diff --git a/data/fake_results/results.ecsv b/data/fake_results/results.ecsv
new file mode 100644
index 000000000..ee41fa575
--- /dev/null
+++ b/data/fake_results/results.ecsv
@@ -0,0 +1,21 @@
+# %ECSV 1.0
+# ---
+# datatype:
+# - {name: trajectory_x, datatype: int64}
+# - {name: trajectory_y, datatype: int64}
+# - {name: trajectory_vx, datatype: float64}
+# - {name: trajectory_vy, datatype: float64}
+# - {name: obs_count, datatype: int64}
+# - {name: flux, datatype: float64}
+# - {name: likelihood, datatype: float64}
+# - {name: stamp, datatype: string, subtype: 'float32[21,21]'}
+# - {name: valid_indices, datatype: string, subtype: 'int64[9]'}
+# - {name: psi_curve, datatype: string, subtype: 'float64[10]'}
+# - {name: phi_curve, datatype: string, subtype: 'float64[10]'}
+# - {name: all_stamps, datatype: string, subtype: 'float32[10,21,21]'}
+# - {name: pred_ra, datatype: string, subtype: json}
+# - {name: pred_dec, datatype: string, subtype: json}
+# - {name: all_times, datatype: string, subtype: 'float64[10]'}
+# schema: astropy-2.0
+trajectory_x trajectory_y trajectory_vx trajectory_vy obs_count flux likelihood stamp valid_indices psi_curve phi_curve all_stamps pred_ra pred_dec all_times
+106 44 10.465370178222656 0.4760266840457916 9 822.6404418945312 243.40751873206497 [[-0.9160133600234985,-0.23061895370483398,0.6943771243095398,-0.13988041877746582,-0.3428885340690613,1.0214436054229736,-1.004561424255371,0.5678408741950989,0.7650014162063599,-0.25582414865493774,-0.3193971812725067,-0.3824377655982971,0.09707725048065186,-0.6504190564155579,1.755309820175171,0.029720505699515343,0.6385093331336975,-0.5247498750686646,0.8116984367370605,-0.1715765744447708,0.28213194012641907],[-0.7460450530052185,-0.03211894631385803,-1.597176194190979,-0.4548499584197998,0.3415614366531372,1.1400023698806763,-1.7809007167816162,0.26900771260261536,-0.9633716344833374,0.6554684638977051,1.7754606008529663,0.051392342895269394,-0.17803868651390076,0.4149177670478821,-1.3927503824234009,-1.531863808631897,0.49174466729164124,0.18016736209392548,-1.304247498512268,-0.19279231131076813,-1.1176702976226807],[0.524232029914856,1.35629403591156,-1.1400413513183594,0.16947194933891296,-0.7754737734794617,-0.5684698224067688,0.7688375115394592,-0.23508264124393463,-1.5215071439743042,-1.1185344457626343,0.9372290372848511,-0.6947065591812134,0.6101428270339966,0.46968892216682434,-0.41573214530944824,-0.5486891865730286,0.9918331503868103,0.17955198884010315,0.18919704854488373,0.22110942006111145,-1.444685697555542],[0.6498823165893555,-0.5447096824645996,0.8633322715759277,-0.7207048535346985,0.5995168685913086,-1.0395106077194214,0.6821112036705017,1.7078830003738403,-0.017774129286408424,1.2783609628677368,0.9924469590187073,-0.5825821161270142,0.3487907648086548,0.9728643298149109,1.4308476448059082,0.42954590916633606,-0.6104008555412292,-0.506492018699646,-0.390659362077713,-1.3200080394744873,1.1044481992721558],[0.2785424590110779,0.3679601848125458,1.0444844961166382,-0.008082508109509945,0.3710436522960663,-1.3830671310424805,-0.5632551908493042,-0.5301774144172668,1.242694616317749,-0.2081521898508072,-0.47740355134010315,0.9189415574073792,-0.24554163217544556,0.5818748474121094,0.48014822602272034,0.09806710481643677,0.05152846500277519,0.21801190078258514,-0.4147520065307617,-1.116515874862671,-0.038832888007164],[-0.656658947467804,-2.1986589431762695,-0.0321647971868515,1.5580536127090454,1.0254613161087036,0.475800484418869,-1.858286738395691,0.1800847202539444,0.9333070516586304,-0.26207321882247925,0.009139308705925941,0.28701260685920715,-0.5266962647438049,-0.9600800275802612,-0.6537445187568665,-0.022397024556994438,-0.43607038259506226,1.7018320560455322,0.27640220522880554,-0.7413842678070068,-1.497376561164856],[0.6363518238067627,0.6654790639877319,1.7019513845443726,-0.9073666930198669,-0.3233444392681122,-0.32552385330200195,0.13708904385566711,-0.8684844970703125,2.181743860244751,1.5779807567596436,0.17038409411907196,-0.8706246614456177,0.11328125,0.16030380129814148,-0.9074388742446899,-1.284197449684143,-2.0249388217926025,-0.7503877878189087,0.72774738073349,-1.3597118854522705,-1.1336145401000977],[0.7036396265029907,-0.9831402897834778,-0.3181816339492798,0.16767404973506927,1.034130334854126,-0.31128522753715515,0.6417570114135742,-0.3054211437702179,-0.9857413172721863,-0.620033860206604,-0.5468277335166931,-0.49639299511909485,0.34251508116722107,-0.45091211795806885,-0.5326167941093445,0.6339157819747925,1.039215326309204,-0.8977220058441162,-0.17459486424922943,0.638194739818573,0.07184740155935287],[0.5641884803771973,0.5910351872444153,-0.6963784098625183,-0.4136919677257538,0.9310163259506226,-0.05067514255642891,-0.4040292799472809,-0.8058791160583496,0.11792226135730743,0.4974616467952728,0.6060112714767456,0.4456263780593872,1.230717658996582,-0.008205843158066273,0.7758866548538208,-0.18638598918914795,-0.7844499945640564,0.45201656222343445,0.06989999860525131,-0.4328652620315552,0.9319801330566406],[-0.08182262629270554,0.8629758358001709,-0.46336767077445984,-1.5641206502914429,0.2977653741836548,-0.018032997846603394,-0.8061736822128296,-0.42921069264411926,-0.16619540750980377,11.670065879821777,50.01861572265625,13.343767166137695,1.1860618591308594,1.5438190698623657,0.6583094596862793,-0.19419792294502258,0.8455723524093628,-0.40830954909324646,-0.5374674201011658,0.24655777215957642,0.38516518473625183],[-0.4891286790370941,-0.8794095516204834,0.5269885659217834,0.0641961470246315,-0.3743232786655426,0.0935857892036438,0.5951626896858215,1.1639788150787354,1.3351545333862305,53.253509521484375,212.72544860839844,53.91840362548828,3.214911460876465,1.4174916744232178,-2.208876848220825,0.3382178544998169,-0.43340346217155457,-0.3944461941719055,-0.7740682363510132,-0.7844352126121521,0.3351593315601349],[0.8737606406211853,-0.6128597855567932,-0.11620746552944183,0.2713146507740021,-0.42935696244239807,-1.1143972873687744,0.0027760029770433903,-0.6506352424621582,1.434024453163147,13.317804336547852,49.71418762207031,13.009539604187012,-0.27317526936531067,-0.032118238508701324,0.42062637209892273,-0.00969440396875143,-0.14144550263881683,0.7055630087852478,-0.7489989995956421,0.9348921775817871,0.1257079690694809],[0.13865812122821808,0.2530568242073059,-1.2081046104431152,-0.6834918856620789,-0.9093912839889526,-1.3211544752120972,1.2064911127090454,-0.45668017864227295,-0.05889390408992767,-0.6909152269363403,-1.3220856189727783,1.4692625999450684,-0.38225057721138,1.1760156154632568,0.8848795294761658,0.012107127346098423,-0.09682267904281616,0.23652510344982147,1.3514574766159058,1.125096321105957,-0.35915708541870117],[0.7486702799797058,-2.425297737121582,-0.3073120415210724,-0.4899000823497772,0.9251614809036255,1.1956679821014404,0.16707460582256317,0.5547245144844055,-0.7624416947364807,0.01771378517150879,-1.2019529342651367,0.011244062334299088,0.47472235560417175,1.3596360683441162,0.6750400066375732,-1.3194025754928589,0.15806196630001068,1.1312228441238403,0.02773931436240673,0.9357054829597473,-0.3724499046802521],[1.3959543704986572,-0.06960523873567581,0.17670950293540955,0.8999788165092468,0.8414807319641113,-0.42055436968803406,0.9111528396606445,0.770901620388031,1.1430612802505493,-0.8104687333106995,-0.30476441979408264,0.575388491153717,-0.5110591053962708,-1.4250755310058594,0.1491926908493042,-0.8378766179084778,0.0035963791888207197,0.21484628319740295,0.021153027191758156,-0.2283981442451477,1.9381191730499268],[-0.46976152062416077,-0.5066894292831421,0.8634135127067566,0.9556413292884827,-1.125717282295227,0.34611159563064575,0.09698277711868286,0.1708526462316513,-0.33326056599617004,3.736963987350464,-0.03251803666353226,0.2370924949645996,-0.3077224791049957,-0.7992103695869446,0.6144948601722717,-0.8954833149909973,-0.31844860315322876,-1.445540428161621,-0.5193272233009338,-0.11969786137342453,-0.1796574741601944],[0.41113269329071045,-0.4615629315376282,0.29290279746055603,0.4565122127532959,-0.7616845965385437,-0.2619970440864563,0.10092152655124664,-0.4763360321521759,-0.14130467176437378,-0.324680358171463,0.5254992842674255,-0.6126360893249512,-0.18384863436222076,-0.8551953434944153,0.7513161301612854,-0.10076148808002472,-0.7798999547958374,-0.8347616195678711,-0.4654727876186371,0.2684992849826813,0.7503876686096191],[-0.12101958692073822,0.5459116101264954,-0.3585811257362366,0.31829383969306946,0.4788079559803009,0.012874959036707878,-0.20228075981140137,0.7775537967681885,0.2813549339771271,-0.21038267016410828,1.6625525951385498,0.348720520734787,-0.6637182235717773,1.0011428594589233,-0.35961365699768066,-0.34709200263023376,1.0278940200805664,-1.0183502435684204,-0.6113486886024475,1.4912738800048828,1.327820897102356],[-0.3202769458293915,-1.3675907850265503,1.093466877937317,-1.3533062934875488,-0.6219210028648376,-0.5054116249084473,0.9481778740882874,-0.09348613023757935,0.35373759269714355,-1.3730566501617432,-1.7055126428604126,-0.8713055849075317,0.27178409695625305,-0.2208872139453888,-1.5067191123962402,-1.4110372066497803,1.6377805471420288,-0.5276186466217041,-0.7323898077011108,-0.9235945343971252,-0.6424528360366821],[-0.3534405529499054,-0.18157963454723358,-0.8501357436180115,-0.6734784245491028,0.5867319703102112,-0.2520735263824463,-0.07257114350795746,-0.8305519223213196,0.8099271655082703,-0.7249086499214172,-0.2983284592628479,0.43625563383102417,-0.9843351244926453,0.6161595582962036,-0.6549270153045654,-0.9042440056800842,0.9794992208480835,-1.132967472076416,0.2492205798625946,-0.39887508749961853,0.17820028960704803],[0.3013763427734375,0.7550700902938843,-0.2668650448322296,-1.8715264797210693,-0.15139855444431305,-1.2339038848876953,-0.11896307021379471,-1.2054120302200317,0.38401371240615845,0.11942107230424881,-0.1338990032672882,1.1575734615325928,-0.594857394695282,-0.552179217338562,-0.3691232204437256,1.3956364393234253,0.35732391476631165,-0.11213213205337524,0.42040228843688965,0.42540591955184937,-0.39471930265426636]] [0,1,2,3,4,5,6,7,8] [8.368698120117188,8.39676284790039,8.16716194152832,8.469928741455078,8.265471458435059,7.987842082977295,8.426621437072754,6.916694641113281,7.0216169357299805,5.534266471862793] [0.009727592580020428,0.009727592580020428,0.009727592580020428,0.009727592580020428,0.009727592580020428,0.009727592580020428,0.009727592580020428,0.009727592580020428,0.009727592580020428,0.009727592580020428] [[[-3.8294856548309326,0.08644137531518936,0.9243500232696533,-0.13988041877746582,-0.16416878998279572,1.3798775672912598,-3.6724050045013428,2.9218811988830566,2.169318437576294,-1.6927974224090576,4.3180012702941895,-0.05413614958524704,-1.2875711917877197,-2.264495849609375,2.702950954437256,0.3858746588230133,1.10432767868042,-2.411008358001709,-2.367772340774536,-1.2999597787857056,2.110318899154663],[-0.7460450530052185,-1.0629222393035889,2.395831823348999,2.140019178390503,-1.0158445835113525,2.3925392627716064,-4.836775302886963,-1.891054630279541,0.30300474166870117,-1.1068239212036133,1.7754606008529663,1.717820644378662,2.790297269821167,2.7447800636291504,-1.3927503824234009,-2.424586772918701,-1.8972461223602295,1.6138157844543457,-0.7966846823692322,-1.0822888612747192,-2.212796926498413],[1.3901901245117188,3.4701132774353027,-2.3712260723114014,-1.3633822202682495,-1.4451509714126587,-3.4283292293548584,0.4465864598751068,-0.23508264124393463,-0.25397831201553345,-2.995415687561035,3.388911485671997,2.438645839691162,-2.411543369293213,0.46968892216682434,0.12090527266263962,-2.706739664077759,2.000023365020752,0.045059047639369965,2.7574355602264404,1.3767749071121216,-0.7431528568267822],[2.6962764263153076,-2.6767807006835938,0.5013719797134399,0.5245746374130249,0.2751173973083496,0.2421974241733551,0.34308990836143494,-0.14338576793670654,3.2111504077911377,-1.9976916313171387,0.9924469590187073,-3.78639554977417,1.8215762376785278,-1.9948774576187134,2.0322465896606445,0.7786888480186462,-0.6026322245597839,1.1306735277175903,-1.9815510511398315,-0.9211241602897644,1.611140489578247],[-1.0489686727523804,-0.8746220469474792,0.9607709050178528,-0.09369900822639465,0.3710436522960663,-1.811966061592102,0.22595299780368805,2.640532970428467,1.242694616317749,-0.24032317101955414,-2.275850534439087,3.8726346492767334,-0.24554163217544556,-1.0050978660583496,1.8630659580230713,-1.851349115371704,1.832047462463379,-0.3036344647407532,-3.904228448867798,-5.094585418701172,-1.0280424356460571],[1.2544995546340942,-2.8713467121124268,-0.3355811834335327,1.7792868614196777,-2.588250160217285,0.7091127634048462,-2.6405997276306152,0.13573209941387177,-1.504581093788147,-0.26207321882247925,-0.7371262907981873,0.29729434847831726,1.1871988773345947,3.413877248764038,-3.378977060317993,-0.6413941979408264,-0.38215717673301697,4.130262851715088,0.9251202940940857,-4.110678672790527,0.13937970995903015],[-2.236875295639038,2.5878939628601074,1.7261314392089844,0.9602924585342407,0.30066215991973877,1.3723974227905273,0.13708904385566711,-2.3894150257110596,3.9914140701293945,8.659072875976562,5.143892288208008,-0.8706246614456177,2.3548929691314697,-0.0863538309931755,-1.3413969278335571,2.1071364879608154,0.2547171413898468,1.101088285446167,1.1720519065856934,-2.08290696144104,-1.1336145401000977],[0.6490368247032166,-2.852302074432373,-1.889912724494934,1.5256162881851196,-1.9965062141418457,0.666982889175415,-0.12049352377653122,-0.768273115158081,-1.7383100986480713,1.4919830560684204,-0.7328870892524719,-1.7064558267593384,1.398146629333496,-4.105612754821777,0.40382251143455505,0.017906980589032173,1.3637549877166748,-0.1452997624874115,0.3233994245529175,1.7370392084121704,0.07184740155935287],[3.9615378379821777,-0.8390373587608337,-2.6144771575927734,1.2025439739227295,-0.9499585032463074,0.32304492592811584,-2.7357888221740723,2.0976176261901855,2.7674856185913086,0.36227649450302124,2.9309208393096924,1.2559823989868164,2.617112636566162,-0.1556498110294342,2.195585250854492,0.8362316489219666,2.412871837615967,-2.1248416900634766,0.35426080226898193,2.0754730701446533,-1.8095667362213135],[0.678786039352417,0.9215599298477173,3.455533981323242,-3.8012521266937256,-1.5606375932693481,1.485547661781311,2.5039350986480713,1.9593905210494995,-3.6613402366638184,10.33349323272705,53.91283416748047,13.343767166137695,-2.0798909664154053,-0.6534074544906616,1.9009301662445068,1.3710404634475708,-2.3686628341674805,0.5643965601921082,-1.3202799558639526,-1.8951383829116821,0.9997065663337708],[-1.8831167221069336,0.04801641404628754,2.147801637649536,2.398467779159546,1.8142715692520142,-0.5606988072395325,0.7976275682449341,-0.4845014810562134,0.8559263944625854,53.253509521484375,232.9906463623047,52.736717224121094,