAAAAQAAAAMAAAABAAAAAwAAAAEAAAADAAAAAwAAAAMAAAADAAAAAwAAAAMAAAACAAAAAwAAAAEAAAADAAAAAgAAAAMAAAADAAAAAwAAAAMAAAABAAAAAwAAAAMAAAADAAAAAwAAAAMAAAADAAAAAwAAAAMAAAACAAAAAwAAAAMAAAADAAAAAgAAAAMAAAADAAAAAwAAAAMAAAADAAAAAgAAAAMAAAADAAAAAQAAAAIAAAACAAAAAwAAAAIAAAADAAAAAwAAAAMAAAACAAAAAQAAAAIAAAACAAAAAQAAAAIAAAACAAAAAwAAAAMAAAADAAAAAwAAAAEAAAACAAAAAgAAAAEAAAACAAAAAQAAAAMAAAACAAAAAwAAAAIAAAACAAAAAQAAAAMAAAADAAAAAwAAAAMAAAADAAAAAgAAAAMAAAADAAAAAgAAAAIAAAACAAAAAwAAAAIAAAADAAAAAwAAAAMAAAADAAAAAgAAAAMAAAACAAAAAwAAAAMAAAADAAAAAwAAAAEAAAACAAAAAgAAAAMAAAACAAAAAgAAAAMAAAADAAAAAwAAAAMAAAACAAAAAgAAAAIAAAADAAAAAwAAAAMAAAACAAAAAwAAAAIAAAADAAAAAgAAAAMAAAABAAAAAwAAAAIAAAADAAAAAwAAAAIAAAACAAAAAgAAAAIAAAADAAAAAQAAAAIAAAADAAAAAgAAAAMAAAADAAAAAgAAAAMAAAADAAAAAgAAAAMAAAADAAAAAwAAAAMAAAADAAAAAwAAAAIAAAADAAAAAwAAAAMAAAADAAAAAgAAAAMAAAACAAAAAwAAAAIAAAACAAAAAwAAAAMAAAADAAAAAwAAAAMAAAADAAAAAgAAAAIAAAACAAAAAgAAAAIAAAADAAAAAwAAAAMAAAADAAAAAQAAAAIAAAADAAAAAwAAAAMAAAACAAAAAgAAAAIAAAADAAAAAgAAAAMAAAADAAAAAgAAAAMAAAACAAAAAwAAAAMAAAADAAAAAgAAAAMAAAADAAAAAgAAAAIAAAABAAAAAgAAAAMAAAADAAAAAwAAAAIAAAADAAAAAwAAAAMAAAACAAAAAgAAAAIAAAADAAAAAQAAAAMAAAADAAAAAgAAAAMAAAADAAAAAwAAAAMAAAACAAAAAwAAAAIAAAACAAAAAwAAAAMAAAADAAAAAwAAAAMAAAACAAAAAwAAAAIAAAADAAAAAwAAAAIAAAABAAAAAwAAAAEAAAADAAAAAwAAAAIAAAADAAAAAwAAAAIAAAADAAAAAwAAAAMAAAACAAAAAwAAAAMAAAABAAAAAgAAAAIAAAABAAAAAgAAAAMAAAADAAAAAQAAAAMAAAADAAAAAQAAAAMAAAACAAAAAgAAAAMAAAACAAAAAwAAAAIAAAADAAAAAgAAAAMAAAADAAAAAwAAAAMAAAADAAAAAwAAAAEAAAACAAAAAwAAAAMAAAADAAAAAwAAAAMAAAACAAAAAwAAAAMAAAABAAAAAwAAAAIAAAADAAAAAQAAAAIAAAACAAAAAwAAAAMAAAADAAAAAwAAAAMAAAACAAAAAwAAAAMAAAACAAAAAwAAAAMAAAACAAAAAwAAAAIAAAADAAAAAwAAAAMAAAADAAAAAgAAAAMAAAADAAAAAwAAAAMAAAADAAAAAwAAAAIAAAADAAAAAwAAAAIAAAACAAAAAwAAAAIAAAACAAAAAwAAAAMAAAACAAAAAwAAAAMAAAACAAAAAwAAAAMAAAADAAAAAgAAAAIAAAADAAAAAwAAAAMAAAABAAAAAgAAAAEAAAACAAAAAwAAAAEAAAADAAAAAwAAAAIAAAADAAAAAwAAAAIAAAACAAAAAgAAAAMAAAACAAAAAgAAAAMAAAADAAAAAwAAAAIAAAADAAAAAwAAAAMAAAADAAAAAwAAAAIAAAADAAAAAwAAAAIAAAADAAAAAgAAAAMAAAABAAAAAgAAAAMAAAADAAAAAQAAAAMAAAACAAAAAgAAAAMAAAADAAAAAgAAAAMAAAABAAAAAwAAAAIAAAADAAAAAgAAAAMAAAACAAAAAwAAAAEAAAADAAAAAwAAAAMAAAACAAAAAgAAAAIAAAADAAAAAwAAAAIAAAACAAAAAwAAAAIAAAADAAAAAQAAAAIAAAADAAAAAwAAAAEAAAACAAAAAwAAAAIAAAACAAAAAwAAAAMAAAABAAAAAwAAAAMAAAADAAAAAwAAAAMAAAADAAAAAwAAAAMAAAACAAAAAgAAAAIAAAADAAAAAwAAAAMAAAABAAAAAgAAAAMAAAACAAAAAgAAAAEAAAACAAAAAgAAAAIAAAADAAAAAQAAAAMAAAADAAAAAwAAAAIAAAADAAAAAQAAAAMAAAADAAAAAgAAAAIAAAACAAAAAwAAAAIAAAADAAAAAwAAAAIAAAACAAAAAgAAAAMAAAACAAAAAwAAAAIAAAADAAAAAwAAAAMAAAACAAAAAwAAAAMAAAADAAAAAgAAAAMAAAADAAAAAwAAAAMAAAACAAAAAgAAAAMAAAADAAAAAwAAAAMAAAADAAAAAwAAAAEAAAADAAAAAgAAAAMAAAABAAAAAwAAAAMAAAADAAAAAQAAAAIAAAADAAAAAgAAAAIAAAADAAAAAQAAAAIAAAADAAAAAwAAAAMAAAACAAAAAgAAAAMAAAACAAAAAwAAAAIAAAACAAAAAgAAAAMAAAADAAAAAwAAAAIAAAACAAAAAwAAAAMAAAABAAAAAwAAAAMAAAADAAAAAQAAAAIAAAACAAAAAwAAAAIAAAADAAAAAwAAAAMAAAACAAAAAgAAAAIAAAADAAAAAgAAAAMAAAACAAAAAgAAAAMAAAADAAAAAwAAAAMAAAABAAAAAwAAAAMAAAACAAAAAQAAAAMAAAABAAAAAgAAAAIAAAACAAAAAwAAAAIAAAACAAAAAgAAAAMAAAADAAAAAwAAAAMAAAABAAAAAwAAAAIAAAACAAAAAwAAAAMAAAADAAAAAwAAAAMAAAADAAAAAwAAAAMAAAADAAAAAwAAAAIAAAACAAAAAwAAAAMAAAADAAAAAwAAAAIAAAADAAAAAQAAAAIAAAADAAAAAwAAAAMAAAACAAAAAwAAAAEAAAACAAAAAgAAAAEAAAADAAAAAwAAAAMAAAADAAAAAwAAAAIAAAADAAAAAwAAAAMAAAADAAAAAQAAAAMAAAADAAAAAgAAAAMAAAABAAAAAgAAAAEAAAADAAAAAgAAAAIAAAABAAAAAwAAAAMAAAADAAAAAwAAAAMAAAABAAAAAgAAAAIAAAACAAAAAwAAAAMAAAACAAAAAwAAAAMAAAADAAAAAgAAAAMAAAADAAAAAwAAAAMAAAADAAAAAwAAAAMAAAACAAAAAgAAAAIAAAADAAAAAwAAAAMAAAACAAAAAgAAAAEAAAABAAAAAgAAAAMAAAACAAAAAwAAAAIAAAACAAAAAgAAAAMAAAADAAAAAwAAAAMAAAADAAAAAwAAAAIAAAACAAAAAwAAAAEAAAADAAAAAwAAAAMAAAACAAAAAwAAAAEAAAADAAAAAgAAAAEAAAADAAAAAwAAAAIAAAADAAAAAwAAAAMAAAACAAAAAgAAAAMAAAADAAAAAwAAAAMAAAADAAAAAgAAAAEAAAADAAAAAgAAAAMAAAACAAAAAwAAAAMAAAADAAAAAgAAAAIAAAACAAAAAwAAAAMAAAADAAAAAwAAAAEAAAADAAAAAgAAAAMAAAABAAAAAgAAAAIAAAACAAAAAwAAAAMAAAACAAAAAwAAAAMAAAACAAAAAwAAAAMAAAACAAAAAwAAAAIAAAADAAAAAwAAAAMAAAABAAAAAwAAAAMAAAACAAAAAwAAAAMAAAACAAAAAwAAAAMAAAADAAAAAQAAAAEAAAACAAAAAgAAAAMAAAADAAAAAgAAAAMAAAADAAAAAgAAAAMAAAADAAAAAwAAAAMAAAACAAAAAgAAAAIAAAADAAAAAgAAAAMAAAABAAAAAwAAAAMAAAADAAAAAwAAAAIAAAACAAAAAwAAAAMAAAADAAAAAwAAAAIAAAADAAAAAgAAAAMAAAACAAAAAwAAAAMAAAACAAAAAgAAAAIAAAACAAAAAwAAAAMAAAADAAAAAgAAAAMAAAADAAAAAwAAAAIAAAADAAAAAgAAAAIAAAADAAAAAwAAAAMAAAACAAAAAgAAAAMAAAACAAAAAgAAAAMAAAADAAAAAgAAAAIAAAABAAAAAwAAAAIAAAADAAAAAwAAAAIAAAADAAAAAwAAAAMAAAACAAAAAwAAAAMAAAACAAAAAwAAAAMAAAADAAAAAwAAAAIAAAABAAAAAwAAAAMAAAACAAAAAgAAAAMAAAABAAAAAwAAAAMAAAADAAAAAgAAAAMAAAACAAAAAwAAAAIAAAACAAAAAwAAAAMAAAACAAAAAQAAAAMAAAADAAAAAwAAAAMAAAADAAAAAgAAAAMAAAACAAAAAwAAAAIAAAADAAAAAwAAAAIAAAACAAAAAgAAAAIAAAACAAAAAwAAAAMAAAACAAAAAQAAAAIAAAADAAAAAwAAAAMAAAADAAAAAwAAAAIAAAABAAAAAwAAAAMAAAADAAAAAwAAAAMAAAACAAAAAwAAAAIAAAADAAAAAgAAAAIAAAADAAAAAwAAAAEAAAADAAAAAQAAAAIAAAADAAAAAgAAAAEAAAABAAAAAwAAAAMAAAADAAAAAwAAAAMAAAADAAAAAgAAAAMAAAADAAAAAwAAAAIAAAADAAAAAwAAAAMAAAADAAAAAgAAAAIAAAABAAAAAwAAAAMAAAACAAAAAwAAAAIAAAACAAAAAwAAAA==",
- "dtype": "i4"
- }
+ "x": [
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 2,
+ 0,
+ 0,
+ 2,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 2,
+ 1,
+ 0,
+ 0,
+ 2,
+ 1,
+ 1,
+ 0,
+ 0,
+ 2,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 1,
+ 0,
+ 1,
+ 0,
+ 1,
+ 1,
+ 1,
+ 0,
+ 2,
+ 0,
+ 0,
+ 2,
+ 2,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 2,
+ 1,
+ 0,
+ 0,
+ 1,
+ 2,
+ 2,
+ 1,
+ 0,
+ 2,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 2,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 2,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 2,
+ 0,
+ 1,
+ 2,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 2,
+ 1,
+ 0,
+ 0,
+ 0,
+ 2,
+ 0,
+ 0,
+ 2,
+ 1,
+ 2,
+ 3,
+ 0,
+ 2,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 2,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 2,
+ 2,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 2,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 2,
+ 0,
+ 2,
+ 0,
+ 0,
+ 2,
+ 7,
+ 0,
+ 2,
+ 2,
+ 3,
+ 0,
+ 1,
+ 1,
+ 0,
+ 1,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 2,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 2,
+ 2,
+ 0,
+ 2,
+ 0,
+ 2,
+ 0,
+ 0,
+ 2,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 3,
+ 0,
+ 0,
+ 2,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 2,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 7,
+ 3,
+ 2,
+ 1,
+ 1,
+ 1,
+ 2,
+ 0,
+ 1,
+ 0,
+ 2,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 2,
+ 0,
+ 0,
+ 0,
+ 0,
+ 2,
+ 2,
+ 0,
+ 2,
+ 1,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 2,
+ 0,
+ 1,
+ 0,
+ 1,
+ 1,
+ 1,
+ 0,
+ 0,
+ 2,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 1,
+ 1,
+ 0,
+ 0,
+ 1,
+ 1,
+ 2,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 3,
+ 3,
+ 3,
+ 0,
+ 0,
+ 2,
+ 0,
+ 2,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 2,
+ 0,
+ 0,
+ 0,
+ 1,
+ 2,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 2,
+ 1,
+ 2,
+ 0,
+ 0,
+ 2,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 2,
+ 2,
+ 0,
+ 0,
+ 0,
+ 0,
+ 2,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 2,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 2,
+ 1,
+ 2,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 2,
+ 2,
+ 0,
+ 2,
+ 0,
+ 2,
+ 2,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 2,
+ 0,
+ 1,
+ 0,
+ 2,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 2,
+ 0,
+ 2,
+ 0,
+ 1,
+ 2,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 2,
+ 1,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 2,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 3,
+ 2,
+ 7,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 2,
+ 1,
+ 2,
+ 0,
+ 2,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 2,
+ 0,
+ 0,
+ 0,
+ 2,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 2,
+ 1,
+ 3,
+ 2,
+ 0,
+ 2,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 1,
+ 1,
+ 1,
+ 0,
+ 1,
+ 0,
+ 2,
+ 0,
+ 2,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 2,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 1,
+ 1,
+ 2,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 2,
+ 0,
+ 0,
+ 2,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 2,
+ 2,
+ 1,
+ 0,
+ 0,
+ 0,
+ 2,
+ 2,
+ 3,
+ 2,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 1,
+ 2,
+ 2,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 2,
+ 0,
+ 2,
+ 0,
+ 1,
+ 0,
+ 1,
+ 3,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 2,
+ 0,
+ 0,
+ 2,
+ 2,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 2,
+ 1,
+ 0,
+ 0,
+ 1,
+ 1,
+ 1,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 1,
+ 0,
+ 2,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 2,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 2,
+ 1,
+ 0,
+ 0,
+ 0,
+ 7,
+ 1,
+ 0,
+ 1,
+ 2,
+ 0,
+ 0,
+ 2,
+ 2,
+ 0,
+ 1,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 2,
+ 1,
+ 0,
+ 0,
+ 1,
+ 2,
+ 1,
+ 3,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 2,
+ 3,
+ 0,
+ 0,
+ 0,
+ 0,
+ 2,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 2,
+ 2,
+ 1,
+ 0,
+ 2,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 2,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 2,
+ 0,
+ 0,
+ 2,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 2,
+ 0,
+ 2,
+ 0,
+ 2,
+ 3,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 3,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 2,
+ 0,
+ 0,
+ 0,
+ 0,
+ 3,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 2,
+ 0,
+ 3,
+ 0,
+ 0,
+ 2,
+ 1,
+ 2,
+ 1,
+ 2,
+ 0,
+ 0,
+ 2,
+ 0,
+ 0,
+ 2,
+ 1,
+ 0,
+ 1,
+ 2,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 2,
+ 2,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 1,
+ 1,
+ 2,
+ 0,
+ 0,
+ 1,
+ 2,
+ 2,
+ 2,
+ 0,
+ 2,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 3,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 2,
+ 1,
+ 0,
+ 1,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 2,
+ 1,
+ 1,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 1,
+ 0,
+ 7,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 2,
+ 2,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 2,
+ 0,
+ 0,
+ 0,
+ 0,
+ 2,
+ 1,
+ 2,
+ 2,
+ 0,
+ 0,
+ 2,
+ 0,
+ 0,
+ 3,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 2,
+ 3,
+ 1,
+ 1,
+ 1,
+ 1,
+ 0,
+ 0,
+ 2,
+ 0,
+ 1,
+ 0,
+ 7,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 2,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 2,
+ 1,
+ 2,
+ 0,
+ 0
+ ]
},
{
"histnorm": "percent",
@@ -3223,10 +7445,1008 @@
},
"name": "order = 2",
"type": "histogram",
- "x": {
- "bdata": "AQAAAAQAAAABAAAAAQAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAAAAAABAAAABAAAAAQAAAAEAAAAAQAAAAQAAAABAAAAAQAAAAQAAAABAAAAAQAAAAEAAAAEAAAAAQAAAAQAAAABAAAABAAAAAQAAAABAAAABAAAAAEAAAAEAAAAAQAAAAQAAAAEAAAAAQAAAAQAAAAEAAAAAQAAAAEAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAABAAAABAAAAAEAAAAEAAAAAQAAAAQAAAABAAAAAQAAAAQAAAAEAAAAAQAAAAAAAAAEAAAABAAAAAQAAAAEAAAAAQAAAAQAAAABAAAABAAAAAQAAAABAAAABAAAAAEAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAABAAAAAQAAAAEAAAAAAAAABAAAAAQAAAAEAAAAAQAAAAEAAAAEAAAABAAAAAQAAAAEAAAAAAAAAAQAAAAAAAAABAAAAAAAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAABAAAABAAAAAAAAAAEAAAAAQAAAAQAAAAEAAAABAAAAAQAAAAAAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAABAAAABAAAAAQAAAAEAAAAAQAAAAQAAAAEAAAABAAAAAQAAAAEAAAAAQAAAAQAAAAEAAAAAAAAAAEAAAABAAAABAAAAAEAAAAEAAAABAAAAAQAAAABAAAAAAAAAAEAAAABAAAAAAAAAAEAAAABAAAABAAAAAQAAAAEAAAABAAAAAAAAAABAAAAAQAAAAAAAAABAAAAAAAAAAQAAAABAAAABAAAAAEAAAABAAAAAAAAAAQAAAAEAAAABAAAAAQAAAAEAAAAAQAAAAQAAAAEAAAAAQAAAAEAAAABAAAABAAAAAEAAAAEAAAABAAAAAQAAAAEAAAAAQAAAAQAAAABAAAABAAAAAQAAAAEAAAABAAAAAAAAAABAAAAAQAAAAQAAAABAAAAAQAAAAQAAAAEAAAABAAAAAQAAAABAAAAAQAAAAEAAAAEAAAABAAAAAQAAAABAAAABAAAAAEAAAAEAAAAAQAAAAQAAAAAAAAABAAAAAEAAAAEAAAABAAAAAEAAAABAAAAAQAAAAEAAAAEAAAAAAAAAAEAAAAEAAAAAQAAAAQAAAAEAAAAAQAAAAQAAAAEAAAAAQAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAEAAAAEAAAABAAAAAQAAAAEAAAAAQAAAAQAAAABAAAABAAAAAEAAAABAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAAAQAAAAEAAAABAAAAAQAAAAEAAAAEAAAABAAAAAQAAAAEAAAAAAAAAAEAAAAEAAAABAAAAAQAAAABAAAAAQAAAAEAAAAEAAAAAQAAAAQAAAAEAAAAAQAAAAQAAAABAAAABAAAAAQAAAAEAAAAAQAAAAQAAAAEAAAAAQAAAAEAAAAAAAAAAQAAAAQAAAAEAAAABAAAAAEAAAAEAAAABAAAAAQAAAABAAAAAQAAAAEAAAAEAAAAAAAAAAQAAAAEAAAAAQAAAAQAAAAEAAAABAAAAAQAAAABAAAABAAAAAEAAAABAAAABAAAAAQAAAAEAAAABAAAAAQAAAABAAAABAAAAAEAAAAEAAAABAAAAAEAAAAAAAAABAAAAAAAAAAEAAAABAAAAAEAAAAEAAAABAAAAAEAAAAEAAAABAAAAAQAAAABAAAABAAAAAQAAAAAAAAAAQAAAAEAAAAAAAAAAQAAAAQAAAAEAAAAAAAAAAQAAAAEAAAAAAAAAAQAAAABAAAAAQAAAAQAAAABAAAABAAAAAEAAAAEAAAAAQAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAAAAAABAAAABAAAAAQAAAAEAAAABAAAAAQAAAABAAAABAAAAAQAAAAAAAAABAAAAAEAAAAEAAAAAAAAAAEAAAABAAAABAAAAAQAAAAEAAAABAAAAAQAAAABAAAABAAAAAQAAAABAAAABAAAAAQAAAABAAAABAAAAAEAAAAEAAAABAAAAAQAAAAEAAAAAQAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAEAAAAEAAAABAAAAAEAAAABAAAABAAAAAEAAAABAAAABAAAAAQAAAABAAAABAAAAAQAAAABAAAABAAAAAQAAAAEAAAAAQAAAAEAAAAEAAAABAAAAAQAAAAAAAAAAQAAAAAAAAABAAAABAAAAAAAAAAEAAAABAAAAAEAAAAEAAAABAAAAAEAAAABAAAAAQAAAAQAAAABAAAAAQAAAAQAAAAEAAAABAAAAAEAAAAEAAAABAAAAAQAAAAEAAAABAAAAAEAAAAEAAAABAAAAAEAAAAEAAAAAQAAAAQAAAAAAAAAAQAAAAQAAAAEAAAAAAAAAAQAAAABAAAAAQAAAAQAAAAEAAAAAQAAAAQAAAAAAAAABAAAAAEAAAAEAAAAAQAAAAQAAAABAAAABAAAAAAAAAAEAAAABAAAAAQAAAABAAAAAQAAAAEAAAAEAAAABAAAAAEAAAABAAAABAAAAAEAAAAEAAAAAAAAAAEAAAAEAAAABAAAAAAAAAABAAAABAAAAAEAAAABAAAABAAAAAQAAAAAAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAABAAAAAQAAAAEAAAAEAAAABAAAAAQAAAAAAAAAAQAAAAQAAAABAAAAAQAAAAAAAAABAAAAAQAAAAEAAAAEAAAAAAAAAAQAAAAEAAAABAAAAAEAAAAEAAAAAAAAAAQAAAAEAAAAAQAAAAEAAAABAAAABAAAAAEAAAAEAAAABAAAAAEAAAABAAAAAQAAAAQAAAABAAAABAAAAAEAAAAEAAAABAAAAAQAAAABAAAABAAAAAQAAAAEAAAAAQAAAAQAAAAEAAAABAAAAAQAAAABAAAAAQAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAAAAAAEAAAAAQAAAAQAAAAAAAAABAAAAAQAAAAEAAAAAAAAAAEAAAAEAAAAAQAAAAEAAAAEAAAAAAAAAAEAAAAEAAAABAAAAAQAAAABAAAAAQAAAAQAAAABAAAABAAAAAEAAAABAAAAAQAAAAQAAAAEAAAABAAAAAEAAAABAAAABAAAAAQAAAAAAAAABAAAAAQAAAAEAAAAAAAAAAEAAAABAAAABAAAAAEAAAAEAAAABAAAAAQAAAABAAAAAQAAAAEAAAAEAAAAAQAAAAQAAAABAAAAAQAAAAQAAAAEAAAABAAAAAQAAAAAAAAABAAAAAQAAAABAAAAAAAAAAQAAAAAAAAAAQAAAAEAAAABAAAABAAAAAEAAAABAAAAAQAAAAQAAAAEAAAABAAAAAQAAAAAAAAABAAAAAEAAAABAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAEAAAABAAAABAAAAAQAAAAEAAAABAAAAAEAAAAEAAAAAAAAAAEAAAAEAAAABAAAAAQAAAABAAAABAAAAAAAAAABAAAAAQAAAAAAAAAEAAAABAAAAAQAAAAEAAAABAAAAAEAAAAEAAAABAAAAAQAAAAEAAAAAAAAAAQAAAAEAAAAAQAAAAQAAAAAAAAAAQAAAAAAAAAEAAAAAQAAAAEAAAAAAAAABAAAAAQAAAAEAAAABAAAAAQAAAAAAAAAAQAAAAEAAAABAAAABAAAAAQAAAABAAAABAAAAAQAAAAEAAAAAQAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAABAAAAAQAAAAEAAAAEAAAABAAAAAQAAAABAAAAAQAAAAAAAAAAAAAAAQAAAAQAAAABAAAABAAAAAEAAAABAAAAAQAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAEAAAABAAAABAAAAAAAAAAEAAAABAAAAAQAAAABAAAABAAAAAAAAAAEAAAAAQAAAAAAAAAEAAAABAAAAAEAAAAEAAAABAAAAAQAAAABAAAAAQAAAAQAAAAEAAAABAAAAAQAAAAEAAAAAQAAAAAAAAAEAAAAAQAAAAQAAAABAAAABAAAAAQAAAAEAAAAAQAAAAEAAAABAAAABAAAAAQAAAAEAAAABAAAAAAAAAAEAAAAAQAAAAQAAAAAAAAAAQAAAAEAAAABAAAABAAAAAQAAAABAAAABAAAAAQAAAABAAAABAAAAAQAAAABAAAABAAAAAEAAAAEAAAABAAAAAQAAAAAAAAABAAAAAQAAAABAAAABAAAAAQAAAABAAAABAAAAAQAAAAEAAAAAAAAAAAAAAABAAAAAQAAAAQAAAAEAAAAAQAAAAQAAAAEAAAAAQAAAAQAAAAEAAAABAAAAAQAAAABAAAAAQAAAAEAAAAEAAAAAQAAAAQAAAAAAAAABAAAAAQAAAAEAAAABAAAAAEAAAABAAAABAAAAAQAAAAEAAAABAAAAAEAAAAEAAAAAQAAAAQAAAABAAAABAAAAAQAAAABAAAAAQAAAAEAAAABAAAABAAAAAQAAAAEAAAAAQAAAAQAAAAEAAAABAAAAAEAAAAEAAAAAQAAAAEAAAAEAAAABAAAAAQAAAABAAAAAQAAAAQAAAABAAAAAQAAAAQAAAAEAAAAAQAAAAEAAAAAAAAABAAAAAEAAAAEAAAABAAAAAEAAAAEAAAABAAAAAQAAAABAAAABAAAAAQAAAABAAAABAAAAAQAAAAEAAAABAAAAAEAAAAAAAAABAAAAAQAAAABAAAAAQAAAAQAAAAAAAAABAAAAAQAAAAEAAAAAQAAAAQAAAABAAAABAAAAAEAAAABAAAABAAAAAQAAAABAAAAAAAAAAQAAAAEAAAABAAAAAQAAAAEAAAAAQAAAAQAAAABAAAABAAAAAEAAAAEAAAABAAAAAEAAAABAAAAAQAAAAEAAAABAAAABAAAAAQAAAABAAAAAAAAAAEAAAAEAAAABAAAAAQAAAAEAAAABAAAAAEAAAAAAAAABAAAAAQAAAAEAAAABAAAAAQAAAABAAAABAAAAAEAAAAEAAAAAQAAAAEAAAAEAAAABAAAAAAAAAAEAAAAAAAAAAEAAAAEAAAAAQAAAAAAAAAAAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAAAQAAAAQAAAAEAAAABAAAAAEAAAAEAAAABAAAAAQAAAAEAAAAAQAAAAEAAAAAAAAABAAAAAQAAAABAAAABAAAAAEAAAABAAAABAAAAA==",
- "dtype": "i4"
- }
+ "x": [
+ 0,
+ 0,
+ 0,
+ 2,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 2,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 2,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 2,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 3,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 2,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 23,
+ 0,
+ 1,
+ 1,
+ 2,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 1,
+ 1,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 3,
+ 0,
+ 0,
+ 2,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 2,
+ 0,
+ 0,
+ 0,
+ 3,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 24,
+ 2,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 2,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 2,
+ 4,
+ 3,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 2,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 2,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 1,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 2,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 2,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 3,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 2,
+ 1,
+ 24,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 2,
+ 1,
+ 0,
+ 0,
+ 0,
+ 2,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 4,
+ 1,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 2,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 2,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 3,
+ 2,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 2,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 3,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 24,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 1,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 3,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 2,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 2,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 1,
+ 3,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 2,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 3,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 2,
+ 0,
+ 0,
+ 1,
+ 1,
+ 2,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 2,
+ 0,
+ 0,
+ 0,
+ 2,
+ 0,
+ 0,
+ 0,
+ 0,
+ 2,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 1,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 3,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 24,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 2,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 1,
+ 1,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 2,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 4,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 23,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 4,
+ 1,
+ 0,
+ 0
+ ]
},
{
"histnorm": "percent",
@@ -3235,10 +8455,1008 @@
},
"name": "order = 3",
"type": "histogram",
- "x": {
- "bdata": "AAAAAAQAAAAAAAAAAAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAAAAAAAAAAABAAAAAQAAAAEAAAAAAAAAAQAAAAAAAAAAAAAAAQAAAAAAAAAAAAAAAAAAAAEAAAAAAAAAAQAAAAAAAAABAAAAAQAAAAAAAAABAAAAAAAAAAEAAAAAAAAAAQAAAAEAAAAAAAAAAQAAAAEAAAAAAAAAAAAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAAAAAABAAAAAAAAAAEAAAAAAAAAAQAAAAAAAAAAAAAAAQAAAAEAAAAAAAAAAAAAAAEAAAABAAAAAQAAAAEAAAAAAAAAAQAAAAAAAAABAAAAAQAAAAAAAAABAAAAAAAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAAAAAAAAAAAAAAAAAAAAAABAAAAAQAAAAEAAAAAAAAAAAAAAAEAAAABAAAAAQAAAAEAAAAAAAAAAQAAAAAAAAABAAAAAAAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAAAAAABAAAAAAAAAAEAAAAAAAAAAQAAAAEAAAABAAAAAQAAAAAAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAAAAAABAAAAAQAAAAEAAAAAAAAAAQAAAAEAAAABAAAAAQAAAAEAAAAAAAAAAQAAAAEAAAAAAAAAAAAAAAAAAAABAAAAAAAAAAEAAAABAAAAAQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABAAAAAQAAAAEAAAABAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQAAAAAAAAABAAAAAAAAAAAAAAAAAAAAAQAAAAEAAAABAAAAAQAAAAEAAAAAAAAAAQAAAAEAAAAAAAAAAAAAAAAAAAABAAAAAAAAAAEAAAABAAAAAQAAAAEAAAAAAAAAAQAAAAAAAAABAAAAAQAAAAEAAAABAAAAAAAAAAAAAAAAAAAAAQAAAAAAAAAAAAAAAQAAAAEAAAABAAAAAQAAAAAAAAAAAAAAAAAAAAEAAAABAAAAAQAAAAAAAAABAAAAAAAAAAEAAAAAAAAAAQAAAAAAAAABAAAAAAAAAAEAAAABAAAAAAAAAAAAAAAAAAAAAAAAAAEAAAAAAAAAAAAAAAEAAAAAAAAAAQAAAAEAAAAAAAAAAQAAAAEAAAAAAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAAAAAAEAAAABAAAAAQAAAAEAAAAAAAAAAQAAAAAAAAABAAAAAAAAAAAAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEAAAABAAAAAQAAAAEAAAAAAAAAAAAAAAEAAAABAAAAAQAAAAAAAAAAAAAAAAAAAAEAAAAAAAAAAQAAAAEAAAAAAAAAAQAAAAAAAAABAAAAAQAAAAEAAAAAAAAAAQAAAAEAAAAAAAAAAAAAAAAAAAAAAAAAAQAAAAEAAAABAAAAAAAAAAEAAAABAAAAAQAAAAAAAAAAAAAAAAAAAAEAAAAAAAAAAQAAAAEAAAAAAAAAAQAAAAEAAAABAAAAAQAAAAAAAAABAAAAAAAAAAAAAAABAAAAAQAAAAEAAAABAAAAAQAAAAAAAAABAAAAAAAAAAEAAAABAAAAAAAAAAAAAAABAAAAAAAAAAEAAAABAAAAAAAAAAEAAAABAAAAAAAAAAEAAAABAAAAAQAAAAAAAAABAAAAAQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQAAAAEAAAAAAAAAAQAAAAEAAAAAAAAAAQAAAAAAAAAAAAAAAQAAAAAAAAABAAAAAAAAAAEAAAAAAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAAAAAAAAAAABAAAAAQAAAAEAAAABAAAAAQAAAAAAAAABAAAAAQAAAAAAAAABAAAAAAAAAAEAAAAAAAAAAAAAAAAAAAABAAAAAQAAAAEAAAABAAAAAQAAAAAAAAABAAAAAQAAAAAAAAABAAAAAQAAAAAAAAABAAAAAAAAAAEAAAABAAAAAQAAAAEAAAAAAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAAAAAAEAAAABAAAAAAAAAAAAAAABAAAAAAAAAAAAAAABAAAAAQAAAAAAAAABAAAAAQAAAAAAAAABAAAAAQAAAAEAAAAAAAAAAAAAAAEAAAABAAAAAQAAAAAAAAAAAAAAAAAAAAAAAAABAAAAAAAAAAEAAAABAAAAAAAAAAEAAAABAAAAAAAAAAAAAAAAAAAAAQAAAAAAAAAAAAAAAQAAAAEAAAABAAAAAAAAAAEAAAABAAAAAQAAAAEAAAABAAAAAAAAAAEAAAABAAAAAAAAAAEAAAAAAAAAAQAAAAAAAAAAAAAAAQAAAAEAAAAAAAAAAQAAAAAAAAAAAAAAAQAAAAEAAAAAAAAAAQAAAAAAAAABAAAAAAAAAAEAAAAAAAAAAQAAAAAAAAABAAAAAAAAAAEAAAABAAAAAQAAAAAAAAAAAAAAAAAAAAEAAAABAAAAAAAAAAAAAAABAAAAAAAAAAEAAAAAAAAAAAAAAAEAAAABAAAAAAAAAAAAAAABAAAAAAAAAAAAAAABAAAAAQAAAAAAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAAAAAAAAAAAAAAAAAEAAAABAAAAAQAAAAAAAAAAAAAAAQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEAAAAAAAAAAQAAAAEAAAABAAAAAAAAAAEAAAAAAAAAAQAAAAEAAAAAAAAAAAAAAAAAAAABAAAAAAAAAAEAAAABAAAAAAAAAAAAAAAAAAAAAQAAAAAAAAABAAAAAAAAAAEAAAABAAAAAQAAAAAAAAABAAAAAQAAAAEAAAAAAAAAAQAAAAEAAAABAAAAAQAAAAAAAAAAAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAAAAAAEAAAAAAAAAAQAAAAAAAAABAAAAAQAAAAEAAAAAAAAAAAAAAAEAAAAAAAAAAAAAAAEAAAAAAAAAAAAAAAEAAAABAAAAAQAAAAAAAAAAAAAAAQAAAAAAAAABAAAAAAAAAAAAAAAAAAAAAQAAAAEAAAABAAAAAAAAAAAAAAABAAAAAQAAAAAAAAABAAAAAQAAAAEAAAAAAAAAAAAAAAAAAAABAAAAAAAAAAEAAAABAAAAAQAAAAAAAAAAAAAAAAAAAAEAAAAAAAAAAQAAAAAAAAAAAAAAAQAAAAEAAAABAAAAAQAAAAAAAAABAAAAAQAAAAAAAAAAAAAAAQAAAAAAAAAAAAAAAAAAAAAAAAABAAAAAAAAAAAAAAAAAAAAAQAAAAEAAAABAAAAAQAAAAAAAAABAAAAAAAAAAAAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAAAAAAAAAAABAAAAAQAAAAEAAAABAAAAAAAAAAEAAAAAAAAAAAAAAAEAAAABAAAAAQAAAAAAAAABAAAAAAAAAAAAAAAAAAAAAAAAAAEAAAABAAAAAQAAAAEAAAABAAAAAAAAAAEAAAABAAAAAQAAAAEAAAAAAAAAAQAAAAEAAAAAAAAAAQAAAAAAAAAAAAAAAAAAAAEAAAAAAAAAAAAAAAAAAAABAAAAAQAAAAEAAAABAAAAAQAAAAAAAAAAAAAAAAAAAAAAAAABAAAAAQAAAAAAAAABAAAAAQAAAAEAAAAAAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAAAAAAAAAAAAAAAAAEAAAABAAAAAQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQAAAAAAAAABAAAAAAAAAAAAAAAAAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAAAAAAAAAAABAAAAAAAAAAEAAAABAAAAAQAAAAAAAAABAAAAAAAAAAEAAAAAAAAAAAAAAAEAAAABAAAAAAAAAAEAAAABAAAAAQAAAAAAAAAAAAAAAQAAAAEAAAABAAAAAMAAAAEAAAAAAAAAAAAAAAEAAAAAAAAAAQAAAAAAAAABAAAAAQAAAAEAAAAAAAAAAAAAAAAAAAABAAAAAQAAAAEAAAABAAAAAAAAAAEAAAAAAAAAAQAAAAAAAAAAAAAAAAAAAAAAAAABAAAAAQAAAAAAAAABAAAAAQAAAAAAAAABAAAAAQAAAAAAAAABAAAAAAAAAAEAAAABAAAAAQAAAAAAAAABAAAAAQAAAAAAAAABAAAAAQAAAAAAAAABAAAAAQAAAAEAAAAAAAAAAAAAAAAAAAAAAAAAAQAAAAEAAAAAAAAAAQAAAAEAAAAAAAAAAQAAAAEAAAABAAAAAQAAAAAAAAAAAAAAAAAAAAEAAAAAAAAAAQAAAAAAAAABAAAAAQAAAAEAAAABAAAAAAAAAAAAAAABAAAAAQAAAAEAAAABAAAAAAAAAAEAAAAAAAAAAQAAAAAAAAABAAAAAQAAAAAAAAAAAAAAAAAAAAAAAAABAAAAAQAAAAEAAAAAAAAAAQAAAAEAAAABAAAAAAAAAAEAAAAAAAAAAAAAAAEAAAABAAAAAQAAAAAAAAAAAAAAAQAAAAAAAAAAAAAAAQAAAAEAAAAAAAAAAAAAAAAAAAABAAAAAAAAAAEAAAABAAAAAAAAAAEAAAABAAAAAQAAAAAAAAABAAAAAQAAAAAAAAABAAAAAQAAAAEAAAABAAAAAAAAAAAAAAABAAAAAQAAAAAAAAAAAAAAAQAAAAAAAAABAAAAAQAAAAEAAAAAAAAAAQAAAAAAAAABAAAAAAAAAAAAAAABAAAAAQAAAAAAAAAAAAAAAQAAAAEAAAABAAAAAQAAAAEAAAAAAAAAAQAAAAAAAAABAAAAAAAAAAEAAAABAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABAAAAAQAAAAAAAAAAAAAAAAAAAAEAAAABAAAAAQAAAAEAAAABAAAAAAAAAAAAAAABAAAAAQAAAAEAAAABAAAAAQAAAAAAAAABAAAAAAAAAAEAAAAAAAAAAAAAAAEAAAABAAAAAAAAAAEAAAAAAAAAAAAAAAEAAAAAAAAAAAAAAAAAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAAAAAAAAQAAAAEAAAABAAAAAAAAAAEAAAABAAAAAMAAAAEAAAAAAAAAAAAAAAAAAAABAAAAAQAAAAAAAAABAAAAAAAAAAAAAAABAAAAA==",
- "dtype": "i4"
- }
+ "x": [
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 54,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 2,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 3,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 58,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 2,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 2,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 2,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 2,
+ 0,
+ 0,
+ 3,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 58,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 2,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 2,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 2,
+ 2,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 58,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 2,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 2,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 2,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 2,
+ 0,
+ 0,
+ 0,
+ 2,
+ 0,
+ 0,
+ 0,
+ 0,
+ 2,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 54,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 4,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 57,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 4,
+ 0,
+ 0,
+ 0
+ ]
}
],
"layout": {
@@ -3421,19 +9639,7 @@
"type": "heatmap"
}
],
- "histogram": [
- {
- "marker": {
- "pattern": {
- "fillmode": "overlay",
- "size": 10,
- "solidity": 0.2
- }
- },
- "type": "histogram"
- }
- ],
- "histogram2d": [
+ "heatmapgl": [
{
"colorbar": {
"outlinewidth": 0,
@@ -3481,10 +9687,73 @@
"#f0f921"
]
],
- "type": "histogram2d"
+ "type": "heatmapgl"
}
],
- "histogram2dcontour": [
+ "histogram": [
+ {
+ "marker": {
+ "pattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ }
+ },
+ "type": "histogram"
+ }
+ ],
+ "histogram2d": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "colorscale": [
+ [
+ 0,
+ "#0d0887"
+ ],
+ [
+ 0.1111111111111111,
+ "#46039f"
+ ],
+ [
+ 0.2222222222222222,
+ "#7201a8"
+ ],
+ [
+ 0.3333333333333333,
+ "#9c179e"
+ ],
+ [
+ 0.4444444444444444,
+ "#bd3786"
+ ],
+ [
+ 0.5555555555555556,
+ "#d8576b"
+ ],
+ [
+ 0.6666666666666666,
+ "#ed7953"
+ ],
+ [
+ 0.7777777777777778,
+ "#fb9f3a"
+ ],
+ [
+ 0.8888888888888888,
+ "#fdca26"
+ ],
+ [
+ 1,
+ "#f0f921"
+ ]
+ ],
+ "type": "histogram2d"
+ }
+ ],
+ "histogram2dcontour": [
{
"colorbar": {
"outlinewidth": 0,
@@ -3621,17 +9890,6 @@
"type": "scattergl"
}
],
- "scattermap": [
- {
- "marker": {
- "colorbar": {
- "outlinewidth": 0,
- "ticks": ""
- }
- },
- "type": "scattermap"
- }
- ],
"scattermapbox": [
{
"marker": {
@@ -4032,7 +10290,35 @@
}
}
}
- }
+ },
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAzgAAAFoCAYAAACbnV5cAAAQAElEQVR4AezdBWAT1x8H8G9a6HB32GCDMWSwYYOxP8Pd3d3d3VLc3R0GGzp8aKHA2JBhw91luEuh9H+/BwlJNW2T9pJ+2c7evXv33ucu6f1y5ubHfxSgAAUoQAEKUIACFKAABVxEwA38RwEKBCHAZApQgAIUoAAFKEABZxNggONsW4z1pQAFKKAHAdaBAhSgAAUooFMBBjg63TCsFgUoQAEKUIACzinAWlOAApErwAAncv25dgpQgAIUoAAFKEABCkQVgQhpJwOcCGHmSihAAQpQgAIUoAAFKECBiBBggBMRylyH/QVYIgUoQAEKUIACFKAABQIRYIATCAqTKEABCjizAOtOAQpQgAIUiMoCDHCi8tZn2ylAAQpQgAJRS4CtpQAFooAAA5wosJHZRApQgAIUoAAFKEABCgQv4DpzGeC4zrZkSyhAAQpQgAIUoAAFKBDlBRjgRPldwP4ALJECFKAABShAAQpQgAKRJcAAJ7LkuV4KUCAqCrDNFKAABShAAQo4WIABjoOBWTwFKEABClCAArYIMA8FKEAB+wgwwLGPI0uhAAUoQAEKUIACFKCAYwRYaqgEGOCEiouZKUABClCAAhSgAAUoQAE9CzDA0fPWsX/dWCIFKEABClCAAhSgAAVcWoABjktvXjaOAhSwXYA5KUABClCAAhRwBQEGOK6wFdkGClCAAhSggCMFWDYFKEABJxJggONEG4tVpQAFKEABClCAAhTQlwBroz8BBjj62yasEQUoQAEKUIACFKAABSgQRgEGOGGEs/9iLJECFKAABShAAQpQgAIUCK8AA5zwCnJ5ClDA8QJcAwUoQAEKUIACFLBRgAGOjVDMRgEKUIACFNCjAOtEAQpQgALWAgxwrD04RQEKUIACFKAABSjgGgJsRRQVYIATRTc8m00BClCAAhSgAAUoQAFXFGCAY8tWZR4KUIACFKAABShAAQpQwCkEGOA4xWZiJSmgXwHWjAIUoAAFKEABCuhJgAGOnrYG60IBClCAAq4kwLZQgAIUoEAkCDDAiQR0rpICFKAABShAAQpEbQG2ngKOE2CA4zhblkwBClCAAhSgAAUoQAEKRLCA0wc4EezF1VGAAhSgAAUoQAEKUIACOhZggKPjjcOqUSCcAlycAhSgAAUoQAEKRDkBBjhRbpOzwRSgAAUoANCAAhSgAAVcVYABjqtuWbaLAhSgAAUoQAEKhEWAy1DAyQUY4Dj5BmT1KUABClCAAhSgAAUoQIFPAo4McD6thWMUoAAFKEABClCAAhSgAAUiQIABTgQgcxUUCCjAFApQgAIUoAAFKEABRwg4TYDz8PEzZC3UyNx9W7gxKjTsg17DZmGL94EANo+fPEeR6p3htedwgHn2TJj5y3rUbjPYXOTufcdUHe89eGxOc9SI/3U7aj3hKXfH3iOo1XoQcpRojlJ1ekC2o63ljZ2xHGXr97I1u0vkc6Y2z/l1I8o36I3vizdDm97jHeovnzHPsQvM67B13z936Yb6PB4/c9m8bFQacab9yWq7cIICFKAABSgQDgGnCXBMbWzTsCLmje+JWaO7on71Eojh4YEuxmnqIPru/U9BhcFgQKYMXyB+vNiw9d+Ll6/xv4rtbc2u8iVKGBfp06ZS447qBVWviFh3eNp0+dptdOw/CXm+y4SdK8Zj4uD2SJQgboAig2pfgIxM0I3Aqo27MWnuKrSsXwF7105Bjza1I7Ruet/3IxRDWxk/QxoC/6dAFBFgMylAgZAFnC7ASZ8uNfLmyIz8ub9F9XKFYOzWCIun9MWZ81cxYPQ8mP5JYDNteGfk/u4bU1KIw41e+/D23bsQ81lmkDoM6dnUMkmNGwwGNbRHL6h6BbVue6zTHmWc0H41f//eDx2aVkGC+HHwTfrPAy02qPYFmjkKJBoM9tt3HMV17NQFfPvNlyhX/EfEjhUD6T5P4ahVBVqu3vf9QCvtwER+hhyIy6IpQAEKUMBZBMz1dLoAx1xzi5Ec336NVg0qYs/+f3H05AU1543PW8glbRu2/62mpXf4+HntjMJklKjVDblKtkCtVp7oN3KuFtT4Qi7l8By7AM9fvFLLybKDxy+SxdS8XsNm4eqN/9B98HTkKd0KfYbPNs8L7DKq2/89QMOOw1VeOSvUQTuT8eTpC7WMqVe4WidMmbfaNGkedvWchhbdx6jpkOoV2Lrl0qFyDXpDLgsrVqML+o+ah5ev3qjyTD25bGzJ79vUr/Cl6/ZUlxlVbtIPMxatg6/ve1O2IIfBrUOCGjmrNnjCBz+5hEk8t+3+J0B5wbVPMkePFg2XtDNBPYfMRP7ybdW2k+304NFTmW3u/Pz8VFvkMjhZX6XG/UK8PFEuJ/ypYjucvXgdjTqNUOX/WK4N2vediNNawAyLf7ZsK8luKvPUuSsQ4zylW6JglY6Q7S+/su8/clqVL/uQeM9eskEWs+pifOah6l612QBIW4rV7IrR05ZCXC0z2tJm8Q1q37UsyzQu+4nsL7JOWbfsR7KtTfPlM9C0yyis2fwnjp26aP6sPHlmvW/LpYjfFW2KJb9vNy1qHq7Y4A25xFTySKKcDWrebQx+rtwBP5RpBRmXz6rMC6qTdvnf9+UMriwr2zB/hbZo2WMsHj623k8CK0+2mXxOZPuMnPobZFsX174jJO/1W3ch3wOyLeTzVKZeT4ybuRw+2veLzJdx+Xy/fecrk1adfM+IpVXixwlZZ6GqnXDh8k007jzC6nvi0ZNnH3N9GIRUB7GQz0Rg311Sgi2fIfnMT5i9EnXbDkHuUi0g2791r/GQS0yljMA6Wa98H27fcwjVmg/8tK9OX+rwffX+wyfqB60qTfur7zn5vMt3jnxXWNZVPl+yD+cs0Vxd7iqfI9N8Wz8/XYxTsXnnAcg+IOWIzcAx82GP7yBTXTikAAUoQAH7CrhEgCMkFUv+JAOcv3xDDf335OCwXZ8J2h/e92jTqBJG9muJPN9nRqyYnyF6NHd0bVUDPdrWRpzYMXHSe4Hq+nduYC7m4pVb6oApWZKEGGdsowIq88xARlr1GofMX6fFiD4t0LphBe0M0zU06TIS8kc1kOxBJoVUL/8LygHazF/WoViBXKqedasUx/7Dp1SwJQaW+SfMXoWbd+5jvGdb7F49CU1rl9UCnLVYutbLMluA8ZDW4eZmUOvu1a6OWtbkWfzn3Grastc1BPfHT5+jdc9xSJsmOeRMmZwx+GPHfnXQaVnO0ImLMe+3P1Cq8A8Y3b8VsmX+SgUV3n8dtcwWYFzu1eo0YAqqly+ETUtGqcsffd9r+0jv8ZAgOcACNiRImb21ALhV/QrYuXICPLs1xj9Hz6J8w96YoB1ENqtbDl4rxkG2jUxv8XcP2dUbdyAHUNKWcQPboKK2by9fvxMjpvxqtXZb22zrviv7pgTlsr/U0/Yb2S+K/i8nZH8apR34y8plO8wd1wNli/6ozo6atm38uNaXgiZKEBeFf8qBdVv2ymJWnaQVzv89JI/MkCCkbLF8WDZjIFbNGaS5+6B9v4laUP5aZtvUvX37DnXbDcHtuw/QsXk1DOzSCEkTJ0BnbdvaUsB9LWDuOGAy7j98jL4d62OCZzu1mHxmokePptL2rp2MVg0qYMHyzVi0cquaX6tiEUhAsnPvETVt6h0+fk59tqqUKWBKCjCU+/Tk4LlO5WLafjIeM0d1VT+iNO40Uvue8jPnD6kO9vgM/bp6O35b44Ui2vYeM6ANGlQroS7vTRAvjrkegY3s+vsYFizbjD4d6qlLFXu3qwsJWIdO/MUqu7331UHjF+LfU5dQo0JhjDe2VZ/799rnNkXShOb1Dpu0BLMWr4fsw+O0PD217/eMFmeRba3T7n3HsHDFFvRsWwd71kzGkB5NcfDoGbt9B5krzBEKUIACFLCbgMsEOCmTJ4YciFzVzrIEpvPk2XM80X5lrly6ACqV+p8KAOTAQP4wB5bff5r8It9JO3Dq3roWCuTNji9SJ/OfxWq6UY1SkAP8ogVyqgPZXyb3Vb/Wbt110CqfPSeuXL+j/WK+DSP7toTUtXD+HGhcqzR+mz4AF67cxNotf1qtTi4bG9qrmbpXKV6cWOpyo4I/fo+//jlplc9yIrTrsFw2LONyEDioRxMVlMrBV4emVdGwekl1ts5U3rWb/6mDs55aQCXtlkBqsLaMtH+09muyKV9Qwya1S2sH7PnUAV1mLSjt2Kwa5GyA/Loe1DIhpTetXQaFtIN4CZhlWOznXPjv3iNIkPZdlvQQ72rlCqrLvA4cOWNVnJxFmTq8E5rXLacOONs3qQKjFiQtX7cD4iGZQ9NmW/fd1Zv2qP1E9pdGNUuhsLb/dG5RXe1Pi7WzfXImQdZtayefsxNnL+Pi1VvmRaSMw9qZ1EqlPh34SzsraZ9J+Qx/niqZOliWIPHk2Svm5UIaWblxFx5rZz6WTOkHCTpKFsqjrMsW+zGkRdV8CZDSpk6uBcet1XdD1m/SqXQJ6ORznDPb19qPITFQocRParvuPXhczU+VIon2fZAtQCC3futf6rI9ObusMgbRE2fZX2U/kXVOGtxB87pp9eCUkOqAEP7JPmPLZ+gLrf1NtO8L2V8baJ8x+XFG2u2/eMtpOes1vE9zSD65VFG+73q0qYWVG3Y5dF+9duMufsydVW1rqa8EnhMGtVPbSOon31MStA3UAl3ZhyXPz/m+Uz8WyPzQfH5evfZRP1T9kCOTuhwzX64skKB078ETUpTqQlOeWoA9ClCAAhRwqIDLBDgmJbcg7l9IGD8uyhTNi55DZ2H8rBUBLi8wLR/UUIIn+UU9qPn+0//3QzarpOTaL4sZvkyt/fJ31irdnhMHtF8VpTz55VyGpi5xwnjI+e3XsPyDLPOyZfoS0dzdZdTcST3v3H1onvY/Etp1+F8+tNNy4Jc3R2arxTJ8mQav3/ioywllxr7Dp2EwGNTBp0ybuv/lzQY50DFdTmRK9z/MkfVrq6QUSROp6eAcVIZgelkzprOaK2cTYsWMEeCBFJJ+7+Gnh2PIQtJmCYJk3NQV1A7O5DKow9qZAUkLTZtt3Xf/PnQSObJmgOwvsg5TZ9qf/v4n6MDXlNdyWED7IUDat2bTp8BaLm2TMzcF839nmdVq/MsvUqpp/5cAqcQgev8cO4vvtLrLvXeWWaQOltPBjVfSfvwIbr5pXtrUKbTvj2emSVQvVxjefx/V0j5cDieXe8klTfJjijlTECNyptFylgQzGdKlxqF/z1kmBxj3X4cAGSwSZH8K6TNUSQs4r1y/jfrth2HnX9ZnoyyKCjAqP5JIUGo5o+j/cuGdry8cua/WrlQEv2hn0XoMnhHoWfuDx86os+UlCgY8ayx1Dc3nR/52yHaR5UxdsiQJ1RlGuSxQ0kJTnuRn57ICbBgFKKATAZcJcORSK/kV9qtgnmg2un9rdQmSHLiWqNUNXT2n4aJ2ZsOWbZFKO0NkSz5THv+X7Eh6wgRx8d/9RzLqkE7u+5E/xgaDLciAMgAAEABJREFUIUD5ibUgR+ZbzogXx/qyog/zDOrA4MN4wL6UEZp1BCwhdClSb/9LmJrn+/69mnVXOzMil1fJ/RtZCzWCqRv88R4q2TdUxiB6/g+K8ZHvvd+H8oNYLNjkeP4u2TJohcaJHSPAMtIWv/d+VumB7TtxYsdUeeQskIyEps227rvyuUik7SdSvmVnMBhU0HPrvweWySGOu7u7qV/MV2tnhnx936v9atXG3ahQ8idzYC3b7fc/dkPunSlavQvk3hy5zyHEwv1luKt9rhLGj+MvFZCAPUBiEAnJkyQMMEeeBCj7kdzrIfdNyb41b+kfVvnk7ECyJAmwfttfKl3uBXz6/CUqaWelVEIwvbjamVP/s5MkSoC7Dz59T9hSB/9lWE4nDnSbfshh+gzJ2SPvVRNRvviPkMsRy9bvpQKId1qg8iFn4P14gdRfPk9ymaqcBZWlHLGv1qxYBNuWjkGKZInQsMNwyKWVloGZfE8lSRQfHh7RpQoButDUSdrjvwDtI6GSTH6hKU8tyB4FKECBKCcQsQ12mQBn+bqdSi59utRqGFRPzlrI/TcbF4+A/EJcq/Vg+L/5P7BlDQZDYMlBpj168jzAvEePnyFxgnjmdDeDG/y0/8wJH0ck38fRUA3k11S5H+C9vwNmKUTaKgdhMh6eLiLWYVk/gyFkdznIkQMZeXx4YF2KZIktiwzTuL23VXCVCGzfMf1SbApAUmgHdra22WAI2VDqI/dbBLbvyf4k+4+cjZF8oemqlv1Z3aOy/8gp7Rf98+qyperlCpmL8By7EHN/+0Pd2yJPQzy2fS4O/DHDPN/WEfnxIDA3udTN1jL8M8nZvxotPZEsSUJ1z9725WPVvXly+ZZlmRLIyT1ccm+RpK/b+pe6jE0OsGU6uO7Bww9nfSzz3NfO6CWK/+F7wtY6WC7vf9xgsG37yyVmEjj8sXgk5LLBsTOXY+r8Nf6Ls5q+H0j95ftU9hnZJpLZEfuqlCuXNHZpWQNeK8ary2zb9ZkI01lGCRKD2/ahqZOsK6TO3uWFtD7OpwAFKECB4AVcIsCRX+7kIEmujf7247XzwTcbkMuQRvRtgZevXuPkucsqewzt1z6ft6F7TLRaMJDern3HrFLlF8Vzl64j09dfmNOTJo6vDvjMCdqIXHrl/wlettbrh+8zqSeg+b/h+f7DJzh0/ByyfvOltobw/e+IddjaPql5YJ1ci++r/dIswaNciuO/ixnDI7DFQpVm67YKVaFBZJZ98vDx81Zz5RIoScic4cP+44g259b2H9lP5J4NWZep8/7riNqv5McBU5qtQ7mvQx7V/ofXfuz48zDknhTLR0rv2HsYcg9KruwZIQesEizYelbVsg6Z0n+BYycvwP9B7fEzlyyzhWp83+FT6vuhSe0y+PrLNDCdWQusfhK0XdDOBh85cR7SJlvO3khl/H9PyD2E5y7dMH9P2FqH8H6GpC6mzmAwqLNP5Yvnx8GPl72a5vkfBravev15SGVz5L6qVvCxJ5/v3u3rQi6V23/ktErNqv0dkLNP8hAEleCvZ+/Pj73L81ddTlKAAhSgQCgFnC7AkYML+SPm/ddRyCNoO/afDPnl7ttMX2LsgDYwGAL/tVIOfOSRrnLDtVwWIzc/yyND5YxElq/TKbYsGdOpx7/Ko0UlKJB1qRmh7BkMBixeuRXDJy/Bjdv3IAcs8oQmuXyuatmC5tLy5cqKbbv+UZfJ+fq+h9xU3XPITLz3s75kydZ6Zf46LfLlyoL+o+aq6+hfvnqD46cvQR6X+9UXKdXN+eaVh3HEEeuwtX1BVTl1iiTaGYCKaN17PDZ67YPsH9LJfRDy2OuglgtNej4bt1Voygwqr1y21K7vBHWJ0EPtrN+e/ccxbOJiyEG06QylI9osB+VxYsVEq57jIJ8P2X+89hxGP21/qlWxCLJnSR9UlYNNl3tR/jxwHFt3/wMZt8wsT7UybTN5CIjco9ND+wzIJU6W+UIab1ijFOLFiY3OximQhxrIWYR1W/dCbnYPadmg5pve2zRh1grIdpAfHuSejyMnLgRYRM7WyJMLh0z4Rd2IXih/jgB5Akuw/J6Q8jsNmAy5V8/0PWFrHT5+hhDW764VG7whXrLNZTus185Cbde2V/483wZWbXOanPWx3Fd37D0Cecqio/fVyfN+V/cUyvemfMdOW7hWfddKoCGVk3vYpA79Rs7B9j2HVF65tFCeTijz7f35sXd5Ukd2FKAABSgQdgGnC3DkD1mTziPV+2zm/LoBdx88Vo9w/W1af0iwEhSFh0c0yK+51VsY1XX+8mhgj+jRsXhyX/Ny2TJ/hYFdG0H+uBes0hErN+4Oqrhg0+Wg5JfJfdQvyiVrd4fUN3nSRFg0sQ/kkdSmheXJP9XKFUIHLUj7rlhTyPswJFCTJyuZ8sgwNPWaPKQjqpT9Gd085X09LbUDvqmQg5/FU/pBbjaX8sLb2XsdoWlfUHVv07Ai5KlPcpZAHg0s5saxC+Cn/RfUMqFJt3VbhabMoPLKY6EHdW+iHr9boFJ7eI5bADngHdClodUi9m6znKFYNnMg5AxLzZaeyF++DcbPXoEmtcrA8pHpVpWwYaJ0kbx4/uIl5EcDGbdcpFurmpAHg8j2yl++LZau3YGBWjsza8G6Zb6QxuVAe93CYcieOT3a9p6A0vV6YOP2fVg0SfvMRY8W0uKBzpezTfWrlYA8Flq2Q2Pteyd27JiQJw8GtoA8Fe/MhWuQMx+Wn/PA8prSpo/sYv6ekPuQ5IyX5feErXUI72dIHjYyYsqvkPc2FanWGb+u8YI8kbB1gwqmqgY6TJsmBeQx6PKoaDEaNmkxalYoDEfvq8+ev0KbXuORvWgT1GzliX9PXcCs0V3VS6BNFTV2a6Tttw0hD7mQ73v5Xpd93DS/jZ2/M+xdnqmeHNpLgOVQgAJRScBpApxECeKq699Pen94R80xr7mQd4xIYFOnctEAZ24+84iu8pf7+JhYeYLV/PG9VJqUsX3ZWMjjTU1PbDJt9BrlC0EOlCSPvDdB0ru2qoGNv4yQ0QCd/3nyKFJ5l4f80r50xkC1vj/XTsbkIR3UY4gtC5AXOpqWP7Fzvrr3QK59b92govbHuptlVthaL3mvjxw0HtoyS61b2imPTJZ0ywKXTh8AOQCwTJPxPh3q4ve5g2U0yE7KsmUdVcr8rOoQZEEWM2xtnywilzTJ9rE8WJF0ucxp7MA2+Gv9VLXefRumobVmKfMC62RbSTn+7y2RciVd1mNaztZtFVSZ7ZpUVvurqTzTcPLQjpDONC37g1xuI2cDvFaMU+2QbSjpgZ3VCKnNslxQ+65pnZZD+SVaDKX9R7fPxYZFw9GsTlnLLGpcPjsLJ/ZW4yH15LP4z+ZZOLJ1NmTfscyfKcMX2PLbaNVOWafsl/Ir/PKZRvVuE1Ne+ZzLjw+m6cDaJUGOPBJ486+j8Ne6qZD3yiRPmhBHt81BNu0Mr2lZ/8Ogtpnkk0dES72kk/1poBZ8yZO51i0YKrMD7eTdLIHOCCRRvC2/JyYObh/ge8LWOoTnMyRn1sTspPb9Kt8d4i334xgMgZ8RNzXl1es3kM+J5b4q98U4el+V7yn5GyD13bt2CmaM7Ir8ub81Vcs8lG01ZVhHHNw0A6vnDYHUzTxTGwnr50faLOuW7wqtGPP/IZVnzsgRClCAAnoScMG6uLlgm9gkClCAAhEuMGvxBsgBrlwOauvK5XJZW/PqMZ+z11+PpqwTBShAAQqEX4ABTvgNWcIHAfYpEOUEbt25ry69GzNjGY4cPx/gDEGUA2GDKUABClCAAjoQYICjg43AKlCAAs4psGbLXpSq0x1HT1zA3HE98H3WDEE0hMkUoAAFKEABCkSUAAOciJLmeihAAZcTkBvL5f4ieYePPA7b1gYGd9+PrWVEdr7A7oOK7Dpx/U4qwGpTgAIUsLMAAxw7g7I4ClCAAhSgAAUoQAEK2EOAZYRNgAFO2Ny4FAUoQAEKUIACFKAABSigQwEGODrcKPavEkukAAUoQAEKUIACFKBA1BBggBM1tjNbSQEKBCXAdApQgAIUoAAFXEqAAY5LbU42hgIUoAAFKGA/AZZEAQpQwBkFGOA441ZjnSlAAQpQgAIUoAAFIlOA69axAAMcHW8cVo0CFKAABShAAQpQgAIUCJ0AA5zQedk/N0ukAAUoQAEKUIACFKAABewmwADHbpQsiAIUsLcAy6MABShAAQpQgAKhFWCAE1ox5qcABShAAQpEvgBrQAEKUIACQQgwwAkChskUoAAFKEABClCAAs4owDpHdQEGOFF9D2D7KUABClCAAhSgAAUo4EICDHCC2ZicRQEKUIACFKAABShAAQo4lwADHOfaXqwtBfQiwHpQgAIUoAAFKEABXQowwNHlZmGlKEABClDAeQVYcwpQgAIUiEwBBjiRqc91U4ACFKAABShAgagkwLZSIAIEGOBEADJXQQEKUIACFKAABShAAQpEjICzBjgRo8O1UIACFKAABShAAQpQgAJOJcAAx6k2FytLAVsEmIcCFKAABShAAQpEXQEGOFF327PlFKAABaKeAFtMAQpQgAIuL8AAx+U3MRtIAQpQgAIUoAAFQhZgDgq4igADHFfZkmwHBShAAQpQgAIUoAAFKAAHBDhUpQAFKEABClCAAhSgAAUoEDkCDHAix51rjaoCbDcFKEABClCAAhSggEMFGOA4lJeFU4ACFKCArQLMRwEKUIACFLCHAAMceyiyDApQgAIUoAAFKOA4AZZMAQqEQoABTiiwmJUCFKAABShAAQpQgAIU0JNAwLowwAlowhQKUIACFKAABShAAQpQwEkFGOA46YZjte0vwBIpQAEKUIACFKAABZxfgAGO829DtoACFKCAowVYPgUoQAEKUMBpBBjgOM2mYkUpQAEKUIACFNCfAGtEAQroTYABjt62COtDAQpQgAIUoAAFKEABVxCIpDYwwIkkeK6WAhSgAAUoQAEKUIACFLC/AAMc+5uyRPsLsEQKUIACFKAABShAAQrYJMAAxyYmZqIABSigVwHWiwIUoAAFKEABSwEGOJYaHKcABShAAQpQwHUE2BIKUCBKCjDAiZKbnY2mAAUoQAEKUIACFIjKAq7cdgY4rrx12TYKUIACFKAABShAAQpEMQEGOFFsg9u/uSyRAhSgAAUoQAEKUIAC+hFggKOfbcGaUIACribA9lCAAhSgAAUoEOECDHAinJwrpAAFKEABClCAAhSgAAUcJcAAx1GyLJcCFKAABShAAQpQgAKhF+AS4RRggBNOQC5OAQpQgAIUoAAFKEABCuhHgAGOfraF/WvCEilAAQpQgAIUoAAFKBDFBBjgRLENzuZSgAIfBNinAAUoQAEKUMA1BRjghHO73nrwCuxowH2A+wD3Ae4DLrQP8O8a/7a7/D4QzsM/Lq5zAQY4Ot9ArB4FKEABClCAAhSggF4EWA9nEGCA4wxbiXWkAAUoQAEKUIACFPin/74AABAASURBVKAABWwSYIBjE5P9M7FEClCAAhSgAAUoQAEKUMD+Agxw7G/KEilAgfAJcGkKUIACFKAABSgQZgEGOGGm44IUoAAFKECBiBbg+ihAAQpQICQBBjghCXE+BShAAQpQgAIUoID+BVhDCnwUYIDzEYIDClCAAhSgAAUoQAEKUMD5BRjgBNyGTKEABShAAQpQgAIUoEC4Bby8vGA0Gm3u9uzZE+51sgCAAY4D94JeO9sj9ZRYGLnP04FrYdEUiEgBrosCFKAABShAAVsFduzYAU9PT5u7yAxwLl69hQqN+traNF3n022As2PvEQwavwjNu41BqTo98H3xZiheqxuadhkF45gF2OJ9QNewrBwFKEABCkQxATaXAhSgAAVsFvD1fY9hkxYjf/m2KFq9C9Zt3WvzsiFl1F2As/fgCdRpMxir/9iNz1MmRb2qxTF9RGcc2Dgdc8Z0R82KRfDO1xeDx/+Cio37Ys/+4yG1kfMpQAEKUIACFKAABSJRgKumgH8BCWiOn7mM5bOMmDSkA6YvXIebd+77zxamad0FOKs27sK04Z0xeWhHNK5VGgV//A5ffpESHh7RkTZNcpQomBtDejbFnjWT0Lt9XcxbujFMDedCFKAABShAAQpQgAIUcCWBBcs2o1jNrshXrg08xy3E27fvVPOOnryAfiPnqjMmeUq3wtK1O+Dn54cxM5ahUuN+aNBhGPYfPq3ymnp//XMCNVt6olrzgRgx5VeVX+bNXrIBv672UldVfVe0KeTSNkk3ddVbGJG1UCOrrsfgGabZ5uH2PYfQpmElpNFOaGT9Jh3qVC6Kjdv/Ns8Pz4hbeBZ2xLLjjG2RIH6cIIr+lGwwGJAvZxbMH9/rUyLHKEABClCAAhSgAAUoEAUFNnrtw469hzFpcHv8PmcQ/N77YeTU38wSe/b/i9dvfOC1YhxqVSyCldpJhQuXb2DlHE91PL334Kerom7cvofew2ZjrLENVswy4u79RyooMhU2a/F6FNdOOvyzZRbSp01lSlZDyX/SewEsu1H9W6l5lr2bt+/ji9TJzEmptUDn7MXr5unwjOguwLFszKvXPli1cTeGTvwFrXqOhefYBVi+bieev3hlmY3jFKCACLCjAAUoQAEKUCDKCmzY9jea1i6LLBnTIVWKJOjRthbWbvkTlv/6d26IeHFiqSSvPYe1sybFEM3dHe7ubqhXpbhKl97WXQfVVVNydsVgMKB6uUKQNJkn3fdZM6ggKXo0d5kMU/fs+UvEjhXDvKyMP3r8zDwdnhG38Czs6GWNY+bjxNnL+Cb9F6iroWfL/BUuX7+DHkMCnuZydF1YPgUoQAEKOK8Aa04BClDA1QXuPXiMRAnjmZsZK2YM+Pq+h5wwkES51cMyIHnw6CkSJviUP3Gi+JJNdQ8ePlWXoZkuNWvWbTTu3H2k5kkvfTrrszaSZupsvUQtrhZovXz12rQYnj9/hXhxY5unwzOiuwCnaddRMJ2eOnbqIto0rIhq5QqiQN7sqFLmZ7SqXwGXr90OT5u5LAUoQAEKUIACFKDABwH2XUQgSaJ4ePT4qbk1Ejy4uRkQM4aHSjMYDGpo6iXWgiHL/A+1gMc0L2mSBGhet5zVZWablow0zYZB+8884W/E1kvUPk+VFNdv3TMvffHqTaTWzjyZE8Ixor8Ap3YZ9Bo6E72GzULFUj+hQsM+qNt2CBp2HI767YeidN0e6NisWjiazEUpQAEKUIACFKAABSjgWgJVyxbEopVb8cbnrWqYPJWscukCajywXtECObF8nTfev/dTZ3oWr9pmzlay0A/qlSwXr9xUaW/f+eL2fw/UuL16NSoUwaIVW1Rxr9/4YM3mPyF1Ugnh7NkvwAlnRUyL58/9LX6fOxg/fJ8Jq//Yg9JF86Fp7TJo06gS2jWpgk1LRqFU4R9M2TmkAAUoQAEKUIACFKBAlBco/nNuFC+QC617jlNPP3v+8hW6t64VpEs1LSBK+3lyVGnaH407j0DJQnlgOsmTMlkijOzbEr2Hz0b2ok2Qr2xr7Dt8KsiywjKjQN5s6iotOZlRpl5PSDCWM1vGsBQVYBndBThSQ4PBoC5HW79oOFIkTaieACFPeciVPSPix7PPtXmyHnYUiCgBrocCFKAABShAAQo4WkDeFzlvfE8smzkQA7s0VK9ZkXXKQwEWTuwto+bOYDCoAGjN/CFYNKkPypfIj7Xzh5rnZ8+SHstnGvGv1zwc2jJLBSAyUy5da9eksoyGu5OgbN3CYdixYry6JC7cBX4sQHcBjtzwJM/w7jxwCvqOmIMYn3lgxsguuHztjnpO9xbvAx+rzgEFKEABCriAAJtAAQpQwGUFihQpgoEDtWDDxq5AgaAvKXNZJAc0THcBTrdB0yDP3i5dJB8K/5QDp89fw4TZK9GvU31MHdYJm3ceUPfkOMCCRVKAAhSgAAUoQAEdCbAqzi5QtGhRGI1GmzsGOPbZ4roLcORMTddWNdWzt8sWzYfubWrh/OUbqrXyeLvxnu3QrXVNNW3Pnqyjda/xqNpsgLpuccUGb3PxDx8/g8zLXaoFKjfph3OXPtTHnIEjFKAABShAAQpQgAIUoEDECQSzJrdg5kXKrBoVCqNItU7qqWny5DS56ahd4ypWdcnx7ddW0/aYGDn1N/ycLztWzRmEMQNbY8z0Zbh7/7Eqesz0pUiZPDG2LxuHVg0qovvg6SqdPQpQgAIUoAAFKEABClBAXwK6C3DkvTdLZwxUT02TJ6etnjsYZYrmdbja8+cvkee7TGo98tbWlMkSqydJ+Pn5wfvvo+jasgYSxI+jnjAhZ5KOnDiv8rLn9AJsAAUoQAEKUIACFKCACwnoLsA5ePQMJIDImyMzpJMzJ8F5S/7g5ts6T4KpHkNm4MyFa/Acu1C9WDRp4gR48vQFPvOIjtixYsD0L02KpOaXkRq0xKA6bZb6P6j5TAdoEIEGGraBHWig7XM27wfMy/3FCfYBANouzQ6gAWCzAfjPpQV0F+C06jkOTTqPxN6DJ4KF33foFJp2GQXJH2xGG2fm/u4bJEoYD216j8fu/cdQsnAeteRT7cxO7Fgx1bipFytmDDx8/ExNJk8UA0F1MWNEU3lix4wWZJ6glmV60K60CaNNAm05dkhOAxpwH3CtfSCYv8MO/XvB9Tr1sY06QGPPZQV0F+CsmO2Jt+980aL7GOQp3RK1Wnmi26DpkCepTZm3GkMn/oKStbujaddReP3GB5LfHlunbZ8JKF04r3oO99CezdBdW+eJs5cRL04svHz12moV8uKk+HFjqbQ7D18jqO7V63cqz/NX74LME9SyTA/alTZhtHmkLccOd2hAA+4DrrUPBPN3mH8vtO99+iCw/UAdoEVAz8sLMBoBoxEwGgGjETAaAaMRMBoBoxEwGgGjETAagT17IqBSEbCKyF6F7gKcr75IiV8m98H25ePQpWUNJE2SEPcePIbc83Lw2BncvHMf9aoWx9alY7Bkaj9I/vAiPn/xCrfuPEDVsj+ron7MnRUlC/2AQ/+eQ/x4seHj884qyLl45RZSpUii8rJHAQpQgAIUoAAFKECBwAR27AA8PW3vIjPAuXj1Fio06htYM5wuTXcBjkkwZbJEqF2pKCYP6QB586qpmza8M+pXK4HUdgww5B6bFy9fmx//LAHPgSOnkT3zVzAYDKhWriCW/L5dVe3K9Ts4df4K8uf+Vk2z50gBlk0BClCAAhSgAAUo4KoCcitIq55j0b7vRLs2UbcBjl1bGUJh0aNHQ+8OddGgwzAVuTbrOgq1KhWB6XHUHZtVxfv3fihYpSM6DpiMEX1aqgcPhFAsZ1OAAhRwnABLpgAFKEABCjixwPVbd9G862hky/SV3VvBAOcjqbxUdN+GaVi3YCjkMdUVSvz0cQ7UWZyW9ctj1+8TsXb+UBTImw38RwEKUIACFKCAPgVYKwpEVYEFyzajWM2uyFeuDTzHLcTbtx/uBz968gL6jZyLYZMWI0/pVli6dgfkVShjZixDpcb91I/8+w+ftmL7658TqNnSE9WaD8SIKb+q/JJh9pIN+HW1F+RhX98VbYqLV29Jsrmr3sKIrIUaWXU9Bs8wzzeNJEuSEIN6NEGObPZ/vyUDHJMyhxSgAAUoQAEKUIACFHBSgY1e+7Bj72FMGtwev88ZBL/3fpAX2Zuas2f/v/KALnitGIdaFYtg5cZduHD5BlbO8cT88b2w9+BxU1bcuH0PvYfNxlhjG6yYZcTd+49UUGTKMGvxehQvmBv/bJmF9GlTmZLVUPKf9F4Ay25U/1ZqnmVPbhH5Jv3nlkl2G9dtgHPn3kP4+Lw1N/Tlq9dYscEbu/4+Zk7T60iMLX8g9uzpMDx+pNcqsl4UoAAFKEABClCAAi4ksGHb32hauyyyZEynHobVo20trN3yJyz/9e/cUD0hWNK89hxGncrFEM3dHe7ubqhXpbgkq27rroMooQUwaVImVVcyVS9XCJKmZmq977NmUEFS9Gju2pT+/nfTX5U+1Mg4Zj72HT6lJuSx0XXbDsHmnQfUKbJpC9eqdL32Yi+Yg/i9u8L97n96rWL468USKEABClCAAhSgAAV0IyBPHZZ3OpoqJO9t9PV9j1evfVRS2jTJYRmQPHj0FAkTxFPzpJc4UXwZqO7Bw6fqMjTTpWbNuo3GnbuffrhPn876rI1a6GPP1kvUPmZ3yEC3Ac6RExcgL9+UVq/ZvAfx4sbG3LE91BPV1m/9S5LZUYACFNClACtFAQpQgAIUiGiBJIni4dHjp+bVytVPbm4GxIzhodIMBoMamnqJE1rnf6gFPKZ5SZMkQPO65awuM9u0ZKRpNgzaf+YJfyO2XqLmbzG7Tuo2wJGnlklL5Qaohcu3qEdDy3TSxPFx+7/7MsqOAhSgAAUoQAHnEmBtKUABBwlULVsQi1ZuxZuPt3hMX7gOlUsXCHJtRQvkxPJ13upJwXKmZ/Gqbea88j7ILd4HcPHKTZUmV1Pd/u+BGneGnm4DnFzZv8aoqUsxaPwivH79BoXyf688L127jSQWp9BUInsUoAAFKEABClCAAhRwaoHwVb74z7lRvEAutO45Tj397PnLV+jeulaQhVbTAqK0nydHlab90bjzCJQslAemkzwpkyXCyL4t0Xv4bGQv2gT5yrY23zoSZIE6mqHbAEfeNSM3PN1/+ASjB7RWN0CJ2+lzV1GjQmEZZUcBClCAAhSgAAUoQAEKfBSoWbEI5o3viWUzB2Jgl4bw8Iiu5shDARZO7K3GTT2DwaACoDXzh2DRpD4oXyK/eh2KaX72LOmxfKYR/3rNw6Ets8xng+TStXZNKpuyhXuYP/e3mDy0Y7jLsSxAtwFOgvhx0L9zA0we0gGmF25KxcsV/xEt6pWXUXZBCDCZAhSgAAUoQAEKUCDyBYoUAQYOtL0rEPQVZZHfGCeqgW4DHDHcsfcI+o+ap14kJNPSyZPV5LF2Ms6OAhSgQCgFmJ0CFKAABSgQYQJFiwLor/wFAAAQAElEQVRGI2A0AkYjYDQCRiNgNAJGI2A0AkYjYDQCRiPAAMc+m0a3Ac4vK7di0pxVyPhVGhz696xVa0dPX2o1zQkKUIACFKAABcIrwOUpQAEKuIaAbgMceZLD9BGdPzw9zWAwa2dK/wVu8SlqZg+OUIACFKAABShAAQo4WIDFO5WAbgOcp89eIH682AEw79x7iATx4gRIZwIFKEABClCAAhSgAAUoQAHdBjg//ZANazbvtdpC73x9MWvxeuT5PpNVuhNNsKoUoAAFKEABClCAAhSggAMFdBvgGLs2gvdfR1C//TC8ffsODTsOR+m6PXH3/mMM6NwQ/EcBCriaANtDAQpQgAIUoAAFwi/gFv4iHFNCnNgxMWt0N3RuUQ19OtRD4fw5MLhHEyye0jfQS9ccUwuWSgEKUIACFNCBAKtAAQo4p4CXF2A0AkYjYDQCRiNgNAJGI2A0AkYjYDQCRiNgNAJ79jhnO3VWa90GOCannNkyom6VYmhUsxTy5cxiSuaQAhSgAAUoQAEKUIAC0DXBjh2Ap6ftXSQGOBev3kKFRn11zWlr5XQd4Jy5cA3yuOgp81bDf2drA5mPAhSgAAUoQAEKUIACFNCXwOnzV9Gs22jkKd0SlRr3w7bd/9itgroNcOYt/QO12wzG2i17cfDYmQCd3QTMBXGEAhSgAAUoQAEKUIACFIgIATmR0bt9XRz4YwZGD2iF0dOW4uqN/+yyat0GOEvX7MCOFeOwcrYnFk7sHaCzS+tZCAUoYJsAc1GAAhSgAAUooHuBBcs2o1jNrshXrg08xy1UD+qSSh89eQH9Rs7FsEmLtTMmrbB07Q74+flhzIxl6uxJgw7DsP/waclq7v765wRqtvREteYDMWLKryq/zJy9ZAN+Xe2Fpl1G4buiTSGXtkm6qavewoishRpZdT0GzzDNNg8rly6A9GlTwWAw4Osv0yDrN+lw8cpN8/zwjOg2wDEYDEgYP2542sZlKUABClCAAg4X4AooQAEK6EFgo9c+7Nh7GJMGt8fvcwbB770fRk79zVy1Pfv/xes3PvDSTiDUqlgEKzfuwoXLN7Byjifmj++FvQePm/PeuH0PvYfNxlhjG6yYZcTd+49UUGTKIK9tKV4wN/7ZMksFKaZ0GUr+k94LYNmN6t9KZgXZvX3ni+OnLyFX9m+CzBOaGboNcBIljGe301ShAWFeClCAAhSgAAUoQAG7CLCQCBTYsO1vNK1dFlkypkOqFEnQo20trN3yJyz/9e/cEPHixFJJXnsOo07lYojm7g53dzfUq1JcpUtv666DKKEFMGlSJlVnWKqXKwRJk3nSfZ81AyRIih7NXSbD3cnlaUUL5LLbk5Ldwl0jBxXQTNtA1VsMVKfOduw9gv1HTlt1Dloti6UABShAAQpQgAIUoIDTCdx78BhygsBU8VgxY8DX9z1evfZRSWnTJIdlQPLg0VMkTBBPzZNe4kTxZaC6Bw+fqsvQTJeaycMA7tx9pOZJL326VDIItLP1EjXTwvOXbsKRE+fRpWUNU1K4h7oNcBat3ILMX6dVp6sWLt+MaQvWWHXhbjkLoAAFKEABClCAAhSggIsIJEkUD48ePzW35uWr13BzMyBmDA+VZjAY1NDUS5zQOv9DLeAxzUuaJAGa1y1ndZnZpiUjTbNh0P4zT/gbCc0lar+t8dLOMu3F9BGd8ZlHdH8lhX1StwFOYA8WsEwLe5Ptv2TDOlVRvWIpXL921f6Fs0QKhCDA2RSgAAUoQAEKUKBq2YJYtHIr3vi8VRjTF66D3MivJgLpFS2QE8vXeeP9ez91pmfxqm3mXCUL/YAt3gfMN/3LPTK3/3tgnm+PEVNws3BSbySxOHtkj7J1G+CYGnfn3kMcPHrGNKnL4cH9f+Ovvbvx8uULXdaPlaIABSgQRQXYbApQgAJRRqD4z7lRvEAutO45Tj397PnLV+jeulaQ7a+mBURpP0+OKk37o3HnEShZKA9MJ3lSJkuEkX1bovfw2chetAnylW2NfYdPBVlWWGZMX7hWXamVv3xb8xPXWnQfE5aiAiyj2wDn+q27kGv4BL1p11Hmii/5fRta9xpvnuYIBShAAQpQgAIUoEBoBZjfFQVqViyCeeN7YtnMgRjYpSE8Pl72JQ8FkCuhLNtsMBhUALRm/hAsmtQH5Uvkx9r5Q81ZsmdJj+UzjfjXax4ObZllPhskl661a1LZnC+sI7tXT7K6BO6k9wLMGt0trMVZLafbAGfoxF9QrezP+HPNFLi5fapmgbzf4Z9jZ60awQkKUIACFKAABShAAQroTqBIEWDgQNu7AgV01wRnrNCnyCGMtXfUYkdOXECFkv/TghuD1Spix4qBd76+VmmcoAAFKEABClCAAhSggO4EihYFjEbAaASMRsBoBIxGwGgEjEbAaASMRsBoBIxGgAGOXTahbgOc5EkS4ubtewEauXvfMaRLkzxAuj0S5MxQ7TaDUbftEHQfPN1c5MPHz9RlcblLtUDlJv1w7tIN8zyOUCAYAc6iAAUoQAEKUIACFIhgAd0GOO2aVEH/0fOw79ApyJtY5T04qzbuxtgZy9GiXnm7M504exl9R8zB0F7NsGRqP4zu39q8jjHTlyJl8sTYvmwcWjWoaBX8mDNpI80aZkHqJDFx/742wf8pQAEKUCAYAc6iAAUoQAEKOEZAtwGOvD21Z9vamP3rBsSJExPt+kyEvI11VP+WKF0kr901Zi5ahx5tauOrL1Jale3n5wfvv4+ia8saSBA/jnrChLwoSV5IZJVRm9Cyan3+TwEKUIACFKAABcIhwEUpQIFwCeg2wJFWyRMf5o7tgb1rp+DgphnqCQ/5c38rs+ze/Xv6Eu4/fIzC1Trh58odMHvJBrWOJ09fqBcPyb0/KkHrpUmRFGcvXtfG+D8FKEABClCAAhSgAAUoEFECtqxHtwHODO2Mijwq2n8jJLDYsP1v/8nhmpazNE+evcDtuw+xYpYnJgxqh2Vrd+DoyQt4+vwlYseKaVV+rJgxIPflSGLCuB7mZ4a7uX14IEI0tw+s0dw/DGN6uEPysfOgg7a/cD/gfsB9gPsA9wHuA9wHIncfkGM4dq4r8OEIXIftk/fdvHz1JkDNokePhtHTlgZID0/C27fvAD8/tG9SRb1JNWe2jChXPD8O/XsO8eLEwstXr2H5T16cFD9uLJX0+o0v/NSYKkKNvdfKkhF5M6wM3/m+h+Rj56sjB9aF+yP3Ae4D3Ae4D3AfiKr7gByfRUTnddkLRm+jzd2ea3siolouvw7dBjhvfN4iUYK4ATaABByvXgcMfAJkDEWCvAQpccL4Vo+fjubuDjeDAfHjxYaPzzurIOfilVtIlSKJWsMrH18tslGjWoz0IdQxBzgfA523vn6QfOx86aDtL9wPuB/ofh/gfsrvKu4D3AdcfB/4cOTm+P6OyzvgucvT5m7P1cgLcC5evYUKjfo6HiUC1uAWAesI0yoyZfgC23YfCrDsRq99kHkBZoQzoULJnzBu5nK8feeL+w+fQC6Dy5crCwwGA6qVK4glv29Xa7hy/Q5Onb8CR90LpFbCHgUoQAEKUIACuhRgpShAAfsIbNqxX72aRV7DUqFhH0ycs8o+BWul6DbA6duxPqYuWI3ew2ZjyrzVqus5ZCZmLFyL3u3ralW37/+tGlTA6zc++KlCWzTsOBzN6pRF5q/TqpV0bFYVcrlZwSod0XHAZIzo01I9eEDNZI8CFKAABShAAQpQgAIUCJXAg0dPMbJfSxzcNBNjjW3wh3YS459jZ0NVRlCZ3YKaEdnp36T/HBsWDUealElw4cpNnL5wFWlSJcWGX0aYAw971vEzj+jw7NYYB/6YgY3aOuSsjal8g8GAlvXLY9fvE7F2/lAUyJvNNItDClCAAhSgAAUoQAEK6EJgwbLNKFazK/KVawPPcQuh7jPXaiYPzuo3ci6GTVqMPKVbYenaHerWijEzlqFS435o0GEY9h8+reX89P9f/5xAzZaeqNZ8IEZM+VXll7nypOFfV3uhaZdR+K5oU1y8ekuSzV31FkZkLdTIqusxeIZ5vmmkXtXi2nF+UnW11NdfpkGWjGlx78Fj0+xwDXUb4EirEsaPi7aNK0OeajZ1WCf1EIDECePJLHauLMC2UYACFKAABShAAQqESkBu49ix9zAmDW6P3+cMgt97P4yc+pu5jD37/1VXK3mtGIdaFYtg5cZduHD5BlbO8cT88b2w9+Bxc94bt++pq6jkzMqKWUbcvf9IBUWmDLMWr0fxgrnxz5ZZSJ82lSlZDSX/Se8FsOxG9W+l5gXWe/TkmSr7wNEzkNtDAssT2jTdBjjyFLVjpy6a27Nq424Uqd4ZtVp58h00ZhWOUIACUU2A7aUABShAAQoEJrBh299oWrusdiYknXoYVo+2tbB2y5+w/Ne/c0P1hGBJ89pzGHUqF4M8WMvd3Q31qhSXZNVt3XUQJbQAJk3KD2dYqpcrBElTM7WevKtSgqTo0dy1qbD/L2d2/lexvQrEOjevjgTx4oS9MIsldRzgbIecwZG6Xrp2G2OmL8WYAa1RttiPGKudTpN0dhSgAAUoQAEKUOCjAAcUiNICcnlXIosrneS9jb6+7/HqtY9ySZsmOSwDErkHJmGCT1dGJU4UX+WT3oOHTyGXoZkuNWvWbTTu3H0ks1SXPp31WRuV+LFn6yVqkl3O7BzSzgL9Nq0/Fi7fjPnLNklyuDvdBji3/nugRZ+JVQPnLNmAWpWKQt5PI8Pjpy+pdPYoQAEKUIACFKAABShAASBJonh49PipmULe4+jmZkDMGB4AoO51gcU/ue3DMv/DR5+WTZokAZrXLWd1mdmmJSPNSxtgMI/7HwntJWoxPvNQT0iuWOp/uHT1tv/iwjSt2wAniRaBnrt4HZe1szd/7NiP6uUKqgbKzVLvtGhUTbBHAQpQgAIUoAAFKEABCqBq2YJYtHIr3vi8VRrTF65D5dIF1HhgvaIFcmL5Om/1pGA507N41TZztpKFfsAW7wO4eOWmSpPXqNzWTj6oCTv1du87ptYtZV+4fBObdx7ADzky2aV03QY47ZpUUU9nqNnKE+WL59fO5iRRDRaMTBk+V+PsRbwA10gBClCAAhSgAAUooD+B4j/nRvECudC65zj19LPnL1+he+taQVa0mhYQpf08Oao07Y/GnUegZKE8MHw8MZMyWSKM7NsSvYfPRvaiTZCvbGvsO3wqyLLCMmPFhl3IVqQx8pRqgX4j56B2paKoUOKnsBQVYBndBjiVtNNU6xcNx6JJfTC4RxNzxeURckN7NTdPc4QCFKCATgRYDQpQgAIUoECkCtSsWATzxvfEspkDMbBLQ3h4RFf1+T5rBiyc2FuNm3oGg0EFQGvmD1HH2+VL5FevQzHNz54lPZbPNOJfr3mQ+2RMZ4Pk0rV2TSqbsoV5OHlIB3UJ3NHtc7F0xkDtDNTPYS7L/4K6DXCkokkSxVfX5Mm4qfsidXJ8kTqZaZJDSu1YQAAAEABJREFUClCAAhSgAAV0L8AKUiBqChT5sggGFtSCDRu7AmmDvqQsagqGrdW6DnDC1iQuRQEKUIACFKAABShAgcgXKPplURgLGYPvLOYX+IIBjj22GgMceyiyDApQgAIUoAAFKEABClBAFwK6CnCGTVqCFy9f6wLGCSvBKlOAAhSgAAUoQAEKUCDKC+gqwFmxwRvyLGzZKvkrtJUBOwpQgAJ2EGARFKAABShAAQpEFQFdBTiZMnyBqQtWY/+R03j3zlcNZTywLqpsILaTAhSgAAUo4FABFk4BClDAxQR0FeAM790cx05dRMseY9Wlak06j0RQnYttBzaHAhSgAAUoQAEKUEBnAqyOcwroKsBJ93kKzB3bA0e3zVGPhz7pvUA9HzuwoXNys9YUoAAFKEABClCAAhSggCMFdBXgWDZ0nNGV7sGxbBnHKUABClCAAhSgAAUoQAFHCeg2wEmbJjkeP3mOaQvWoH3fiaqbOn81Hj155igLlksBCkSGANdJAQpQgAIUoAAF7Cig2wDn/OUbKFO/J7z+PIzECeOrbsfeIyhbrxfOXbphRwIWRQEKUIACFNCnAGtFAQpQgAKhF9BtgDN4/CJ0blEdq+YMgrFbI9XJeIdmVTFkwqLQt5RLUIACFKAABShAAQq4igDbQYEgBXQb4Jy5cA3liuUPUPEyRfNB5gWYwQQKUIACFKAABShAAQpQIMoL6DbASRg/Lm79dz/ABrp77xFixYwRID3MCVyQAhSgAAUoQAEKUIACFHAZAd0GOHKmZsCoebhx+54Z+/qtu+g/eh7qVilmTuMIBSjgOAGWTAEKUIACFKAABZxNQLcBTvsmVZA3Z2b1UIGshRpBurpth+DHXFnQrE5ZZ3NmfSlAAQpQwLUE2BoKUIACFNCpgG4DHDc3Azo0rYqDm2ZgxSwj/lg8ErtXT1JpBoNBp5ysFgUoQAEKUIACFIjqAmw/BSJXQLcBjonFwyM6smRMB3kvjimNQwpQgAIUoAAFKEABClCAAoEJ6DrACazCTKMABShAAQpQgAIUoAAFKBCUAAOcoGSYTgF9C7B2FKAABShAAQpQgAKBCDDACQSFSRSgAAUo4MwCrDsFKEABCkRlAV0HOA8fP8O6rXsxbeFa8za6dvM/SGdOsPOIn58f6rUbCuOYBeaSpR6te41H7lItULlJP5y7dMM8jyMUoAAFKEABClDAaQRYUQpEAQHdBjj7Dp1CmXo9sX3PIcxctM68KU6evYLug2aYp+09smDZZsSLG8uq2DHTlyJl8sTYvmwcWjWoiO6Dp1vN5wQFKEABClCAAhSgAAUooA+BsAY4Dq/9aC2omD2mOyYN7gCD26fHQuf+7hucvXTdIeuXM0Obdx5A+eL5Yfi4Sjmj4/33UXRtWQMJ4sdByUJ51BPdjpw475A6sFAKUIACFKAABShAAQpQIOwCug1wrt28i6+/TB2gZT5v38EjerQA6eFNeP/eD32Gz8Gw3s204MYAP78PJT55+gKfeURH7FgxYPqXJkVSnL3omCDLtA4OnVmAdacABShAAQpQgAIUiCwB3QY4mTJ8jsPHzwVwWbNpDzJl+CJAengTZi1ejwJ5syN9Ouug6unzl1pwE9Oq+FgxY+Dh42cq7bPoGuHHsz0Gw4cRt49Dg+HDdDQ3AyQfOzc6aPsL9wPuB1F6H+BngN+D3Ae4D+hgH1AHcey5rICbXltm7NoIIyb/iklzV8HX1xdT5q1Gr2GzsGT1dvTtWN+u1b545SZ27zuG5nXLBSg3XpxYePnqtVX685evEP/jfTpxYkaH4eNcLY5RY24fR9w/Dj20D7LkYxcdNKAB9wHuA9wHuA9wHwh8H6BLxLmoAzb2XFZAtwGOnEn5bfoAeESPjmIFcuH0hatInSIJ1i8cjm/Sf27XDbJpxwEcO3UR2Yo0RtZCjdDVcxpWbPBGsZpdET9ebPj4vLMKci5euYVUWl2kEg+evjFfzub7/sN1be9838ssmIYv3/hC8rF7Qwdtf+F+wP2A+wD3Ae4D3Ae4D0TuPqAO1NhzJoFQ1VW3Ac7h4+ch9720alAB4z3bYeqwTmjfpAoSJ4ynGvjg0VOcuXBNO7vzIZhQiWHstWtSGSe9F5i7sQPboHq5Qti+bCwMBgOqlSuIJb9vV6VfuX4Hp85fQf7c36pp9ihAAQpQgAIUoAAFKEAB/QjoNsCp334obt99iKVrd6izKf/de2RW+22NF4pU64xOA6ao99JYzjNnsuNIx2ZVIQ8hKFilIzoOmIwRfVqqBw/YcRUsKqIEuB4KUIACFKAABShAAZcW0G2AI+rFanTB5Hm/Y+r8NShZuxvk3Tjy2OaxM5Zh0eQ+2PzrKJQqkhczfvn0nhxZLrxdqcI/wNitkbkYg8GAlvXLY9fvE7F2/lAUyJvNPI8jFKAABVxFgO2gAAUoQAEKuIKArgOckf1a4s81k7Fz5Xj069QAMxevgzy2+dVrH2T9Jp3yb1a7jBb4nFTj7FGAAhSgAAUoQAEHCLBIClDAiQR0G+CkTJ4Y5Yr9qO6BMRgMqFLmZ1y/eRe+7z/ccxPN3V0xe3hEhwQ8aoI9ClCAAhSgAAUoQAEKUCACBfS3Kt0GOJ+nSorR05bi8rXbuH7rLkZMWYInz15i+fqdSvHxk+dqKI9w1uIfNc4eBShAAQpQgAIUoAAFKBC1BXQb4PRuXw/efx9FuQa9UapODxw/cxm/TeuPcxevo3OL6upm/627/sGE2asgL+iM2pvRNVrPVlCAAhSgAAUoQAEKUCC8AroNcDJ+lQYbFg3HH4tHqocJSHCT4cvU6pHRzeqURaOapfCH1z7Iizh7tasTXocIWf7Jk8c4e+YUrl+7GiHr40ooQAGXEWBDKEABClCAAhSwUUC3AY7U32AwIG2a5Pg8VTKZtOoK58+BCYPaQd5hEytmDKt5ep3YunkjivwvN7q0b6nXKrJeFKAABShAAScTYHUpQAEKWAvoNsCRBwfMWrweLXuMRcOOwwN01s3gFAUoQAEKUIACFKAABShgJRBFJ3Qb4PQeNgvbdh/C11+lUQ8ayPHt1/CIHh2nzl1BueI/RtHNxWZTgAIUoAAFKEABClCAAsEJ6DbA+fvQScwZ2x3dWtVE0sQJ0Kl5Ncwe0w3D+7SA919Hg2sT59lfgCVSgAIUoAAFKEABClDAKQR0G+C8ffsO0aN9eNeNu/unasoT0/YePOEUuKwkBSgQFQTYRgpQgAIUoAAF9CTwKXLQU620unyfNQOOnbyojQFpUibFms1/qvEjJ84jTqyYapw9ClCAAhSgAAV0LMCqUYACFIgEAd0GOO2bVkHyZIkUSd0qxTFg9DyUb9AbTbuMQq2KRVQ6exSgAAUoQAEKUIACFHBGAdbZcQK6DXDkoQJffZFStTxX9oxYPXcw+nVugOUzjerR0GoGexSgAAUoQAEKUIACFKAABSwEdBvgtOsz0aKaQPp0qZE3R2Z8lTYVilTvDP4zCXBIAQpQgAIUoAAFKEABCpgEdBvgHD5xzlRHq6HP27d4/97PKo0TFKAABQIVYCIFKEABClCAAlFOQHcBjumlns9fvArwck+ZV6FhH5QslCfKbSg2mAIUoAAFKGBPAZZFAQpQwFUFdBfgDO3VDIV/yoFo7u7I810mq+7HXFkxqn8rdG9Ty1W3B9tFAQpQgAIUoAAFKBC5Aly7kwvoLsCRR0I3qlEKnt0aq4cJtGtS2Txs1aCCug9Hgh8nd2f1KUABClCAAhSgAAUoQAEHCOguwDG1sXyJ/KZR5x2y5hSgAAUoQAEKUIACFKBAhAroNsC5cfseOvSfhB/LtUHWQo0CdBGqxJVRgAJ2F2CBFKAABShAAQpQwBECug1weg+bjc9TJoPckzNvfE/47xyBwTIpQAEKUIACOhBgFShAAQpQIBwCug1w/rv3UD1MoMj/cqr7buQdOJZdONrMRSlAAQpQgAIUoAAFnFKAlaZAyAK6DXAMBkPItWcOClCAAhSgAAUoQAEKUIACFgK6DXDkXTeDxi+CvA/Hor52G2VBFKAABShAAQpQgAIUoIDrCeg2wLn/8AmWrd2B/BXaonoLY4CXfrrepmCLKKAbAVaEAhSgAAUoQAEKOK2AbgOciqX+px4sMHtMd3RrXRNtGlWy6pxWnBWnAAUoQAEnFmDVKUABClBA7wK6DXAsHygQ2LjeYVk/ClCAAhSgAAUoEKUE2FgK6ERAtwGO+OzYewT9R81D0y6jZFJ1+w6fgteew2qcPQpQgAIUoAAFKEABClCAApYCegxwVP1+WbkVk+asQsav0uDQv2dVmqk3evpS0yiHFKAABShAAQpQgAIUoAAFzAK6DXAWr9qG6SM6o361EoDFI6Mzpf8Ct/67D3v/27Rjv3qYQa6SLdCk80icu3TDvIqHj5+hda/xyF2qBSo36Wc1z5yJIxSIEAGuhAIUoAAFKEABClAgOAHdBjhPn71A/HixA9T9zr2HSBAvToD08CZcv3UXc8Z0x76N09GwRim07zvRXOQY7YxRyuSJsX3ZOLRqUBHdB083z+MIBShAAQroRIDVoAAFKEABCmgCug1wfvohG9Zs3qtV8dP/73x9MWvxeuT5PtOnRDuNtahXXgVU0aO5o+CP3+H5y1d4+eo1/Pz84P33UXRtWQMJ4seBvJ8nbZrkOHLivJ3WzGIoQAEKUIACFKCAYwVYOgWikoBuAxxj10bw/usI6rcfhrdv36n34JSu2xN37z/GgM4N4ch/5y/fQIqkiRArZgw8efoCn3lER+xYMWD6lyZFUpy9eN00Gerh27fxsX6NO7y2uYV6WS5AAQpQgAIUoAAFKEABCgQtEMoj7KALsvecOLFjYtbobujcohr6dKiHwvlzYHCPJlg8pa8602Lv9ZnKe/XaBwNGz0ebhpVU0tPnL7XgJqYaN/Uk8Hn4+JmaTJ4ghvkWIXe3D5zR3T8Oo30YxokRDZIvfqzoahmfN1+hVTMPDOr/mUqXeexiWFsk1KbZITkNaMB9gPsA9wHuA5GxD2jHN658bKIOyNhzWYEPR+A6bN6DR09VrXJmy4i6VYqhUc1SyJczi0pzVM/X9z16DJ6ObJm+QtECOdVq4sWJpS5VUxMfe3L5Wvy4sdTUvadyGZsahe/792rknVaOjLz9OHzx5h0k37NXbyUZ7z7m833vp9JlHrvX1haPtWln61hf3KMBDbgPcB/gPuAa+4B2fOPKxybqgIw9lxXQbYDTuNMI7Dt0KgD8rr+PoXabwQHSw5sgwU2vYTPx2Wce6NWujrk4edCBj887qyDn4pVbSJUiicrzMVZR46aen78RPy1B8mnxzIc52vSHEUCla3ERh/4sNCPxYqe50ALcD5x/P+A25DbkPuBk+4CLH5uYjsM4dE0B3QY412/fQ8b0nwdQ/y5LepwLx/0vAQrUEiS46T1sFmLG+Ayj+7eCm5tBS/3wv8FgQLVyBbHk9+0q4cr1Ozh1/gry5/5WTYenFyynbxEAABAASURBVPP9C8TYtAExtvwRnmK4LAUoQAEKUIACzivAmlOAAnYW0G2AkyxxAvx372GA5t68cx9JtXkBZoQj4cqNO9jotQ+rNu7Gt4UbI2uhRqqbvWSDKrVjs6p4r/30VLBKR3QcMBkj+rSEPHhAzQxHL6nvHSSqXwOJ6lYLRylclAIUoAAFKEABClCAAq4oELY26TbAKVM0HwaNX4Qb2pkcU9Ou3fwPxrELUKrwD6YkuwzTp02Fk94LAnTN65ZT5RsMBrSsXx67fp+ItfOHokDebCqdPQpQgAIUoAAFKEABClBAXwK6DXDaN6mC/Lmzolz9XupsipxVKd+gD37K8y3aNamsL0XWRvcCrCAFKEABClCAAhSgQNQQ0G2AI/fBtNeCnIObZmL1vCFYPtOIg5tmoFPzaojm7h41tg5bSQEKUMDxAlwDBShAAQpQwKUEdBvgFK3eBfcfPkH06NGQ8as0yPpNOnh4fHiPjEttATaGAhSgAAUoQAGdCrBaFKCAMwroNsB57eODW3fuO6Mp60wBClCAAhSgAAUoQAHXFtBx63Qb4PTv1EA9ZEAey6xjP4dXbfFCd/TsEh1/7tbtpnK4AVdAAQpQgAIUoAAFKEABWwV0e9T82xovdYla2fq9ULlJPzTsONyqs7WBzp5vz253LF4UDadP6XZThZeYy1OAAhSgAAUoQAEKUMBuAro9am7TqBJG9muJeeN7olf7upBpy85uAiyIAhSggG4FWDEKUIACFKAABUIroNsAJ2+OzAiuC21DmZ8CFKAABShAARcSYFMoQAEKBCGg2wBH6rtj7xH0HzUPTbuMkknV7Tt8Cl57Dqtx9ihAAQpQgAIUoAAFKEABa4GoPqXbAOeXlVsxac4q9YjoQ/+etdpOo6cvtZrmBAUoQAEKUIACFKAABShAARHQbYCzeNU2TB/RGfWrlQAMBpj+ZUr/BW79x8dHmzwcO2TpFKAABShAAQpQgAIUcC4B3QY4T5+9QPx4sQNo3rn3EAnixQmQzgQKUIACESrAlVGAAhSgAAUooEsB3QY4P/2QDWs277VCe+fri1mL1yPP95ms0jlBAQpQgAIUoIB+BFgTClCAApEpoNsAx9i1Ebz/OoL67Yfh7dt36h04pev2xN37jzGgc0PwHwUoQAEKUIACFKAABZxMgNWNAAG3CFhHmFYRJ3ZMzBrdDZ1bVEOfDvVQOH8ODO7RBIun9A300rUwrYQLUYACFKAABShAAQpQgAIuJaDbAMeknDNbRtStUgyNapZCvpxZTMkcUoACFKAABShAAQpQgAIUCCCguwDHx+ctBo6Zj/zl26JQ1U4YNmkJ3r7zDVBxV0u4+ew6pHO1drE9FIgMAa6TAhSgAAUoQIGoK6C7AGf87JXqRZ6dWlRHu8aVsfOvI5g6f7XLb6EfFn4D6e6/vOvybWUDKUABClAg0gS4YgpQgAIuL6C7AGf7nkMY3LMJapQvhGrlCmJUv5ZYvWmPy28INpACFKAABShAAQpQIDIFuG5XEdBdgHPvwWNkz5ze7Ptdlgx48OgpXr32MadxhAIUoAAFKEABClCAAhSgQGACugtw5JHQMWN4mOvq5mZAvLix8Pjpc3Oa3kdYPwpQgAIUoAAFKEABClAgcgR0F+AIQ8seY9V7bxp2HK6Gz1+8QhfjVDVuSpN87ChAAacTYIUpQAEKUIACFKCAQwV0F+C0blAReXNkQZ7vMpm7FnXL46fc35qnZZ5DVVg4BShAAQpQIMIFuEIKUIACFLCHgO4CnHZNKsOWzh6NZxkUoAAFKEABClCAAk4gwCpSIBQCugtwQlF3ZqUABShAAQpQgAIUoAAFKGAlENUCHKvGc4ICFKAABShAAQpQgAIUcC0BBjhOsj1jvnwA98uX4PbwgZPUmNV0PgHWmAIUoAAFKEABCji/AAMcJ9mGP3uPQPI83yLO+FFOUmNWkwIUoIALCbApFKAABSjgNAIMcGzYVA8fP0PrXuORu1QLVG7SD+cu3bBhKWahAAUoQAEKUIACri/AFlJAbwIMcGzYImOmL0XK5Imxfdk4tGpQEd0HT7dhqYjN8uA+UCh/DNVF7Jq5NgpQgAIUoAAFKEABCuhHQEcBjn5QLGvi5+cH77+PomvLGkgQPw5KFsqDtGmS48iJ85bZImx8UYxTyLswE3p7d7Ra57t3wPlzBtW53b4Ft1s3reZzggIUoAAFKEABClCAAlFBgAFOCFv5ydMX+MwjOmLHigHTvzQpkuLsxeumyQgdPnPzwY1n1/DwddAPG0iRLQNSZP8a7levRGjdbF3ZzRsGXLpgwIvnti7BfCABBShAAQpQgAIUoIBNAgxwQmB6+vylFtzEtMoVK2YMPHz8TKWlShwTBoMaRTT3D5we0T4Oo7urGXFjRoPkSxjHQ01H/zjf3e3jgir1Qy9Fopgqr+SXLqbHhzI8on8o87OPy0q6zDd1styHEj719zzdia3Xl8HtsydWZZqWSbVnC1JVLI73IzurfAfvbw08n9ZG8zJ2GG/XIgYK5IuBE4et22rPdbAs2tplH7h9EanWL0OqEwdC/my0rK8+T6luXQg5rx0+R3Zpn4vUgxb8vHMfiLx94P678+oY4sLzg5Hy3ffScBN3355FzNivg12/4bPHGH6gB8YfHqDyfTpa4pgrCnw4anbFltmpTfHixMLLV6+tSnv+8hXix41lTnv06BHkUrZz5z7ThkDSAxshIzO674LfQD8MKTJE5W3QoAH8/Pxw5MgEbQh4XUmv8smE30A/lTdZ7GQqr6m3fPmHLDm9x6mRTiO8Vb7l1bUZpkzaMGVKNRta8eaRaoXaoNH3jZAiTgotRyD/V6oE/Pkn0oyagUZavorfVAwkk/2T9u//UMXKle1fNkukgF0Fvv0WaNQIKFgw5GJXrlSfJ2TLFnJe5qAABSgQMQIOX0v25NnVMcTPaX92+LoCW0GGRBnwfYrvkTBGwsBmm9NSxkmJyaUnY3Tx0eY0jriuAAOcELZt/Hix4ePzzirIuXjlFlKlSBLCkpxNAQpQgAIUoAAFKEABCkS0gG0BTkTXSkfrMxgMqFauIJb8vl3V6sr1Ozh1/gry59Z+2VUp7FGAAhSgAAUoQAEKUIACehFggGPDlujYrCrev/dDwSod0XHAZIzo01I9eMCGRZklCgiwiRSgAAUoQAEKUIAC+hFggGPDtjAYDGhZvzx2/T4Ra+cPRYG82QJdauWGXShRqxt+KNMKwyYtCTQPEyNH4OKVmyhdtycWrthiVYHjZy6jWvOByFmiOVr2GIuXr95YzedExAi8ffsO0xasQak6PdTnp+eQmZAnGJrWzs+WSSJyh6fPX1UvPf5fxfbqB5+eQ2fi+YtXqlK+vu+1773FyF++LYpW74J1W/dKOrtIFhg/awXK1u9lroU8IKd1r/HIXaoFKjfph3OXbpjncSRiBWYsWoeshRqZuypN+5srwL9NZgqOUCBMAgxwwsQWcKEbt+9h4pyVGNa7OdYvHI4bt+9iw7a/A2ZkSoQLeP91FIMn/ILvs2YIsO6uxqmoVbEIdq6agG8zfYmRU38NkIcJjhd49cYHMWJ4YMMvw+GtbYu0aZKbt8UNfrYcvwFsXMPtuw/RqGYp/Ll2MlbNGYTXr32waOVWtbQENHJQtnyWEZOGdMD0hetw8859NY+9yBE4fvoS5J5Ry7U7w4urLevryuMPHz/FqP6tcNJ7gep+nzvY3Fz+bTJTcIQCYRJwC9NSXCiAwPbdh1ClzM/I/d03SJ40ITo0rYq1W/YGyMeEiBf48ouU6oBLtovl2k+evYIkieKre6zix42Ndo0rY+/BE5CzCZb5OO54AXlaYZNaZRDN3R3yGPbiBXObf1nmZ8vx/rauochPOZA3R2aVXT47P2jj9x8+UdPb9xxCm4aVkCZlUmT9Jh3qVC6Kjdv5Iw8i6Z98jw0YPQ9tG1eCwfDhlQR+fvp6cXUk0ehmtQ8ePUWyxAkC1Id/mwKQMCEqCoSzzQxwwgloWvzmnXtIkyqpaRJfpE6Gsxevmac5EnkCcjZADqD910DODMjBmCndYDAgYfy4uHbrrimJw0gSOHj0rPqxQFbPz5Yo6Kt7rZ1x89pzGAuXb0bxArlU5W7evq++99SE1kutBTpnL17Xxvh/ZAiMnbkctSsV1X5wSwQJbKQOctnnZx7RETtWDJj+pUmRVPtbxe1k8ojI4YuXr2Ecu0BdIl27zWDs2f+vWj3/NikG9igQLgEGOOHi+7SwvBBUfnk2pci4/DpjmuYwUgSCXemz5y+t/tBL5lgxP8Ojx89klF0kCVy+dlsdODesUUrVgJ8txaCb3ooN3shVsgU69J+EIv/LiVzZM6q6+f88yUE0P0uKJsJ7h4+fw/lLN1CjQmGrdctnKXasmFZp8rdK7suxSuREhAgM7tEEM0d1xfbl41Cp5E/o2H8y7j14DP+fJakM/zaJAjsK2C7AAMd2q2BzyhmClxYvBJUbb+UdOsEuxJmRKhA3jrzE9Y1VHWS7xYsb2yqNExEnID8KyMMeuraqiZTJEqkV87OlGBzQC1uR1csVwjGvudj4ywg8ePQEHQdMUQV9+Dy9VuPSe/78FfhZEomI7d74vMWgcYvU/aD+1+z/syTzn798hfhxY8kouwgWSJo4gbqkM1GCuKhZsQjkPtB9h07hw2eJf5sieHNwdS4mwADHThs0TapkkEs0TMWdv3xDfXGZpjnUn4BcRiiXAphq9s7XF9dv3UVqvsTVRBKhQwlumnYZhSa1y6BEwdzmdfOzZabQzYjcK5Xu8xSoX7UELl29per1eaqk2ufnnhqX3sWrN/lZEogI7o6evAD5+1Okemf1dK4CldpD3t8mT+t69uIlX1xt6/aIhHwS8Ehww79NkYDPVbqcAAMcO23S8sXzY+uug+ZH2y5btxNFfsppp9JZjCMEMn+dVl2bfuTEeVX8+q1/IVvmrwJctqZmsudQAQluWnQfg2Z1y6qn2lmujJ8tS43IHT9w5AxevnqjPjfy48CKDbsgDxqQWtWoUASLPj6GXe7RWbP5TxQtwO9AsYnITh4CYXoqlwz3rJkMCUZl/HPthzi+uDoit0bw6zp49Iw5w9//nMS/py8hX64s4N8mMwtHdCrgDNVigGOnrSSnmCcMao8unlORt2xruBkMaPjxHgI7rYLFOEBgxqiuWLVxt3r3yrqte+HZrbED1sIiQxLYtvsfnLlwDfL+G/ml2dTJr9H8bIWkF3Hzj526gPzl2yBbkSaQgDRxwnjo27GeqoC8H0wOnis07IMy9XqicukCyJkto5rHnn4EOjarivfv/dR7jDoOmIwRfVpCHjygnxpGnZrIk1bl3V95SrfCnF83atuiBWJ85qEA+LdJMbBHgTALMMAJM13ABTN+lQZzx/bA/o3T1fXPMWN8+KIKmJMpQMQbdGpeDQ2rl7RasVyTPqRnUxz4Ywbmj+/FywqtdCJuQt5FdPLjuyAsh6Z3F/E+DSlUAAAQAElEQVSzFXHbIrg1Na9bDke3z8WJnfPxx+KRkM+U6YBMliv+c26sWzgMO1aMh+SVNHaRKyA/EMj9UqZaGAwGtKxfHrt+n4i184dCAlPTPA4jVkD+9mz+dRQObpqBueN6mB/YIbXg3yZRYEeBsAswwAm7HZekAAUo4BgBlkoBClCAAhSgQJgFGOCEmY4LUoACFKAABSgQ0QJcHwUoQIGQBBjghCTE+RSgAAUoQAEKUIACFNC/AGv4UYABzkcIDihAAQpQgAIUoAAFKEAB5xdggOP829D+LWCJFKAABShAAQpQgAIUcFIBBjhOuuFYbQpQIHIEuFYKUIACFKAABfQtwABH39uHtaMABShAAQo4iwDrSQEKUEAXAgxwdLEZWAkKUIACFKAABShAAdcVYMsiUoABTkRqc10UoAAFKEABClCAAhSggEMFGOA4lNf+hbNEClCAAhSgAAUoQAEKUCBoAQY4QdtwDgUo4FwCrC0FKEABClCAAhQAAxzuBBSgAAUoQAGXF2ADKUABCkQdAQY4UWdbs6UUoAAFKEABClCAAv4FOO1yAgxwXG6TskEUoAAFKEABClCAAhSIugIMcOy37VkSBShAAQpQgAIUoAAFKBDJAgxwInkDcPUUiBoCbCUFKEABClCAAhSIGAEGOBHjzLVQgAIUCCCwY+8RlK3fK0B6ZCS8ePkaPQbPwA9lWqF8g97w9X1vl2q8fPUGWQs1wv2HT2wur167ofj9j9025w9vxkjfDuFtAJenAAUoQAErAQY4VhycoAAFopKAHETLwfeRE+cDNLur5zQsXLElQLqrJsxesgG+799j29KxmDy0I9zdHfPnYd/hU6jTZnCkMlZp2j9S18+VU4ACtgswJwXCIuCYv2BhqQmXoQAFKBAJAkkSxUe/kXPxztc3EtYOGAwG6OHfuUvX8X3WDIgfLzbSfZ7CYVVKlTwxypfI77DyQyr4+JnLuHPvYUjZOJ8CFKAABZxYIIoEOE68hVh1ClDAYQIGgwF5c2RGSu2ge9biDUGu58bte+oyK/9BUNZCjXD1xn9qObnMqUX3MfActxBNu4xCoaqd0HPITFy4fBONO49QZy0qNOyD1Zv2qPym3mce0fHbGi8Uq9FFXR7Wof8kPHj01DQbb3zeYvD4Raq8/OXbqvJ9tDTJ8PLVa0ja3fuP0VU74/Rd0aaQA3iZ579bscEblZv0Q84SzVG12QBs3nlAZXn79h1a9RyH3fv+xYgpv6p2muapDFqvUuN+kOW1UfP/0o5SdXqo6fOXb6CLcSp+rtwB/6vYHqOnL8Xbd4EHjBeu3MLiVdvUctJ7+vwleg6diR/LtUGR6p0x97c/ECOGh8wKtBs19TeMm7kcnQZMQaNOI9TldLI+y22z48/DEPM8pVuhYuO+ZvPDx8+jdutBePL0hWqnbL97Dx6r9bi7u2PBss0oVrOr2g5dtPZYBkLL1+1U2zBXyRao2dJT1VMtyB4FKEABCuhOgAGO7jYJK0SBCBaI4qt77eODIT2bYtGKLbh+6264NPYePKHOfswd1wMbfxmBy9dvo2Gn4ejYrBp+ndYf00d2UQf/lgfOV67fwf7DpzF7THf8PncwfHzeodfQWeZ6jJi8BDfv3MMMbdnfpg/A3fuPMGzSEvP8J89eoPewWahS5md4/z4BGb9KY55nGtnifQATZ69Ch2ZVsXPVBLSoVx7GsQsgl4tFjx5NlZ0/d1b06VAXJ70XoFThH0yLqmHZYvmwxfugGjf1JAiqVOp/ajJ6tGgo8r+cWDbTiElD2mPn3iNYsd5bzQupN3j8Qty6cx+Lp/TF4sl9IcHSsZMXg11s4fItaFC9BBZM6IXFU/vB+6+jmKcFRqaFYsWKoc0via1LR6NlvQrw1Noq5ebM9jVkPXKWStopXdLECdRitzTjg8fOYMaILlg2Y6DaDmOmL1PzZBtNmL0SvdrVwZ41k9C5RXVk+TqtmsceBShAAQroT8BNf1VijShAAQpEjICfnx/eaWcaUiRNhPZNKmPA6HnhWrGcjalTqagqI7Z2kJ0zW0Z8+82X6tIvSUydIgnSpUmB46cvyaTq3mhnY/p3boAvv0iJNCmTYoA2/tc/J/DfvUd4/cZHO3OyCwO7NkamDF8gbZrkWj2rYM3mPXj/3k8tL73alYvipzzfImH8uJA6SJpl98vKbWhYoyQK58+B+HFjo2ShPKhVsQgkULDMF9R4ueL5ceDIaXXmQ/LIGRCpY8WPAY5c0lau2I9ImSwRpM2S/9S5K5I12O7Vax/84bVfCxzqIn261Eil+Qzo3BCWZ2MCK+BHLRiT9cg8aU/T2mXMZ2kkLV/OLKqt4lGmaF5Vp5Nng6/P6zdvMah7E2T4MrXaFk3rlMHfh05CypMHMMi+IvWLFTMG8uXKAqmDzGNHAQpQgAL6E2CAo79twhpRgAIRKKDFOGptdSoXgxxwr9n8p5oOS0/OBsgZEdOycmYjccJ4pkk1lPmPnz5X49JLmjg+LPPIQXS8OLHU2aSb2pkNObCWy9fkcirp5PIyufzrzt0HsrjqModwNuHazf+0AMn6jEPWb9JBzkyoAkLoSeAi9+ds3rlf5ZRh9szpVUAjCZt27FeXuRWt3gVSx6nzV2uWb2RWsN0t7ayJZPgmw+cyUF2smJ8hberkajyontw3ZTkvqxZE3tSsTEGfrL9++2HIX6Gtqs9+LTh7rQWLlsv4H/e/HWLHigkJbCRfVs2qfdOqaNZ1NIZO/EWdZZJ0dhSI4gJsPgV0K8AAR7ebhhWjAAUiUsBgMGBoz6YYP2sF5LKvkNZtug/GMl+0aO6Wk2rczS34r1k3Q+DzDQYD3LQO2r9DW2apS8fkkipTJ4GQNkv97xE9mhoG1ZP7bIKaZ2u6nKExXaa2aecBlNXO2Miycqap/6i5qFy6gLr86/iO+WjbuLLMCrn72D5TkGlawMMjhPa8e2fKqoYSBMqIFLfF+4A6m9O1VQ2sXzhcucl9VjI/uE7OzAQ3v07lolg6YwCSJEqAhh2GY+Yv64PLznkUoAAFKBCJAoH/ZY3ICnFdFKAABXQikD5datQoXwijpy21utQrxmceqoY+Pp8OrC9fv6PSwtt78Pgp5GEBpnJuaWci5Mb7z1MlQxqti+bujsPHz5lmh2mY7ouUOHPhqtWycsmWXFpmlRjMRMnCP+DoyQuQs0GH/j2LMkXyqtzHz1xCwgTx1GVv8rAGNzeDuqdGzQyhJ5fsSZZzF6/LQHUSjF27Gfy9UDdv31d5Tb3T56+qy/sMBoNmdR4/5MisLgs0nRmTh0SY8sq2NJ3pMaXZOpRlW9YvD7nvZ+qC1bYuxnwUoAAFKBDBAgxwIhicq6NAaASYN+IFWtQrj39PXcT5yzfNK5cDZbn8TC7NkkS5RGzWYvv8gi9nX3oOnQV5GpsciA8avwgF8mZHsiQJEF07I1S3SjEMmfAL/v7npLo3Rc4cycMMpB62dqb7bXb+dUSdndrifRBL1+5A/WrFbS1C3bvzv7zZ1Bmun/N9hwTx46hl5d6he/cfqcBHEg4fP48dew/LaIidBAxliubFiClLcPHKTRUYycMPnj1/GeyyZ7WAaMaidXj4+JkKaKYvXIuqZQuqZaQ+Zy5cg1xuKAnzl26yeirdN+k/V64Xr96S2TZ1t/97ALnnSLaPLPDn/n+ROkVSGWVHAQpQgAI6FGCAo8ONwipRgAKRJyD3yAzu2RSWN8kbDAZMG94J67f9hSpN+6Nioz7q4QGpUyQJd0VLFvoB+XJmVo9wlrLlIQHDejc3l9u5ZQ31VLNB4xdCHgMtjz7ef/iUeb4tIxVL/qSe/CUH+0WqdYYEZwO7NET+3N/asrg5T+nCebF11z+QoSkxfdpUkIcNlK7bE3L/zZxfN6B3u7qm2SEO+3duiBTJEqFeu6Go224IEsSLA7kcLrgFq5QpgBu376FApfbq8dRiKA9RkGXKF8+v3i2Uu1QL9Ujs23cfQu6vknnSGQwGDO3VDD2HzMT3xZpC7t2R9OA6n7fvMHDMApSs3V21cdHKrZAn7wW3DOdRgAIUoEDkCTDAiTx7rpkCFIhkAXm08vQRnQPU4rss6dW9Gw2rlzTPy5IxHeaP76Ue5fzH4pFoXKs0ti4do55sJpmK/JQD8mhoGTd1XVvVCHAgvHBib1QvV0hlkWUG92iCulWK4/DW2TjwxwxMHNweiRLEVfOlJ2dxOjStik1LRqk6HfOaiy5a0CPz5L4RuSdHzi7JdHBd1bI/Y9GkPpD7eVbNGYTSRT5cYmZaZtbobqoepunAhrKMrK9c8R+tZnt2a6zqJvOmDe8MeZHn2IFtVB55aICkmx4MIG22dJIHKozu3xp/b5iGnSsnoHubWhjZr6V67LUqIJCenMWSAEPK9V41AeIsl/JJ1tixYkDaJ/PEVB59LfPlLJbMl07OQK2c7Ymj2+dqZ2KSwH+dJI88bvvotjkyqrbxNm1bS5nSbV82FrmyZ1Tz2KOAPgVYKwpEbQEGOFF7+7P1FKAABZxOwP9DCZyuAawwBShAAQo4VCDYAMeha2bhFKAABShAAQpQgAIUoAAF7CzAAMfOoCwuygiwoRSgAAUoQAEKUIACOhRggKPDjcIqUYACFHBuAcfVvkfb2jB2a+S4FbBkClCAAhRwegEGOE6/CdkAClCAAhSgAAWcRoAVpQAFHC7AAMfhxFwBBShAAQpQgAIUoAAFKBCSgL3mM8CxlyTLoQAFKEABClCAAhSgAAUiXYABTqRvAlbA/gIskQIUoAAFKEABClAgqgowwImqW57tpgAFoqYAW00BClCAAhRwcQEGOC6+gdk8ClCAAhSgAAVsE2AuClDANQQY4LjGdmQrKEABClCAAhSgAAUo4CgBpyqXAY5TbS5WlgIUoAAFKEABClCAAhQIToABTnA6nGd/AZZIAQpQgAIUoAAFKEABBwowwHEgLoumAAUoEBoB5qUABShAAQpQIPwCDHDCb8gSKEABClCAAhRwrABLpwAFKGCzAAMcm6mYkQIUoAAFKEABClCAAnoTYH38CzDA8S/CaQpQgAIUoAAFKEABClDAaQUY4DjtprN/xVkiBShAAQpQgAIUoAAFnF2AAY6zb0HWnwIUiAgBroMCFKAABShAAScRYIDjJBuK1aQABShAAQroU4C1ogAFKKAvAQY4+toerA0FKEABClCAAhSggKsIsB2RIsAAJ1LYuVIKUIACFKAABShAAQpQwBECDHAcoWr/MlkiBShAAQpQgAIUoAAFKGCDAAMcG5CYhQIU0LMA60YBClCAAhSgAAU+CTDA+WTBMQpQgAIUoIBrCbA1FKAABaKgAAOcKLjR2WQKUIACFKAABSgQ1QXYftcVYIDjutuWLaMABShAAQpQgAIUoECUE2CAE+5NzgIoQAEKUIACFKAABShAAb0IMMDRy5ZgPSjgigJsEwUoQAEKUIACFIhgAQY4EQzO1VGAAhSgAAVEgB0FKEABCjhGqswwsgAAAMZJREFUgAGOY1xZKgUoQAEKUIACFKBA2AS4FAXCJcAAJ1x8XJgCFKAABShAAQpQgAIU0JOAawc4epJmXShAAQpQgAIUoAAFKEABhwswwHE4MVdAAX0KsFYUoAAFKEABClDAFQUY4LjiVmWbKEABClAgPAJclgIUoAAFnFiAAY4TbzxWnQIUoAAFKEABCkSsANdGAf0LMMDR/zZiDSlAAQpQgAIUoAAFKEABGwUiLcCxsX7MRgEKUIACFKAABShAAQpQwGaB/wMAAP//NyJnIwAAAAZJREFUAwBpKwKRcWq7tgAAAABJRU5ErkJggg==",
+ "text/html": [
+ ""
+ ]
},
"metadata": {},
"output_type": "display_data"
@@ -4041,10 +10327,10 @@
"source": [
"key_stats = jr.key(1234)\n",
"\n",
- "scenes = train_dataloader(key=key_stats)\n",
+ "scenes = train_dataloader(sample_in_canyon=sample_in_canyon, key=key_stats)\n",
"\n",
"num_valid_paths = defaultdict(list) # Number of valid paths\n",
- "num_total_paths = defaultdict(list) # Total number of path (candidates)\n",
+ "num_total_paths = defaultdict(list) # Total number of paths (candidates)\n",
"\n",
"colors = {0: \"black\", 1: \"blue\", 2: \"red\", 3: \"green\"}\n",
"\n",
@@ -4148,10 +10434,10 @@
"source": [
"## Machine Learning model\n",
"\n",
- "Our model is made of four modules: an outer flow model, that returns the flows between a parent state and its child states,\n",
+ "Our model is made of four modules: an outer flow model that returns the flows between a parent state and its child states,\n",
"and three inner models, each encoding different aspects of the scene.\n",
"\n",
- "Model's internals are detailed in the paper and will not be discussed here.\n",
+ "The model's internals are detailed in the paper and will not be discussed here.\n",
"\n",
"Below, we instantiate the model with default parameters."
]
@@ -4165,7 +10451,7 @@
{
"data": {
"text/html": [
- "
"
+ "
"
],
"text/plain": [
""
@@ -4177,7 +10463,7 @@
{
"data": {
"text/html": [
- "
"
+ "
"
],
"text/plain": [
""
@@ -4189,92 +10475,92 @@
{
"data": {
"text/html": [
- " "
+ " "
],
"text/plain": [
"Model(\n",
" order=2,\n",
- " action_masking=False,\n",
- " distance_based_weighting=False,\n",
+ " action_masking=True,\n",
+ " distance_based_weighting=True,\n",
" objects_encoder=ObjectsEncoder(\n",
- " out_size=64,\n",
+ " out_size=128,\n",
" mlp=MLP(\n",
" layers=(\n",
" Linear(\n",
- " weight=f32[128,9],\n",
- " bias=f32[128],\n",
+ " weight=f32[256,9],\n",
+ " bias=f32[256],\n",
" in_features=9,\n",
- " out_features=128,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" ),\n",
" Linear(\n",
- " weight=f32[128,128],\n",
- " bias=f32[128],\n",
- " in_features=128,\n",
- " out_features=128,\n",
+ " weight=f32[256,256],\n",
+ " bias=f32[256],\n",
+ " in_features=256,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" ),\n",
" Linear(\n",
- " weight=f32[64,128],\n",
- " bias=f32[64],\n",
- " in_features=128,\n",
- " out_features=64,\n",
+ " weight=f32[128,256],\n",
+ " bias=f32[128],\n",
+ " in_features=256,\n",
+ " out_features=128,\n",
" use_bias=True\n",
" )\n",
" ),\n",
- " activation=>,\n",
+ " activation=>,\n",
" final_activation=>,\n",
" use_bias=True,\n",
" use_final_bias=True,\n",
" in_size=9,\n",
- " out_size=64,\n",
- " width_size=128,\n",
+ " out_size=128,\n",
+ " width_size=256,\n",
" depth=2\n",
" )\n",
" ),\n",
" scene_encoder=SceneEncoder(\n",
- " out_size=64,\n",
+ " out_size=128,\n",
" rho=MLP(\n",
" layers=(\n",
" Linear(\n",
- " weight=f32[128,64],\n",
- " bias=f32[128],\n",
- " in_features=64,\n",
- " out_features=128,\n",
+ " weight=f32[256,128],\n",
+ " bias=f32[256],\n",
+ " in_features=128,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" ),\n",
" Linear(\n",
- " weight=f32[128,128],\n",
- " bias=f32[128],\n",
- " in_features=128,\n",
- " out_features=128,\n",
+ " weight=f32[256,256],\n",
+ " bias=f32[256],\n",
+ " in_features=256,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" ),\n",
" Linear(\n",
- " weight=f32[64,128],\n",
- " bias=f32[64],\n",
- " in_features=128,\n",
- " out_features=64,\n",
+ " weight=f32[128,256],\n",
+ " bias=f32[128],\n",
+ " in_features=256,\n",
+ " out_features=128,\n",
" use_bias=True\n",
" )\n",
" ),\n",
- " activation=>,\n",
+ " activation=>,\n",
" final_activation=>,\n",
" use_bias=True,\n",
" use_final_bias=True,\n",
- " in_size=64,\n",
- " out_size=64,\n",
- " width_size=128,\n",
+ " in_size=128,\n",
+ " out_size=128,\n",
+ " width_size=256,\n",
" depth=2\n",
" )\n",
" ),\n",
" state_encoder=StateEncoder(\n",
- " out_size=128,\n",
+ " out_size=256,\n",
" linear=Linear(\n",
- " weight=f32[128,128],\n",
- " bias=f32[128],\n",
- " in_features=128,\n",
- " out_features=128,\n",
+ " weight=f32[256,256],\n",
+ " bias=f32[256],\n",
+ " in_features=256,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" )\n",
" ),\n",
@@ -4282,34 +10568,34 @@
" mlp=MLP(\n",
" layers=(\n",
" Linear(\n",
- " weight=f32[128,256],\n",
- " bias=f32[128],\n",
- " in_features=256,\n",
- " out_features=128,\n",
+ " weight=f32[256,512],\n",
+ " bias=f32[256],\n",
+ " in_features=512,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" ),\n",
" Linear(\n",
- " weight=f32[128,128],\n",
- " bias=f32[128],\n",
- " in_features=128,\n",
- " out_features=128,\n",
+ " weight=f32[256,256],\n",
+ " bias=f32[256],\n",
+ " in_features=256,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" ),\n",
" Linear(\n",
- " weight=f32[1,128],\n",
+ " weight=f32[1,256],\n",
" bias=f32[1],\n",
- " in_features=128,\n",
+ " in_features=256,\n",
" out_features='scalar',\n",
" use_bias=True\n",
" )\n",
" ),\n",
- " activation=>,\n",
- " final_activation=>,\n",
+ " activation=>,\n",
+ " final_activation=>,\n",
" use_bias=True,\n",
" use_final_bias=True,\n",
- " in_size=256,\n",
+ " in_size=512,\n",
" out_size='scalar',\n",
- " width_size=128,\n",
+ " width_size=256,\n",
" depth=2\n",
" ),\n",
" dropout=Dropout(p=0.0, inference=False)\n",
@@ -4327,9 +10613,14 @@
],
"source": [
"order = 2 # Change this to try different path orders\n",
+ "num_embeddings = 128\n",
"model_key = jr.key(1234)\n",
"model = Model(\n",
- " order=order, num_embeddings=64, width_size=128, depth=2, key=model_key\n",
+ " order=order,\n",
+ " num_embeddings=num_embeddings,\n",
+ " width_size=2 * num_embeddings,\n",
+ " depth=2,\n",
+ " key=model_key,\n",
")\n",
"model"
]
@@ -4347,12 +10638,12 @@
"as the agent does not add any new functionality to the model itself.\n",
"\n",
"Instead, it provides a convenient interface to train the model over multiple epochs,\n",
- "track metrics, and alternative from the *standard* training step and the *replay buffer* training step, which are automatically handled by the agent's `train` method.\n",
+ "track metrics, and alternate between the *standard* training step and the *replay buffer* training step, which are automatically handled by the agent's `train` method.\n",
"\n",
"To optimize the model's parameters, we rely on the `optax` module that provides\n",
"convenient optimizers, from which we use the popular {func}`optax.adam` optimizer.\n",
"\n",
- "Every few training steps, we will as the agent to evaluate the model's performance\n",
+ "Every few training steps, we will ask the agent to evaluate the model's performance\n",
"to obtain the curves presented in the paper."