2.355191707611084,2.2912521362304688,0.21581193804740906,0.3382178544998169,0.1930202692747116,5.7215576171875,-2.4746363162994385,-2.925107717514038,-0.059868521988391876],[-0.8163477778434753,-0.6321271657943726,-1.2304879426956177,-0.36526817083358765,-1.735024333000183,1.0889116525650024,2.3081295490264893,1.2300373315811157,-0.6899493336677551,12.696595191955566,53.95914840698242,12.483601570129395,1.3354501724243164,-0.15121378004550934,-0.491700679063797,-3.0670180320739746,-1.0733122825622559,4.2530388832092285,-0.8888869285583496,0.4805835783481598,0.1257079690694809],[0.09984475374221802,-1.1348315477371216,-2.8417983055114746,1.6997641324996948,-1.2313551902770996,-1.9839237928390503,1.652087926864624,4.072172164916992,-1.6809015274047852,-4.731395244598389,-2.8148932456970215,0.6093634366989136,-0.5075138807296753,1.6041103601455688,1.7593978643417358,0.765416145324707,1.8470839262008667,0.23652510344982147,1.3605773448944092,1.125096321105957,-1.7468130588531494],[1.790653109550476,-2.8132693767547607,2.7312557697296143,-2.7416036128997803,3.96905255317688,1.1956679821014404,0.6858566403388977,0.1618857979774475,-2.1389999389648438,-1.6334642171859741,-1.6949821710586548,0.011244062334299088,-1.7890454530715942,2.694504976272583,-0.41756948828697205,-1.8983697891235352,2.835604429244995,1.665931224822998,0.10201099514961243,3.2885289192199707,3.696040630340576],[-2.346040964126587,-2.2022933959960938,-0.3574906885623932,-1.4739397764205933,1.0446687936782837,-2.395237922668457,2.0650312900543213,-1.762819528579712,1.9025825262069702,-2.926582098007202,-1.6169847249984741,-2.4980862140655518,-3.1434435844421387,-2.582160234451294,1.730757713317871,2.172316312789917,-1.1168967485427856,1.0743470191955566,-0.618037223815918,-0.39051833748817444,-0.7664511799812317],[0.47691109776496887,1.0465242862701416,0.8634135127067566,1.571965217590332,1.9481397867202759,-0.9632917642593384,-0.1062161922454834,1.7785087823867798,-1.3864545822143555,3.736963987350464,4.586313724517822,2.806145429611206,-1.2077293395996094,-0.36326006054878235,0.647537887096405,4.330152988433838,-1.8335531949996948,5.607672214508057,0.9036008715629578,1.8310517072677612,0.484607994556427],[-1.7207621335983276,0.47855210304260254,0.29290279746055603,3.5026869773864746,-3.3807485103607178,0.310322105884552,1.4804966449737549,3.7590417861938477,1.2253923416137695,1.1559827327728271,0.5254992842674255,3.0157227516174316,0.5330758690834045,0.1599256843328476,0.7513161301612854,-3.2471683025360107,-2.2906765937805176,0.5477031469345093,0.11671330779790878,1.2188163995742798,-1.6045887470245361],[0.7649731040000916,-1.9146963357925415,0.38539308309555054,0.31829383969306946,2.6500208377838135,0.012874959036707878,-2.607849597930908,-4.614202976226807,0.09126926958560944,-1.775524616241455,3.054816484451294,0.8320125937461853,-0.39932575821876526,1.0011428594589233,-1.08253014087677,-1.5953527688980103,1.0278940200805664,-1.834624171257019,0.2511628270149231,-1.6599366664886475,0.5039440393447876],[-1.662071943283081,-3.3561489582061768,-0.9102872610092163,-0.20215198397636414,-1.1719982624053955,0.9288197755813599,1.4364242553710938,5.744654655456543,2.0675675868988037,-2.2318241596221924,4.349944591522217,1.5365954637527466,-1.4712908267974854,0.9033628702163696,-2.909823417663574,-1.4110372066497803,3.293466567993164,-1.0856852531433105,1.4252370595932007,-0.19193363189697266,-0.6424528360366821],[-0.8326363563537598,1.145516276359558,-1.5896819829940796,3.569734811782837,-0.2716366946697235,-0.2520735263824463,-0.6261749863624573,-0.2856937050819397,0.2061796337366104,-2.821711301803589,0.46013450622558594,0.43625563383102417,-0.9843351244926453,-0.05353459343314171,1.9847756624221802,-2.2353036403656006,3.07110857963562,-1.132967472076416,-1.3854795694351196,-1.4064016342163086,-2.996248960494995],[-4.450517177581787,2.669917106628418,0.20535215735435486,-1.8888038396835327,2.501521110534668,-2.4182865619659424,-2.0761823654174805,1.1167728900909424,4.119924545288086,-1.1622309684753418,-3.0545403957366943,0.1237734705209732,-4.748756408691406,-3.9208755493164062,-0.3691232204437256,1.96379816532135,1.558751106262207,-3.99629807472229,2.7107768058776855,-0.8626401424407959,-6.8866868019104]],[[-1.7393218278884888,-2.3972208499908447,-0.602888286113739,-2.8290116786956787,0.8737719655036926,-2.7782082557678223,1.621852993965149,-0.7581438422203064,-2.3201169967651367,-2.19984769821167,-3.3557846546173096,-4.366628646850586,0.7392450571060181,-0.6504190564155579,1.755309820175171,3.6250557899475098,-0.9229904413223267,-0.6822555661201477,-0.3573896288871765,1.984234094619751,2.963054656982422],[1.5386793613433838,0.09372834116220474,-1.569923758506775,-2.3087987899780273,-3.8549134731292725,2.2396724224090576,-2.9580254554748535,4.204029560089111,-0.9633716344833374,-2.056398391723633,-0.1025291234254837,0.051392342895269394,0.5666396617889404,-1.5375727415084839,-1.4690912961959839,-5.284621238708496,1.008719801902771,-1.969316840171814,-1.4397391080856323,0.837446391582489,-1.1176702976226807],[0.524232029914856,1.6273432970046997,-1.316495656967163,0.6607714295387268,0.13047093152999878,-5.447912693023682,-2.041555404663086,-0.6558839678764343,-2.7106406688690186,-0.8221994042396545,0.8901411890983582,-1.3252993822097778,-0.06543339043855667,4.115114212036133,-0.4333498179912567,-0.5486891865730286,-0.818673312664032,0.5397180318832397,-2.010662794113159,3.0348587036132812,-1.1572380065917969],[-2.6701714992523193,-0.13893726468086243,2.1835920810699463,-0.7207048535346985,0.5995168685913086,1.7846726179122925,-2.945591688156128,-0.09795263409614563,-0.8577558994293213,0.8078473210334778,-2.0176045894622803,-0.14466530084609985,0.588483452796936,0.9728643298149109,1.7320748567581177,-3.488068103790283,-0.8813171982765198,-0.13932201266288757,1.0596468448638916,-1.3200080394744873,1.5186676979064941],[-0.7518091797828674,-0.32510262727737427,1.0528881549835205,1.379990577697754,1.886414647102356,-1.3830671310424805,-1.078542709350586,1.0052131414413452,-2.6885297298431396,0.9619709849357605,-1.7456783056259155,-0.9528381824493408,-1.1150273084640503,2.20442533493042,0.48014822602272034,-3.8756749629974365,0.41506239771842957,0.41324466466903687,1.9579193592071533,-0.6818505525588989,1.606160283088684],[-2.480863571166992,1.738861322402954,-0.0321647971868515,0.1557811051607132,0.6688627600669861,-2.41752552986145,1.4433859586715698,2.2939260005950928,2.1171674728393555,-2.9940552711486816,2.6037440299987793,-1.7750753164291382,-1.8533719778060913,-2.1795248985290527,-1.8405474424362183,3.463773250579834,-3.589277505874634,-2.4538748264312744,-0.22023966908454895,-1.7209094762802124,-2.246053457260132],[0.6363518238067627,3.123072624206543,-1.9670764207839966,1.6110143661499023,-0.3233444392681122,-1.7818516492843628,-0.6971219182014465,-0.8944658041000366,2.6928093433380127,1.5779807567596436,-0.175190731883049,5.061864852905273,-0.02780432440340519,-0.14902563393115997,-3.7016494274139404,-1.422597885131836,-2.44761061668396,-0.7503877878189087,-3.7206308841705322,-1.5343695878982544,1.8681666851043701],[2.5921266078948975,0.7622848749160767,0.21873989701271057,-0.6417111754417419,3.8749797344207764,0.8571174740791321,2.351388692855835,6.346339702606201,-0.9857413172721863,-0.7123215198516846,-0.5468277335166931,3.9395272731781006,-0.34998619556427,4.715482234954834,-0.8327646255493164,-0.7699909210205078,-4.824688911437988,-1.2839851379394531,2.618131637573242,-0.7481762766838074,-1.607469916343689],[-2.2384274005889893,0.5910351872444153,-0.8411700129508972,-3.7207818031311035,0.9310163259506226,-2.7625479698181152,-2.234022617340088,-0.9330924153327942,-0.910342276096344,0.4974616467952728,0.07303275913000107,1.8188707828521729,-3.064380407333374,1.0392136573791504,0.7758866548538208,-1.6070787906646729,0.9659239649772644,0.45201656222343445,-3.51706600189209,1.2525761127471924,1.4953290224075317],[-0.08182262629270554,2.1421284675598145,2.8713302612304688,-1.5641206502914429,0.6733083724975586,0.08735328167676926,-5.483013153076172,-1.4750301837921143,-2.989147424697876,11.670065879821777,50.01861572265625,18.91445541381836,1.1250706911087036,-3.201070547103882,-5.064186096191406,1.682620882987976,-3.3690035343170166,-1.8586183786392212,-0.7523298859596252,0.24655777215957642,2.171949625015259],[-0.21253809332847595,2.239828109741211,-0.02202046848833561,1.1988717317581177,-2.854584217071533,-0.6323981881141663,-1.3431211709976196,2.276671886444092,1.3351545333862305,48.02983856201172,217.62831115722656,72.70982360839844,6.900943756103516,-1.1545308828353882,-2.894727945327759,1.6993380784988403,1.1542819738388062,-7.292733192443848,4.168015956878662,-1.0216835737228394,-1.3612122535705566],[1.8078583478927612,-1.7788689136505127,0.9602205157279968,0.02936466597020626,0.3047148287296295,-3.7135133743286133,0.4632164239883423,-1.4535064697265625,-1.6169376373291016,13.631290435791016,50.53726577758789,18.72968101501465,-2.797546863555908,-0.032118238508701324,0.6865906119346619,1.9737542867660522,-0.14144550263881683,0.39653685688972473,1.934598684310913,-1.3798832893371582,-2.217012882232666],[-2.105634927749634,-3.4805030822753906,0.5033327341079712,-0.6834918856620789,-0.9093912839889526,-1.7074949741363525,-0.01560196839272976,-1.9910345077514648,1.8760936260223389,0.4148064851760864,-0.644623875617981,-1.3900243043899536,2.747838258743286,0.4402400255203247,-1.4370965957641602,-0.6002930402755737,-0.18110015988349915,2.2340266704559326,-4.499502182006836,-1.0975619554519653,-0.7111421823501587],[0.34508365392684937,-3.035194158554077,2.0287954807281494,-2.8659000396728516,0.9251614809036255,3.6283626556396484,0.46909764409065247,1.6952630281448364,-1.8683363199234009,0.3598778545856476,3.2213175296783447,1.783027172088623,0.3359067738056183,4.394906520843506,2.4972124099731445,2.5499603748321533,-2.4827394485473633,1.2359883785247803,0.5994880199432373,0.9357054829597473,-3.370532274246216],[2.281750202178955,-0.925118625164032,0.17670950293540955,1.37628972530365,-1.1967923641204834,-0.42055436968803406,0.9111528396606445,1.8768270015716553,3.9022984504699707,-1.962834358215332,2.664787769317627,0.7776094675064087,0.20545326173305511,-3.069460153579712,-0.8739601373672485,-1.420841097831726,-2.23533034324646,0.21484628319740295,-0.10599600523710251,0.34030115604400635,0.5125861763954163],[1.2945588827133179,1.434539556503296,2.0442559719085693,2.528151273727417,-2.1351733207702637,0.9705196619033813,0.09698277711868286,1.5056160688400269,0.9085845351219177,-1.190744400024414,-1.8113831281661987,-1.6995794773101807,-1.0417637825012207,-1.1571327447891235,-2.5973572731018066,-2.334568738937378,-1.913216233253479,-1.8914414644241333,-0.8551884293556213,-1.2384949922561646,-0.1796574741601944],[0.08563026785850525,-2.108912467956543,-3.215374708175659,1.0878827571868896,-0.9439405202865601,-0.30666017532348633,-1.2427630424499512,-0.2726338803768158,-0.14130467176437378,-1.0283838510513306,-0.41232219338417053,-1.1427592039108276,-1.9140962362289429,1.3555948734283447,2.9657785892486572,0.8021439909934998,3.7134010791778564,-2.933973789215088,-1.5012115240097046,2.625312566757202,1.0175964832305908],[-0.12101958692073822,0.15524907410144806,-1.2692128419876099,0.16907086968421936,2.4792640209198,1.9087040424346924,-1.211984634399414,1.1803280115127563,-1.7603881359100342,-3.178626298904419,1.6625525951385498,0.348720520734787,-0.6637182235717773,0.4292157292366028,-0.7995062470436096,-0.7153063416481018,-2.534553289413452,-1.2776566743850708,1.2529983520507812,2.475594997406006,0.9583550095558167],[-1.1516939401626587,-3.5807840824127197,1.2262376546859741,1.6356697082519531,3.7941715717315674,4.479598045349121,1.935768485069275,1.217963457107544,0.8784381151199341,-3.1252050399780273,-2.040809392929077,-3.9356465339660645,2.873755693435669,-1.3077770471572876,-3.253601312637329,1.0966845750808716,1.9626619815826416,-1.5200111865997314,-0.7323898077011108,0.3319300413131714,-4.17492151260376],[-4.1090803146362305,-1.8245904445648193,1.1743826866149902,-2.6191399097442627,-0.10109923034906387,1.3533380031585693,-2.6719257831573486,0.35021650791168213,0.8099271655082703,0.6718279719352722,-0.7383955121040344,-0.6719495058059692,-2.6120386123657227,1.4842361211776733,0.9737518429756165,-1.2958215475082397,-0.6598629355430603,-4.3754682540893555,0.4813377559185028,-0.39887508749961853,-1.8424197435379028],[1.820030927658081,0.7550700902938843,0.09869617968797684,-1.620504379272461,-1.4223384857177734,1.4056826829910278,-1.5820767879486084,-1.2054120302200317,2.811161994934082,-2.754112958908081,2.7864246368408203,2.6373486518859863,-1.280475378036499,1.1074707508087158,-0.9322953820228577,1.3617182970046997,1.5634852647781372,-0.11213213205337524,1.9416155815124512,1.4850561618804932,0.685703694820404]],[[-1.0350919961929321,-0.23061895370483398,0.6943771243095398,0.775020956993103,-2.841691017150879,4.443861961364746,-0.13042759895324707,-1.0409071445465088,0.7650014162063599,-1.8944405317306519,2.156707525253296,0.21178817749023438,-3.2801942825317383,-0.33935579657554626,2.8891921043395996,-1.5527242422103882,0.8547853827476501,-2.7264459133148193,0.8749493360519409,3.2301435470581055,2.160118341445923],[-1.5684854984283447,0.20638953149318695,-1.754378080368042,-1.7922797203063965,0.10738109052181244,0.7235618829727173,2.087346315383911,0.26900771260261536,-2.319277048110962,0.6554684638977051,2.0509262084960938,1.8595200777053833,-3.2334511280059814,2.1018221378326416,-1.9574049711227417,-3.149383068084717,0.49174466729164124,-0.3898395895957947,-1.2459750175476074,0.2901412546634674,-1.4905669689178467],[1.5058737993240356,2.58626127243042,-1.8149912357330322,-4.196760177612305,2.1208176612854004,-0.16716121137142181,-1.19303560256958,-1.5642338991165161,1.0412622690200806,-2.5690436363220215,1.011394739151001,-0.6947065591812134,1.9117199182510376,-1.7356115579605103,-0.41573214530944824,0.1366889625787735,-2.2213714122772217,-0.5430992245674133,1.4291448593139648,-0.7384741306304932,2.1770434379577637],[0.6498823165893555,-1.4361087083816528,0.1711757928133011,0.10136982053518295,2.6565921306610107,-1.9266846179962158,1.6055047512054443,1.7078830003738403,-2.366360902786255,-0.8238938450813293,-0.6838696002960205,-1.046740174293518,0.3487907648086548,-1.4151091575622559,2.780475378036499,0.42954590916633606,0.8250745534896851,-0.21017619967460632,-1.3656649589538574,-1.834010362625122,-1.6548945903778076],[1.8401939868927002,0.6750701665878296,-1.9064199924468994,1.7637194395065308,4.655350208282471,0.1271016001701355,-1.3528509140014648,-1.8789258003234863,1.785805583000183,-0.00923166610300541,-1.6634777784347534,-1.3512729406356812,-6.032254695892334,0.773777186870575,1.7325968742370605,0.09806710481643677,0.05152846500277519,-2.01918363571167,2.4146108627319336,1.0726176500320435,-0.038832888007164],[-1.559667944908142,-1.5787006616592407,-0.6324984431266785,-0.45480677485466003,1.0254613161087036,0.475800484418869,-2.7355659008026123,-1.0065369606018066,0.9333070516586304,-2.2868549823760986,0.23586143553256989,-2.7184293270111084,2.7732760906219482,1.2537060976028442,3.346031427383423,-0.47353410720825195,0.006681797560304403,1.7018320560455322,0.2959744334220886,-0.7413842678070068,-2.034944534301758],[3.8030104637145996,-0.2812955975532532,1.7019513845443726,0.9428882598876953,-1.8767932653427124,0.10757902264595032,1.4428900480270386,-0.19050338864326477,2.8632986545562744,2.544522285461426,-0.7979706525802612,-2.215876340866089,1.4532537460327148,-0.29574382305145264,-0.9074388742446899,4.966098308563232,-2.0249388217926025,-0.9962044954299927,0.72774738073349,0.41503411531448364,-1.6092256307601929],[-1.1503511667251587,-2.509789228439331,0.19947242736816406,0.16767404973506927,-1.4759036302566528,2.133836507797241,0.6417570114135742,2.2027766704559326,0.25229448080062866,-0.620033860206604,0.8402731418609619,-3.5104482173919678,-0.09046746045351028,0.4391627907752991,-3.079042911529541,0.6339157819747925,2.2926926612854004,-1.7624155282974243,-0.17459486424922943,0.638194739818573,-1.2633877992630005],[-3.2553789615631104,1.3715238571166992,-0.6963784098625183,-0.6732498407363892,1.0504530668258667,-2.9332175254821777,0.2976129949092865,-0.7887599468231201,-1.589127779006958,-2.119710683822632,-2.1147243976593018,1.6233820915222168,-5.575072288513184,-1.7744865417480469,-1.4038523435592651,1.7281852960586548,-2.128920555114746,1.9855473041534424,0.8014249801635742,1.0139853954315186,1.6731241941452026],[0.19659894704818726,0.9075326919555664,-0.9407889246940613,-4.080306053161621,-1.4361282587051392,-0.2451639473438263,0.6519607305526733,2.113248348236084,0.3422403037548065,9.81070327758789,45.978153228759766,22.594722747802734,1.7428797483444214,2.5454282760620117,0.6583094596862793,-0.9456733465194702,-2.3168084621429443,1.353240966796875,-0.5374674201011658,-3.944760322570801,0.38516518473625183],[-0.4891286790370941,-3.0402162075042725,-2.592162847518921,0.0641961470246315,-0.3743232786655426,0.4701828062534332,3.2955055236816406,1.5403804779052734,-0.06428055465221405,46.1593132019043,195.7004852294922,92.73359680175781,11.876124382019043,1.6257888078689575,1.8906276226043701,1.146606683731079,-0.24966159462928772,0.7041193246841431,3.800311803817749,-1.784085750579834,2.600926399230957],[0.8737606406211853,1.711194634437561,1.1225422620773315,0.42760059237480164,-2.265580177307129,-1.5187002420425415,-2.325482130050659,0.37411022186279297,1.8229809999465942,12.079235076904297,46.247581481933594,20.871265411376953,3.39101505279541,3.268272876739502,0.22539213299751282,1.933363676071167,-3.5451066493988037,-3.204864978790283,-0.801882803440094,1.279170036315918,-0.8230209350585938],[-0.7639838457107544,0.006272213999181986,-1.8744885921478271,-0.9873664379119873,1.1117461919784546,-1.3211544752120972,1.3510898351669312,-0.531021237373352,1.446316123008728,-0.2899036705493927,-3.902073621749878,-1.644515872001648,-1.5642342567443848,0.02073167823255062,0.8848795294761658,0.012107127346098423,1.0885899066925049,1.7105624675750732,3.249420166015625,2.945838451385498,-2.0589749813079834],[1.36418879032135,-4.145936489105225,-0.3073120415210724,-0.5804270505905151,-0.3916715681552887,0.7455269694328308,-3.01716685295105,1.666862964630127,-0.7624416947364807,-0.7761359214782715,-2.805863857269287,-0.9823164343833923,1.1270370483398438,-0.8332679867744446,2.0888757705688477,-1.1087799072265625,-1.9715853929519653,0.008557654917240143,-3.1213371753692627,2.3493576049804688,-0.3724499046802521],[1.3959543704986572,0.4154489040374756,-1.3904674053192139,2.0613715648651123,3.0365793704986572,-2.5076003074645996,-3.3927700519561768,0.770901620388031,1.1430612802505493,-3.591916799545288,-0.30476441979408264,-0.836463987827301,0.5788577198982239,0.3032977283000946,-0.23150192201137543,-0.3962986171245575,0.9466723203659058,-2.2565510272979736,2.961477041244507,-0.050443001091480255,3.615839719772339],[-0.46976152062416077,-0.5066894292831421,0.31869807839393616,-4.320696830749512,-1.5321059226989746,2.2154717445373535,-0.8079062104225159,-0.2776523232460022,-0.04193446785211563,5.440765380859375,-0.7995338439941406,-0.3290765583515167,0.9199778437614441,-0.7992103695869446,0.5713948011398315,-0.7616027593612671,-0.31844860315322876,1.8588182926177979,-0.9403595924377441,-4.017762660980225,-1.5488978624343872],[0.41113269329071045,-1.932613730430603,-3.6265475749969482,-0.16858193278312683,0.491281121969223,-3.023773670196533,-0.5801122784614563,-2.1041371822357178,-2.5621230602264404,-0.324680358171463,2.820166826248169,1.7675912380218506,1.8689919710159302,0.2682419717311859,-1.3587833642959595,-0.8192582130432129,0.9595145583152771,0.2919938266277313,0.5894501805305481,-1.1613765954971313,1.6438355445861816],[2.8453309535980225,-1.763953447341919,-2.9578194618225098,2.531768798828125,0.4788079559803009,-1.255885124206543,3.843994140625,0.7461882829666138,3.2441775798797607,-0.049754586070775986,2.1037864685058594,1.6108636856079102,-2.852203130722046,1.0869766473770142,-0.2624742090702057,1.8870588541030884,1.4926297664642334,1.8078296184539795,-0.6113486886024475,-4.478609085083008,-3.3837075233459473],[-0.3202769458293915,-1.9220926761627197,1.9054926633834839,-0.13121379911899567,-0.5824002027511597,-3.7600958347320557,1.088403582572937,-1.1804323196411133,0.25704291462898254,-3.1468093395233154,-3.216031312942505,-3.8896336555480957,-1.0065983533859253,3.6582844257354736,0.08549511432647705,-2.6978602409362793,-2.2190942764282227,-2.4205069541931152,0.740477979183197,6.266308307647705,2.9038100242614746],[-0.3534405529499054,-0.18157963454723358,2.3353538513183594,2.233243942260742,1.8943185806274414,-0.46797510981559753,1.0956709384918213,-2.072063446044922,-0.5068687200546265,-0.7249086499214172,-0.11314627528190613,2.4619154930114746,-2.179215431213379,0.3614645004272461,3.7549619674682617,-1.3226630687713623,0.02533644065260887,0.7005252838134766,0.27232563495635986,-1.0692201852798462,1.9258644580841064],[0.3013763427734375,1.4784284830093384,-3.3083348274230957,-3.230149745941162,0.24386551976203918,-1.2339038848876953,-2.240877151489258,-0.38472533226013184,0.08583027124404907,1.951534628868103,-0.1338990032672882,-4.925533771514893,2.450024366378784,-0.552179217338562,2.018889904022217,5.544651031494141,-3.9064762592315674,0.0045942808501422405,-1.2200363874435425,1.4561853408813477,2.649068593978882]],[[0.1610007882118225,1.5436104536056519,-2.200652837753296,-0.4181293547153473,-0.570127546787262,-1.6304190158843994,5.9365763664245605,-0.217794269323349,1.4502018690109253,2.26363205909729,-0.3193971812725067,-1.911739468574524,5.53057861328125,0.20580528676509857,2.475820779800415,1.130768060684204,-3.481325149536133,-0.5247498750686646,0.0517900213599205,-0.1715765744447708,-4.584603786468506],[0.1500013917684555,1.6376726627349854,0.11887554079294205,-0.4548499584197998,5.178962230682373,-1.5700148344039917,0.42816856503486633,0.20501697063446045,0.4835876524448395,1.1012883186340332,2.123781204223633,0.3055145740509033,2.063673496246338,0.3674473166465759,-1.1017166376113892,-1.531863808631897,1.2689597606658936,2.386287212371826,0.39645645022392273,-3.6861605644226074,-0.3446335196495056],[1.6335376501083374,0.15349383652210236,-6.795248508453369,3.8323512077331543,-1.1256680488586426,-4.745392322540283,-0.680687427520752,1.3395171165466309,-3.9533164501190186,0.40584829449653625,1.4667561054229736,-1.6084768772125244,2.4186079502105713,-0.9028711915016174,0.1542697697877884,-2.66845440864563,0.9918331503868103,1.2933162450790405,0.18919704854488373,-1.8578439950942993,-3.46907114982605],[-2.6317148208618164,-0.2807229161262512,0.8633322715759277,1.1152540445327759,-1.1103663444519043,-1.0601537227630615,0.6821112036705017,2.645909309387207,-0.9336430430412292,-0.10832323879003525,2.109251022338867,-0.5825821161270142,-2.5170912742614746,1.5610929727554321,0.2232014238834381,-2.620687961578369,1.1345635652542114,-0.5362922549247742,-0.390659362077713,2.6868350505828857,1.1044481992721558],[2.622936487197876,2.779594659805298,2.0052199363708496,-0.6801422834396362,-0.48138427734375,2.3087563514709473,-0.5632551908493042,0.9701828956604004,3.04007625579834,-1.4838812351226807,-0.47740355134010315,0.9189415574073792,3.4859321117401123,0.25366777181625366,-4.581887245178223,-1.8697538375854492,-0.698043167591095,1.0077091455459595,0.5677493214607239,-3.456866979598999,4.8358917236328125],[-1.9004886150360107,-5.456369400024414,3.5384247303009033,-2.5649609565734863,1.7143526077270508,2.778970718383789,-2.850651264190674,-0.3386509418487549,-1.6608953475952148,1.4655970335006714,-2.7402408123016357,0.28701260685920715,-0.5266962647438049,-1.3874156475067139,0.8084914088249207,0.05985601618885994,1.3728388547897339,1.9808356761932373,0.27081573009490967,-0.37560421228408813,-1.0531694889068604],[0.7455506920814514,0.6654790639877319,-3.5511412620544434,-3.470282793045044,0.507221519947052,-1.7526700496673584,-1.221738338470459,0.9826346635818481,1.0986747741699219,2.3515729904174805,-1.0146888494491577,-2.485860824584961,2.0959460735321045,1.2171740531921387,-2.74629807472229,-2.195491313934326,-2.777132034301758,-3.5647823810577393,-1.0405935049057007,-2.339290142059326,0.6900469064712524],[0.7036396265029907,4.654510021209717,-0.3181816339492798,1.0409044027328491,-0.1315324753522873,-3.484771728515625,-3.48697829246521,1.0285364389419556,-1.6921932697296143,1.6116679906845093,-0.47740310430526733,1.201766014099121,0.34251508116722107,1.7361235618591309,-0.15730468928813934,1.569822072982788,2.4904913902282715,-2.0688798427581787,-2.988652467727661,2.64996337890625,0.4691195785999298],[2.8659372329711914,1.5763994455337524,-1.958277940750122,-1.167264461517334,3.50002121925354,1.2411030530929565,3.0812907218933105,-1.132047176361084,-0.25110679864883423,3.022444725036621,1.241203784942627,-0.48508721590042114,4.38986349105835,0.5175514817237854,5.238292217254639,0.9283981919288635,3.6727311611175537,0.8700523376464844,1.7378554344177246,-2.166055917739868,0.3985837996006012],[2.7863316535949707,2.5694334506988525,-0.9018254280090332,0.17067696154117584,-0.5764341950416565,-1.5214260816574097,-0.5508930683135986,-0.7451751828193665,-0.16619540750980377,13.712053298950195,52.52033615112305,11.1967191696167,1.1860618591308594,-4.500137805938721,-1.3718410730361938,0.7523553371429443,0.9130815863609314,0.3088131546974182,0.1446889042854309,1.2084970474243164,-0.8786696791648865],[0.024785907939076424,3.116657257080078,-3.2477078437805176,-2.2557811737060547,-4.251536846160889,-2.666968822479248,-1.4421827793121338,1.503636360168457,1.676996111869812,56.180198669433594,234.45103454589844,52.79468536376953,-0.5569549202919006,-2.1809983253479004,-2.208876848220825,3.5965466499328613,2.5909459590911865,-0.9393163323402405,-0.7740682363510132,-0.7844352126121521,0.9403046369552612],[-0.4252491593360901,-2.2499561309814453,0.17498326301574707,0.2713146507740021,-2.8984804153442383,1.3987977504730225,0.5259179472923279,-1.3345497846603394,1.434024453163147,13.317804336547852,52.60386276245117,11.91457748413086,-0.27317526936531067,-2.4362869262695312,2.4481773376464844,-2.3372669219970703,0.4899768531322479,0.7055630087852478,-1.2195618152618408,2.1544954776763916,1.4425320625305176],[1.3120548725128174,0.974544882774353,2.8469533920288086,-3.074538469314575,-1.338070034980774,-0.06213347613811493,2.294792413711548,0.4013698399066925,-0.613912045955658,-0.6909152269363403,-0.39019981026649475,1.5807255506515503,-0.8825961947441101,-0.21566903591156006,2.3771138191223145,2.348126173019409,-0.09682267904281616,1.1175391674041748,2.7311012744903564,0.1320340782403946,-0.5208572745323181],[0.7486702799797058,-1.1460013389587402,-0.8549240827560425,0.23212257027626038,2.6115009784698486,1.2421890497207642,0.15086525678634644,-1.4623438119888306,-2.662764072418213,-0.7488383054733276,2.187368154525757,2.8414838314056396,0.6647869944572449,-4.61049222946167,-7.335753917694092,-1.9560316801071167,-1.0536034107208252,4.341348171234131,0.02773931436240673,-2.4534435272216797,-1.5172346830368042],[0.9151756763458252,2.3548264503479004,0.23281610012054443,-3.125258207321167,0.8414807319641113,-0.16602155566215515,-2.4517760276794434,0.5877212285995483,1.1072927713394165,0.9193835258483887,-0.001259605516679585,2.9355669021606445,2.6195151805877686,-0.941777765750885,1.2234140634536743,1.713324785232544,1.7067457437515259,-0.7637220025062561,-1.2643375396728516,-0.2283981442451477,3.8583710193634033],[-0.7847421765327454,-2.210293769836426,0.35362708568573,0.5497269630432129,-0.01826341636478901,-1.467130184173584,1.5692670345306396,1.2348124980926514,0.49166977405548096,2.2494728565216064,1.4744157791137695,1.9404547214508057,1.8923768997192383,-2.5238897800445557,0.6144948601722717,-1.4842783212661743,0.9994737505912781,-1.445540428161621,1.7925269603729248,1.6436775922775269,-0.2027764767408371],[-1.3604384660720825,-3.317633867263794,2.506286144256592,1.8975447416305542,-1.1252217292785645,-1.9663023948669434,2.02377986907959,0.7627051472663879,1.090239405632019,1.055285096168518,4.237297058105469,-1.286818265914917,0.6590116620063782,-0.8551953434944153,-3.6210618019104004,0.18622954189777374,-0.7798999547958374,-4.9424567222595215,-0.8318876624107361,0.11142046004533768,0.7503876686096191],[-3.9627010822296143,2.5321455001831055,-0.3585811257362366,0.4215615391731262,-0.9795735478401184,1.7766544818878174,2.1912431716918945,-0.8418306112289429,-4.678361415863037,2.680325984954834,2.6781868934631348,-0.28530237078666687,-1.4448437690734863,3.5976624488830566,-1.989391565322876,-0.34709200263023376,2.550203561782837,1.722204566001892,-0.8055175542831421,0.8049665689468384,-0.28424668312072754],[-0.9369438886642456,0.26822900772094727,1.093466877937317,-1.3533062934875488,-1.2349326610565186,5.898355960845947,4.603174209594727,1.7295423746109009,0.35373759269714355,-1.3730566501617432,-1.7055126428604126,-0.13824740052223206,0.691667914390564,-2.241633892059326,-0.14871613681316376,-1.559443473815918,0.5257799029350281,-0.5276186466217041,-0.7334598302841187,-1.4490547180175781,-0.41222766041755676],[0.30386513471603394,-0.6895304322242737,1.0145974159240723,-1.2183917760849,-0.5889813899993896,-0.6983290314674377,0.19250525534152985,-0.8305519223213196,2.0179972648620605,1.2988771200180054,-2.249441146850586,2.630300998687744,-0.4732721745967865,0.6161595582962036,3.0145390033721924,1.1790486574172974,2.794597625732422,-2.1186578273773193,-1.7184232473373413,-2.747178792953491,-3.402015447616577],[0.005448085255920887,2.555065870285034,-3.6242618560791016,-2.4717659950256348,-0.6736696362495422,-3.6297872066497803,0.7719268798828125,0.9392063021659851,-2.104621171951294,0.11942107230424881,0.08919207751750946,-1.4885612726211548,-0.17602363228797913,-0.39627358317375183,-1.5174394845962524,-0.05665048211812973,1.2049607038497925,0.6368650197982788,0.7172786593437195,0.42540591955184937,0.5016233325004578]],[[-0.17182095348834991,-1.3045414686203003,1.2686904668807983,0.6380072236061096,0.22947104275226593,-1.5850003957748413,-2.0694425106048584,-1.3622263669967651,1.6685186624526978,2.268052339553833,-1.191261887550354,0.001478249323554337,0.16202665865421295,-3.324429988861084,1.217430830001831,-1.3166769742965698,0.6385093331336975,3.897073745727539,0.8116984367370605,-2.242497444152832,0.9562085866928101],[-3.605286121368408,-0.03211894631385803,-3.2893753051757812,-1.3792434930801392,-2.463442087173462,-1.7236095666885376,-1.7809007167816162,-2.1298961639404297,1.0612999200820923,2.2424769401550293,3.006157159805298,-1.7675355672836304,-0.17803868651390076,0.4149177670478821,0.2146720290184021,3.3897640705108643,-0.8312522768974304,0.5486035346984863,-1.8068047761917114,-4.507994651794434,-2.2646892070770264],[-0.3927491009235382,-1.503075361251831,3.3502330780029297,-0.23352555930614471,-0.7754737734794617,-0.5684698224067688,2.156707525253296,0.09948863834142685,-1.5215071439743042,0.007651671301573515,1.8832335472106934,-1.4556007385253906,-1.1084710359573364,1.810119390487671,-0.4721926748752594,0.7199130058288574,1.4178297519683838,-1.4688820838928223,-1.8459607362747192,-1.47002112865448,-0.032982345670461655],[0.8846467137336731,3.136819839477539,1.257914662361145,-1.8358349800109863,-0.18185408413410187,-1.0510584115982056,0.9651529788970947,-1.6528599262237549,1.003957748413086,2.0900182723999023,1.6475133895874023,1.9600738286972046,-1.425114631652832,2.2889018058776855,1.4308476448059082,1.2344543933868408,-2.401254653930664,-0.506492018699646,-1.0826290845870972,-1.4415158033370972,2.803034543991089],[0.14285676181316376,0.6413907408714294,1.3214552402496338,-0.5977179408073425,1.3929522037506104,1.7397767305374146,0.038278497755527496,-0.5301774144172668,2.373539686203003,0.6234923005104065,-1.5062344074249268,-3.2192742824554443,-3.0096607208251953,-0.4153858423233032,0.6656879782676697,-0.6672082543373108,0.28553247451782227,-4.299084186553955,1.6797975301742554,1.2700905799865723,1.9259625673294067],[1.732456922531128,-3.4052176475524902,0.5823811888694763,2.532484531402588,-0.4202648401260376,-0.06408155709505081,0.8071077466011047,-0.3111317753791809,2.207717180252075,-1.3057419061660767,0.022136151790618896,-1.4065109491348267,2.584407091140747,-1.4927550554275513,-1.4430820941925049,1.455758810043335,-1.1768338680267334,0.7490723729133606,-2.9021284580230713,-5.860354900360107,0.6194850206375122],[-2.743948221206665,1.4608341455459595,3.4061625003814697,-1.7529808282852173,-1.4225502014160156,4.017988681793213,-4.468359470367432,-0.8684844970703125,2.052513837814331,1.694732666015625,0.17038409411907196,-2.719085216522217,0.11328125,0.6367986798286438,2.111713409423828,-1.284197449684143,1.2659670114517212,2.112192392349243,0.8774147033691406,1.5864547491073608,-2.1134378910064697],[1.3880289793014526,-1.7050509452819824,-1.1902544498443604,-0.014154340140521526,1.6719039678573608,1.2694165706634521,-0.007839142344892025,-2.2355265617370605,1.050436019897461,3.571803331375122,-3.419389009475708,-0.18166182935237885,-1.3691203594207764,-0.6481740474700928,-0.9935728311538696,1.210706114768982,1.039215326309204,-0.8977220058441162,1.5532004833221436,2.663705348968506,0.08178645372390747],[5.071508884429932,-1.202398657798767,1.333120584487915,-0.14110447466373444,0.9591447114944458,-0.05067514255642891,-0.7707530856132507,-1.4255093336105347,1.448600172996521,0.6120944619178772,0.7428253293037415,3.4290592670440674,-2.272962808609009,1.346305012702942,2.3752260208129883,-0.5344567894935608,-0.7844499945640564,0.23924493789672852,1.8760401010513306,-0.4328652620315552,1.388442873954773],[-1.1417981386184692,-0.37334102392196655,-0.6005138158798218,-3.1668319702148438,0.2977653741836548,0.37403589487075806,-1.1359200477600098,-2.0157253742218018,-0.35756707191467285,10.437894821166992,50.80560302734375,19.988510131835938,1.8224713802337646,-0.8712833523750305,1.4063026905059814,-0.20010516047477722,4.376473426818848,-0.7059731483459473,1.1457151174545288,0.5415933132171631,1.875244140625],[0.07864540070295334,-2.2854578495025635,-2.139281749725342,-0.8634830713272095,-0.1509261131286621,1.7902687788009644,-0.63262939453125,0.03777817264199257,0.802959680557251,50.71666717529297,212.72544860839844,67.60482788085938,3.214911460876465,4.528357982635498,-2.3540706634521484,1.93085515499115,-1.3764206171035767,-3.088798761367798,-1.6748731136322021,2.826934576034546,0.3351593315601349],[0.6316254734992981,2.1608378887176514,-0.11620746552944183,-2.075212001800537,-0.9236243963241577,1.053741216659546,0.0027760029770433903,-0.6506352424621582,2.0409786701202393,6.287137985229492,49.71418762207031,18.178560256958008,4.786101341247559,1.1438523530960083,0.42062637209892273,0.5029352307319641,0.9864596128463745,2.2623207569122314,-0.21252170205116272,2.185455322265625,-0.631385862827301],[-2.4650421142578125,0.2530568242073059,-1.4083693027496338,-3.1137349605560303,-2.445875644683838,-0.46635738015174866,-3.9540834426879883,-0.45668017864227295,1.1004267930984497,-2.6179020404815674,2.4032750129699707,2.204252243041992,4.544952869415283,1.3632938861846924,0.7251819968223572,-0.7220593094825745,-0.4184771180152893,-2.6590631008148193,-0.9024080634117126,1.3615200519561768,-0.14758111536502838],[1.7446945905685425,1.9541088342666626,1.5878664255142212,-1.5897098779678345,-1.0171986818313599,-0.8469302654266357,0.6228598356246948,-3.3872997760772705,-1.874691367149353,0.5725671052932739,1.2318987846374512,-3.196413993835449,0.6988967657089233,1.3596360683441162,1.1059364080429077,-0.9001342058181763,1.5237337350845337,-2.7325010299682617,2.390666961669922,-3.4792861938476562,-0.2578713595867157],[3.509289264678955,-0.4682602286338806,-0.11878088116645813,1.6874198913574219,0.7746566534042358,-1.3339569568634033,2.999993085861206,-0.7987139821052551,2.673248291015625,1.8293514251708984,-1.9226912260055542,-0.431088924407959,-0.5110591053962708,-4.446515083312988,-0.37940675020217896,-2.3035452365875244,-0.10312081128358841,4.040629863739014,-1.239317774772644,-0.7471210956573486,1.9381191730499268],[1.054216742515564,0.8293817043304443,-3.141780138015747,2.992758274078369,-1.125717282295227,0.34611159563064575,4.396580696105957,-0.8808689117431641,-0.8827730417251587,4.11129093170166,-1.7389296293258667,-1.9773143529891968,-1.8489021062850952,0.10172288119792938,2.3888297080993652,0.7117214798927307,3.8611233234405518,-0.6089503169059753,-1.2661992311477661,-0.010735354386270046,0.17747679352760315],[0.579444169998169,2.3972442150115967,5.134402275085449,-4.790375232696533,0.7223518490791321,-0.20286047458648682,-0.6251779794692993,-3.833102226257324,-4.613531112670898,0.7180702686309814,-0.6596837043762207,4.060133934020996,-3.257688045501709,-1.5529149770736694,2.416905403137207,-0.5631271600723267,-3.309750556945801,-1.9820929765701294,-5.5701904296875,0.2684992849826813,-0.7060625553131104],[-1.665765643119812,0.8575215339660645,0.08741503208875656,0.038557324558496475,-0.6438429951667786,1.1217507123947144,3.1019978523254395,0.7775537967681885,0.2813549339771271,-0.32242393493652344,-0.572660505771637,-0.957493782043457,-0.09290625154972076,0.6081442832946777,-0.35961365699768066,-0.5775547027587891,-1.0007261037826538,-4.704540729522705,2.3524551391601562,2.1647305488586426,1.327820897102356],[3.1658105850219727,-1.3675907850265503,-0.16777165234088898,-1.6668527126312256,-2.1904752254486084,-1.4111226797103882,-1.2353688478469849,-4.884626865386963,0.6374257206916809,1.2076250314712524,-1.7895885705947876,2.9204354286193848,-1.1280947923660278,-0.29558753967285156,-3.4770450592041016,0.5015609860420227,1.6377805471420288,0.31091126799583435,1.0796908140182495,-2.4287960529327393,2.125559091567993],[1.3068734407424927,0.923872709274292,-0.9299829602241516,-0.2713136076927185,0.7705647349357605,1.5364956855773926,-2.4772162437438965,0.07214845716953278,1.7135640382766724,-2.4166884422302246,-0.2983284592628479,1.0278072357177734,0.11838993430137634,2.5224497318267822,-3.0233569145202637,-0.9042440056800842,-1.1071211099624634,1.2423197031021118,-0.5216833353042603,2.4242892265319824,1.0354267358779907],[5.463501453399658,-0.06689728051424026,-3.4439470767974854,-1.5560672283172607,-0.15139855444431305,1.5293567180633545,-0.11896307021379471,-3.38388991355896,3.7614755630493164,2.1915717124938965,-0.47425737977027893,4.149199485778809,2.1868896484375,1.1568028926849365,3.272129535675049,0.048867058008909225,0.35732391476631165,-1.0494259595870972,0.42040228843688965,2.0418686866760254,-0.39471930265426636]],[[0.27659642696380615,-1.028244972229004,0.4366353750228882,-1.6390228271484375,-1.849811315536499,1.6789575815200806,-2.764449119567871,1.859704852104187,-2.132248878479004,-0.25582414865493774,-2.354066848754883,-3.492973566055298,-0.16265952587127686,-0.4042935371398926,0.12747010588645935,-0.6278712153434753,0.6939318180084229,-1.508875846862793,1.7368524074554443,1.5094517469406128,-1.6053749322891235],[2.7799365520477295,-2.50835919380188,0.691811203956604,1.6653602123260498,1.337111234664917,1.1400023698806763,-0.15423157811164856,-0.2855209708213806,-1.3720438480377197,1.375913381576538,-0.5905373096466064,-3.062788963317871,-2.977210521697998,-3.1004395484924316,-2.2315313816070557,-1.984048843383789,0.6065042614936829,-0.1918843686580658,-2.847050905227661,-0.19279231131076813,1.9424325227737427],[1.5149019956588745,-1.6625088453292847,0.8027623891830444,-3.2090930938720703,1.0696882009506226,0.26460525393486023,2.5463640689849854,-0.952301561832428,0.6151465773582458,2.668213129043579,-0.38556766510009766,-1.056694746017456,0.7810735702514648,-1.9200670719146729,1.7135822772979736,-2.708712339401245,4.132813930511475,0.17955198884010315,2.858055830001831,2.9230875968933105,-2.4975109100341797],[1.2750606536865234,-0.5447096824645996,3.690272092819214,-1.48917555809021,0.7171829342842102,-1.0395106077194214,0.062441881746053696,1.4896528720855713,1.2998597621917725,1.341164469718933,-2.340534210205078,-3.0186731815338135,0.3435876667499542,3.1512649059295654,2.3686180114746094,5.007626056671143,-2.7118024826049805,-1.1612762212753296,2.1228246688842773,-1.555443286895752,-1.689731240272522],[3.37076473236084,1.698405146598816,-0.08147656172513962,-1.4771549701690674,-1.115883708000183,-2.34790301322937,-2.3375024795532227,-2.0481016635894775,1.8344920873641968,-0.4597439765930176,2.027294874191284,1.6344242095947266,0.43081292510032654,5.342328071594238,0.5582902431488037,0.21158108115196228,-4.050781726837158,-5.716161727905273,-3.644767999649048,-1.439415693283081,-0.07159028202295303],[-0.500578761100769,-2.1986589431762695,2.969731092453003,2.512070894241333,1.7912421226501465,1.3518524169921875,-0.16846023499965668,0.1800847202539444,-0.25799399614334106,-0.011680654250085354,2.5812253952026367,0.16991718113422394,-0.7787990570068359,1.015668511390686,-0.6537445187568665,0.23921313881874084,-0.6548560261726379,-2.385549783706665,0.27640220522880554,0.19399672746658325,-2.415423631668091],[1.2831977605819702,-2.041778087615967,-3.7055606842041016,-1.579386591911316,-2.225578546524048,-4.277671813964844,2.421053171157837,3.6095833778381348,0.4008517265319824,0.9331226348876953,-0.35093867778778076,-3.975773572921753,-2.3354783058166504,-0.12156698107719421,0.08586432784795761,-2.190795660018921,0.9138004779815674,-2.5537474155426025,-1.0279479026794434,-1.3691166639328003,-4.812143325805664],[0.37046018242836,-3.4750146865844727,-0.2788330614566803,3.501647472381592,1.365998387336731,-0.31128522753715515,0.9760787487030029,-0.43929779529571533,0.07210810482501984,-1.881127119064331,-3.2970478534698486,-0.8665972948074341,1.7897948026657104,-0.141007661819458,-2.911362886428833,-0.08911390602588654,-0.7755244970321655,0.3616276681423187,-1.9688575267791748,1.3477622270584106,0.5679043531417847],[4.343252182006836,1.0389965772628784,3.0478577613830566,-2.3368256092071533,0.294294536113739,0.5225048065185547,-0.4040292799472809,-0.8058791160583496,0.11792226135730743,3.440107822418213,0.6060112714767456,0.4456263780593872,-3.2102553844451904,-2.168884515762329,-0.47317734360694885,-0.18638598918914795,-0.9021317958831787,1.4177390336990356,-2.5850212574005127,-0.22258485853672028,-4.272416591644287],[-2.419779062271118,0.8629758358001709,-1.3575785160064697,3.2974655628204346,4.383181095123291,-1.6348598003387451,-2.1047656536102295,0.764762818813324,-0.8479435443878174,5.359806060791016,45.03903579711914,18.08974838256836,2.431489944458008,2.8677406311035156,1.1745960712432861,-1.1357084512710571,4.694957733154297,-1.1683634519577026,-0.1467454582452774,3.828564167022705,-0.2084207385778427],[-2.7248270511627197,-0.3452986776828766,0.5269885659217834,0.3076639771461487,-1.3296499252319336,1.8828010559082031,-1.5498050451278687,0.2557182013988495,0.9708622694015503,46.249183654785156,198.64256286621094,88.99179077148438,11.751787185668945,2.513831853866577,-2.618222236633301,-2.429631471633911,-2.682251214981079,-0.4514039158821106,-1.0929564237594604,0.14531861245632172,-1.3674956560134888],[1.4345251321792603,-0.43742093443870544,-5.183451175689697,-0.7174550294876099,-0.33698299527168274,-1.8029261827468872,-2.318005084991455,-2.10076642036438,0.9017055630683899,9.164497375488281,39.318138122558594,22.566164016723633,1.670151710510254,-1.2375932931900024,-0.9306038022041321,-2.651845693588257,-0.6627714037895203,3.061033248901367,-0.881049633026123,-0.6696501970291138,0.799277126789093],[0.435781329870224,3.8817524909973145,0.9408665299415588,2.8756062984466553,1.0336287021636963,-1.8127154111862183,1.2064911127090454,-0.4880139231681824,-2.0483756065368652,-1.9557015895843506,-1.8777934312820435,2.7366442680358887,0.6147508025169373,1.1760156154632568,0.5919453501701355,-1.2539864778518677,0.6298235654830933,0.08030927181243896,-1.7828763723373413,-1.820491075515747,-0.33502355217933655],[-1.7284513711929321,-2.425297737121582,-0.8211371898651123,1.881094217300415,1.2765803337097168,1.8777697086334229,0.16707460582256317,0.043589163571596146,1.8176759481430054,0.9762547016143799,-1.2019529342651367,-0.6132526993751526,0.9552154541015625,-1.1656785011291504,0.16243793070316315,-2.4799880981445312,0.7609391212463379,0.676283597946167,-1.0729008913040161,1.9054176807403564,-2.0958173274993896],[1.41078519