]
},
@@ -4365,7 +10656,7 @@
{
"data": {
"text/html": [
- "
"
+ "
"
],
"text/plain": [
""
@@ -4377,7 +10668,7 @@
{
"data": {
"text/html": [
- "
"
+ "
"
],
"text/plain": [
""
@@ -4389,101 +10680,104 @@
{
"data": {
"text/html": [
- " "
+ " "
],
"text/plain": [
"Agent(\n",
" batch_size=64,\n",
" replay_symmetric=False,\n",
- " scene_fn=_JitWrapper(\n",
- " fn='random_scene',\n",
- " filter_warning=False,\n",
- " donate_first=False,\n",
- " donate_rest=False\n",
+ " scene_fn=partial(\n",
+ " _JitWrapper(\n",
+ " fn='random_scene',\n",
+ " filter_warning=False,\n",
+ " donate_first=False,\n",
+ " donate_rest=False\n",
+ " ),\n",
+ " sample_in_canyon=False\n",
" ),\n",
" model=Model(\n",
" order=2,\n",
- " action_masking=False,\n",
- " distance_based_weighting=False,\n",
+ " action_masking=True,\n",
+ " distance_based_weighting=True,\n",
" objects_encoder=ObjectsEncoder(\n",
- " out_size=64,\n",
+ " out_size=128,\n",
" mlp=MLP(\n",
" layers=(\n",
" Linear(\n",
- " weight=f32[128,9],\n",
- " bias=f32[128],\n",
+ " weight=f32[256,9],\n",
+ " bias=f32[256],\n",
" in_features=9,\n",
- " out_features=128,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" ),\n",
" Linear(\n",
- " weight=f32[128,128],\n",
- " bias=f32[128],\n",
- " in_features=128,\n",
- " out_features=128,\n",
+ " weight=f32[256,256],\n",
+ " bias=f32[256],\n",
+ " in_features=256,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" ),\n",
" Linear(\n",
- " weight=f32[64,128],\n",
- " bias=f32[64],\n",
- " in_features=128,\n",
- " out_features=64,\n",
+ " weight=f32[128,256],\n",
+ " bias=f32[128],\n",
+ " in_features=256,\n",
+ " out_features=128,\n",
" use_bias=True\n",
" )\n",
" ),\n",
- " activation=>,\n",
+ " activation=>,\n",
" final_activation=>,\n",
" use_bias=True,\n",
" use_final_bias=True,\n",
" in_size=9,\n",
- " out_size=64,\n",
- " width_size=128,\n",
+ " out_size=128,\n",
+ " width_size=256,\n",
" depth=2\n",
" )\n",
" ),\n",
" scene_encoder=SceneEncoder(\n",
- " out_size=64,\n",
+ " out_size=128,\n",
" rho=MLP(\n",
" layers=(\n",
" Linear(\n",
- " weight=f32[128,64],\n",
- " bias=f32[128],\n",
- " in_features=64,\n",
- " out_features=128,\n",
+ " weight=f32[256,128],\n",
+ " bias=f32[256],\n",
+ " in_features=128,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" ),\n",
" Linear(\n",
- " weight=f32[128,128],\n",
- " bias=f32[128],\n",
- " in_features=128,\n",
- " out_features=128,\n",
+ " weight=f32[256,256],\n",
+ " bias=f32[256],\n",
+ " in_features=256,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" ),\n",
" Linear(\n",
- " weight=f32[64,128],\n",
- " bias=f32[64],\n",
- " in_features=128,\n",
- " out_features=64,\n",
+ " weight=f32[128,256],\n",
+ " bias=f32[128],\n",
+ " in_features=256,\n",
+ " out_features=128,\n",
" use_bias=True\n",
" )\n",
" ),\n",
- " activation=>,\n",
+ " activation=>,\n",
" final_activation=>,\n",
" use_bias=True,\n",
" use_final_bias=True,\n",
- " in_size=64,\n",
- " out_size=64,\n",
- " width_size=128,\n",
+ " in_size=128,\n",
+ " out_size=128,\n",
+ " width_size=256,\n",
" depth=2\n",
" )\n",
" ),\n",
" state_encoder=StateEncoder(\n",
- " out_size=128,\n",
+ " out_size=256,\n",
" linear=Linear(\n",
- " weight=f32[128,128],\n",
- " bias=f32[128],\n",
- " in_features=128,\n",
- " out_features=128,\n",
+ " weight=f32[256,256],\n",
+ " bias=f32[256],\n",
+ " in_features=256,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" )\n",
" ),\n",
@@ -4491,34 +10785,34 @@
" mlp=MLP(\n",
" layers=(\n",
" Linear(\n",
- " weight=f32[128,256],\n",
- " bias=f32[128],\n",
- " in_features=256,\n",
- " out_features=128,\n",
+ " weight=f32[256,512],\n",
+ " bias=f32[256],\n",
+ " in_features=512,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" ),\n",
" Linear(\n",
- " weight=f32[128,128],\n",
- " bias=f32[128],\n",
- " in_features=128,\n",
- " out_features=128,\n",
+ " weight=f32[256,256],\n",
+ " bias=f32[256],\n",
+ " in_features=256,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" ),\n",
" Linear(\n",
- " weight=f32[1,128],\n",
+ " weight=f32[1,256],\n",
" bias=f32[1],\n",
- " in_features=128,\n",
+ " in_features=256,\n",
" out_features='scalar',\n",
" use_bias=True\n",
" )\n",
" ),\n",
- " activation=>,\n",
- " final_activation=>,\n",
+ " activation=>,\n",
+ " final_activation=>,\n",
" use_bias=True,\n",
" use_final_bias=True,\n",
- " in_size=256,\n",
+ " in_size=512,\n",
" out_size='scalar',\n",
- " width_size=128,\n",
+ " width_size=256,\n",
" depth=2\n",
" ),\n",
" dropout=Dropout(p=0.0, inference=False)\n",
@@ -4537,31 +10831,31 @@
" count=i32[],\n",
" mu=Model(\n",
" order=2,\n",
- " action_masking=False,\n",
- " distance_based_weighting=False,\n",
+ " action_masking=True,\n",
+ " distance_based_weighting=True,\n",
" objects_encoder=ObjectsEncoder(\n",
- " out_size=64,\n",
+ " out_size=128,\n",
" mlp=MLP(\n",
" layers=(\n",
" Linear(\n",
- " weight=f32[128,9],\n",
- " bias=f32[128],\n",
+ " weight=f32[256,9],\n",
+ " bias=f32[256],\n",
" in_features=9,\n",
- " out_features=128,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" ),\n",
" Linear(\n",
- " weight=f32[128,128],\n",
- " bias=f32[128],\n",
- " in_features=128,\n",
- " out_features=128,\n",
+ " weight=f32[256,256],\n",
+ " bias=f32[256],\n",
+ " in_features=256,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" ),\n",
" Linear(\n",
- " weight=f32[64,128],\n",
- " bias=f32[64],\n",
- " in_features=128,\n",
- " out_features=64,\n",
+ " weight=f32[128,256],\n",
+ " bias=f32[128],\n",
+ " in_features=256,\n",
+ " out_features=128,\n",
" use_bias=True\n",
" )\n",
" ),\n",
@@ -4570,34 +10864,34 @@
" use_bias=True,\n",
" use_final_bias=True,\n",
" in_size=9,\n",
- " out_size=64,\n",
- " width_size=128,\n",
+ " out_size=128,\n",
+ " width_size=256,\n",
" depth=2\n",
" )\n",
" ),\n",
" scene_encoder=SceneEncoder(\n",
- " out_size=64,\n",
+ " out_size=128,\n",
" rho=MLP(\n",
" layers=(\n",
" Linear(\n",
- " weight=f32[128,64],\n",
- " bias=f32[128],\n",
- " in_features=64,\n",
- " out_features=128,\n",
+ " weight=f32[256,128],\n",
+ " bias=f32[256],\n",
+ " in_features=128,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" ),\n",
" Linear(\n",
- " weight=f32[128,128],\n",
- " bias=f32[128],\n",
- " in_features=128,\n",
- " out_features=128,\n",
+ " weight=f32[256,256],\n",
+ " bias=f32[256],\n",
+ " in_features=256,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" ),\n",
" Linear(\n",
- " weight=f32[64,128],\n",
- " bias=f32[64],\n",
- " in_features=128,\n",
- " out_features=64,\n",
+ " weight=f32[128,256],\n",
+ " bias=f32[128],\n",
+ " in_features=256,\n",
+ " out_features=128,\n",
" use_bias=True\n",
" )\n",
" ),\n",
@@ -4605,19 +10899,19 @@
" final_activation=None,\n",
" use_bias=True,\n",
" use_final_bias=True,\n",
- " in_size=64,\n",
- " out_size=64,\n",
- " width_size=128,\n",
+ " in_size=128,\n",
+ " out_size=128,\n",
+ " width_size=256,\n",
" depth=2\n",
" )\n",
" ),\n",
" state_encoder=StateEncoder(\n",
- " out_size=128,\n",
+ " out_size=256,\n",
" linear=Linear(\n",
- " weight=f32[128,128],\n",
- " bias=f32[128],\n",
- " in_features=128,\n",
- " out_features=128,\n",
+ " weight=f32[256,256],\n",
+ " bias=f32[256],\n",
+ " in_features=256,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" )\n",
" ),\n",
@@ -4625,23 +10919,23 @@
" mlp=MLP(\n",
" layers=(\n",
" Linear(\n",
- " weight=f32[128,256],\n",
- " bias=f32[128],\n",
- " in_features=256,\n",
- " out_features=128,\n",
+ " weight=f32[256,512],\n",
+ " bias=f32[256],\n",
+ " in_features=512,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" ),\n",
" Linear(\n",
- " weight=f32[128,128],\n",
- " bias=f32[128],\n",
- " in_features=128,\n",
- " out_features=128,\n",
+ " weight=f32[256,256],\n",
+ " bias=f32[256],\n",
+ " in_features=256,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" ),\n",
" Linear(\n",
- " weight=f32[1,128],\n",
+ " weight=f32[1,256],\n",
" bias=f32[1],\n",
- " in_features=128,\n",
+ " in_features=256,\n",
" out_features='scalar',\n",
" use_bias=True\n",
" )\n",
@@ -4650,9 +10944,9 @@
" final_activation=None,\n",
" use_bias=True,\n",
" use_final_bias=True,\n",
- " in_size=256,\n",
+ " in_size=512,\n",
" out_size='scalar',\n",
- " width_size=128,\n",
+ " width_size=256,\n",
" depth=2\n",
" ),\n",
" dropout=Dropout(p=None, inference=None)\n",
@@ -4663,31 +10957,31 @@
" ),\n",
" nu=Model(\n",
" order=2,\n",
- " action_masking=False,\n",
- " distance_based_weighting=False,\n",
+ " action_masking=True,\n",
+ " distance_based_weighting=True,\n",
" objects_encoder=ObjectsEncoder(\n",
- " out_size=64,\n",
+ " out_size=128,\n",
" mlp=MLP(\n",
" layers=(\n",
" Linear(\n",
- " weight=f32[128,9],\n",
- " bias=f32[128],\n",
+ " weight=f32[256,9],\n",
+ " bias=f32[256],\n",
" in_features=9,\n",
- " out_features=128,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" ),\n",
" Linear(\n",
- " weight=f32[128,128],\n",
- " bias=f32[128],\n",
- " in_features=128,\n",
- " out_features=128,\n",
+ " weight=f32[256,256],\n",
+ " bias=f32[256],\n",
+ " in_features=256,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" ),\n",
" Linear(\n",
- " weight=f32[64,128],\n",
- " bias=f32[64],\n",
- " in_features=128,\n",
- " out_features=64,\n",
+ " weight=f32[128,256],\n",
+ " bias=f32[128],\n",
+ " in_features=256,\n",
+ " out_features=128,\n",
" use_bias=True\n",
" )\n",
" ),\n",
@@ -4696,34 +10990,34 @@
" use_bias=True,\n",
" use_final_bias=True,\n",
" in_size=9,\n",
- " out_size=64,\n",
- " width_size=128,\n",
+ " out_size=128,\n",
+ " width_size=256,\n",
" depth=2\n",
" )\n",
" ),\n",
" scene_encoder=SceneEncoder(\n",
- " out_size=64,\n",
+ " out_size=128,\n",
" rho=MLP(\n",
" layers=(\n",
" Linear(\n",
- " weight=f32[128,64],\n",
- " bias=f32[128],\n",
- " in_features=64,\n",
- " out_features=128,\n",
+ " weight=f32[256,128],\n",
+ " bias=f32[256],\n",
+ " in_features=128,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" ),\n",
" Linear(\n",
- " weight=f32[128,128],\n",
- " bias=f32[128],\n",
- " in_features=128,\n",
- " out_features=128,\n",
+ " weight=f32[256,256],\n",
+ " bias=f32[256],\n",
+ " in_features=256,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" ),\n",
" Linear(\n",
- " weight=f32[64,128],\n",
- " bias=f32[64],\n",
- " in_features=128,\n",
- " out_features=64,\n",
+ " weight=f32[128,256],\n",
+ " bias=f32[128],\n",
+ " in_features=256,\n",
+ " out_features=128,\n",
" use_bias=True\n",
" )\n",
" ),\n",
@@ -4731,19 +11025,19 @@
" final_activation=None,\n",
" use_bias=True,\n",
" use_final_bias=True,\n",
- " in_size=64,\n",
- " out_size=64,\n",
- " width_size=128,\n",
+ " in_size=128,\n",
+ " out_size=128,\n",
+ " width_size=256,\n",
" depth=2\n",
" )\n",
" ),\n",
" state_encoder=StateEncoder(\n",
- " out_size=128,\n",
+ " out_size=256,\n",
" linear=Linear(\n",
- " weight=f32[128,128],\n",
- " bias=f32[128],\n",
- " in_features=128,\n",
- " out_features=128,\n",
+ " weight=f32[256,256],\n",
+ " bias=f32[256],\n",
+ " in_features=256,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" )\n",
" ),\n",
@@ -4751,23 +11045,23 @@
" mlp=MLP(\n",
" layers=(\n",
" Linear(\n",
- " weight=f32[128,256],\n",
- " bias=f32[128],\n",
- " in_features=256,\n",
- " out_features=128,\n",
+ " weight=f32[256,512],\n",
+ " bias=f32[256],\n",
+ " in_features=512,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" ),\n",
" Linear(\n",
- " weight=f32[128,128],\n",
- " bias=f32[128],\n",
- " in_features=128,\n",
- " out_features=128,\n",
+ " weight=f32[256,256],\n",
+ " bias=f32[256],\n",
+ " in_features=256,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" ),\n",
" Linear(\n",
- " weight=f32[1,128],\n",
+ " weight=f32[1,256],\n",
" bias=f32[1],\n",
- " in_features=128,\n",
+ " in_features=256,\n",
" out_features='scalar',\n",
" use_bias=True\n",
" )\n",
@@ -4776,9 +11070,9 @@
" final_activation=None,\n",
" use_bias=True,\n",
" use_final_bias=True,\n",
- " in_size=256,\n",
+ " in_size=512,\n",
" out_size='scalar',\n",
- " width_size=128,\n",
+ " width_size=256,\n",
" depth=2\n",
" ),\n",
" dropout=Dropout(p=None, inference=None)\n",
@@ -4813,8 +11107,7 @@
"source": [
"agent = Agent(\n",
" model=model,\n",
- " batch_size=64,\n",
- " min_epsilon=0.1,\n",
+ " scene_fn=partial(random_scene, sample_in_canyon=sample_in_canyon),\n",
")\n",
"agent"
]
@@ -4828,7 +11121,7 @@
{
"data": {
"application/vnd.jupyter.widget-view+json": {
- "model_id": "e309ee283bbd44dba02db11f689073b5",
+ "model_id": "f04ebb6ce467469eb7c54aec1404cf6a",
"version_major": 2,
"version_minor": 0
},
@@ -4842,12 +11135,12 @@
{
"data": {
"application/vnd.jupyter.widget-view+json": {
- "model_id": "3f2c267090574610935d82581942624b",
+ "model_id": "ebb76fb22d51481f82d6cb98028272f6",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
- " 0%| | 0/100000 [00:00, ?it/s]"
+ " 0%| | 0/1000 [00:00, ?it/s]"
]
},
"metadata": {},
@@ -4856,7 +11149,7 @@
{
"data": {
"text/html": [
- "
"
+ "
"
],
"text/plain": [
""
@@ -4868,7 +11161,7 @@
{
"data": {
"text/html": [
- "
"
+ "
"
],
"text/plain": [
""
@@ -4880,101 +11173,104 @@
{
"data": {
"text/html": [
- " "
+ " "
],
"text/plain": [
"Agent(\n",
" batch_size=64,\n",
" replay_symmetric=False,\n",
- " scene_fn=_JitWrapper(\n",
- " fn='random_scene',\n",
- " filter_warning=False,\n",
- " donate_first=False,\n",
- " donate_rest=False\n",
+ " scene_fn=partial(\n",
+ " _JitWrapper(\n",
+ " fn='random_scene',\n",
+ " filter_warning=False,\n",
+ " donate_first=False,\n",
+ " donate_rest=False\n",
+ " ),\n",
+ " sample_in_canyon=False\n",
" ),\n",
" model=Model(\n",
" order=2,\n",
- " action_masking=False,\n",
- " distance_based_weighting=False,\n",
+ " action_masking=True,\n",
+ " distance_based_weighting=True,\n",
" objects_encoder=ObjectsEncoder(\n",
- " out_size=64,\n",
+ " out_size=128,\n",
" mlp=MLP(\n",
" layers=(\n",
" Linear(\n",
- " weight=f32[128,9],\n",
- " bias=f32[128],\n",
+ " weight=f32[256,9],\n",
+ " bias=f32[256],\n",
" in_features=9,\n",
- " out_features=128,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" ),\n",
" Linear(\n",
- " weight=f32[128,128],\n",
- " bias=f32[128],\n",
- " in_features=128,\n",
- " out_features=128,\n",
+ " weight=f32[256,256],\n",
+ " bias=f32[256],\n",
+ " in_features=256,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" ),\n",
" Linear(\n",
- " weight=f32[64,128],\n",
- " bias=f32[64],\n",
- " in_features=128,\n",
- " out_features=64,\n",
+ " weight=f32[128,256],\n",
+ " bias=f32[128],\n",
+ " in_features=256,\n",
+ " out_features=128,\n",
" use_bias=True\n",
" )\n",
" ),\n",
- " activation=>,\n",
+ " activation=>,\n",
" final_activation=>,\n",
" use_bias=True,\n",
" use_final_bias=True,\n",
" in_size=9,\n",
- " out_size=64,\n",
- " width_size=128,\n",
+ " out_size=128,\n",
+ " width_size=256,\n",
" depth=2\n",
" )\n",
" ),\n",
" scene_encoder=SceneEncoder(\n",
- " out_size=64,\n",
+ " out_size=128,\n",
" rho=MLP(\n",
" layers=(\n",
" Linear(\n",
- " weight=f32[128,64],\n",
- " bias=f32[128],\n",
- " in_features=64,\n",
- " out_features=128,\n",
+ " weight=f32[256,128],\n",
+ " bias=f32[256],\n",
+ " in_features=128,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" ),\n",
" Linear(\n",
- " weight=f32[128,128],\n",
- " bias=f32[128],\n",
- " in_features=128,\n",
- " out_features=128,\n",
+ " weight=f32[256,256],\n",
+ " bias=f32[256],\n",
+ " in_features=256,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" ),\n",
" Linear(\n",
- " weight=f32[64,128],\n",
- " bias=f32[64],\n",
- " in_features=128,\n",
- " out_features=64,\n",
+ " weight=f32[128,256],\n",
+ " bias=f32[128],\n",
+ " in_features=256,\n",
+ " out_features=128,\n",
" use_bias=True\n",
" )\n",
" ),\n",
- " activation=>,\n",
+ " activation=>,\n",
" final_activation=>,\n",
" use_bias=True,\n",
" use_final_bias=True,\n",
- " in_size=64,\n",
- " out_size=64,\n",
- " width_size=128,\n",
+ " in_size=128,\n",
+ " out_size=128,\n",
+ " width_size=256,\n",
" depth=2\n",
" )\n",
" ),\n",
" state_encoder=StateEncoder(\n",
- " out_size=128,\n",
+ " out_size=256,\n",
" linear=Linear(\n",
- " weight=f32[128,128],\n",
- " bias=f32[128],\n",
- " in_features=128,\n",
- " out_features=128,\n",
+ " weight=f32[256,256],\n",
+ " bias=f32[256],\n",
+ " in_features=256,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" )\n",
" ),\n",
@@ -4982,34 +11278,34 @@
" mlp=MLP(\n",
" layers=(\n",
" Linear(\n",
- " weight=f32[128,256],\n",
- " bias=f32[128],\n",
- " in_features=256,\n",
- " out_features=128,\n",
+ " weight=f32[256,512],\n",
+ " bias=f32[256],\n",
+ " in_features=512,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" ),\n",
" Linear(\n",
- " weight=f32[128,128],\n",
- " bias=f32[128],\n",
- " in_features=128,\n",
- " out_features=128,\n",
+ " weight=f32[256,256],\n",
+ " bias=f32[256],\n",
+ " in_features=256,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" ),\n",
" Linear(\n",
- " weight=f32[1,128],\n",
+ " weight=f32[1,256],\n",
" bias=f32[1],\n",
- " in_features=128,\n",
+ " in_features=256,\n",
" out_features='scalar',\n",
" use_bias=True\n",
" )\n",
" ),\n",
- " activation=>,\n",
- " final_activation=>,\n",
+ " activation=>,\n",
+ " final_activation=>,\n",
" use_bias=True,\n",
" use_final_bias=True,\n",
- " in_size=256,\n",
+ " in_size=512,\n",
" out_size='scalar',\n",
- " width_size=128,\n",
+ " width_size=256,\n",
" depth=2\n",
" ),\n",
" dropout=Dropout(p=0.0, inference=False)\n",
@@ -5028,32 +11324,32 @@
" count=i32[],\n",
" mu=Model(\n",
" order=2,\n",
- " action_masking=False,\n",
- " distance_based_weighting=False,\n",
+ " action_masking=True,\n",
+ " distance_based_weighting=True,\n",
" objects_encoder=ObjectsEncoder(\n",
- " out_size=64,\n",
+ " out_size=128,\n",
" mlp=MLP(\n",
" layers=(\n",
" Linear(\n",
- " weight=f32[128,9],\n",
- " bias=f32[128],\n",
+ " weight=f32[256,9],\n",
+ " bias=f32[256],\n",
" in_features=9,\n",
- " out_features=128,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" ),\n",
" Linear(\n",
- " weight=f32[128,128],\n",
- " bias=f32[128],\n",
- " in_features=128,\n",
- " out_features=128,\n",
+ " weight=f32[256,256],\n",
+ " bias=f32[256],\n",
+ " in_features=256,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" ),\n",
" Linear(\n",
- " weight=f32[64,128],\n",
- " bias=f32[64],\n",
- " in_features=128,\n",
- " out_features=64,\n",
- " use_bias=True\n",
+ " weight=f32[128,256],\n",
+ " bias=f32[128],\n",
+ " in_features=256,\n",
+ " out_features=128,\n",
+ " use_bias=True\n",
" )\n",
" ),\n",
" activation=None,\n",
@@ -5061,34 +11357,34 @@
" use_bias=True,\n",
" use_final_bias=True,\n",
" in_size=9,\n",
- " out_size=64,\n",
- " width_size=128,\n",
+ " out_size=128,\n",
+ " width_size=256,\n",
" depth=2\n",
" )\n",
" ),\n",
" scene_encoder=SceneEncoder(\n",
- " out_size=64,\n",
+ " out_size=128,\n",
" rho=MLP(\n",
" layers=(\n",
" Linear(\n",
- " weight=f32[128,64],\n",
- " bias=f32[128],\n",
- " in_features=64,\n",
- " out_features=128,\n",
+ " weight=f32[256,128],\n",
+ " bias=f32[256],\n",
+ " in_features=128,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" ),\n",
" Linear(\n",
- " weight=f32[128,128],\n",
- " bias=f32[128],\n",
- " in_features=128,\n",
- " out_features=128,\n",
+ " weight=f32[256,256],\n",
+ " bias=f32[256],\n",
+ " in_features=256,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" ),\n",
" Linear(\n",
- " weight=f32[64,128],\n",
- " bias=f32[64],\n",
- " in_features=128,\n",
- " out_features=64,\n",
+ " weight=f32[128,256],\n",
+ " bias=f32[128],\n",
+ " in_features=256,\n",
+ " out_features=128,\n",
" use_bias=True\n",
" )\n",
" ),\n",
@@ -5096,19 +11392,19 @@
" final_activation=None,\n",
" use_bias=True,\n",
" use_final_bias=True,\n",
- " in_size=64,\n",
- " out_size=64,\n",
- " width_size=128,\n",
+ " in_size=128,\n",
+ " out_size=128,\n",
+ " width_size=256,\n",
" depth=2\n",
" )\n",
" ),\n",
" state_encoder=StateEncoder(\n",
- " out_size=128,\n",
+ " out_size=256,\n",
" linear=Linear(\n",
- " weight=f32[128,128],\n",
- " bias=f32[128],\n",
- " in_features=128,\n",
- " out_features=128,\n",
+ " weight=f32[256,256],\n",
+ " bias=f32[256],\n",
+ " in_features=256,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" )\n",
" ),\n",
@@ -5116,23 +11412,23 @@
" mlp=MLP(\n",
" layers=(\n",
" Linear(\n",
- " weight=f32[128,256],\n",
- " bias=f32[128],\n",
- " in_features=256,\n",
- " out_features=128,\n",
+ " weight=f32[256,512],\n",
+ " bias=f32[256],\n",
+ " in_features=512,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" ),\n",
" Linear(\n",
- " weight=f32[128,128],\n",
- " bias=f32[128],\n",
- " in_features=128,\n",
- " out_features=128,\n",
+ " weight=f32[256,256],\n",
+ " bias=f32[256],\n",
+ " in_features=256,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" ),\n",
" Linear(\n",
- " weight=f32[1,128],\n",
+ " weight=f32[1,256],\n",
" bias=f32[1],\n",
- " in_features=128,\n",
+ " in_features=256,\n",
" out_features='scalar',\n",
" use_bias=True\n",
" )\n",
@@ -5141,9 +11437,9 @@
" final_activation=None,\n",
" use_bias=True,\n",
" use_final_bias=True,\n",
- " in_size=256,\n",
+ " in_size=512,\n",
" out_size='scalar',\n",
- " width_size=128,\n",
+ " width_size=256,\n",
" depth=2\n",
" ),\n",
" dropout=Dropout(p=None, inference=None)\n",
@@ -5154,31 +11450,31 @@
" ),\n",
" nu=Model(\n",
" order=2,\n",
- " action_masking=False,\n",
- " distance_based_weighting=False,\n",
+ " action_masking=True,\n",
+ " distance_based_weighting=True,\n",
" objects_encoder=ObjectsEncoder(\n",
- " out_size=64,\n",
+ " out_size=128,\n",
" mlp=MLP(\n",
" layers=(\n",
" Linear(\n",
- " weight=f32[128,9],\n",
- " bias=f32[128],\n",
+ " weight=f32[256,9],\n",
+ " bias=f32[256],\n",
" in_features=9,\n",
- " out_features=128,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" ),\n",
" Linear(\n",
- " weight=f32[128,128],\n",
- " bias=f32[128],\n",
- " in_features=128,\n",
- " out_features=128,\n",
+ " weight=f32[256,256],\n",
+ " bias=f32[256],\n",
+ " in_features=256,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" ),\n",
" Linear(\n",
- " weight=f32[64,128],\n",
- " bias=f32[64],\n",
- " in_features=128,\n",
- " out_features=64,\n",
+ " weight=f32[128,256],\n",
+ " bias=f32[128],\n",
+ " in_features=256,\n",
+ " out_features=128,\n",
" use_bias=True\n",
" )\n",
" ),\n",
@@ -5187,34 +11483,34 @@
" use_bias=True,\n",
" use_final_bias=True,\n",
" in_size=9,\n",
- " out_size=64,\n",
- " width_size=128,\n",
+ " out_size=128,\n",
+ " width_size=256,\n",
" depth=2\n",
" )\n",
" ),\n",
" scene_encoder=SceneEncoder(\n",
- " out_size=64,\n",
+ " out_size=128,\n",
" rho=MLP(\n",
" layers=(\n",
" Linear(\n",
- " weight=f32[128,64],\n",
- " bias=f32[128],\n",
- " in_features=64,\n",
- " out_features=128,\n",
+ " weight=f32[256,128],\n",
+ " bias=f32[256],\n",
+ " in_features=128,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" ),\n",
" Linear(\n",
- " weight=f32[128,128],\n",
- " bias=f32[128],\n",
- " in_features=128,\n",
- " out_features=128,\n",
+ " weight=f32[256,256],\n",
+ " bias=f32[256],\n",
+ " in_features=256,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" ),\n",
" Linear(\n",
- " weight=f32[64,128],\n",
- " bias=f32[64],\n",
- " in_features=128,\n",
- " out_features=64,\n",
+ " weight=f32[128,256],\n",
+ " bias=f32[128],\n",
+ " in_features=256,\n",
+ " out_features=128,\n",
" use_bias=True\n",
" )\n",
" ),\n",
@@ -5222,19 +11518,19 @@
" final_activation=None,\n",
" use_bias=True,\n",
" use_final_bias=True,\n",
- " in_size=64,\n",
- " out_size=64,\n",
- " width_size=128,\n",
+ " in_size=128,\n",
+ " out_size=128,\n",
+ " width_size=256,\n",
" depth=2\n",
" )\n",
" ),\n",
" state_encoder=StateEncoder(\n",
- " out_size=128,\n",
+ " out_size=256,\n",
" linear=Linear(\n",
- " weight=f32[128,128],\n",
- " bias=f32[128],\n",
- " in_features=128,\n",
- " out_features=128,\n",
+ " weight=f32[256,256],\n",
+ " bias=f32[256],\n",
+ " in_features=256,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" )\n",
" ),\n",
@@ -5242,23 +11538,23 @@
" mlp=MLP(\n",
" layers=(\n",
" Linear(\n",
- " weight=f32[128,256],\n",
- " bias=f32[128],\n",
- " in_features=256,\n",
- " out_features=128,\n",
+ " weight=f32[256,512],\n",
+ " bias=f32[256],\n",
+ " in_features=512,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" ),\n",
" Linear(\n",
- " weight=f32[128,128],\n",
- " bias=f32[128],\n",
- " in_features=128,\n",
- " out_features=128,\n",
+ " weight=f32[256,256],\n",
+ " bias=f32[256],\n",
+ " in_features=256,\n",
+ " out_features=256,\n",
" use_bias=True\n",
" ),\n",
" Linear(\n",
- " weight=f32[1,128],\n",
+ " weight=f32[1,256],\n",
" bias=f32[1],\n",
- " in_features=128,\n",
+ " in_features=256,\n",
" out_features='scalar',\n",
" use_bias=True\n",
" )\n",
@@ -5267,9 +11563,9 @@
" final_activation=None,\n",
" use_bias=True,\n",
" use_final_bias=True,\n",
- " in_size=256,\n",
+ " in_size=512,\n",
" out_size='scalar',\n",
- " width_size=128,\n",
+ " width_size=256,\n",
" depth=2\n",
" ),\n",
" dropout=Dropout(p=None, inference=None)\n",
@@ -5305,10 +11601,13 @@
"key_training = jr.key(1234)\n",
"key_episodes, key_valid_samples = jr.split(key_training, 2)\n",
"valid_keys = validation_scene_keys(\n",
- " order=order, num_scenes=100, key=key_valid_samples\n",
+ " order=order,\n",
+ " num_scenes=100,\n",
+ " sample_in_canyon=sample_in_canyon,\n",
+ " key=key_valid_samples,\n",
")\n",
"\n",
- "num_episodes = 100_000\n",
+ "num_episodes = 1000\n",
"\n",
"evaluate_every = 100\n",
"\n",
@@ -5361,7 +11660,7 @@
{
"data": {
"text/html": [
- "
"
+ "
"
],
"text/plain": [
""
@@ -5373,7 +11672,7 @@
{
"data": {
"text/html": [
- "
"
+ "
"
],
"text/plain": [
""
@@ -5385,7 +11684,7 @@
{
"data": {
"text/html": [
- " "
+ " "
],
"text/plain": [
"ReplayBuffer(\n",
@@ -5415,7 +11714,7 @@
"outputs": [
{
"data": {
- "image/png": "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",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkIAAAHHCAYAAABTMjf2AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjgsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvwVt1zgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAZ+1JREFUeJzt3XlYVPX+B/D3mQEGEBgEZBBkcQdEAdnEfcHccs+lLLcyM1O7VDetm9avRUvrmkpZlltZqZVWZqbivrIobriLgiAgIrtsM+f3BzJXUjZhOMPM+/U88zzNme+c8xlOMh8+300QRVEEERERkRGSSR0AERERkVSYCBEREZHRYiJERERERouJEBERERktJkJERERktJgIERERkdFiIkRERERGi4kQERERGS0mQkRERGS0mAgRUY1MnjwZHh4e9Xa+ffv2QRAE7Nu3r97OqY80Gg18fHzw4YcfSh1Knc2dOxchISFSh0FUr5gIETVygiDU6GHoCYe++vHHH5GUlIRXXnlFe2zt2rUQBAExMTEV2mZnZyM4OBjm5ubYsWNHg8SXlJSE9957D8HBwWjatCkcHBzQu3dv7N69+6G2r776Kk6dOoXff/+9QWIjaggmUgdARHXz3XffVXi+fv167Nq166HjXl5edbrOqlWroNFo6nQOY7R48WKMHz8eSqWyynY5OTl44okncPr0aWzZsgUDBw5skPh+++03fPzxxxgxYgQmTZqE0tJSrF+/Hv3798fq1asxZcoUbVsnJycMHz4cS5YswbBhwxokPiJdYyJE1Mg9++yzFZ4fO3YMu3bteuj4PxUUFMDS0rLG1zE1NX2s+IzZyZMncerUKXz66adVtsvNzcWAAQMQFxeHX3/9FYMGDWqgCIE+ffogMTERDg4O2mMvvfQS/Pz8MH/+/AqJEACMHTsWY8aMwbVr19CqVasGi5NIV9g1RmQEevfuDR8fH8TGxqJnz56wtLTEW2+9BaCsIjBkyBA4OztDoVCgdevWeP/996FWqyuc459jhK5fvw5BELBkyRJ8/fXXaN26NRQKBYKCghAdHf3YsW7evBkBAQGwsLCAg4MDnn32WSQnJ1dok5qaiilTpqBFixZQKBRo3rw5hg8fjuvXr2vbxMTEYMCAAXBwcICFhQVatmyJqVOnVjiPRqPB0qVL0aFDB5ibm0OlUmH69Om4e/duhXY1OdejbN26FWZmZujZs2elbfLy8jBw4ECcOHECv/zyC4YMGVKDn1L96dChQ4UkCAAUCgUGDx6MmzdvIjc3t8JrYWFhAMr+vyEyBKwIERmJO3fuYNCgQRg/fjyeffZZqFQqAGXjVaysrBAeHg4rKyvs2bMH8+fPR05ODhYvXlzteX/44Qfk5uZi+vTpEAQBn3zyCUaNGoVr167Vuoq0du1aTJkyBUFBQVi4cCHS0tLw+eef4/Dhwzh58iRsbW0BAKNHj8a5c+cwa9YseHh4ID09Hbt27UJiYqL2+RNPPIFmzZph7ty5sLW1xfXr1/Hrr79WuN706dO115w9ezYSEhKwYsUKnDx5EocPH4apqWmNz/UoR44cgY+PT6U/h/z8fAwaNAjR0dH4+eef8eSTT9bo56TRaJCZmVmjtkql8rGqeampqbC0tHyoaqhUKtG6dWscPnwY//rXv2p9XiK9IxKRQZk5c6b4z3/avXr1EgGIK1eufKh9QUHBQ8emT58uWlpaioWFhdpjkyZNEt3d3bXPExISRACivb29mJmZqT3+22+/iQDEP/74o8o49+7dKwIQ9+7dK4qiKBYXF4uOjo6ij4+PeO/ePW27bdu2iQDE+fPni6Ioinfv3hUBiIsXL6703Fu2bBEBiNHR0ZW2OXjwoAhA3LBhQ4XjO3bsqHC8JueqTIsWLcTRo0c/dHzNmjUiANHd3V00NTUVt27dWqvzlv/sa/Io//nWxuXLl0Vzc3Pxueeee+TrTzzxhOjl5VXr8xLpI1aEiIyEQqF4aLwHAFhYWGj/Ozc3F0VFRejRowe++uorXLhwAb6+vlWed9y4cWjatKn2eY8ePQAA165dq1V8MTExSE9Px7vvvgtzc3Pt8SFDhsDT0xN//vkn3nvvPVhYWMDMzAz79u3D888/X+Ha5corR9u2bYOvr+8jKyKbN2+GUqlE//79kZGRoT0eEBAAKysr7N27F88880yNzlWZO3fuPDK+cmlpaTA3N4erq2uNzwmUDVretWtXjdpWd//+qaCgAGPGjIGFhQUWLVr0yDZNmzbFyZMna3VeIn3FRIjISLi4uMDMzOyh4+fOncN//vMf7NmzBzk5ORVey87Orva8bm5uFZ6Xf/H/c5xNdW7cuAEAaN++/UOveXp64tChQwDKErqPP/4Yr732GlQqFbp06YInn3wSEydOhJOTEwCgV69eGD16NN577z3897//Re/evTFixAg888wzUCgUAIDLly8jOzsbjo6Oj4wnPT29xueqiiiKlb721VdfITw8HAMHDsTBgwcf+dkfxdzcXDtWpz6p1WqMHz8e8fHx+Ouvv+Ds7PzIdqIoQhCEer8+kRSYCBEZiQcrP+WysrLQq1cv2NjY4P/+7//QunVrmJub48SJE3jzzTdrNF1eLpc/8nhVCUBdvfrqqxg6dCi2bt2Kv//+G++88w4WLlyIPXv2wN/fH4Ig4Oeff8axY8fwxx9/4O+//8bUqVPx6aef4tixY7CysoJGo4GjoyM2bNjwyGs0a9YMAGp0rsrY29tXmRB6e3tj+/bt6NevH/r374/Dhw/XqDqkVqtx+/btatsBgJ2d3SMT4EeZNm0atm3bhg0bNqBv376Vtrt79+5DA6yJGi2Ju+aIqJ5VNkaoQ4cOD7UtH/+yf//+Cse//vrrh8aXVDZG6FFjdQCICxYsqDLOf44ROnLkiAhA/OKLLx5q6+XlJQYEBFR6rkuXLomWlpbihAkTKm2zYcMGEYC4atUqURRF8eWXXxblcvkjx0hV55/nqkxYWJjo7+//0PHyMULl4452794tKhQKsX379mJ6enq119fFGKHXX39dBCAuXbq02rZt2rR55NgnosaI0+eJjFh5NUd8oHpTXFyML774osFjCQwMhKOjI1auXImioiLt8b/++gvnz5/XTisvKChAYWFhhfe2bt0a1tbW2vfdvXv3oYqUn58fAGjbjB07Fmq1Gu+///5DsZSWliIrK6vG56pMaGgozp49W227fv364ccff8SVK1cwcODAh7oo/6l8jFBNHjUZI7R48WIsWbIEb731FubMmVNl2+zsbFy9ehVdu3at9rxEjQG7xoiMWNeuXdG0aVNMmjQJs2fPhiAI+O6773TarVUZU1NTfPzxx5gyZQp69eqFp59+Wjt93sPDQztV+9KlS+jXrx/Gjh0Lb29vmJiYYMuWLUhLS8P48eMBAOvWrcMXX3yBkSNHonXr1sjNzcWqVatgY2ODwYMHAygb+zN9+nQsXLgQcXFxeOKJJ2BqaorLly9j8+bN+Pzzz/HUU0/V6FyVGT58ON5//33s378fTzzxRJVtR44ciVWrVmHq1KkYNmwYduzYUWHQ+IPqc4zQli1b8O9//xtt27aFl5cXvv/++wqv9+/fX7vUAgDs3r0boihi+PDh9XJ9IqkxESIyYvb29ti2bRtee+01/Oc//0HTpk3x7LPPol+/fhgwYECDxzN58mRYWlpi0aJFePPNN9GkSROMHDkSH3/8sXb2lqurK55++mlERkbiu+++g4mJCTw9PbFp0yaMHj0aQFmSExUVhZ9++glpaWlQKpUIDg7Ghg0b0LJlS+31Vq5ciYCAAHz11Vd46623YGJiAg8PDzz77LPo1q1brc71KAEBAejUqRM2bdpUbSIEAFOmTEFmZiZef/11jBkzBlu2bIGJiW5/TZ86dQpA2eDx55577qHX9+7dWyER2rx5M7p3747WrVvrNC6ihiKIUvzpR0RkJL777jvMnDkTiYmJ2mSusUpNTUXLli3x008/sSJEBoNjhIiIdGjChAlwc3NDRESE1KHU2dKlS9GxY0cmQWRQWBEiIiIio8WKEBERERktJkJERERktJgIERERkdFiIkRERERGi+sIVUOj0SAlJQXW1tbcZJCIiKiREEURubm5cHZ2hkxWed2HiVA1UlJSarQJIhEREemfpKQktGjRotLXmQhVw9raGkDZD9LGxkbiaIiIiKgmcnJy4Orqqv0erwwToWqUd4fZ2NgwESIiImpkqhvWwsHSREREZLSYCBEREZHRYiJERERERouJEBERERktJkJERERktIwiEdq2bRvat2+Ptm3b4ptvvpE6HCIiItITBj99vrS0FOHh4di7dy+USiUCAgIwcuRI2NvbSx0aERERSczgK0JRUVHo0KEDXFxcYGVlhUGDBmHnzp1Sh0VERER6QO8ToQMHDmDo0KFwdnaGIAjYunXrQ20iIiLg4eEBc3NzhISEICoqSvtaSkoKXFxctM9dXFyQnJzcEKETERGRntP7RCg/Px++vr6IiIh45OsbN25EeHg4FixYgBMnTsDX1xcDBgxAenp6A0dKREREjY3eJ0KDBg3CBx98gJEjRz7y9c8++wzTpk3DlClT4O3tjZUrV8LS0hKrV68GADg7O1eoACUnJ8PZ2bnS6xUVFSEnJ6fCg4iIiAyT3idCVSkuLkZsbCzCwsK0x2QyGcLCwnD06FEAQHBwMM6ePYvk5GTk5eXhr7/+woABAyo958KFC6FUKrUP7jxPRERkuBp1IpSRkQG1Wg2VSlXhuEqlQmpqKgDAxMQEn376Kfr06QM/Pz+89tprVc4YmzdvHrKzs7WPpKQkncSefa8Ex6/d0cm5iYiIqGYMfvo8AAwbNgzDhg2rUVuFQgGFQqHTeERRxNxfTuPvc6mY3a8tZvVtC7ms6t1xiYiIqP416oqQg4MD5HI50tLSKhxPS0uDk5NTnc4dEREBb29vBAUF1ek8j1KqEWFjbgqNCCzdfRnPfXsc6bmF9X4dIiIiqlqjToTMzMwQEBCAyMhI7TGNRoPIyEiEhobW6dwzZ85EfHw8oqOj6xrmQ0zlMnz8VCf8d5wvLM3kOHL1DgZ/fhCHLmfU+7WIiIiocnqfCOXl5SEuLg5xcXEAgISEBMTFxSExMREAEB4ejlWrVmHdunU4f/48ZsyYgfz8fEyZMkXCqGtmpH8L/P5Kd3g6WSMjrxjPrT6OT3deRKlaI3VoRERERkEQRVGUOoiq7Nu3D3369Hno+KRJk7B27VoAwIoVK7B48WKkpqbCz88Py5YtQ0hISJ2uGxERgYiICKjValy6dAnZ2dmwsbGp0zkrU1iixnt/xOPHqLLkLrilHZaN94eT0lwn1yMiIjJ0OTk5UCqV1X5/630iJLWa/iDrw++nUjDvl9PIL1bDrokZPhvri97tHXV6TSIiIkNU0+9vve8aMybDfJ2xbXYPeDe3QWZ+MSavicbHOy6wq4yIiEhHmAhVQpezxqrS0qEJfn25K57r4g4A+HLfVYz/+hhSsu41aBxERETGgF1j1WjIrrF/+vP0Lcz95TRyi0pha2mKz8b6oq+nqvo3EhERGTl2jRmAIZ2aY9vs7ujookRWQQmmro3BR9vPo4RdZURERPWCiZCec7dvgp9nhGJyVw8AwNcHrmHsV0dx826BtIEREREZACZClZBqjNCjKEzkeHdYB6x8tjOszU1wMjELQ5Ydws5zqVKHRkRE1KhxjFA1pBwj9ChJmQV45ceTOJWUBQCY2q0l5g7yhJkJc1oiIqJyHCNkoFztLLF5eihe6N4SALD6cALGrDyCpEx2lREREdUWE6FGyMxEhv886Y1vJgZCaWGKUzezMXjZQew4e0vq0IiIiBoVJkKNWJi3Ctvn9EBnN1vkFpbipe9PYMFvZ1FUqpY6NCIiokaBiVAl9GmwdFVcbC2wcXoopvdqBQBYd/QGRn95BNcz8iWOjIiISP9xsHQ19G2wdFX2XkhH+KY43C0ogZXCBItGd8STnZylDouIiKjBcbC0Eerj6Yjtc3ogyKMp8opK8coPJ/H2ljMoLGFXGRER0aMwETIwzZUW+HFaF7zcuzUAYMPxRIz84giu3c6TODIiIiL9w0TIAJnIZfj3QE+smxoM+yZmOH8rB0OXH8JvcclSh0ZERKRXmAhVorEMlq5Kr3bNsH1OD4S0tEN+sRpzforD3F9Os6uMiIjoPg6WrkZjGixdmVK1BssiL2P53isQRaC9yhoREzqjjaOV1KERERHpBAdLk5aJXIbwJ9rju6khcLBS4GJaLoYuP4RfYm9KHRoREZGkmAgZke5tHbB9Tnd0bW2PeyVqvLb5FN7YfAoFxaVSh0ZERCQJJkJGxtHaHN89H4J/hbWDTAA2x97E8BWHcSktV+rQiIiIGhwTISMklwmYE9YWG17ogmbWClxOz8OwFYewKSYJHDJGRETGhImQEQttbY+/5vRAj7YOKCzR4N8/n8Zrm04hv4hdZUREZByYCFXCEKbP14SDlQLrpgTjjQHtIROAX08mY+iKQzh/K0fq0IiIiHSO0+erYQjT52vq+LU7mP3TSaTlFEFhIsOCoR3wdLArBEGQOjQiIqJa4fR5qrWQVvbYPrsHerVrhqJSDd7acgazf4pDbmGJ1KERERHpBBMhqsDeSoE1k4Pw5kBPyGUC/jiVgqHLD+FscrbUoREREdU7JkL0EJlMwIzerbFpehc4K81x/U4BRn15BN8du8FZZUREZFCYCFGlAtzt8OfsHgjzckRxqQbvbD2LV344iRx2lRERkYFgIkRVatrEDKsmBuI/Q7xgIhPw55lbeHLZIZy5ya4yIiJq/JgIUbUEQcALPVph80uhcLG1QGJmAUZ/eQRrDyewq4yIiBo1JkJUY/5uTbF9dg884a1CsVqDd/+Ix4zvTyD7HrvKiIiocWIiRLWitDTFV88FYMFQb5jKBew4l4ohyw7ixp18qUMjIiKqNSZCVGuCIGBKt5b4ZUZXuNpZ4Obde1i4/YLUYREREdUaE6FKGMsWG3XRqYUtVk8KgiAAO86lIj6F23IQEVHjwkSoEjNnzkR8fDyio6OlDkWvtVVZY0jH5gCAZZGXJY6GiIiodpgIUZ3N7tdWWxXiZq1ERNSYMBGiOmunssZgVoWIiKgRYiJE9WJ237Kq0F9nU3EhlVUhIiJqHJgIUb1o78SqEBERNT5MhKjezO7bFgCw/QyrQkRE1DgwEaJ6097pfzPIlkdekTgaIiKi6jERono1q18bAMCfZ27hYmquxNEQERFVjYkQ1StPJxsM7ugEAFi2h2OFiIhIvzERono3u1/5WKFbuJTGqhAREekvo0iERo4ciaZNm+Kpp56SOhSj4Olkg0E+ThBFziAjIiL9ZhSJ0Jw5c7B+/XqpwzAq5VWhP1kVIiIiPWYUiVDv3r1hbW0tdRhGxau5DQZ2YFWIiIj0m+SJ0IEDBzB06FA4OztDEARs3br1oTYRERHw8PCAubk5QkJCEBUV1fCBUq09WBW6zKoQERHpIckTofz8fPj6+iIiIuKRr2/cuBHh4eFYsGABTpw4AV9fXwwYMADp6enaNn5+fvDx8XnokZKS0lAfgx7B29kGAzqoyqpCe7iuEBER6R8TqQMYNGgQBg0aVOnrn332GaZNm4YpU6YAAFauXIk///wTq1evxty5cwEAcXFx9RZPUVERioqKtM9zcrhCcl3M7tcWf59Lw7bTKZjTrw3aOLKLkoiI9IfkFaGqFBcXIzY2FmFhYdpjMpkMYWFhOHr0qE6uuXDhQiiVSu3D1dVVJ9cxFh2clf+rCnG1aSIi0jN6nQhlZGRArVZDpVJVOK5SqZCamlrj84SFhWHMmDHYvn07WrRoUWUSNW/ePGRnZ2sfSUlJjx0/lSkfK/TH6RRcSc+TOBoiIqL/kbxrrCHs3r27xm0VCgUUCoUOozE+HZyVeMJbhZ3xaVi+5zI+H+8vdUhEREQA9Lwi5ODgALlcjrS0tArH09LS4OTkpNNrR0REwNvbG0FBQTq9jrEorwr9fopVISIi0h96nQiZmZkhICAAkZGR2mMajQaRkZEIDQ3V6bVnzpyJ+Ph4REdH6/Q6xsLHRYn+3mVjhVZwDzIiItITkidCeXl5iIuL0878SkhIQFxcHBITEwEA4eHhWLVqFdatW4fz589jxowZyM/P184io8ZjzgNVoau3WRUiIiLpSZ4IxcTEwN/fH/7+ZeNGwsPD4e/vj/nz5wMAxo0bhyVLlmD+/Pnw8/NDXFwcduzY8dAA6vrGrrH65+OiRJiXChoRWMF1hYiISA8IoiiKUgehz3JycqBUKpGdnQ0bGxupw2n0ziZn48nlhyATgF3hvdC6mZXUIRERkQGq6fe35BUhMi5lVSFHVoWIiEgvMBGqBLvGdGdOv3YAgN/iknGNY4WIiEhCTIQqwVljutOxhRL9PFkVIiIi6TERIknMCSubQbY1LhkJGfkSR0NERMaKiRBJolMLW21VaDnXFSIiIokwEaoExwjpXnlV6Le4FFxnVYiIiCTARKgSHCOke51a2KKvpyPUGhHLOVaIiIgkwESIJFW+2vTWuGRWhYiIqMExESJJ+braok/7ZlBrRKzYy6oQERE1LCZCleAYoYYzJ6xsXaEtJ5Nx4w6rQkRE1HCYCFWCY4Qajp+rLXqXV4U4VoiIiBoQEyHSC+VjhX5lVYiIiBoQEyHSC/5uTdGrHatCRETUsJgIkd4oX1fo15PJSLxTIHE0RERkDJgIkd7o7NYUPcurQnu52jQREekeE6FKcNaYNLRjhU6wKkRERLrHRKgSnDUmjQD3sqpQqUZEBNcVIiIiHWMiRHqnvCr0y4mbSMpkVYiIiHSHiRDpnQD3pujR1oFVISIi0jkmQqSXXr0/g+znWFaFiIhId5gIkV4KcLfTVoW+2MeqEBER6QYTIdJb5WOFNsewKkRERLrBRKgSnD4vvUAPO3RvU14Vuip1OEREZIAEURRFqYPQZzk5OVAqlcjOzoaNjY3U4Rid6OuZGLPyKExkAva90RstmlpKHRIRETUCNf3+ZkWI9FqQhx26tbFnVYiIiHSCiRDpvTn92gEANsck4eZdjhUiIqL6w0SI9F5wSzt0bW2PEjWrQkREVL+YCFGj8L8ZZElIzroncTRERGQomAhRoxDSyv5/VSGuNk1ERPWEiRA1GuVVoU0xSUhhVYiIiOoBEyFqNEJa2SO0VflYIVaFiIio7pgIUaMy5/4eZBujWRUiIqK6YyJUCa4srZ+6tLJHl1Z2KFGL+JIzyIiIqI64snQ1uLK0/jl69Q6eXnUMZnIZ9v+7N5orLaQOiYiI9AxXliaDFdraHiEt7VCs1rAqREREdcJEiBqlV8PKVpv+KSoJt7I5VoiIiB4PEyFqlEJb2yP4flVoJatCRET0mJgIUaP16v0ZZD9GJSE1u1DiaIiIqDFiIkSNVmir/1WFvuS6QkRE9BiYCFGjJQgCXr2/2vSP0awKERFR7TERokYttLU9gj3sUFyqwcr9HCtERES1w0SIGjVBELSrTf8QlYi0HFaFiIio5pgIUaPXtbU9gjyaoriU6woREVHtMBGiRk8QBMzpV7auEKtCRERUGwafCCUlJaF3797w9vZGp06dsHnzZqlDIh3o1sYege5NOVaIiIhqxeATIRMTEyxduhTx8fHYuXMnXn31VeTn50sdFtUzQRC0q03/cDwR6awKERFRDRh8ItS8eXP4+fkBAJycnODg4IDMzExpgyKd6NbGHgHuTVFUqsHK/dekDoeIiBoByROhAwcOYOjQoXB2doYgCNi6detDbSIiIuDh4QFzc3OEhIQgKirqsa4VGxsLtVoNV1fXOkZN+qisKlQ2g2zD8RusChERUbUkT4Ty8/Ph6+uLiIiIR76+ceNGhIeHY8GCBThx4gR8fX0xYMAApKena9v4+fnBx8fnoUdKSoq2TWZmJiZOnIivv/5a55+JpNO9jQM6u9miqFSDrw6wKkRERFUTRFEUpQ6inCAI2LJlC0aMGKE9FhISgqCgIKxYsQIAoNFo4OrqilmzZmHu3Lk1Om9RURH69++PadOm4bnnnqu2bVFRkfZ5Tk4OXF1dkZ2dDRsbm9p/KGpwBy7dxsTVUVCYyHDwzT5wtDaXOiQiImpgOTk5UCqV1X5/S14RqkpxcTFiY2MRFhamPSaTyRAWFoajR4/W6ByiKGLy5Mno27dvtUkQACxcuBBKpVL7YDda49Oj7QNVIY4VIiKiKuh1IpSRkQG1Wg2VSlXhuEqlQmpqao3OcfjwYWzcuBFbt26Fn58f/Pz8cObMmUrbz5s3D9nZ2dpHUlJSnT4DNbyy1abLZpBtOH4D6bkcK0RERI9mInUAuta9e3doNJoat1coFFAoFIiIiEBERATUarUOoyNd6dnWAf5utjiZmIWv91/Df570ljokIiLSQ3pdEXJwcIBcLkdaWlqF42lpaXByctLptWfOnIn4+HhER0fr9DqkG2WrTZfNIPv++A3czi2q5h1ERGSM9DoRMjMzQ0BAACIjI7XHNBoNIiMjERoaKmFk1Bj0atcMfq62KCzR4OsDXG2aiIgeJnkilJeXh7i4OMTFxQEAEhISEBcXh8TERABAeHg4Vq1ahXXr1uH8+fOYMWMG8vPzMWXKFJ3GFRERAW9vbwQFBen0OqQ7D+5M/90xVoWIiOhhkk+f37dvH/r06fPQ8UmTJmHt2rUAgBUrVmDx4sVITU2Fn58fli1bhpCQkAaJr6bT70g/iaKIEV8cwamkLLzYsxXeGuwldUhERNQAavr9LXkipO+YCDV+ey+mY8qaaJibynDozb5wsFJIHRIREemYQawjRFQferdrBt8WShSWaLCKq00TEdEDmAhVgmOEDMeDO9OvP3oDGXkcK0RERGWYCFWC0+cNS+/2zdCphRL3StRYdZBVISIiKsNEiIzCgzvTrz9yA3dYFSIiIjARIiPSp72jtir0NatCREQEJkKV4hghw/PgatPfHWVViIiImAhVimOEDFNfT0d0dFGioFiNVQcTpA6HiIgkxkSIjMqDVaH1R68jM79Y4oiIiEhKTITI6PTzcoSPi839qhDHChERGTMmQpXgGCHDJQgCXu13f12hI6wKEREZMyZCleAYIcNWXhXKL1bjG1aFiIiMFhMhMkplY4XKqkLrjlzHXVaFiIiMEhMhMlphXo7o4Hy/KnSIVSEiImPERIiM1oMzyNYeZlWIiMgYMREio9bfWwXv5mVVoW8PcV0hIiJjw0SoEpw1ZhwEQcCc+3uQreVYISIioyOIoihKHYQ+y8nJgVKpRHZ2NmxsbKQOh3RAFEUMWXYI8bdy0KmFEh+M8EGnFrZSh0VERHVQ0+9vVoTI6AmCgAVDvWGlMMHpm9kYHnEY8349zfWFiIiMABMhIgAhreyx57VeGOnvAlEEfoxKQt9P9+H7Yzeg1rBoSkRkqNg1Vg12jRmfqIRMzP/tLC6k5gIAfFxs8N4wHwS4N5U4MiIiqqmafn8zEaoGEyHjVKrW4PtjN/DprkvILSwFADwV0AJzB3nCwUohcXRERFQdjhEiqgMTuQyTu7XEntd6Y0xACwDAz7E30WfJPqw5nIBStUbiCImIqD4wEaoEp88TADSzVmDxGF/8MqMrfFxskFtYivf+iMeTyw/h+LU7UodHRER1xK6xarBrjMqpNSJ+jErE4r8vIvteCQBghJ8z5g32gsrGXOLoiIjoQewaI6pncpmAZ7u4Y+/rvfF0sBsEAdgal4K+S/Zh1YFrKGF3GRFRo8OKUDVYEaLKnL6ZhXd+O4dTSVkAgDaOVnhvWAd0a+MgbWBERMRZY/WFiRBVRaMRsTk2CR/vuKhdgHFIx+Z4e4gXnG0tJI6OiMh4sWuMqAHIZALGBblh72u9MSnUHTIB+PPMLfT7dD++2HcFRaVqqUMkIqIqsCJUDVaEqDbOpWRjwW/nEHPjLgCgpUMTvDusA3q1ayZxZERExoVdY/WEiRDVliiK2HIyGR9tv4CMvCIAwBPeKrzzpDdc7Swljo6IyDiwa4xIIoIgYFTnFtjzei88370l5DIBO+PTEPbZfny++zIKS9hdRkSkL1gRqgYrQlRXl9JyMf+3szh2LRMA4GZniflPeiPMWyVxZEREhosVoTriytJUX9qprPHjtC5Y9rQ/VDYKJGYW4IX1MZi6Nho37uRLHR4RkVFjRagarAhRfcovKsWyPZex+lACStQizOQyTO/VCi/3bgMLM7nU4RERGQwOlq4nTIRIF66k5+G9P87h4OUMAICLrQXeedILAzo4QRAEiaMjImr8dNo1lpSUhJs3b2qfR0VF4dVXX8XXX3/9OKcjMjptHK2wfmowVj7bGS62FkjOuoeXvj+BiaujcPV2ntThEREZjcdKhJ555hns3bsXAJCamor+/fsjKioKb7/9Nv7v//6vXgMkMlSCIGCgT3PsDu+FWX3bwEwuw8HLGRi49AAW/XUB+UWlUodIRGTwHisROnv2LIKDgwEAmzZtgo+PD44cOYINGzZg7dq19RkfkcGzMJPjtSfaY+e/eqJP+2YoUYtYuf8q+n26H3+cSgF7r4mIdOexEqGSkhIoFAoAwO7duzFs2DAAgKenJ27dulV/0REZEQ+HJlgzJRjfTAyEq50FUnMKMevHk3hm1XFcSsuVOjwiIoP0WIlQhw4dsHLlShw8eBC7du3CwIEDAQApKSmwt7ev1wCJjE2Ytwq7/tUL/wprB4WJDEev3cGgzw/i/W3xyC0skTo8IiKD8liJ0Mcff4yvvvoKvXv3xtNPPw1fX18AwO+//67tMiOix2duKsecsLbYHd4LT3iroNaI+PZQAvos2Y9fT9xkdxkRUT157OnzarUaOTk5aNq0qfbY9evXYWlpCUdHx3oLUGqcPk/6YN/FdLz3RzwSMsoWYAzyaIr3hvnA25n/TxIRPYpO1xG6d+8eRFGEpWXZBpI3btzAli1b4OXlhQEDBjx+1HqIiRDpi6JSNb49lIDlkVdwr0QNmQA818Ud4f3bQ2lpKnV4RER6RafrCA0fPhzr168HAGRlZSEkJASffvopRowYgS+//PLxIiaiKilM5Hi5dxtEvtYLQzo1h0YE1h29gb6f7sOm6CRoNOwuIyKqrcdKhE6cOIEePXoAAH7++WeoVCrcuHED69evx7Jly+o1wLrKyspCYGAg/Pz84OPjg1WrVkkdElGdONtaIOKZztjwQgjaOFrhTn4x/v3LaYz68ghO38ySOjwiokblsbrGLC0tceHCBbi5uWHs2LHo0KEDFixYgKSkJLRv3x4FBQW6iPWxqNVqFBUVwdLSEvn5+fDx8UFMTEyNZ7exa4z0WYlag7WHr2Pp7kvIL1ZDEIDxQW6YO8gTSgt2lxGR8dJp11ibNm2wdetWJCUl4e+//8YTTzwBAEhPT9e7ZEEul2vHMhUVFUEURc64IYNhKpdhWs9W2PN6b4zwc4YoAj9GJWLymigUlaqlDo+ISO89ViI0f/58vP766/Dw8EBwcDBCQ0MBADt37oS/v3+tznXgwAEMHToUzs7OEAQBW7dufahNREQEPDw8YG5ujpCQEERFRdXqGllZWfD19UWLFi3wxhtvwMHBoVbvJ9J3KhtzLB3vj40vdoHSwhQnE7PwztazTPqJiKrxWInQU089hcTERMTExODvv//WHu/Xrx/++9//1upc+fn58PX1RURExCNf37hxI8LDw7FgwQKcOHECvr6+GDBgANLT07Vtysf//PORkpICALC1tcWpU6eQkJCAH374AWlpaY/xqYn0X0gre6x4xh8yAdgUcxPrj96QOiQiIr322OsIlSvfhb5FixZ1D0YQsGXLFowYMUJ7LCQkBEFBQVixYgUAQKPRwNXVFbNmzcLcuXNrfY2XX34Zffv2xVNPPfXI14uKilBUVKR9npOTA1dXV44Rokblm4PX8MGf5yGXCfju+WB0bc0qKBEZF52OEdJoNPi///s/KJVKuLu7w93dHba2tnj//feh0WgeO+h/Ki4uRmxsLMLCwv4XsEyGsLAwHD16tEbnSEtLQ25u2T5N2dnZOHDgANq3b19p+4ULF0KpVGofrq6udfsQRBJ4vntLjPR3gVojYuaGE0jK1J8JDERE+uSxEqG3334bK1aswKJFi3Dy5EmcPHkSH330EZYvX4533nmn3oLLyMiAWq2GSqWqcFylUiE1NbVG57hx4wZ69OgBX19f9OjRA7NmzULHjh0rbT9v3jxkZ2drH0lJSXX6DERSEAQBC0d1RKcWStwtKMG09TEoKC6VOiwiIr1j8jhvWrduHb755hvtrvMA0KlTJ7i4uODll1/Ghx9+WG8B1lVwcDDi4uJq3F6hUEChUCAiIgIRERFQqznzhhonc1M5vnouAEOXH8aF1Fy8sfk0VjzjD0EQpA6NiEhvPFZFKDMzE56eng8d9/T0RGZmZp2DKufg4AC5XP7Q4Oa0tDQ4OTnV23UeZebMmYiPj0d0dLROr0OkS82VFlj5bGeYygX8eeYWvth3VeqQiIj0ymMlQr6+vtrByw9asWIFOnXqVOegypmZmSEgIACRkZHaYxqNBpGRkdop+0RUtUAPO/zfcB8AwJKdF7HnAmdNEhGVe6yusU8++QRDhgzB7t27tQnJ0aNHkZSUhO3bt9fqXHl5ebhy5Yr2eUJCAuLi4mBnZwc3NzeEh4dj0qRJCAwMRHBwMJYuXYr8/HxMmTLlcUKvMXaNkSF5OtgN51Ky8f2xRMz5MQ5bZnZDG0crqcMiIpLcY0+fT0lJQUREBC5cuAAA8PLywosvvogPPvgAX3/9dY3Ps2/fPvTp0+eh45MmTcLatWsBlFWaFi9ejNTUVPj5+WHZsmUICQl5nLBrjVtskKEoLtXg2W+PIyohE60cmmDLzG7choOIDFZNv7/rvI7Qg06dOoXOnTsbVBWFiRAZkoy8Igxbfggp2YXo074ZvpkUBLmMg6eJyPDodB0hImqcHKwU+HpiIMxNZdh78TaW7LwodUhERJJiIlSJiIgIeHt7IygoSOpQiOqVj4sSH48um9Tw5b6r+ONUisQRERFJh4lQJTh9ngzZcD8XvNSrNQDgjZ9P4WxytsQRERFJo1azxkaNGlXl61lZWXWJhYga0BsD2uNCag72XbyN6d/F4vdXusHeSiF1WEREDapWFaEH9+B61MPd3R0TJ07UVawNil1jZOjkMgGfj/dHS4cmSM66hxkbTqBEXX97BRIRNQb1OmvMEHHWGBm6K+m5GBFxBHlFpZgY6q5dfJGIqDHjrDEiqpE2jtZYOs4PggCsP3oDP0UlSh0SEVGDYSJERAjzVuG1/u0AAO/8dhaxN+pvz0AiIn3GRIiIAAAz+7TB4I5OKFGLmP7dCdzKvid1SEREOsdEqBIcLE3GRhAELH7KF55O1sjIK8JL38WisMRwVoknInoUDpauBgdLk7FJyizAsBWHcLegBKP8XfDpWF8IArfhIKLGhYOlieixuNpZIuKZzpDLBPx6MhnfHkqQOiQiIp1hIkRED+naxgH/GeIFAPho+3kcupwhcURERLrBRIiIHmlyVw88FdACGhGY+cMJ3LiTL3VIRET1jokQET2SIAj4YIQP/FxtkX2vBC+uj0V+UanUYRER1SsmQpXgrDEiwNxUjq+eC4CjtQIX03IRvikOGg3nVxCR4eCssWpw1hgRcCLxLsZ/dQzFag3+FdYOc8LaSh0SEVGVOGuMiOpNZ7em+GBk2R5k/919CTvPpUocERFR/WAiREQ1MjbQFZO7egAA/rUxDpfScqUNiIioHjARIqIae3uIF0Jb2SO/WI1p62OQVVAsdUhERHXCRIiIasxULkPEhM5o0dQCN+4UYNaPJ1Gq1kgdFhHRY2MiRES1YtfEDF8/FwgLUzkOXs7AJ39flDokIqLHxkSoEpw+T1Q5b2cbLBnjCwD4+sA1bD2ZLHFEpEuiKOLLfVex/uh1cKIxGRpOn68Gp88TVW7J3xexYu8VKExk+PmlrujYQil1SKQDx6/dwbivjwEARvg5Y9HoTjA3lUscFVHVOH2eiHQuvH879PN0RFGpBi9+F4PbuUVSh0Q6sDEmSfvfW+NSMOGb47iTx3tNhoGJEBE9NplMwH/H+6F1sya4lV2IGd/HoriUg6cNSU5hCbafuQUA+PfA9rAxN0HsjbsY8cVhXOYSCmQAmAgRUZ3YmJti1cRAWJubIObGXbz7xzmpQ6J69HtcCgpLNGjraIUZvVrj15e7wc3OEkmZ9zDqyyM4ePm21CES1QkTISKqs1bNrLDsaX8IAvDD8UR8f+yG1CFRPdl0v1tsXJArBEFAG0crbJ3ZDUEeTZFbWIrJa6J5v6lRYyJERPWiT3tH/HuAJwDg3d/PISohU+KIqK7iU3Jw+mY2TOUCRvq7aI/bNTHD9y+EYJS/C9QaEf/Zehbvb4uHmhvyUiPERIiI6s1LvVphqK8zSjUiZnwfi+Sse1KHRHVQXg3q762CvZWiwmsKEzk+HeuL1/q3AwB8eygB07+LQX5RaYPHSVQXTISIqN4IgoBPRndCB2cb3MkvxvTvYnCvWC11WPQYCkvU2HJ/fahxQW6PbCMIAmb1a4sVz/hDYSLD7vPpeGrlUaQwAaZGhIkQEdUrCzM5vnouAHZNzHA2OQdv/nKai/A1Qn+fS0X2vRI4K83RvY1DlW2f7OSMn17sAgcrM5y/lYMREYdx5mZ2A0VKVDdMhCrBlaWJHl+Lppb4YkJnmMgE/H4qBV8fuCZ1SFRLG6PLusXGBLpCLhOqbe/v1hRbXu6G9iprpOcWYcxXR7Dj7C1dh0lUZ0yEKjFz5kzEx8cjOjpa6lCIGqUureyxYKg3AODjHRew72K6xBFRTSXeKcCRq3cgCMCYwBY1fp+rnSV+nhGKXu2aobBEg5e+P4Ev911lRZD0GhMhItKZZ7u44+lgV2hEYNaPJ5GQkS91SFQD5YOku7dxQIumlrV6r7W5Kb6dFIhJoe4AypLgN385zYU2SW8xESIinREEAe8N80GAe9maM9PWxyC3sETqsKgKao2In2NvAihbO+hxmMhleG+4D94d6g2ZAGyKuYlJq6OQVVBcn6ES1QsmQkSkU2YmMnz5bGc42ZjjSnoe/rUxDhquN6O3Dly6jdScQjS1NEV/b1WdzjW5W0t8OykIVgoTHL12B6O+OMKqIOkdJkJEpHOO1ub4emIAzO5PsV66+5LUIVElfopOBACM9G8BhUndd5jv4+mIn2eEwsXWAtcy8jHyi8M4du1Onc9LVF+YCBFRg+jUwhaLRnUEACzbcwV/neGMIn1zO7cIkefLBrU/brfYo3g62WDLzK7wdbVFVkEJnvv2ODY/sKM9kZSYCBFRgxnVuQVe6N4SAPDa5lM4fytH4ojoQb+euIlSjQg/V1u0d7Ku13M7Wptj44tdMKRTc5SoRbzx82l8suMCu0lJckyEiKhBzR3kiR5tHVBQrMaL38Xgbj4H0OoDURSx8YENVnXB3FSO5eP9MatvGwDAF/uu4pUfT3D1cZIUEyEialAmchmWP+0PNztLJGXew8wfTqBUzanVUou5cRfXbufD0kyOob7OOruOTCbgtSfa49MxvjCVC9h+JhXjvz6K9JxCnV2TqCpMhIiowdlammHVxEBYmslx5OodfLT9gtQhGb3ylaSHdGwOK4WJzq83OqAFNrzQBU0tTXHqZjZGRBxmV2kN3ckrQsTeK1geeRlqdi3WmdEkQgUFBXB3d8frr78udShEBKC9kzU+G+sHAFh9OEG7dg01vNzCEvx5umzwuq66xR4luKUdtrzcDa0cmiAluxBPfXkEey6kNdj1G5urt/Mw79cz6LpoDxb/fRGf7rqEnedSpQ6r0TOaROjDDz9Ely5dpA6DiB4w0McJc/q1BQC8teUMTibelTgi4/THqVu4V6JG62ZNEODetEGv7eHQBFte7oaure2RX6zGC+tisOZwArfluE8URRy7dgfPr41Gv0/348eoRBSVamDXxAwA8O2hBIkjbPyMIhG6fPkyLly4gEGDBkkdChH9w5x+bfGEtwrFpRq89H0sx4pI4MFB0oJQ/Qar9U1paYp1U4MxPqhsO5b3/ojH/N/OGfXYsRK1Br/FJWPYisMY//UxRF5IhyAAYV4qbHyxC3bM6QFTuYCYG3dxKilL6nAbNckToQMHDmDo0KFwdnaGIAjYunXrQ20iIiLg4eEBc3NzhISEICoqqlbXeP3117Fw4cJ6ipiI6pNMJuCzcX5op7JCWk4Rpn8fi6JSziJqKBdSc3AqKQsmMgGjOtd8g9X6ZiqXYeGojnhrsCcEAfju2A1MXReDHCPbkiWnsASrDlxDr0/2Ys5PcTiTnA2FiQzPhLhhd3gvfDMpECGt7OFoY46hncoGtbMqVDeSJ0L5+fnw9fVFRETEI1/fuHEjwsPDsWDBApw4cQK+vr4YMGAA0tP/t5O1n58ffHx8HnqkpKTgt99+Q7t27dCuXbuG+khEVEtWChN8/VwgbMxNcDIxC+9sPcuukQZSPkg6zEsFByuFpLEIgoAXe7bGymcDYGEqx4FLtzH6iyNIyiyQNK6GkJx1Dx9si0fXhXvw4fbzSMkuhIOVGf4V1g5H5vbFRyM7onUzqwrvmXp/Ta7tZ27hVvY9KcI2CIKoR79tBEHAli1bMGLECO2xkJAQBAUFYcWKFQAAjUYDV1dXzJo1C3Pnzq32nPPmzcP3338PuVyOvLw8lJSU4LXXXsP8+fMf2b6oqAhFRUXa5zk5OXB1dUV2djZsbGzq9gGJqEoHLt3G5DVRZd0jwzpgUlcPqUMyaEWlaoR8FImsghKsmRKEPu0dpQ5J62xyNp5fF420nCI4WJnhq+cCG3z8UkM4czMbqw5ew59nbmlngLVxtMIL3VtihL8LzE2r3uZk3FdHcTwhEy/1ao25gzwbIuRGIycnB0qlstrvb8krQlUpLi5GbGwswsLCtMdkMhnCwsJw9OjRGp1j4cKFSEpKwvXr17FkyRJMmzat0iSovL1SqdQ+XF0bbgYFkbHr2a4Z5g3yAgD837Z4HLmaIXFEhm3nuTRkFZSgudIcPds2kzqcCnxclPhtZnd0cLZBRl4xnl51DL+fSpE6rHqh0YjYHZ+GcV8dxdAVh/D7qRSoNSK6trbHmslB2PlqT4wPdqs