821167,-0.06960523873567581,1.0206938982009888,0.8999788165092468,1.0106745958328247,1.194725513458252,-1.70271635055542,3.520358085632324,-5.060567855834961,1.430734634399414,-0.8435495495796204,0.575388491153717,-1.2102458477020264,-1.4250755310058594,2.266395330429077,-3.062121868133545,1.3132048845291138,1.1267954111099243,0.021153027191758156,0.0044568441808223724,1.0773636102676392],[-0.5786553025245667,-0.6302554607391357,1.6760436296463013,-3.3105127811431885,0.4573058784008026,2.1408140659332275,2.2713897228240967,3.6529879570007324,-3.9094719886779785,-0.6675103306770325,-3.575831413269043,2.301304578781128,0.18564863502979279,-2.2549068927764893,1.2141656875610352,-0.9504459500312805,1.39570152759552,-1.8215891122817993,0.5239547491073608,-1.390931248664856,-1.1897538900375366],[2.3612782955169678,1.4940928220748901,-0.971734881401062,3.888629913330078,0.5068082809448242,-1.1908806562423706,0.10092152655124664,-2.1416754722595215,1.2436424493789673,-3.215359926223755,0.7483678460121155,2.902460813522339,-0.7445529103279114,-0.8745635151863098,0.09517906606197357,-0.10076148808002472,-2.093165159225464,1.1934505701065063,-0.26188182830810547,2.7988362312316895,0.9177552461624146],[-0.0359148234128952,0.5459116101264954,-1.2943724393844604,-2.6955878734588623,-0.5820042490959167,-0.4322224259376526,-0.20228075981140137,1.052316665649414,1.2706048488616943,2.2363224029541016,-0.2903602719306946,-2.350954055786133,0.8123123049736023,-1.6054240465164185,2.8936095237731934,0.33598563075065613,-0.004889853298664093,-1.0183502435684204,-2.3236474990844727,2.0749669075012207,2.3932790756225586],[0.18848486244678497,1.3475724458694458,2.8222405910491943,-2.566847562789917,-0.5038829445838928,1.754152774810791,-0.8846886157989502,-0.09348613023757935,-0.18756306171417236,-2.1350865364074707,-0.525271475315094,0.15126937627792358,-1.088592290878296,0.2266518771648407,-1.5067191123962402,-2.1992838382720947,1.8770807981491089,-0.27612000703811646,-4.157216548919678,0.563668966293335,-1.9548583030700684],[-3.1161954402923584,-1.2905343770980835,-0.8501357436180115,-0.6734784245491028,2.2450859546661377,-3.9785690307617188,0.0672696977853775,-2.400554656982422,2.5172924995422363,1.6554348468780518,-2.598008394241333,-1.2352571487426758,0.5072953701019287,0.6639257073402405,-1.0099393129348755,3.032822370529175,2.629166841506958,0.7345638275146484,6.719165325164795,-0.6659517884254456,4.02874755859375],[-2.209789991378784,1.2445367574691772,0.9150949120521545,-1.8715264797210693,-0.8881286382675171,1.7254014015197754,0.30683961510658264,-1.3730052709579468,-3.6157655715942383,0.6904547214508057,4.485608100891113,1.1575734615325928,-2.5100977420806885,-1.1773804426193237,-1.1569328308105469,0.6672742366790771,-0.06827888637781143,-0.29484307765960693,-2.712031364440918,-0.5652250051498413,1.2760374546051025]],[[0.1561824232339859,0.17236824333667755,0.5641970038414001,3.0941531658172607,0.3797847330570221,2.346724271774292,3.85760760307312,0.5678408741950989,-0.6362380981445312,-1.5195454359054565,0.3889654278755188,-3.561079263687134,-0.5222162008285522,4.210725784301758,1.4092838764190674,2.0757038593292236,3.8891685009002686,1.090147614479065,-3.125577211380005,-2.532205104827881,-3.7995753288269043],[-2.0844390392303467,-0.46957269310951233,-1.597176194190979,0.08207965642213821,2.481003522872925,1.842341661453247,-0.11957219988107681,2.0910136699676514,0.27187857031822205,0.1929202377796173,4.072863578796387,-0.38924524188041687,0.48880547285079956,1.3968929052352905,2.2945711612701416,1.377371072769165,-2.758601188659668,0.18016736209392548,2.0859010219573975,-4.099739074707031,-1.602870225906372],[-2.7626049518585205,-1.6524094343185425,1.2526118755340576,3.15494966506958,2.240518808364868,1.0981597900390625,1.660143256187439,3.319823980331421,-1.834102988243103,-2.077404737472534,0.9372290372848511,1.3190399408340454,-1.0407702922821045,-1.7786831855773926,-0.5889424085617065,2.0181641578674316,2.0754377841949463,0.49483779072761536,-2.0884642601013184,1.6108647584915161,-2.079028367996216],[-1.5528125762939453,-0.7673273086547852,1.5210082530975342,0.9849928021430969,2.226869583129883,-4.061182498931885,2.6536953449249268,1.7639446258544922,-2.0779974460601807,2.089317798614502,4.911235809326172,-2.1786067485809326,2.011875629425049,2.440072774887085,-3.5632355213165283,3.664971351623535,-1.3991825580596924,4.5423760414123535,2.1415445804595947,1.8988548517227173,-1.5199552774429321],[1.2172390222549438,-0.3571530878543854,1.4457648992538452,0.026362555101513863,-1.4795567989349365,-3.4557149410247803,-2.9289402961730957,-0.2902838885784149,-1.1111842393875122,-0.8145187497138977,0.22727154195308685,-1.399978756904602,-0.26748645305633545,1.2875447273254395,0.21564118564128876,0.3770526051521301,-4.058648109436035,1.8440743684768677,-0.4147520065307617,-1.116515874862671,3.696418285369873],[1.723490595817566,-2.3763816356658936,2.5297462940216064,1.5580536127090454,1.6476982831954956,2.417388677597046,-1.858286738395691,1.0984100103378296,0.3391234278678894,-0.7877167463302612,0.009139308705925941,1.6359245777130127,-1.0547727346420288,-2.5850343704223633,-3.712815284729004,-1.5242849588394165,-0.28070345520973206,2.139697551727295,2.7340569496154785,-0.30776524543762207,-2.5158040523529053],[1.849582314491272,-0.46633946895599365,3.1047892570495605,3.6478495597839355,4.637907028198242,1.714300274848938,2.8064658641815186,3.6878132820129395,3.3590710163116455,1.3988189697265625,1.59928297996521,0.9620590209960938,-0.7371265292167664,0.37126263976097107,1.1856796741485596,0.8434302806854248,-4.776675224304199,-1.0045247077941895,3.167320489883423,-0.4471500813961029,1.5467555522918701],[0.815098226070404,0.9460878968238831,-0.891238808631897,-2.3368349075317383,3.014993190765381,-1.1464073657989502,3.069647789001465,-2.077857494354248,-0.6370715498924255,-1.4091750383377075,-2.665116786956787,-2.0724291801452637,-1.6783026456832886,-0.45091211795806885,0.9412434697151184,0.6850191354751587,1.8256384134292603,-2.337512493133545,-1.1413317918777466,-0.22561480104923248,-0.6120873689651489],[0.1534113734960556,-0.4120662212371826,-3.1864898204803467,1.27454674243927,-2.945309638977051,-1.0207630395889282,-1.5366915464401245,0.15457496047019958,1.6476495265960693,-1.6090004444122314,-4.106245040893555,-0.4028959572315216,3.2450244426727295,-5.336741924285889,-1.6844923496246338,2.4786646366119385,0.03621288761496544,-0.23815126717090607,-0.3796817660331726,-3.0745437145233154,0.8614144921302795],[-2.7107536792755127,-0.33378922939300537,0.6083469390869141,0.1340074986219406,-0.36006343364715576,0.07773945480585098,-0.8061736822128296,0.24500904977321625,1.0408296585083008,13.514727592468262,54.25199508666992,13.063243865966797,-0.589443564414978,3.019473075866699,1.195629596710205,-4.261789321899414,-1.6434887647628784,4.235086917877197,-4.6806182861328125,-3.333038568496704,-0.9251158237457275],[-1.2230623960494995,-0.9027477502822876,3.4861228466033936,0.8466157913208008,-0.5980572700500488,0.4976603388786316,1.474523901939392,2.586514949798584,2.5093038082122803,54.080570220947266,233.61288452148438,53.91840362548828,-1.6968637704849243,-0.18308161199092865,0.30557018518447876,-2.1319668292999268,-2.0548930168151855,1.8831675052642822,-0.612237811088562,-1.9203224182128906,-2.184290647506714],[-1.2766395807266235,0.6625847816467285,-1.0550258159637451,2.6129183769226074,2.482347011566162,-1.1143972873687744,-1.9872671365737915,-2.3729732036590576,-1.3933109045028687,13.418622970581055,52.6507568359375,13.009539604187012,-1.2516568899154663,0.9916321039199829,0.1405370831489563,-1.224990725517273,-4.380395889282227,-0.4001722037792206,-0.7489989995956421,0.9348921775817871,2.2077410221099854],[2.834941864013672,-2.7535150051116943,-2.032123565673828,0.5379814505577087,1.706385612487793,-3.297818660736084,0.5755144357681274,1.0857585668563843,-0.05889390408992767,4.023024559020996,-1.3220856189727783,2.336014986038208,-1.7571499347686768,1.639310598373413,-4.7014336585998535,1.1123778820037842,2.232182502746582,-1.3934038877487183,-0.3205685317516327,1.44623863697052,-0.35915708541870117],[-0.5568093061447144,-2.2214391231536865,-1.815362572669983,-0.4899000823497772,-1.4635652303695679,1.7838422060012817,-1.124922275543213,0.5547245144844055,0.5293639898300171,-4.347893714904785,-2.0357418060302734,2.4462428092956543,0.381978839635849,-3.0516035556793213,3.3835933208465576,-1.3194025754928589,-1.0936369895935059,1.6841915845870972,-5.0727434158325195,-3.62740421295166,0.46091803908348083],[2.418947696685791,1.7291207313537598,2.4921610355377197,2.379176139831543,0.3912503719329834,1.8220510482788086,4.20125675201416,0.8979003429412842,2.174818992614746,-0.8104687333106995,-3.9317967891693115,1.1053680181503296,-1.4288607835769653,-0.37723562121391296,-0.5220140814781189,-1.1634266376495361,1.145501732826233,1.3390755653381348,5.600764751434326,0.014535997062921524,3.919928789138794],[1.050624966621399,-1.229962706565857,-2.532555103302002,3.028299570083618,1.661420464515686,5.2605509757995605,1.1971551179885864,-2.7062437534332275,-1.3995983600616455,-1.647245168685913,0.6431464552879333,-2.9149391651153564,-0.3077224791049957,-1.8449060916900635,-2.7589223384857178,-0.3389890491962433,-0.045635152608156204,-4.589039325714111,-0.5570417642593384,-1.0685087442398071,-1.0806182622909546],[2.3373594284057617,-1.7125096321105957,3.1670000553131104,0.4565122127532959,-1.4841557741165161,2.729947805404663,0.9108132719993591,-0.4763360321521759,1.83353590965271,-1.0811094045639038,-0.7815680503845215,-0.6126360893249512,-0.18384863436222076,-1.0758687257766724,1.8723373413085938,0.2872682511806488,0.18967236578464508,-2.106691360473633,-0.4654727876186371,-1.3177534341812134,1.2613433599472046],[-1.2826743125915527,0.2643011510372162,-3.1877658367156982,0.5309080481529236,-1.101426601409912,0.302543044090271,1.9218353033065796,1.125866413116455,0.45535990595817566,-0.21038267016410828,-0.5668153762817383,-0.7203477621078491,0.3734661638736725,2.9800405502319336,-1.2534186840057373,0.4328497648239136,-0.7842035293579102,-1.9465680122375488,-0.6645960807800293,1.4912738800048828,1.4972560405731201],[-1.1661560535430908,-1.9871410131454468,1.1321104764938354,-1.4748092889785767,1.1684033870697021,-3.075432062149048,-0.07811892032623291,-0.26090019941329956,-1.0236080884933472,-0.9485693573951721,-0.173495814204216,-1.9094858169555664,0.27178409695625305,-0.2208872139453888,-0.07960432022809982,-1.0804202556610107,1.115136742591858,0.49536943435668945,3.635500431060791,-0.9235945343971252,-0.844804584980011],[5.633856296539307,2.033383369445801,-4.521703720092773,-0.460552453994751,-1.657971739768982,2.349855899810791,1.259751319885254,-3.9845809936523438,0.17694027721881866,1.2903810739517212,-1.7763408422470093,-1.3057328462600708,-1.3711539506912231,-3.2010369300842285,-0.6549270153045654,2.1945230960845947,0.7145282030105591,0.0018859730334952474,1.2564903497695923,-0.06886472553014755,-1.8075956106185913],[-0.4668474793434143,-0.48101767897605896,-0.2668650448322296,0.33886590600013733,2.7193286418914795,-2.6914114952087402,1.1312081813812256,-2.018704891204834,0.38401371240615845,-1.1669586896896362,-0.6674492359161377,2.319739818572998,1.3736670017242432,2.7068190574645996,-3.183328628540039,1.3956364393234253,3.7202086448669434,-0.7873737215995789,1.9155772924423218,0.3520592153072357,-0.5671541690826416]],[[-0.9160133600234985,-1.2376909255981445,3.137946844100952,0.8911604881286621,-0.3428885340690613,0.9884639978408813,-1.004561424255371,1.6203607320785522,-4.904386043548584,0.33541470766067505,-0.9816909432411194,0.15264491736888885,0.09707725048065186,-0.7492852210998535,3.9058876037597656,0.029720505699515343,-4.805761814117432,1.4990215301513672,2.052044630050659,-1.612909197807312,-1.1152396202087402],[-2.367993116378784,2.533566474914551,-1.6356607675552368,4.309067726135254,1.1076712608337402,3.31203031539917,-2.931529998779297,1.489927887916565,-1.3330543041229248,0.5947309136390686,0.6350686550140381,0.5585590600967407,-3.0449023246765137,7.0390095710754395,-1.9517263174057007,0.2173009067773819,0.7431081533432007,2.793217897415161,-1.8324583768844604,0.34655603766441345,-0.03341780975461006],[-0.08776512742042542,1.35629403591156,1.9433988332748413,0.7531190514564514,-0.9361045956611633,-1.1890122890472412,0.7688375115394592,-0.702802836894989,2.2529406547546387,-1.1185344457626343,0.9177385568618774,1.9703601598739624,0.6101428270339966,3.333993673324585,1.2970446348190308,-1.6470922231674194,-1.717124104499817,0.49176743626594543,1.746116280555725,0.22110942006111145,-1.8190088272094727],[-2.6876821517944336,0.7031340003013611,-1.3938404321670532,-2.82344388961792,1.5550727844238281,2.9963161945343018,-3.5827736854553223,3.671272039413452,0.16090407967567444,2.1612541675567627,-0.602986216545105,2.294597625732422,1.4957255125045776,-2.112184762954712,-2.7366440296173096,0.3967832922935486,0.10379501432180405,-3.4680850505828857,-1.7032442092895508,2.863327741622925,-0.5076146721839905],[0.2785424590110779,0.3679601848125458,-0.8259425163269043,0.46732309460639954,0.8850591778755188,3.937941789627075,0.311887264251709,-2.535867929458618,-0.6289141178131104,-0.2081521898508072,0.15891394019126892,2.7516682147979736,1.8016952276229858,0.5818748474121094,-2.254784107208252,1.5359569787979126,1.0115559101104736,2.8708348274230957,-1.3527568578720093,-3.171239137649536,-0.4480840563774109],[-3.2166669368743896,1.819838047027588,-0.9687896370887756,0.16100670397281647,2.302438974380493,-1.0809924602508545,0.538503110408783,1.0584160089492798,1.3390599489212036,0.33530721068382263,-2.3492419719696045,1.958001971244812,4.4180145263671875,-0.9600800275802612,0.22594700753688812,-0.022397024556994438,-0.43607038259506226,2.9165401458740234,0.6410841345787048,1.1880767345428467,-0.6281605362892151],[-0.8546096086502075,4.909201145172119,3.1629533767700195,-1.3626831769943237,0.758473813533783,-1.4794939756393433,-2.9021694660186768,-1.0855910778045654,-1.2078810930252075,0.3706207275390625,2.467759847640991,1.2207762002944946,-2.0692574977874756,0.9387741684913635,-0.37456214427948,-0.29221174120903015,1.3982294797897339,0.8083577156066895,-0.5205955505371094,-1.3597118854522705,0.9063917398452759],[-3.1960506439208984,1.0308713912963867,-0.47076648473739624,-2.250967502593994,1.034130334854126,-0.641150712966919,3.328605890274048,-0.3054211437702179,-5.2732086181640625,3.2023391723632812,0.39467403292655945,-0.44948509335517883,4.407917499542236,-3.9621996879577637,2.482574462890625,-2.2138054370880127,-4.786606311798096,1.166413426399231,-0.702338695526123,0.2703431248664856,-0.8765427470207214],[0.5641884803771973,3.7893333435058594,1.385279655456543,-0.4136919677257538,-0.323110431432724,-1.9687581062316895,1.058279037475586,-1.094100832939148,0.9773138165473938,0.17429424822330475,-1.0792205333709717,-0.7372630834579468,1.230717658996582,1.2771247625350952,-0.9245266914367676,-1.052710771560669,-4.897554397583008,2.835012674331665,0.06989999860525131,-5.150979042053223,0.9319801330566406],[2.1508798599243164,0.45778167247772217,-0.46336767077445984,0.10353634506464005,0.36344224214553833,-2.53415584564209,-0.7895159721374512,-0.42921069264411926,10.000208854675293,53.348384857177734,17.10698890686035,0.648036777973175,1.7819647789001465,1.6733529567718506,-0.28554612398147583,0.35668057203292847,3.3312363624572754,-0.45295006036758423,-1.6701812744140625,-2.697295904159546,-3.7200417518615723],[-2.8277652263641357,-0.8794095516204834,2.586066246032715,-0.6999298930168152,-0.2994031310081482,0.0935857892036438,4.2572407722473145,0.20559747517108917,49.18953323364258,215.48663330078125,69.56385040283203,3.0830698013305664,3.8914833068847656,0.671456515789032,-2.926206111907959,-3.5071206092834473,-0.43340346217155457,1.3510199785232544,-1.4268296957015991,4.549858093261719,1.1912217140197754],[0.894127368927002,-0.7962607145309448,0.5498412251472473,5.081792831420898,3.302934169769287,-1.8416650295257568,0.906825065612793,0.7389212846755981,13.93380069732666,47.445533752441406,15.350981712341309,1.94075608253479,-4.397815704345703,-1.2986844778060913,0.6542113423347473,1.7549874782562256,0.4096846580505371,-1.6098155975341797,0.2792527675628662,1.7972080707550049,2.2208762168884277],[0.13865812122821808,1.4749706983566284,-1.2081046104431152,0.7937580943107605,-4.792451858520508,1.2081249952316284,3.619105815887451,-1.577095627784729,1.3123040199279785,-0.1389145404100418,-2.7216763496398926,-0.5204708576202393,-0.38225057721138,1.887549638748169,0.9614332318305969,-2.450052261352539,-2.1466267108917236,0.2118341475725174,4.690918445587158,2.627591133117676,0.3576625883579254],[3.838170289993286,-1.4896405935287476,-0.3308872878551483,-0.021406052634119987,-0.7441876530647278,-0.6290596127510071,-1.1536493301391602,1.3571974039077759,5.550148963928223,0.01771378517150879,1.2413358688354492,2.2526755332946777,-0.7119581699371338,1.6811957359313965,0.43799889087677,2.957056999206543,0.15806196630001068,1.1312228441238403,-0.4750511944293976,2.1749520301818848,-1.9835305213928223],[-2.6132638454437256,1.1722332239151,0.37251341342926025,0.09596308320760727,3.2757441997528076,0.8839596509933472,-3.2615725994110107,1.5294421911239624,-1.211258053779602,-4.086108207702637,1.350698709487915,-0.25144681334495544,-1.5382740497589111,-2.0494225025177,0.1491926908493042,1.4096494913101196,-2.032914161682129,-3.4309144020080566,1.568947434425354,-1.9246376752853394,2.321047306060791],[-3.189516067504883,1.3641384840011597,1.1537806987762451,0.9556413292884827,-3.448923110961914,-1.3935397863388062,-2.49351167678833,-2.0264182090759277,0.62955242395401,3.9641878604888916,-0.03251803666353226,0.2370924949645996,-3.4490859508514404,-0.7605313062667847,0.058882955461740494,-1.4784587621688843,-3.3252007961273193,-3.7234506607055664,1.0143873691558838,-0.11969786137342453,0.8250067234039307],[2.313333749771118,-0.4615629315376282,1.5379877090454102,-6.1344804763793945,-0.7616845965385437,0.7925822138786316,3.3385798931121826,-2.335361957550049,-4.539243698120117,-1.4845079183578491,-1.2506340742111206,-1.3359864950180054,0.22953425347805023,2.5574891567230225,2.9929392337799072,0.48101040720939636,0.34810593724250793,-0.14291679859161377,-0.6376044750213623,-1.5733553171157837,-1.9048680067062378],[-0.8844594955444336,0.7755105495452881,1.7808877229690552,-1.3163022994995117,1.748488426208496,-4.661809921264648,-2.033402681350708,0.15893632173538208,-2.0431668758392334,1.4241948127746582,2.2433581352233887,2.7908194065093994,-4.548722743988037,1.5018389225006104,4.313040256500244,1.547070860862732,1.3893204927444458,1.7603543996810913,-0.6795815825462341,3.040245532989502,1.5847645998001099],[2.6431374549865723,1.1482750177383423,-2.085139036178589,-1.4762475490570068,-0.8313665986061096,-0.8675888180732727,0.9481778740882874,-0.2299620509147644,-1.3689539432525635,0.7626460194587708,-3.828247308731079,-1.7557333707809448,2.8542914390563965,-0.4486342668533325,-2.0833187103271484,-3.9482386112213135,2.3535377979278564,-0.9848902821540833,-1.52592134475708,-1.8202521800994873,-1.091564416885376],[-2.2957406044006348,-1.7227262258529663,-2.2789347171783447,-1.0376955270767212,0.5867319703102112,-0.22159326076507568,-1.0489603281021118,-1.2619258165359497,1.8191412687301636,-2.38413143157959,0.7636839151382446,-1.2706713676452637,-3.2366929054260254,0.6887627840042114,-1.449130654335022,-1.2599745988845825,0.9794992208480835,-2.085469961166382,-2.3825697898864746,-0.06522005051374435,0.8560532331466675],[0.41777458786964417,0.2781941890716553,-2.8867082595825195,-0.4580390453338623,-0.7235376834869385,-1.310940146446228,0.48277541995048523,-1.8692890405654907,-1.7872189283370972,2.1368634700775146,1.7784613370895386,0.10969439148902893,-1.0737192630767822,-1.7276611328125,0.47322195768356323,2.6909096240997314,-2.3213846683502197,0.22941210865974426,-2.3036515712738037,-0.7283475399017334,-0.5273454189300537]],[[-1.9076933860778809,3.354050397872925,1.3080081939697266,-1.5388635396957397,-1.0568867921829224,1.0214436054229736,-2.7908341884613037,0.8826202154159546,5.621665954589844,1.2059085369110107,3.0838863849639893,-0.3824377655982971,3.004338026046753,-1.7711211442947388,-0.7559295892715454,-1.996126651763916,-0.3446590304374695,0.5394218564033508,2.906639575958252,3.2329986095428467,0.28213194012641907],[0.2931903898715973,-0.481774240732193,-1.900534749031067,-1.5383903980255127,0.3415614366531372,0.31497105956077576,-2.378803253173828,2.4149203300476074,-2.711515188217163,0.9264240860939026,-2.954658269882202,-2.4034953117370605,-2.6907551288604736,0.29731330275535583,1.180533528327942,-0.44980186223983765,-0.2741568982601166,-1.2083615064620972,-1.304247498512268,0.4653635323047638,-0.42553237080574036],[-1.98655104637146,1.635407567024231,-1.1400413513183594,0.16947194933891296,-1.077075481414795,0.0202645156532526,4.51596736907959,2.606928586959839,-2.5834219455718994,-3.291929006576538,0.5266294479370117,2.4343056678771973,2.457979679107666,3.342952251434326,-0.7795319557189941,0.5264895558357239,-1.672055721282959,-2.3310353755950928,-1.0589015483856201,-1.7640588283538818,-1.444685697555542],[0.9155336618423462,-3.3669967651367188,-1.686401128768921,-1.0148303508758545,-0.06291790306568146,0.4764705002307892,1.2558859586715698,2.9347686767578125,-0.017774129286408424,1.2783609628677368,2.827237367630005,0.15706025063991547,-0.04626430571079254,-2.088200807571411,-0.19394995272159576,0.33677518367767334,-0.6104008555412292,-3.1258044242858887,1.5757895708084106,-2.0540812015533447,1.2639728784561157],[-3.940026044845581,-0.9532952904701233,1.0444844961166382,-0.008082508109509945,-1.0121673345565796,-2.7140862941741943,4.959528923034668,-1.7745251655578613,-2.4470937252044678,3.2232437133789062,1.812118649482727,1.4255291223526,1.587393045425415,-2.6315033435821533,-2.8928284645080566,1.4708166122436523,-3.103869676589966,0.21801190078258514,-2.0568931102752686,1.1390175819396973,-5.140203952789307],[-0.656658947467804,0.010800653137266636,-2.133889675140381,7.2892327308654785,-0.3631782531738281,0.3935810625553131,-2.7988510131835938,0.5411629676818848,2.9730772972106934,4.864633083343506,-2.1373367309570312,0.3857133388519287,-2.2095024585723877,-0.21658411622047424,3.1676347255706787,-1.3724210262298584,-1.7789421081542969,0.3793630599975586,-4.110265731811523,-0.83100825548172,-1.497376561164856],[0.43307191133499146,0.23296886682510376,1.141506314277649,-0.9073666930198669,-3.0786426067352295,-0.32552385330200195,5.168537139892578,-2.3170783519744873,2.181743860244751,0.2613082826137543,0.765160322189331,1.3410958051681519,0.39253294467926025,0.16030380129814148,-1.3299647569656372,-3.7206366062164307,-2.908323287963867,0.04433831572532654,0.8838526606559753,0.7055518627166748,-5.333237648010254],[2.164823293685913,-0.9831402897834778,1.9433330297470093,1.0556747913360596,-1.694441556930542,-2.9425160884857178,-2.70603084564209,0.7810837030410767,-3.340203046798706,-2.4869561195373535,1.0142284631729126,-0.49639299511909485,1.4580843448638916,-3.1733531951904297,-0.5326167941093445,3.2767581939697266,0.10253093391656876,-0.7673953175544739,1.2076448202133179,0.570331335067749,0.5049833059310913],[0.29459744691848755,-1.7910584211349487,-0.29248207807540894,0.2765345275402069,3.0516810417175293,0.5760706067085266,-0.3756681978702545,2.255075693130493,-0.06628818064928055,1.562690258026123,4.787513732910156,-0.9675036072731018,1.682425618171692,-0.008205843158066273,1.0622581243515015,-0.23661689460277557,-2.039505958557129,-1.946371078491211,-0.746419370174408,-1.3880575895309448,2.0947070121765137],[-1.1680032014846802,0.5365455746650696,0.9831131100654602,-1.6978942155838013,1.1612954139709473,-0.018032997846603394,-1.9633023738861084,-1.0055938959121704,8.47317123413086,44.09743881225586,21.992145538330078,4.9181365966796875,-4.897917747497559,1.5438190698623657,-2.063695192337036,-0.19419792294502258,0.8455723524093628,-0.40830954909324646,1.2603193521499634,2.349902868270874,0.729375958442688],[3.619269847869873,-1.552155613899231,3.9059252738952637,-1.6503785848617554,0.9205361008644104,-2.9032206535339355,0.5951626896858215,1.1639788150787354,44.149559020996094,194.81036376953125,88.24578857421875,8.459959030151367,0.782068133354187,1.4174916744232178,0.6642227172851562,-3.480714797973633,-1.4450143575668335,-0.3944461941719055,3.483152389526367,0.7975208759307861,0.6502744555473328],[2.5480241775512695,-0.6128597855567932,-4.821067810058594,1.0919475555419922,-0.42935696244239807,1.3668540716171265,-0.4203033447265625,0.5553399324417114,9.166823387145996,44.92872619628906,17.296106338500977,4.881758689880371,-0.7250998616218567,0.16557712852954865,1.6859359741210938,-0.00969440396875143,0.269506573677063,1.231265902519226,1.1264978647232056,-1.067338466644287,-1.2288202047348022],[1.8068339824676514,1.408656358718872,0.7372910976409912,-1.6955996751785278,1.3956745862960815,-1.096044659614563,0.9931961297988892,1.051921010017395,-1.6916946172714233,-1.5039737224578857,-1.125404953956604,1.4692625999450684,1.1758816242218018,-0.5335448384284973,2.9390742778778076,0.4927162826061249,-1.9391309022903442,0.4077833294868469,1.3514574766159058,0.18214772641658783,3.134744644165039],[-0.49084970355033875,-5.1032395362854,0.05846559628844261,2.1619925498962402,1.1359277963638306,-0.6209843158721924,3.541895627975464,1.8114347457885742,2.239272356033325,1.141477108001709,-5.33243989944458,-0.937080442905426,0.47472235560417175,1.674770712852478,0.6750400066375732,-1.6647138595581055,1.54278564453125,-2.9849939346313477,1.2003288269042969,-1.4657702445983887,2.499950647354126],[0.3887997269630432,-0.4181995987892151,-2.958786725997925,0.7460978627204895,-0.11597012728452682,-1.5214295387268066,4.469654083251953,-1.6110153198242188,-1.983526349067688,-0.3794384300708771,2.5262115001678467,0.9313895106315613,-0.31543707847595215,-0.2624616026878357,1.757373332977295,-0.8378766179084778,0.0035963791888207197,-1.018174171447754,1.292540431022644,-0.622566282749176,1.4481518268585205],[-2.670682430267334,-1.270756721496582,1.4467055797576904,-2.5563244819641113,-4.719101905822754,0.16566818952560425,-1.4646769762039185,0.1708526462316513,-0.33326056599617004,5.1280517578125,0.5266532897949219,0.397276908159256,0.044516611844301224,-0.4272654950618744,3.4330272674560547,-0.8954833149909973,-3.3296990394592285,1.719730257987976,-0.5193272233009338,0.07165142148733139,1.1475529670715332],[-0.9285749197006226,0.4877496361732483,-1.1959295272827148,-1.1397756338119507,1.2165377140045166,-0.2619970440864563,-0.6588225960731506,1.4686850309371948,-1.663550853729248,0.8205955028533936,2.3940305709838867,-4.6416096687316895,-2.6421287059783936,-2.916771650314331,-3.3678951263427734,-5.634359359741211,-2.7994868755340576,-0.8347616195678711,-0.10160661488771439,1.1853464841842651,-1.6340501308441162],[4.709179401397705,1.1682525873184204,2.172290086746216,0.675868570804596,0.7208150029182434,-1.0817898511886597,-2.3353912830352783,0.9169448614120483,0.36338940262794495,-2.8641083240509033,0.48917457461357117,0.4968717694282532,-3.701683282852173,-0.0478409118950367,-0.20841509103775024,-1.452515721321106,1.4170911312103271,0.1616860181093216,-0.044725969433784485,-3.327744960784912,2.869108200073242],[0.8478699922561646,0.35298222303390503,-0.31658995151519775,0.46307122707366943,-0.6219210028648376,-0.5054116249084473,-0.69931960105896,0.506901741027832,1.5774600505828857,1.1846320629119873,4.11823844909668,-0.8713055849075317,2.6030614376068115,0.023914020508527756,1.3069909811019897,-0.8230128884315491,0.29479217529296875,1.1621111631393433,-1.207193374633789,-1.6817779541015625,0.0350174605846405],[1.0503226518630981,2.6274795532226562,1.9750856161117554,-0.9221574664115906,3.9724764823913574,-1.2385724782943726,-0.07257114350795746,0.14198656380176544,-1.5386351346969604,-1.7654531002044678,0.7581198811531067,1.1803438663482666,1.682404637336731,-1.4584468603134155,-2.313724994659424,0.8156092762947083,2.1715941429138184,-1.5248746871948242,0.2492205798625946,0.7910323739051819,0.17820028960704803],[0.4033563435077667,-2.4284915924072266,0.5846051573753357,-2.7474429607391357,2.1612157821655273,-0.22645169496536255,-0.7287300825119019,-0.5270419120788574,1.8087031841278076,-1.0504494905471802,-3.1906540393829346,1.411880373954773,-0.594857394695282,-1.375346302986145,1.4567288160324097,2.362330198287964,-0.7456340193748474,3.9974958896636963,-0.5286998748779297,2.937695264816284,-1.7740788459777832]],[[-0.7710074782371521,0.14564263820648193,-2.050968885421753,-2.9725475311279297,0.30043846368789673,-2.6241836547851562,0.9759635925292969,0.17801561951637268,-2.2517874240875244,-0.323538213968277,0.8934608101844788,0.02619343064725399,-3.154250144958496,1.3951709270477295,-0.5722759962081909,-1.8874825239181519,-2.5146138668060303,-0.1467650830745697,1.4519017934799194,-0.7949771881103516,4.095294952392578],[-4.687643051147461,0.19116619229316711,-2.8176727294921875,4.9654974937438965,1.3718830347061157,-0.5835295915603638,3.441413402557373,-1.3264061212539673,-0.07492711395025253,-0.3255324065685272,4.1029052734375,0.526195228099823,-0.5141533613204956,-2.228616952896118,2.661590576171875,0.7774651646614075,-0.7242209911346436,0.46461617946624756,5.40116024017334,1.221893072128296,-0.8359825015068054],[-3.5518386363983154,1.506953477859497,-1.3052984476089478,0.6936081051826477,-0.4749274253845215,3.013880491256714,1.329306721687317,-0.08175927400588989,0