2CQKA5+9XhX6MSkRBcamuQzdIep0IZWRkQK1WQ6WquAOySqVCaqpupgzOmzcP2dnZ2kdSEvfDIWpIL/RoiZH+LlBrRMz79YxRD5jVtfJusacCWkAua/hB0tVxUppj0/RQhHmVDaaf/eNJfL77cqPtNi0sUWPD8RsI++9+vLA+BscTMmEiEzDCzxnbZnXHD9O6oI+nI2S1uBf9vFRws7NE9r0S/MIlKB6L7lfN0iOTJ0+uto1CoYBCIW0/OZExEwQBH470wf5Lt3HjTgF+P5Ui6SBeQ5WUWYBDV8oqbmMD9bfy3URhgq+eC8Civ85j1cEE/Hf3JSRk5GHR6E41qpjog4y8Iqw/egPfH7uBzPtbylgrTPBMiBsmd/NAc6XFY59bLhMwpZsH3vsjHqsPX8eEEPdaJVKk5xUhBwcHyOVypKVVXGArLS0NTk5OOr12REQEvL29ERQUpNPrENHDLM1MMK1HKwDAij1XuHquDmy+Xz3o1sYernaWEkdTNblMwNtDvPHRyI6QywRsjUvBs98cx528ourfLKEr6XmY9+tpdF20B8siLyMzvxguthZ450lvHH2rH+YN9qpTElRuTKArrBUmSMjIx96L6dW/gSrQ60TIzMwMAQEBiIyM1B7TaDSIjIxEaGioTq89c+ZMxMfHIzo6WqfXIaJHey7UHbaWpriWkY8/z9ySOhyDotaI2KxdO8hN4mhq7pkQN6ybEgxrcxPE3LiLEV8cxuW0XKnDqkAURRy5moGpa6MR9tl+/BiVhOJSDXxbKLHiGX/sf6M3nu/esl63MbFSmGB8cFlVj1Ppa0/yRCgvLw9xcXGIi4sDACQkJCAuLg6JiYkAgPDwcKxatQrr1q3D+fPnMWPGDOTn52PKlCkSRk1EumalMMHz3coGgi6PvAwNq0L15uDl27iVXQilhSme8FZV/wY90r2tA7a83FW7ae+oL4/g0GXpB9WXqDXYejIZQ1ccwjOrjmPP/QUQ+3ursGl6KLbO7IYnOznDRK6br91JXT0gE4AjV+8gPoV7ttWG5IlQTEwM/P394e/vD6As8fH399fO7Bo3bhyWLFmC+fPnw8/PD3FxcdixY8dDA6jrG7vGiKQ3qZsHrM1NcDk9Dzu4p1K9KR8kPbIG07P1URtHa2yd2Q2B7k2RW1iKSWuisOH4DUliySkswVf7r6LnJ3vx6sY4nE3OgbmpDM92cUNkeC+smhiI4JZ2Ol+xu0VTSwzyaQ6gbO8+qjm9WkdIH9V0HQIi0o3/7rqEzyMvw9PJGttn9+BA0DrKyCtC6MJIlKhF/DWnB7yaN97fa0Wlasz95Qy2nEwGUDaV/K3BXg0yA+7m3QKsOXwdG6OTkFdUNm3dwUqBSaHumNDFXbsXWEOKvXEXo788AjO5DIfm9oGjtXmDx6BPavr9bVSzxoio8ZnarSW+PZSAC6m52HU+DQM66HaihKHbciIZJWoRvi2UjToJAgCFiRyfjfVFS4cm+GzXJXx7KAE37uTj8/H+aFKPY3AedCopC6sOXsNfZ1O1g/jbOlphWo9WGObnLGmFLcC9KfxcbRGXlIUNxxLxr/7cUaEmJO8a01fsGiPSD0pLU0y+v8L0ssjGu4aMPhBFUbvB6tgg/Z0yXxuCIGB2v7ZY9rQ/zExk2H0+HWNWHq3XLSc0GhG74tMw9qujGB5xGNtOl60C3a2NPdZMCcLOf/XE2CBXvehmLF9g8ftjN1BYwj37aoJdY9Vg1xiR9O7mF6Pbx3tQUKzGt5MC0c+rcQ3w1RexNzIx+sujMDeVIertMNiYm0odUr06kXgXL66PQUZeMRytFfh2UhA6tlA+9vnuFavxy4mbWH0oAdcy8gEAJjIBw3yd8XyPlujg/Pjn1pVStQY9P9mLlOxCfDK6k8EkvI/DILbYICICgKZNzDAx1AMAq0J1UT5IekhHZ4NLggCgs1tTbHm5G9qprJCeW4QxXx3BjrO1H2R/O7cIn+28iK6LIvGfrWdxLSMf1uYmmN6rFQ6+2QefjfPTyyQIAEzkMu0efasPJ/DfSg0wESKiRuGFHi1hYSrHqZvZ2H/pttThNDp5RaXYdrpsPaZxBlwlcLWzxM8zuqJnu2YoLNFgxoZYrNx/tUYJweW0XLz582l0+3gPlu25grsFJWjR1ALzn/TG0Xn9MG9Q/SyAqGvjg91gaSbHhdRcHL5yR+pw9B4ToUpwjBCRfnGwUuDZLmWL/33OqlCtbTuVgoJiNVo5NEGQh+Ht4v4gG3NTrJ4UiImh7hBFYNFfF/DmL6dRXPrwvnWiKOLIlQxMWROF/v89gI0xZQsg+rnaIuKZztj3em9MrecFEHVNaWGKMQFl29J8e+iaxNHoP44RqgbHCBHpj/TcQvT4eC+KSjX4/vkQdG/rIHVIjcbILw7jZGIW5g7yxEu9WksdToNZezgB/7ctHhoRCG1lj5XPBkBpaYoStQbbTqdg1YEExN8qW4BQEIAnvFWY1qMVAtyb6nztH126npGPPp/ugygCu8N7oY2jldQhNThOnycig+NobY5nQtyw5vB1fB55Cd3a2DfqL6uGciktFycTs2AiEzCqs4vU4TSoyd1aws3eErN+OImj1+5g5BeHMdLfBRuOJyI1pxAAYG4qw5gAV0zt3hItHZpIHHH98HBogn6eKuw+n4Y1hxPw4ciOUoekt9g1RkSNyku9WsPMRIbo63dx7Fqm1OE0CuWDpPt6OhrlInt9PVX4eUZXOCvNcS0jH5/uuoTUnEI4WCnw+hPtcHRuP7w/wsdgkqBy5VPpfzlxE3fv73pPD2MiRESNisrGHOPvD/ZdFnlZ4mj0X1GpGr+eKNtp3pAHSVfHq7kNtr7SDd3a2MPHxQafPNUJh+f2wSt926KpBKtAN4Qurezg3dwGhSUa/BCVKHU4eouJUCU4WJpIf73UqzVM5QKOXruDqARWhaqyOz4ddwtKoLJRoFe7ZlKHIylHa3NseKELts3qgbGBrlCYSL8Aoi4JgqCtCq0/ev2Rg8WJiVClZs6cifj4eERHR0sdChH9g7OtBcYEllU3lu9hVagqP0WXVQKeCmihs53PSX8N9XVGM2sF0nKKsP3MLanD0Uv8V0FEjdKMXq1hIhNw8HIGTiTelTocvXTzbgEOXckAAIwNNN5uMWNmZiLDxC7uAIBvD3GBxUdhIkREjZKrnaV2BtRyjhV6pJ9jb0K8P23c3d6wBgJTzT0T4gYzExnOJGcj+jr/aPgnJkJE1GjN7NMGcpmAvRdv4/TNLKnD0StqjYjNMWWDpMcHsxpkzOytFBjlX/ZHAxdYfBgToUpwsDSR/nO3b4Lhfs4AgGWRVySORr8cvpKB5Kx7sDE3wYAOTlKHQxKben/Q9M74NCTeKZA4Gv3CRKgSHCxN1DjM7NMGMgHYfT4NZ5OzpQ5Hb5SvHTTS3wXmpoY9O4qq105ljR5tHSCKwJojCVKHo1eYCBFRo9a6mRWG+pZVhVbsYVUIADLzi7EzvmzX9bFGvHYQVVQ+lX5TdBJyCkskjkZ/MBEiokbvlT5tIAjAjnOpuJCaI3U4kvv1xE2UqEX4uNigg7NS6nBIT/Rq1wxtHK2QX6zGpvsVQ2IiREQGoK3KGoM7NgcALDfyqpAoitgUU/YlNy7ITeJoSJ8IgoCp3cqqQmsOX0epmgssAkyEiMhAzOrbBgCw/cwtXE7LlTga6cQlZeFSWh4UJjIMu99lSFRuVGcXNLU0RXLWPeyKT5M6HL3ARIiIDIKnkw0GdnCCKAIr9hpvVah8kPSQjs2htDCVOBrSN+amckwI+d8Ci8REiIgMyKx+ZVWhP06l4OrtPImjaXj5RaX441QKAA6SpspNDHWHqVxAzI27OJWUJXU4kmMiVAmuI0TU+HRwViLMSwWNCEQYYVXoz9O3kF+shoe9JUJa2kkdDukpRxtzDO1U1m3KqhAToUpxHSGixmn2/arQb3EpuJ6RL3E0DWvj/UHSY4NcIQiCxNGQPitfYHH7mVu4lX1P4mikxUSIiAxKpxa26NO+GdQaEV/sM56q0JX0XMTeuAu5TMBTnVtIHQ7pOR8XJUJa2qFUI2LdkRtShyMpJkJEZHBm9WsLAPj1RDKSMo1jO4HyQdJ92jvC0cZc4mioMShfYPHHqEQUFJdKHI10mAgRkcHp7NYUPdo6oFQj4ot9V6UOR+eKSzX45UQyAGAcB0lTDfXzUsHd3hLZ90rwS+xNqcORDBMhIjJIc+5XhX6OTUJKlmGPgYg8n4bM/GI4WivQp30zqcOhRkIuEzClqwcAYPXh69BoRGkDkggTISIySIEeduja2h4lahEr9xt2Vah8kPTogBYwkfPXOtXcmEBXWJubICEjH3svpksdjiT4L4aIDNasvmVVoZ+ikpCaXShxNLqRknUP+y/dBgCMDWS3GNVOE4UJng4u24rFWKfSMxEiIoPVpZUdgj3sUKzW4KsDhlkV+jn2JkQRCGlph5YOTaQOhxqhSV09IJcJOHL1DuJTjG/TYiZCRGSwBEHA7PtjhX44noj0XMOqCmk0/9tgdXwwq0H0eFxsLTCwgxMAYPVh46sKMRGqBFeWJjIM3drYo7ObLYpKNVh14JrU4dSrI1fv4Obde7A2N8Egn+ZSh0ONWPkCi7/HpRjcHwzVYSJUCa4sTWQYHqwKfX8sERl5RRJHVH9+ik4EAAz3c4a5qVziaKgxC3BvCj9XWxSrNfj+WKLU4TQoJkJEZPB6tWsG3xZK3CtR45uDhlH6v5tfjJ3n0gAA44PcJI6GDEH5Aosbjt1AYYla4mgaDhMhIjJ4D1aF1h+9jsz8YokjqrstJ5NRrNbAu7kNfFyUUodDBmCQjxOclea4k1+M3+KSpQ6nwTARIiKj0NfTER2cbVBQrMbqRj5NWBQ5SJrqn4lchkn3F1j89lACRNE4FlhkIkRERuHBqtDaI9eRXVAicUSP7/TNbFxIzYWZiQzDfV2kDocMyPhgN1iayXEpLQ+Hr9yROpwGwUSIiIxGfy8VPJ2skVdU2qinCf90f4PVwT5OUFqaShwNGRKlhSnGBLQAAHx7yLBmWVaGiRARGQ2Z7H9VodWHE5BT2PiqQgXFpfjjVAoAYCw3WCUdmNKtJQQB2HvxNq6k50kdjs4xESIiozKwgxPaOloht7AU6w5flzqcWvvz9C3kFZXCzc4SXVraSx0OGSAPhybo56kCAKxpxJXTmmIiRERGRSYTMOt+VeibQwnIKyqVOKLaKR8kPS7IFTKZIHE0ZKjKp9L/cuIm7hrALMuqMBEiIqMzpGNztGrWBNn3SrD+6HWpw6mxK+l5iL5+FzIBGN25hdThkAHr0soO3s1tUFiiwQ9Rhr3AolEkQh4eHujUqRP8/PzQp08fqcMhIonJZQJm9W0DAPjmYAIKihtHVWjz/WpQn/aOcFKaSxwNGTJBELRVofVHr6O4VCNxRLpjFIkQABw5cgRxcXHYu3ev1KEQkR4Y2skZHvaWyMwvxoZGsKVAiVqDX07cBMBB0tQwhvo6o5m1Amk5Rdh+5pbU4eiM0SRCREQPMpHLMLNPWVXoqwPXcK9Yv7cUiDyfjoy8YjhYKdDX01HqcMgImJnIMLGLOwDDXmBR8kTowIEDGDp0KJydnSEIArZu3fpQm4iICHh4eMDc3BwhISGIioqq1TUEQUCvXr0QFBSEDRs21FPkRNTYjfB3QYumFsjIK8KPej4OonyQ9OgAF5jKJf/VTUZiQhd3KExkOJOcjejrd6UORyck/9eUn58PX19fREREPPL1jRs3Ijw8HAsWLMCJEyfg6+uLAQMGID09XdvGz88PPj4+Dz1SUsrW2jh06BBiY2Px+++/46OPPsLp06cb5LMRkX4zfaAqtHL/Vb3daDI1uxD7Lpb9zhsXyG4xajh2TcwwqnPZ6uWGusCiidQBDBo0CIMGDar09c8++wzTpk3DlClTAAArV67En3/+idWrV2Pu3LkAgLi4uCqv4eJSdhObN2+OwYMH48SJE+jUqdMj2xYVFaGoqEj7PCcnpzYfh4gamdGdW2B55GWkZBdiU0wSJoZ6SB3SQ36OTYJGBII97NCqmZXU4ZCRmdqtJX6MSsLO+DQk3imAm72l1CHVK8krQlUpLi5GbGwswsLCtMdkMhnCwsJw9OjRGp0jPz8fubm5AIC8vDzs2bMHHTp0qLT9woULoVQqtQ9XV/71RWTIzExkmHG/KvTlvqsoKtWvqpBGI2Lj/W4xDpImKbRVWaNnu2YQRWDNEcNbYFGvE6GMjAyo1WqoVKoKx1UqFVJTU2t0jrS0NHTv3h2+vr7o0qULJk6ciKCgoErbz5s3D9nZ2dpHUlJSnT4DEem/sYEt4GRjjlvZhfg59qbU4VRw7NodJGXeg7XCBIM7OkkdDhmp8qn0m6KTGuXWNFWRvGtM11q1aoVTp07VuL1CoYBCodBhRESkbxQmcrzUqxXe/SMeX+y9ijEBrjAz0Y+/E8s3WB3q5wxLM4P/lU16qmdbB7RxtMKV9Dxsik7CCz1aSR1SvdGPf+mVcHBwgFwuR1paWoXjaWlpcHLS7V9GERER8Pb2rrJ6RESGY3ywG5pZK5CcdQ9bTupHVSi7oAQ7zpVVv8ezW4wkJAgCpnYrqwqtOXwdpWrDWWBRrxMhMzMzBAQEIDIyUntMo9EgMjISoaGhOr32zJkzER8fj+joaJ1eh4j0g7mpHNN7lv2Vu2LvFZTowS/6rXHJKC7VwNPJGh1dlFKHQ0ZuVGcXNLU0RXLWPeyMT6v+DY2E5IlQXl4e4uLitDO/EhISEBcXh8TEsjU9wsPDsWrVKqxbtw7nz5/HjBkzkJ+fr51FRkRUXyaEuMPBygxJmffwW1yKpLGIoqjtFhsf5ApB4AarJC1zUzkmhPxvgUVDIXkiFBMTA39/f/j7+wMoS3z8/f0xf/58AMC4ceOwZMkSzJ8/H35+foiLi8OOHTseGkBd39g1RmR8LMzkmHZ/7EPE3iuSlv/PJufg/K0cmJnIMMLfRbI4iB40MdQdpnIBsTfuIi4pS+pw6oUgGuqa2fUkJycHSqUS2dnZsLGxkTocItKx/KJSdP94D+4WlGDpOD/JkpC3t5zBhuOJGOrrjOVP+0sSA9GjhG+Mw68nkzHM1xnL9Pj/zZp+f0teESIi0idNFCbaGTHL91yGWtPwfyveK1bj9/tdcxwkTfpm6v2p9NvP3MKt7HsSR1N3TIQqwa4xIuM1MdQdSgtTXL2dL8mu29vP3EJuUSlc7SwQ2sq+wa9PVBUfFyVCWtqhVCNi3ZEbUodTZ0yEKsFZY0TGy9rcVLuA3PI9l6Fp4KqQdiXpAFfIZBwkTfqn/N/Hj1GJKCgulTiaumEiRET0CJO6esDa3ASX0vKwM75mK9nXh2u38xCVkAmZADwV2KLBrktUG/28VHC3t0T2vRL8omersdcWEyEiokdQWphiyv0F5D6PvIKGmleyKabsS6VXu2ZorrRokGsS1ZZcJmBKVw8AwOrD1xu8alqfmAhVgmOEiGhqNw9YKUxw/lYOdp9P1/n1StQa/HKiLBEax0HSpOfGBLrC2twECRn52HtR9/8+dIWJUCU4RoiIbC3NMDG0bAG5ZZGXdV4V2nshHbdzi+BgZYa+nrpdK42orpooTPB0sBuAxr3AIhMhIqIqvNCjFSzN5DiTnI19F2/r9Fqb7g+SHtW5hd5s+kpUlUldPSCXCThy9Q7iU3KkDuex8F8aEVEV7JqY4bkuZVWhz3VYFUrLKcSeC2XdC2MD2S1GjYOLrQUG+pRtgr76cOOsCjERIiKqxgs9WsHcVIa4pCwcvJyhk2v8HHsTGhEIdG+KNo5WOrkGkS6UT6X/PS4F6bmFEkdTe0yEKsHB0kRUrpm1QrvZpC6qQhqNqO0WG8tB0tTIdHZrCn83WxSrNfj+WKLU4dQaE6FKcLA0ET1oes9WMDORIfbGXRy9eqdez308IRM37hTASmGCIR2b1+u5iRpCeVVow7EbKCxRSxxN7TARIiKqAUcbczxzf4bM55GX6/XcG6PL/ooe6tscTRQm9XpuooYwsIMTnJXmuJNfjN/ikqUOp1aYCBER1dD0Xq1gJpfheEImjl2rn6pQ9r0S/HW2bOXqcUFu9XJOooZmIpdh0v0FFr89lNBgC5DWByZCREQ11FxpgbFBZdteLN9TP1Wh3+OSUVSqQXuVNXxbKOvlnERSGB/sBkszOS6l5eHQFd1MKtAFJkKV4GBpInqUGb3bwFQu4PCVO4i5nlnn8/0U/b9B0oLADVap8VJamGJMQNkfCo1pgUUmQpXgYGkiehQXWws8df+X/bI9V+p0rrPJ2TiXkgMzuQwj/V3qIzwiSU3p1hKCAOy7eBtX0nOlDqdGmAgREdXSy73bQC4TcODSbZxMvPvY59l4vxrUv4MKdk3M6is8Isl4ODRBv/vbw6w+fF3aYGqIiRARUS252lli1P0KzvLHrAoVlqix9f7smvFcO4gMSPlU+l9P3MTd/GKJo6keEyEioscws08byARgz4V0nLmZXev3/3X2FnILS+Fia4FurR10ECGRNLq0soN3cxsUlmjwQ5T+L7DIRIiI6DF4ODTBCL/yqlDtZ5CVd4uNDXSFTMZB0mQ4BEHQVoXWH72O4lKNxBFVjYkQEdFjmtm3DQQB2BmfVqudt69n5OPYtUwIAvBUYAsdRkgkjaG+zmhmrUBaThG2n7kldThVYiJERPSYWjezwtBOzgCAFXtrXhUq31esZ9tmcLG10ElsRFIyM5FhYpey/fn0fYFFJkKV4DpCRFQTr/RtAwDYfiYVF1Orny5cqtbg59ibAIBxHCRNBmxCF3coTGQ4k5yN6OuPP7tS15gIVYLrCBFRTbRTWWNwRycAwIq91c8g23fxNtJzi2DXxAxhXipdh0ckGbsmZhjVuWwc3beHrkkcTeWYCBER1dErfdoCALadTsGV9Lwq22683y02yt8FZib8FUyGbWq3skHTO+PTkHinQOJoHo3/ComI6sjb2QZPeKsgikBEFVWh9JxC7LmQDoDdYmQc2qqs0bNdM4gisOaIfm67wUSIiKgezO5XVhX6LS4ZCRn5j2zzy4lkqDUiOrvZoq3KuiHDI5JM+VT6TdFJyCkskTiahzERIiKqBz4uSvTzdISmkqqQKIra2WKsBpEx6dnWAW0drZBfrMam++tn6RMmQkRE9WTW/arQlpPJD42HiErIREJGPpqYyfHk/Sn3RMZAEARMvV8VWnP4OkrV+rXAIhMhIqJ64udqi17tmkGtEfHFvopVofJB0k92ckYThYkU4RFJZqS/C+yamCE56x52xqdJHU4FTISIiOpR+Vihn2Nv4ubdsqpQTmGJdnXdccHsFiPjY24qx4QQNwBlCyzqEyZCRET1KMC9Kbq3cUCpRsSX+64CAH6PS0FhiQZtHa3g72orbYBEEnmuiztM5QJib9xFXFKW1OFoMRGqBFeWJqLHVV4V2hSThJSse9oNVscFuUIQuMEqGSdHG3PtljT6VBViIlQJrixNRI8ruKUdurSyQ4laxOubT+FMcjZM5QJG+rtIHRqRpMoHTW8/cwspWfckjqYMEyEiIh0orwoduXoHANDfWwV7K4WUIRFJzsdFiZCWdlBrRKw7el3qcAAwESIi0onQVvYI8miqfT4uyE3CaIj0R/kCiz8eT0R+UanE0TARIiLSCUEQMKdfOwCAm50lurdxkDgiIv3Qz0sFd3tL5BSW4pcTN6UOh4kQEZGudG/rgJ9e7IINL4RALuMgaSIAkMsETOnqAaBsgUWNRpQ0HiZCREQ61KWVPVztLKUOg0ivjAl0hbW5CRIy8rH3YrqksTARIiIiogbVRGGCp4P1Y4FFJkJERETU4CZ19YBcJuDI1TuIT8mRLA4mQkRERNTgXGwtMNDHCfZNzLTb0UiBO/8RERGRJN4d2gHW5iYwN5VLFoNRVIQSEhLQp08feHt7o2PHjsjPz5c6JCIiIqPXzFohaRIEGElFaPLkyfjggw/Qo0cPZGZmQqHg6q5ERERkBInQuXPnYGpqih49egAA7OzsJI6IiIiI9IXkXWMHDhzA0KFD4ezsDEEQsHXr1ofaREREwMPDA+bm5ggJCUFUVFSNz3/58mVYWVlh6NCh6Ny5Mz766KN6jJ6IiIgaM8krQvn5+fD19cXUqVMxatSoh17fuHEjwsPDsXLlSoSEhGDp0qUYMGAALl68CEdHRwCAn58fSksf3q9k586dKC0txcGDBxEXFwdHR0cMHDgQQUFB6N+/v84/GxEREek3yROhQYMGYdCgQZW+/tlnn2HatGmYMmUKAGDlypX4888/sXr1asydOxcAEBcXV+n7XVxcEBgYCFdXVwDA4MGDERcXV2kiVFRUhKKiIu3znBzp1jYgIiIi3ZK8a6wqxcXFiI2NRVhYmPaYTCZDWFgYjh49WqNzBAUFIT09HXfv3oVGo8GBAwfg5eVVafuFCxdCqVRqH+UJFBERERkevU6EMjIyoFaroVKpKhxXqVRITU2t0TlMTEzw0UcfoWfPnujUqRPatm2LJ598stL28+bNQ3Z2tvaRlJRUp89ARERE+kvyrrGGUF3324MUCgWn1xMRERkJva4IOTg4QC6XIy0trcLxtLQ0ODk56fTaERER8Pb2RlBQkE6vQ0RERNLR60TIzMwMAQEBiIyM1B7TaDSIjIxEaGioTq89c+ZMxMfHIzo6WqfXISIiIulI3jWWl5eHK1euaJ8nJCQgLi4OdnZ2cHNzQ3h4OCZNmoTAwEAEBwdj6dKlyM/P184iIyIiInpckidCMTEx6NOnj/Z5eHg4AGDSpElYu3Ytxo0bh9u3b2P+/PlITU2Fn58fduzY8dAA6voWERGBiIgIqNVqnV6HiIiIpCOIoihKHYQ+y8nJgVKpRHZ2NmxsbKQOh4iIiGqgpt/fkleE9F15nsiFFYmIiBqP8u/t6uo9TISqkZubCwBcWJGIiKgRys3NhVKprPR1do1VQ6PRICUlBdbW1hAEod7Om5OTA1dXVyQlJbHLTU/wnugX3g/9wvuhX3g/qieKInJzc+Hs7AyZrPJJ8qwIVUMmk6FFixY6O7+NjQ3/J9YzvCf6hfdDv/B+6Bfej6pVVQkqp9frCBERERHpEhMhIiIiMlpMhCSiUCiwYMEC7mumR3hP9Avvh37h/dAvvB/1h4OliYiIyGixIkRERERGi4kQERERGS0mQkRERGS0mAgRERGR0WIiJJGIiAh4eHjA3NwcISEhiIqKkjokg7Nw4UIEBQXB2toajo6OGDFiBC5evFihTWFhIWbOnAl7e3tYWVlh9OjRSEtLq9AmMTERQ4YMgaWlJRwdHfHGG2+gtLS0IT+KQVq0aBEEQcCrr76qPcb70fCSk5Px7LPPwt7eHhYWFujYsSNiYmK0r4uiiPnz56N58+awsLBAWFgYLl++XOEcmZmZmDBhAmxsbGBra4vnn38eeXl5Df1RGj21Wo133nkHLVu2hIWFBVq3bo3333+/wl5ZvB86IFKD++mnn0QzMzNx9erV4rlz58Rp06aJtra2YlpamtShGZQBAwaIa9asEc+ePSvGxcWJgwcPFt3c3MS8vDxtm5deekl0dXUVIyMjxZiYGLFLly5i165dta+XlpaKPj4+YlhYmHjy5Elx+/btooODgzhv3jwpPpLBiIqKEj08PMROnTqJc+bM0R7n/WhYmZmZoru7uzh58mTx+PHj4rVr18S///5bvHLlirbNokWLRKVSKW7dulU8deqUOGzYMLFly5bivXv3tG0GDhwo+vr6iseOHRMPHjwotmnTRnz66ael+EiN2ocffija29uL27ZtExMSEsTNmzeLVlZW4ueff65tw/tR/5gISSA4OFicOXOm9rlarRadnZ3FhQsXShiV4UtPTxcBiPv37xdFURSzsrJEU1NTcfPmzdo258+fFwGIR48eFUVRFLdv3y7KZDIxNTVV2+bLL78UbWxsxKKioob9AAYiNzdXbNu2rbhr1y6xV69e2kSI96Phvfnmm2L37t0rfV2j0YhOTk7i4sWLtceysrJEhUIh/vjjj6IoimJ8fLwIQIyOjta2+euvv0RBEMTk5GTdBW+AhgwZIk6dOrXCsVGjRokTJkwQRZH3Q1fYNdbAiouLERsbi7CwMO0xmUyGsLAwHD16VMLIDF92djYAwM7ODgAQGxuLkpKSCvfC09MTbm5u2ntx9OhRdOzYESqVSttmwIAByMnJwblz5xowesMxc+ZMDBkypMLPHeD9kMLvv/+OwMBAjBkzBo6OjvD398eqVau0ryckJCA1NbXCPVEqlQgJCalwT2xtbREYGKhtExYWBplMhuPHjzfchzEAXbt2RWRkJC5dugQAOHXqFA4dOoRBgwYB4P3QFW662sAyMjKgVqsr/CIHAJVKhQsXLkgUleHTaDR49dVX0a1bN/j4+AAAUlNTYWZmBltb2wptVSoVUlNTtW0eda/KX6Pa+emnn3DixAlER0c/9BrvR8O7du0avvzyS4SHh+Ott95CdHQ0Zs+eDTMzM0yaNEn7M33Uz/zBe+Lo6FjhdRMTE9jZ2fGe1NLcuXORk5MDT09PyOVyqNVqfPjhh5gwYQIA8H7oCBMhMgozZ87E2bNncejQIalDMVpJSUmYM2cOdu3aBXNzc6nDIZT9gRAYGIiPPvoIAODv74+zZ89i5cqVmDRpksTRGZ9NmzZhw4YN+OGHH9ChQwfExcXh1VdfhbOzM++HDrFrrIE5ODhALpc/NBMmLS0NTk5OEkVl2F555RVs27YNe/fuRYsWLbTHnZycUFxcjKysrArtH7wXTk5Oj7xX5a9RzcXGxiI9PR2dO3eGiYkJTExMsH//fixbtgwmJiZQqVS8Hw2sefPm8Pb2rnDMy8sLiYmJAP73M63q95WTkxPS09MrvF5aWorMzEzek1p64403MHfuXIwfPx4dO3bEc889h3/9619YuHAhAN4PXWEi1MDMzMwQEBCAyMhI7TGNRoPIyEiEhoZKGJnhEUURr7zyCrZs2YI9e/agZcuWFV4PCAiAqalphXtx8eJFJCYmau9FaGgozpw5U+EXy65du2BjY/PQFwhVrV+/fjhz5gzi4uK0j8DAQEyYMEH737wfDatbt24PLSlx6dIluLu7AwBatmwJJyenCvckJycHx48fr3BPsrKyEBsbq22zZ88eaDQahISENMCnMBwFBQWQySp+Lcvlcmg0GgC8Hzoj9WhtY/TTTz+JCoVCXLt2rRgfHy+++OKLoq2tbYWZMFR3M2bMEJVKpbhv3z7x1q1b2kdBQYG2zUsvvSS6ubmJe/bsEWNiYsTQ0FAxNDRU+3r5dO0nnnhCjIuLE3fs2CE2a9aM07XryYOzxkSR96OhRUVFiSYmJuKHH34oXr58WdywYYNoaWkpfv/999o2ixYtEm1tbcXffvtNPH36tDh8+PBHTtf29/cXjx8/Lh46dEhs27Ytp2s/hkmTJokuLi7a6fO//vqr6ODgIP773//WtuH9qH9MhCSyfPly0c3NTTQzMxODg4PFY8eOSR2SwQHwyMeaNWu0be7duye+/PLLYtOmTUVLS0tx5MiR4q1btyqc5/r16+KgQYNECwsL0cHBQXzttdfEkpKSBv40humfiRDvR8P7448/RB8fH1GhUIienp7i119/XeF1jUYjvvPOO6JKpRIVCoXYr18/8eLFixXa3LlzR3z66adFKysr0cbGRpwyZYqYm5vbkB/DIOTk5Ihz5swR3dzcRHNzc7FVq1bi22+/XWFpCN6P+ieI4gNLVhIREREZEY4RIiIiIqPFRIiIiIiMFhMhIiIiMlpMhIiIiMhoMREiIiIio8VEiIiIiIwWEyEiIiIyWkyEiEjnPDw8sHTp0hq337dvHwRBeGjfMX0lCAK2bt2qs/O/++678PPz09n5iYwZd58nIi1BEKp8fcGCBXj33Xdrfd7o6Gg0adKkxu27du2KW7duQalU1vpaUrh16xaaNm0qdRhE9BiYCBGR1q1bt7T/vXHjRsyfP7/CppxWVlba/xZFEWq1GiYm1f8aadasWa3iMDMza1Q7ZTemWImoInaNEZGWk5OT9qFUKiEIgvb5hQsXYG1tjb/++gsBAQFQKBQ4dOgQrl69iuHDh0OlUsHKygpBQUHYvXt3hfP+s2tMEAR88803GDlyJCwtLdG2bVv8/vvv2tf/2TW2du1a2Nra4u+//4aXlxesrKwwcODAColbaWkpZs+eDVtbW9jb2+PNN9/EpEmTMGLEiCo/86FDh9CjRw9YWFjA1dUVs2fPRn5+foXY33//fTz99NNo0qQJXFxcEBERUeEcD3aNFRcX45VXXkHz5s1hbm4Od3d3LFy4UNs2MTERw4cPh5WVFWxsbDB27FikpaVVON+iRYugUqlgbW2N559/HoWFhQ/F/c0338DLywvm5ubw9PTEF198oX2tuhiI6H+YCBFRrcydOxeLFi3C+fPn0alTJ+Tl5WHw4MGIjIzEyZMnMXDgQAwdOhSJiYlVnue9997D2LFjcfr0aQwePBgTJkxAZmZmpe0LCgqwZMkSfPfddzhw4AASExPx+uuva1//+OOPsWHDBqxZswaHDx9GTk5OteN2rl69ioEDB2L06NE4ffo0Nm7ciEOHDuGVV16p0G7x4sXw9fXFyZMnMXfuXMyZMwe7du165DmXLVuG33//HZs2bcLFixexYcMGeHh4AAA0Gg2GDx+OzMxM7N+/H7t27cK1a9cwbtw47fs3bdqEd999Fx999BFiYmLQvHnzCkkOAGzYsAHz58/Hhx9+iPPnz+Ojjz7CO++8g3Xr1lUbAxH9g8SbvhKRnlqzZo2oVCq1z/fu3SsCELdu3Vrtezt06CAuX75c+9zd3V3873//q30OQPzPf/6jfZ6XlycCEP/6668K17p79642FgDilStXtO+JiIgQVSqV9rlKpRIXL16sfV5aWiq6ubmJw4cPrzTO559/XnzxxRcrHDt48KAok8nEe/fuaWMfOHBghTbjxo0TBw0aVOHzbNmyRRRFUZw1a5bYt29fUaPRPHS9nTt3inK5XExMTNQeO3funAhAjIqKEkVRFENDQ8WXX365wvtCQkJEX19f7fPWrVuLP/zwQ4U277//vhgaGlptDERUEStCRFQrgYGBFZ7n5eXh9ddfh5eXF2xtbWFlZYXz589XWxHq1KmT9r+bNGkCGxsbpKenV9re0tISrVu31j5v3ry5tn12djbS0tIQHBysfV0ulyMgIKDKGE6dOoW1a9fCyspK+xgwYAA0Gg0SEhK07UJDQyu8LzQ0FOfPn3/kOSdPnoy4uDi0b98es2fPxs6dO7WvnT9/Hq6urnB1ddUe8/b2hq2trfZ858+fR0hIyEPXK5efn4+rV6/i+eefrxD3Bx98gKtXr1YbAxFVxMHSRFQr/5z99frrr2PXrl1YsmQJ2rRpAwsLCzz11FMoLi6u8jympqYVnguCAI1GU6v2oijWMvqK8vLyMH36dMyePfuh19zc3B7rnJ07d0ZCQgL++usv7N69G2PHjkVYWBh+/vnnOsVaLi8vDwCwatWqhxImuVzeIDEQGRImQkRUJ4cPH8bkyZMxcuRIAGVf1NevX2/QGJRKJVQqFaKjo9GzZ08AgFqtxokTJ6pcf6dz586Ij49HmzZtqjz/sWPHHnru5eVVaXsbGxuMGzcO48aNw1NPPYWBAwciMzMTXl5eSEpKQlJSkrYqFB8fj6ysLHh7ewMAvLy8cPz4cUycOPGR11epVHB2dsa1a9cwYcKEWsdgZ2dX5WclMjZMhIioTtq2bYtff/0VQ4cOhSAIeOedd6qs7OjKrFmzsHDhQrRp0waenp5Yvnw57t69W+XaSG+++Sa6dOmCV155BS+88AKaNGmC+Ph47Nq1CytWrNC2O3z4MD755BOMGDECu3btwubNm/Hnn38+8pyfffYZmjdvDn9/f8hkMmzevBlOTk6wtbVFWFgYOnbsiAkTJmDp0qUoLS3Fyy+/jF69emm7HOfMmYPJkycjMDAQ3bp1w4YNG3Du3Dm0atVKe4333nsPs2fPhlKpxMCBA1FUVISYmBjcvXsX4eHhVcZARBUxESKiOvnss88wdepUdO3aFQ4ODnjzzTeRk5PT4HG8+eabSE1NxcSJEyGXy/Hiiy9iwIAB2u6iR+nUqRP279+Pt99+Gz169IAoimjdunWFWVwA8NprryEmJgbvvfcebGxs8Nlnn2HAgAGPPKe1tTU++eQTXL58GXK5HEFBQdi+fTtksrIhmb/99htmzZqFnj17QiaTYeDAgVi+fLn2/ePGjcPVq1fx73//G4WFhRg9ejRmzJiBv//+W9vmhRdegKWlJRYvXow33ngDTZo0QceOHfHqq6/WKAYi+h9BrGsnOxGRHtJoNPDy8sLYsWPx/vvvP/Z5PDw88Oqrr2qTDCIyLKwIEZFBuHHjBnbu3IlevXqhqKgIK1asQEJCAp555hmpQyMiPcY6KREZBJlMhrVr1yIoKAjdunXDmTNnsHv37ioHNRMRsWuMiIiIjBYrQkRERGS0mAgRERGR0WIiREREREaLiRAREREZLSZCREREZLSYCBEREZHRYiJERERERouJEBERERktJkJERERktP4fE6hJ/fVMblcAAAAASUVORK5CYII=",
"text/plain": [
""
]
@@ -5428,7 +11727,7 @@
"plt.figure()\n",
"plt.title(f\"Train losses (K = {order})\")\n",
"plt.semilogy(episodes, loss_values)\n",
- "plt.xlabel(\"Episodes\")\n",
+ "plt.xlabel(\"Training episodes\")\n",
"plt.ylabel(\"Loss\")\n",
"plt.show()"
]
@@ -5441,7 +11740,7 @@
"outputs": [
{
"data": {
- "image/png": "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",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAl0AAAHHCAYAAACFl+2TAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjgsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvwVt1zgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAsLFJREFUeJzs3Xd0VFXXwOHfTHrvCQmBFEILIL0TioiIdFCkCQhYUbErr5+K5RUbdlHpoCAgHV+pIiX03nsSQhJICOm9zP3+GGYgJIEkJHNT9rPWrEXu3Ll3Q0Jmzzn77KNRFEVBCCGEEEJUKK3aAQghhBBC1ASSdAkhhBBCmIAkXUIIIYQQJiBJlxBCCCGECUjSJYQQQghhApJ0CSGEEEKYgCRdQgghhBAmIEmXEEIIIYQJSNIlhBBCCGECknSJGm3cuHH4+/urHYZQQUm/9/7+/vTr1++e523btg2NRsO2bdvuP7hKKi0tDU9PTxYtWqR2KPdt+PDhDBs2TO0wRA0jSZeolDQaTYke1fkNTlR9ixcv5ttvvzXpPT/99FNWr15dIdf+7rvvcHBwYPjw4cZjU6dORaPREB8fX+DcK1euUK9ePVxdXTl8+HCFxHOns2fP8tZbb9GiRQscHBzw9vamb9++HDx4sNC5b7/9NitWrODYsWMmiU0IAHO1AxCiKL/99luBrxcuXMjmzZsLHW/cuPF93WfWrFnodLr7uoYQAF27diUzMxNLS0vjscWLF3Py5EleeeUVk8Xx6aef8thjjzFo0KByvW5ubi7fffcdr776KmZmZnc9Nzo6mh49epCQkMCWLVto1apVucZSnNmzZzNnzhyGDh3KCy+8QHJyMr/++isdOnRgw4YNPPTQQ8ZzW7ZsSZs2bZg+fToLFy40SXxCSNIlKqXRo0cX+Hrv3r1s3ry50PE7ZWRkYGtrW+L7WFhYlCm+6iI9PR07Ozu1w6gWtFot1tbW5XpNnU5HTk5OuV+3LP766y+uX79+zym5mJgYevTowY0bN9i8eTOtW7c2UYQwYsQIpk6dir29vfHY+PHjady4MVOnTi2QdAEMGzaMDz74gBkzZhR4jRAVRaYXRZXVvXt3mjZtyqFDh+jatSu2trb85z//AWDNmjX07dsXHx8frKysqFevHh9//DH5+fkFrnFnXU9ERAQajYavvvqKmTNnUq9ePaysrGjbti0HDhy4Z0wJCQm88cYbNGvWDHt7exwdHenTp0+RUxhZWVlMnTqVBg0aYG1tjbe3N0OGDOHSpUvGc3Q6Hd999x3NmjXD2toaDw8PHnnkEeN0iSHe+fPnF7q+RqNh6tSpxq8N00CnT59m5MiRuLi40KVLFwCOHz/OuHHjCAwMxNramlq1ajF+/Hhu3LhR6LrR0dFMmDDB+G8bEBDA888/T05ODmFhYWg0Gr755ptCr9u9ezcajYY//vij2H+/nJwc3n//fVq3bo2TkxN2dnaEhITw77//FjivtN+n1atX07RpU6ytrWnatCmrVq0qNobihIaG0q5dO6ytrQkMDCw0OnJnTVf37t353//+x+XLl43T4feqIdNoNLz44ossWrSIJk2aYGVlxYYNGwD46quv6NSpE25ubtjY2NC6dWuWL19e6PXp6eksWLDAeM9x48YZn4+Ojmb8+PF4eXlhZWVFkyZNmDt3bon+/qtXr8bf35969eoVe87Vq1fp0aMHcXFxbNq0iTZt2pTo2uWldevWhZInNzc3QkJCOHPmTKHze/XqRXp6Ops3bzZViKKGk5EuUaXduHGDPn36MHz4cEaPHo2XlxcA8+fPx97entdeew17e3u2bt3K+++/T0pKCl9++eU9r7t48WJSU1N59tln0Wg0fPHFFwwZMoSwsLC7jo6FhYWxevVqHn/8cQICAoiNjeXXX3+lW7dunD59Gh8fHwDy8/Pp168f//zzD8OHD2fy5MmkpqayefNmTp48aXxjmzBhAvPnz6dPnz5MnDiRvLw8du7cyd69e8v8hvb4449Tv359Pv30UxRFAWDz5s2EhYXx1FNPUatWLU6dOsXMmTM5deoUe/fuRaPRAPpRjHbt2pGUlMQzzzxDo0aNiI6OZvny5WRkZBAYGEjnzp1ZtGgRr776aoH7Llq0CAcHBwYOHFhsbCkpKcyePZsRI0bw9NNPk5qaypw5c+jduzf79++nRYsWBc4vyfdp06ZNDB06lODgYKZNm8aNGzd46qmn8PX1LfG/2cWLF3nssceYMGECY8eOZe7cuYwbN47WrVvTpEmTIl/z7rvvkpycTFRUlDEJLcloytatW1m2bBkvvvgi7u7uxkTtu+++Y8CAAYwaNYqcnByWLFnC448/zl9//UXfvn0B/bT8xIkTadeuHc888wyA8WcpNjaWDh06GBM7Dw8P1q9fz4QJE0hJSbnnFOju3bvvOk0YGxvLY489xrVr19i0aRNt27a9598V9NOWycnJJTrX1dUVrbb0YwXXrl3D3d290PHg4GBsbGzYtWsXgwcPLvV1hSg1RYgqYNKkScqdP67dunVTAOWXX34pdH5GRkahY88++6xia2urZGVlGY+NHTtW8fPzM34dHh6uAIqbm5uSkJBgPL5mzRoFUNatW3fXOLOyspT8/PwCx8LDwxUrKyvlo48+Mh6bO3euAihff/11oWvodDpFURRl69atCqC8/PLLxZ5jiHfevHmFzgGUDz74wPj1Bx98oADKiBEjCp1b1L/XH3/8oQDKjh07jMfGjBmjaLVa5cCBA8XG9OuvvyqAcubMGeNzOTk5iru7uzJ27NhCr7tdXl6ekp2dXeBYYmKi4uXlpYwfP954rDTfpxYtWije3t5KUlKS8dimTZsUoMD3vjh+fn6F/h3i4uIUKysr5fXXXzce+/fffxVA+ffff43H+vbtW6J7GACKVqtVTp06Vei5O79HOTk5StOmTZUHH3ywwHE7O7si/50nTJigeHt7K/Hx8QWODx8+XHFyciryZ8AgNzdX0Wg0Bf6+BoafKz8/P8XR0VHZs2fP3f6KhRj+3UryCA8PL9W1FUVRduzYoWg0GuW9994r8vkGDRooffr0KfV1hSgLGekSVZqVlRVPPfVUoeM2NjbGP6emppKdnU1ISAi//vorZ8+epXnz5ne97hNPPIGLi4vx65CQEEA/knWveAzy8/NJSkrC3t6ehg0bFljBtWLFCtzd3XnppZcKXcMwqrRixQo0Gg0ffPBBseeUxXPPPVfo2O3/XllZWaSlpdGhQwcADh8+TEhICDqdjtWrV9O/f/8iR9kMMQ0bNozJkyezaNEiPv74YwA2btxIfHz8PWvyzMzMjEXaOp2OpKQkdDodbdq0KXIF3L2+T1evXuXo0aO88847ODk5Gc/r1asXwcHBpKen3zUeg+DgYOO1ATw8PGjYsOE9fx7Kolu3bgQHBxc6fvv3KDExkfz8fEJCQu46XWugKAorVqxg2LBhKIpSYKVh7969WbJkCYcPH6Zz585Fvj4hIQFFUQr8W98pNjYWV1dXvL297xnP7Zo3b17i6b1atWqV6tpxcXGMHDmSgIAA3nrrrSLPcXFxKbTyUoiKIkmXqNJq165dYLWYwalTp/i///s/tm7dSkpKSoHnSjKVUbdu3QJfG95sEhMT7/o6Qw3WjBkzCA8PL1BD5ubmZvzzpUuXaNiwIebmxf8XvHTpEj4+Pri6ut4z3tIICAgodCwhIYEPP/yQJUuWEBcXV+A5w7/X9evXSUlJoWnTpne9vrOzM/3792fx4sXGpGvRokXUrl2bBx988J7xLViwgOnTp3P27Flyc3PvGve9vk+XL18GoH79+oVee2cifDd33sdwr3v9PJRFUX9P0Beyf/LJJxw9epTs7Gzj8ZIk4NevXycpKYmZM2cyc+bMIs+58/teFOXmdHRRfv/9d0aPHk2vXr0IDQ3F09PzntcD/b/jnQXu5SE9PZ1+/fqRmppKaGhosVO7iqLc14cYIUpDki5Rpd3+6d8gKSmJbt264ejoyEcffUS9evWwtrbm8OHDvP322yVqEVHckvi7vemAfrn+e++9x/jx4/n444+NNSivvPJKhbSmKO7N4s4FA7cr6t9s2LBh7N69mzfffJMWLVpgb2+PTqfjkUceKVPcY8aM4c8//2T37t00a9aMtWvX8sILL9yzHuf3339n3LhxDBo0iDfffBNPT0/MzMyYNm1agQUGBmX9PpWWqe4DRX9/du7cyYABA+jatSszZszA29sbCwsL5s2bx+LFi+95TcP3cPTo0YwdO7bIcx544IFiX+/q6opGo7lrktmtWzeWLVvGkCFD6N27N9u2bSswulicnJwcEhIS7nke6EcY79WuwnDNIUOGcPz4cTZu3HjXDwqJiYlFJuVCVARJukS1s23bNm7cuMHKlSvp2rWr8Xh4eHiF33v58uX06NGDOXPmFDielJRUoJC3Xr167Nu3j9zc3GIL8+vVq8fGjRtJSEgodrTLMLKTlJRU4LhhhKckEhMT+eeff/jwww95//33jccvXLhQ4DwPDw8cHR05efLkPa/5yCOP4OHhwaJFi2jfvj0ZGRk8+eST93zd8uXLCQwMZOXKlQUSyqKmWEvCz88PKPx3ATh37lyZrlka5TWCsmLFCqytrdm4cWOBKex58+aV6J4eHh44ODiQn59fplElc3Nz6tWrd8//Q/3792fu3LmMHTuWfv36sWnTpiKTyNvt3r2bHj16lCiO8PDwe64A1el0jBkzhn/++Ydly5bRrVu3Ys/Ny8vjypUrDBgwoET3F+J+ScsIUe0YPgnfPgqRk5PDjBkzTHLvO0c//vzzT6KjowscGzp0KPHx8fz444+FrmF4/dChQ1EUhQ8//LDYcxwdHXF3d2fHjh0Fni/N37Wofy+gUCd1rVbLoEGDWLduXZEdvm9/vbm5OSNGjGDZsmXMnz+fZs2a3XUk5W6x7Nu3jz179pT473M7b29vWrRowYIFCwpMK2/evJnTp0+X6ZqlYWdnV+KVeXdjZmaGRqMpMIIZERFRZOd5Ozu7Qkm4mZkZQ4cOZcWKFUUmzdevX79nDB07dizy+36nJ598km+//ZbQ0FCGDh1aYIq4KIaarpI8SlLT9dJLL7F06VJmzJjBkCFD7nru6dOnycrKolOnTve8rhDlQUa6RLXTqVMnXFxcGDt2LC+//DIajYbffvutQqaC7tSvXz8++ugjnnrqKTp16sSJEydYtGgRgYGBBc4bM2YMCxcu5LXXXmP//v2EhISQnp7Oli1beOGFFxg4cCA9evTgySef5Pvvv+fChQvGqb6dO3fSo0cPXnzxRQAmTpzIZ599xsSJE2nTpg07duzg/PnzJY7Z0dGRrl278sUXX5Cbm0vt2rXZtGlTkaMan376KZs2baJbt24888wzNG7cmKtXr/Lnn38SGhqKs7Nzgb/j999/z7///svnn39e4n+/lStXMnjwYPr27Ut4eDi//PILwcHBpKWllfjvdLtp06bRt29funTpwvjx40lISOCHH36gSZMmZb5mSbVu3ZqlS5fy2muv0bZtW+zt7enfv3+pr9O3b1++/vprHnnkEUaOHElcXBw//fQTQUFBHD9+vNA9t2zZwtdff42Pjw8BAQG0b9+ezz77jH///Zf27dvz9NNPExwcTEJCAocPH2bLli33nOIbOHAgv/32G+fPn6dBgwZ3Pffll1821gmOGTOGRYsWFTu1XJ41Xd9++y0zZsygY8eO2Nra8vvvvxd4fvDgwQWaAW/evBlbW1t69epVLvcX4p5Mvl5SiDIormVEkyZNijx/165dSocOHRQbGxvFx8dHeeutt5SNGzcWWtJfXMuIL7/8stA1uaMFQ1GysrKU119/XfH29lZsbGyUzp07K3v27FG6deumdOvWrcC5GRkZyrvvvqsEBAQoFhYWSq1atZTHHntMuXTpkvGcvLw85csvv1QaNWqkWFpaKh4eHkqfPn2UQ4cOFbjOhAkTFCcnJ8XBwUEZNmyYEhcXV2zLiOvXrxeKOyoqShk8eLDi7OysODk5KY8//rgSExNT5N/58uXLypgxYxQPDw/FyspKCQwMVCZNmlSo1YOiKEqTJk0UrVarREVF3fXfzUCn0ymffvqp4ufnp1hZWSktW7ZU/vrrr/v+Pq1YsUJp3LixYmVlpQQHBysrV64sdM3i+Pn5KX379i10/M7vaVEtI9LS0pSRI0cqzs7OJWpRASiTJk0q8rk5c+Yo9evXV6ysrJRGjRop8+bNM35Pb3f27Fmla9euio2NjQIUaB8RGxurTJo0SalTp47xZ65nz57KzJkz7/nvkJ2drbi7uysff/xxgeN3+7l66aWXFEB57rnn7nn98jB27NhStZxo3769Mnr0aJPEJoSiKIpGUUzw8V8IUSO1bNkSV1dX/vnnH7VDEeXg448/Zt68eVy4cKFEBe2V2dGjR2nVqhWHDx8u1HRXiIoiNV1CiApx8OBBjh49ypgxY9QORZSTV199lbS0NJYsWaJ2KPfts88+47HHHpOES5iUjHQJIcrVyZMnOXToENOnTyc+Pp6wsLBKsWGzEEKoTUa6hBDlavny5Tz11FPk5ubyxx9/SMIlhBA3yUiXEEIIIYQJyEiXEEIIIYQJSNIlhBBCCGECNa45al5eHkeOHMHLy+ue+8AJIYQQonLQ6XTExsbSsmVLzM2rZvpSNaO+D0eOHKFdu3ZqhyGEEEKIMti/fz9t27ZVO4wyqXFJl5eXF6D/pnl7e6scjRBCCCFK4urVq7Rr1874Pl4V1bikyzCl6O3tja+vr8rRCCGEEKI0qnJpUNWNXAghhBCiGP7+/mg0mkKPSZMmqRZTjRvpEkIIIUT1d+DAAfLz841fnzx5kl69evH444+rFpMkXUIIIYSodjw8PAp8/dlnn1GvXj26deumUkSSdAkhhBCiCklNTSUlJcX4tZWVFVZWVnd9TU5ODr///juvvfYaGo2mokMsltR0CSGEEKLKCA4OxsnJyfiYNm3aPV+zevVqkpKSGDduXMUHeBcy0iWEEEKIKuP06dPUrl3b+PW9RrkA5syZQ58+ffDx8anI0O5Jki4hhBBCVBkODg44OjqW+PzLly+zZcsWVq5cWYFRlYxMLwohhBCi2po3bx6enp707dtX7VAk6RJCCCFE9aTT6Zg3bx5jx46tFPs1StIlhBBCiGppy5YtREZGMn78eLVDAVROunbs2EH//v3x8fFBo9GwevXqe74mOzubd999Fz8/P6ysrPD392fu3LkVH6wQQgghqpSHH34YRVFo0KCB2qEAKhfSp6en07x5c8aPH8+QIUNK9Jphw4YRGxvLnDlzCAoK4urVq+h0ugqOVAghhBDi/qiadPXp04c+ffqU+PwNGzawfft2wsLCcHV1BfR7KwkhhCmlZWRhb2utdhhCiCqmStV0rV27ljZt2vDFF19Qu3ZtGjRowBtvvEFmZmaxr8nOziYlJcX4SE1NNWHEQojqZtxb/8XBzob//vyb2qEIIaqYKpV0hYWFERoaysmTJ1m1ahXffvsty5cv54UXXij2NdOmTSvQuTY4ONiEEQshqpOM7FwWfPl/AHzz6VR1gxFCVDlVKunS6XRoNBoWLVpEu3btePTRR/n6669ZsGBBsaNdU6ZMITk52fg4ffq0iaMWQlQX0+beaq6YJ6WkQohSqlJJl7e3N7Vr18bJycl4rHHjxiiKQlRUVJGvsbKywtHR0fhwcHAwVbhCiGpEp1OYPXc+ABZudQia8LW6AQkhqpwqlXR17tyZmJgY0tLSjMfOnz+PVqvF19dXxciEENXdhiMRxB7bBoDrIy8Rn2NOenaeukEJIaoUVZOutLQ0jh49ytGjRwEIDw/n6NGjREZGAvqpwTFjxhjPHzlyJG5ubjz11FOcPn2aHTt28OabbzJ+/HhsbGzU+CsIIWqIb/7cDBoNbt518W7QHICIG+kqRyWEqEpUTboOHjxIy5YtadmyJQCvvfYaLVu25P333wfg6tWrxgQMwN7ens2bN5OUlESbNm0YNWoU/fv35/vvv1clfiFEzXAqJpkL1Mbv5d9ZunwFjskXSdgykznz5qsdmhCiClG1T1f37t1RFKXY5+fPn1/oWKNGjdi8eXMFRiWEEAXN2RkOQL9WAfTs1JJPZi4l9dBa/rHJhHcnqxydEKKqqFI1XUIIYWrXkrNYufs0iqLwdEgAAM2aNQMg8uJZNUMTQlQxknQJIcRdzN8dTvRvb5C48CXMkqMB6NSmFQBJsVEFFvYIIcTdSNIlhBDFSM/OY9af68lLvEpuchx+fn4AtGzoh5mdCygKJ0+eVDlKIURVIUmXEEIUY/mhKOIObQTgiWHDsLe3B8DPzRYLD38A9h48olZ4QogqRpIuIYQoQr5OYda2s6SfDQVg3LixxuesLcxwrRMESNIlhCg5SbqEEKIIm0/Hcm7vVpScDPz8/OnatWuB5/2CGgFwKTxCheiEEFWRqi0jhBCispoTGkbaiS0AjB07Bq224GfUkF6PcsWuAUMfbaNGeEKIKkhGuoQQ4g5HrySx58QFsi4fAyiwM4ZBo7pemNm5EB4vqxeFECUjI11CCHGH2TvDMLNzYcg7P/KAVRz16tUrdE6gh76oPjxetgISQpSMJF1CCHGbqMQM1p+8hkZrxscvjiLYx7HI8wLd7Ug/vZ1dK7bxq+1Enn32GRNHKoSoamR6UQghbjNvVwT5OoUuQe7FJlwAPs42KClxZFw8wMYtW00YoRCiqpKkSwghbkrJymXpgSsk7VxE7p6FhIeHF3uumVaDb72GABw/ccJUIQohqjBJuoQQ4qal+6+Qmp5J+pG/WDZ3BhcvXrzr+Y2DmwAQcekCubm5pghRCFGFSdIlhBBAXr6OebvCybi4j7zMVHx9fXnwwQfv+ppmjYPQWNqQn5fLuXPnTBSpEKKqkqRLCCGAv09eIyY5i5wz/wLw5JNPYmZmdtfXBHk4YHlzO6ATMsUohLgHSbqEEDWeoijM3hlGfloiaRcPAjB27Nh7vAoCPOyMezAeP368IkMUQlQDknQJIWq8AxGJHI9KJuvsdnS6fDp06EDDhg3v+boAdzssPfzRWNqQmZ1tgkiFEFWZ9OkSQtR4s3eGoSgKmgvbgZKNcgG42VlSq/2j2Lfsw/Ovdq+4AIUQ1YKMdAkharTw+HQ2n4mF/Dwe6dWT2rVr88QTT5TotRqNhiAvZzQarWwHJIS4J0m6hBA12rxd4SgK9Gxam4WzfyYyMhIXF5cSvz7A3Q6AMNkOSAhxD5J0CSFqrKSMHP48GAXAxC4BAGi1pfu1GOhhT/Le5bw3qhe//PJLuccohKg+JOkSQtRYi/ZFkpmbT+28q+REnUSn05X6GgHuduhyMkiIieDIkSMVEKUQorqQpEsIUSPl5OlYsDsCgLxDy+nRoweffPJJqa8T4G6HpbsfIL26hBB3J0mXEKJGWncshrjUbFzNMjkc+g8AQ4YMKfV1AtztsPDUT02eOHGiTKNlQoiaQZIuIUSNoygKs3aGAVAv5Rh5eXm0bt2apk2blvpadlbm1PYLADNz0tLSuHz5cnmHK4SoJiTpEkLUOLsv3eDstVRsLMy4EPo/oOS9uYoS5OWMhVtdQDrTCyGKJ0mXEKLGMYxydXPP4NjRI1hYWDBixIgyXy/Aww5LT39A6rqEEMWTjvRCiBrlQmwq285dR6MB3Xl9B/p+/frh7u5e5msGutthWas+1ilRODs7l1OkQojqRpIuIUSNMic0HICHg7049esh4P6mFkFfTO/Yuj/B/Ubx4osh9x2jEKJ6kulFIUSNEZ+Wzcoj0QA8HRLIzp072blzJ3369Lmv6xq60ofHp6PTKfcdpyi5xPQcnv/9EDvOX1c7FCHuSZIuIUSN8duey+Tk6Whex5nWfi5oNBq6dOmCpaXlfV23jqst5loNmbn5RCemkZ2dXU4Ri3tZcTiK9Sev8faK4+TmS7sOUblJ0iWEqBGycvP5fa++ncOYtrXIyckpt2tbmGmp62rLjQ0/EuTjwR9//FFu1xZ3dz42FYCryVn8feKqytEIcXeSdAkhaoRVR6K5kZ5DbWcbrh7YgLe3N19++WW5XT/A3Q6NuQU5OdmygtGEzsemGf88a2cYiiLTu6LykqRLCFHt6XSKsYD+qc7+/LZwIYmJiZibl99aogB3Oyw89J3ppVeXaSiKwsU4fdKl0cDJ6BT2hSeoHJUQxZOkSwhR7W0/f52LcWk4WJnT0jGd/fv3Y2ZmxsiRI8vtHrf36pKkyzRikrNIy87DXKthWOs6AMzeGa5yVEIUT5IuIUS1NztU3wx1eLs6LF+yGIA+ffrg5eVVbvcIcLfDwr0uaDTExcURGxtbbtcWRTPUcwW42/Fst0AA/jkbS9j1tLu9TAjVSNIlhKjWTsUks+viDcy0Gp7sUJeFCxcCMG7cuHK9T6C7PVoLayycvQHpTG8KF24mXQ28HAj0sOehxp4oCszdJaNdonKSpEsIUa3NuTnd9Ggzb84e2k1MTAwuLi7069evXO/j5WiFraUZFh7+gCRdpmAooq/vZQ/AxBD9aNfyQ1Ekppff6lQhyoskXUKIautachZrj8UAMLFLAAsWLABg5MiRWFlZleu9NBoNAe52WPu3IOThftSrV69cry8Ku3CziL6BlwMA7QNcaVrbkaxcHYv2XVYzNCGKJEmXEKLaWrAngjydQjt/V5rXcea9995jypQpTJgwoULuF+Buh0PLR3ny3e8YMGBAhdxD6CmKwkXj9KJ+pEuj0fD0zdGuBXsuk52Xr1p8onKIjo5m9OjRuLm5YWNjQ7NmzTh48KBq8UjSJYSoltKz81h0sxnqhBB9K4dGjRrx6aef0rJlywq5Z+DN7YDC4tMr5PriluikTNJz8rEw0+DnZmc8/mgzb7ydrLmems3aozEqRijUlpiYSOfOnbGwsGD9+vWcPn2a6dOn4+LiolpMsuG1EKJaWn4oipSsPPzdbHmocfmtUrybAA/9m/+luFQiIiJwdXXF0dHRJPeuaS7crOcKcLfDwuzW+IGFmZZxnfyZtv4sc0LDeay1LxqNRq0whYo+//xz6tSpw7x584zHAgICVIxIRrqEENVQvk4xrmAb3yWA8LBLDBs2jA0bNlTofQPc9dNcG754gYCAADZu3Fih96vJDO0i6t+s57rd8HZ1sbM04+y1VEIvxps6NFHBUlNTSUlJMT6K2+t07dq1tGnThscffxxPT09atmzJrFmzTBxtQZJ0CSGqnc2nY7l8IwMnGwsea+3LwoUL+fPPP/n2228r9L4BN6cXFQf9yJqsYKw4hpWLDTwLJ11ONhYMa6tvljpLmqVWO8HBwTg5ORkf06ZNK/K8sLAwfv75Z+rXr8/GjRt5/vnnefnll40LatQg04tCiGpnzs1mqKM71MXaXGv8JVvevbnu5GRjgbu9JSk320ZIZ/qKcyGuYBH9ncZ3DmDB7gh2nL/OuWupNKxVODkTVdPp06epXbu28eviViLrdDratGnDp59+CkDLli05efIkv/zyC2PHjjVJrHeSkS4hRLVy9EoSByISsTDTMKajP9u3bycyMhInJycGDhxY4fcPcL+1HZCMdFUMnU4x1nQVNb0IUMfVlkea1gJuJeGienBwcMDR0dH4KC7p8vb2Jjg4uMCxxo0bExkZaYowiyRJlxCiWpm9U/8GO6B5bbwcrZk/fz4ATzzxBDY2NhV+f/3G1/6AfnojNTW1wu9Z00QnZZKZm4+lmRZ/N9tiz5vQRd8+YvWRGOJSs0wVnqgkOnfuzLlz5wocO3/+PH5+fipFJEmXEKIaiUrMYP3JawBM6BJAWloaK1asADDZdEKAuz1mNo7YuXgAcPLkSZPctyYxFNEHethhblb821hrPxda1XUmJ1/H73ukWWpN8+qrr7J3714+/fRTLl68yOLFi5k5cyaTJk1SLSZJuoQQ1cb8XRHk6xS6BLkT7OPIihUrSE9Pp379+nTs2NEkMRiK6W1r6ZemyxRj+Tt/j6nF2xm2Bvpt72Uyc6RZak3Stm1bVq1axR9//EHTpk35+OOP+fbbbxk1apRqMUkhvRCiWkjJymXJgSvArWaodnZ2NGvWjCeeeMJkvZrq3ezVZVm/C28P6FFhjVhrMuNG155FF9HfrneTWtRxteFKQiYrj0Qxqr16U0vC9Pr161fu+6zeD0m6hBDVwrIDV0jLzqO+pz3dG+in9h577DGGDh1Kfr7pRjjqutmi0YB54wd5/d2H8HAo3z0eBZyPK75H153MtBqe6hTAR3+dZs7OcEa0rYtWK81ShTpkelEIUeXl5euYtysC0Ndy3T6qpdFoMDc33edLK3MzfF30Bfvhsh1QudPpFC4aN7q+90gXwLC2dXCwNicsPp1/z8VVZHhC3JUkXUKIKm/9yWtEJ2XiZmfJoJa1URSFpUuXkpaWpko8hs70h8+Gs2XLFpKSklSJozq6kphBVq4OS3NtgT0X78beypyR7eoCMGuntI8Q6pGkSwhRpSmKYmwT8WRHP6wtzNi1axfDhw+nfv365OXlmTwmw8bXHzw/nF69erFr1y6Tx1BdGYro63nYY1aKacJxnf0x12rYG5bAyejkigpPiLuSpEsIUaUdvJzIsahkLM21PNlBXyRt6M3Vp08fk04tGhhWMNrX0q+ckxWM5cfQLqKkU4sG3k429H3AG7jVy00IU5OkSwhRpc3aoX8DHdqqNm72VmRkZLBs2TLAdL257hR4cwWjxk2fBErSVX6MKxdLUER/p4k3m6X+dfwqV5MzyzUuIUpCki4hRJUVEZ/O5jOxgL6AHmD16tWkpqbi7+9PSEiIKnEZRroy7HwA2YOxPBl7dJWgXcSdmvk60T7AlTydwvzdEeUcmRD3JkmXEKLKmrsrHEWBHg09CPLUj3wYphbHjh2LVqvOrzgfJxsszbVo3fUjXWfPniUnJ0eVWKqTfJ3CpeuGlYtl28D66ZvNUhfviyQ92/T1fqJmk6RLCFElJWXk8OfBKODWG2lUVBRbtmwBYMyYMarFptVqCHCzw8zBAzsHR/Ly8jh79qxq8VQXVxIyyM7TYWWupY5r8Xsu3s2DjTwJdLcjNSuPZQevlHOEQtydJF1CiCpp0b5IMnPzaeztSMd6bgBs27YNRVHo2rUrgYGBqsYX4G6HRqPBJ6ABIHVd5cFQRF/alYu302o1jL85FT13Vzj5OqXc4hPiXiTpEkJUOTl5OhbcrMl5OuRWM9TRo0cTERHBd999p2J0eoZi+mYPD2f27Nl06dJF5YiqvgulbIpanKGtfHGxteBKQiabTl0rj9CEKBFJuoQQVc66YzHEpWbj5WhFvwd8Cjzn5+dHixYt1AnsNoZiepuGXZgwYQJ+frLn3/0yjHSVZPufu7GxNGP0zfYis0PD7zsuIUpKki4hRJWiKIrxjXJsJ38szfW/xjIyMtQMqxDDSJdsBVR+DCsXy1pEf7snO/phaabl0OVEDkcm3vf1hCgJVZOuHTt20L9/f3x8fNBoNKxevbrEr921axfm5uaV4hOtEMJ0dl+6wZmrKdhYmBm3dsnKysLPz49+/foRHx+vcoR6hq2AopMy2bYzlF9++YXkZOmEXlYFVy7e3/QigKeDNQNb6EdJ5+yU0S5hGqomXenp6TRv3pyffvqpVK9LSkpizJgx9OzZs4IiE0JUVoZu4sPa+OJsawnA2rVriY+P5/jx47i4uKgZnpGLrQVONhYAjB41iueff56jR4+qG1QVdvlGOjl5OqwttNRxKdvKxTtNvLnqdf3Jq1xJqFwjpaJ6UjXp6tOnD5988gmDBw8u1euee+45Ro4cSceOHSsoMiFEZXQxLpV/z11Ho4GnOgcYjy9YsACAJ598EjMzM7XCK0Cj0RjrunzrNQKkSer9MEwtBnnaoy3jysU7NazlQEh9d3QKzNsVUS7XFOJuqlxN17x58wgLC+ODDz5QOxQhhInNvjkN9HCwF/43E5qrV6+yYcMGQN3eXEUx1HU5164HSNJ1P4zb/3jefz3X7Qw93pYeiCQ5M7dcry3EnapU0nXhwgXeeecdfv/99xJvYpudnU1KSorxkZqaWsFRCiEqQnxaNiuPRAO3poUAFi1ahE6no2PHjjRs2FCt8IoUeDMxNPfwB6RX1/04f7NdxP2uXLxTSH13Gno5kJ6Tz9IDkeV6bSHuVGWSrvz8fEaOHMmHH35IgwYNSvy6adOm4eTkZHwEBwdXYJRCiIry257L5OTpaF7HmTZ++rotRVGMU4tqbW59N4Zi+iyH2gCcPHkSnU6nZkhV1q2Nru+/iP52Go2GCSH6qep5uyLIzZfvj6g4VSbpSk1N5eDBg7z44ouYm5tjbm7ORx99xLFjxzA3N2fr1q1Fvm7KlCkkJycbH6dPnzZx5EKI+5WVm8/vey8DBZuhHj58mJMnT2JlZcUTTzyhZohFMtR0xWtcsbKyIj09nfBwWSlXWnn5OsKu61tvlEe7iDsNbOGDu70VV5Oz+PvE1XK/vhAGJZujqwQcHR0LDc3PmDGDrVu3snz5cgICAop8nZWVFVZWVsavU1JSKjROIUT5W3UkmhvpOdR2tuGRJrWMx4OCgvjll1+4evUqzs7O6gVYDH93/Sq7pGwdDRs15vixoxw/fpx69eqpHFnVEnEjg5x8HTYWZtR2tin361uZmzG2ox/TN59n9s5wBjT3MSb2QpQnVZOutLQ0Ll68aPw6PDyco0eP4urqSt26dZkyZQrR0dEsXLgQrVZL06ZNC7ze09MTa2vrQseFENWHTqcw52Yz1Kc6+2NudmuA3snJiWeffVat0O7J1tIcbydrriZn8cwb79HE15VWrVqpHVaVc8HYib78Vi7eaVQHP37adpET0cnsD0+gfaBbhdxH1GyqTi8ePHiQli1b0rJlSwBee+01WrZsyfvvvw/oVyVFRkphoxA12fbz17kYl4aDlTlPtK2jdjilZljB6NW4Hd27d8fR0VHliKoeQ7uI+uW8cvF2rnaWDG3lC8AsaZYqKoiqSVf37t1RFKXQY/78+QDMnz+fbdu2Ffv6qVOnSrNBIaq52aH6ZqjD29XBwdrCeHzKlCnMmDGj0nd5N9R1hcenqRxJ1XU+rmKK6O80vou+TOWfs7GEXZfvlyh/VaaQXghR85yKSWbXxRuYaTWMu60Z6vXr1/nqq6+YNGkSUVFRKkZ4b4YVjGFxqSxYsIA33nij0u0TWdndWrlYcSNdAPU87HmosSeKAnN3yWiXKH+SdAkhKi1DLdejzbwLFFAvXryYvLw82rRpQ5MmTdQKr0QMvbrCb2Ty5ptvMn36dFlFXQq5+TrjpuH1K3ikC2BCF30PuOWHokhMz6nw+4maRZIuIUSlFJuSxbpjMQBM7FJwdbKhN9e4ceNMHVapGaYXI26k88ADDwDSmb40Lt9IJzdfwc6yYlYu3qlDoCtNazuSlatj0b7LFX4/UbNI0iWEqJQW7I4gN1+hnb8rzes4G48fP36cI0eOYGFhwfDhw9ULsIR8XWywMNOQlasjsKG+ObMkXSV3+56LpmjjoNFomHhztGvBnstk5+VX+D1FzSFJlxCi0snIyWPRPv3KZUO3cAPDKNeAAQNwc6v8y/rNzbTUddX363KrEwTIdkClcd7YLqJi67lu1/cBb2o5WnM9NZu1R2NMdl9R/UnSJYSodJYfiiI5Mxd/N1seauxlPJ6bm8vvv/8OVI2pRQNDMb2Nlz6BPH78OIqiqBlSlXHh5khXRa9cvJ2FmZZxnf0BfV2hfK9EeZGkSwhRqeTf1gx1fJcAzG5rhpmQkEC7du2oXbs2vXv3VivEUjP06spx8EGr1RIfH09sbKzKUVUNaox0AYxoVxdbSzPOXksl9GK8Se8tqi9JuoQQlcqWM7FcvpGBk40Fj7X2LfCcl5cX69at4+LFi1hYWBRzhcrHUEwflZpP/fr1AZliLImcvFsrFyu6XcSdnGwsGNZG34xXmqWK8iJJlxCiUpm9U98MdVT7uthaFr1TmbW1tSlDum+GpCvsejp//PEHUVFRPPTQQypHVflF3EgnT6dgb2WOj5Ppv+fjOweg1cCO89c5dy3V5PcX1Y8kXUKISuPolSQORCRiYaZhbCf/As8dPHiQiIgIVeK6X4ZeXVGJGQQ3e4DatWvLhsolYJhaNNXKxTvVdbOl980N1ufc3BlBiPshSZcQotIwjHL1b+6Dl2PBkY1JkyYREBDAsmXL1Ajtvng4WGFvZY5OgSsJ0o2+pM6rUER/p4kh+vYRq4/EcD01W7U4RPUgSZcQolKISsxg/clrAMY+SQZnzpxh//79mJub06NHDzXCuy8ajcY4xXjmSjzvvfceQ4cOJS8vT+XIKjdTbf9zN639XGhZ15mcfB2/7YlQLQ5RPUjSJYSoFObviiBfp9A5yI1gH8cCzxl6cz366KN4eHioEd59MxbTp+TxzTffsHLlSi5cuKByVJWbWisX7/T0zdGu3/ZeJitXmqWKspOkSwihutSsXJYcuALcms4xyM/P57fffgOqVm+uOxmSrssJmTRr1gyQzvR3k52XT8QN/VSsmtOLAA8He+HrYkNiRi4rDlfuDdZF5SZJlxBCdUsPXCEtO48gT3u61S84krVlyxZiYmJwc3Ojb9++KkV4/wy9usKupxuTLmkbUbzw+HTydQoOVubUclR3taq5mZbxnfWNbeeEhqPTSbNUUTaSdAkhVJWXr2PerghAv7G1VltwlZphanHkyJFYWlqaOrxyY2wbES8bX5eEoYi+vpc6KxfvNKxtHRyszQm7ns6/5+LUDkdUUZJ0CSFUtf7kNaKTMnGzs2RQy9oFnsvJyWHLli0AjB07Vo3wyo0h6YpPy6ZeI9n4+l4qQxH97eytzBnZri4As6VZqigjSbqEEKpRFMXYJuLJjn5YW5gVeN7S0pLw8HBWrFhBq1at1Aix3DhYW+DhYKX/cy193drly5dJTk5WM6xKq7IU0d9ubCd/zLUa9oTd4GS0fN9E6UnSJYRQzcHLiRyLSsbSXMvoDn5FnmNnZ8eQIUMqxRTT/TKMdt3Is8DX1xdbW1vCw2XUpChqbHR9Lz7ONvR9wBvAuD+oEKUhSZcQQjWzduhHuYa2qo27vVWB53JyclCU6lWwbOhMf+l6Ovv37yclJYUWLVqoG1QlpF+5qM6ei/di6CG37lgMV5MzVY5GVDWSdAkhVBERn87mM7EATOgSUOj5jz76iGbNmrFq1SpTh1ZhDCNd4fHpeHt7Y2Zmdo9X1Exh19PRKeBobY6ng9W9X2BCzXydaB/gSp5OYcHuy2qHI6oYSbqEEKqYuyscRYEeDT0I8iw4mqHT6fjtt984deoUubm5KkVY/gI99FNl4fFpKkdSud1ez1UZp5UNzVIX77tMerbsKiBKTpIuIYTJJWXk8OdBfZPJp+9ohgqwbds2IiMjcXZ2ZsCAAaYOr8IYR7qupxMfH8+IESPo2LFjtZtGvV+VsZ7rdg828iTQ3Y6UrDz+PHhF7XBEFSJJlxDC5BbtiyQzN5/G3o50rOdW6Pn58+cDMHz4cKyt1W2MWZ7qutqi1UB6Tj5ZWLJ8+XL27t3LlSvyxn0740iXZ+Wq5zLQajWMvzklPvfm9lVClIQkXUIIk8rJ07FgdwQAT4cEFJo+Sk1NZcWKFUDV7811J0tzLXVcbQGISsmlcePGgPTrutOFOMNIV+VMugCGtvLFxdaCyIQMNp++pnY4oghTp05Fo9EUeDRq1EjVmCTpEkKY1LpjMcSlZuPlaEW/B3wKPb9ixQoyMjJo0KAB7du3VyHCimXsTC/bARUpKzefy8aVi5VzehHAxtLM2OZkljRLrbSaNGnC1atXjY/Q0FBV45GkSwhhMoqiMPtmf6OxnfyxNC/8K8gwtThu3LhKWUR9v26tYEyT7YCKcOl6GjoFnGxuNZOtrJ7s6IelmZZDlxM5HJmodjiiCObm5tSqVcv4cHd3VzUeSbqEECaz+9INzlxNwcbCzLilyp3eeecdnnjiCUaPHm3i6Ezj1grGWyNdknTdcnsRfWVPuj0drBnYQj9aO0dGuyqlCxcu4OPjQ2BgIKNGjSIyMlLVeCTpEkKYjGHLn2FtfHG2LXrz6kceeYQlS5ZQp04dU4ZmMoFFbHx97tw5srOz1Qyr0qiM2//czYQQfUH9+pNXuZKQoXI0NUNqaiopKSnGR3H/d9q3b8/8+fPZsGEDP//8M+Hh4YSEhJCammriiG+RpEsIYRIX41L599x1NBp4qnPhZqg1hWF6MfJGBl61vPH09KRx48bExsaqHFnlcN4w0uVZeeu5bteoliMh9d3RKTBvV4Ta4dQIwcHBODk5GR/Tpk0r8rw+ffrw+OOP88ADD9C7d2/+/vtvkpKSWLZsmYkjvsVctTsLIWqU+TdXLD4c7IX/zcTjdvv27WPlypWMGzfOuKqvOqrlaI21hZasXB3RSVnExMRIZ/rbXIjTj0JU5pWLd5oYEsjOC/EsPRDJ5Ifq42RjoXZI1drp06epXbu28Wsrq5LV/jk7O9OgQQMuXrxYUaHdk4x0CSEqnKIobD0TB8DwYmq5Zs6cyRdffMH06dNNGZrJabUa/N0MU4xpknDdJjMnn8ibU3RVZXoRoGt9dxp42ZOek8/SA+rWDNUEDg4OODo6Gh8lTbrS0tK4dOkS3t7eFRxh8STpEkJUuLD4dGKSs7A009IhoHAz1PT0dP7880+g+vXmKkqgx622EQbSlV6/clFRwMXWAnf7omv+KiONRmPcCHverghy83UqRyQA3njjDbZv305ERAS7d+9m8ODBmJmZMWLECNVikqRLCFHhQi/EA9DG3wUby8IjO6tWrSI1NZXAwEC6dOli6vBMLtD91grG8PBw2rVrR/369VWOSn2Vfc/FuxnY0gd3eyuuJmfx94mraocjgKioKEaMGEHDhg0ZNmwYbm5u7N27Fw8PD9VikpouIUSFC72oT7q61C+6R86CBQsA/ShXVXuzLYtbvbrS8fAI4MCBAwDEx8er3kdITecr+Z6Ld2NlbsaYjn58vfk8s3eGM6C5T434Wa7MlixZonYIhchIlxCiQuXl69h76QYAIUGFP2FeuXKFf/75B4AxY8aYNDa1BHjcSrrs7e0JDNRPTdX0zvQXYqteEf3tRnfww8pcy4noZPaHJ6gdjqiEJOkSQlSoY1FJpGbn4WxrQbCPY6Hnf/vtNxRFoXv37vj7+5s+QBUYenVdTc4iIydPOtPfdD6ucm90fS+udpYMbe0LyNZAomiSdAkhKlToBf0oV+d67phpC0+3aLVaXF1da0QBvYGzrSUutvq2Ard3pq/JI10ZOXlcScgEqub0osGELvoedP+cjSXseprK0YjKRpIuIUSFCr14HSi+nuudd94hJiZG1RVFari9rktGuuBSnH4lp5udJW72lXvPxbup52FPz0aeKArM3SWjXaIgSbqEEBUmLTuPI5FJAHQJKr5A3MrKqsS9dqoL4x6M12+NdJ06dYr8/Hw1w1KNYeViUBXpRH83E0P0NXrLD0WRmJ6jcjSiMpGkSwhRYfZeukGeTsHPzZY6rrYFnsvKymLHjh01tj/V7SNdQUFBBAcH8/DDD6u6L5yazpexE/3x48fx8vKiXbt2LF68uCJCK7UOga408XEkK1fHon2X1Q5HVCKSdAkhKoyxVUQRo1xr1qyhW7du9OzZ09RhVQq3b3xtZmbGqVOnWLVqFc7OzuoGppILZWwX8fPPPxMXF8eBAwcID781nZeVlUV8fHy5xlhSGo2Gp2+Odi3Yc5nsvJo5eikKk6RLCFFhDElXSBH1XIbeXJ07dzZpTJVFgLErfVqNHe273e2NUUtKp9OxZs0aAF544QVGjRplfG7t2rV4e3vz6KOPsnDhQlJSUso34Hvo+4A3tRytuZ6azdqjMSa9t6i8StUcVafTsX37dnbu3Mnly5fJyMjAw8ODli1b8tBDD1GnTp2KilMIUcVcTc7kYlwaWg10DCyYdMXExLBx40agZmz7UxTD/ospWXkkpOfgZm+FoigkJibi6uqqcnSmlZ6dR1SiYeViyZOu/fv3c/XqVRwcHPj6668L1AXu27ePvLw81q9fz/r167GysqJv374MHz6cfv36YWNjU+5/j9tZmGkZ19mfz9afZU5oOI+19pVmqaJkI12ZmZl88skn1KlTh0cffZT169eTlJSEmZkZFy9e5IMPPiAgIIBHH32UvXv3VnTMQogqYNdFfauIZr7OON1sj2CwaNEidDodnTt3JigoSI3wVGdtYUZtZ/0bf3h8OocOHcLV1ZX27durHJnpXYzTTy2621vialfyPRdXr14NQN++fQstxJg+fTpnz57lww8/pFGjRmRnZ7Ny5UqGDRuGl5cXN27cKLf4izOibV1sLc04ey3VOOorarYSJV0NGjTg+PHjzJo1i5SUFPbs2cOKFSv4/fff+fvvv4mMjOTSpUuEhIQwfPhwZs2aVdFxCyEqudAL+lYRIXfUcymKwvz584GaO8plYNz4Oj6dunXrkpSUxKVLl0hLq1n9nYxTi6VoiqooCqtWrQJg0KBBRZ7TsGFD3n//fU6fPs2RI0d4++238fPzIzg4GDe3Wxuv//TTT2zdurXcV4462VowrI1+Bmi2NEsVlDDp2rRpE8uWLePRRx/FwsKiyHP8/PyYMmUKFy5c4MEHHyzXIIUQVYuiKITeHOnqfEfSdejQIU6fPo21tTXDhg1TI7xKo+AejB54eXmhKAqnTp1SOTLTuhBX+iL6/Px8nn76abp27UqfPn3ueq5Go6FFixZ89tlnhIeHs3btWuNziYmJvPrqq/Ts2RNfX18mT57M3r17y63ObnznALQa2H7+ujG5FDVXiZKuxo0bl/iCFhYW1KtXr8wBVXVSECsEnItNJT4tGxsLM1r5ORd4zjAlNHjwYJycnEwfXCViTLqu6xuDGpqk1rTO9GUpojc3N+eNN95g+/btODoW3l6qOBqNBk9PT+PXGRkZjBs3DhcXF65du8b3339Px44dCQwMZMqUKZw9e7bkf5Ei1HWzpXeTWgDMkdGuGq/Mqxfz8vL46aefePzxxxkyZAjTp08nKyurPGOrUhRFYcaMGTRu3JgLFy6oHY4Qqgq9oK9faR/oipW5WYHnPvroI7Zv384777yjRmiVyu0jXYCxSWpN60x/q12E6fdcrF27NjNnzuTatWusW7eOUaNGYWdnR0REBJ999hmbNm0ynlvWD9UTQ/RbA606Es311OxyiVtUTaVavXi7l19+mfPnzzNkyBByc3NZuHAhBw8e5I8//ijP+KoMjUbD//73P86dO8cPP/zA999/r3ZIQqhm54Xi+3NptVq6du1q6pAqpUD3m13pb6STr1Nq5B6Madl5RCeVbs/Fa9eusXHjRvr3719uKz0tLS3p168f/fr1IyMjg//973/88ccfBabA58yZwy+//MLw4cN54oknSrxiv7WfKy3rOnMkMonf9l7mtV4NyiVmUXEqqltDiUe6DAWLBps2bWLjxo288MILTJ48mUWLFrF+/foyBVFdvPrqqwDMnTuXpKQkdYMRQiXZefnsC9fXc92532JN3eKmOLVdbLA005KTpyMmKbPAHow1pVThws2pRQ8HK5xtS7ZyceXKlYwbN46BAwdWSEy2trY8/vjjrFy5klq1ahmPL126lEOHDvHmm29St25dQkJCmDFjBnFxcfe85sQu+mapv++9TFau/D+orCq6W0OJk665c+cyaNAgYmL0Td5atWrFc889x4YNG1i3bh1vvfUWbdu2LXUA1UnPnj1p0qQJ6enpzJkzR+1whFDF4ctJZOXq8HCwouFt00WxsbHUrl2bl156iby8PBUjrDzMtBr83PTbI4XHpxMcHEzv3r0ZP348OTk1Y8++snSiNwwCVFTSVZzFixfz888/07VrVzQaDaGhoUyaNAkfHx8effTRu36o6N3EC18XGxLSc1h5ONqEUYvSqOhuDSVOutatW8eIESPo3r07P/zwAzNnzsTR0ZF3332X9957jzp16lSafa/UotFoeOWVVwD44Ycf5I1F1EihF/WtIroEuRubQebm5vLll18SGxvL/v37MTcvc2VDtXN7XZe1tTUbNmzgyy+/rDEbgJe2XURiYiLbtm0Dim8VUVE8PDx47rnn2L59O5GRkUyfPp02bdqQn59Pbm4uZma36he3bNlCenq68WtzMy1PddbXds0ODUOnqxkjmVVNRXdrKFUh/RNPPMH+/fs5ceIEvXv3ZvTo0Rw6dIijR4/y008/4eHhUaqbV0ejRo3Czc2Ny5cvG7enEKImMRTRdw5yJzc3l7lz59KoUSOmT58OwMSJE9UMr9IxbAdkKKavac7Hla6I/n//+x95eXk0bdpU1ca6vr6+vPbaaxw4cIALFy7w5ZdfGp+Ljo7m4YcfxtPTkxEjRrB27Vqys7N5om0dHKzMCbuezrbz956SFKZX0d0aSr160dnZmZkzZ/Lll18yZswY3nzzzRq9avFONjY2PPfccwB8++236gYjhIklZ+RyPDoZRVG4vHsdDRs2ZMKECYSFheHp6cn06dMl6brD7RtfG9y4cYMzZ86oFZJJGWq6Sjq9aGg5YupRrrsJCgqiRYsWxq8vX75MQEAAGRkZLFmyhIEDB1KrVi0mv/AsbS2jUHT5zNoh7SOqivLs1lDipCsyMpJhw4bRrFkzRo0aRf369Tl06BC2trY0b968xhfR327SpEkMGTKEjz/+WO1QhDCp3ZfiURT9qMWmv1YTHh5uTLbCw8N57bXXZP+5OwTcXMEYdl0/4rN+/Xrc3d0ZMWKEmmGZREpWLleT9W9eJenRlZmZaXyvqUxJ1506derExYsX2b9/P6+++io+Pj4kJSUxd+5c5v3fRLLO7GBP2A1ORierHaoogZdffplVq1bRo0cPunXrxuLFi3nqqafKdC2NUsIlMt27d6dWrVqMGzeOjRs3cunSJWNX3zNnzvDss89Sq1Ytli1bVqZATCUqKoo6depw5coVfH191Q5HiGohOzub+fPnc8qiAWvPZzCukz+P1kpn165dPPvss9ja2qodYqUVn5ZNm0+2oNHAmY8e4Vr0FQICArCwsCA9Pb3YupLq4HBkIkNm7MbL0Yp9/3nonufv2LGD7t274+vry+XLl6tMAp+fn09oaCh//PEHf/31F/0+WsyG86kMblmb5plHOX36NMOHD6dly5ZV5u+kBlO9f69atYrBgwcbvw4KCuLcuXPGmr2zZ8/SoUOHMnUpKHE168GDBzl27Bj16tWjd+/eBAQEGJ9r3LgxO3bsYObMmaUOQAhRdWVnZzN37lymTZvGlStXqB3yOOadxhJS3512jZvQrl07tUOs9NzsLHGwNic1K4/IhAzq+/nh4OBAamoq58+fp0mTJmqHWGEulLKIvmvXrsTExHDp0qUqlZyYmZnRrVs3unXrhk6n41RMKhvOh7LuWAz/bviBY0cO8+WXX9KgQQM+//zzSj2KVxPMnTuXBQsWMGPGDHx8fIzdGoYOHUpubi6zZs0qc7eGEk8vtm7dmvfff59Nmzbx9ttvG5v43e6ZZ54pUxDV1eXLl3nttdf4/PPP1Q5FiHKVlZXFTz/9RFBQEC+88AJXrlzB06sWmbaemGs1tA90u/dFBKBf9Wys67qejkajqTGd6c/fbBdRvxTtImrVqkXnzp0rKqQKp9VqaebrRPsAV3LzdTR9dCyPP/441tbWnD9/3tjvUainIrs1lDjpWrhwIdnZ2bz66qtER0fz66+/lumGNcnBgwf55ptv+Oqrr8jMzFQ7HCHKxaxZswgKCuLFF18kKioKHx8fvv/+ez5fth2HFn1oVdcFeytpCVEad24HdHuT1OrsvLGI/t4jXdWtWezEkEA0Gg3HzRsy77fFREVFYW5uTkREBBEREWqHV+NVVLeGEiddfn5+LF++nFOnTrFo0SJ8fHzKdMOaZODAgfj5+REfH1/je5iJ6uPkyZNER0dTu3ZtfvzxRy5dusRLL73E/iv6N9DORWz9I+7OUEwfHq8f+akp2wGVpjHqW2+9Rc+ePdmyZUtFh2USPRt5EuBuR0pWHn8evIKbm5txyurff/9VOToBFdOtoURJ1+0N3iri/OrK3Nycl156CdC3j6hun9RE9ZeZmcl3333HoUOHjMfefvttfvrpJy5dusSkSZOwtrYmX6ew+1LRW/+IezP06gq7XnNGupIzc7mWon8DC7pHTZeiKCxfvpytW7eSlpZmivAqnFarYXwXfW303F0R5OsUevToAUjSpbaK7NZQoqQrKCiIzz77jKtXrxZ7jqIobN68mT59+shmz7eZMGECdnZ2nDx5kq1bt6odjhAlkpGRwTfffENgYCCvvPIK77//vvE5Hx8fXnjhhQId00/FJJOUkYuDlTnNfZ3UCLlKC7xjerFZs2a88MILvPvuu9X2w9rFOP3IaC1Ha5xs7r5C89ixY0RERGBjY8PDDz9sivBM4rFWvjjbWhCZkMHm09cYMWIECxYs4NNPP1U7tBptzJgxaLVavvzySzw9PXn22WextLTkww8/ZPXq1UybNq3ARuilUaLCi23btvGf//yHqVOn0rx5c9q0aYOPjw/W1tYkJiZy+vRp9uzZg7m5OVOmTOHZZ58tUzDVkbOzM0899RQ//vgj3377LT179lQ7JCGKlZGRwS+//MIXX3xBbGwsAHXr1mXgwIEoilLsirGdN7vQd6jnhrlZqXsu13iGmq4b6TkkZ+Ti5OTETz/9pHJUFas0RfSGhqi9e/euVu1HbCzNGN3ejx//vcisneGseL4TTZs2VTusGq8iuzWU6Ldjw4YNWbFiBefPn2fYsGFER0ezfPlyZs2axbZt26hduzazZs0iIiKCF154ocD+U3ezY8cO+vfvj4+PDxqNxvgfqzgrV66kV69eeHh44OjoSMeOHdm4cWOJ7qWml19+GY1Gw19//cWFCxfUDkeIIs2dO5eAgABef/11YmNj8ff3Z+bMmVy4cIFnnnnmrkv0DVv/hMjUYpnYWZnj5agfOQy/UTPKM0pTRF8Zu9CXlzGd/LA003LociKHIxPVDkdQsd0aSrXEqG7durz++uu8/vrrZbrZndLT02nevDnjx49nyJAh9zx/x44d9OrVi08//RRnZ2fmzZtH//792bdvHy1btiyXmCpC/fr1GTVqFF5eXtjbl3xptBCmlJWVRVxcHAEBAbz77ruMGTOmRI05M3PyOXRZ/2bRRYroyyzA3Y7YlGzC49NoUceZjIwMTpw4QW5uLl26dFE7vHJX0iL68PBwjh07hpmZGf369TNFaCbl6WDNgBY+LD8UxZyd4Xh2S2fJkiUoisKbb76pdng10sKFC3n99dd59dVXadGiRbl2a1B1XXefPn3o06dPic+/cy/DTz/9lDVr1rBu3bpKnXQB/Pbbb2qHIIRRWlqasc/W0KFDAX39oYODA8OHDy9VF/T9EQnk5Ouo7WxjnCYTpRfgbs/esARjMf2aNWsYOXIknTp1YteuXSpHV/4MI1332v7HMMrVtWtX3NyqZ/+3iSEBLD8UxfqTV+nhFM+bb76Jl5cXb7zxRpVqAltdGLo1VIQqXXyh0+lITU3F1dW12HOys7NJSUkxPlJTU00YoRCVS2pqKp999hn+/v688847TJkyhby8PACsrKx48sknS73tTOiF6wB0DnKTN4j7cOfG14YVjCdOnKh2xfTJGbnEpWYDUN/z7iNdQUFB9O7du8yFy1VBo1qOhNR3R6fA8RxPrK2tiY2NrTGbnlcmFd2toUonXV999RVpaWl3/c84bdo0nJycjI/g4GATRliQoij8+++/TJgwwfhGJ4QppKSk8Omnn+Lv78+UKVO4ceMGQUFBvPvuu/edKIVeNLSKKFuzQKEXeLNtRPjNka4GDRpgYWFBamoqly9fVjO0cnf+5spFHydrHKzvnuT379+fDRs28Nxzz5kiNNVMDAkEYMXRa7Tv2AmQ1hFqqOhuDVW2bfTixYv58MMPWbNmDZ6ensWeN2XKFF577TXj19HR0aolXtnZ2TzxxBNcv36dPn368Nhjj6kSh6hZFi9ezIsvvkhior7uqkGDBvzf//0fI0aMwNz8/n4FXE/N5szVFAA616ueUz+mcntXekVRsLCwIDg4mGPHjnH8+HH8/f3VDbAclXRqsSbpWt+dBl72nI9No369FvDvVv79918mTZqkdmg1SkV3a6iSI11Llixh4sSJLFu2jIceuvvO9FZWVjg6OhofDg7q/Se3trY2flq7sz5NiIpSq1YtEhMTadiwIb///junT5/mySefvO+EC2D3Jf2qxWBvR9zsre5xtribOq62mGk1ZObmE5uin3qrrnswlrSIft26dURFRZkiJNVpNBomdtGPdl0y8wP0I106nU7NsGqciurWYFDqpMvf35+PPvqIyMjI0r60XPzxxx889dRT/PHHH/Tt21eVGO7H888/j4WFBbt27eLAgQNqhyOqmaSkJD788MMCm6z36NGDv//+m1OnTjFq1KhS/5K4m53SKqLcWJhpqeuq70EVdnM7oNvruqqTkox0paam8vjjj1OnTp0a02pnQAsf3O0tSXHww9rGloSEhGr3va8qDN0aVq9ezZEjRzh79iyhoaH88MMP9OvXr8y/R0uddL3yyiusXLmSwMBAevXqxZIlS8jOzi7TzdPS0jh69ChHjx4F9EuDjx49akzopkyZwpgxY4znL168mDFjxjB9+nTat2/PtWvXuHbtGsnJyWW6vxq8vb0ZPnw4AN99953K0YjqIjExkalTp+Lv78/UqVP55JNPSEhIAPSfoPv06VOuyRbo6xp2XdQnXbL1T/kwTDFW9+2AzhtHuopPujZu3Eh2djb16tUjKCjIVKGpytrCjDEd/dGYmePg3wwrKyvOnz+vdliiHJUp6Tp69Cj79++ncePGvPTSS3h7e/Piiy9y+PDhUl3r4MGDtGzZ0tju4bXXXqNly5bGLUeuXr1aYERt5syZ5OXlMWnSJLy9vY2PyZMnl/avoapXXnkFgKVLlxIdHa1uMKJKS0hI4P3338ff358PP/yQ5ORkmjRpwpw5c3B2dq7Qe1+6ns7V5CwszbW09S9+BbEouYA7tgNq3bo1X3/9NTNmzFAzrHKVmJ5DfNq9Vy6uWrUKgMGDB9eoVbGj2tfFylyLZffn2XTkEo8//rjaIYlyVOaarlatWvH9998TExPDBx98wOzZs2nbti0tWrRg7ty5JVri3L17dxRFKfSYP38+APPnz2fbtm3G87dt23bX86uKVq1a0bVrV/Ly8qrVL1NhWmvXrsXf35+PP/6YlJQUmjZtyrJlyzh+/DjDhg1Dq63Ykk1Dq4i2/i5YW5TvKFpNZVzBeDPpcnd359VXXzVuhFwdGKYWazvbYGdVdF1hTk4O//vf/4Dq2YX+btzsrRja2hdzR3d+O1D8CjpRNZX5t3Jubi7Lli1jwIABvP7667Rp04bZs2czdOhQ/vOf/zBq1KjyjLPaeeWVV2jYsCGNGjVSOxRRRT3wwANkZmbSrFkzli9fzrFjx3j88ccrPNkyMLaKCJJWEeXlzpGu6uhC3L33XNy2bRvJycl4eXnRoUMHU4VWaYzvrN/rb8uZWONqVlE9lHr50uHDh5k3bx5//PEHWq2WMWPG8M033xRIHgYPHkzbtm3LNdDqZuDAgQwcONBkb5CiaouPj2f69OlcvXrVOLLr7+/Pvn37aNGihcl/jnLzdewN0yddUkRffgLd9YlIZEIGufk6LMy0REVFsX37dpycnKrFNjgXSrDnoqEL/YABA8q9FrEqCPK0p2cjT1Yv/Z0ObV7lrZeeLbft94S6Sv2bum3btly4cIGff/6Z6Ohovvrqq0KjNQEBAcZicVE0rVYrCZe4p+vXr/POO+/g7+/PZ599xoIFCwp0qW7VqpUqP0fHriSRlp2Hi60Fwd6OJr9/deXlaIWNhRn5OoUrCRkAbNiwgdGjR1ebhTeGIvri6rkURWH9+vWA/gN8TTUhJAAlJ4O4yxfYsGmz2uHUWDt37mT06NF07NjRWIP922+/ERoaWqbrlfq3dVhYGBs2bODxxx8vdrsQOzs75s2bV6aAaprMzEzmzJnD7t271Q5FVCKGZCsgIIDPP/+c9PR0WrVqxZo1ayrFlLShVUSnIHe02ppT5FzRNBpNsSsYq0vrgAtxdx/p0mg0HD16lMWLF/Pggw+aMrRKpWOgG01adwRgx46d5ObmqhxRzbNixQp69+6NjY0NR44cMXZqSE5O5tNPPy3TNUuddMXFxbFv375Cx/ft28fBgwfLFERN9sEHHzBx4kT++9//qh2KqCR27txZZLJ18OBBBgwYUClWchlaRYQEydRieQu4o5i+SZMmaDQaYmNjiYuLUzO0+5aQnkN8Wg6gn0IrjpOTEyNGjMDKquY23NVoNLzyxENorR3Iycpg997C77uiYn3yySf88ssvzJo1q8AgU+fOnUvdrcGg1EnXpEmTuHLlSqHj0dHRsl1BGTzzzDNoNBr+/vtvzp07p3Y4QiW3d51u3bo1dnZ2tG7dmnXr1lWqZAsgNSuXI1eSAOgsSVe5q3fHxtd2dnbUq1cPqPqjXYaVi74uxa9cFLf0b+6LU73mAPyyZJ3K0dQ8586do2vXroWOOzk5kZSUVKZrljrpOn36NK1atSp0vGXLlpw+fbpMQdRkQUFB9O/fH6DUG2eKqi8uLo633nqLzp07GxMvW1tb9u3bx4EDB+jXr1+lSbYM9oYlkK9T8Hezpc7NDuqi/Nwa6UozHqsu2wHdq4j+7NmztG3blunTp5syrErL0lxLr576KdbNW/6RVYwmVqtWLS5evFjoeGhoKIGBgWW6ZqmTLisrK2JjYwsdv3r1arns5VYTGZqlzp8/37gpsajeDMlWQEAAX375JXv37mXTpk3G5/39/StdsmUgXegrVsDNFYy3t42oLnVdxiL6YtpFrF69moMHD/LPP/+YMqxK7dUn9YsJEsJOsPW0NNM2paeffprJkyezb98+NBoNMTExLFq0iDfeeIPnn3++TNcsddL18MMPM2XKlAJb7yQlJfGf//yHXr16lSmImq579+488MADZGRkMGvWLLXDERUoLi6ON99805hsZWRk0KZNG/766y969+6tdnglsvNmU1Tpz1UxAtz0I12xKdmkZ+cB1WekyzC92MCz6JEuQxf6mtYQ9W7at26OT1ATbBuFMHPLKbXDqVHeeecdRo4cSc+ePUlLS6Nr165MnDiRZ599lpdeeqlM1yx10vXVV19x5coV/Pz86NGjBz169CAgIIBr167JkHAZaTQa42jXDz/8IKtUqqlz584REBDAV199RUZGBm3btuV///sf+/fvp2/fvpV2ZOt2V5MzuXQ9Ha0GOtZzUzucasnJ1gI3O0vg1mhX165dWbt2LStXrlQztPtmaIxa1PRidHQ0+/fvR6PRMGDAAFOHVmlpNBr27N2PR79X2Xc1z5i4itL77LPPCrzf3otGo+Hdd98lISGBkydPsnfvXq5fv87HH39c5hhKnXTVrl2b48eP88UXXxAcHEzr1q357rvvOHHiBHXq1ClzIDXdiBEj8PLyolmzZty4cUPtcEQ5ycnJMf65QYMGBAcHG5Otffv28eijj1aJZMvA0CriAV9nnGyKbhkj7p9hOyBDMb2Hhwf9+/enbt26aoZ1X+LTsklIz0GjKXrl4po1awDo2LEjtWrVMnV4lVpdN1t6B+v/TebsDFc5mqrpwIED/Prrr8ap+pIYP348qampWFpaEhwcTLt27bC3tyc9PZ3x48eXKY4ydVW0s7PjmWee4aeffuKrr75izJgxxfbsEiVjbW3N2bNn+fvvv+UXTjUQGxvLG2+8QWBgICkpKYD+U9P69eurZLJlYGwVIfVcFcq4HdD16rMdkGGEpo6LLTaWhbvMG7rQy9Ri0SZ08SMn9hIrDoRzPTVb7XCqlLS0NEaNGsWsWbNwcXEp8esWLFhAZmZmoeOZmZksXLiwTLGUufL99OnTREZGFvgkD8iw8H1wdnZWOwRxn2JjY/nyyy+ZMWOG8T/rkiVLeOaZZwD9BsZVlU6nGJMuaRVRsW4V099awXj48GHWrVtHo0aNeOKJJ9QKrcwuxBqmFguPciUmJvLvv/8CknQVZ+Kgnlw9fhzPJz7ht72Nea1XA7VDUk1qaqrxwyzoF/jdrafbpEmT6Nu3Lw899BCffPLJPa+fkpKCoigoikJqairW1tbG5/Lz8/n777/x9PQsU+ylTrrCwsIYPHgwJ06cQKPRGJewGj615+fnlykQcUtUVBShoaGylVIVUlSy1a5dO6ZOncojjzyicnTl4+y1VOLTcrC1NKNV3ZJ/WhSlV9TG16GhoUydOpWBAwdWyaTLMNJVv4h6ruTkZAYPHkxkZCT169c3dWhVwgMPPMDx48fJijzB73vb8UL3elhb1Lx9KQGCg4MLfP3BBx8wderUIs9dsmQJhw8f5sCBAyW+vrOzMxqNBo1GQ4MGhZNbjUbDhx9+WKqYDUqddE2ePJmAgAD++ecfAgIC2L9/Pzdu3OD111/nq6++KlMQ4pbIyEhjI8QuXbrg6+urckTiXhITEwkKCiItTf9Jvn379kydOpXevXtXySnE4hhGudoHuGJpLvuGVqTba7oURUGj0RhXMFbVthF3G+ny9/dn2bJl0ofqLnr06MHvv/+OEnOShPQcVh6OZmT7qlvjdz9Onz5N7dq1jV8XN8p15coVJk+ezObNmwuMVt3Lv//+i6IoPPjgg6xYsQJXV1fjc5aWlvj5+eHj41Om2EuddO3Zs4etW7fi7u5u3LS5S5cuTJs2jZdffpkjR46UKRChV7duXTp37sz27duZMWNGmfd3EhUrNTUVBwf9J3YXFxcGDRrEhQsXqmWyZbDT2J9LWkVUtLqutmg0kJqVR3xaDh4OVsakKywsrMDPX1WgKArnb+65WL+YdhFAtfx/U14M+1BmRJ3DOSeT2aFhDG9bp0buferg4ICjo+M9zzt06BBxcXEFGrrn5+ezY8cOfvzxR7KzszEzKzxa2K1bNwDCw8OpU6cOWm35fcgs9ZXy8/ON/9nd3d2JiYkBwM/PT7axKSeG5ay//vorGRkZ6gYjCrh27RqvvfYaPj4+BX7ef/nlF/bs2cMjjzxSLd84snLz2R+uX1XbReq5Kpy1hRm+LjbArSlGd3d3vL29ATh1qmr1a7qelk1SRi7aIlYunj9/nrNnz6oUWdXh7++Pv78/+fl5aGPPEXY9nW3nq/ZenBWtZ8+enDhxgqNHjxofbdq0YdSoURw9erTIhOt2fn5+aLVaMjIyOHv2LMePHy/wKItSJ11Nmzbl2LFjgH4a5YsvvmDXrl189NFHZW6LLwrq378/AQEBJCQk8Pvvv6sdjuBWshUQEMA333xDWloaf/zxh/F5Ozu7aplsGRyOTCQrV4eng1WR00Oi/BVVTF9Vm6QaphbrutoWqkP6/PPPady4cZlrZGqSHj16AFA3W982YtYOaR9xNw4ODjRt2rTAw87ODjc3N5o2bXrP11+/fp1+/frh4OBAkyZNaNmyZYFHWZQ66fq///s/4x5xH330EeHh4YSEhPD333/L3oHlxMzMjJdffhmAb7/9VuocVHT16lVeffVVY7KVlZVFhw4d2LhxIx988IHa4ZlM6M3+XF2C3Kt1clmZBN6x8TVU3e2ADHsuBt0xtZifn8/atWsBCAkJMXlcVY1hijE1/ChmWg17wm5wMjr5Hq8SZfXKK6+QlJTEvn37sLGxYcOGDSxYsID69esbf25Lq9Q1XbdvVRIUFMTZs2dJSEjAxcVFfhmXo/Hjx/P+++9z5swZNm3aVGW2iKlO8vLyaNu2LdHR+v3OOnbsyNSpU+nVq1eN+1kPlVYRJldUry7DSNfp06dViamszscVXUS/a9cu4uPjcXFxkaSrBHr27Mn//d//0bNnT1ZedWLtsRjmhIbzzRMt1A6tyti2bVuJz926dStr1qyhTZs2aLVa/Pz86NWrF46OjkybNo2+ffuW+v6lGunKzc3F3NyckydPFjju6upa496EKpqjoyPjx4/H1taW8HAZQjaV2NhY48iiubk5zz//PB07dmTTpk3s2rWLhx9+uMb9rCem53Di5qdp2eTadIpqG9GvXz/OnDnDxo0b1QqrTAwjXXdu/2NoiNq/f39psF0C3t7efPzxx3Tv3p2JIQEArDsWw7XkLJUjq57S09ON/bhcXFy4fl2/72yzZs04fPhwma5ZqqTLwsKCunXrSi8uE3n33XeJioriueeeUzuUai8mJobJkyfj5+fH33//bTz+9ttvs2vXrho5umWwJ+wGiqIfpfByLPmya3F/DEnX5RsZ5Ov0HwRcXV1p1KgR5uZl7mttcoqicP5mTVf920a6FEWRDa7vwwO+zrQLcCVPpzB/d4Ta4VRLDRs2NC6Yat68Ob/++ivR0dH88ssvxkUtpVXqmq53332X//znPyQkJJTphqLkPDw8SrVlgSg9Q7IVGBjI999/T3Z2NuvWrTM+b25uXmOTLQPDfosytWhatZ1tsDTXkpOvIzqx8FYkVcX11GySM/UrF+t53Eq6jh8/TkREBDY2NlI+UQqZmZmsXbuWzz//nKdD9IvXFu+7THp2nsqRVT+TJ0/m6tWrgL4B6/r166lbty7ff/99mds5lfrj0o8//sjFixfx8fHBz88POzu7As+XdchNFE9RFPbu3UvDhg0LNGkTZRcTE8Pnn3/Or7/+Sna2fh+zzp07M3XqVHr27KlydJVL6EX9kLrst2haWq2GADc7zsWmEhafRl03WwD++usvli5dSs+ePRk3bpy6QZaAYZTLz82uwMpFwwbXDz/8MLa2tqrEVhUlJyczcOBAAOLGTyDA3Y7w+HT+PHiFcZ0DVI6uehk9erTxz61bt+by5cucPXuWunXrlnlLt1InXTIMbHrjx49n/vz5fPbZZ7z99ttqh1MtDB48mP379wP6ZOvDDz/kwQcfrPGjWneKvJHBlYRMLMw0tA9wUzucGifAXZ90hcen072h/tiJEyf4/fff0el0VSTpMjRFLVhE/+abb9KqVSsZzS+lWrVqERwczOnTp9m5cwfju7TmvdUnmbsrgic7+mNWA5ulVoTc3FwaNWrEX3/9RePGjQGwtbUt0Gi1LEqddNWkZfKVRffu3Zk/fz4//vgjr732mhSclkF0dDQuLi7GT9RvvfUW3377LVOnTpVk6y523hzlalnXBTurqlNHVF0EeBQupq9q2wFdiCu6iN7GxoZ+/fqpEVKV16NHD06fPs2///7LF9MHMn3TOSITMth8+hqPNC1brZEoyMLCgqys8l+gIBuoVQHDhw/H09OTqKgoVqxYoXY4VUp0dDQvvfQSgYGB/PLLL8bjQ4YMYceOHfTs2VMSrru4vT+XML2iVjAaenWdOXOGnJwcVeIqjaKK6MX9MTRJ/ffff7GxNGN0ez8AZu+Ule7ladKkSXz++efk5ZVfvVypky6tVouZmVmxD1H+rKyseOGFFwB9s1RRMp988gmBgYH8+OOP5OTksGfPHuNzhh3kRfHydQq7L93c+kfquVRhbJB6W6+uOnXq4OTkRF5eXqXfPke/crHwSNf48eOZMmWKcRs5UTrdu3cH9NtBxcbGMqajH5ZmWg5eTuRIZKK6wVUjBw4cYOXKldStW5fevXszZMiQAo+yKHXStWrVKlauXGl8LF26lHfeeQdvb29mzpxZpiDEvT333HNYWlqyb98+9u7dq3Y4ld6MGTN47733yMnJISQkhK1bt7Js2TK1w6pSTkYnk5yZi4O1OQ/UdlI7nBop8OZqv+ikTLJy9a16NBpNlZlijE3JJjUrDzOthsCbU6XXr19nwYIFfPbZZ+Tm5qocYdXk5uZG8+bNAX2zT09Hawa08AFgdqiMdpUXZ2dnhg4dSu/evfHx8cHJyanAoyxKXaRhWDVxu8cee4wmTZqwdOlSJkyYUKZAxN15eXkxcuRI5s+fz7fffsuSJUvUDqnS2rx5s3EbpU8++YT//Oc/MqpVBoYu9B0D3TA3k0oENbjYWuBkY0FyZi4RN9JpVMsR0E8xhoaGcvz4cUaNGqVylMUzjHL5udliZa6fCVm3bh06nY6WLVvi5+enZnhVWo8ePTh27BgHDx7kiSeeYEKXAJYfimL9iatcScigjqusCL1f8+bNK/drlttv0g4dOvDPP/+U1+VEESZPngzo23IY2hyIgtLT0xk1ahT5+fmMGTNGEq77sPOCtIpQm0ajKXY7IK1WS2Ji5Z5KMk4t3rbnoqEh6uDBg1WJqbp45ZVXuHDhAl988QUAjb0dCanvjk6Bebsi1A1OFKtckq7MzEy+//57ateuXR6XE8Vo0aIF//77L2fOnMHKykrtcColOzs7/vzzTwYMGMDMmTMl4SqjjJw8Dl9OAqBLfQ91g6nhitr4+sknnyQtLa3Sl3RciC2452JaWhqbN28GJOm6X35+fgQFBRX4HTehi75P19IDkaRkydRtZVTq6cU7N7ZWFIXU1FRsbW35/fffyzU4UZihgFIUr1u3bnTr1k3tMKq0/eEJ5OTrqO1sg7+bTFOoKaCIYvo7m1JXVudvtouof7OIfsOGDWRnZ1OvXj2aNGmiZmjVUrcGHtT3tOdCXBpL9kfyTNd6aock7lDqpOubb74pkHRptVo8PDxo3769NLkzoZycHCIjIwkKClI7FNUpisJ7773HyJEjCQ4OVjucauH2VhEyWqiuW7260lSOpHQUReGicaRLn3QZNrgePHiw/FyVg927dzN9+nQCAgL46quv0Gg0TAwJ4O0VJ5i/K4KnOgdgIfWYlUqpvxvjxo1j7NixxseTTz7JI488IgmXCR04cAB/f3/69++PTqdTOxzVffXVV/z3v/8lJCSEpKQktcOpFgxF9NIqQn2B7vqpudt7dYF+hW7Hjh2ZPXu2GmHd09XkLFKz8zDX3qpL8/T0xN3dXXY2KSfJycnGTgIGA1vUxt3ekpjkLP4+cVXF6Kq+hQsXFlk/nZOTw8KFC8t0zVInXfPmzePPP/8sdPzPP/9kwYIFZQpClE7Dhg1JS0vj7NmzbNq0Se1wVLV69Wrj1kgffvghzs7O6gZUDcSlZnH2mn5aSDa5Vp+/u356NzEjl8T0W81QY2Ji2Lt3r3E7q8rGUETv726Hpbn+rebrr7/m2rVrdOzYUc3Qqo0uXbpgZmZGeHg4ERERAFhbmPFkB38A5oSGoyiKegFWcU899RTJycmFjqempvLUU0+V6ZqlTrqmTZtW5EaPnp6eZd51W5SOo6MjEydOBGp2s9QjR44watQoFEXhhRde4MUXX1Q7pGph90V9Q9QmPo642lmqHI2wtTTH28kagPAbVWc7oItxNzvR37HnopmZGVqtTHmVBwcHB9q1awfou9MbjO5QFytzLcejktkfnqBWeFWeoihFToNHRUWVuU9XqX/yIyMjCQgovJO5n58fkZGRZQpClN5LL72EVqtl48aNnD59Wu1wTO7q1asMGDCAjIwMHn74Yb777ju1Q6o2dl6QqcXKpqi2EYbtgE6cOFEpywyMG117OaDT6Th48GCljLOqu31LIAM3eyuGtPIFpFlqWbRs2ZJWrVqh0Wjo2bMnrVq1Mj6aN29OSEgIDz30UJmuXeqky9PTk+PHjxc6fuzYMdzc3MoUhCi9gIAAY6Pa77//XuVoTCsjI4OBAwcSFRVFo0aNWLp0KebmshlzeVAUhV0367lCgqRVRGVhXMF4WzF9/fr1sbKyIj093Ti1VJmcv61dxMGDB2nbti1NmzaV6a5yZki6tm7dWuDf1tA+YsuZ2EL1gOLuBg0axMCBA1EUhd69ezNw4EDjY/jw4fz6669l7tZQ6neqESNG8PLLL+Pg4EDXrl0B2L59O5MnT2b48OFlCkKUzSuvvMKqVatYuHAh//3vf2tM0pudnY2dnR1ubm789ddfUsdVji5dT+NaShZW5lra+MvimMqiqI2vzc3NCQ4O5siRIxw/fpzAwEC1witEURTj9GIDLwfmf7ca0I/OyarF8tWpUycsLS2Jjo7m4sWL1K9fH4AgT3sebOTJ1rNxzA0N5+NBTVWOtOr44IMPAPD39+eJJ57A2tq63K5d6pGujz/+mPbt29OzZ09sbGywsbHh4Ycf5sEHH5SaLhMLCQmhZcuWZGZm8vfff6sdjsm4uLiwceNGdu7cSb160oemPBmmFtv6u2JtIRvYVxb1bu7BeHuvLrg1xVjU7IOaYpKzSLu5ctHfzc7YhV5WLZY/W1tbQkJC6NSpU6HV2xND9KNdfx66UmARhiiZsWPHlmvCBWUY6bK0tGTp0qV88sknHD16FBsbG5o1ayZ7aKlAo9Hwww8/YG9vb9z8tDq7ePGisS+ZpaUljRs3Vjmi6idU6rkqJcNIV8SNdHQ6Ba1WP1r0wAMP4Ofnh6Vl5VrwYKjnCnC3I+ziec6ePYuFhQV9+vRRObLqadOmTUUuTugY6EawtyOnr6aweH8kk3pIX8d7cXV15fz587i7uxdqBn+nhITSL1IocyFM/fr1jcOYQj2dO3dWOwST2LNnDz169OC5555j+vTpmJnJKEx5y83XsTdMv3Kxi7SKqFR8XWww12rIytVxLSULH2cbAF599VVee+01laMr7IJhz0UvB2ND1J49e5Z5xZe4u+JWg2o0Gp7uGsCrS48xf3cEE0MCjBuPi6J98803ODg4GP9c3tPhpU66hg4dSrt27Yy9kQy++OILDhw4UGQPL2EaN27cwNXVtdrVTERERDBo0CCys7O5fPlytfv7VRZHrySRnpOPq50lwd6OaocjbmNupqWumy1h19MJj083Jl2V9f+CoYi+vpc9S35YDcjUoikkJyej0WhwdLz1/7dvMx8+W3+W2JRs1h27ymOtfVWMsPIbO3as8c/jxo0r9+uXuqZrx44dPProo4WO9+nThx07dpRLUKJ0DH2qfHx82Lt3r9rhlKuUlBT69+9PXFwcLVq04LfffpMePxXEUM/VqZ6bcfpKVB7Gja+vF94OSFEU8vPzTR1SsQwjXa6ksW/fPjQaDQMGDFA5qurtxRdfxNXVld9++63AcUtzLeM66Wu7Zu8Mk9WjJZCSklKiR1mU+t0rLS2tyPoBCwuLMgch7o9GoyE7O5ucnJxq1Sw1Pz+fESNGcPLkSby9vVm3bh329vb3fqEoE2OrCKnnqpQCDcX0dyz/f/PNN/H09CzztiTlTadTuHBz5WK74AC2b9/O9OnT8fb2Vjmy6s3b2xudTlegX5fByHZ1sbU04+y1VHbdbH4siufs7IyLi0uxD8PzZVHq6cVmzZqxdOlS3n///QLHlyxZIpsNq2jy5MnMnTuXFStWEBkZSd26ddUO6b698cYb/P3331hbW7NmzRp8fWVYvKKkZOVy9EoSIFv/VFZFtY0AyM3NJT4+vtKsYIxOyiQjJx8LMw31vJxo5NPV2F5IVJwHH3wQgG3btqHT6QrMCDjZWjCsTR3m745g1s4wWShzD7cnroqi8OijjzJ79mxq165939cuddL13nvvMWTIEC5dumT8Jv/zzz/88ccfUs+logceeIAHH3yQrVu38tNPP/H555+rHdJ9OXbsmLHL/MKFC2nbtq3KEVVvey/dIF+nEOBuh6+LrdrhiCIUl3Td3pm+MrgQp59aDHS3x8JMSgFMpU2bNtjZ2XHjxg1OnDhRaEX7+M4BLNgTwfbz1zkfm0oDLweVIq38unXrVuBrMzMzOnToUC698Er9P6J///6sXr2aixcv8sILL/D6668TFRXFli1bpFBSZa+88goAM2fOJD29ancgbt68OStXruSLL77g8ccfVzucai/05tSirFqsvAw1XVcSMsjJu7WdTmXr1WUoojePOsSLL75Y7epMKysLCwtCQkIAipxirOtmS+/gWgDM2SlbA6mlTB9D+vbty65du0hPTyc+Pp6tW7fSrVs3Tp48Wd7xiVLo27cv9erVIykpqdLUd9yPQYMG8eabb6odRo1gTLpk2qHS8nCwws7SDJ0CkQkZxuPBwcFoNBquX79ObGysihHqGXp0xRzcxE8//cRff/2lckQ1R1H7MN7u6a76gvpVR6O5npptsrjELfc99puamsrMmTNp165djWjQWZlptVomT54MwK+//qpyNKV348YNhgwZIhunm1hMUiZh19PRaqBDYM3YSqoq0mg0BHgUXsFoa2tr7JlYGUa7LsSmoeTlcPaAfjW7zICYjiHp2r59e5GrWVvVdaFFHWdy8nT8tveyqcOr0sqrPUuZm6Pu2LGD2bNns3LlSnx8fBgyZAg//fRTuQQlyu6pp54iNTWVp59+Wu1QSiUnJ4fHHnuMbdu2ERMTw549eyptD6LqxtCFvnkdZ5xsLFSORtxNoLs9J6NTiqzrOn/+PMePH6dXr14qRadfuXgxLo3MiKNkZWbg6+tL69atVYunpmnZsiVjxoyhc+fO5OXlFWoirdFoeDokkEmLD/P73su80L2ebPdVhCFDhhT4Oisri+eeew47O7sCx1euXFnqa5cq6bp27Rrz589nzpw5pKSkMGzYMLKzs1m9erWsXKwk7O3t+c9//qN2GKVi6DO2bds2HBwcmD17tiRcJmSYWgyReq5Kr7hi+i5dupCYmIiPj48aYRlFJWaSmZtP9kV9HdegQYPk/7IJmZubs2DBgrue07uJF7WdbYhOymTl4WhGtq/6K93L2507J4wePbrcrl3ipKt///7s2LGDvn378u233/LII49gZmbGL7/8Um7BiPKXm5uLhUXlHr34+uuvmTNnDlqtliVLltC0aVO1Q6oxdDrF2J9LWkVUfoGG6cU7kq7JkycbSwvUdD42FUWXT9al/QAMHjxY5YjEnczNtIzvEsDHf51mTmgYw9vWkWbId5g3b16FXbvENV3r169nwoQJfPjhh/Tt21f2vqvk9u7dS7du3Zg0aZLaodzV2rVrjcXyX3/9dZG7HYiKc+ZaCjfSc7C1NKNl3bI1+xOmU9xIV2VxPi6V7Ogz5KQl4eLiYlxNJ0xHURTOnDnDjBkzyM3NLfKcYW18cbAy59L1dLadjzNxhDVbiZOu0NBQUlNTad26Ne3bt+fHH38kPj6+ImMT9yEvL48dO3bw22+/Vdrv07Fjxxg5ciSKovDss8/y8ssvqx1SjWOo5+oQ6IalufRUquz8byZd11OzSc0q/IaanJxMRkZGoeOmcjE2DV1mKi6ePvTr16/Sj7JXR4qiEBISwqRJkzh06FCR5zhYWzDi5rTirB3SPsKUSvxbtkOHDsyaNYurV6/y7LPPsmTJEnx8fNDpdGzevJnU1NSKjFOUUufOnWndujVZWVnMnDlT7XCK5ObmRoMGDejZsyc//PCD1H6oQPpzVS2O1ha421sBhUe7Bg0ahLOzM+vWrVMjNEA/0mXboCOLthyUhVUq0Wq1xuaexbWOABjbyR8zrYY9YTc4GZ1sqvBqvFJ/tLWzs2P8+PGEhoZy4sQJXn/9dT777DM8PT1lQ9NKRKPRGJul/vTTT+Tk5KgbUBF8fX3ZuXMny5cvl0/EKsjKzWd/eAIg/bmqEkNd151Jl4eHB6BeZ3rDykWAhrUccHCQjudqMbSO2Lp1a7Hn1Ha2oW8z/X6Yc0JltMtU7ms+oWHDhnzxxRdERUXxxx9/lFdMopwMGzaMWrVqERMTw/Lly9UOB9APfe/evdv4tZ2dHc7OzuoFVIMdupxIdp4OL0cr6nvKRuJVhaEzfdj1orcDUqtX15XEDNLir2Gh0eHnZnfvF4gKY0i6du3aRXZ28U1QJ4bom6WuOxbDteQsk8RW05VLEYeZmRmDBg1i7dq15XE5UU4sLS2NhfTffPMNiqKoHBF89NFHdO7cmc8++0ztUGq80NtWLcrUbtVRWfdgPB+bRtzKT7j8/Sh2he5UJQahFxwcjKenJ5mZmezfv7/Y8x7wdaZdgCt5OoX5uyNMF2ANJpWz1dyzzz6LlZUVBw8eZM+eParGsmTJEqZOnQqAu7tMZ6nNUEQv9VxVS3FJV7NmzQCIiIggJSXF5HHtPnqa3Lgw8jLTpW+jyjQaTYmmGAEmdtGPdi3ed5n07LwKj62mk6SrmvPw8OCjjz5i8eLFtG3bVrU49u7dy7hx4wB44403mDhxomqxCEhMz+FkjL54VpKuquX2mq7bR69dXV2pXbs2gCr74G7d8D8Agpq3lQ9VlYAh6dq2bdtdz3uosRf+brakZOXx58ErJoisZpOkqwZ46623GDFihGrF6pGRkQwaNIjs7GwGDBggU4uVwO5LN1AUaOjlgKejtdrhiFKo42qLVgNp2XmFNi02jHapUdd1YvcWAHr27mvye4vCBgwYwN9//33Psh+tVsOEm6Ndc3dFkK9TvwylOpOkS1So1NRU+vfvT2xsLM2bN2fRokXSWLcSCL14HZAu9FWRlbkZdVxtgcKd6QcOHMizzz5L48aNTRrTtdg4EsP0tWSjnnjMpPcWRfP29qZPnz4lWkU6tLUvzrYWRCZksPn0NRNEV3OpmnTt2LGD/v374+Pjg0ajYfXq1fd8zbZt22jVqhVWVlYEBQUxf/78Co+zOsjJyWH69Om0aNGCtLQ0k9135cqVHD9+HC8vL9auXYu9vaySU5uiKOy8Wc8VIq0iqqTi6rqee+45fvnlF2OfJlNZsGQFKDqsvOrRsXkjk95b3D9bS3NG3WyWOnuntI+oSKomXenp6TRv3rzETfTCw8Pp27cvPXr04OjRo7zyyitMnDiRjRs3VnCkVZ+5uTm//vorx44du+eGqOVp7NixzJ49mzVr1lC3rmysWhlcvpFBVGImFmYa2ge6qh2OKIPKth3QqlWrAKjbujtmso9fpREVFcU777zDM888c89zx3b0x8JMw8HLiRyJTDRBdDVTiTe8rgh9+vShT58+JT7/l19+ISAggOnTpwPQuHFjQkND+eabb+jdu3dFhVki+TqFq8mZqsZwL2Oefp733nqN6d98S//hY9FqKy7nVhTF2Iag95ARAEQlmn57EhdbS+ysVP0xr3QMrSJa1XXB1lL+baqi4np1AWRmZnL69Gnq16+Po6OjSeLpPnISZ3Pd6dhT6rkqk9zcXD7//HPMzc35+uuv7zrT4OlozYDmtVlxOIrZoeH8NFL2Yq0IVeo37p49e3jooYcKHOvdu7ex83pRsrOzCzSHq6jtim6kZ9Pl8+K3XKgMdDl10FjZEX7pIm2e+wrbehWzmjHr8nGS9yzBfcDbmNk6Vcg9SsrBypxVkzoTJM0/jaRVRNUX4K7/eQ6PL1wq0LFjR44dO8a6devo16+fSeLJcKiLc8go2rdqaJL7iZIJCAjA39+fiIgIQkNDeeSRR+56/sSQAFYcjmL9iatcScgw1g6K8lOlCumvXbuGl5dXgWNeXl6kpKSQmVn0KNO0adNwcnIyPiqyf4yVubZSP2xs7XBuqf9Pl35wTYXcQ5NyleurPyXr8nHS9v2p6t/XXKshNTuPN/48JitybsrXKey+dDPpknquKivgZtuIyIQM8vJ1BZ5r0qQJYNomqedj9R9mG3jK1j+VjaF1xN32YTRo7O1IlyB3dArSLLWCVKmRrrKYMmUKr732mvHr6OjoCkm8PB2sOfdJyadK1XL56WACA1eREXGU5U/4GpeYl4fExEQ6dOiALiuN9u3b8++/i7GxsSm365fW1eRMHv56B0evJDFrZxjPdaunWiyVxYnoZFKy8nCwNucBX2e1wxFl5O1ojbWFlqxcHVGJmfi739p254EHHmDx4sUmaRuRm5vLc88/z/EkbywC29LAS5KuyqZHjx7MmzevREkX6Ee7Qi/Gs/TAFSY/VB9H66q7L+7PP//Mzz//TEREBKD/QPL++++XqqypvFWpka5atWoRGxtb4FhsbCyOjo7FvrlbWVnh6OhofNT0TVj9/PwYMmQIAN999125XTc3N5fHHnuM8+fPU7duXVavXq1qwgXg7WTDe/31CfbXm85zIbZipparktAL+lYRneq5ScFzFabVavB3u3tnelMkXdu2bWPunDnErv8RGwszfF3U/T8vCjOMdB06dIjk5OR7nt+tgQf1Pe1Jy85j6f6q3SzV19eXzz77jEOHDnHw4EEefPBBBg4cyKlTp1SLqUolXR07duSff/4pcGzz5s107NhRpYiqpldffZURI0aUaEVLSSiKwosvvsjWrVuxt7dn3bp11KpVq1yufb8eb+1Lj4Ye5OTreP3PY4WmYmoaQ6uILvU9VI5E3C9DZ/o7e3UZkq5z587ddbPj8mBo82Nbvz31azmhlUS+0vH19SUoKAidTseOHTvueb5GozFuhD1vVzi5Vfh3Zv/+/Xn00UepX78+DRo04L///S/29vbs3btXtZhUTbrS0tI4evQoR48eBfQtIY4ePUpkZCSgnxocM2aM8fznnnuOsLAw3nrrLc6ePcuMGTNYtmwZr776qhrhV1mdOnVi8eLFtGvXrlyu99NPPzFz5kw0Gg1//PGHcePdykCj0TBtyAM4WptzPCqZX3eEqR2SatKz8zh8cyl4iBTRV3m32kYULKb39fXF2dmZ/Px8zpw5U2H31+l0rFmzBgDb+h2oL4tVKq0HH3wQDw8PEhISSnT+wBa1cbe3JCY5i/UnK1+z1NTUVFJSUoyPkny4yM/PZ8mSJaSnp6s6UKNq0nXw4EFatmxJy5YtAXjttddo2bIl77//PgBXr141JmCgX4nxv//9j82bN9O8eXOmT5/O7NmzVW8XUdP16tWLoKAgvvrqK5OtliqNWk7WfNBfX1z87ZbznL1m+s2AK4P9EQnk5iv4utjg5yarkqq6WysYC450aTQa42hXRRbTHzx4kOjoaCysbbH2a059qeeqtKZPn05sbCxjx44t0fnWFmY82cEfgNk7wwrs8VkZBAcHF1ggN23atGLPPXHiBPb29lhZWfHcc8+xatUqVTdkV7WQvnv37nf9ZhbVbb579+4cOXKkAqOqOc6dO8d3331H9+7dGTZsWJmv07BhQ44cOYKdnd29T1bJkFa1WX/yKlvOxPHGn8dY9UJnLMyq1Oz6fbu9VYShh5qougLu0qtr4sSJDBgwoEI3uTdMLbo1ao/G3JIGXjLSVVmVZSeQ0R3qMmPbRY5HJXMgIpF2AZWnkfLp06eNm7uDvna7OA0bNuTo0aMkJyezfPlyxo4dy/bt21VLvGrWu44oYMWKFfz88898/vnnpf4kExcXV2D3ent7+0r9Rq7RaPh0cDOcbCw4GZ3Cz9suqR2SyRmTLmkVUS3Uu1nTdTU5i4ycvALPjRkzhjfeeINGjSpuSx5DF3r89ImdrFys/BRFKba90p3c7K0Y0soXgFk7K1dZhoODQ4EFcndLuiwtLQkKCqJ169ZMmzaN5s2bl+sistKSpKsGe+aZZ7C2tubw4cPs2rWrxK/Lyspi0KBBPPTQQ/zxxx8VGGH58nS05qOB+mnGH7Ze4HRMzZlmjEvN4lxsKhoNdKonSVd14GxriYutfjl/RLxpd3tISkrC3NwcCwsLLAJaY2NhRm1nWblYmc2fP5/atWvz1ltvlfg1E7roC+q3nImtNFtO3S+dTlfhC0zuRpKuGszd3Z0nn3wSgG+//bZEr1EUhQkTJrBnzx4cHBxo3bp1BUZY/gY096F3Ey9y8xXe+PMYOXlVd2VOaey6ufVPEx9HXO0sVY5GlJe77cF45swZli5dSkpK+X+4cHZ25sSJE8zbsB+tlR31vexl5WIl5+DgwNWrV0vcrwsgyNOeBxt5oigwN7TqbYQ9ZcoUduzYQUREBCdOnGDKlCls27aNUaNGqRaTJF013OTJkwH9VEF4+L3/U/33v/9l8eLFmJubs3z5cho0aFDRIZYrjUbDJ4Oa4WJrwemrKfz070W1QzIJY6uIIGkVUZ3cbTugfv36MXz4cA4dOlRh94/X6ZO++tKJvtLr1q0bAKdOnSrU7/JuDO0j/jx0haSMnAqJraLExcUxZswYGjZsSM+ePTlw4AAbN26kV69eqsUkSVcN16RJE3r16oVOp+PHH3+867nLli3jvffeA/RtInr27GmKEMudh4MVHw1sCsBP/17kZPS9GwZWZYqiGOu5QqSeq1ox9uoqopi+olYwpqenk5Ghn848H3dz+x8poq/03N3dje18bq/HvZeOgW4EezuSlatj0b7Ie7+gEpkzZw4RERFkZ2cTFxfHli1bVE24QJIuAcYNw2fPnl3shuAHDhwwLjd+9dVXy62xqlr6PeDNo81qkaer/tOMF+PSiEvNxspcS2s/F7XDEeUo0L3oBqmA8Q22vDvTL1y4EHd3d959913jLg9SRF81PPjgg0DJ9mE00Gg0PN1VP9o1f3cE2Xn5FRJbTSFJl+CRRx6hU6dOvPTSS+TnF/0faunSpWRlZdG3b1++/PJLE0dY/jQaDR8PbIqbnSVnr6Xyw9YLaodUYQxTi+0CXLG2MFM5GlGeAowjXWmFViBX1EjX6tWryczMxN7B0VhLVl9GuqqE0mx+fbu+zXzwcrTiemo2645drYjQagxJugRarZbQ0FA++eQTnJ2dizznyy+/5Ndff2Xx4sWYmVWPN243eys+GaSfZpyx7RLHo5LUDaiChF681Z9LVC+G/RdTsvJIzMgt8JxhpOvkyZPFfpgqraSkJLZu3QpA6669yM1XsLOUlYtVRdeuXdFqtZw/f56YmJgSv87SXMu4TvrRrsrYLLUqkaRLABTZY0un0xl/WWs0Gp555hkcHR1NHVqF6tPMm34PeJOvU3h92bFqN3Sem69jb9gNQPpzVUfWt7VquLOYPigoCGtrazIyMggLK58+S3///Td5eXkEBweTa++tv4+XQ6Xu0SducXZ2ZvTo0bz++uulTpxGtquLraUZZ6+lsuvijQqKsPqTpEsY6XQ61q9fz5QpUwD9ctvBgweTllZ4ZVR18tHAprjbW3IhLo1vt1SvacYjkUlk5OTjZmdJ41rVK2EWesV1pjczM6NJE31fuvKaYjR0oR80aBDnDfVcsudilbJgwQK++uqrAh3dS8LJ1oJhbeoAla9ZalWi6jZAonKJiYmhf//+5Ofnk5eXx1dffQXA1q1bGTBggMrRVRxXO0s+GdSM534/xK/bL9G7SS1a1HFWO6xyEXrhOgCdgtylj1I1FeBuR+jF+CKL6d9//310Oh2dO3e+7/tkZWWxfv16AAYPHszcc1JEX9M81dmfBXsi2H7+OudjU+V7XwYy0iWMfH19GTp0KIAx4XrvvfeqdcJl8EjTWgxq4YNOgdeXHSUrt3pMM+68Wc8VIvVc1ZahbUR4EW0jBgwYwKBBg/DwuP/+bP/88w9paWn4+vrSunVrzsfqR8CliL7qSU9PZ/PmzVy/fr1Ur/Nzs6N3cC0A5uyses1SKwNJukQBhvYRAMOGDWPq1KmqxWJqUwc0wcPBikvX0/lm83m1w7lvKVm5HLuSBEBnqeeqtu7Wlb48NW/enC+++II33niD3HyFiJv3k9GOqueRRx7h4Ycf5q+//ir1aw3NUlcdjeZ6qnrb6VRVknSJAjp06MDLL7/MiBEjmD9/PlptzfkRcba15NPB+mX2M3eGcehygsoR3Z89l26gU/S9nGR1WfUVaOhKfyMdna5gcbSiKKxdu5b//ve/xoamZeXr68ubb77J5MmTCY9PJ0+n4GBljreT9X1dV5heSEgIUPrWEQCt/VxoUceZnDwdv+29XN6hVXs15x1VlIhGo+G7775j8eLF2NjUvDfqXsFeDGlVG0WBN/88XqWnGQ1d6GXVYvVW28UGCzMNOXk6YpIzCzxnWHX8f//3f5w6darc7mkoog/yspeVi1XQ7U1SS7uKUaPRGEe7ft97uUr/jlSDJF1C3OGDfk3wcrQiLD6drzaeUzucMtsl/blqBDOtBj+34qcYDU1S76cz/YIFC1i4cCGJiYkAxk709WXlYpXUqVMnLCwsiIqK4tKlS6V+/SNNalHb2YaE9BxWHo6ugAirL0m6hLiDk60Fnw3RN5acsyucAxFVb5oxOimTsPh0zLQaOtRzUzscUcGKaxsB978dkKIofPTRR4wdO9Y4HXUhTl9EL/VcVZOtrS0dOnQAyjbFaG6m5anO/gDMCQ0rNK0tiidJlxBF6NHIk8db+96cZjxGRk6e2iGViqFVRHNfJxytLVSORlQ04wrGu4x0lbVX14kTJwgLC8Pa2prevXsDt6YX60vSVWUZtgQy7DBQWk+0rYODlTmXrqez7XxceYZWrUnSJUQx/q9fMN5O1kTcyOCLDVVrmnGnsZ7r/lsFiMqvpBtfl2X7FkND1Icffhg7Ozuy8/KJuKEvym8g7SKqrNv3YSzLz4WDtQXD2+mbpc6W9hElJkmXEMVwsrHgs6H6N6z5uyOM2+lUdjqdwu5LN7f+kXquGiHAsIIxvvDuEY0bN0ar1XLjxg2uXbtW6muvWrUK0Heh198jnfybKxdrOcrKxaqqQ4cOfPvtt2zevLnM1xjXOQAzrYbdl25wKia5HKOrviTpEuIuujXwYMTNT3NvLT9Oenbln2Y8fTWFhPQc7CzNaFnXWe1whAkYarqiEjML7R9qY2NDgwYNgNLXdYWHh3P06FG0Wi39+/cHKNAUVVYuVl3W1tZMnjyZZs2alfn7WNvZhkeb6ffglGapJSNJlxD38J9HG1Pb2YbIhAw+33BW7XDuKfTmqsUOgW5YmMl/8ZrA3d4SBytzFAUibxTuxzVr1ixOnDhhbBVQUmvWrAH0fZ3c3fWjpoaVi1JELwCevtk+Yu2xGK4lZ6kcTeUnv5GFuAcHaws+vznNuHDPZXbfTGoqK2OrCOnPVWNoNBoCbhbTXypiBWOXLl1o2rQpFhalW1Rx6dIlNBoNgwcPNh6TIvrqIysrizlz5vDMM8+g0+nKdI0HfJ1p5+9Knk5hwZ6I8g2wGpKkS4gS6FLfnVHt6wLw5vLjpFXSacas3Hz2h+tbXEg9V80SWAHbAf3www/ExMQwZswY47ELsYZ2EVJEX9WZmZkxefJkZs2axcmTJ8t8HUOz1EV7L1eJEgw1SdIlRAlNebQxvi42RCdlMu3vM2qHU6SDEYlk5+nwcrQiSBpX1ih3K6bPzs7m66+/ZsKECeTm5pbqurVq1cLFxQXQJ/URN2TPxerCwsKCLl26AGXr12XQs7EX/m62pGTlsfxQVHmFVy1J0iVECdlbmfPFY/ppxkX7Itl5sxdWZbLzoj6mLkEeUuRcwwTcpVeXhYUFH3zwAXPnzuXChQslul5RezWGXU9Hp4CjtTmeDlb3F7CoFO63Xxfod0WY0EU/2jUnNJx8aZZaLEm6hCiFTvXcGdPRD4C3lx8nNat0owYV7VY9l3Shr2nuNr2o1WpLtR1QWloaXl5e9OzZk+TkW60ALsTdKqKXpL56MCRd27dvJz+/7PsoDm3ti5ONBZEJGWw+HVte4VU7knQJUUpvP9KIuq62xCRn8d//VZ5pxoT0HE7FpADQWeq5ahz/m0lXfFoOyZmFPwyUZjugjRs3kpaWRkREBI6OjsbjUkRf/bRq1QpHR0eSk5M5evRoma9ja2nO6A76utfZO8PKKbrqR5IuIUrJzsqcL29OMy45cIVt5yrHFhi7LsajKNColgOeDtK0sqaxt7o15Xe/2wEZutAPHjy4wIjWeSmir3bMzc3p2rUrcH91XQBjOvpjYabh4OVEjkQmlkd41Y4kXUKUQftAN+OGr++sOFHkyIKpGacWZZSrxrq1B2PhYvqSjnTl5uby119/Abe60BtIj67qqUePHmg0Gi5fvnxf1/FytGZA89oAzA6VZqlFkaRLiDJ6q3cj/N1suZaSxSd/nVY1FkVRjPstdpb+XDWWcQVjEb26mjZtCkBkZGSBOq07bd++naSkJDw8POjYsaPxeFZuPpcT9MX19WWkq1p56qmniI+P54cffrjvaxnaR2w+FUties59X6+6kaRLiDKysTTjq8ebo9HAn4ei2HpWveLRiBsZRCdlYmmmpX2Aq2pxCHXdbeNrFxcX6tSpg0aj4dy54jdwN0wtDhw4EDMzM+Pxi3FpKAo421rgYS8rF6sTFxcXXF3L5/dGY29HPh7YhH9e74aLnWW5XLM6kaRLiPvQxt+VCZ31n+zeWXGC5Ax1phkNW/+08nPG1tJclRiE+gLu0SB1y5YtpKam0q5duyKf1+l0xqSr0NSiYeWip6xcrM4U5f7bPTzZ0Z86rrblEE31I0mXEPfpjd4NCXS3Iy41mw//OqVKDKEXDP25ZGqxJru9V1dRb54NGjTAzs6u2Nfn5+fz3nvvMWDAAHr27FngOUMRfZBMLVZL+/fvp1u3bsaNzUXFkKRLiPtkbWHGV8Oao9XAysPRJu9Rk5evY/elGwB0qe9h0nuLyqWOiy1mWg0ZOfnEpmSX+vUWFhY8++yzrFmzBmvrgitgjUX0stNBtWRnZ8eOHTvYunUr2dml/9kRJSNJlxDloFVdF57uGgjAf1adMGkB6fHoZFKz8nC0NqdZbSeT3VdUPpbmWurenNYJK2IFY3JyMi+88AIPP/xwqaeRLsQZ2kXIysXqKDg4GE9PTzIzM9m/f7/a4VRbknQJUU5efagBQZ72XE/NZuo6000z7rq5arFTPXfMtFJrU9Pdra7L1taW2bNns3nz5kLtAcLDw/npp5+Iiiq8d15mTj6RxpWLknRVRxqNhu7duwP3369LFE+SLiHKibWFfjWjVgNrjsaw4eQ1k9x3p3HrH6nnErclXUW0jbCwsCA4OBgo3K9r2bJlvPjii0yYMKHQ6y5d169cdLG1wN1eVqRVVw8++CAgSVdFkqRLiHLUoo4zz3WrB8D/rT5BQgVPM6Zn5xk7P4dI0iW49wrG4jrT396F/k63b/8jKxerL8M+jLt37yYzM1PlaKonSbqEKGeTH6pPAy974tNyeH/NyQq91/7wBHLzFeq42uDnVvyqNFFz3G3ja6DIja9jYmLYu3cvAAMGDCj0Gtn+p2aoX78+Pj4+5OTksGfPHrXDqZYk6RKinFmZmzH98RaYaTX8dfwq/zt+tcLuZehCL60ihEGghz4xikzIIDdfV+h5w3ZAt490rV27FoAOHTrg4+NT6DWy/U/NoNFoGDx4MAMGDCi0elWUD0m6hKgAzXydeKG7fprxvTUniU+rmCXYoRcN/bmkVYTQ83K0wsbCjDydwpWbxe+3M4x0nT9/nqysLIBiG6IanL/ZGLW+pyRd1d2PP/7ImjVr6NSpk9qhVEuSdAlRQV56sD6NajmQkJ7De6tPlkun59vFpmRxPjYNjQY61XMr12uLqkuj0dy1rsvHxwdXV1dq1apFdHQ0ycnJ/9/enYdFWe7/A3/PDPs6AjqggawlJBIpElBqxlHUn6lZeoxTUlYnhdQsU0tNj0ex7PJ4MrPvqV/aVXow+6ptaiLmgqksihuIG4Ya4ILsyDb39w+YRyd2xHmAeb+ua67Lmeeeh89wX8KHe/nc2LNnD4CG13OVVVbjcn7t+h5OLxLdGyZdRPeJmYkSHz0XABOlAjtO5eKndp5mPFi3a7FvT3uecUZ67q5M/2cKhQK///47rly5Ai8vL6SmpkIIAV9fXzz44IP12p+vq8/laG0GR565aDQuXbrUYPkQujdMuojuo7697BEz1BtA7TTjteLb7XbvxHMsFUENa+rgawCwsbkzYjV06FBcv34dcXFxDbbVLaL34SiX0Xjrrbfg4eGBTz75RO5QuhwmXUT3WfST3vBzsUNBWRXe29o+04xCCOmQ6ye4iJ7+pKlaXQ1Rq9XSAvs/4yJ64xMQEACA9bruByZdRPeZqap2mtFUpUB8eh6+T/vjnu957loJrhVXwMJUiUd7d2uHKKkr0e1gbOgoIAC4cuUKhg0b1miidbe7a3SRcdDV60pJSUFhYaHM0XQtTLqIDMCvpx2mD/UBALz/w2lcK7q3aUZdqYggdwdYmKruOT7qWjzqarblFVWgtKK63nW1Wo3du3fj5MmT8PT0xK5duxq9l1SjiwddGw1XV1d4e3tDq9XiwIEDcofTpTDpIjKQ14d4wb+XPQrLq/Du1pP3NM2YeK62VASr0FND7K1M4Vi3uaKhxfQ2NjZwd3evvZ6VBaWy4V8FpRXVuFqg27nIkS5johvt4hRj+2LSRWQgumlGM5USuzOuYcvRq226T2W1Fkey8gGwPhc1rrnjgIqLi6V/Dx48uME25+p2LjrZmHOHrJHhOYz3B5MuIgN6yNkWM8JrpxkX/XgauYWtn2Y8ln0LZZU1cLQ2Qx9njj5Qw5pLuqKiogAAISEhMDU1bbDNWWkRPacWjc2QIUMAAGlpacjPz5c3mC6ESReRgf19kCcCHrBH8e1qzNtyotXTjLpdi2HeTlAqefgwNUxXq+vi9YYX0y9evBiffvopfv7550bvodu56MP1XEbH2dkZixcvxnfffQdLS0u5w+kymHQRGZiJbprRRIlfM69jc2rrChAeYH0uagFPp9pEqbGRLisrK0ydOhXdujW++/VOjS6OqBqjhQsX4plnnmHS1Y6YdBHJwEdji7f+Ulv9e8mP6fijbrFycwrLq3DiSgEAHnJNTfPsfqdAals3beiq0XMRPVH7YNJFJJNXnvBEoJsaxRXVmPO/LZtmPHThJrSi9hdqTzX/+qTGuTlYQaEAim9X42ZpZavfX6K3c5HTi8YqMTERixcvxvXr1+UOpdViY2MRFBQEW1tb9OjRA2PHjkVmZqasMTHpIpKJSqnAR88FwNxEiQPnbiAu+XKz70k8X1cqgqNc1AwLUxV61SXmjU0xNkW3nqu7rTnUVty5aKymTZuGRYsWdcpdjPv27UN0dDQOHz6M+Ph4VFVVYdiwYSgtbf3/h/bCpItIRl7dbTB7+EMAgKU/Z+DKrbIm2985b5GlIqh5rT0O6G7ndEVROcpl1Dpz6YidO3ciKioKDz/8MAICArB+/XpkZ2cjNTVVtpiYdBHJ7KUwDwzo3Q0lzUwzXs4vw6WbZVApFQj2dDBwlNQZ6Q6+vtDIcUBNkY7/6cH1XMZMVyR1z549MkdyR3FxMYqKiqRHRUVFi96nO9LIwUG+n59MuohkplIqsOK5AFiYKnHw/E1sOJLdYLuDdaUiHnFVw86i4bpKRHfTncHYlpGus1xET6gtnKtUKnH27Fn88ce9nxvbHvz8/GBvby89YmNjm32PVqvFzJkzERYWhr59+xogyoYx6SLqADycrPHO8D4AgGXbM3A5v/4044G6pIu7FqmlmiuQ2pRzLIxKqD2nMzAwEEDHmWJMT09HYWGh9Jg3b16z74mOjsapU6cQFxdngAgbx6SLqIOICnXHQHcHlFXW4J3vTkCrvTPNqNUK/Hae9bmodXRJ1+83y1CjbXnZiKLbVcipOy2BNbqoo00x2traws7OTnqYm5s32T4mJgY//fQTfv31VzzwwAMGirJhTLqIOgilUoEVz/WDpakKhy7exDdHfpeupecU4VZZFWzMTfCIq1q+IKlT6am2hJmJEpU12hbXggPuLKLX2JnD3pJT2cZOt5hezgXobSGEQExMDLZu3Yo9e/bAw8ND7pCYdBF1JL0drTFvZO00Y+z2M/j9Zu20kK4K/WOeDjBV8b8ttYxKqYC7oxWA2iKpLXVnapGjXFS7rispKQkpKSlyh9Iq0dHR+Oabb7Bx40bY2toiNzcXubm5KC9v+R8g7a1D/PRes2YN3N3dYWFhgeDgYCQlJTXZftWqVXjooYdgaWkJV1dXvPnmm7h9u/UHBxN1RH8L7o0QT0eUV9Vg9ubaaUZdfS6u56LW0k0xNnYGY0Ok43+4c5FQe2RUUFAQTExM5A6lVdauXYvCwkIMGTIELi4u0mPTpk2yxST7d3DTpk2YNWsWPvvsMwQHB2PVqlUYPnw4MjMz0aNHj3rtN27ciLlz5+LLL79EaGgozp49i6ioKCgUCqxcuVKGT0DUvpRKBT58th+Gr9qPpEv5+J/9F5F86RYAruei1qvdwZjXqsX0565xET11fm09/up+kn2ka+XKlXj11Vfx0ksvwc/PD5999hmsrKzw5ZdfNtj+t99+Q1hYGJ5//nm4u7tj2LBhmDRpUrOjY0SdiauDFd4d6QsA+GDnGVRWa+FsZwGv7vwlSK3Tlh2MUo0uTi9Snby8PEyZMgWDBg3qkMlMZyFr0lVZWYnU1FSEh4dLrymVSoSHh+PQoUMNvic0NBSpqalSknXx4kVs374dI0eONEjMRIYSGeymN534uI8TFAqFjBFRZ+QpTS+2LOkqLK9CXlFtsUkfjnRRHVtbW3z99dc4cOAALly4IHc4nZasSdeNGzdQU1MDjUaj97pGo0Fubm6D73n++efxj3/8A48//jhMTU3h5eWFIUOG4N13322wfUVFhV7l2uLi4nb/HET3g0KhwPLx/rAxr10F8ASnFqkNdCNdfxSW43ZVTbPtdYvoXewtWISXJFZWVggODgbQcep1dUayTy+21t69e7Fs2TJ8+umnOHr0KLZs2YKff/4ZS5YsabB9bGysXuVaPz8/A0dM1HYPdLPC/588ANOf8sEofxe5w6FOyMHaDHYWJhCitl5Xc6RF9JxapD/pzOcwdhSyJl1OTk5QqVTIy8vTez0vLw/Ozs4NvmfBggV44YUX8Morr8Df3x/jxo3DsmXLEBsbC61WW6/9vHnz9CrXpqen35fPQnS/BHs6YtZfHoQJS0VQGygUCnjUrQVsyQ7GO2cucmqR9N1dJJXrutpG1p/iZmZm6N+/PxISEqTXtFotEhISEBIS0uB7ysrKoFTqh61SqQA0vFPB3Nxcr3KtrS3/eiMi4+KlW9fVgsX03LlIjXnsscdgYWGBvLw8nDlzRu5wOiXZ/3SeNWsWPv/8c3z11VfIyMjA1KlTUVpaipdeegkA8OKLL+qdqzR69GisXbsWcXFxyMrKQnx8PBYsWIDRo0dLyRcREd3Rmh2MnF6kxlhYWCA0NBQApxjbSvY6XRMnTsT169excOFC5Obm4pFHHsHOnTulxfXZ2dl6I1vz58+HQqHA/PnzcfXqVXTv3h2jR4/G0qVL5foIREQdmkf3liVdBWWVuF5ct3OR04vUgKFDhyInJ6fZ8w6pYQphZBOzV65cgaurKy5fviz7wZdERIZw+o9CjPo4EQ7WZji64C+Ntku+lI/nPjuEnvYW+G3eUwaMkDoLrVZbb4mPoXSF39+yTy8SEdH9pZtezC+tREFZZaPtWBSVmiNXwtVV8LtHRNTFWZmZwMXeAkDTi+nP1a3n4iJ6ak5lZWWj9TSpcUy6iIiMgLSYvonK9BzpopaIi4tDt27d8Prrr8sdSqfDpIuIyAi0ZAfjWWmki0kXNc7LywtlZWXYt28famqaP+WA7mDSRURkBJpLum6VVuJGCXcuUvMCAwNhZ2eHgoICHD9+XO5wOhUmXURERsCze9MFUnVTi73UlrA2l72aEHVgJiYmGDRoEIDa6vTUcky6iIiMgIdT7ejVpRul0GrrVwo6e42L6KnldEcCsUhq6zDpIiIyAq7dLGGiVKC8qga5RbfrXT+Xpzv+h+u5qHm6pGv//v2oqqqSOZrOg0kXEZERMFEp4eZoBaDhdV3cuUitERAQgG7duqGkpASpqalyh9NpcOKeiMhIeDpZ4+L1Uly8UYowbye9a6zRRa2hVCoxa9YsmJiYoFevXnKH02kw6SIiMhKN1eq6WVKBm6W1leq9uXORWmj+/Plyh9DpcHqRiMhI6BbTZ90o0XtdV5/L1cESVmb8W5zofmHSRURkJBqr1XXuWt0i+h5cz0Wtk5OTg40bNyIzM1PuUDoFJl1EREbCq65W1+Vb5ais1kqv6xbRe3M9F7XSzJkzERkZiU2bNskdSqfApIuIyEh0tzWHtZkKNVqB7Pwy6XXp+B+OdFEr6UpHsEhqyzDpIiIyEgqFAh7d9acYhRCs0UVtpku6Dh06hPLycpmj6fiYdBERGZE/L6a/WVqJW2VVUCi4c5Fa78EHH0TPnj1RWVmJQ4cOyR1Oh8eki4jIiPx5Mb1uPZdrNytYmqlki4s6J4VCwSOBWoFJFxGREfGsS7ou1NXqYlFUuldMulqOSRcRkRHx7N7wSBeP/6G20iVdSUlJKCsra6a1cWPSRURkRNzrRrquF1eg+HYVR7ronnl4eOC7777DpUuXYGVlJXc4HRpLDxMRGRE7C1M42ZjjRkkFsm6U4mxdYVQflougNlIoFBg/frzcYXQKHOkiIjIyunVdSVn5KCirgpI7F4kMgkkXEZGR0e1g3HU6DwDg5mAFC1PuXKS2q6mpwQcffIARI0agsLBQ7nA6LCZdRERGRlcgNfn3fABcRE/3TqVS4YsvvsDOnTtx4MABucPpsJh0EREZGd30ohC1z7mIntoDS0c0j0kXEZGR0ZWN0OHxP9QemHQ1j0kXEZGRcXWwglJx5zl3LlJ7GDJkCAAgLS0N+fn58gbTQTHpIiIyMuYmKjzQrbaeklJRf+SLqC1cXFzQp08fCCGwb98+ucPpkJh0EREZId0ORndHa+5cpHYzdOhQAJxibAyTLiIiI6RLuny4iJ7a0ZNPPglLS0tUVVXJHUqHxIr0RERG6P/1c8HujDyMC3xA7lCoC3n66adRUFAAMzMzuUPpkJh0EREZoQHuDkicM1TuMKiLYbLVNE4vEhERERkAky4iIiIiA2DSRURERGQATLqIiIiIDIBJFxEREZEBMOkiIiIiMgAmXURERNQl7d+/H6NHj0bPnj2hUCiwbds2WeNh0kVERERdUmlpKQICArBmzRq5QwHA4qhERETURY0YMQIjRoyQOwwJR7qIiIiIDIAjXURERNRpFBcXo6ioSHpubm4Oc3NzGSNqOY50ERERUafh5+cHe3t76REbGyt3SC3GkS4iIiLqNNLT09GrVy/peWcZ5QKYdBEREVEnYmtrCzs7O7nDaBOjS7q0Wi0AICcnR+ZIiIiIqKV0v7d1v8dboqSkBOfPn5eeZ2VlIS0tDQ4ODnBzc2v3GJujEEIIg39VGSUnJ2PgwIFyh0FERERtkJSUhKCgoBa13bt3L5588sl6r0+ePBnr169v58iaZ3RJV3V1NY4dOwaNRgOlsn33ERQXF8PPzw/p6emwtbVt13tT67E/Ohb2R8fDPulY2B9N02q1yMvLQ2BgIExMOudEndElXfdTUVER7O3tUVhY2Gnnm7sS9kfHwv7oeNgnHQv7o+tjyQgiIiIiA2DSRURERGQATLrakbm5Od5///1OVTOkK2N/dCzsj46HfdKxsD+6Pq7pIiIiIjIAjnQRERERGQCTLiIiIiIDYNJFREREZABMuoiIiIgMgElXO1mzZg3c3d1hYWGB4OBgJCUlyR1SlxQbG4ugoCDY2tqiR48eGDt2LDIzM/Xa3L59G9HR0XB0dISNjQ3Gjx+PvLw8vTbZ2dkYNWoUrKys0KNHD8yePRvV1dWG/Chd0vLly6FQKDBz5kzpNfaHYV29ehV/+9vf4OjoCEtLS/j7+yMlJUW6LoTAwoUL4eLiAktLS4SHh+PcuXN698jPz0dkZCTs7OygVqsxZcoUlJSUGPqjdAk1NTVYsGABPDw8YGlpCS8vLyxZsgR372FjnxgRQfcsLi5OmJmZiS+//FKcPn1avPrqq0KtVou8vDy5Q+tyhg8fLtatWydOnTol0tLSxMiRI4Wbm5soKSmR2rz++uvC1dVVJCQkiJSUFPHYY4+J0NBQ6Xp1dbXo27evCA8PF8eOHRPbt28XTk5OYt68eXJ8pC4jKSlJuLu7i379+okZM2ZIr7M/DCc/P1/07t1bREVFiSNHjoiLFy+KX375RZw/f15qs3z5cmFvby+2bdsmjh8/Lp5++mnh4eEhysvLpTYREREiICBAHD58WBw4cEB4e3uLSZMmyfGROr2lS5cKR0dH8dNPP4msrCyxefNmYWNjI/79739LbdgnxoNJVzsYOHCgiI6Olp7X1NSInj17itjYWBmjMg7Xrl0TAMS+ffuEEEIUFBQIU1NTsXnzZqlNRkaGACAOHTokhBBi+/btQqlUitzcXKnN2rVrhZ2dnaioqDDsB+giiouLhY+Pj4iPjxeDBw+Wki72h2HNmTNHPP74441e12q1wtnZWaxYsUJ6raCgQJibm4v//ve/Qggh0tPTBQCRnJwstdmxY4dQKBTi6tWr9y/4LmrUqFHi5Zdf1nvtmWeeEZGRkUII9omx4fTiPaqsrERqairCw8Ol15RKJcLDw3Ho0CEZIzMOhYWFAAAHBwcAQGpqKqqqqvT6o0+fPnBzc5P649ChQ/D394dGo5HaDB8+HEVFRTh9+rQBo+86oqOjMWrUKL3vO8D+MLQffvgBAwYMwHPPPYcePXogMDAQn3/+uXQ9KysLubm5ev1hb2+P4OBgvf5Qq9UYMGCA1CY8PBxKpRJHjhwx3IfpIkJDQ5GQkICzZ88CAI4fP47ExESMGDECAPvE2HTOY7o7kBs3bqCmpkbvFwYAaDQanDlzRqaojINWq8XMmTMRFhaGvn37AgByc3NhZmYGtVqt11aj0SA3N1dq01B/6a5R68TFxeHo0aNITk6ud439YVgXL17E2rVrMWvWLLz77rtITk7G9OnTYWZmhsmTJ0vfz4a+33f3R48ePfSum5iYwMHBgf3RBnPnzkVRURH69OkDlUqFmpoaLF26FJGRkQDAPjEyTLqo04qOjsapU6eQmJgodyhG6/Lly5gxYwbi4+NhYWEhdzhGT6vVYsCAAVi2bBkAIDAwEKdOncJnn32GyZMnyxydcfr222+xYcMGbNy4EQ8//DDS0tIwc+ZM9OzZk31ihDi9eI+cnJygUqnq7cbKy8uDs7OzTFF1fTExMfjpp5/w66+/4oEHHpBed3Z2RmVlJQoKCvTa390fzs7ODfaX7hq1XGpqKq5du4ZHH30UJiYmMDExwb59+/Dxxx/DxMQEGo2G/WFALi4u8PPz03vN19cX2dnZAO58P5v6eeXs7Ixr167pXa+urkZ+fj77ow1mz56NuXPn4q9//Sv8/f3xwgsv4M0330RsbCwA9omxYdJ1j8zMzNC/f38kJCRIr2m1WiQkJCAkJETGyLomIQRiYmKwdetW7NmzBx4eHnrX+/fvD1NTU73+yMzMRHZ2ttQfISEhOHnypN4Psfj4eNjZ2dX7hUVNe+qpp3Dy5EmkpaVJjwEDBiAyMlL6N/vDcMLCwuqVUDl79ix69+4NAPDw8ICzs7NefxQVFeHIkSN6/VFQUIDU1FSpzZ49e6DVahEcHGyAT9G1lJWVQanU/1WrUqmg1WoBsE+Mjtwr+buCuLg4YW5uLtavXy/S09PFa6+9JtRqtd5uLGofU6dOFfb29mLv3r0iJydHepSVlUltXn/9deHm5ib27NkjUlJSREhIiAgJCZGu60oUDBs2TKSlpYmdO3eK7t27s0RBO7l796IQ7A9DSkpKEiYmJmLp0qXi3LlzYsOGDcLKykp88803Upvly5cLtVotvv/+e3HixAkxZsyYBssTBAYGiiNHjojExETh4+PD8gRtNHnyZNGrVy+pZMSWLVuEk5OTeOedd6Q27BPjwaSrnaxevVq4ubkJMzMzMXDgQHH48GG5Q+qSADT4WLdundSmvLxcTJs2TXTr1k1YWVmJcePGiZycHL37XLp0SYwYMUJYWloKJycn8dZbb4mqqioDf5qu6c9JF/vDsH788UfRt29fYW5uLvr06SP+85//6F3XarViwYIFQqPRCHNzc/HUU0+JzMxMvTY3b94UkyZNEjY2NsLOzk689NJLori42JAfo8soKioSM2bMEG5ubsLCwkJ4enqK9957T68cCvvEeCiEuKssLhERERHdF1zTRURERGQATLqIiIiIDIBJFxEREZEBMOkiIiIiMgAmXUREREQGwKSLiIiIyACYdBEREREZAJMuImoTd3d3rFq1qsXt9+7dC4VCUe8cxo5KoVBg27Zt9+3+ixYtwiOPPHLf7k9EHY+J3AEQ0f2lUCiavP7+++9j0aJFrb5vcnIyrK2tW9w+NDQUOTk5sLe3b/XXkkNOTg66desmdxhE1IUw6SLq4nJycqR/b9q0CQsXLtQ7FNnGxkb6txACNTU1MDFp/kdD9+7dWxWHmZkZnJ2dW/UeOXWmWImoc+D0IlEX5+zsLD3s7e2hUCik52fOnIGtrS127NiB/v37w9zcHImJibhw4QLGjBkDjUYDGxsbBAUFYffu3Xr3/fP0okKhwBdffIFx48bBysoKPj4++OGHH6Trf55eXL9+PdRqNX755Rf4+vrCxsYGEREReklidXU1pk+fDrVaDUdHR8yZMweTJ0/G2LFjm/zMiYmJeOKJJ2BpaQlXV1dMnz4dpaWlerEvWbIEkyZNgrW1NXr16oU1a9bo3ePu6cXKykrExMTAxcUFFhYW6N27N2JjY6W22dnZGDNmDGxsbGBnZ4cJEyYgLy9P737Lly+HRqOBra0tpkyZgtu3b9eL+4svvoCvry8sLCzQp08ffPrpp9K15mIgoo6PSRcRYe7cuVi+fDkyMjLQr18/lJSUYOTIkUhISMCxY8cQERGB0aNHIzs7u8n7LF68GBMmTMCJEycwcuRIREZGIj8/v9H2ZWVl+Oijj/D1119j//79yM7Oxttvvy1d/+CDD7BhwwasW7cOBw8eRFFRUbPrrC5cuICIiAiMHz8eJ06cwKZNm5CYmIiYmBi9ditWrEBAQACOHTuGuXPnYsaMGYiPj2/wnh9//DF++OEHfPvtt8jMzMSGDRvg7u4OANBqtRgzZgzy8/Oxb98+xMfH4+LFi5g4caL0/m+//RaLFi3CsmXLkJKSAhcXF72ECgA2bNiAhQsXYunSpcjIyMCyZcuwYMECfPXVV83GQESdhMwHbhORAa1bt07Y29tLz3/99VcBQGzbtq3Z9z788MNi9erV0vPevXuLf/3rX9JzAGL+/PnS85KSEgFA7NixQ+9r3bp1S4oFgDh//rz0njVr1giNRiM912g0YsWKFdLz6upq4ebmJsaMGdNonFOmTBGvvfaa3msHDhwQSqVSlJeXS7FHRETotZk4caIYMWKE3ufZunWrEEKIN954QwwdOlRotdp6X2/Xrl1CpVKJ7Oxs6bXTp08LACIpKUkIIURISIiYNm2a3vuCg4NFQECA9NzLy0ts3LhRr82SJUtESEhIszEQUefAkS4iwoABA/Sel5SU4O2334avry/UajVsbGyQkZHR7EhXv379pH9bW1vDzs4O165da7S9lZUVvLy8pOcuLi5S+8LCQuTl5WHgwIHSdZVKhf79+zcZw/Hjx7F+/XrY2NhIj+HDh0Or1SIrK0tqFxISove+kJAQZGRkNHjPqKgopKWl4aGHHsL06dOxa9cu6VpGRgZcXV3h6uoqvebn5we1Wi3dLyMjA8HBwfW+nk5paSkuXLiAKVOm6MX9z3/+ExcuXGg2BiLqHLiQnojq7UJ8++23ER8fj48++gje3t6wtLTEs88+i8rKyibvY2pqqvdcoVBAq9W2qr0QopXR6yspKcHf//53TJ8+vd41Nze3Nt3z0UcfRVZWFnbs2IHdu3djwoQJCA8Px3fffXdPseqUlJQAAD7//PN6yZlKpTJIDER0/zHpIqJ6Dh48iKioKIwbNw5AbVJw6dIlg8Zgb28PjUaD5ORkDBo0CABQU1ODo0ePNlnf6tFHH0V6ejq8vb2bvP/hw4frPff19W20vZ2dHSZOnIiJEyfi2WefRUREBPLz8+Hr64vLly/j8uXL0mhXeno6CgoK4OfnBwDw9fXFkSNH8OKLLzb49TUaDXr27ImLFy8iMjKy1TE4ODg0+VmJqGNg0kVE9fj4+GDLli0YPXo0FAoFFixY0OSI1f3yxhtvIDY2Ft7e3ujTpw9Wr16NW7duNVl7bM6cOXjssccQExODV155BdbW1khPT0d8fDw++eQTqd3Bgwfx4YcfYuzYsYiPj8fmzZvx888/N3jPlStXwsXFBYGBgVAqldi8eTOcnZ2hVqsRHh4Of39/REZGYtWqVaiursa0adMwePBgadp2xowZiIqKwoABAxAWFoYNGzbg9OnT8PT0lL7G4sWLMX36dNjb2yMiIgIVFRVISUnBrVu3MGvWrCZjIKLOgUkXEdWzcuVKvPzyywgNDYWTkxPmzJmDoqIig8cxZ84c5Obm4sUXX4RKpcJrr72G4cOHS1NuDenXrx/27duH9957D0888QSEEPDy8tLbTQgAb731FlJSUrB48WLY2dlh5cqVGD58eIP3tLW1xYcffohz585BpVIhKCgI27dvh1JZuyz2+++/xxtvvIFBgwZBqVQiIiICq1evlt4/ceJEXLhwAe+88w5u376N8ePHY+rUqfjll1+kNq+88gqsrKywYsUKzJ49G9bW1vD398fMmTNbFAMRdXwKca8LKIiIDESr1cLX1xcTJkzAkiVL2nwfd3d3zJw5U0poiIgMgSNdRNRh/f7779i1axcGDx6MiooKfPLJJ8jKysLzzz8vd2hERK3GcWki6rCUSiXWr1+PoKAghIWF4eTJk9i9e3eTC96JiDoqTi8SERERGQBHuoiIiIgMgEkXERERkQEw6SIiIiIyACZdRERERAbApIuIiIjIAJh0ERERERkAky4iIiIiA2DSRURERGQATLqIiIiIDOD/ALIgJAD/cZ7xAAAAAElFTkSuQmCC",
"text/plain": [
""
]
@@ -5453,7 +11752,7 @@
"source": [
"_, ax1 = plt.subplots()\n",
"ax1.set_title(f\"Train accuracy and hit rate (K = {order})\")\n",
- "ax1.set_xlabel(\"Train steps\")\n",
+ "ax1.set_xlabel(\"Training episodes\")\n",
"ax1.set_ylabel(\"Accuracy (%)\")\n",
"ax1.plot(episodes, success_rates, label=\"Accuracy\")\n",
"ax2 = ax1.twinx()\n",
@@ -5470,7 +11769,7 @@
"outputs": [
{
"data": {
- "image/png": "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",
+ "image/png": "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",
"text/plain": [
""
]
@@ -5483,8 +11782,8 @@
"if len(fill_rates) > 0:\n",
" plt.figure()\n",
" plt.title(f\"Replay buffer fill ratio (K = {order})\")\n",
- " plt.plot(episodes, fill_rates, label=\"Fill Ratio\")\n",
- " plt.xlabel(\"Episodes\")\n",
+ " plt.semilogx(episodes, fill_rates, label=\"Fill Ratio\")\n",
+ " plt.xlabel(\"Training episodes\")\n",
" plt.ylabel(\"Fill Ratio (%)\")\n",
" plt.show()"
]
@@ -5502,15 +11801,43878 @@
"execution_count": null,
"id": "31",
"metadata": {},
- "outputs": [],
- "source": [
- "# TODO: add coverage map visualization"
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.plotly.v1+json": {
+ "config": {
+ "plotlyServerURL": "https://plot.ly"
+ },
+ "data": [
+ {
+ "marker": {
+ "color": "#636EFA"
+ },
+ "mode": "markers+text",
+ "scene": "scene",
+ "showlegend": false,
+ "text": "tx",
+ "type": "scatter3d",
+ "x": [
+ 0
+ ],
+ "y": [
+ 0
+ ],
+ "z": [
+ 32
+ ]
+ },
+ {
+ "facecolor": [
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.5389999747276306,
+ 0.5389999747276306,
+ 0.5389999747276306
+ ],
+ [
+ 0.5389999747276306,
+ 0.5389999747276306,
+ 0.5389999747276306
+ ]
+ ],
+ "i": [
+ 2,
+ 2,
+ 0,
+ 0,
+ 4,
+ 4,
+ 6,
+ 6,
+ 0,
+ 0,
+ 5,
+ 5,
+ 10,
+ 10,
+ 8,
+ 8,
+ 12,
+ 12,
+ 14,
+ 14,
+ 8,
+ 8,
+ 13,
+ 13,
+ 18,
+ 18,
+ 16,
+ 16,
+ 20,
+ 20,
+ 22,
+ 22,
+ 16,
+ 16,
+ 21,
+ 21,
+ 26,
+ 26,
+ 24,
+ 24,
+ 28,
+ 28,
+ 30,
+ 30,
+ 24,
+ 24,
+ 29,
+ 29,
+ 34,
+ 34,
+ 32,
+ 32,
+ 36,
+ 36,
+ 38,
+ 38,
+ 32,
+ 32,
+ 37,
+ 37,
+ 42,
+ 42,
+ 40,
+ 40,
+ 44,
+ 44,
+ 46,
+ 46,
+ 40,
+ 40,
+ 45,
+ 45,
+ 48,
+ 48
+ ],
+ "j": [
+ 3,
+ 1,
+ 1,
+ 5,
+ 5,
+ 7,
+ 7,
+ 3,
+ 4,
+ 6,
+ 1,
+ 3,
+ 11,
+ 9,
+ 9,
+ 13,
+ 13,
+ 15,
+ 15,
+ 11,
+ 12,
+ 14,
+ 9,
+ 11,
+ 19,
+ 17,
+ 17,
+ 21,
+ 21,
+ 23,
+ 23,
+ 19,
+ 20,
+ 22,
+ 17,
+ 19,
+ 27,
+ 25,
+ 25,
+ 29,
+ 29,
+ 31,
+ 31,
+ 27,
+ 28,
+ 30,
+ 25,
+ 27,
+ 35,
+ 33,
+ 33,
+ 37,
+ 37,
+ 39,
+ 39,
+ 35,
+ 36,
+ 38,
+ 33,
+ 35,
+ 43,
+ 41,
+ 41,
+ 45,
+ 45,
+ 47,
+ 47,
+ 43,
+ 44,
+ 46,
+ 41,
+ 43,
+ 49,
+ 50
+ ],
+ "k": [
+ 1,
+ 0,
+ 5,
+ 4,
+ 7,
+ 6,
+ 3,
+ 2,
+ 6,
+ 2,
+ 3,
+ 7,
+ 9,
+ 8,
+ 13,
+ 12,
+ 15,
+ 14,
+ 11,
+ 10,
+ 14,
+ 10,
+ 11,
+ 15,
+ 17,
+ 16,
+ 21,
+ 20,
+ 23,
+ 22,
+ 19,
+ 18,
+ 22,
+ 18,
+ 19,
+ 23,
+ 25,
+ 24,
+ 29,
+ 28,
+ 31,
+ 30,
+ 27,
+ 26,
+ 30,
+ 26,
+ 27,
+ 31,
+ 33,
+ 32,
+ 37,
+ 36,
+ 39,
+ 38,
+ 35,
+ 34,
+ 38,
+ 34,
+ 35,
+ 39,
+ 41,
+ 40,
+ 45,
+ 44,
+ 47,
+ 46,
+ 43,
+ 42,
+ 46,
+ 42,
+ 43,
+ 47,
+ 50,
+ 51
+ ],
+ "scene": "scene",
+ "showlegend": false,
+ "type": "mesh3d",
+ "x": [
+ -62.10765075683594,
+ -62.10765075683594,
+ -62.10765075683594,
+ -62.10765075683594,
+ -30.98614501953125,
+ -30.98614501953125,
+ -30.98614501953125,
+ -30.98614501953125,
+ -15.119009971618652,
+ -15.119009971618652,
+ -15.119009971618652,
+ -15.119009971618652,
+ 16.002498626708984,
+ 16.002498626708984,
+ 16.002498626708984,
+ 16.002498626708984,
+ 31.518768310546875,
+ 31.518768310546875,
+ 31.518768310546875,
+ 31.518768310546875,
+ 62.64027404785156,
+ 62.64027404785156,
+ 62.64027404785156,
+ 62.64027404785156,
+ -15.119009971618652,
+ -15.119009971618652,
+ -15.119009971618652,
+ -15.119009971618652,
+ 16.002498626708984,
+ 16.002498626708984,
+ 16.002498626708984,
+ 16.002498626708984,
+ -62.41142272949219,
+ -62.41142272949219,
+ -62.41142272949219,
+ -62.41142272949219,
+ -31.2899169921875,
+ -31.2899169921875,
+ -31.2899169921875,
+ -31.2899169921875,
+ 32.356605529785156,
+ 32.356605529785156,
+ 32.356605529785156,
+ 32.356605529785156,
+ 63.47811126708984,
+ 63.47811126708984,
+ 63.47811126708984,
+ 63.47811126708984,
+ -93.96609497070312,
+ 92.4267578125,
+ 92.4267578125,
+ -93.96609497070312
+ ],
+ "y": [
+ -36.49964141845703,
+ -36.49964141845703,
+ -8.613334655761719,
+ -8.613334655761719,
+ -36.49964141845703,
+ -36.49964141845703,
+ -8.613334655761719,
+ -8.613334655761719,
+ -36.49964141845703,
+ -36.49964141845703,
+ -8.613334655761719,
+ -8.613334655761719,
+ -36.49964141845703,
+ -36.49964141845703,
+ -8.613334655761719,
+ -8.613334655761719,
+ -36.49964141845703,
+ -36.49964141845703,
+ -8.613334655761719,
+ -8.613334655761719,
+ -36.49964141845703,
+ -36.49964141845703,
+ -8.613334655761719,
+ -8.613334655761719,
+ 9.571563720703123,
+ 9.571563720703123,
+ 37.45787048339844,
+ 37.45787048339844,
+ 9.571563720703123,
+ 9.571563720703123,
+ 37.45787048339844,
+ 37.45787048339844,
+ 9.571563720703123,
+ 9.571563720703123,
+ 37.45787048339844,
+ 37.45787048339844,
+ 9.571563720703123,
+ 9.571563720703123,
+ 37.45787048339844,
+ 37.45787048339844,
+ 10.33729362487793,
+ 10.33729362487793,
+ 38.223602294921875,
+ 38.223602294921875,
+ 10.33729362487793,
+ 10.33729362487793,
+ 38.223602294921875,
+ 38.223602294921875,
+ 60.8076286315918,
+ 60.8076286315918,
+ -60.3305549621582,
+ -60.3305549621582
+ ],
+ "z": [
+ -0.030794143676757812,
+ 21.815460205078125,
+ -0.030794143676757812,
+ 21.815460205078125,
+ -0.030794143676757812,
+ 21.815460205078125,
+ -0.030794143676757812,
+ 21.815460205078125,
+ -0.030794143676757812,
+ 50.943809509277344,
+ -0.030794143676757812,
+ 50.943809509277344,
+ -0.030794143676757812,
+ 50.943809509277344,
+ -0.030794143676757812,
+ 50.943809509277344,
+ -0.030794143676757812,
+ 29.097551345825195,
+ -0.030794143676757812,
+ 29.097551345825195,
+ -0.030794143676757812,
+ 29.097551345825195,
+ -0.030794143676757812,
+ 29.097551345825195,
+ -0.030794143676757812,
+ 50.943809509277344,
+ -0.030794143676757812,
+ 50.943809509277344,
+ -0.030794143676757812,
+ 50.943809509277344,
+ -0.030794143676757812,
+ 50.943809509277344,
+ -0.030794143676757812,
+ 29.097551345825195,
+ -0.030794143676757812,
+ 29.097551345825195,
+ -0.030794143676757812,
+ 29.097551345825195,
+ -0.030794143676757812,
+ 29.097551345825195,
+ -0.030794143676757812,
+ 21.815460205078125,
+ -0.030794143676757812,
+ 21.815460205078125,
+ -0.030794143676757812,
+ 21.815460205078125,
+ -0.030794143676757812,
+ 21.815460205078125,
+ -0.030794143676757812,
+ -0.030794143676757812,
+ -0.030794143676757812,
+ -0.030794143676757812
+ ]
+ },
+ {
+ "marker": {
+ "color": "#636EFA"
+ },
+ "mode": "markers+text",
+ "scene": "scene2",
+ "showlegend": false,
+ "text": "tx",
+ "type": "scatter3d",
+ "x": [
+ 0
+ ],
+ "y": [
+ 0
+ ],
+ "z": [
+ 32
+ ]
+ },
+ {
+ "facecolor": [
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.26600000262260437,
+ 0.10899999737739564,
+ 0.05999999865889549
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.1679999977350235,
+ 0.13899999856948853,
+ 0.5090000033378601
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.7009999752044678,
+ 0.6439999938011169,
+ 0.48500001430511475
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.4020000100135803,
+ 0.1120000034570694,
+ 0.08699999749660492
+ ],
+ [
+ 0.5389999747276306,
+ 0.5389999747276306,
+ 0.5389999747276306
+ ],
+ [
+ 0.5389999747276306,
+ 0.5389999747276306,
+ 0.5389999747276306
+ ]
+ ],
+ "i": [
+ 2,
+ 2,
+ 0,
+ 0,
+ 4,
+ 4,
+ 6,
+ 6,
+ 0,
+ 0,
+ 5,
+ 5,
+ 10,
+ 10,
+ 8,
+ 8,
+ 12,
+ 12,
+ 14,
+ 14,
+ 8,
+ 8,
+ 13,
+ 13,
+ 18,
+ 18,
+ 16,
+ 16,
+ 20,
+ 20,
+ 22,
+ 22,
+ 16,
+ 16,
+ 21,
+ 21,
+ 26,
+ 26,
+ 24,
+ 24,
+ 28,
+ 28,
+ 30,
+ 30,
+ 24,
+ 24,
+ 29,
+ 29,
+ 34,
+ 34,
+ 32,
+ 32,
+ 36,
+ 36,
+ 38,
+ 38,
+ 32,
+ 32,
+ 37,
+ 37,
+ 42,
+ 42,
+ 40,
+ 40,
+ 44,
+ 44,
+ 46,
+ 46,
+ 40,
+ 40,
+ 45,
+ 45,
+ 48,
+ 48
+ ],
+ "j": [
+ 3,
+ 1,
+ 1,
+ 5,
+ 5,
+ 7,
+ 7,
+ 3,
+ 4,
+ 6,
+ 1,
+ 3,
+ 11,
+ 9,
+ 9,
+ 13,
+ 13,
+ 15,
+ 15,
+ 11,
+ 12,
+ 14,
+ 9,
+ 11,
+ 19,
+ 17,
+ 17,
+ 21,
+ 21,
+ 23,
+ 23,
+ 19,
+ 20,
+ 22,
+ 17,
+ 19,
+ 27,
+ 25,
+ 25,
+ 29,
+ 29,
+ 31,
+ 31,
+ 27,
+ 28,
+ 30,
+ 25,
+ 27,
+ 35,
+ 33,
+ 33,
+ 37,
+ 37,
+ 39,
+ 39,
+ 35,
+ 36,
+ 38,
+ 33,
+ 35,
+ 43,
+ 41,
+ 41,
+ 45,
+ 45,
+ 47,
+ 47,
+ 43,
+ 44,
+ 46,
+ 41,
+ 43,
+ 49,
+ 50
+ ],
+ "k": [
+ 1,
+ 0,
+ 5,
+ 4,
+ 7,
+ 6,
+ 3,
+ 2,
+ 6,
+ 2,
+ 3,
+ 7,
+ 9,
+ 8,
+ 13,
+ 12,
+ 15,
+ 14,
+ 11,
+ 10,
+ 14,
+ 10,
+ 11,
+ 15,
+ 17,
+ 16,
+ 21,
+ 20,
+ 23,
+ 22,
+ 19,
+ 18,
+ 22,
+ 18,
+ 19,
+ 23,
+ 25,
+ 24,
+ 29,
+ 28,
+ 31,
+ 30,
+ 27,
+ 26,
+ 30,
+ 26,
+ 27,
+ 31,
+ 33,
+ 32,
+ 37,
+ 36,
+ 39,
+ 38,
+ 35,
+ 34,
+ 38,
+ 34,
+ 35,
+ 39,
+ 41,
+ 40,
+ 45,
+ 44,
+ 47,
+ 46,
+ 43,
+ 42,
+ 46,
+ 42,
+ 43,
+ 47,
+ 50,
+ 51
+ ],
+ "scene": "scene2",
+ "showlegend": false,
+ "type": "mesh3d",
+ "x": [
+ -62.10765075683594,
+ -62.10765075683594,
+ -62.10765075683594,
+ -62.10765075683594,
+ -30.98614501953125,
+ -30.98614501953125,
+ -30.98614501953125,
+ -30.98614501953125,
+ -15.119009971618652,
+ -15.119009971618652,
+ -15.119009971618652,
+ -15.119009971618652,
+ 16.002498626708984,
+ 16.002498626708984,
+ 16.002498626708984,
+ 16.002498626708984,
+ 31.518768310546875,
+ 31.518768310546875,
+ 31.518768310546875,
+ 31.518768310546875,
+ 62.64027404785156,
+ 62.64027404785156,
+ 62.64027404785156,
+ 62.64027404785156,
+ -15.119009971618652,
+ -15.119009971618652,
+ -15.119009971618652,
+ -15.119009971618652,
+ 16.002498626708984,
+ 16.002498626708984,
+ 16.002498626708984,
+ 16.002498626708984,
+ -62.41142272949219,
+ -62.41142272949219,
+ -62.41142272949219,
+ -62.41142272949219,
+ -31.2899169921875,
+ -31.2899169921875,
+ -31.2899169921875,
+ -31.2899169921875,
+ 32.356605529785156,
+ 32.356605529785156,
+ 32.356605529785156,
+ 32.356605529785156,
+ 63.47811126708984,
+ 63.47811126708984,
+ 63.47811126708984,
+ 63.47811126708984,
+ -93.96609497070312,
+ 92.4267578125,
+ 92.4267578125,
+ -93.96609497070312
+ ],
+ "y": [
+ -36.49964141845703,
+ -36.49964141845703,
+ -8.613334655761719,
+ -8.613334655761719,
+ -36.49964141845703,
+ -36.49964141845703,
+ -8.613334655761719,
+ -8.613334655761719,
+ -36.49964141845703,
+ -36.49964141845703,
+ -8.613334655761719,
+ -8.613334655761719,
+ -36.49964141845703,
+ -36.49964141845703,
+ -8.613334655761719,
+ -8.613334655761719,
+ -36.49964141845703,
+ -36.49964141845703,
+ -8.613334655761719,
+ -8.613334655761719,
+ -36.49964141845703,
+ -36.49964141845703,
+ -8.613334655761719,
+ -8.613334655761719,
+ 9.571563720703123,
+ 9.571563720703123,
+ 37.45787048339844,
+ 37.45787048339844,
+ 9.571563720703123,
+ 9.571563720703123,
+ 37.45787048339844,
+ 37.45787048339844,
+ 9.571563720703123,
+ 9.571563720703123,
+ 37.45787048339844,
+ 37.45787048339844,
+ 9.571563720703123,
+ 9.571563720703123,
+ 37.45787048339844,
+ 37.45787048339844,
+ 10.33729362487793,
+ 10.33729362487793,
+ 38.223602294921875,
+ 38.223602294921875,
+ 10.33729362487793,
+ 10.33729362487793,
+ 38.223602294921875,
+ 38.223602294921875,
+ 60.8076286315918,
+ 60.8076286315918,
+ -60.3305549621582,
+ -60.3305549621582
+ ],
+ "z": [
+ -0.030794143676757812,
+ 21.815460205078125,
+ -0.030794143676757812,
+ 21.815460205078125,
+ -0.030794143676757812,
+ 21.815460205078125,
+ -0.030794143676757812,
+ 21.815460205078125,
+ -0.030794143676757812,
+ 50.943809509277344,
+ -0.030794143676757812,
+ 50.943809509277344,
+ -0.030794143676757812,
+ 50.943809509277344,
+ -0.030794143676757812,
+ 50.943809509277344,
+ -0.030794143676757812,
+ 29.097551345825195,
+ -0.030794143676757812,
+ 29.097551345825195,
+ -0.030794143676757812,
+ 29.097551345825195,
+ -0.030794143676757812,
+ 29.097551345825195,
+ -0.030794143676757812,
+ 50.943809509277344,
+ -0.030794143676757812,
+ 50.943809509277344,
+ -0.030794143676757812,
+ 50.943809509277344,
+ -0.030794143676757812,
+ 50.943809509277344,
+ -0.030794143676757812,
+ 29.097551345825195,
+ -0.030794143676757812,
+ 29.097551345825195,
+ -0.030794143676757812,
+ 29.097551345825195,
+ -0.030794143676757812,
+ 29.097551345825195,
+ -0.030794143676757812,
+ 21.815460205078125,
+ -0.030794143676757812,
+ 21.815460205078125,
+ -0.030794143676757812,
+ 21.815460205078125,
+ -0.030794143676757812,
+ 21.815460205078125,
+ -0.030794143676757812,
+ -0.030794143676757812,
+ -0.030794143676757812,
+ -0.030794143676757812
+ ]
+ },
+ {
+ "cmax": -2.6314566135406494,
+ "cmin": null,
+ "colorbar": {
+ "title": {
+ "text": "Gain (dB)"
+ }
+ },
+ "colorscale": [
+ [
+ 0,
+ "#440154"
+ ],
+ [
+ 0.1111111111111111,
+ "#482878"
+ ],
+ [
+ 0.2222222222222222,
+ "#3e4989"
+ ],
+ [
+ 0.3333333333333333,
+ "#31688e"
+ ],
+ [
+ 0.4444444444444444,
+ "#26828e"
+ ],
+ [
+ 0.5555555555555556,
+ "#1f9e89"
+ ],
+ [
+ 0.6666666666666666,
+ "#35b779"
+ ],
+ [
+ 0.7777777777777778,
+ "#6ece58"
+ ],
+ [
+ 0.8888888888888888,
+ "#b5de2b"
+ ],
+ [
+ 1,
+ "#fde725"
+ ]
+ ],
+ "scene": "scene",
+ "showscale": false,
+ "surfacecolor": [
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.995362281799317,
+ -4.003839015960693,
+ -4.012453079223633,
+ -4.021193027496338,
+ -4.030047416687012,
+ -4.03900671005249,
+ -4.048060894012451,
+ -4.057199954986572,
+ -4.066414833068848,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.081820011138916,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.978311538696289,
+ -3.986807107925415,
+ -3.995450735092163,
+ -4.004230976104736,
+ -4.01313591003418,
+ -4.022154808044434,
+ -4.031276702880859,
+ -4.040491580963135,
+ -4.0497894287109375,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.051855564117432,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.969549655914306,
+ -3.978216648101806,
+ -3.9870314598083496,
+ -3.995981931686402,
+ -4.0050554275512695,
+ -4.014242172241211,
+ -4.023530006408691,
+ -4.032908916473389,
+ -4.042368412017822,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.0428147315979,
+ -4.047970294952393,
+ null,
+ -4.058909893035889,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.9520671367645264,
+ -3.960749626159668,
+ -3.9695920944213863,
+ -3.9785819053649902,
+ -3.987706661224365,
+ -3.996953010559082,
+ -4.00631046295166,
+ -4.015767574310303,
+ -4.0253143310546875,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.033701419830322,
+ -4.038966178894043,
+ -4.044445991516113,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.9430501461029057,
+ -3.951913118362427,
+ -3.960935592651367,
+ -3.970104217529297,
+ -3.9794065952301025,
+ -3.9888298511505127,
+ -3.998362064361572,
+ -4.007992267608643,
+ -4.017708778381348,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.024516582489014,
+ -4.029892921447754,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.933993339538574,
+ -3.9430410861968994,
+ -3.952247858047486,
+ -3.961599826812744,
+ -3.971084117889404,
+ -3.9806878566741943,
+ -3.990398645401001,
+ -4.000204563140869,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.020749568939209,
+ -4.026462554931641,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.915834188461304,
+ -3.924898624420166,
+ -3.9341354370117183,
+ -3.943531036376953,
+ -3.953070640563965,
+ -3.962740898132324,
+ -3.9725286960601807,
+ -3.982421398162842,
+ -3.992407083511353,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.01737117767334,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.915766716003418,
+ -3.9251980781555176,
+ -3.934786558151245,
+ -3.9445183277130127,
+ -3.954378604888916,
+ -3.964354515075683,
+ -3.974433183670044,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.996520757675171,
+ null,
+ -4.008213043212891,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.8878719806671143,
+ -3.897142171859741,
+ -3.9066002368927,
+ -3.9162306785583496,
+ -3.9260172843933105,
+ -3.935945034027099,
+ -3.9459996223449703,
+ -3.956167459487915,
+ -3.966435670852661,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.9814248085021977,
+ -3.9870409965515137,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.887737989425659,
+ -3.8974010944366455,
+ -3.907235145568848,
+ -3.9172239303588863,
+ -3.9273524284362793,
+ -3.937605857849121,
+ -3.947969675064087,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.9717447757720943,
+ -3.9774868488311768,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.878298044204712,
+ -3.888170719146729,
+ -3.898213624954224,
+ -3.908409833908081,
+ -3.918743371963501,
+ -3.929199695587158,
+ -3.93976378440857,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.967857599258423,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.849225044250488,
+ -3.858922004699707,
+ -3.868823766708374,
+ -3.8789122104644775,
+ -3.889168739318848,
+ -3.8995771408081055,
+ -3.910120248794556,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.958153486251831,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.839275598526001,
+ -3.8491947650909424,
+ -3.859318494796753,
+ -3.8696272373199463,
+ -3.8801028728485103,
+ -3.8907277584075928,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.93635630607605,
+ null,
+ -3.948374032974243,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.81936240196228,
+ -3.8292856216430664,
+ -3.839432954788208,
+ -3.8497841358184814,
+ -3.860319137573242,
+ -3.871018886566162,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.9262213706970215,
+ -3.9322335720062256,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.809100389480591,
+ -3.819258213043213,
+ -3.829639434814453,
+ -3.840223550796509,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.7987961769104,
+ -3.809194803237915,
+ -3.819816827774048,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.905698537826538,
+ -3.911999940872192,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.778053522109986,
+ -3.7884538173675537,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.8953099250793457,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.767420291900635,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.746103525161743,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.8742775917053223,
+ -3.8810477256774902,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.8059213161468506,
+ -3.812888860702514,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.7944817543029785,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.775994062423706,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.7595956325531006,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.604746580123902,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.7358734607696538,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.715900659561157,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.695847988128662,
+ null,
+ null,
+ null,
+ -3.729471445083618,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.675749540328979,
+ -3.6832151412963863,
+ null,
+ -3.699619770050049,
+ -3.7085001468658447,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.670481204986572,
+ -3.678682327270508,
+ null,
+ -3.6964964866638184,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.7116565704345703,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.6942367553710938,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.562483310699463,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.636557102203369,
+ null,
+ null,
+ -3.6626148223876953,
+ null,
+ -3.68236780166626,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.5793793201446533,
+ -3.5575389862060547,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.6154510974884033,
+ -3.6232848167419434,
+ -3.631699562072754,
+ null,
+ -3.6501269340515137,
+ -3.660066843032837,
+ -3.6704423427581783,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.55290150642395,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.601832866668701,
+ null,
+ -3.618588924407959,
+ -3.6278200149536137,
+ -3.637568950653076,
+ -3.647797346115112,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.548582077026367,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.588109254837036,
+ null,
+ -3.6053926944732666,
+ -3.614905595779419,
+ -3.624945640563965,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.574284791946411,
+ -3.5828897953033447,
+ -3.592115879058838,
+ -3.6019208431243896,
+ -3.6122617721557617,
+ -3.623096227645874,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.5521600246429443,
+ -3.560364007949829,
+ -3.569246530532837,
+ -3.578763723373413,
+ -3.5888710021972656,
+ -3.599523544311523,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.5378763675689697,
+ -3.546351671218872,
+ null,
+ -3.5653417110443115,
+ null,
+ -3.5867373943328857,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.5322539806365967,
+ -3.5417239665985107,
+ -3.551856756210327,
+ -3.5626022815704346,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.4683384895324707,
+ -3.470001459121704,
+ -3.472696542739868,
+ -3.4764039516448975,
+ -3.4810986518859863,
+ -3.4867477416992188,
+ -3.493314027786255,
+ -3.500755786895752,
+ -3.5090270042419434,
+ -3.518077850341797,
+ -3.5278592109680176,
+ -3.5383167266845703,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.4523308277130127,
+ -3.45405650138855,
+ null,
+ -3.4606966972351074,
+ null,
+ -3.471416473388672,
+ -3.4782168865203857,
+ -3.485919713973999,
+ -3.4944753646850586,
+ -3.5038318634033203,
+ -3.513934850692749,
+ -3.5247292518615723,
+ -3.5361578464508057,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.4379782676696777,
+ -3.4408788681030273,
+ -3.444866895675659,
+ -3.4499127864837646,
+ -3.455979585647583,
+ -3.463024139404297,
+ -3.470998525619507,
+ -3.4798502922058105,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.4217746257781982,
+ -3.4247848987579346,
+ -3.4289228916168213,
+ -3.4341564178466797,
+ -3.4404456615448,
+ -3.447744846343994,
+ -3.4560019969940186,
+ null,
+ -3.475163459777832,
+ -3.485947847366333,
+ -3.497450828552246,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.405454397201538,
+ null,
+ -3.4128739833831787,
+ -3.4183032512664795,
+ -3.4248247146606445,
+ -3.4323887825012207,
+ -3.4409401416778564,
+ -3.4504191875457764,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.3862760066986084,
+ null,
+ -3.3890280723571777,
+ -3.392273426055908,
+ -3.396731376647949,
+ -3.402364730834961,
+ null,
+ null,
+ -3.425825595855713,
+ -3.435636520385742,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.39336895942688,
+ -3.401495933532715,
+ -3.4106712341308594,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.3537437915802,
+ null,
+ -3.35940933227539,
+ -3.364215850830078,
+ null,
+ null,
+ -3.3859870433807373,
+ -3.3954923152923584,
+ -3.4060046672821045,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.336994886398315,
+ null,
+ -3.342881679534912,
+ -3.3478736877441406,
+ -3.354173183441162,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.3201966285705566,
+ null,
+ null,
+ null,
+ -3.338038682937622,
+ -3.345871925354004,
+ -3.354928493499756,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.3033699989318848,
+ -3.3057994842529297,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.2865374088287354,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.269725799560547,
+ -3.272350311279297,
+ -3.2765910625457764,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.2529637813568115,
+ -3.2556915283203125,
+ -3.2600972652435303,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.2362842559814453,
+ -3.2391185760498047,
+ -3.243694543838501,
+ -3.249958038330078,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ]
+ ],
+ "type": "surface",
+ "x": [
+ -93.96609497070312,
+ -92.08334350585938,
+ -90.20057678222656,
+ -88.31782531738281,
+ -86.43507385253906,
+ -84.55232238769531,
+ -82.6695556640625,
+ -80.78680419921875,
+ -78.90404510498047,
+ -77.02128601074219,
+ -75.13853454589844,
+ -73.25578308105469,
+ -71.37301635742188,
+ -69.49026489257812,
+ -67.60750579833984,
+ -65.72476196289062,
+ -63.84199905395508,
+ -61.95924377441406,
+ -60.07648468017578,
+ -58.193729400634766,
+ -56.31097412109375,
+ -54.42821502685547,
+ -52.54546356201172,
+ -50.66270446777344,
+ -48.77994537353515,
+ -46.89720153808594,
+ -45.01443862915039,
+ -43.131683349609375,
+ -41.248924255371094,
+ -39.36616897583008,
+ -37.48340606689453,
+ -35.60065460205078,
+ -33.71790313720703,
+ -31.835140228271484,
+ -29.952390670776367,
+ -28.06963348388672,
+ -26.18687438964844,
+ -24.304126739501953,
+ -22.42136001586914,
+ -20.53860855102539,
+ -18.655853271484375,
+ -16.773094177246094,
+ -14.890338897705078,
+ -13.007583618164062,
+ -11.124832153320312,
+ -9.242069244384766,
+ -7.35931396484375,
+ -5.476558685302734,
+ -3.5938034057617188,
+ -1.7110519409179688,
+ 0.1717071533203125,
+ 2.054462432861328,
+ 3.937217712402344,
+ 5.819976806640625,
+ 7.702732086181641,
+ 9.585491180419922,
+ 11.468242645263672,
+ 13.350997924804688,
+ 15.233757019042969,
+ 17.116512298583984,
+ 18.999271392822266,
+ 20.88202667236328,
+ 22.76477813720703,
+ 24.647533416748047,
+ 26.530292510986328,
+ 28.41305160522461,
+ 30.295806884765625,
+ 32.178558349609375,
+ 34.06131362915039,
+ 35.94407272338867,
+ 37.82682800292969,
+ 39.70958709716797,
+ 41.59234619140625,
+ 43.475093841552734,
+ 45.35784912109375,
+ 47.2406120300293,
+ 49.12336730957031,
+ 51.00611877441406,
+ 52.888885498046875,
+ 54.77163314819336,
+ 56.654388427734375,
+ 58.537139892578125,
+ 60.41990661621094,
+ 62.30265808105469,
+ 64.18541717529297,
+ 66.06816864013672,
+ 67.950927734375,
+ 69.83367919921875,
+ 71.71643829345703,
+ 73.59919738769531,
+ 75.48194885253906,
+ 77.36470031738281,
+ 79.24746704101562,
+ 81.13021850585938,
+ 83.01297760009766,
+ 84.8957290649414,
+ 86.77848815917969,
+ 88.66123962402344,
+ 90.54399871826172,
+ 92.4267578125
+ ],
+ "y": [
+ -60.3305549621582,
+ -59.10693359375,
+ -57.88331985473633,
+ -56.65970230102539,
+ -55.43608474731445,
+ -54.21246719360352,
+ -52.98884582519531,
+ -51.765228271484375,
+ -50.54161071777344,
+ -49.3179931640625,
+ -48.09437561035156,
+ -46.870758056640625,
+ -45.64714050292969,
+ -44.42351913452149,
+ -43.19990539550781,
+ -41.976287841796875,
+ -40.75266647338867,
+ -39.529048919677734,
+ -38.30542755126953,
+ -37.081809997558594,
+ -35.85819625854492,
+ -34.63457489013672,
+ -33.41096115112305,
+ -32.187339782714844,
+ -30.963720321655273,
+ -29.74010848999023,
+ -28.51648330688477,
+ -27.292871475219727,
+ -26.069252014160156,
+ -24.845630645751953,
+ -23.62201499938965,
+ -22.398393630981445,
+ -21.174781799316406,
+ -19.95115852355957,
+ -18.727540969848633,
+ -17.503925323486328,
+ -16.280303955078125,
+ -15.056692123413086,
+ -13.83306884765625,
+ -12.609451293945312,
+ -11.385835647583008,
+ -10.162216186523438,
+ -8.9385986328125,
+ -7.71497917175293,
+ -6.491363525390625,
+ -5.267742156982422,
+ -4.044126510620117,
+ -2.820507049560547,
+ -1.5968894958496094,
+ -0.3732757568359375,
+ 0.8503456115722656,
+ 2.073963165283203,
+ 3.2975826263427734,
+ 4.521198272705078,
+ 5.744817733764648,
+ 6.968439102172852,
+ 8.19205093383789,
+ 9.41567039489746,
+ 10.639289855957031,
+ 11.862911224365234,
+ 13.08652687072754,
+ 14.31014633178711,
+ 15.533761978149414,
+ 16.75737762451172,
+ 17.980998992919922,
+ 19.204618453979492,
+ 20.428234100341797,
+ 21.6518497467041,
+ 22.875469207763672,
+ 24.09908676147461,
+ 25.32270622253418,
+ 26.54632568359375,
+ 27.76994514465332,
+ 28.99355697631836,
+ 30.21717834472656,
+ 31.440797805786133,
+ 32.66441345214844,
+ 33.88803482055664,
+ 35.11165237426758,
+ 36.33526611328125,
+ 37.55888366699219,
+ 38.78250503540039,
+ 40.00612258911133,
+ 41.229740142822266,
+ 42.45336151123047,
+ 43.676971435546875,
+ 44.90059280395508,
+ 46.12421417236328,
+ 47.34782791137695,
+ 48.57144927978515,
+ 49.795066833496094,
+ 51.01868438720703,
+ 52.24230194091797,
+ 53.465919494628906,
+ 54.68954086303711,
+ 55.91315841674805,
+ 57.136775970458984,
+ 58.36039352416992,
+ 59.584007263183594,
+ 60.8076286315918
+ ],
+ "z": [
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ null,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ null,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ null,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ null,
+ 0.5,
+ null,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ null,
+ 0.5,
+ null,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ null,
+ 0.5,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ]
+ ]
+ },
+ {
+ "cmax": -2.6314566135406494,
+ "cmin": null,
+ "colorbar": {
+ "title": {
+ "text": "Gain (dB)"
+ }
+ },
+ "colorscale": [
+ [
+ 0,
+ "#440154"
+ ],
+ [
+ 0.1111111111111111,
+ "#482878"
+ ],
+ [
+ 0.2222222222222222,
+ "#3e4989"
+ ],
+ [
+ 0.3333333333333333,
+ "#31688e"
+ ],
+ [
+ 0.4444444444444444,
+ "#26828e"
+ ],
+ [
+ 0.5555555555555556,
+ "#1f9e89"
+ ],
+ [
+ 0.6666666666666666,
+ "#35b779"
+ ],
+ [
+ 0.7777777777777778,
+ "#6ece58"
+ ],
+ [
+ 0.8888888888888888,
+ "#b5de2b"
+ ],
+ [
+ 1,
+ "#fde725"
+ ]
+ ],
+ "scene": "scene2",
+ "surfacecolor": [
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.07528829574585,
+ -4.069971561431885,
+ -4.064855098724365,
+ -4.059946060180664,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.9708712100982666,
+ -3.9788663387298584,
+ -3.98703408241272,
+ -3.995362281799317,
+ -4.003839015960693,
+ -4.012453079223633,
+ -4.021193027496338,
+ -3.748518228530884,
+ -3.748699903488159,
+ -3.748774528503418,
+ -3.7487409114837646,
+ -3.7486002445220943,
+ -4.0245747566223145,
+ -4.015789985656738,
+ -4.0071258544921875,
+ -3.998595714569092,
+ -3.990208625793457,
+ -3.981978178024292,
+ -3.9739153385162354,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.0657734870910645,
+ -4.070926666259766,
+ -4.076278209686279,
+ -4.081820011138916,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.9563448429107666,
+ null,
+ -4.066615104675293,
+ -4.061191082000732,
+ -4.05596923828125,
+ -4.050957679748535,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.961814403533935,
+ -3.9699766635894775,
+ -3.978311538696289,
+ -3.986807107925415,
+ -3.995450735092163,
+ -4.004230976104736,
+ -4.01313591003418,
+ -4.022154808044434,
+ -3.741154909133911,
+ -3.7412357330322266,
+ -3.7411997318267822,
+ -4.025640487670898,
+ -4.016581058502197,
+ -4.007630825042725,
+ -3.998801469802856,
+ -3.9901041984558105,
+ -3.9815502166748047,
+ -3.9731521606445312,
+ -3.964922428131103,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.051855564117432,
+ -4.056906223297119,
+ -4.062165260314941,
+ -4.067625522613525,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.057878494262695,
+ -4.052343845367432,
+ -4.047014236450195,
+ -4.041897773742676,
+ -4.037003040313721,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.944563627243042,
+ -3.952709913253784,
+ -3.961042881011963,
+ -3.969549655914306,
+ -3.978216648101806,
+ -3.9870314598083496,
+ -3.995981931686402,
+ -4.0050554275512695,
+ -4.014242172241211,
+ -3.733597040176392,
+ -3.733684062957764,
+ -3.73364520072937,
+ -4.017791271209717,
+ -4.0085649490356445,
+ -3.999446392059326,
+ -3.990447521209717,
+ -3.981579303741455,
+ -3.9728543758392334,
+ -3.964284658432007,
+ -3.955883502960205,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.0428147315979,
+ -4.047970294952393,
+ -4.053338527679443,
+ -4.058909893035889,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.049079418182373,
+ -4.043430805206299,
+ -4.037990093231201,
+ -4.0327653884887695,
+ -4.027766227722168,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.935236692428589,
+ -3.94355845451355,
+ -3.9520671367645264,
+ -3.960749626159668,
+ -3.9695920944213863,
+ -3.9785819053649902,
+ -3.987706661224365,
+ -3.996953010559082,
+ -4.00631046295166,
+ -4.015767574310303,
+ -3.726120710372925,
+ -4.019417762756348,
+ -4.00992488861084,
+ -4.000528335571289,
+ -3.9912378787994385,
+ -3.982065200805664,
+ -3.973021984100342,
+ -3.964121818542481,
+ -3.955376148223877,
+ -3.946798801422119,
+ -3.938404083251953,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.033701419830322,
+ -4.038966178894043,
+ -4.044445991516113,
+ -4.050131797790527,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.920320987701416,
+ null,
+ -4.034451007843018,
+ -4.028895378112793,
+ -4.0235595703125,
+ -4.0184526443481445,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.925859928131103,
+ -3.9343607425689697,
+ -3.9430501461029057,
+ -3.951913118362427,
+ -3.960935592651367,
+ -3.970104217529297,
+ -3.9794065952301025,
+ -3.9888298511505127,
+ -3.998362064361572,
+ -4.007992267608643,
+ -3.718548059463501,
+ -4.011707782745361,
+ -4.0020432472229,
+ -3.9924721717834473,
+ -3.98300576210022,
+ -3.9736557006835938,
+ -3.964434146881103,
+ -3.9553542137146,
+ -3.9464282989501953,
+ -3.937670946121216,
+ -3.92909574508667,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.024516582489014,
+ -4.029892921447754,
+ -4.035487651824951,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.025404453277588,
+ -4.019731044769287,
+ -4.014280796051025,
+ -4.009062767028809,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.9079508781433105,
+ -3.916433095932007,
+ -3.925119400024414,
+ -3.933993339538574,
+ -3.9430410861968994,
+ -3.952247858047486,
+ -3.961599826812744,
+ -3.971084117889404,
+ -3.9806878566741943,
+ -3.990398645401001,
+ -4.000204563140869,
+ null,
+ -4.003986835479736,
+ -3.994147539138794,
+ -3.984398603439331,
+ -3.974752902984619,
+ -3.965221405029297,
+ -3.9558167457580566,
+ -3.9465527534484863,
+ -3.937442779541016,
+ -3.928500175476074,
+ -3.919740438461304,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.015257835388184,
+ -4.020749568939209,
+ -4.026462554931641,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.8928165435791016,
+ -4.016290664672852,
+ -4.010496139526367,
+ -4.004928112030029,
+ -3.999595880508423,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.898287773132324,
+ -3.906958818435669,
+ -3.915834188461304,
+ -3.924898624420166,
+ -3.9341354370117183,
+ -3.943531036376953,
+ -3.953070640563965,
+ -3.962740898132324,
+ -3.9725286960601807,
+ -3.982421398162842,
+ -3.992407083511353,
+ null,
+ null,
+ -3.9862396717071538,
+ -3.976309776306152,
+ -3.966480493545532,
+ -3.956763505935669,
+ -3.947172164916992,
+ -3.937719821929931,
+ -3.928420305252075,
+ -3.919288158416748,
+ -3.9103386402130127,
+ -3.901587009429931,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.000550270080566,
+ -4.005926132202148,
+ -4.011536598205566,
+ -4.01737117767334,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.882976531982422,
+ null,
+ -4.001190185546875,
+ -3.9955005645751953,
+ -3.990050792694092,
+ -3.984850406646729,
+ null,
+ null,
+ null,
+ -3.8799281120300297,
+ -3.888572454452514,
+ -3.897437810897827,
+ -3.906508207321167,
+ -3.915766716003418,
+ -3.9251980781555176,
+ -3.934786558151245,
+ -3.9445183277130127,
+ -3.954378604888916,
+ -3.964354515075683,
+ -3.974433183670044,
+ null,
+ null,
+ null,
+ -3.9783217906951904,
+ -3.9682071208953857,
+ -3.958190441131592,
+ -3.948284149169922,
+ -3.9385015964508057,
+ -3.928856372833252,
+ -3.919363021850586,
+ -3.910036563873291,
+ -3.9008920192718506,
+ -3.891946315765381,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.9910266399383545,
+ -3.996520757675171,
+ -4.00225305557251,
+ -4.008213043212891,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.991812705993652,
+ -3.985998153686523,
+ -3.9804270267486577,
+ -3.975109338760376,
+ null,
+ null,
+ null,
+ -3.8699638843536377,
+ -3.878806591033935,
+ -3.8878719806671143,
+ -3.897142171859741,
+ -3.9066002368927,
+ -3.9162306785583496,
+ -3.9260172843933105,
+ -3.935945034027099,
+ -3.9459996223449703,
+ -3.956167459487915,
+ -3.966435670852661,
+ null,
+ null,
+ null,
+ null,
+ -3.9600930213928223,
+ -3.949885368347168,
+ -3.9397857189178462,
+ -3.929807424545288,
+ -3.9199647903442383,
+ -3.91027307510376,
+ -3.900747060775757,
+ -3.89140248298645,
+ -3.882256984710694,
+ -3.873327016830444,
+ null,
+ null,
+ null,
+ null,
+ -3.9814248085021977,
+ -3.9870409965515137,
+ -3.99289870262146,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.854439020156861,
+ -3.9823641777038574,
+ -3.9764206409454346,
+ -3.970724582672119,
+ -3.9652860164642334,
+ null,
+ null,
+ null,
+ -3.85994553565979,
+ -3.868992805480957,
+ -3.878262758255005,
+ -3.887737989425659,
+ -3.8974010944366455,
+ -3.907235145568848,
+ -3.9172239303588863,
+ -3.9273524284362793,
+ -3.937605857849121,
+ -3.947969675064087,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.951969861984253,
+ -3.9415669441223145,
+ -3.931269407272339,
+ -3.921091318130493,
+ -3.9110472202301025,
+ -3.9011518955230713,
+ -3.89142107963562,
+ -3.881871938705444,
+ -3.87252140045166,
+ -3.863386392593384,
+ null,
+ null,
+ null,
+ null,
+ -3.9717447757720943,
+ -3.9774868488311768,
+ -3.983474016189575,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.972843885421753,
+ -3.9667680263519287,
+ -3.960942506790161,
+ -3.955379724502563,
+ null,
+ null,
+ -3.840859889984131,
+ -3.849874258041382,
+ -3.859131097793579,
+ -3.868612051010132,
+ -3.878298044204712,
+ -3.888170719146729,
+ -3.898213624954224,
+ -3.908409833908081,
+ -3.918743371963501,
+ -3.929199695587158,
+ -3.93976378440857,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.933238029479981,
+ -3.922738552093506,
+ -3.91235613822937,
+ -3.9021055698394775,
+ -3.892001867294311,
+ -3.882061719894409,
+ -3.8723020553588863,
+ -3.8627407550811768,
+ -3.853395700454712,
+ null,
+ null,
+ null,
+ -3.956374168395996,
+ -3.9619858264923096,
+ -3.967857599258423,
+ -3.973978281021118,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.9570388793945312,
+ -3.951080560684204,
+ -3.94538950920105,
+ -3.93997573852539,
+ null,
+ -3.830522775650024,
+ -3.839751958847046,
+ -3.849225044250488,
+ -3.858922004699707,
+ -3.868823766708374,
+ -3.8789122104644775,
+ -3.889168739318848,
+ -3.8995771408081055,
+ -3.910120248794556,
+ -3.920783758163452,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.924900531768799,
+ -3.91419529914856,
+ -3.903604030609131,
+ -3.893141984939575,
+ -3.882825374603271,
+ -3.872670173645019,
+ -3.86269474029541,
+ -3.852917432785034,
+ -3.843356132507324,
+ -3.834030866622925,
+ null,
+ null,
+ -3.9464070796966553,
+ -3.952147960662842,
+ -3.958153486251831,
+ -3.9644112586975098,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.814610242843628,
+ -3.9472336769104,
+ -3.941138744354248,
+ -3.935314655303955,
+ -3.9297728538513184,
+ null,
+ -3.8201308250427246,
+ -3.829580545425415,
+ -3.839275598526001,
+ -3.8491947650909424,
+ -3.859318494796753,
+ -3.8696272373199463,
+ -3.8801028728485103,
+ -3.8907277584075928,
+ -3.9014859199523926,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.90564227104187,
+ -3.8948376178741455,
+ -3.884159803390503,
+ -3.873624801635742,
+ -3.8632497787475586,
+ -3.853053092956543,
+ -3.8430533409118657,
+ -3.833270072937012,
+ -3.823723316192627,
+ null,
+ null,
+ -3.93635630607605,
+ -3.942230939865112,
+ -3.948374032974243,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.9373528957366943,
+ -3.9311165809631343,
+ -3.9251554012298584,
+ -3.9194815158843994,
+ -3.800274848937988,
+ -3.8096847534179688,
+ -3.81936240196228,
+ -3.8292856216430664,
+ -3.839432954788208,
+ -3.8497841358184814,
+ -3.860319137573242,
+ -3.871018886566162,
+ -3.881865739822388,
+ -3.892842531204224,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.897082090377808,
+ -3.886059522628784,
+ -3.8751609325408936,
+ -3.864402294158935,
+ -3.853802442550659,
+ -3.84337854385376,
+ -3.833150863647461,
+ -3.8231394290924072,
+ -3.81336522102356,
+ null,
+ null,
+ -3.9262213706970215,
+ -3.9322335720062256,
+ -3.93851900100708,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.9273951053619385,
+ -3.921013116836548,
+ -3.9149107933044434,
+ -3.9091005325317383,
+ -3.78954553604126,
+ -3.7991888523101807,
+ -3.809100389480591,
+ -3.819258213043213,
+ -3.829639434814453,
+ -3.840223550796509,
+ -3.850990056991577,
+ -3.861919403076172,
+ -3.872993230819702,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.8772733211517334,
+ -3.8661489486694336,
+ -3.8551621437072754,
+ -3.8443310260772705,
+ -3.833674192428589,
+ -3.8232126235961914,
+ -3.812966823577881,
+ -3.802958250045776,
+ -3.7932093143463135,
+ -3.910138130187988,
+ -3.9160025119781494,
+ -3.922156572341919,
+ -3.928588390350342,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.7732551097869873,
+ -3.9108290672302246,
+ -3.90458083152771,
+ -3.898629903793335,
+ -3.778761148452759,
+ -3.7886438369750977,
+ -3.7987961769104,
+ -3.809194803237915,
+ -3.819816827774048,
+ -3.8306400775909424,
+ -3.8416435718536377,
+ -3.8528079986572266,
+ -3.864113330841065,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.8684816360473633,
+ -3.857126474380493,
+ -3.8459062576293945,
+ -3.834838628768921,
+ -3.823943614959717,
+ -3.813241720199585,
+ -3.802755355834961,
+ -3.7925057411193848,
+ -3.782516479492187,
+ -3.89969253540039,
+ -3.905698537826538,
+ -3.911999940872192,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.900563955307007,
+ -3.8941650390625,
+ -3.517204761505127,
+ -3.5203232765197754,
+ -3.778053522109986,
+ -3.7884538173675537,
+ -3.7990996837615967,
+ -3.809968233108521,
+ -3.821036577224731,
+ -3.8322830200195312,
+ -3.843687295913696,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.848097085952759,
+ -3.8366377353668217,
+ -3.8253285884857178,
+ -3.8141894340515137,
+ -3.803241491317749,
+ -3.7925074100494385,
+ -3.782010078430176,
+ -3.7717738151550297,
+ -3.519810438156128,
+ -3.8953099250793457,
+ -3.9017627239227295,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.890217542648315,
+ -3.8836631774902344,
+ -3.506272792816162,
+ -3.5094754695892334,
+ -3.767420291900635,
+ -3.7780754566192623,
+ -3.788975715637207,
+ -3.8000974655151367,
+ -3.8114168643951416,
+ -3.8229124546051025,
+ -3.834561824798584,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.8273613452911377,
+ -3.8158047199249263,
+ -3.804414987564087,
+ -3.793214797973633,
+ -3.7822265625,
+ -3.771475076675415,
+ -3.760983943939209,
+ -3.508946180343628,
+ -3.884836196899414,
+ -3.89144515991211,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.730303049087525,
+ -3.4921579360961914,
+ -3.4952709674835205,
+ -3.4985599517822266,
+ -3.756748676300049,
+ -3.767665147781372,
+ -3.778826713562012,
+ -3.790207862854004,
+ -3.8017847537994385,
+ -3.8135342597961426,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.818079710006714,
+ -3.806269884109497,
+ -3.794624567031861,
+ -3.783165216445923,
+ -3.77191710472107,
+ -3.7609033584594727,
+ -3.7501509189605713,
+ -3.498013734817505,
+ -3.8742775917053223,
+ -3.8810477256774902,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.480995178222656,
+ -3.484200954437256,
+ -3.4875781536102295,
+ -3.7460410594940186,
+ -3.757226705551147,
+ -3.7686562538146977,
+ -3.780303716659546,
+ -3.7921435832977295,
+ -3.804153442382813,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.796729326248169,
+ -3.7848215103149414,
+ -3.773097515106201,
+ -3.7615811824798584,
+ -3.750299215316773,
+ -3.4904048442840576,
+ -3.4870152473449707,
+ -3.48378586769104,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.469764232635498,
+ -3.473064422607422,
+ -3.476532459259033,
+ -3.480156898498535,
+ -3.746764659881592,
+ -3.758468627929687,
+ -3.770388603210449,
+ -3.782498836517334,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.787186861038208,
+ -3.775010585784912,
+ -3.763014793395996,
+ -3.7512247562408447,
+ -3.73966646194458,
+ -3.47943115234375,
+ -3.4759531021118164,
+ -3.472630262374878,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.142112493515014,
+ -3.461864948272705,
+ -3.4654245376586914,
+ -3.4691355228424072,
+ -3.736282587051392,
+ -3.748268842697144,
+ -3.7604684829711914,
+ -3.7728538513183594,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.777646780014038,
+ -3.765196084976196,
+ -3.7529220581054688,
+ -3.7408509254455566,
+ -3.7290096282958984,
+ -3.468398094177246,
+ -3.464829683303833,
+ -3.4614107608795166,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.131840229034424,
+ -3.2755439281463623,
+ -3.4542577266693115,
+ -3.4580562114715576,
+ -3.725785732269287,
+ -3.738061428070069,
+ -3.75054669380188,
+ -3.7632148265838623,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.76811408996582,
+ -3.755383014678955,
+ -3.7428247928619385,
+ -3.7304654121398926,
+ -3.7183334827423096,
+ -3.4573075771331787,
+ -3.45364761352539,
+ -3.4501304626464844,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.121544122695923,
+ -3.1162474155426025,
+ -3.262556791305542,
+ -3.4469213485717773,
+ -3.7152798175811768,
+ -3.727851629257202,
+ -3.7406296730041504,
+ -3.753585577011109,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.758594751358032,
+ -3.745577096939087,
+ -3.7327277660369873,
+ -3.7200734615325928,
+ -3.4500412940979004,
+ -3.446162700653076,
+ -3.4424097537994385,
+ -3.122858762741089,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ -4.157023906707764,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.111227512359619,
+ -3.105874538421631,
+ -3.2529733180999756,
+ -3.249433755874634,
+ -3.704770088195801,
+ -3.7176451683044434,
+ -3.730722665786743,
+ -3.743973016738891,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.749093532562256,
+ -3.735783576965332,
+ -3.7226366996765137,
+ -3.709680557250977,
+ -3.438931703567505,
+ -3.2539401054382324,
+ -3.257352352142334,
+ -3.112602949142456,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ -4.1520562171936035,
+ -4.141202449798584,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.1008944511413574,
+ -3.0954856872558594,
+ -3.243396282196045,
+ -3.239884376525879,
+ -3.2361321449279785,
+ -3.383953332901001,
+ -3.720831871032715,
+ -3.7343828678131104,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.739616632461548,
+ -3.726008892059326,
+ -3.712557792663574,
+ -3.6992926597595215,
+ -3.240809679031372,
+ -3.2444193363189697,
+ -3.0968520641326904,
+ -3.1023333072662354,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.149536609649658
+ ],
+ [
+ -4.147123336791992,
+ -4.136144161224365,
+ -4.125111103057861,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.0905487537384033,
+ -3.085084915161133,
+ -3.0795695781707764,
+ -3.2303504943847656,
+ -3.226613759994507,
+ -3.375561237335205,
+ -3.371894359588623,
+ -3.724821090698242,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.730170488357544,
+ -3.7162585258483887,
+ -3.7024974822998047,
+ -3.3793766498565674,
+ -3.2313292026519775,
+ -3.2349114418029785,
+ -3.0865142345428467,
+ -3.0920536518096924,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.133595943450928,
+ -4.144458293914795
+ ],
+ [
+ -4.1422271728515625,
+ -4.13112211227417,
+ -4.119958877563477,
+ -4.108741283416748,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.080195426940918,
+ -3.0746772289276123,
+ -3.0690953731536865,
+ -3.2208361625671387,
+ -3.2171199321746826,
+ -3.3672690391540527,
+ -3.3636560440063477,
+ -3.359405755996704,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.720762252807617,
+ -3.706540584564209,
+ -3.367910146713257,
+ -3.2180354595184326,
+ -3.2218711376190186,
+ -3.2254209518432617,
+ -3.076172351837158,
+ -3.0817692279815674,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.117382049560547,
+ -4.12842321395874,
+ -4.139414310455322
+ ],
+ [
+ -4.137370586395264,
+ -4.126139163970947,
+ -4.1148457527160645,
+ -4.1034932136535645,
+ -4.092085361480713,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.069838523864746,
+ -3.0642669200897217,
+ -3.0586180686950684,
+ -3.2113454341888428,
+ -3.2076549530029297,
+ -3.3590848445892334,
+ -3.355536699295044,
+ -3.3513152599334717,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.711398124694824,
+ -3.3560616970062256,
+ -3.359776496887207,
+ -3.208622932434082,
+ -3.21243953704834,
+ -3.060086965560913,
+ -3.0658304691314697,
+ -3.0714845657348633,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.100886821746826,
+ -4.112111568450928,
+ -4.123286247253418,
+ -4.134406089782715
+ ],
+ [
+ -4.132554531097412,
+ -4.121196269989014,
+ -4.109771728515625,
+ -4.0982842445373535,
+ -4.086737155914307,
+ -4.075133800506592,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.0594840049743652,
+ -3.053858995437622,
+ -3.0481436252593994,
+ -3.0423474311828613,
+ -3.1982221603393555,
+ -3.3510167598724365,
+ -3.3475441932678223,
+ -3.1412572860717773,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.3437483310699463,
+ -3.348113536834717,
+ -3.351762294769287,
+ -3.1992461681365967,
+ -3.203038454055786,
+ -3.04967999458313,
+ -3.055494546890259,
+ -3.0612051486968994,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.08410120010376,
+ -4.095515727996826,
+ -4.106878757476807,
+ -4.118186950683594,
+ -4.129436016082764
+ ],
+ [
+ -4.127781391143799,
+ -4.116296291351318,
+ -4.104740142822266,
+ -4.0931172370910645,
+ -4.081429958343506,
+ -4.069681644439697,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.0491371154785156,
+ -3.04345965385437,
+ -3.03767728805542,
+ -3.0318005084991455,
+ -3.188826560974121,
+ -3.184858798980713,
+ -3.1286752223968506,
+ -3.1337594985961914,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.1368846893310547,
+ -3.1320297718048096,
+ -3.3438756465911865,
+ -3.1899092197418213,
+ -3.1936726570129395,
+ -3.0392837524414062,
+ -3.0451693534851074,
+ -3.050936222076416,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.067015647888184,
+ -4.078625679016113,
+ -4.090183258056641,
+ -4.1016845703125,
+ -4.113126754760742,
+ -4.12450647354126
+ ],
+ [
+ -4.123053550720215,
+ -4.111440181732178,
+ -4.099752902984619,
+ -4.087993621826172,
+ -4.076166152954102,
+ -4.064272403717041,
+ -4.052317142486572,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.038804292678833,
+ -3.0330746173858643,
+ -3.027224540710449,
+ -3.021266222000122,
+ -3.008166551589966,
+ -3.0120949745178223,
+ -3.1212165355682373,
+ -3.1264514923095703,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.1296424865722656,
+ -3.124647617340088,
+ -3.118802309036255,
+ -3.180617094039917,
+ -3.0228257179260254,
+ -3.028904438018799,
+ -3.0348618030548096,
+ -3.040684461593628,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.061431884765625,
+ -4.073189735412598,
+ -4.084890842437744,
+ -4.096531391143799,
+ -4.1081085205078125,
+ -4.119618892669678
+ ],
+ [
+ -4.118372440338135,
+ -4.106631755828857,
+ -4.094812393188477,
+ -4.082916736602783,
+ -4.070948123931885,
+ -4.058908939361572,
+ -4.046802997589111,
+ -4.034634113311768,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.028491973876953,
+ -3.0227108001708984,
+ -3.0167925357818604,
+ -2.8803696632385254,
+ -2.8811144828796387,
+ -3.0034894943237305,
+ -3.113955020904541,
+ -3.2634711265563965,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.26561975479126,
+ -3.1174635887145996,
+ -3.006711721420288,
+ -3.002883195877075,
+ -3.0123817920684814,
+ -3.0185482501983643,
+ -3.024578094482422,
+ -3.03045654296875,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.043925762176514,
+ -4.05588960647583,
+ -4.06779670715332,
+ -4.079641819000244,
+ -4.0914225578308105,
+ -4.103134632110596,
+ -4.114775657653809
+ ],
+ [
+ -4.11374044418335,
+ -4.101872444152832,
+ -4.089920997619629,
+ -4.0778889656066895,
+ -4.065778732299805,
+ -4.053593158721924,
+ -4.041335582733154,
+ -4.029010772705078,
+ -4.016622066497803,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.018207550048828,
+ -3.0123746395111084,
+ -2.869502067565918,
+ -2.870645523071289,
+ -2.8713696002960205,
+ -2.9950101375579834,
+ -3.1069023609161377,
+ -3.2574658393859863,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.2596490383148193,
+ -3.1104884147644043,
+ -2.998304605484009,
+ -2.874556541442871,
+ -2.8740196228027344,
+ -3.0082223415374756,
+ -3.0143253803253174,
+ -3.020259380340576,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.026096343994141,
+ -4.038272857666016,
+ -4.050391674041748,
+ -4.062448024749756,
+ -4.074438095092773,
+ -4.086359024047852,
+ -4.098206520080566,
+ -4.109978675842285
+ ],
+ [
+ -4.10915994644165,
+ -4.097164154052734,
+ -4.085080623626709,
+ -4.072911739349365,
+ -4.060659885406494,
+ -4.048327922821045,
+ -4.035918712615967,
+ -4.023436546325684,
+ -4.010885715484619,
+ -3.998270034790039,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.0079586505889893,
+ -2.8582980632781982,
+ -2.859886884689331,
+ -2.86102557182312,
+ -2.861720085144043,
+ -2.986664295196533,
+ -3.1022021770477295,
+ -3.2517409324645996,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.253957509994507,
+ -3.252995014190674,
+ -2.9900310039520264,
+ -2.8649821281433105,
+ -2.8644824028015137,
+ -2.863522529602051,
+ -3.0041112899780273,
+ -3.010100841522217,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.007934093475342,
+ -4.020329475402832,
+ -4.0326666831970215,
+ -4.04494047164917,
+ -4.057147026062012,
+ -4.069282531738281,
+ -4.081343173980713,
+ -4.093326568603516,
+ -4.105230331420898
+ ],
+ [
+ -4.104632377624512,
+ -4.0925092697143555,
+ -4.080293655395508,
+ -4.06798791885376,
+ -4.055594444274902,
+ -4.043115615844727,
+ -4.03055477142334,
+ -4.01791524887085,
+ -4.0052008628845215,
+ -3.992417097091675,
+ -3.9795680046081543,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -2.846715927124023,
+ -2.848792552947998,
+ -2.8503947257995605,
+ -2.8515193462371826,
+ -2.8521745204925537,
+ -2.936279773712158,
+ -3.09440541267395,
+ -3.2463090419769287,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.2485573291778564,
+ -3.247559070587158,
+ -3.0972390174865723,
+ -2.8555119037628174,
+ -2.8550589084625244,
+ -2.8541204929351807,
+ -2.8526854515075684,
+ -2.850754976272583,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.9894278049468994,
+ -4.002048492431641,
+ -4.014610767364502,
+ -4.027108669281006,
+ -4.039538383483887,
+ -4.051896095275879,
+ -4.064176559448242,
+ -4.076378345489502,
+ -4.088497638702393,
+ -4.100532054901123
+ ],
+ [
+ null,
+ -4.087910175323486,
+ -4.075562953948975,
+ -4.063119888305664,
+ -4.0505852699279785,
+ -4.037959098815918,
+ -4.0252461433410645,
+ -4.012448787689209,
+ -3.9995715618133545,
+ -3.986617803573608,
+ -3.973593473434448,
+ -3.960504055023194,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -2.981995105743408,
+ -2.9064173698425293,
+ -2.841036319732666,
+ -2.8421361446380615,
+ -2.930342674255371,
+ -2.9267849922180176,
+ -3.0867605209350586,
+ -3.2411818504333496,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.2434606552124023,
+ -3.089033365249634,
+ -2.9292590618133545,
+ -2.9330646991729736,
+ -2.845757961273194,
+ -2.844851493835449,
+ -2.843420028686523,
+ -2.906117677688598,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.970567226409912,
+ -3.983419418334961,
+ -3.996213436126709,
+ -4.0089430809021,
+ -4.021603107452393,
+ -4.034189224243164,
+ -4.04669713973999,
+ -4.059123992919922,
+ -4.071465969085693,
+ -4.08372163772583,
+ -4.095887660980225
+ ],
+ [
+ null,
+ null,
+ -4.070889949798584,
+ -4.0583109855651855,
+ -4.0456342697143555,
+ -4.032861709594727,
+ -4.019996166229248,
+ -4.007040977478027,
+ -3.993999481201172,
+ -3.980876445770264,
+ -3.967675924301147,
+ -3.954403877258301,
+ -3.941066265106201,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -2.97222900390625,
+ -2.8962600231170654,
+ -2.9016056060791016,
+ -2.906607866287231,
+ -2.9211435317993164,
+ -2.917397737503052,
+ -2.913259506225586,
+ -3.2363710403442383,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.2386794090270996,
+ -3.0815799236297607,
+ -2.919924020767212,
+ -2.9239234924316406,
+ -2.911753416061402,
+ -2.906892776489258,
+ -2.9016683101654053,
+ -2.8960676193237305,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.951339483261109,
+ -3.9644312858581543,
+ -3.977463960647583,
+ -3.990431785583496,
+ -4.003329277038574,
+ -4.0161519050598145,
+ -4.028894901275635,
+ -4.041553974151611,
+ -4.054126739501953,
+ -4.0666093826293945,
+ -4.079000949859619,
+ -4.091297626495361
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ -4.040744781494141,
+ -4.027825355529785,
+ -4.01480770111084,
+ -4.001694202423096,
+ -3.9884889125823975,
+ -3.9751956462860103,
+ -3.96181845664978,
+ -3.9483635425567623,
+ -3.934835910797119,
+ -3.9212429523468018,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -2.962697982788086,
+ -2.8862709999084473,
+ -2.891561985015869,
+ -3.0072922706604004,
+ -3.008120059967041,
+ -3.008671522140503,
+ -3.0090348720550537,
+ -3.2318882942199707,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.2342240810394287,
+ -3.074284076690674,
+ -3.013021469116211,
+ -3.012691020965576,
+ -3.012073040008545,
+ -2.8969366550445557,
+ -2.8917737007141113,
+ -2.969053030014038,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.931734085083008,
+ -3.945071458816528,
+ -3.95835018157959,
+ -3.971564054489136,
+ -3.9847066402435303,