.8344353437423706,0.3398704528808594,-3.3987035751342773,-2.4821231365203857,-0.17762881517410278,-2.733527421951294,-0.09992003440856934,1.571934461593628,-0.5111194252967834,-1.5275254249572754,0.488749623298645,2.3732962608337402,-1.7673946619033813],[-0.797485888004303,-3.517357587814331,-2.2517879009246826,4.412054538726807,-0.8755175471305847,0.28255560994148254,-1.6006660461425781,3.6052396297454834,2.9271085262298584,0.3709084689617157,-5.150761127471924,4.3450608253479,-0.21260829269886017,2.7609782218933105,-0.6897140145301819,2.367202043533325,0.10025118291378021,2.9310455322265625,0.14854879677295685,-2.40733003616333,0.5751877427101135],[0.42442166805267334,-0.3540711998939514,-0.03712886944413185,-0.16920527815818787,3.13043475151062,-2.0547587871551514,3.4804487228393555,3.83185076713562,-0.9430727958679199,-0.22591163218021393,0.09298218786716461,-0.6191548109054565,-0.11209456622600555,4.895022392272949,1.8620694875717163,0.02360840141773224,-0.8102266788482666,1.740669846534729,-0.39129969477653503,-2.1035470962524414,-1.7157405614852905],[2.2602882385253906,-2.1018733978271484,1.4667972326278687,0.6427105069160461,3.502941131591797,-0.41357386112213135,1.762511134147644,1.839294672012329,-0.8154591917991638,1.0967642068862915,0.19963881373405457,-1.3613485097885132,-0.7501916885375977,-0.1829090714454651,-1.5233348608016968,-1.6039820909500122,1.2707099914550781,-2.3624727725982666,-1.5575515031814575,-0.20797361433506012,2.3770055770874023],[-0.3536185026168823,0.5472638607025146,1.2694103717803955,-0.8126887679100037,1.1802997589111328,-0.8803505897521973,2.378697633743286,3.1326544284820557,-1.9128972291946411,-3.6971547603607178,-3.9976181983947754,-0.5136363506317139,-2.0277464389801025,-1.6237590312957764,1.5323339700698853,1.5676034688949585,1.6285465955734253,0.6699254512786865,-1.738813042640686,1.4703298807144165,-0.7116221785545349],[-0.10425382852554321,2.0284736156463623,2.266591787338257,1.0105650424957275,3.4695565700531006,3.9371144771575928,-0.7596229910850525,0.6336748003959656,-3.210951328277588,-2.353512763977051,-0.028649667277932167,-1.3490371704101562,1.4733484983444214,-1.2002127170562744,-3.071209669113159,-0.9301406145095825,-2.2496447563171387,-1.4816697835922241,-0.11131755262613297,-1.2806886434555054,0.5503863096237183],[0.5115693211555481,1.4122611284255981,-0.16776156425476074,3.064166784286499,-2.3664438724517822,-0.757432222366333,2.5001657009124756,-0.11290939897298813,11.525245666503906,53.745243072509766,11.011756896972656,1.4849646091461182,0.7554094195365906,-2.0265934467315674,0.6315836906433105,-1.6863020658493042,1.701324462890625,-3.4090611934661865,1.0000427961349487,2.40271258354187,1.4986540079116821],[-2.3448092937469482,2.385453462600708,1.4155141115188599,-2.3174855709075928,-0.21737468242645264,-2.6099209785461426,0.38292640447616577,-1.30962073802948,55.263099670410156,232.26596069335938,55.98088073730469,2.35785174369812,2.021367073059082,0.21182136237621307,-4.46633243560791,-2.9285969734191895,1.3092879056930542,0.10690297186374664,-2.0078012943267822,-3.9471774101257324,0.9482613801956177],[-1.6505285501480103,-0.2703996002674103,0.14592745900154114,-0.18301182985305786,3.678041696548462,-1.9382054805755615,0.3565196096897125,2.5188169479370117,10.493024826049805,51.87316131591797,7.019083499908447,4.076688766479492,2.6184134483337402,1.6236523389816284,1.7780717611312866,0.21347862482070923,0.054418206214904785,0.3483482003211975,1.3149358034133911,-0.8346442580223083,-0.05882139131426811],[-0.7165743708610535,-2.7940304279327393,1.4938410520553589,-1.0976413488388062,-0.7641077041625977,0.3520054221153259,-0.6576710343360901,4.25564432144165,-0.3882250487804413,2.3600964546203613,-0.4384244978427887,-1.3749271631240845,1.9227113723754883,0.7448444962501526,-0.8103020191192627,0.8942645788192749,1.202582836151123,-1.8583439588546753,-3.01948881149292,-0.008347369730472565,-3.3374929428100586],[-2.839374303817749,-1.0711321830749512,3.4377353191375732,-0.08034058660268784,2.8539278507232666,-1.4864670038223267,-0.2700567841529846,-0.07030781358480453,1.5378687381744385,-4.140024185180664,1.4907587766647339,1.4897124767303467,0.33807840943336487,4.675246238708496,-2.6685595512390137,4.772787094116211,-1.3794606924057007,4.004218578338623,1.7027478218078613,0.20097997784614563,1.6920140981674194],[-0.3044341802597046,0.9819155335426331,-1.4088362455368042,0.6144421100616455,3.1661880016326904,0.27730950713157654,-2.3253214359283447,0.9230703115463257,1.568089246749878,2.507789134979248,1.4365419149398804,0.5188515782356262,2.499687671661377,-0.3455406129360199,0.9593262076377869,0.5553889274597168,1.4314062595367432,0.9664042592048645,1.4514095783233643,0.595022439956665,2.035808563232422],[-1.4895553588867188,3.049957513809204,-1.6203185319900513,-0.21527935564517975,1.5379308462142944,3.071126937866211,0.36623528599739075,-1.495147943496704,1.1935174465179443,1.4531385898590088,1.865260362625122,0.5883505940437317,0.3933184742927551,1.9394590854644775,-0.6383562684059143,-3.1336405277252197,-0.10917317867279053,3.352487802505493,2.4104983806610107,-0.7353165149688721,-1.536077857017517],[1.316831350326538,-4.303348541259766,2.014317512512207,-1.3890198469161987,-2.1477456092834473,3.5487539768218994,-0.08241985738277435,0.7984045147895813,2.6886608600616455,2.0486350059509277,4.272014141082764,0.05704808980226517,1.6327242851257324,0.587453305721283,0.6649133563041687,-1.2472965717315674,-4.597217082977295,1.4680901765823364,0.4552765190601349,-0.4129701852798462,-1.1932567358016968],[4.49981164932251,1.2899101972579956,1.3683186769485474,0.7382435202598572,1.8591057062149048,-1.4155595302581787,3.4318931102752686,-3.1161537170410156,-2.7796854972839355,-1.897645354270935,0.9826200604438782,-2.154682159423828,-0.12106689810752869,-1.4443089962005615,-0.8689379692077637,-0.7262020111083984,-0.3965007960796356,1.151262640953064,0.5605390071868896,0.6895908713340759,-1.3321853876113892],[2.982246160507202,1.0228675603866577,-0.8381171226501465,2.4869630336761475,1.540839433670044,4.106963634490967,-0.7220892906188965,0.6436134576797485,-2.4107682704925537,-2.7654330730438232,-1.5452207326889038,1.1751574277877808,-0.004198639187961817,1.718003749847412,-0.8957542181015015,1.819505214691162,0.8234590291976929,0.3127501904964447,-2.5648136138916016,2.3718974590301514,1.686811923980713],[-3.8621602058410645,-2.0856332778930664,-1.6128416061401367,-2.111105442047119,-2.246393918991089,-0.1364821195602417,1.3608806133270264,-2.1091065406799316,-0.2799898087978363,-0.6827168464660645,1.8653472661972046,-3.8504621982574463,-2.7087290287017822,2.4454166889190674,-1.6541857719421387,-0.12602917850017548,-5.7709431648254395,2.584784507751465,1.3278391361236572,-0.2583910822868347,-1.6045386791229248],[-1.5287771224975586,2.4735569953918457,1.3042643070220947,-2.9808225631713867,-0.6838209629058838,-2.3997867107391357,-1.0227484703063965,2.584711790084839,1.7358790636062622,0.29549381136894226,3.768418550491333,4.3670268058776855,-1.424009084701538,2.971923589706421,1.4120802879333496,-1.2926430702209473,2.0542538166046143,3.7328760623931885,-1.294389247894287,4.066002368927002,-0.8566311597824097],[1.0673898458480835,2.2203378677368164,-2.3451013565063477,-0.8804037570953369,-1.7563990354537964,0.8111020922660828,3.2402236461639404,3.664173126220703,1.6650094985961914,-0.46723848581314087,-0.16235946118831635,-0.043313294649124146,-1.3057663440704346,-0.541913628578186,-1.3369659185409546,-1.425689697265625,1.9497358798980713,-3.3210935592651367,-1.8025097846984863,2.4179539680480957,-2.137873411178589]]] null null [57130.19921875,57130.2109375,57130.21875,57131.19921875,57131.2109375,57131.21875,57132.19921875,57132.2109375,57132.21875,57133.19921875]
diff --git a/notebooks/KBMOD_Demo.ipynb b/notebooks/KBMOD_Demo.ipynb
index fb4e918af..507372f48 100644
--- a/notebooks/KBMOD_Demo.ipynb
+++ b/notebooks/KBMOD_Demo.ipynb
@@ -9,7 +9,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -18,7 +18,6 @@
     "\n",
     "from pathlib import Path\n",
     "\n",
-    "from kbmod.fake_data_creator import *\n",
     "from kbmod.run_search import *\n",
     "from kbmod.search import *"
    ]
@@ -45,17 +44,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "['000000.fits', '000001.fits', '000002.fits', '000003.fits', '000004.fits', '000005.fits', '000006.fits', '000007.fits', '000008.fits', '000009.fits']\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Define the path for the data.\n",
     "im_filepath = \"../data/demo\"\n",
@@ -64,7 +55,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -78,64 +69,20 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Run KBMOD"
+    "# Run KBMOD\n",
+    "\n",
+    "The standard approach to running KBMOD is to perform a grid search over all starting pixels and a grid of velocities. The velocities are defined by steps in velocity space (in pixels per day) and angles. Let’s do a grid search with:\n",
+    "* 21 different velocity steps from 0 pixels per day and 20 pixels per day\n",
+    "* 11 different angles from 0.5 below the default angle (computed based on the ecliptic) to 0.5 above.\n",
+    "\n",
+    "We require objects to be found in at least 7 of the time steps."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "---------------------------------------\n",
-      "Loading Images\n",
-      "---------------------------------------\n",
-      "Loaded 10 images\n",
-      "Times set\n",
-      "Starting Search\n",
-      "---------------------------------------\n",
-      "Ecliptic Angle = 1.1901\n",
-      "Min. Search Angle = -0.5000\n",
-      "Max Search Angle = 0.5000\n",
-      "Min Velocity = 0.0000\n",
-      "Max Velocity = 20.0000\n",
-      "Using in-line GPU sigmaG filtering methods\n",
-      "sigmaG limits: [15,60]\n",
-      "sigmaG coeff: 0.7753\n",
-      "Search finished in 0.057s\n",
-      "---------------------------------------\n",
-      "Retrieving Results\n",
-      "---------------------------------------\n",
-      "Getting results...\n",
-      "---------------------------------------\n",
-      "Chunk Start = 0\n",
-      "Chunk Max Likelihood = 243.35\n",
-      "Chunk Min. Likelihood = -1.00\n",
-      "---------------------------------------\n",
-      "Extracted batch of 1343 results for total of 1343\n",
-      "Applying Clipped-sigmaG Filtering\n",
-      "sigmaG limits: [15,60]\n",
-      "sigmaG coeff: 0.7753\n",
-      "0.18s elapsed\n",
-      "Completed filtering.\n",
-      "---------------------------------------\n",
-      "---------------------------------------\n",
-      "Applying Stamp Filtering\n",
-      "---------------------------------------\n",
-      "Stamp filtering 1342 results\n",
-      "Keeping 588 results\n",
-      "0.02s elapsed\n",
-      "Clustering 588 results\n",
-      "---------------------------------------\n",
-      "Saving Results\n",
-      "---------------------------------------\n",
-      "Time taken for patch:  0.9508676528930664\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "results_suffix = \"DEMO\"\n",
     "\n",
@@ -182,44 +129,89 @@
     "    # Override the ecliptic angle for the demo data since we\n",
     "    # know the true angle in pixel space.\n",
     "    \"average_angle\": 0.0,\n",
+    "    \"result_filename\": \"./fake_results/results.ecsv\",\n",
+    "    \"save_all_stamps\": True,\n",
     "}\n",
     "\n",
     "rs = SearchRunner()\n",
-    "rs.run_search_from_config(input_parameters)"
+    "results = rs.run_search_from_config(input_parameters)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Check that results were written."
+    "We then check that results were written to an output directory."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "['results_DEMO.txt', 'lc_DEMO.txt', 'psi_DEMO.txt', 'phi_DEMO.txt', 'lc_index_DEMO.txt', 'times_DEMO.txt', 'filtered_likes_DEMO.txt', 'ps_DEMO.txt', 'all_ps_DEMO.npy']\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "if os.path.exists(res_filepath):\n",
     "    files = os.listdir(res_filepath)\n",
     "    print(files)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Analyzing Results\n",
+    "\n",
+    "The run function we used returns a `ResultList` containing the individual results of the run. We can perform basic actions on this data structure such as sorting it, extracting individual results, or performing additional filtering."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "print(f\"Search found {results.num_results()} results.\")\n",
+    "\n",
+    "# Sorting one result doesn't do anything.\n",
+    "results.sort()\n",
+    "\n",
+    "# Output the trajectory.\n",
+    "best_result = results.results[0] \n",
+    "print(best_result.trajectory)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We can also plot the different curves for the result."
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
    "outputs": [],
-   "source": []
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "fig, axs = plt.subplots(3, 1)\n",
+    "axs[0].plot(results.all_times, best_result.psi_curve)\n",
+    "axs[0].set_title(\"Psi\")\n",
+    "\n",
+    "axs[1].plot(results.all_times, best_result.phi_curve)\n",
+    "axs[1].set_title(\"Psi\")\n",
+    "\n",
+    "axs[2].plot(results.all_times, best_result.likelihood_curve)\n",
+    "axs[2].set_title(\"Likelihood\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "For additional analysis steps, please refer to the kbmod_analysis_demo notebook which uses the data generated by this notebook."
+   ]
   }
  ],
  "metadata": {
diff --git a/notebooks/kbmod_analysis_demo.ipynb b/notebooks/kbmod_analysis_demo.ipynb
index 3241f901f..e92d71e24 100644
--- a/notebooks/kbmod_analysis_demo.ipynb
+++ b/notebooks/kbmod_analysis_demo.ipynb
@@ -7,54 +7,9 @@
     "# KBMod Analysis Demo"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "To run an analysis of KBMOD's output you need the results files. For the purposes of this notebook you can use that fake result data (corresponding to the `data/demo` images) included in `data/fake_results/*_DEMO.txt`.\n",
-    "\n",
-    "If you would like to use real data, you can run KBMOD from start to finish you can use the following steps:\n",
-    "\n",
-    "1) Run `example_search.py` with the following settings:\n",
-    "\n",
-    "  * **image_dir**: The directory with the images from a single field. If you do not have an example data set, you can use `fake_data_creator.py` to create one.\n",
-    "\n",
-    "  * **results_dir**: The directory where you want to save the results\n",
-    "\n",
-    "  * **results_suffix**: Suffix to add when saving results files. Setting this as `test` then files will be saved as \"..._test.txt\". Five results files would be saved:\n",