+ -3.9977731704711914,
+ -4.010757923126221,
+ -4.023657321929932,
+ -4.036468505859375,
+ -4.049186706542969,
+ -4.0618109703063965,
+ -4.074337482452393,
+ -4.086765289306641
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.022853374481201,
+ -4.009683609008789,
+ -3.9964120388031006,
+ -3.983042478561402,
+ -3.969578981399536,
+ -3.9560251235961914,
+ -3.9423861503601074,
+ -3.928668260574341,
+ -3.9148778915405273,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -2.953418731689453,
+ -2.9626739025115967,
+ -2.996375322341919,
+ -2.99729585647583,
+ -2.9978387355804443,
+ -2.9980885982513428,
+ -2.9981398582458496,
+ -3.237449407577514,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.5221829414367676,
+ -3.0022993087768555,
+ -3.00248384475708,
+ -3.002460479736328,
+ -3.0021328926086426,
+ -3.001415491104126,
+ -2.882059097290039,
+ -2.959885835647583,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.925328969955444,
+ -3.938861131668091,
+ -3.9523284435272217,
+ -3.965724229812622,
+ -3.979041576385498,
+ -3.992276906967163,
+ -4.005424976348877,
+ -4.018481254577637,
+ -4.0314435958862305,
+ -4.044308185577393,
+ -4.057072162628174,
+ -4.069735050201416,
+ -4.0822930335998535
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.004626750946045,
+ -3.9911975860595703,
+ -3.977663993835449,
+ -3.9640297889709473,
+ -3.950299024581909,
+ -3.936476707458496,
+ -3.92256760597229,
+ -3.908578872680664,
+ -3.894516706466675,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -2.9444079399108887,
+ -2.953694105148315,
+ -2.9868249893188477,
+ -2.987457275390625,
+ -2.9876904487609863,
+ -3.164378881454468,
+ -3.1527557373046875,
+ -3.1419520378112793,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.5521600246429443,
+ -3.1548171043395996,
+ -3.166581392288208,
+ -2.9923601150512695,
+ -2.992347478866577,
+ -2.9919235706329346,
+ -2.8725366592407227,
+ -2.950984001159668,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.90519118309021,
+ -3.9189844131469727,
+ -3.932713270187378,
+ -3.946369409561157,
+ -3.959946870803833,
+ -3.973440408706665,
+ -3.986844778060913,
+ -4.000155448913574,
+ -4.013369083404541,
+ -4.026482582092285,
+ -4.039492607116699,
+ -4.05239725112915,
+ -4.065194129943848,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.9860544204711914,
+ -3.972356796264648,
+ -3.958552360534668,
+ -3.944644689559937,
+ -3.930637836456299,
+ -3.9165375232696538,
+ -3.9023499488830566,
+ -3.888081550598145,
+ -3.8737404346466064,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -2.935682773590088,
+ -3.095949172973633,
+ -2.9774696826934814,
+ -3.1770200729370117,
+ -3.1635940074920654,
+ -3.1508448123931885,
+ -3.138850450515747,
+ -3.1276915073394775,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.1296608448028564,
+ -3.1409780979156494,
+ -3.153116226196289,
+ -3.165994882583618,
+ -3.179535388946533,
+ -2.9826226234436035,
+ -3.102323293685913,
+ -2.942363977432251,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.8846452236175537,
+ -3.898707628250122,
+ -3.912705183029175,
+ -3.9266302585601807,
+ -3.940476179122925,
+ -3.954236268997192,
+ -3.967905759811402,
+ -3.981479406356811,
+ -3.994952917098999,
+ -4.0083231925964355,
+ -4.021587371826172,
+ -4.034742832183838,
+ -4.047787189483643,
+ null,
+ null
+ ],
+ [
+ -4.028509140014648,
+ -4.014024257659912,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.9671242237091064,
+ -3.9531497955322266,
+ -3.939064979553222,
+ -3.9248740673065186,
+ -3.9105820655822754,
+ -3.896195411682129,
+ -3.8817198276519775,
+ -3.86716365814209,
+ -3.8525350093841553,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.083035707473755,
+ -3.4210681915283203,
+ -3.4039082527160645,
+ -3.1643359661102295,
+ -3.1505110263824463,
+ -3.1373696327209473,
+ -3.124995231628418,
+ -3.113471746444702,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.115506410598755,
+ -3.1271910667419434,
+ -3.13971209526062,
+ -3.152984142303467,
+ -3.166924953460694,
+ -3.181455373764038,
+ -3.4242513179779053,
+ -3.441958427429199,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.863679170608521,
+ -3.878017663955689,
+ -3.8922922611236577,
+ -3.906494617462158,
+ -3.9206175804138184,
+ -3.9346532821655273,
+ -3.948596477508545,
+ -3.9624414443969727,
+ -3.976184129714966,
+ -3.98982048034668,
+ -4.003347396850586,
+ -4.0167622566223145,
+ -4.030062198638916,
+ null,
+ null,
+ null
+ ],
+ [
+ -4.025766372680664,
+ -4.01118803024292,
+ -3.996413469314575,
+ -3.981440544128418,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.9478256702423096,
+ -3.933563947677612,
+ -3.919189453125,
+ -3.9047062397003174,
+ -3.890119791030884,
+ -3.511453151702881,
+ -3.494000196456909,
+ -3.476313352584839,
+ -3.458392858505249,
+ -3.4402389526367188,
+ -3.4218533039093018,
+ -3.4032392501831055,
+ -3.3844006061553955,
+ -3.365342855453491,
+ -3.5702438354492188,
+ -3.5478007793426514,
+ -3.525054693222046,
+ -3.2401812076568604,
+ -3.218737840652466,
+ -3.0351669788360596,
+ -3.0141947269439697,
+ -2.9931890964508057,
+ -2.9721975326538086,
+ -3.166473627090454,
+ -3.4463958740234375,
+ -3.427934169769287,
+ -3.4098520278930664,
+ -3.3922338485717773,
+ -3.1517460346221924,
+ -3.137514114379883,
+ -3.1239728927612305,
+ -3.1112096309661865,
+ -3.099313259124756,
+ -2.691246509552002,
+ -2.67846417427063,
+ -2.667048215866089,
+ -2.6571362018585205,
+ -2.648858070373535,
+ -2.642328977584839,
+ -2.6376450061798096,
+ -2.634878158569336,
+ -2.634071111679077,
+ -2.635237455368042,
+ -2.6383581161499023,
+ -2.6433849334716797,
+ -2.650240659713745,
+ -2.6588258743286133,
+ -2.66902232170105,
+ -2.6806981563568115,
+ -2.693714141845703,
+ -2.828446626663208,
+ -3.113475561141968,
+ -3.126387357711792,
+ -3.1400609016418457,
+ -3.154409646987915,
+ -3.395408868789673,
+ -3.4131181240081787,
+ -3.4312753677368164,
+ -3.449798345565796,
+ -3.169904947280884,
+ -2.976022958755493,
+ -2.997020959854126,
+ -3.01802396774292,
+ -3.03898549079895,
+ -3.059865951538086,
+ -3.2440743446350098,
+ -3.265308380126953,
+ -3.551917791366577,
+ -3.5743038654327393,
+ -3.5963733196258545,
+ -3.3919148445129395,
+ -3.4106106758117676,
+ -3.429081678390503,
+ -3.4473249912261963,
+ -3.46533727645874,
+ -3.4831182956695557,
+ -3.500666856765747,
+ -3.517983913421631,
+ -3.900358200073242,
+ -3.9146783351898193,
+ -3.9289045333862305,
+ -3.94303035736084,
+ -3.9570510387420654,
+ -3.9709627628326416,
+ -3.984761476516723,
+ -3.9984445571899414,
+ null,
+ null,
+ null,
+ -4.002789497375488,
+ -4.017406463623047
+ ],
+ [
+ -4.023129463195801,
+ -4.008460998535156,
+ -3.9935920238494873,
+ -3.9785194396972656,
+ -3.963240385055542,
+ -3.947751522064209,
+ null,
+ null,
+ null,
+ -3.851734399795532,
+ -3.577423572540283,
+ -3.5608646869659424,
+ -3.5440785884857178,
+ -3.5270638465881348,
+ -3.5098185539245605,
+ -3.4923415184020996,
+ -3.474632978439331,
+ -3.456692695617676,
+ -3.4385225772857666,
+ -3.4201242923736572,
+ -3.401501178741455,
+ -3.3826582431793213,
+ -3.3636021614074707,
+ -3.3443405628204346,
+ -3.550837993621826,
+ -3.26668381690979,
+ -3.245655298233032,
+ -3.224463939666748,
+ -3.2031381130218506,
+ -3.0158424377441406,
+ -3.2046616077423096,
+ -3.18558406829834,
+ -3.1666793823242188,
+ -3.4362995624542236,
+ -3.417393684387207,
+ -3.398857831954956,
+ -3.380778551101685,
+ -3.3632497787475586,
+ -3.1246228218078613,
+ -3.1106743812561035,
+ -2.837062120437622,
+ -2.821537971496582,
+ -2.691683530807495,
+ -2.6790170669555664,
+ -2.667711019515991,
+ -2.65790057182312,
+ -2.649711847305298,
+ -2.6432559490203857,
+ -2.6386263370513916,
+ -2.635891914367676,
+ -2.63509464263916,
+ -2.636247158050537,
+ -2.639331340789795,
+ -2.6442999839782715,
+ -2.6510794162750244,
+ -2.6595728397369385,
+ -2.669665575027466,
+ -2.681229829788208,
+ -2.694129943847656,
+ -2.708226203918457,
+ -2.84000015258789,
+ -3.1131625175476074,
+ -3.1272449493408203,
+ -3.142007827758789,
+ -3.384038209915161,
+ -3.402207374572754,
+ -3.4208168983459473,
+ -3.439781665802002,
+ -3.170112133026123,
+ -3.1890528202056885,
+ -3.208155632019043,
+ -3.019655466079712,
+ -3.04052996635437,
+ -3.2283401489257812,
+ -3.2495038509368896,
+ -3.2704999446868896,
+ -3.2913057804107666,
+ -3.5771617889404297,
+ -3.3712832927703857,
+ -3.3901922702789307,
+ -3.4088876247406006,
+ -3.427363634109497,
+ -3.445615768432617,
+ -3.4636411666870117,
+ -3.481438398361206,
+ -3.4990055561065674,
+ -3.516343832015991,
+ -3.5334529876708984,
+ -3.5503344535827637,
+ -3.5669896602630615,
+ -3.583420753479004,
+ -3.5996298789978027,
+ -3.9658186435699463,
+ -3.9797792434692383,
+ null,
+ null,
+ -3.9698238372802734,
+ -3.9849350452423096,
+ -3.9998464584350586,
+ -4.014560699462891
+ ],
+ [
+ -4.020600318908691,
+ -4.005845069885254,
+ -3.99088454246521,
+ -3.9757161140441895,
+ -3.960336208343506,
+ -3.632094144821167,
+ -3.615832567214966,
+ -3.5993247032165527,
+ -3.870937585830689,
+ -3.853427648544311,
+ -3.8356316089630127,
+ -3.817544221878052,
+ -3.5426137447357178,
+ -3.5255749225616455,
+ -3.5083067417144775,
+ -3.4908089637756348,
+ -3.473081588745117,
+ -3.455124855041504,
+ -3.436941385269165,
+ -3.4185328483581543,
+ -3.399904251098633,
+ -3.3810603618621826,
+ -3.362008571624756,
+ -3.3427581787109375,
+ -3.15153431892395,
+ -3.2721846103668213,
+ -3.251406192779541,
+ -3.2304775714874268,
+ -3.563606977462769,
+ -3.5452184677124023,
+ -3.2048940658569336,
+ -3.185795545578003,
+ -3.446077823638916,
+ -3.42645001411438,
+ -3.4071009159088135,
+ -3.388110399246216,
+ -3.3695685863494873,
+ -3.351572036743164,
+ -3.1118581295013428,
+ -2.849468946456909,
+ -2.8330132961273193,
+ -2.7058684825897217,
+ -2.6920831203460693,
+ -2.679518461227417,
+ -2.6683104038238525,
+ -2.6585898399353027,
+ -2.650480031967163,
+ -2.644089460372925,
+ -2.63950777053833,
+ -2.6368024349212646,
+ -2.6360135078430176,
+ -2.6371536254882812,
+ -2.640204906463623,
+ -2.645122528076172,
+ -2.651834011077881,
+ -2.6602463722229004,
+ -2.6702475547790527,
+ -2.681713104248047,
+ -2.6945106983184814,
+ -2.7085037231445312,
+ -2.8359475135803223,
+ -2.8525633811950684,
+ -3.114556312561035,
+ -3.129739284515381,
+ -3.372912645339966,
+ -3.3915438652038574,
+ -3.4106059074401855,
+ -3.430011749267578,
+ -3.4496822357177734,
+ -3.189268112182617,
+ -3.2083914279937744,
+ -3.227619171142578,
+ -3.5669689178466797,
+ -3.585423707962036,
+ -3.2552080154418945,
+ -3.275956392288208,
+ -3.2965266704559326,
+ -3.176985502243042,
+ -3.3697104454040527,
+ -3.3886101245880127,
+ -3.407301902770996,
+ -3.4257795810699463,
+ -3.444038152694702,
+ -3.46207332611084,
+ -3.479883909225464,
+ -3.497467279434204,
+ -3.5148236751556396,
+ -3.5319533348083496,
+ -3.548856496810913,
+ -3.565535068511963,
+ -3.5819902420043945,
+ -3.598224639892578,
+ -3.6142404079437256,
+ -3.89128041267395,
+ -3.6207098960876465,
+ -3.636861801147461,
+ -3.65277647972107,
+ -3.9820034503936768,
+ -3.997014045715332,
+ -4.011822700500488
+ ],
+ [
+ -3.7093703746795654,
+ -3.6942529678344727,
+ -3.6789119243621826,
+ -3.663343906402588,
+ -3.647542953491211,
+ -3.631504774093628,
+ -3.615224838256836,
+ -3.598698377609253,
+ -3.581920623779297,
+ -3.564887762069702,
+ -3.837578296661377,
+ -3.819573402404785,
+ -3.801276206970215,
+ -3.524205207824707,
+ -3.5069172382354736,
+ -3.489401340484619,
+ -3.4716572761535645,
+ -3.4536869525909424,
+ -3.4354922771453857,
+ -3.417076587677002,
+ -3.398444414138794,
+ -3.3796021938323975,
+ -3.3605573177337646,
+ -3.172044515609741,
+ -3.153074264526367,
+ -3.627012014389038,
+ -3.6089000701904297,
+ -3.5907909870147705,
+ -3.572717666625977,
+ -3.554718494415283,
+ -3.536836862564087,
+ -3.45717191696167,
+ -3.4369261264801025,
+ -3.416870355606079,
+ -3.3970797061920166,
+ -3.377635955810547,
+ -3.358631134033203,
+ -3.340165853500366,
+ -2.862803220748902,
+ -2.845522165298462,
+ -2.8290743827819824,
+ -2.706118106842041,
+ -2.6924197673797607,
+ -2.679940700531006,
+ -2.668814897537231,
+ -2.659170389175415,
+ -2.651127338409424,
+ -2.644791603088379,
+ -2.6402509212493896,
+ -2.6375701427459717,
+ -2.6367886066436768,
+ -2.63791823387146,
+ -2.640942096710205,
+ -2.645815849304199,
+ -2.652470111846924,
+ -2.660813331604004,
+ -2.6707375049591064,
+ -2.6821200847625732,
+ -2.694831371307373,
+ -2.70873761177063,
+ -2.8320064544677734,
+ -2.848616123199463,
+ -2.866034746170044,
+ -3.3434886932373047,
+ -3.362060546875,
+ -3.381152629852295,
+ -3.4006659984588623,
+ -3.42051100730896,
+ -3.4406068325042725,
+ -3.4608800411224365,
+ -3.20865249633789,
+ -3.5579941272735596,
+ -3.57600998878479,
+ -3.5940918922424316,
+ -3.612204790115357,
+ -3.6303133964538574,
+ -3.3019943237304688,
+ -3.178431272506714,
+ -3.1971402168273926,
+ -3.3871634006500244,
+ -3.40584945678711,
+ -3.424326181411743,
+ -3.4425885677337646,
+ -3.4606313705444336,
+ -3.478452444076538,
+ -3.496049642562866,
+ -3.5134222507476807,
+ -3.530569553375244,
+ -3.547492265701294,
+ -3.5641913414001465,
+ -3.5806686878204346,
+ -3.5969252586364746,
+ -3.5869603157043457,
+ -3.6036217212677,
+ -3.6200358867645264,
+ -3.636208295822144,
+ -3.65214204788208,
+ -3.667842149734497,
+ -3.683313608169556,
+ -3.69856071472168
+ ],
+ [
+ -3.7089734077453618,
+ -3.6938436031341553,
+ -3.67849063873291,
+ -3.6629092693328857,
+ -3.647095203399658,
+ -3.6310434341430664,
+ -3.614748954772949,
+ -3.598207712173462,
+ -3.5814149379730225,
+ -3.564366102218628,
+ -3.5470573902130127,
+ -3.529484748840332,
+ -3.803586959838867,
+ -3.7850940227508545,
+ -3.505648612976074,
+ -3.4881160259246826,
+ -3.47035813331604,
+ -3.452376127243042,
+ -3.4341726303100586,
+ -3.4157514572143555,
+ -3.397118091583252,
+ -3.3782787322998047,
+ -3.1922996044158936,
+ -3.3874847888946533,
+ -3.370466947555542,
+ -3.353436231613159,
+ -3.617430686950683,
+ -3.5996809005737305,
+ -3.581981420516968,
+ -3.564370393753052,
+ -3.546889305114746,
+ null,
+ -3.428062677383423,
+ -3.407583713531494,
+ -3.387355089187622,
+ -3.3674607276916504,
+ -3.3479952812194824,
+ -2.9970483779907227,
+ -2.977276563644409,
+ -2.841676712036133,
+ -2.8252241611480713,
+ -2.7063004970550537,
+ -2.6926703453063965,
+ -2.6802589893341064,
+ -2.6691980361938477,
+ -2.659613609313965,
+ -2.6516237258911133,
+ -2.645331382751465,
+ -2.6408231258392334,
+ -2.6381618976593018,
+ -2.6373860836029053,
+ -2.63850736618042,
+ -2.6415092945098877,
+ -2.646348476409912,
+ -2.6529572010040283,
+ -2.6612462997436523,
+ -2.6711089611053467,
+ -2.6824259757995605,
+ -2.6950695514678955,
+ -2.7089076042175293,
+ -2.7238080501556396,
+ -2.8447725772857666,
+ -2.8622069358825684,
+ -3.000725507736206,
+ -3.0212159156799316,
+ -3.371060609817505,
+ -3.3910224437713623,
+ -3.4113028049468994,
+ -3.431818962097168,
+ -3.4524972438812256,
+ null,
+ -3.5675740242004395,
+ -3.5852041244506836,
+ -3.602915525436402,
+ -3.620670795440674,
+ -3.638437271118164,
+ -3.378622770309448,
+ -3.3954620361328125,
+ -3.198582887649536,
+ -3.217031240463257,
+ -3.4045259952545166,
+ -3.4230003356933594,
+ -3.4412641525268555,
+ -3.459312677383423,
+ -3.477142572402954,
+ -3.494751214981079,
+ -3.5121374130249023,
+ -3.5293004512786865,
+ -3.5462405681610107,
+ -3.381096363067627,
+ -3.3977668285369873,
+ -3.5694522857666016,
+ -3.5863821506500244,
+ -3.603060483932495,
+ -3.6194913387298584,
+ -3.635679483413696,
+ -3.6516284942626953,
+ -3.667343854904175,
+ -3.682829618453979,
+ -3.6980905532836914
+ ],
+ [
+ -3.7086868286132817,
+ -3.693548679351806,
+ -3.678186655044556,
+ -3.6625962257385254,
+ -3.646772623062134,
+ -3.6307106018066406,
+ -3.614406108856201,
+ -3.597853899002075,
+ -3.581049919128418,
+ -3.5639896392822266,
+ -3.5466692447662354,
+ -3.5290842056274414,
+ -3.5112316608428955,
+ -3.4931085109710693,
+ -3.7690317630767822,
+ -3.486952781677246,
+ -3.4691824913024902,
+ -3.451190710067749,
+ -3.4329800605773926,
+ -3.414555072784424,
+ -3.3959217071533203,
+ -3.4213931560516357,
+ -3.4044857025146484,
+ -3.387524366378784,
+ -3.3705291748046875,
+ -3.3535242080688477,
+ -3.3365354537963867,
+ -3.608712911605835,
+ -3.5913848876953125,
+ -3.5741589069366455,
+ null,
+ null,
+ null,
+ -3.398613691329956,
+ -3.377952814102173,
+ -3.3576128482818604,
+ -3.0168418884277344,
+ -2.9964730739593506,
+ -2.9767279624938965,
+ -2.8379175662994385,
+ -2.7210693359375,
+ -2.70639967918396,
+ -2.692817211151123,
+ -2.6804535388946533,
+ -2.669438362121582,
+ -2.6598966121673584,
+ -2.6519439220428467,
+ -2.6456830501556396,
+ -2.641197681427002,
+ -2.638550281524658,
+ -2.6377787590026855,
+ -2.6388938426971436,
+ -2.6418802738189697,
+ -2.6466946601867676,
+ -2.653271198272705,
+ -2.661521673202514,
+ -2.6713411808013916,
+ -2.68261194229126,
+ -2.6952078342437744,
+ -2.708998203277588,
+ -2.7238519191741943,
+ -2.841017484664917,
+ -2.9802770614624023,
+ -3.000145435333252,
+ -3.0206146240234375,
+ -3.041562557220459,
+ -3.381700038909912,
+ -3.4024102687835693,
+ -3.4233407974243164,
+ null,
+ null,
+ -3.577291488647461,
+ -3.5945394039154053,
+ -3.611881732940674,
+ -3.6292812824249263,
+ -3.3619048595428467,
+ -3.378720998764038,
+ -3.39552903175354,
+ -3.412306308746338,
+ -3.42903208732605,
+ -3.445688962936402,
+ -3.42179799079895,
+ -3.4400620460510254,
+ -3.4581146240234375,
+ -3.4759514331817627,
+ -3.493569850921631,
+ -3.51096773147583,
+ -3.345022678375244,
+ -3.3622095584869385,
+ -3.534339666366577,
+ -3.5517985820770264,
+ -3.568997621536255,
+ -3.5859410762786865,
+ -3.6026322841644287,
+ -3.619076013565063,
+ -3.635275840759278,
+ -3.6512370109558105,
+ -3.6669633388519287,
+ -3.682460069656372,
+ -3.697731971740722
+ ],
+ [
+ -3.708510875701904,
+ -3.6933674812316895,
+ -3.67799973487854,
+ -3.6624040603637695,
+ -3.6465742588043217,
+ -3.6305062770843506,
+ -3.6141953468322754,
+ -3.5976364612579346,
+ -3.5808260440826416,
+ -3.563758611679077,
+ -3.546430826187134,
+ -3.528838634490967,
+ -3.5109782218933105,
+ -3.492847204208374,
+ -3.474442481994629,
+ -3.4557623863220215,
+ -3.2826895713806152,
+ -3.4501278400421143,
+ -3.774625778198242,
+ -3.758064985275269,
+ -3.4382214546203613,
+ -3.421393632888794,
+ -3.404494524002075,
+ -3.3875420093536377,
+ -3.3705573081970215,
+ -3.3535640239715576,
+ -3.336588144302368,
+ -3.319659471511841,
+ -3.6009154319763184,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.368898868560791,
+ -3.037336826324463,
+ -3.0164785385131836,
+ -2.996123790740967,
+ -2.976396083831787,
+ -2.834233522415161,
+ -2.7210476398468018,
+ -2.7064037322998047,
+ -2.69284725189209,
+ -2.6805098056793213,
+ -2.6695199012756348,
+ -2.6600019931793213,
+ -2.6520707607269287,
+ -2.645827054977417,
+ -2.64135479927063,
+ -2.6387152671813965,
+ -2.6379458904266357,
+ -2.6390578746795654,
+ -2.6420352458953857,
+ -2.646836042404175,
+ -2.6533942222595215,
+ -2.661623001098633,
+ -2.6714184284210205,
+ -2.6826634407043457,
+ -2.695233106613159,
+ -2.7089974880218506,
+ -2.7238261699676514,
+ -2.837341070175171,
+ -2.9799416065216064,
+ -2.999793529510498,
+ -3.020249128341675,
+ -3.041186571121216,
+ -3.0624959468841553,
+ -3.393857002258301,
+ null,
+ null,
+ null,
+ null,
+ -3.604001522064209,
+ -3.62097692489624,
+ -3.3452086448669434,
+ -3.3619842529296875,
+ -3.378779649734497,
+ -3.395569324493408,
+ -3.412330150604248,
+ -3.429040908813477,
+ -3.4456846714019775,
+ -3.462244987487793,
+ -3.785881757736206,
+ -3.4570348262786865,
+ -3.47487735748291,
+ -3.307910442352295,
+ -3.3256216049194336,
+ -3.343100309371948,
+ -3.516275405883789,
+ -3.5340070724487305,
+ -3.551475763320923,
+ -3.568684339523315,
+ -3.585637092590332,
+ -3.602336883544922,
+ -3.618789196014404,
+ -3.634997606277466,
+ -3.650966882705689,
+ -3.666701555252075,
+ -3.6822056770324703,
+ -3.6974847316741943
+ ],
+ [
+ -3.7084457874298096,
+ -3.693300247192383,
+ -3.677931070327759,
+ -3.662332773208618,
+ -3.646500825881958,
+ -3.630430459976196,
+ -3.614117383956909,
+ -3.5975561141967773,
+ -3.5807430744171143,
+ -3.563673257827759,
+ -3.546342611312866,
+ -3.52874755859375,
+ -3.5108845233917236,
+ -3.492750406265259,
+ -3.474342584609986,
+ -3.4556593894958496,
+ -3.738041639328003,
+ -3.4495368003845215,
+ -3.43133282661438,
+ -3.4549648761749268,
+ -3.438223123550415,
+ -3.421393394470215,
+ -3.4044923782348633,
+ -3.387537717819214,
+ -3.3705503940582275,
+ -3.3535542488098145,
+ -3.3365752696990967,
+ -3.319643259048462,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.3587307929992676,
+ -3.037198781967163,
+ -3.0163447856903076,
+ -2.995995283126831,
+ -2.976274013519287,
+ -2.9573163986206055,
+ -2.720946788787842,
+ -2.706305503845215,
+ -2.6927528381347656,
+ -2.6804192066192627,
+ -2.669433832168579,
+ -2.6599197387695312,
+ -2.6519925594329834,
+ -2.645752191543579,
+ -2.641282558441162,
+ -2.6386446952819824,
+ -2.63787579536438,
+ -2.6389870643615723,
+ -2.641962766647339,
+ -2.6467607021331787,
+ -2.653315305709839,
+ -2.6615400314331055,
+ -2.6713311672210693,
+ -2.68257212638855,
+ -2.6951377391815186,
+ -2.7088990211486816,
+ -2.723724842071533,
+ -2.7394871711730957,
+ -2.979818344116211,
+ -2.999663829803467,
+ -3.0201144218444824,
+ -3.041048049926758,
+ -3.062354326248169,
+ -3.384263038635254,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.6301910877227783,
+ -3.3452394008636475,
+ -3.3620083332061768,
+ -3.3787975311279297,
+ -3.3955817222595215,
+ -3.412337303161621,
+ -3.429044008255005,
+ -3.445683479309082,
+ -3.46224045753479,
+ -3.478701114654541,
+ -3.45900559425354,
+ -3.4767184257507324,
+ -3.49422550201416,
+ -3.323770523071289,
+ -3.49808406829834,
+ -3.516087532043457,
+ -3.533824920654297,
+ -3.5512986183166504,
+ -3.568512439727783,
+ -3.585470199584961,
+ -3.602174997329712,
+ -3.618632316589355,
+ -3.63484525680542,
+ -3.6508188247680664,
+ -3.6665573120117183,
+ -3.682066202163696,
+ -3.6973488330841064
+ ],
+ [
+ -3.708491325378418,
+ -3.693347454071045,
+ -3.677978992462158,
+ -3.6623826026916504,
+ -3.646552324295044,
+ -3.630483627319336,
+ -3.614171743392944,
+ -3.5976123809814453,
+ -3.580801010131836,
+ -3.563732862472534,
+ -3.5464043617248535,
+ -3.52881121635437,
+ -3.510950088500977,
+ -3.4928178787231445,
+ -3.772496938705444,
+ -3.7536871433258057,
+ -3.734593152999878,
+ -3.715214252471924,
+ -3.2682883739471436,
+ -3.250404119491577,
+ -3.23234486579895,
+ -3.4213929176330566,
+ -3.404479742050171,
+ -3.3875114917755127,
+ -3.370508909225464,
+ -3.3534955978393555,
+ -3.3364973068237305,
+ -3.3195443153381348,
+ -3.587702989578247,
+ null,
+ null,
+ null,
+ -3.409877061843872,
+ -3.388500452041626,
+ -3.367340326309204,
+ -3.346485137939453,
+ -3.016438245773315,
+ -2.996085405349731,
+ -2.9763593673706055,
+ -2.8389759063720703,
+ -2.720764636993408,
+ -2.706103563308716,
+ -2.6925315856933594,
+ -2.6801791191101074,
+ -2.6691763401031494,
+ -2.659646987915039,
+ -2.6517059803009033,
+ -2.6454551219940186,
+ -2.640977382659912,
+ -2.6383347511291504,
+ -2.6375646591186523,
+ -2.6386780738830566,
+ -2.6416587829589844,
+ -2.646465301513672,
+ -2.653031349182129,
+ -2.6612699031829834,
+ -2.671077013015747,
+ -2.682335615158081,
+ -2.694920063018799,
+ -2.70870041847229,
+ -2.723546028137207,
+ -2.842069387435913,
+ -2.9799046516418457,
+ -2.9997544288635254,
+ -3.0202085971832275,
+ -3.041144847869873,
+ -3.3711800575256348,
+ -3.392385959625244,
+ -3.4137933254241943,
+ null,
+ null,
+ null,
+ null,
+ -3.6197121143341064,
+ -3.345198631286621,
+ -3.361976385116577,
+ -3.378773927688598,
+ -3.3955655097961426,
+ -3.412327527999878,
+ -3.42903995513916,
+ -3.4456851482391357,
+ -3.258166790008545,
+ -3.275832176208496,
+ -3.293322801589966,
+ -3.3106324672698975,
+ -3.4896481037139893,
+ -3.779853820800781,
+ -3.798165798187256,
+ -3.516054391860962,
+ -3.533792495727539,
+ -3.551267385482788,
+ -3.5684823989868164,
+ -3.5854406356811523,
+ -3.6021463871002197,
+ -3.61860466003418,
+ -3.6348183155059814,
+ -3.650792598724365,
+ -3.666532039642334,
+ -3.6820414066314697,
+ -3.6973252296447754
+ ],
+ [
+ -3.708647966384888,
+ -3.6935086250305176,
+ -3.678145170211792,
+ -3.662553548812866,
+ -3.646728277206421,
+ -3.6306653022766113,
+ -3.6143593788146977,
+ -3.5978055000305176,
+ -3.581000328063965,
+ -3.5639383792877197,
+ -3.546616315841675,
+ -3.82463002204895,
+ -3.806549549102783,
+ -3.788184881210327,
+ -3.769533395767212,
+ -3.750591993331909,
+ -3.731358528137207,
+ -3.4555606842041016,
+ -3.4374985694885254,
+ -3.419226884841919,
+ -3.230886697769165,
+ -3.2125699520111084,
+ -3.194091796875,
+ -3.3874642848968506,
+ -3.370433807373047,
+ -3.353389263153076,
+ -3.3363564014434814,
+ -3.5961973667144775,
+ -3.5783519744873047,
+ -3.5605902671813965,
+ null,
+ -3.4391603469848633,
+ -3.418035984039306,
+ -3.397066831588745,
+ -3.3763301372528076,
+ -3.355912208557129,
+ -3.335909843444824,
+ -2.9963951110839844,
+ -2.976653814315796,
+ -2.8425166606903076,
+ -2.72050404548645,
+ -2.705800771713257,
+ -2.6921868324279785,
+ -2.6797938346862793,
+ -2.6687521934509277,
+ -2.6591877937316895,
+ -2.6512160301208496,
+ -2.644940137863159,
+ -2.640443801879883,
+ -2.6377899646759033,
+ -2.637016534805298,
+ -2.638134479522705,
+ -2.6411280632019043,
+ -2.645954132080078,
+ -2.6525464057922363,
+ -2.6608166694641113,
+ -2.67065954208374,
+ -2.681957244873047,
+ -2.694582939147949,
+ -2.7084052562713623,
+ -2.7232933044433594,
+ -2.845604181289673,
+ -2.862995147705078,
+ -3.0000669956207275,
+ -3.3395228385925293,
+ -3.3596086502075195,
+ -3.380091428756714,
+ -3.400876760482788,
+ -3.421879529953003,
+ -3.4430248737335205,
+ -3.4642467498779297,
+ null,
+ -3.59324049949646,
+ -3.610633373260498,
+ -3.3450863361358643,
+ -3.361889362335205,
+ -3.378709554672241,
+ -3.395521402359009,
+ -3.412301778793335,
+ -3.22068452835083,
+ -3.2387654781341553,
+ -3.256683349609375,
+ -3.2744288444519043,
+ -3.291994333267212,
+ -3.3093738555908203,
+ -3.4963603019714355,
+ -3.776668548583984,
+ -3.7951126098632817,
+ -3.813278198242187,
+ -3.831169366836548,
+ -3.551382303237915,
+ -3.568593740463257,
+ -3.5855488777160645,
+ -3.6022517681121826,
+ -3.618706464767456,
+ -3.6349167823791504,
+ -3.650888681411743,
+ -3.6666252613067623,
+ -3.682132005691528,
+ -3.6974127292633057
+ ],
+ [
+ -3.7089147567749023,
+ -3.6937835216522217,
+ -3.6784284114837646,
+ -3.6628456115722656,
+ -3.647029399871826,
+ -3.6309754848480225,
+ -3.614679098129273,
+ -3.5981357097625732,
+ -3.5813403129577637,
+ -3.8577146530151367,
+ -3.840097427368164,
+ -3.822198629379273,
+ -3.804014444351196,
+ -3.785540580749512,
+ -3.7667720317840576,
+ -3.74770712852478,
+ -3.4745845794677734,
+ -3.4567413330078125,
+ -3.438681125640869,
+ -3.420408010482788,
+ -3.4019265174865723,
+ -3.2111151218414307,
+ -3.1925361156463623,
+ -3.173800468444824,
+ -3.154923915863037,
+ -3.353238105773926,
+ -3.6056156158447266,
+ -3.5873658657073975,
+ -3.569146633148194,
+ -3.5509958267211914,
+ -3.198281526565552,
+ -3.447256326675415,
+ -3.4265315532684326,
+ -3.4059784412384033,
+ -3.3856730461120605,
+ -3.3656997680664062,
+ -3.346153259277344,
+ -3.3271377086639404,
+ -2.977163553237915,
+ -2.846130132675171,
+ -2.8297362327575684,
+ -2.7054057121276855,
+ -2.691728115081787,
+ -2.6792726516723633,
+ -2.6681718826293945,
+ -2.658552885055542,
+ -2.6505343914031982,
+ -2.644219398498535,
+ -2.6396944522857666,
+ -2.637023687362671,
+ -2.6362452507019043,
+ -2.6373705863952637,
+ -2.640383243560791,
+ -2.64523983001709,
+ -2.6518728733062744,
+ -2.660191774368286,
+ -2.6700899600982666,
+ -2.6814472675323486,
+ -2.6941354274749756,
+ -2.708021879196167,
+ -2.722973346710205,
+ -2.849214553833008,
+ -2.866584539413452,
+ -3.330561399459839,
+ -3.349682331085205,
+ -3.369313955307007,
+ -3.389354467391968,
+ -3.4097111225128174,
+ -3.4303009510040283,
+ -3.4510498046875,
+ -3.4718921184539795,
+ -3.226924180984497,
+ -3.5839240550994873,
+ -3.601686716079712,
+ -3.6194913387298584,
+ -3.361749172210694,
+ -3.3786063194274902,
+ -3.182290554046631,
+ -3.200772285461426,
+ -3.219107151031494,
+ -3.237283229827881,
+ -3.255289077758789,
+ -3.273116111755371,
+ -3.4622185230255127,
+ -3.479916572570801,
+ -3.497400999069214,
+ -3.5146708488464355,
+ -3.792246818542481,
+ -3.810530662536621,
+ -3.828533172607422,
+ -3.846257448196411,
+ -3.863708734512329,
+ -3.8808908462524414,
+ -3.602489709854126,
+ -3.6189374923706055,
+ -3.635141372680664,
+ -3.651106595993042,
+ -3.666836977005005,
+ -3.682337045669556,
+ -3.6976122856140137
+ ],
+ [
+ -4.01776647567749,
+ -4.002912521362305,
+ -3.987848997116089,
+ -3.9725725650787354,
+ -3.6474547386169434,
+ -3.63141417503357,
+ -3.615131378173828,
+ -3.890213012695313,
+ -3.8730661869049072,
+ -3.8556435108184814,
+ -3.837940216064453,
+ -3.819950580596924,
+ -3.801669836044311,
+ -3.7830934524536137,
+ -3.7642171382904057,
+ -3.4934916496276855,
+ -3.475877523422241,
+ -3.4580414295196533,
+ -3.4399847984313965,
+ -3.4217112064361572,
+ -3.4032249450683594,
+ -3.3845322132110596,
+ -3.1910808086395264,
+ -3.172234535217285,
+ -3.1532373428344727,
+ -3.273327589035034,
+ -3.2526419162750244,
+ -3.578694105148315,
+ -3.560099840164185,
+ -3.2174696922302246,
+ -3.197941303253174,
+ -3.455659866333008,
+ -3.4353415966033936,
+ -3.415210962295532,
+ -3.3953425884246826,
+ -3.375819206237793,
+ -3.3567330837249756,
+ -3.3381848335266113,
+ -3.105541467666626,
+ -2.849828004837036,
+ -2.8334314823150635,
+ -2.7049314975738525,
+ -2.691169261932373,
+ -2.67863130569458,
+ -2.667452335357666,
+ -2.657761573791504,
+ -2.6496798992156982,
+ -2.643313407897949,
+ -2.6387505531311035,
+ -2.636056900024414,
+ -2.6352715492248535,
+ -2.636406660079956,
+ -2.6394453048706055,
+ -2.6443424224853516,
+ -2.651028871536255,
+ -2.6594126224517822,
+ -2.669384002685547,
+ -2.680820941925049,
+ -2.6935925483703613,
+ -2.7075631618499756,
+ -2.8363544940948486,
+ -2.852911949157715,
+ -3.108302116394043,
+ -3.3415229320526123,
+ -3.3601772785186768,
+ -3.379350423812866,
+ -3.3989431858062744,
+ -3.418865442276001,
+ -3.439035654067993,
+ -3.459381103515625,
+ -3.2072505950927734,
+ -3.2265706062316895,
+ -3.2459394931793213,
+ -3.592883825302124,
+ -3.6110453605651855,
+ -3.284529209136963,
+ -3.1618518829345703,
+ -3.18058705329895,
+ -3.1991817951202393,
+ -3.217621326446533,
+ -3.235893487930298,
+ -3.25398850440979,
+ -3.445467233657837,
+ -3.463376760482788,
+ -3.4810726642608643,
+ -3.4985525608062744,
+ -3.5158145427703857,
+ -3.532857894897461,
+ -3.8079681396484375,
+ -3.8260746002197266,
+ -3.843897819519043,
+ -3.861441850662231,
+ -3.8787126541137695,
+ -3.8957135677337646,
+ -3.912451267242432,
+ -3.635491371154785,
+ -3.6514461040496826,
+ -3.6671667098999023,
+ -3.6826577186584473,
+ -4.0056376457214355
+ ],
+ [
+ -4.020165920257568,
+ -4.005395412445068,
+ -3.9904189109802246,
+ -3.975234031677246,
+ null,
+ null,
+ null,
+ null,
+ -3.871241569519043,
+ -3.8537445068359375,
+ -3.835961818695069,
+ -3.8178884983062744,
+ -3.7995188236236577,
+ -3.780848264694214,
+ -3.5122692584991455,
+ -3.4948933124542236,
+ -3.4772911071777344,
+ -3.4594638347625732,
+ -3.4414126873016357,
+ -3.423140287399292,
+ -3.404650926589966,
+ -3.3859496116638184,
+ -3.3670430183410645,
+ -3.1707751750946045,
+ -3.1516568660736084,
+ -3.267615795135498,
+ -3.2466671466827393,
+ -3.2255635261535645,
+ -3.0345842838287354,
+ -3.2171545028686523,
+ -3.197646379470825,
+ -3.1782419681549072,
+ -3.444444179534912,
+ -3.4247405529022217,
+ -3.40531325340271,
+ -3.3862431049346924,
+ -3.367619276046753,
+ -3.3495399951934814,
+ -3.1180882453918457,
+ -3.103795051574707,
+ -2.8372137546539307,
+ -2.821758508682251,
+ -2.690530776977539,
+ -2.677891969680786,
+ -2.666616678237915,
+ -2.656837701797486,
+ -2.648678779602051,
+ -2.64224910736084,
+ -2.6376397609710693,
+ -2.634917974472046,
+ -2.634124517440796,
+ -2.6352715492248535,
+ -2.6383416652679443,
+ -2.6432888507843018,
+ -2.650041103363037,
+ -2.658504009246826,
+ -2.668565511703491,
+ -2.6800994873046875,
+ -2.6929726600646973,
+ -2.7070467472076416,
+ -2.8401401042938232,
+ -3.1063461303710938,
+ -3.1207728385925293,
+ -3.1358768939971924,
+ -3.370978593826294,
+ -3.38969087600708,
+ -3.4088327884674072,
+ -3.428316354751587,
+ -3.448061943054199,
+ -3.4679980278015137,
+ -3.2069761753082275,
+ -3.2262654304504395,
+ -3.24560809135437,
+ -3.064516544342041,
+ -3.2579586505889893,
+ -3.2785487174987793,
+ -3.298971652984619,
+ -3.178978443145752,
+ -3.1976876258850098,
+ -3.2162327766418457,
+ -3.234602689743042,
+ -3.4286158084869385,
+ -3.446739912033081,
+ -3.4646496772766113,
+ -3.482342004776001,
+ -3.4998152256011963,
+ -3.5170676708221436,
+ -3.534099817276001,
+ -3.5509114265441895,
+ -3.823797464370727,
+ -3.841712236404419,
+ -3.859343290328979,
+ -3.8766956329345703,
+ -3.893774509429931,
+ -3.910585403442383,
+ null,
+ null,
+ -3.9780194759368896,
+ -3.993166208267212,
+ -4.0081048011779785
+ ],
+ [
+ -4.02267599105835,
+ -4.007991313934326,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.797564744949341,
+ -3.53090500831604,
+ -3.5137739181518555,
+ -3.49641489982605,
+ -3.478826999664306,
+ -3.4610109329223633,
+ -3.442967653274536,
+ -3.424699306488037,
+ -3.406208753585815,
+ -3.387501001358032,
+ -3.368582248687744,
+ -3.3494598865509033,
+ -3.2831790447235107,
+ -3.262168884277344,
+ -3.240966558456421,
+ -3.053797960281372,
+ -3.0328338146209717,
+ -3.0117969512939453,
+ -2.9907286167144775,
+ -3.177995204925537,
+ -3.1587612628936768,
+ -3.434544086456299,
+ -3.415560007095337,
+ -3.396944046020508,
+ -3.3787832260131836,
+ -3.3611721992492676,
+ -3.130784511566162,
+ -3.1169002056121826,
+ -3.1037964820861816,
+ -2.8256139755249023,
+ -2.6898365020751953,
+ -2.677079916000366,
+ -2.6656932830810547,
+ -2.6558117866516113,
+ -2.6475632190704346,
+ -2.6410603523254395,
+ -2.636396646499634,
+ -2.6336421966552734,
+ -2.6328392028808594,
+ -2.634000062942505,
+ -2.6371068954467773,
+ -2.6421117782592773,
+ -2.6489405632019043,
+ -2.6574959754943848,
+ -2.667661666870117,
+ -2.6793088912963867,
+ -2.6922998428344727,
+ -2.828362464904785,
+ -3.10612416267395,
+ -3.119377374649048,
+ -3.1333940029144287,
+ -3.148083448410034,
+ -3.382057428359986,
+ -3.400308132171631,
+ -3.4189977645874023,
+ -3.438040256500244,
+ -3.457358121871948,
+ -3.187563180923462,
+ -3.206730604171753,
+ -3.021209716796875,
+ -3.0419797897338867,
+ -3.06268310546875,
+ -3.083284378051758,
+ -3.2728192806243896,
+ -3.293492317199707,
+ -3.1774725914001465,
+ -3.1962976455688477,
+ -3.2149486541748047,
+ -3.4116628170013428,
+ -3.4300050735473633,
+ -3.448132038116455,
+ -3.4660403728485107,
+ -3.48372745513916,
+ -3.501192092895508,
+ -3.5184338092803955,
+ -3.535451889038086,
+ -3.5522477626800537,
+ -3.5688230991363525,
+ -3.8397037982940674,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.912894964218139,
+ -3.898585557937622,
+ -3.884190797805786,
+ -3.8697187900543217,
+ -3.855177402496338,
+ -3.462685823440552,
+ -3.444653034210205,
+ -3.426391363143921,
+ -3.407902956008911,
+ -3.3891916275024414,
+ -3.3702633380889893,
+ -3.5707287788391113,
+ -3.548311471939087,
+ -3.256995916366577,
+ -3.073258638381958,
+ -3.052321434020996,
+ -3.0312700271606445,
+ -3.0101394653320312,
+ -2.98897123336792,
+ -2.967812776565552,
+ -2.9467203617095947,
+ -2.92575740814209,
+ -3.426058292388916,
+ -3.4078965187072754,
+ -3.3901970386505127,
+ -3.157773733139038,
+ -3.143609046936035,
+ -3.1301279067993164,
+ -3.1174163818359375,
+ -3.105564832687378,
+ -2.6891140937805176,
+ -2.6762263774871826,
+ -2.6647145748138428,
+ -2.6547188758850098,
+ -2.6463701725006104,
+ -2.6397852897644043,
+ -2.635061264038086,
+ -2.632270336151123,
+ -2.6314566135406494,
+ -2.6326329708099365,
+ -2.6357805728912354,
+ -2.640850067138672,
+ -2.6477644443511963,
+ -2.6564228534698486,
+ -2.6667051315307617,
+ -2.678478717803955,
+ -2.6916019916534424,
+ -3.1076583862304688,
+ -3.119673728942871,
+ -3.1325318813323975,
+ -3.146144390106201,
+ -3.1604244709014893,
+ -3.3933868408203125,
+ -3.411177396774292,
+ -3.4294142723083496,
+ -3.4480152130126953,
+ -3.168343305587769,
+ -2.9775710105895996,
+ -2.998457670211792,
+ -3.0193581581115723,
+ -3.0402259826660156,
+ -3.0610201358795166,
+ -3.081707239151001,
+ -3.10225772857666,
+ -3.1226470470428467,
+ -3.308966636657715,
+ -3.1950180530548096,
+ -3.3946070671081543,
+ -3.4131712913513184,
+ -3.431519031524658,
+ -3.4496469497680664,
+ -3.4675517082214355,
+ -3.485231399536133,
+ -3.502685070037842,
+ -3.5199131965637207,
+ -3.9012022018432617,
+ -3.9154951572418217,
+ -3.9296951293945312,
+ -3.9437952041625977,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.932905435562134,
+ -3.918879747390747,
+ -3.9047696590423584,
+ -3.8905820846557617,
+ -3.8763248920440674,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.0901215076446533,
+ -3.0947768688201904,
+ -3.4018349647521973,
+ -3.1703033447265625,
+ -3.156541347503662,
+ -3.143455743789673,
+ -3.131129741668701,
+ -3.1196482181549072,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.121675491333008,
+ -3.133317708969116,
+ -3.1457884311676025,
+ -3.159003496170044,
+ -3.172880172729492,
+ -3.1873388290405273,
+ -3.4222731590270996,
+ -3.4400594234466553,
+ -2.939340829849243,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.8646223545074463,
+ -3.87893009185791,
+ -3.8931751251220703,
+ -3.907349586486816,
+ -3.9214446544647217,
+ -3.9354541301727295,
+ -3.9493720531463623,
+ -3.9631927013397217,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.952523708343506,
+ -3.938772678375244,
+ -3.924938201904297,
+ -3.9110264778137207,
+ -3.897045135498047,
+ -3.883001804351806,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -2.942124366760254,
+ -3.102804183959961,
+ -2.986544370651245,
+ -2.986595630645752,
+ -3.1695613861083984,
+ -3.1568644046783447,
+ -3.1449155807495117,
+ -3.1337954998016357,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.55770206451416,
+ -3.147035598754883,
+ -3.1591269969940186,
+ -3.17195200920105,
+ -3.185431957244873,
+ -3.199491500854492,
+ -3.1160411834716797,
+ -3.111673355102539,
+ -2.9478135108947754,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.8855676651000977,
+ -3.8996002674102783,
+ -3.913569688796997,
+ -3.927467584609986,
+ -3.941287040710449,
+ -3.955021858215332,
+ -3.9686670303344727,
+ -3.982217073440552,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.9717607498168945,
+ -3.9582760334014897,
+ -3.944709062576294,
+ -3.931065559387207,
+ -3.917351722717285,
+ -3.903575897216797,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -2.951071262359619,
+ -2.9599673748016357,
+ -2.9961185455322266,
+ -2.9964606761932373,
+ -2.9964263439178467,
+ -2.9961047172546387,
+ -3.1587541103363037,
+ -3.570486545562744,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.160807847976685,
+ -3.1725282669067383,
+ -3.184971570968628,
+ -3.0059947967529297,
+ -3.0061376094818115,
+ -3.0058140754699707,
+ -2.965728282928467,
+ -2.9565839767456055,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.906092882156372,
+ -3.919858455657959,
+ -3.93355941772461,
+ -3.9471895694732666,
+ -3.9607419967651367,
+ -3.9742109775543217,
+ -3.987592220306397,
+ -4.000880241394043,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.9906299114227295,
+ -3.977402687072754,
+ -3.964094877243042,
+ -3.950711250305176,
+ -3.937258005142212,
+ -3.923741817474365,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -2.9602930545806885,
+ -2.969146490097046,
+ -2.88989782333374,
+ -3.006488084793091,
+ -3.0067434310913086,
+ -3.0067288875579834,
+ -3.006538152694702,
+ -3.2536728382110596,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.174616813659668,
+ -3.0152394771575928,
+ -3.015736818313598,
+ -3.0159597396850586,
+ -3.015820264816284,
+ -2.896836757659912,
+ -2.974714994430542,
+ -2.96563458442688,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.926211357116699,
+ -3.9397165775299072,
+ -3.953157663345337,
+ -3.966528177261353,
+ -3.9798214435577393,
+ -3.993033409118652,
+ -4.006158351898193,
+ -4.019193649291992,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.0091423988342285,
+ -3.996164798736572,
+ -3.9831080436706543,
+ -3.9699761867523193,
+ -3.956775188446045,
+ -3.943511247634888,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -2.9697718620300293,
+ -2.894798994064331,
+ -2.899894952774048,
+ -3.0166666507720947,
+ -3.017188549041748,
+ -3.017458200454712,
+ -3.017563581466675,
+ -3.245330333709717,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.5523033142089844,
+ -3.2660369873046875,
+ -3.025925397872925,
+ -3.0261242389678955,
+ -3.0260658264160156,
+ -2.911358594894409,
+ -2.906595468521118,
+ -2.983950614929199,
+ -2.974947690963745,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.945935010910034,
+ -3.959188222885132,
+ -3.972376823425293,
+ -3.9854953289031982,
+ -3.998538017272949,
+ -4.011500358581543,
+ -4.024378299713135,
+ -4.037168025970459,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.027308940887451,
+ -4.014573097229004,
+ -4.0017595291137695,
+ -3.9888720512390137,
+ -3.975916147232056,
+ -3.962897539138794,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -2.9794905185699463,
+ -2.9049112796783447,
+ -2.9100499153137207,
+ -2.914853811264038,
+ -2.9310059547424316,
+ -2.9271295070648193,
+ -3.094667673110962,
+ -3.250185966491699,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.264762163162231,
+ -3.105501890182495,
+ -3.036698579788208,
+ -3.0366203784942627,
+ -3.036302089691162,
+ -2.921346664428711,
+ -2.9165210723876953,
+ -2.9113078117370605,
+ -2.9845056533813477,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.96527647972107,
+ -3.978284120559693,
+ -3.991227865219116,
+ -4.00410270690918,
+ -4.016902446746826,
+ -4.029623031616211,
+ -4.042261600494385,
+ -4.054814338684082,
+ -4.067277908325195,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.045141220092773,
+ -4.032639503479004,
+ -4.020061492919922,
+ -4.007411003112793,
+ -3.994692802429199,
+ -3.9819118976593018,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -2.989431142807007,
+ -2.9151833057403564,
+ -2.8500990867614746,
+ -2.8511056900024414,
+ -2.8516387939453125,
+ -2.936701774597168,
+ -3.1023404598236084,
+ -3.255349636077881,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.2697525024414062,
+ -3.113086462020874,
+ -3.113739490509033,
+ -2.948990821838379,
+ -2.9360105991363525,
+ -2.931473731994629,
+ -2.926600456237793,
+ -2.9213740825653076,
+ -2.9942915439605713,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.9842474460601807,
+ -3.997017145156861,
+ -4.009723663330078,
+ -4.0223612785339355,
+ -4.034925937652588,
+ -4.047412872314453,
+ -4.05981969833374,
+ -4.072142601013184,
+ -4.084378719329834,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ -4.062649250030518,
+ -4.050374507904053,
+ -4.03802490234375,
+ -4.025604248046875,
+ -4.013116359710693,
+ -4.000566482543945,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -2.8561604022979736,
+ -2.8581016063690186,
+ -2.8595869541168213,
+ -2.860614776611328,
+ -2.8611953258514404,
+ -2.9913370609283447,
+ -3.1101582050323486,
+ -3.260809421539306,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.275031566619873,
+ -3.274061918258667,
+ -3.1214091777801514,
+ -2.8710687160491943,
+ -2.8707733154296875,
+ -2.8700127601623535,
+ -2.9368207454681396,
+ -2.9315948486328125,
+ -3.0042874813079834,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.002859592437744,
+ -4.015398979187012,
+ -4.02787446975708,
+ -4.040282726287842,
+ -4.052618980407715,
+ -4.064879894256592,
+ -4.077062129974365,
+ -4.089162826538086,
+ -4.101179122924805
+ ],
+ [
+ null,
+ null,
+ null,
+ -4.079843044281006,
+ -4.067788124084473,
+ -4.055659770965576,
+ -4.043461799621582,
+ -4.031197547912598,
+ -4.018871784210205,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -2.8658366203308105,
+ -2.8677310943603516,
+ -2.8691999912261963,
+ -2.870239734649658,
+ -2.8708581924438477,
+ -2.9996490478515625,
+ -3.1116390228271484,
+ -3.266554117202759,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.280588388442993,
+ -3.279654026031494,
+ -3.0116546154022217,
+ -2.880592107772827,
+ -2.8802428245544434,
+ -2.879453182220459,
+ -2.8782095909118652,
+ -2.8765082359313965,
+ -3.117335557937622,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.00875186920166,
+ -4.021124362945557,
+ -4.0334391593933105,
+ -4.04569149017334,
+ -4.057877063751221,
+ -4.069992542266846,
+ -4.082033634185791,
+ -4.093998432159424,
+ -4.105883598327637
+ ],
+ [
+ null,
+ null,
+ -4.096733093261719,
+ -4.084890842437744,
+ -4.072976589202881,
+ -4.060994625091553,
+ -4.048947334289551,
+ -4.036839485168457,
+ -4.024674892425537,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.0241153240203857,
+ -2.877483367919922,
+ -2.878927707672119,
+ -2.87997055053711,
+ -2.880617618560791,
+ -3.0080931186676025,
+ -3.1186587810516357,
+ -3.272571086883545,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.2864110469818115,
+ -3.285513162612915,
+ -3.0199177265167236,
+ -3.015918016433716,
+ -2.8898141384124756,
+ -2.889004707336426,
+ -2.887768507003784,
+ -3.030888795852661,
+ -3.03637957572937,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.026897430419922,
+ -4.0390520095825195,
+ -4.051149368286133,
+ -4.063185214996338,
+ -4.075155258178711,
+ -4.0870561599731445,
+ -4.098885536193848,
+ -4.1106390953063965
+ ],
+ [
+ null,
+ -4.113327980041504,
+ -4.101692199707031,
+ -4.0899858474731445,
+ -4.078213214874268,
+ -4.066376209259033,
+ -4.054479122161865,
+ -4.042526721954346,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.034404993057251,
+ -3.028855562210083,
+ -2.88875961303711,
+ -2.889798164367676,
+ -3.012544870376587,
+ -3.0166618824005127,
+ -3.125885009765625,
+ -3.131340265274048,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.292488813400269,
+ -3.140169382095337,
+ -3.028301477432251,
+ -3.02439284324646,
+ -2.8994786739349365,
+ -3.0296363830566406,
+ -3.0354108810424805,
+ -3.041027784347534,
+ -3.046473979949951,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.044710636138916,
+ -4.0566534996032715,
+ -4.068540096282959,
+ -4.080365180969238,
+ -4.092126369476318,
+ -4.103819847106934,
+ -4.115442752838135
+ ],
+ [
+ -4.129637241363525,
+ -4.11820125579834,
+ -4.106696605682373,
+ -4.095126628875732,
+ -4.083494186401367,
+ -4.071802139282227,
+ -4.060055255889893,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.0447235107421875,
+ -3.0392284393310547,
+ -3.03361177444458,
+ -2.8997128009796143,
+ -3.0213398933410645,
+ -3.0253477096557617,
+ -3.1333065032958984,
+ -3.1386091709136963,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.152456760406494,
+ -3.147341012954712,
+ -3.141406774520874,
+ -3.0329837799072266,
+ -3.2019245624542236,
+ -3.0399508476257324,
+ -3.045644760131836,
+ -3.0511982440948486,
+ -3.0565996170043945,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.062201976776123,
+ -4.073939323425293,
+ -4.085620403289795,
+ -4.0972418785095215,
+ -4.108800411224365,
+ -4.120292663574219
+ ],
+ [
+ -4.134427070617676,
+ -4.1231184005737305,
+ -4.1117448806762695,
+ -4.100310325622559,
+ -4.088817596435547,
+ -4.0772705078125,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.055063009262085,
+ -3.0496227741241455,
+ -3.044076681137085,
+ -3.0384371280670166,
+ -3.0302467346191406,
+ -3.034143447875977,
+ -3.1409120559692383,
+ -3.1460654735565186,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.159675121307373,
+ -3.154695987701416,
+ -3.1489336490631104,
+ -3.207916498184204,
+ -3.211144208908081,
+ -3.0502872467041016,
+ -3.0559020042419434,
+ -3.061393022537231,
+ -3.0667495727539062,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.079380035400391,
+ -4.090918064117432,
+ -4.102400302886963,
+ -4.113824367523193,
+ -4.125185966491699
+ ],
+ [
+ -4.139259338378906,
+ -4.128077507019043,
+ -4.11683464050293,
+ -4.10553503036499,
+ -4.094181537628174,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.0654170513153076,
+ -3.0600316524505615,
+ -3.054555177688598,
+ -3.21256685256958,
+ -3.2093567848205566,
+ -3.1429617404937744,
+ -3.148691177368164,
+ -3.153698444366455,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.1670687198638916,
+ -3.162223100662231,
+ -3.3706583976745605,
+ -3.217144250869751,
+ -3.220400810241699,
+ -3.060638904571533,
+ -3.066176176071167,
+ -3.0716049671173096,
+ -3.076915979385376,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.096256256103516,
+ -4.107600212097168,
+ -4.118889808654785,
+ -4.130121231079102
+ ],
+ [
+ -4.144131660461426,
+ -4.133075714111328,
+ -4.1219635009765625,
+ -4.110798358917236,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.0757791996002197,
+ -3.070448398590088,
+ -3.0650413036346436,
+ -3.222014904022217,
+ -3.218772649765014,
+ -3.368229627609253,
+ -3.156632900238037,
+ -3.161497116088867,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.174627780914306,
+ -3.3755178451538086,
+ -3.3785738945007324,
+ -3.2264087200164795,
+ -3.229689836502075,
+ -3.2326622009277344,
+ -3.07646107673645,
+ -3.081828355789185,
+ -3.0870931148529053,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.1128387451171875,
+ -4.12399435043335,
+ -4.135096549987793
+ ],
+ [
+ -4.149042129516602,
+ -4.1381120681762695,
+ -4.127129554748535,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.086143732070923,
+ -3.0808677673339844,
+ -3.075528860092163,
+ -3.2314891815185547,
+ -3.2282190322875977,
+ -3.376475095748902,
+ -3.3733930587768555,
+ -3.1694514751434326,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.3797388076782227,
+ -3.383490800857544,
+ -3.3866026401519775,
+ -3.3890912532806396,
+ -3.239006996154785,
+ -3.242018699645996,
+ -3.086750745773315,
+ -3.0920565128326416,
+ -3.0972745418548584,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.129136562347412,
+ -4.140109539031982
+ ],
+ [
+ -4.153988361358643,
+ -4.143184185028076,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.0965046882629395,
+ -3.0912842750549316,
+ -3.244023084640503,
+ -3.24098539352417,
+ -3.237692356109619,
+ -3.384822368621826,
+ -3.381687641143799,
+ -3.3779666423797607,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.741042375564575,
+ -3.391578197479248,
+ -3.3947367668151855,
+ -3.39730453491211,
+ -3.2483484745025635,
+ -3.251394748687744,
+ -3.0970401763916016,
+ -3.102284669876098,
+ -3.1074557304382324,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.134314060211182,
+ -4.145158290863037
+ ],
+ [
+ -4.158969879150391,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.1068572998046875,
+ -3.101692914962769,
+ -3.253572940826416,
+ -3.2504992485046387,
+ -3.247187614440918,
+ -3.393263816833496,
+ -3.390085458755493,
+ -3.737115383148194,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.7502167224884033,
+ -3.73643946647644,
+ -3.402968168258667,
+ -3.405606269836426,
+ -3.2577097415924072,
+ -3.260786533355713,
+ -3.2636213302612305,
+ -3.1125078201293945,
+ -3.1176304817199707,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.150241374969482
+ ],
+ [
+ -4.1639838218688965,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.1171975135803223,
+ -3.2660300731658936,
+ -3.263131856918335,
+ -3.2600269317626953,
+ -3.404498815536499,
+ -3.40179181098938,
+ -3.73325252532959,
+ -3.746605396270752,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.759427547454834,
+ -3.745943546295166,
+ -3.7325985431671143,
+ -3.4139890670776367,
+ -3.26708722114563,
+ -3.2701902389526367,
+ -3.2730674743652344,
+ -3.122720718383789,
+ -3.1277949810028076,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.1275200843811035,
+ -3.2756359577178955,
+ -3.272695779800415,
+ -3.269564390182495,
+ -3.4131627082824707,
+ -3.730170488357544,
+ -3.7430613040924072,
+ -3.756120443344116,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.768668174743652,
+ -3.755472898483277,
+ -3.742421388626098,
+ -3.7295403480529785,
+ -3.2764768600463867,
+ -3.279601812362671,
+ -3.2825169563293457,
+ -3.2852373123168945,
+ -3.137944459915161,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.137821674346924,
+ -3.28523850440979,
+ -3.282261371612549,
+ -3.2791082859039307,
+ -3.727887153625488,
+ -3.7402846813201904,
+ -3.752882719039917,
+ -3.7656543254852295,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.777933835983277,
+ -3.765021085739136,
+ -3.752257823944092,
+ -3.739668846130371,
+ -3.7272818088531494,
+ -3.289017677307129,
+ -3.291966199874878,
+ -3.294734477996826,
+ -3.1480751037597656,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.297696113586426,
+ -3.2948336601257324,
+ -3.2918248176574707,
+ -3.477119207382202,
+ -3.738291740417481,
+ -3.750400066375733,
+ -3.762712001800537,
+ -3.775201797485352,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.787217855453491,
+ -3.7745821475982666,
+ -3.7621009349823,
+ -3.74979829788208,
+ -3.737700700759888,
+ -3.4798760414123535,
+ -3.3014116287231445,
+ -3.304222822189331,
+ -3.1581835746765137,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.307321786880493,
+ -3.3044190406799316,
+ -3.484095335006714,
+ -3.737092256546021,
+ -3.748685121536255,
+ -3.760510921478271,
+ -3.77254319190979,
+ -3.784757375717163,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.796515703201294,
+ -3.784151315689087,
+ -3.7719459533691406,
+ -3.759922981262207,
+ -3.748107671737671,
+ -3.4907095432281494,
+ -3.486888885498047,
+ -3.313699722290039,
+ -3.5456621646881104,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.324460744857788,
+ -3.316929340362549,
+ -3.4913532733917236,
+ -3.495035409927368,
+ -3.747746467590332,
+ -3.759061813354492,
+ -3.7706124782562256,
+ -3.782371997833252,
+ -3.794316530227661,
+ -3.806421995162964,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.8180606365203857,
+ -3.805821895599365,
+ -3.793723821640014,
+ -3.781788110733032,
+ -3.770037889480591,
+ -3.7584986686706543,
+ -3.501488208770752,
+ -3.497760534286499,
+ -3.494173288345337,
+ -3.5537898540496826,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.857870101928711,
+ -3.842398881912231,
+ -3.558199882507324,
+ -3.887768030166626,
+ -3.5023281574249268,
+ -3.5059139728546143,
+ -3.7583723068237305,
+ -3.769417762756348,
+ -3.7806994915008545,
+ -3.7921924591064458,
+ -3.8038735389709473,
+ -3.815719366073608,
+ -3.8277084827423096,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.827114582061768,
+ -3.8151321411132817,
+ -3.803293704986572,
+ -3.791621446609497,
+ -3.780138492584229,
+ -3.768867492675781,
+ -3.757834672927856,
+ -3.508573055267334,
+ -3.505082845687866,
+ -3.895477056503296,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.8789639472961426,
+ -3.8638176918029785,
+ -3.848560094833374,
+ -3.904575824737549,
+ -3.898236036300659,
+ -3.5132367610931396,
+ -3.5167293548583984,
+ -3.76896595954895,
+ -3.7797486782073975,
+ -3.7907681465148926,
+ -3.802001476287842,
+ -3.813424825668335,
+ -3.825016498565674,
+ -3.8367550373077393,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.8480336666107178,
+ -3.8361735343933105,
+ -3.824441432952881,
+ -3.812857866287231,
+ -3.801443099975586,
+ -3.790219783782959,
+ -3.779211044311523,
+ -3.768441200256348,
+ -3.519324541091919,
+ -3.899370431900024,
+ -3.905763626098633,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.8996329307556152,
+ -3.884800910949707,
+ -3.869860410690307,
+ -3.760336637496948,
+ -3.914809226989746,
+ -3.908618450164795,
+ -3.524078130722046,
+ -3.5274784564971924,
+ -3.7795233726501465,
+ -3.7900500297546382,
+ -3.8008148670196538,
+ -3.8117942810058594,
+ -3.8229660987854,
+ -3.834309339523315,
+ -3.845802545547486,
+ -3.8574273586273193,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.856851577758789,
+ -3.8452327251434326,
+ -3.8337464332580566,
+ -3.822411298751831,
+ -3.811248302459717,
+ -3.800278902053833,
+ -3.789525270462036,
+ -3.7790110111236577,
+ -3.530012369155884,
+ -3.909726142883301,
+ -3.9159693717956543,
+ -3.922492504119873,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.9198899269104,
+ -3.905362367630005,
+ -3.8907277584075928,
+ null,
+ -3.9312868118286137,
+ -3.924961805343628,
+ -3.918915033340454,
+ -3.913158655166626,
+ -3.7800257205963135,
+ -3.790041446685791,
+ -3.800319194793701,
+ -3.810835123062134,
+ -3.821567058563232,
+ -3.832494020462036,
+ -3.8435933589935303,
+ -3.854846954345703,
+ -3.866235494613647,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.877171516418457,
+ -3.865671396255493,
+ -3.8542890548706055,
+ -3.8430426120758057,
+ -3.831950902938843,
+ -3.8210337162017822,
+ -3.810311555862427,
+ -3.7998063564300537,
+ -3.789541482925415,
+ -3.9141862392425537,
+ -3.919996738433838,
+ -3.9260950088500977,
+ -3.932469129562378,
+ null,
+ null,
+ null,
+ -3.92533802986145,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.939747095108032,
+ -3.925513505935669,
+ -3.9111759662628174,
+ null,
+ null,
+ -3.941214084625244,
+ -3.9350333213806152,
+ -3.929126024246216,
+ -3.9235048294067383,
+ -3.7907421588897705,
+ -3.800516128540039,
+ -3.810551643371582,
+ -3.8208260536193848,
+ -3.831317186355591,
+ -3.84200382232666,
+ -3.8528664112091064,
+ -3.863885164260864,
+ -3.8750417232513423,
+ -3.886319398880005,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.897138357162475,
+ -3.885761022567749,
+ -3.874489307403565,
+ -3.863338708877563,
+ -3.8523271083831783,
+ -3.841472864151001,
+ -3.8307952880859375,
+ -3.8203141689300537,
+ -3.810051441192627,
+ -3.8000283241271977,
+ -3.9245083332061768,
+ -3.930182695388794,
+ -3.936141014099121,
+ -3.942370176315307,
+ null,
+ null,
+ null,
+ null,
+ -3.945085048675537,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.959217071533203,
+ -3.945268869400024,
+ -3.931218385696411,
+ null,
+ null,
+ null,
+ -3.9510657787323,
+ -3.9450244903564458,
+ -3.939252614974976,
+ -3.933761358261109,
+ -3.801405906677246,
+ -3.810945510864258,
+ -3.820745706558227,
+ -3.83078408241272,
+ -3.8410403728485103,
+ -3.851493358612061,
+ -3.862123966217041,
+ -3.872912883758545,
+ -3.883843421936035,
+ -3.894897222518921,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.905507326126098,
+ -3.894350290298462,
+ -3.883301734924317,
+ -3.872377872467041,
+ -3.861595869064331,
+ -3.850973606109619,
+ -3.8405301570892334,
+ -3.830284357070923,
+ -3.820257186889648,
+ -3.810469388961792,
+ null,
+ -3.9402847290039062,
+ -3.9461069107055664,
+ -3.952195644378662,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.9644484519958496,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.9783122539520264,
+ -3.96463942527771,
+ -3.950866937637329,
+ null,
+ null,
+ null,
+ null,
+ -3.960841178894043,
+ -3.954935312271118,
+ -3.949294328689575,
+ -3.943929433822632,
+ null,
+ -3.821326494216919,
+ -3.830897569656372,
+ -3.8407070636749263,
+ -3.850734233856201,
+ -3.860959053039551,
+ -3.8713629245758057,
+ -3.881927728652954,
+ -3.892636299133301,
+ -3.9034714698791504,
+ -3.9144186973571777,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.9249155521392822,
+ -3.913876533508301,
+ -3.9029347896575928,
+ -3.8921053409576416,
+ -3.8814034461975098,
+ -3.870846509933472,
+ -3.8604507446289062,
+ -3.8502352237701416,
+ -3.840218305587769,
+ -3.830420017242432,
+ null,
+ null,
+ -3.950302839279175,
+ -3.955993175506592,
+ -3.961945772171021,
+ -3.968150138854981,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.983440637588501,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.997044563293457,
+ -3.983638048171997,
+ -3.970134019851685,
+ null,
+ null,
+ null,
+ -3.832167625427246,
+ -3.976564407348633,
+ -3.9705402851104736,
+ -3.964765787124634,
+ -3.959251880645752,
+ -3.954009294509888,
+ null,
+ -3.8316569328308105,
+ -3.841005563735962,
+ -3.8505916595458984,
+ -3.860395669937134,
+ -3.8703980445861816,
+ -3.88058090209961,
+ -3.890926599502563,
+ -3.901418209075928,
+ -3.912039279937744,
+ -3.92277455329895,
+ -3.933610200881958,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.9330739974975586,
+ -3.922243356704712,
+ -3.911512851715088,
+ -3.900897979736328,
+ -3.8904130458831783,
+ -3.880075216293335,
+ -3.869900941848755,
+ -3.859907388687134,
+ -3.850113868713379,
+ -3.8405392169952393,
+ null,
+ null,
+ -3.960237741470337,
+ -3.965800046920776,
+ -3.971620798110962,
+ -3.977689027786255,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.002073287963867,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.015424728393555,
+ -4.0022759437561035,
+ -3.98903226852417,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.9860565662384033,
+ -3.980164051055908,
+ -3.9745168685913086,
+ -3.969125747680664,
+ null,
+ null,
+ null,
+ -3.851066827774048,
+ -3.860435485839844,
+ -3.8700222969055176,
+ -3.879808187484741,
+ -3.889775276184082,
+ -3.899906873703003,
+ -3.9101858139038086,
+ -3.9205973148345943,
+ -3.9311256408691406,
+ -3.9417572021484375,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.951948404312134,
+ -3.94123101234436,
+ -3.9306042194366455,
+ -3.92008113861084,
+ -3.9096758365631104,
+ -3.899403572082519,
+ -3.889279842376709,
+ -3.879321336746216,
+ -3.869544744491577,
+ -3.859968662261963,
+ -3.8506107330322266,
+ null,
+ null,
+ -3.970089673995972,
+ -3.9755282402038574,
+ -3.9812209606170654,
+ -3.987156867980957,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.02035665512085,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.033464431762695,
+ -4.020564556121826,
+ -4.007572650909424,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.9954774379730225,
+ -3.989711999893189,
+ -3.9841885566711426,
+ -3.978917360305786,
+ null,
+ null,
+ null,
+ -3.861079454421997,
+ -3.870236396789551,
+ -3.8796117305755615,
+ -3.889186143875122,
+ -3.898942470550537,
+ -3.908864974975586,
+ -3.918936491012573,
+ -3.929142475128174,
+ -3.9394688606262207,
+ -3.949900150299072,
+ -3.960424900054931,
+ null,
+ null,
+ null,
+ -3.9705049991607666,
+ -3.959903717041016,
+ -3.9493837356567383,
+ -3.9389569759368896,
+ -3.9286367893218994,
+ -3.918437004089355,
+ -3.908372163772583,
+ -3.898457527160645,
+ -3.888710021972656,
+ -3.8791446685791016,
+ -3.8697800636291504,
+ null,
+ null,
+ null,
+ null,
+ -3.985177516937256,
+ -3.990745782852173,
+ -3.996554136276245,
+ -4.002592086791992,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.038302898406982,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.063739776611328,
+ -4.051173686981201,
+ -4.038515090942383,
+ -4.025766849517822,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.871333122253418,
+ -4.0106964111328125,
+ -4.00482702255249,
+ -3.999185085296631,
+ -3.993781328201294,
+ -3.988626003265381,
+ null,
+ null,
+ null,
+ -3.871040821075439,
+ -3.879993200302124,
+ -3.8891618251800537,
+ -3.8985304832458496,
+ -3.908081293106079,
+ -3.917799472808838,
+ -3.927668571472168,
+ -3.937673807144165,
+ -3.947800874710083,
+ -3.9580366611480713,
+ -3.9683682918548584,
+ null,
+ null,
+ null,
+ -3.9782679080963135,
+ -3.9678568840026855,
+ -3.957529783248902,
+ -3.9472992420196538,
+ -3.9371776580810542,
+ -3.9271786212921143,
+ -3.917316675186157,
+ -3.907606601715088,
+ -3.898064136505127,
+ -3.8887054920196538,
+ -3.879546642303467,
+ null,
+ null,
+ null,
+ null,
+ -3.994748830795288,
+ -4.00019645690918,
+ -4.005880832672119,
+ -4.011791229248047,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.055922031402588,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.080898761749268,
+ -4.068562984466553,
+ -4.056138515472412,
+ -4.043625831604004,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.019852161407471,
+ -4.014105319976807,
+ -4.008583068847656,
+ -4.003296375274658,
+ -3.998253107070923,
+ null,
+ null,
+ null,
+ null,
+ -3.889702796936035,
+ -3.898670911788941,
+ -3.9078385829925537,
+ -3.917189598083496,
+ -3.9267077445983887,
+ -3.936378717422486,
+ -3.9461874961853023,
+ -3.956120252609253,
+ -3.966164112091065,
+ -3.976306438446045,
+ -3.986534357070923,
+ null,
+ -3.996328592300415,
+ -3.98602843284607,
+ -3.975804328918457,
+ -3.9656667709350586,
+ -3.955627918243408,
+ -3.945700883865357,
+ -3.935898542404175,
+ -3.9262349605560303,
+ -3.916724443435669,
+ -3.9073822498321538,
+ -3.898223876953125,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.004242420196533,
+ -4.009573459625244,
+ -4.01513671875,
+ -4.020923614501953,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.09775447845459,
+ -4.085643291473389,
+ -4.07344388961792,
+ -4.061159610748291,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.028939247131348,
+ -4.023312568664551,
+ -4.017907619476318,
+ -4.012732982635498,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.8993637561798096,
+ -3.9081368446350098,
+ -3.9171087741851807,
+ -3.926264524459839,
+ -3.9355878829956055,
+ -3.945065259933472,
+ -3.954681873321533,
+ -3.964424610137939,
+ -3.97428035736084,
+ -3.984236717224121,
+ -3.9942820072174072,
+ null,
+ -4.003904342651367,
+ -3.99378514289856,
+ -3.983743667602539,
+ -3.9737918376922607,
+ -3.96394157409668,
+ -3.954204797744751,
+ -3.944594621658325,
+ -3.935124635696411,
+ -3.925808906555176,
+ -3.916662216186523,
+ -3.9076998233795166,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.013659477233887,
+ -4.018876075744629,
+ -4.024322509765625,
+ -4.029988765716553,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.114317893981934,
+ -4.10242223739624,
+ -4.090442180633545,
+ -4.078378677368164,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.037960052490234,
+ -4.032449722290039,
+ -4.027157783508301,
+ -4.022093296051025,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.908975124359131,
+ -3.917558431625366,
+ -3.9263393878936768,
+ -3.9353041648864746,
+ -3.944437980651855,
+ -3.953726053237915,
+ -3.963155031204224,
+ -3.972711324691773,
+ -3.9823827743530273,
+ -3.992157220840454,
+ -4.002023220062256,
+ -3.7156741619110103,
+ -4.011477947235107,
+ -4.001534938812256,
+ -3.991673469543457,
+ -3.981903553009033,
+ -3.9722375869750977,
+ -3.9626870155334473,
+ -3.9532649517059326,
+ -3.943984270095825,
+ -3.934858560562134,
+ -3.9259026050567623,
+ -3.9171302318573,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.022999286651611,
+ -4.028106212615967,
+ -4.033438682556152,
+ -4.03898811340332,
+ -4.044744968414307,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.118780136108398,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.130597114562988,
+ -4.118911266326904,
+ -4.107142448425293,
+ -4.095293045043945,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.052517890930176,
+ -4.0469136238098145,
+ -4.0415167808532715,
+ -4.03633451461792,
+ -4.031376361846924,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.926933288574219,
+ -3.9355292320251465,
+ -3.944308042526245,
+ -3.953256368637085,
+ -3.9623594284057617,
+ -3.971604585647583,
+ -3.980979204177856,
+ -3.9904704093933105,
+ -4.00006628036499,
+ -4.009756088256836,
+ -3.723152875900269,
+ -4.019045352935791,
+ -4.009276390075684,
+ -3.9995908737182617,
+ -3.989999771118164,
+ -3.9805140495300297,
+ -3.971145868301392,
+ -3.961907625198364,
+ -3.9528114795684814,
+ -3.943871021270752,
+ -3.93510103225708,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.037262916564941,
+ -4.042485237121582,
+ -4.047921180725098,
+ -4.053561687469482,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.134981155395508,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.146600246429443,
+ -4.135117053985596,
+ -4.12355375289917,
+ -4.111911773681641,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.936212062835694,
+ null,
+ -4.0612921714782715,
+ -4.0558013916015625,
+ -4.050513744354248,
+ -4.045438289642334,
+ -4.040584087371826,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.936260938644409,
+ -3.944675922393799,
+ -3.9532737731933594,
+ -3.962040662765503,
+ -3.970963478088379,
+ -3.980029344558716,
+ -3.989225387573242,
+ -3.998540163040161,
+ -4.007961273193359,
+ -3.730484962463379,
+ -3.730626106262207,
+ -3.730622529983521,
+ -4.017007350921631,
+ -4.0074944496154785,
+ -3.9980783462524414,
+ -3.988769292831421,
+ -3.9795796871185303,
+ -3.970520496368408,
+ -3.9616048336029057,
+ -3.952845811843872,
+ -3.9442567825317383,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.0463480949401855,
+ -4.051462650299072,
+ -4.056787967681885,
+ -4.062315464019775,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.150908946990967,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.162336826324463,
+ -4.151050090789795,
+ -4.139685153961182,
+ -4.128243923187256,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.070003986358643,
+ -4.064622402191162,
+ -4.059441566467285,
+ -4.054471015930176,
+ -4.049716472625732,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.9537785053253174,
+ -3.962199687957764,
+ -3.970790386199951,
+ -3.979537010192871,
+ -3.98842716217041,
+ -3.997449159622192,
+ -4.006590843200684,
+ -3.7376949787139897,
+ -3.73796010017395,
+ -3.7380917072296143,
+ -3.738088369369507,
+ -3.737950086593628,
+ -4.015382766723633,
+ -4.006137371063232,
+ -3.99700140953064,
+ -3.987986087799072,
+ -3.979102611541748,
+ -3.970362901687622,
+ -3.961780548095703,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.055361270904541,
+ -4.060371398925781,
+ -4.065589427947998,
+ -4.0710062980651855,
+ -4.076615810394287,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.1778130531311035,
+ -4.166717052459717,
+ -4.155544757843018,
+ -4.144298553466797,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.078652381896973,
+ -4.07337760925293,
+ -4.068301200866699,
+ -4.063431262969971,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -3.962836265563965,
+ -3.9710853099823,
+ -3.9795033931732178,
+ -3.9880781173706055,
+ -3.9967968463897705,
+ -4.005648612976074,
+ -4.014620780944824,
+ -3.74517822265625,
+ -3.74542498588562,
+ -3.7455477714538574,
+ -3.745544910430908,
+ -3.7454159259796143,
+ -4.023253440856934,
+ -4.014176368713379,
+ -4.005209445953369,
+ -3.996364116668701,
+ -3.987651824951172,
+ -3.979084730148315,
+ -3.970674514770508,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ -4.064303874969482,
+ -4.069211959838867,
+ -4.074325084686279,
+ -4.079635143280029,
+ -4.085134983062744,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ]
+ ],
+ "type": "surface",
+ "x": [
+ -93.96609497070312,
+ -92.08334350585938,
+ -90.20057678222656,
+ -88.31782531738281,
+ -86.43507385253906,
+ -84.55232238769531,
+ -82.6695556640625,
+ -80.78680419921875,
+ -78.90404510498047,
+ -77.02128601074219,
+ -75.13853454589844,
+ -73.25578308105469,
+ -71.37301635742188,
+ -69.49026489257812,
+ -67.60750579833984,
+ -65.72476196289062,
+ -63.84199905395508,
+ -61.95924377441406,
+ -60.07648468017578,
+ -58.193729400634766,
+ -56.31097412109375,
+ -54.42821502685547,
+ -52.54546356201172,
+ -50.66270446777344,
+ -48.77994537353515,
+ -46.89720153808594,
+ -45.01443862915039,
+ -43.131683349609375,
+ -41.248924255371094,
+ -39.36616897583008,
+ -37.48340606689453,
+ -35.60065460205078,
+ -33.71790313720703,
+ -31.835140228271484,
+ -29.952390670776367,
+ -28.06963348388672,
+ -26.18687438964844,
+ -24.304126739501953,
+ -22.42136001586914,
+ -20.53860855102539,
+ -18.655853271484375,
+ -16.773094177246094,
+ -14.890338897705078,
+ -13.007583618164062,
+ -11.124832153320312,
+ -9.242069244384766,
+ -7.35931396484375,
+ -5.476558685302734,
+ -3.5938034057617188,
+ -1.7110519409179688,
+ 0.1717071533203125,
+ 2.054462432861328,
+ 3.937217712402344,
+ 5.819976806640625,
+ 7.702732086181641,
+ 9.585491180419922,
+ 11.468242645263672,
+ 13.350997924804688,
+ 15.233757019042969,
+ 17.116512298583984,
+ 18.999271392822266,
+ 20.88202667236328,
+ 22.76477813720703,
+ 24.647533416748047,
+ 26.530292510986328,
+ 28.41305160522461,
+ 30.295806884765625,
+ 32.178558349609375,
+ 34.06131362915039,
+ 35.94407272338867,
+ 37.82682800292969,
+ 39.70958709716797,
+ 41.59234619140625,
+ 43.475093841552734,
+ 45.35784912109375,
+ 47.2406120300293,
+ 49.12336730957031,
+ 51.00611877441406,
+ 52.888885498046875,
+ 54.77163314819336,
+ 56.654388427734375,
+ 58.537139892578125,
+ 60.41990661621094,
+ 62.30265808105469,
+ 64.18541717529297,
+ 66.06816864013672,
+ 67.950927734375,
+ 69.83367919921875,
+ 71.71643829345703,
+ 73.59919738769531,
+ 75.48194885253906,
+ 77.36470031738281,
+ 79.24746704101562,
+ 81.13021850585938,
+ 83.01297760009766,
+ 84.8957290649414,
+ 86.77848815917969,
+ 88.66123962402344,
+ 90.54399871826172,
+ 92.4267578125
+ ],
+ "y": [
+ -60.3305549621582,
+ -59.10693359375,
+ -57.88331985473633,
+ -56.65970230102539,
+ -55.43608474731445,
+ -54.21246719360352,
+ -52.98884582519531,
+ -51.765228271484375,
+ -50.54161071777344,
+ -49.3179931640625,
+ -48.09437561035156,
+ -46.870758056640625,
+ -45.64714050292969,
+ -44.42351913452149,
+ -43.19990539550781,
+ -41.976287841796875,
+ -40.75266647338867,
+ -39.529048919677734,
+ -38.30542755126953,
+ -37.081809997558594,
+ -35.85819625854492,
+ -34.63457489013672,
+ -33.41096115112305,
+ -32.187339782714844,
+ -30.963720321655273,
+ -29.74010848999023,
+ -28.51648330688477,
+ -27.292871475219727,
+ -26.069252014160156,
+ -24.845630645751953,
+ -23.62201499938965,
+ -22.398393630981445,
+ -21.174781799316406,
+ -19.95115852355957,
+ -18.727540969848633,
+ -17.503925323486328,
+ -16.280303955078125,
+ -15.056692123413086,
+ -13.83306884765625,
+ -12.609451293945312,
+ -11.385835647583008,
+ -10.162216186523438,
+ -8.9385986328125,
+ -7.71497917175293,
+ -6.491363525390625,
+ -5.267742156982422,
+ -4.044126510620117,
+ -2.820507049560547,
+ -1.5968894958496094,
+ -0.3732757568359375,
+ 0.8503456115722656,
+ 2.073963165283203,
+ 3.2975826263427734,
+ 4.521198272705078,
+ 5.744817733764648,
+ 6.968439102172852,
+ 8.19205093383789,
+ 9.41567039489746,
+ 10.639289855957031,
+ 11.862911224365234,
+ 13.08652687072754,
+ 14.31014633178711,
+ 15.533761978149414,
+ 16.75737762451172,
+ 17.980998992919922,
+ 19.204618453979492,
+ 20.428234100341797,
+ 21.6518497467041,
+ 22.875469207763672,
+ 24.09908676147461,
+ 25.32270622253418,
+ 26.54632568359375,
+ 27.76994514465332,
+ 28.99355697631836,
+ 30.21717834472656,
+ 31.440797805786133,
+ 32.66441345214844,
+ 33.88803482055664,
+ 35.11165237426758,
+ 36.33526611328125,
+ 37.55888366699219,
+ 38.78250503540039,
+ 40.00612258911133,
+ 41.229740142822266,
+ 42.45336151123047,
+ 43.676971435546875,
+ 44.90059280395508,
+ 46.12421417236328,
+ 47.34782791137695,
+ 48.57144927978515,
+ 49.795066833496094,
+ 51.01868438720703,
+ 52.24230194091797,
+ 53.465919494628906,
+ 54.68954086303711,
+ 55.91315841674805,
+ 57.136775970458984,
+ 58.36039352416992,
+ 59.584007263183594,
+ 60.8076286315918
+ ],
+ "z": [
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5
+ ],
+ [
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5
+ ],
+ [
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5
+ ],
+ [
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5
+ ],
+ [
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5
+ ],
+ [
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5
+ ],
+ [
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5
+ ],
+ [
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5
+ ],
+ [
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5
+ ],
+ [
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5
+ ],
+ [
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5
+ ],
+ [
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5
+ ],
+ [
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null
+ ],
+ [
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null
+ ],
+ [
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5
+ ],
+ [
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5
+ ],
+ [
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5
+ ],
+ [
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5
+ ],
+ [
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5
+ ],
+ [
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5
+ ],
+ [
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5
+ ],
+ [
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5
+ ],
+ [
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5
+ ],
+ [
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5
+ ],
+ [
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5
+ ],
+ [
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5
+ ],
+ [
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5
+ ],
+ [
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5
+ ],
+ [
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5
+ ],
+ [
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5
+ ],
+ [
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5
+ ],
+ [
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5
+ ],
+ [
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5
+ ],
+ [
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5
+ ],
+ [
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5
+ ],
+ [
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5
+ ],
+ [
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5
+ ],
+ [
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5
+ ],
+ [
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ],
+ [
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null,
+ null
+ ]
+ ]
+ }
+ ],
+ "layout": {
+ "scene": {
+ "domain": {
+ "x": [
+ 0,
+ 0.45
+ ],
+ "y": [
+ 0,
+ 1
+ ]
+ }
+ },
+ "scene2": {
+ "domain": {
+ "x": [
+ 0.55,
+ 1
+ ],
+ "y": [
+ 0,
+ 1
+ ]
+ }
+ },
+ "template": {
+ "data": {
+ "bar": [
+ {
+ "error_x": {
+ "color": "#2a3f5f"
+ },
+ "error_y": {
+ "color": "#2a3f5f"
+ },
+ "marker": {
+ "line": {
+ "color": "#E5ECF6",
+ "width": 0.5
+ },
+ "pattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ }
+ },
+ "type": "bar"
+ }
+ ],
+ "barpolar": [
+ {
+ "marker": {
+ "line": {
+ "color": "#E5ECF6",
+ "width": 0.5
+ },
+ "pattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ }
+ },
+ "type": "barpolar"
+ }
+ ],
+ "carpet": [
+ {
+ "aaxis": {
+ "endlinecolor": "#2a3f5f",
+ "gridcolor": "white",
+ "linecolor": "white",
+ "minorgridcolor": "white",
+ "startlinecolor": "#2a3f5f"
+ },
+ "baxis": {
+ "endlinecolor": "#2a3f5f",
+ "gridcolor": "white",
+ "linecolor": "white",
+ "minorgridcolor": "white",
+ "startlinecolor": "#2a3f5f"
+ },
+ "type": "carpet"
+ }
+ ],
+ "choropleth": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "type": "choropleth"
+ }
+ ],
+ "contour": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "colorscale": [
+ [
+ 0,
+ "#0d0887"
+ ],
+ [
+ 0.1111111111111111,
+ "#46039f"
+ ],
+ [
+ 0.2222222222222222,
+ "#7201a8"
+ ],
+ [
+ 0.3333333333333333,
+ "#9c179e"
+ ],
+ [
+ 0.4444444444444444,
+ "#bd3786"
+ ],
+ [
+ 0.5555555555555556,
+ "#d8576b"
+ ],
+ [
+ 0.6666666666666666,
+ "#ed7953"
+ ],
+ [
+ 0.7777777777777778,
+ "#fb9f3a"
+ ],
+ [
+ 0.8888888888888888,
+ "#fdca26"
+ ],
+ [
+ 1,
+ "#f0f921"
+ ]
+ ],
+ "type": "contour"
+ }
+ ],
+ "contourcarpet": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "type": "contourcarpet"
+ }
+ ],
+ "heatmap": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "colorscale": [
+ [
+ 0,
+ "#0d0887"
+ ],
+ [
+ 0.1111111111111111,
+ "#46039f"
+ ],
+ [
+ 0.2222222222222222,
+ "#7201a8"
+ ],
+ [
+ 0.3333333333333333,
+ "#9c179e"
+ ],
+ [
+ 0.4444444444444444,
+ "#bd3786"
+ ],
+ [
+ 0.5555555555555556,
+ "#d8576b"
+ ],
+ [
+ 0.6666666666666666,
+ "#ed7953"
+ ],
+ [
+ 0.7777777777777778,
+ "#fb9f3a"
+ ],
+ [
+ 0.8888888888888888,
+ "#fdca26"
+ ],
+ [
+ 1,
+ "#f0f921"
+ ]
+ ],
+ "type": "heatmap"
+ }
+ ],
+ "heatmapgl": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "colorscale": [
+ [
+ 0,
+ "#0d0887"
+ ],
+ [
+ 0.1111111111111111,
+ "#46039f"
+ ],
+ [
+ 0.2222222222222222,
+ "#7201a8"
+ ],
+ [
+ 0.3333333333333333,
+ "#9c179e"
+ ],
+ [
+ 0.4444444444444444,
+ "#bd3786"
+ ],
+ [
+ 0.5555555555555556,
+ "#d8576b"
+ ],
+ [
+ 0.6666666666666666,
+ "#ed7953"
+ ],
+ [
+ 0.7777777777777778,
+ "#fb9f3a"
+ ],
+ [
+ 0.8888888888888888,
+ "#fdca26"
+ ],
+ [
+ 1,
+ "#f0f921"
+ ]
+ ],
+ "type": "heatmapgl"
+ }
+ ],
+ "histogram": [
+ {
+ "marker": {
+ "pattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ }
+ },
+ "type": "histogram"
+ }
+ ],
+ "histogram2d": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "colorscale": [
+ [
+ 0,
+ "#0d0887"
+ ],
+ [
+ 0.1111111111111111,
+ "#46039f"
+ ],
+ [
+ 0.2222222222222222,
+ "#7201a8"
+ ],
+ [
+ 0.3333333333333333,
+ "#9c179e"
+ ],
+ [
+ 0.4444444444444444,
+ "#bd3786"
+ ],
+ [
+ 0.5555555555555556,
+ "#d8576b"
+ ],
+ [
+ 0.6666666666666666,
+ "#ed7953"
+ ],
+ [
+ 0.7777777777777778,
+ "#fb9f3a"
+ ],
+ [
+ 0.8888888888888888,
+ "#fdca26"
+ ],
+ [
+ 1,
+ "#f0f921"
+ ]
+ ],
+ "type": "histogram2d"
+ }
+ ],
+ "histogram2dcontour": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "colorscale": [
+ [
+ 0,
+ "#0d0887"
+ ],
+ [
+ 0.1111111111111111,
+ "#46039f"
+ ],
+ [
+ 0.2222222222222222,
+ "#7201a8"
+ ],
+ [
+ 0.3333333333333333,
+ "#9c179e"
+ ],
+ [
+ 0.4444444444444444,
+ "#bd3786"
+ ],
+ [
+ 0.5555555555555556,
+ "#d8576b"
+ ],
+ [
+ 0.6666666666666666,
+ "#ed7953"
+ ],
+ [
+ 0.7777777777777778,
+ "#fb9f3a"
+ ],
+ [
+ 0.8888888888888888,
+ "#fdca26"
+ ],
+ [
+ 1,
+ "#f0f921"
+ ]
+ ],
+ "type": "histogram2dcontour"
+ }
+ ],
+ "mesh3d": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "type": "mesh3d"
+ }
+ ],
+ "parcoords": [
+ {
+ "line": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "parcoords"
+ }
+ ],
+ "pie": [
+ {
+ "automargin": true,
+ "type": "pie"
+ }
+ ],
+ "scatter": [
+ {
+ "fillpattern": {
+ "fillmode": "overlay",
+ "size": 10,
+ "solidity": 0.2
+ },
+ "type": "scatter"
+ }
+ ],
+ "scatter3d": [
+ {
+ "line": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "scatter3d"
+ }
+ ],
+ "scattercarpet": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "scattercarpet"
+ }
+ ],
+ "scattergeo": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "scattergeo"
+ }
+ ],
+ "scattergl": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "scattergl"
+ }
+ ],
+ "scattermapbox": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "scattermapbox"
+ }
+ ],
+ "scatterpolar": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "scatterpolar"
+ }
+ ],
+ "scatterpolargl": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "scatterpolargl"
+ }
+ ],
+ "scatterternary": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "scatterternary"
+ }
+ ],
+ "surface": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "colorscale": [
+ [
+ 0,
+ "#0d0887"
+ ],
+ [
+ 0.1111111111111111,
+ "#46039f"
+ ],
+ [
+ 0.2222222222222222,
+ "#7201a8"
+ ],
+ [
+ 0.3333333333333333,
+ "#9c179e"
+ ],
+ [
+ 0.4444444444444444,
+ "#bd3786"
+ ],
+ [
+ 0.5555555555555556,
+ "#d8576b"
+ ],
+ [
+ 0.6666666666666666,
+ "#ed7953"
+ ],
+ [
+ 0.7777777777777778,
+ "#fb9f3a"
+ ],
+ [
+ 0.8888888888888888,
+ "#fdca26"
+ ],
+ [
+ 1,
+ "#f0f921"
+ ]
+ ],
+ "type": "surface"
+ }
+ ],
+ "table": [
+ {
+ "cells": {
+ "fill": {
+ "color": "#EBF0F8"
+ },
+ "line": {
+ "color": "white"
+ }
+ },
+ "header": {
+ "fill": {
+ "color": "#C8D4E3"
+ },
+ "line": {
+ "color": "white"
+ }
+ },
+ "type": "table"
+ }
+ ]
+ },
+ "layout": {
+ "annotationdefaults": {
+ "arrowcolor": "#2a3f5f",
+ "arrowhead": 0,
+ "arrowwidth": 1
+ },
+ "autotypenumbers": "strict",
+ "coloraxis": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "colorscale": {
+ "diverging": [
+ [
+ 0,
+ "#8e0152"
+ ],
+ [
+ 0.1,
+ "#c51b7d"
+ ],
+ [
+ 0.2,
+ "#de77ae"
+ ],
+ [
+ 0.3,
+ "#f1b6da"
+ ],
+ [
+ 0.4,
+ "#fde0ef"
+ ],
+ [
+ 0.5,
+ "#f7f7f7"
+ ],
+ [
+ 0.6,
+ "#e6f5d0"
+ ],
+ [
+ 0.7,
+ "#b8e186"
+ ],
+ [
+ 0.8,
+ "#7fbc41"
+ ],
+ [
+ 0.9,
+ "#4d9221"
+ ],
+ [
+ 1,
+ "#276419"
+ ]
+ ],
+ "sequential": [
+ [
+ 0,
+ "#0d0887"
+ ],
+ [
+ 0.1111111111111111,
+ "#46039f"
+ ],
+ [
+ 0.2222222222222222,
+ "#7201a8"
+ ],
+ [
+ 0.3333333333333333,
+ "#9c179e"
+ ],
+ [
+ 0.4444444444444444,
+ "#bd3786"
+ ],
+ [
+ 0.5555555555555556,
+ "#d8576b"
+ ],
+ [
+ 0.6666666666666666,
+ "#ed7953"
+ ],
+ [
+ 0.7777777777777778,
+ "#fb9f3a"
+ ],
+ [
+ 0.8888888888888888,
+ "#fdca26"
+ ],
+ [
+ 1,
+ "#f0f921"
+ ]
+ ],
+ "sequentialminus": [
+ [
+ 0,
+ "#0d0887"
+ ],
+ [
+ 0.1111111111111111,
+ "#46039f"
+ ],
+ [
+ 0.2222222222222222,
+ "#7201a8"
+ ],
+ [
+ 0.3333333333333333,
+ "#9c179e"
+ ],
+ [
+ 0.4444444444444444,
+ "#bd3786"
+ ],
+ [
+ 0.5555555555555556,
+ "#d8576b"
+ ],
+ [
+ 0.6666666666666666,
+ "#ed7953"
+ ],
+ [
+ 0.7777777777777778,
+ "#fb9f3a"
+ ],
+ [
+ 0.8888888888888888,
+ "#fdca26"
+ ],
+ [
+ 1,
+ "#f0f921"
+ ]
+ ]
+ },
+ "colorway": [
+ "#636efa",
+ "#EF553B",
+ "#00cc96",
+ "#ab63fa",
+ "#FFA15A",
+ "#19d3f3",
+ "#FF6692",
+ "#B6E880",
+ "#FF97FF",
+ "#FECB52"
+ ],
+ "font": {
+ "color": "#2a3f5f"
+ },
+ "geo": {
+ "bgcolor": "white",
+ "lakecolor": "white",
+ "landcolor": "#E5ECF6",
+ "showlakes": true,
+ "showland": true,
+ "subunitcolor": "white"
+ },
+ "hoverlabel": {
+ "align": "left"
+ },
+ "hovermode": "closest",
+ "mapbox": {
+ "style": "light"
+ },
+ "paper_bgcolor": "white",
+ "plot_bgcolor": "#E5ECF6",
+ "polar": {
+ "angularaxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": ""
+ },
+ "bgcolor": "#E5ECF6",
+ "radialaxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": ""
+ }
+ },
+ "scene": {
+ "xaxis": {
+ "backgroundcolor": "#E5ECF6",
+ "gridcolor": "white",
+ "gridwidth": 2,
+ "linecolor": "white",
+ "showbackground": true,
+ "ticks": "",
+ "zerolinecolor": "white"
+ },
+ "yaxis": {
+ "backgroundcolor": "#E5ECF6",
+ "gridcolor": "white",
+ "gridwidth": 2,
+ "linecolor": "white",
+ "showbackground": true,
+ "ticks": "",
+ "zerolinecolor": "white"
+ },
+ "zaxis": {
+ "backgroundcolor": "#E5ECF6",
+ "gridcolor": "white",
+ "gridwidth": 2,
+ "linecolor": "white",
+ "showbackground": true,
+ "ticks": "",
+ "zerolinecolor": "white"
+ }
+ },
+ "shapedefaults": {
+ "line": {
+ "color": "#2a3f5f"
+ }
+ },
+ "ternary": {
+ "aaxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": ""
+ },
+ "baxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": ""
+ },
+ "bgcolor": "#E5ECF6",
+ "caxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": ""
+ }
+ },
+ "title": {
+ "x": 0.05
+ },
+ "xaxis": {
+ "automargin": true,
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": "",
+ "title": {
+ "standoff": 15
+ },
+ "zerolinecolor": "white",
+ "zerolinewidth": 2
+ },
+ "yaxis": {
+ "automargin": true,
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": "",
+ "title": {
+ "standoff": 15
+ },
+ "zerolinecolor": "white",
+ "zerolinewidth": 2
+ }
+ }
+ }
+ }
+ },
+ "image/png": "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",
+ "text/html": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "def compute_cm(\n",
+ " receivers: Float[Array, \"dim_x dim_y 3\"],\n",
+ " base_scene: TriangleScene,\n",
+ " model: Model,\n",
+ " batch_size: int,\n",
+ " key: PRNGKeyArray | None,\n",
+ ") -> Float[Array, \"dim_x dim_y\"]:\n",
+ " # N.B.: we use sequential_vmap to avoid out-of-memory errors in the exhaustive case\n",
+ " @jax.custom_batching.sequential_vmap\n",
+ " def compute_cm_for_one_receiver(\n",
+ " receiver: Float[Array, \"3\"],\n",
+ " ) -> Float[Array, \"\"]:\n",
+ " scene = eqx.tree_at(lambda s: s.receivers, base_scene, receiver)\n",
+ " if key is not None:\n",
+ " path_candidates = jax.vmap(lambda key: model(scene, key=key))(\n",
+ " jr.split(key, batch_size)\n",
+ " )\n",
+ " paths = scene.compute_paths(path_candidates=path_candidates)\n",
+ " else:\n",
+ " paths = scene.compute_paths(order=model.order)\n",
+ " r = path_lengths(paths.vertices)\n",
+ " e = safe_divide(1.0, r)\n",
+ " return jnp.log10((e * e).sum(where=paths.mask))\n",
+ "\n",
+ " return jax.vmap(jax.vmap(compute_cm_for_one_receiver))(receivers)\n",
+ "\n",
+ "\n",
+ "trained_model = eqx.nn.inference_mode(agent.model)\n",
+ "\n",
+ "batch = (100, 100)\n",
+ "z0 = 0.5\n",
+ "base_scene = eqx.tree_at(\n",
+ " lambda s: s.transmitters, BASE_SCENE, jnp.array([[0.0, 0.0, 32.0]])\n",
+ ")\n",
+ "receivers = base_scene.with_receivers_grid(*batch, height=z0).receivers\n",
+ "\n",
+ "# Only needed for plotting purposes\n",
+ "x, y, _ = jnp.unstack(receivers, axis=-1)\n",
+ "\n",
+ "fig = make_subplots(\n",
+ " rows=1,\n",
+ " cols=2,\n",
+ " specs=[[{\"type\": \"scene\"}, {\"type\": \"scene\"}]],\n",
+ ")\n",
+ "\n",
+ "with reuse(figure=fig) as fig:\n",
+ " base_scene.plot(\n",
+ " tx_kwargs={\"marker_color\": \"#636EFA\"}, showlegend=False, row=1, col=1\n",
+ " )\n",
+ " base_scene.plot(\n",
+ " tx_kwargs={\"marker_color\": \"#636EFA\"}, showlegend=False, row=1, col=2\n",
+ " )\n",
+ "\n",
+ " G_model = compute_cm(receivers, base_scene, trained_model, 10, jr.key(0))\n",
+ " G_exhau = compute_cm(receivers, base_scene, trained_model, 0, None)\n",
+ "\n",
+ " G_min = jnp.minimum(G_model.min(), G_exhau.min())\n",
+ " G_max = jnp.maximum(G_model.max(), G_exhau.max())\n",
+ "\n",
+ " draw_image(\n",
+ " G_model,\n",
+ " x=x[0, :],\n",
+ " y=y[:, 0],\n",
+ " z0=z0,\n",
+ " colorbar={\"title\": \"Gain (dB)\"},\n",
+ " colorscale=\"viridis\",\n",
+ " cmin=float(G_min),\n",
+ " cmax=float(G_max),\n",
+ " row=1,\n",
+ " col=1,\n",
+ " showscale=False,\n",
+ " )\n",
+ " draw_image(\n",
+ " G_exhau,\n",
+ " x=x[0, :],\n",
+ " y=y[:, 0],\n",
+ " z0=z0,\n",
+ " colorbar={\"title\": \"Gain (dB)\"},\n",
+ " colorscale=\"viridis\",\n",
+ " cmin=float(G_min),\n",
+ " cmax=float(G_max),\n",
+ " row=1,\n",
+ " col=2,\n",
+ " )\n",
+ "fig"
]
}
],
"metadata": {
"kernelspec": {
- "display_name": "sampling-paths",
+ "display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
@@ -5524,7 +55686,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.11.12"
+ "version": "3.11.8"
},
"mystnb": {
"execution_mode": "off"