-    "      * `lc_test.txt`: File with the light curves from results after going through Kalman Filter.\n",
-    "      * `results_test.txt`: File with the x,y pixel locations, velocity, flux, likelihood, and number of unmasked observations of each result.\n",
-    "      * `ps_test.txt`: File with the summed postage stamp for each result.\n",
-    "      * `times_test.txt`: File with the MJD of each observation in the saved lightcurve.\n",
-    "      * `filtered_likes_test.txt`: The recalculated likelihood values for each results after removing observations with the Kalman Filter.\n",
-    "  * **time_file**: [Optional] Location of a file with each row containing (visit_num, visit_mjd) for observations in dataset.\n",
-    "    \n",
-    "The command will be like the following:\n",
-    "\n",
-    "```\n",
-    "python3 example_search.py --image_dir image_dir --results_dir results_dir --results_suffix test --time_file image_times.dat\n",
-    "```\n",
-    "\n",
-    "2) Once you have the results you can use the steps in this notebook to create plots with postage stamps and lightcurves side-by-side for a final look by eye.\n",
-    "  You will first have to update some variables to match the arguments you chose for example_search.py in step 3.\n",
-    "  * Change results_dir to match `--results_dir option`.\n",
-    "  * Change results_suffix to match `--results_suffix option`."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Directory where output from kbmod search are located\n",
-    "results_dir = \"../data/fake_results/\"\n",
-    "results_suffix = \"DEMO\""
-   ]
-  },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -70,32 +25,46 @@
   {
    "cell_type": "markdown",
    "metadata": {},
+   "source": [
+    "To run an analysis of KBMOD's output you need results in the form of either a `ResultList` or saved files. For the purposes of this notebook you can use that fake result data (corresponding to the `data/demo` images) included in `data/fake_results/results.ecsv`. These results were generated by the KBMOD_Demo notebook."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "tags": []
+   },
    "source": [
     "## Loading Results\n",
     "\n",
-    "We load all of the result data as a `ResultList` and extract the first row to use for later examples."
+    "We load all of the result data as a `ResultList` using the class's `read_table` function. We extract the first row to use for later examples."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Loaded 1 results.\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
-    "results = load_result_list_from_files(results_dir, results_suffix)\n",
+    "results = ResultList.read_table(\"../data/fake_results/results.ecsv\")\n",
     "print(f\"Loaded {results.num_results()} results.\")\n",
     "\n",
     "row0 = results.results[0]"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Note that in previous versions (<=1.1) KBMOD saved output was also saved in a series of individual files such as `all_ps_DEMO.npy` and `phi_DEMO.txt`. You can still load these using the `load_result_list_from_files` function:\n",
+    "\n",
+    "```\n",
+    "results_dir = \"../data/fake_results/\"\n",
+    "results_suffix = \"DEMO\"\n",
+    "results = load_result_list_from_files(results_dir, results_suffix)\n",
+    "```"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -109,20 +78,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiAAAAILCAYAAADR4ifpAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8o6BhiAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAyVklEQVR4nO3df3RU9Z3/8dfNr4m1JKhAQiT80CpYhWipxqBWLFlD1qNErWKOu4Cibt3QI420Sk8FrD0nrdpu18Jid48Qe1x/cVaw/li6ECHUErD8OhXW5gAbCRyYIHybGRIlJDOf7x8tU4f8gAnz+SQ3Ph/n3HOcmc99+7n3c++dFzOfufGMMUYAAAAOpfR1BwAAwBcPAQQAADhHAAEAAM4RQAAAgHMEEAAA4BwBBAAAOEcAAQAAzqX1dQeSIRqN6uDBgxo0aJA8z+vr7gAA8IVgjNGxY8eUl5enlJTEPtMYEAHk4MGDys/P7+tuAADwhbR//36NGDEioXUGRAAZNGiQJOl671aleel93Jt+JBqxUzcl1U5d22ztD8m3+8RLsfeJoYn68CbLJmqxtsX94dPjz5dsHiMWeWl23hs7TLt+17Eq9j6ciAERQE5+7ZLmpRNAPs+zNMXH8+nFztb+kHy7T2x+ZWk8HwYQ2Xxzsbg/fHr8+ZNPA4jl98beXEuYhAoAAJwjgAAAAOcIIAAAwDkCCAAAcI4AAgAAnLMWQJYsWaLRo0crMzNThYWF+uCDD3psv2LFCo0bN06ZmZkaP3683n33XVtdAwAAfcxKAHnttddUWVmphQsXatu2bSooKFBJSYkOHz7cZfuNGzeqvLxcs2fP1vbt21VWVqaysjLt3LnTRvcAAEAf84xJ/t1xCgsLdfXVV2vx4sWS/nKr9Pz8fH3nO9/R448/3qn99OnT1draqrfffjv23LXXXqsrr7xSzz///Gn/f+FwWNnZ2Zqccgf3Afk8bkQWjxuRdcKNyE7BjchwOtyILE6Hade69hUKhULKyspKaN2kfwJy4sQJbd26VcXFxX/7n6SkqLi4WHV1dV2uU1dXF9dekkpKSrpt39bWpnA4HLcAAAD/SHoAOXLkiCKRiHJycuKez8nJUTAY7HKdYDCYUPuqqiplZ2fHFv4ODAAA/uLLX8HMnz9foVAotuzfv7+vuwQAABKQ9L8FM2TIEKWmpqqpqSnu+aamJuXm5na5Tm5ubkLtA4GAAoFAcjoMAACcS/onIBkZGZo4caJqampiz0WjUdXU1KioqKjLdYqKiuLaS9KaNWu6bQ8AAPzNyl/Drays1MyZM/X1r39d11xzjX7xi1+otbVV9913nyRpxowZuvDCC1VVVSVJeuSRR3TjjTfqZz/7mW655Ra9+uqr2rJli/793//dRvcAAEAfsxJApk+frk8++UQLFixQMBjUlVdeqdWrV8cmmjY2Niol5W8fvkyaNEkvv/yyfvjDH+oHP/iBLrnkEq1atUpXXHGFje4BAIA+ZuU+IK5xH5BucB+QeNwHpBPuA3IK7gOC0+E+IHH61X1AAAAATocAAgAAnCOAAAAA5wggAADAOSu/gukzJirJwgQhz585zUsbWMN7towsTtSzOTHN4vFnIvYm5noZGXYKW+yz6fDnRFEmEztk8Xy0OY7WrlFnUdef76wAAMDXCCAAAMA5AggAAHCOAAIAAJwjgAAAAOcIIAAAwDkCCAAAcI4AAgAAnCOAAAAA5wggAADAOQIIAABwjgACAACcI4AAAADnCCAAAMA5AggAAHCOAAIAAJwjgAAAAOcIIAAAwDkCCAAAcI4AAgAAnCOAAAAA5wggAADAubS+7kAyeWnp8rz0pNc1kUjSa/6teNReaYvdtsVLS/74xWqnWNzXUYtZPmpvIL00i5cAW+eNZ3Ffe5692hZZvUZZ3N9eaqq12lb3iQ+Zjg47dU3v6/IJCAAAcI4AAgAAnCOAAAAA5wggAADAOQIIAABwjgACAACcI4AAAADnCCAAAMA5AggAAHCOAAIAAJwjgAAAAOcIIAAAwDkCCAAAcI4AAgAAnCOAAAAA5wggAADAOQIIAABwjgACAACcS3oAqaqq0tVXX61BgwZp2LBhKisrU319fY/rVFdXy/O8uCUzMzPZXQMAAP1E0gNIbW2tKioqtGnTJq1Zs0bt7e26+eab1dra2uN6WVlZOnToUGzZt29fsrsGAAD6ibRkF1y9enXc4+rqag0bNkxbt27VN77xjW7X8zxPubm5ye4OAADoh6zPAQmFQpKk888/v8d2LS0tGjVqlPLz8zVt2jTt2rWr27ZtbW0Kh8NxCwAA8I+kfwLyedFoVHPnztV1112nK664ott2Y8eO1bJlyzRhwgSFQiE9++yzmjRpknbt2qURI0Z0al9VVaUnn3yy0/MmEpHxfDav1hhrpb00O8Nrovb6bCIRa7VlovZqWzzubI2jZHd/e6mpVuqajnYrdSV7fbbNRH123fsrP46l6eiwUleSjPGs1bZ1HfGMkXq5Szxj7L0DPvzww/rv//5vvf/++10Gie60t7frsssuU3l5uZ566qlOr7e1tamtrS32OBwOKz8/X5NT7lCal56UvjsTtfgG4MMAYpVfA0iKvYuSLwOID/tsG+dkZ34MIPIsBhBL+6PDtGtdx38pFAopKysroXWt/dNqzpw5evvtt7Vhw4aEwockpaen66qrrtKePXu6fD0QCCgQCCSjmwAAoA8k/Z9txhjNmTNHK1eu1HvvvacxY8YkXCMSiejDDz/U8OHDk909AADQDyT9E5CKigq9/PLLevPNNzVo0CAFg0FJUnZ2ts455xxJ0owZM3ThhReqqqpKkvSjH/1I1157rb7yla+oublZzzzzjPbt26cHHngg2d0DAAD9QNIDyNKlSyVJkydPjnt++fLlmjVrliSpsbFRKSl/+/Dlz3/+sx588EEFg0Gdd955mjhxojZu3KivfvWrye4eAADoB6xOQnUlHA4rOzubSainYBLqKZiE2okfJ3T6sc+2cU52xiTUU0r3w0mo/vztFgAA8DUCCAAAcI4AAgAAnCOAAAAA5wggAADAOQIIAABwjgACAACcI4AAAADnCCAAAMA5AggAAHCOAAIAAJwjgAAAAOcIIAAAwDkCCAAAcI4AAgAAnEvr6w4kk5fiyfO8pNc1UZP0mid5af4bAi8l+fv4JBOJWKstz17e9lJTrdWWiVorbbPfts4bLy3dSl3J7vFn87zx0u1dR8yJE9Zq+/H4U4o/z3Vb+8OY3tflExAAAOAcAQQAADhHAAEAAM4RQAAAgHMEEAAA4BwBBAAAOEcAAQAAzhFAAACAcwQQAADgHAEEAAA4RwABAADOEUAAAIBzBBAAAOAcAQQAADhHAAEAAM4RQAAAgHMEEAAA4BwBBAAAOEcAAQAAzhFAAACAcwQQAADgHAEEAAA4l9bXHUgqL+UvS9LLRpNe8yQTNdZqe6mpVuqaSMRKXUlWxi/GWBxHi7vEJi/Fs1fc0v62ua+t7g+bx7ZPz0mb1z9bbF1XJcvXEVvXv7OoyycgAADAOQIIAABwjgACAACcI4AAAADnCCAAAMA5AggAAHCOAAIAAJxLegBZtGiRPM+LW8aNG9fjOitWrNC4ceOUmZmp8ePH69133012twAAQD9i5ROQyy+/XIcOHYot77//frdtN27cqPLycs2ePVvbt29XWVmZysrKtHPnThtdAwAA/YCVAJKWlqbc3NzYMmTIkG7b/uu//qumTp2q733ve7rsssv01FNP6Wtf+5oWL15so2sAAKAfsBJAdu/erby8PF100UW699571djY2G3buro6FRcXxz1XUlKiurq6btdpa2tTOByOWwAAgH8kPYAUFhaqurpaq1ev1tKlS9XQ0KAbbrhBx44d67J9MBhUTk5O3HM5OTkKBoPd/j+qqqqUnZ0dW/Lz85O6DQAAwK6kB5DS0lLdddddmjBhgkpKSvTuu++qublZr7/+etL+H/Pnz1coFIot+/fvT1ptAABgn/W/hjt48GBdeuml2rNnT5ev5+bmqqmpKe65pqYm5ebmdlszEAgoEAgktZ8AAMAd6/cBaWlp0d69ezV8+PAuXy8qKlJNTU3cc2vWrFFRUZHtrgEAgD6S9AAyb9481dbW6uOPP9bGjRt1++23KzU1VeXl5ZKkGTNmaP78+bH2jzzyiFavXq2f/exn+tOf/qRFixZpy5YtmjNnTrK7BgAA+omkfwVz4MABlZeX6+jRoxo6dKiuv/56bdq0SUOHDpUkNTY2KiXlb7ln0qRJevnll/XDH/5QP/jBD3TJJZdo1apVuuKKK5LdNQAA0E94xhjT1504W+FwWNnZ2bop/S6leenJ/x+YaPJrxkrb2/1eaqqVuiYSsVLXOovjKM+ff9XAS/Gs1bZ2nFjc1zb3h9VjxKfXKD+ydV2VLF9bLR0jHaZd680qhUIhZWVlJbSuP6+aAADA1wggAADAOQIIAABwjgACAACcs34jMpdM+wkZL/kTprz0jKTXjImesFfb0oQ6qxP1bLIxQfmvTEe7tdpWJ73ZnASdZmd/+3UStNV+Ry3WTrF3/FmdBG3r2LY5mf0Lhk9AAACAcwQQAADgHAEEAAA4RwABAADOEUAAAIBzBBAAAOAcAQQAADhHAAEAAM4RQAAAgHMEEAAA4BwBBAAAOEcAAQAAzhFAAACAcwQQAADgHAEEAAA4RwABAADOEUAAAIBzBBAAAOAcAQQAADhHAAEAAM4RQAAAgHMEEAAA4FxaX3cgmby0NHmezzbJ8yzWtpMvTUe7lbqSrPX5LyL2Stvsd2qqtdKeZ6zVhkMp9o4Rm0zEf+ekido7Z7wUe+8HJmrrGpUi9XKX8AkIAABwjgACAACcI4AAAADnCCAAAMA5AggAAHCOAAIAAJwjgAAAAOcIIAAAwDkCCAAAcI4AAgAAnCOAAAAA5wggAADAOQIIAABwjgACAACcI4AAAADnCCAAAMA5AggAAHCOAAIAAJxLegAZPXq0PM/rtFRUVHTZvrq6ulPbzMzMZHcLAAD0I2nJLviHP/xBkUgk9njnzp36u7/7O911113drpOVlaX6+vrYY8/zkt0tAADQjyQ9gAwdOjTu8U9+8hNdfPHFuvHGG7tdx/M85ebmJrsrAACgn7I6B+TEiRN66aWXdP/99/f4qUZLS4tGjRql/Px8TZs2Tbt27eqxbltbm8LhcNwCAAD8I+mfgHzeqlWr1NzcrFmzZnXbZuzYsVq2bJkmTJigUCikZ599VpMmTdKuXbs0YsSILtepqqrSk08+2fkFL+UvS7KZaPJrnmSjv39lPvdVWFJZ7LOXmmqttrX9Icv9bu+wVtuXovbG0cjeOPqWxeufL893m9fsqLFWuz/yjDHWtrikpEQZGRl66623znid9vZ2XXbZZSovL9dTTz3VZZu2tja1tbXFHofDYeXn5+um9LuU5qWfdb87sXgCftEOuNPx5QVJ/u23L1kMIEohgHRCAIlnMYD4UYdp1/roGwqFQsrKykpoXWufgOzbt09r167VG2+8kdB66enpuuqqq7Rnz55u2wQCAQUCgbPtIgAA6CPWotzy5cs1bNgw3XLLLQmtF4lE9OGHH2r48OGWegYAAPqalQASjUa1fPlyzZw5U2lp8R+yzJgxQ/Pnz489/tGPfqT/+Z//0f/93/9p27Zt+od/+Aft27dPDzzwgI2uAQCAfsDKVzBr165VY2Oj7r///k6vNTY2KiXlb7nnz3/+sx588EEFg0Gdd955mjhxojZu3KivfvWrNroGAAD6AauTUF0Jh8PKzs5mEuoA4MtJafJvv32JSahuMQk1HpNQ45zNJFT2JAAAcI4AAgAAnCOAAAAA5wggAADAOQIIAABwjgACAACcI4AAAADnCCAAAMA5AggAAHCOAAIAAJwjgAAAAOcIIAAAwDkCCAAAcI4AAgAAnCOAAAAA5wggAADAubS+7kAymUhExkt+pvJSU5NeM1Y7JWqttolE7BS2sI9jjL39YZPpaO/rLvSKzWPbmhR7ly1r54xldsfRXm0TNdZq29onfuyz1D+PbT4BAQAAzhFAAACAcwQQAADgHAEEAAA4RwABAADOEUAAAIBzBBAAAOAcAQQAADhHAAEAAM4RQAAAgHMEEAAA4BwBBAAAOEcAAQAAzhFAAACAcwQQAADgHAEEAAA4RwABAADOEUAAAIBzBBAAAOAcAQQAADhHAAEAAM4RQAAAgHNpfd0BPzCRiLXaXmqqtdryjJ2yKZ6VupJkonb6LFnut71DRPLs/TvB5v5OyxlqpW742lFW6kpS1qZ91mpHjvw/a7V9e40y7fZqy1K/TdROXdm9jti6/nnGk3q5S/gEBAAAOEcAAQAAzhFAAACAcwQQAADgHAEEAAA4RwABAADOEUAAAIBzCQeQDRs26NZbb1VeXp48z9OqVaviXjfGaMGCBRo+fLjOOeccFRcXa/fu3aetu2TJEo0ePVqZmZkqLCzUBx98kGjXAACATyQcQFpbW1VQUKAlS5Z0+frTTz+t5557Ts8//7w2b96sc889VyUlJTp+/Hi3NV977TVVVlZq4cKF2rZtmwoKClRSUqLDhw8n2j0AAOADnjGm17dC9DxPK1euVFlZmaS/fPqRl5enRx99VPPmzZMkhUIh5eTkqLq6Wvfcc0+XdQoLC3X11Vdr8eLFkqRoNKr8/Hx95zvf0eOPP96pfVtbm9ra2mKPw+Gw8vPzNTnlDqV56b3dnD5h8y6Dtu6OyJ1QO7N5J0qbd0K1iTuhxuNOqJ2ZDnt3QrXVb7+e67aufx2mXes6/kuhUEhZWVkJrZvUrW1oaFAwGFRxcXHsuezsbBUWFqqurq7LdU6cOKGtW7fGrZOSkqLi4uJu16mqqlJ2dnZsyc/PT+ZmAAAAy5IaQILBoCQpJycn7vmcnJzYa6c6cuSIIpFIQuvMnz9foVAotuzfvz8JvQcAAK748o/RBQIBBQKBvu4GAADopaR+ApKbmytJampqinu+qakp9tqphgwZotTU1ITWAQAA/pbUADJmzBjl5uaqpqYm9lw4HNbmzZtVVFTU5ToZGRmaOHFi3DrRaFQ1NTXdrgMAAPwt4a9gWlpatGfPntjjhoYG7dixQ+eff75GjhypuXPn6sc//rEuueQSjRkzRk888YTy8vJiv5SRpClTpuj222/XnDlzJEmVlZWaOXOmvv71r+uaa67RL37xC7W2tuq+++47+y0EAAD9TsIBZMuWLbrppptijysrKyVJM2fOVHV1tb7//e+rtbVVDz30kJqbm3X99ddr9erVyszMjK2zd+9eHTlyJPZ4+vTp+uSTT7RgwQIFg0FdeeWVWr16daeJqQAAYGA4q/uA9BfhcFjZ2dncB+QU3AckHvcBcYv7gMTjPiCdcR+QU3AfEAAAALsIIAAAwDkCCAAAcM6XNyIbSGx+B2rr+0Sb8zRkovZq25wf5Plz7oosfr//52+MtlJ34788b6WuJBU9+m1rtbPf+LO12p7sjaPVc9Ii09Fhp7Bn8Xy0uK9N1NL7wVlMI+UTEAAA4BwBBAAAOEcAAQAAzhFAAACAcwQQAADgHAEEAAA4RwABAADOEUAAAIBzBBAAAOAcAQQAADhHAAEAAM4RQAAAgHMEEAAA4BwBBAAAOEcAAQAAzhFAAACAcwQQAADgHAEEAAA4RwABAADOEUAAAIBzBBAAAOAcAQQAADiX1tcdSCYvNVWel5r0uiYSSXrNk7zU5Pf3JBM11mr7kc1xtMl0dFir7VmrLJ1X22Cl7jcefshKXUk6f+t+a7WtHn0marO6PZ7FfwNbOri9FHtnzRftms0nIAAAwDkCCAAAcI4AAgAAnCOAAAAA5wggAADAOQIIAABwjgACAACcI4AAAADnCCAAAMA5AggAAHCOAAIAAJwjgAAAAOcIIAAAwDkCCAAAcI4AAgAAnCOAAAAA5wggAADAOQIIAABwjgACAACcSziAbNiwQbfeeqvy8vLkeZ5WrVoVe629vV2PPfaYxo8fr3PPPVd5eXmaMWOGDh482GPNRYsWyfO8uGXcuHEJbwwAAPCHhANIa2urCgoKtGTJkk6vffrpp9q2bZueeOIJbdu2TW+88Ybq6+t12223nbbu5ZdfrkOHDsWW999/P9GuAQAAn0hLdIXS0lKVlpZ2+Vp2drbWrFkT99zixYt1zTXXqLGxUSNHjuy+I2lpys3NPaM+tLW1qa2tLfY4HA6f0XoAAKB/SDiAJCoUCsnzPA0ePLjHdrt371ZeXp4yMzNVVFSkqqqqbgNLVVWVnnzySQu9HWBM1E5dj6lDp/JSPHvFU+ydpiZqrNXuaDpspe45v7FTV5IiGRnWaisSsVfb5jlp6zoiyUtNtVbbFtPRbq+4xXG0dY3yjCf18hCx+k5y/PhxPfbYYyovL1dWVla37QoLC1VdXa3Vq1dr6dKlamho0A033KBjx4512X7+/PkKhUKxZf/+/bY2AQAAWGDtn1bt7e26++67ZYzR0qVLe2z7+a90JkyYoMLCQo0aNUqvv/66Zs+e3al9IBBQIBBIep8BAIAbVgLIyfCxb98+vffeez1++tGVwYMH69JLL9WePXtsdA8AAPSxpH8FczJ87N69W2vXrtUFF1yQcI2Wlhbt3btXw4cPT3b3AABAP5BwAGlpadGOHTu0Y8cOSVJDQ4N27NihxsZGtbe361vf+pa2bNmi//zP/1QkElEwGFQwGNSJEydiNaZMmaLFixfHHs+bN0+1tbX6+OOPtXHjRt1+++1KTU1VeXn52W8hAADodxL+CmbLli266aabYo8rKyslSTNnztSiRYv0m9/8RpJ05ZVXxq23bt06TZ48WZK0d+9eHTlyJPbagQMHVF5erqNHj2ro0KG6/vrrtWnTJg0dOjTR7gEAAB9IOIBMnjxZxnT/072eXjvp448/jnv86quvJtoNAADgY9zQAQAAOEcAAQAAzhFAAACAcwQQAADgHAEEAAA4RwABAADOEUAAAIBzBBAAAOAcAQQAADhHAAEAAM4RQAAAgHMEEAAA4BwBBAAAOEcAAQAAzhFAAACAc2l93YFkMpGIjOevTGWipq+70K94aen2ipuoxdKM46m81FQrda3u60jEXm2LjMV+2xpHSTId7dZq2+q3zf1hk61jxJje1/XXuzUAABgQCCAAAMA5AggAAHCOAAIAAJwjgAAAAOcIIAAAwDkCCAAAcI4AAgAAnCOAAAAA5wggAADAOQIIAABwjgACAACcI4AAAADnCCAAAMA5AggAAHCOAAIAAJwjgAAAAOcIIAAAwDkCCAAAcI4AAgAAnCOAAAAA5wggAADAubS+7oAfeCleX3ehd7x0O3VN1E5dy7VN1Fir7aWmWqttdX/7kdX9YW8cbR5/Vs+biLXSkufDfwNb7LOJ2NvZtq5RnolKHb1b14ejDwAA/I4AAgAAnCOAAAAA5wggAADAOQIIAABwjgACAACcI4AAAADnEg4gGzZs0K233qq8vDx5nqdVq1bFvT5r1ix5nhe3TJ069bR1lyxZotGjRyszM1OFhYX64IMPEu0aAADwiYQDSGtrqwoKCrRkyZJu20ydOlWHDh2KLa+88kqPNV977TVVVlZq4cKF2rZtmwoKClRSUqLDhw8n2j0AAOADCd8JtbS0VKWlpT22CQQCys3NPeOaP//5z/Xggw/qvvvukyQ9//zzeuedd7Rs2TI9/vjjiXYRAAD0c1bmgKxfv17Dhg3T2LFj9fDDD+vo0aPdtj1x4oS2bt2q4uLiv3UqJUXFxcWqq6vrcp22tjaFw+G4BQAA+EfSA8jUqVP161//WjU1NfrpT3+q2tpalZaWKtLNPe6PHDmiSCSinJycuOdzcnIUDAa7XKeqqkrZ2dmxJT8/P9mbAQAALEr6H6O75557Yv89fvx4TZgwQRdffLHWr1+vKVOmJOX/MX/+fFVWVsYeh8NhQggAAD5i/We4F110kYYMGaI9e/Z0+fqQIUOUmpqqpqamuOebmpq6nUcSCASUlZUVtwAAAP+wHkAOHDigo0ePavjw4V2+npGRoYkTJ6qmpib2XDQaVU1NjYqKimx3DwAA9IGEA0hLS4t27NihHTt2SJIaGhq0Y8cONTY2qqWlRd/73ve0adMmffzxx6qpqdG0adP0la98RSUlJbEaU6ZM0eLFi2OPKysr9R//8R968cUX9dFHH+nhhx9Wa2tr7FcxAABgYEl4DsiWLVt00003xR6fnIsxc+ZMLV26VH/84x/14osvqrm5WXl5ebr55pv11FNPKRAIxNbZu3evjhw5Ens8ffp0ffLJJ1qwYIGCwaCuvPJKrV69utPEVAAAMDB4xhjT1504W+FwWNnZ2ZqccofSvPSk1/dSvKTXdMKz9A2bidqpa5mJ2jvUvdRUa7X9ur9tMd38oi4ZbI6jzePP6jFi6zpimbXrtsX9YfXYtrQ/Oky71nX8l0KhUMLzMf15ZAEAAF8jgAAAAOcIIAAAwDkCCAAAcC7pd0JFYqxOTJOdCU2+nZTrU0xePKVsWvInmscw4bczHx4jNpmOdnvFbU5wtXQdOZvfsfhv9AEAgO8RQAAAgHMEEAAA4BwBBAAAOEcAAQAAzhFAAACAcwQQAADgHAEEAAA4RwABAADOEUAAAIBzBBAAAOAcAQQAADhHAAEAAM4RQAAAgHMEEAAA4BwBBAAAOEcAAQAAzhFAAACAcwQQAADgHAEEAAA4RwABAADOEUAAAIBzaX3dAT8wUdPXXegVL8WzVdhOXUmmo91abZtMpK970EsWx1ImaqmupeMaXfJSU/u6C71iIpZOSmPz/cDSOSN74+gZr9fd5hMQAADgHAEEAAA4RwABAADOEUAAAIBzBBAAAOAcAQQAADhHAAEAAM4RQAAAgHMEEAAA4BwBBAAAOEcAAQAAzhFAAACAcwQQAADgHAEEAAA4RwABAADOEUAAAIBzBBAAAOAcAQQAADiXcADZsGGDbr31VuXl5cnzPK1atSrudc/zulyeeeaZbmsuWrSoU/tx48YlvDEAAMAfEg4gra2tKigo0JIlS7p8/dChQ3HLsmXL5Hme7rzzzh7rXn755XHrvf/++4l2DQAA+ERaoiuUlpaqtLS029dzc3PjHr/55pu66aabdNFFF/XckbS0TusCAICBKeEAkoimpia98847evHFF0/bdvfu3crLy1NmZqaKiopUVVWlkSNHdtm2ra1NbW1tscfhcDhpfe6SiVor7aWmWqttosZKXS/F3v6wyea+9itbx4gkeWnpdgpbPB9NJGKttt1z3d50PqvHSIpnrbY8O/vES7XXZ5v7uj+yOgn1xRdf1KBBg3THHXf02K6wsFDV1dVavXq1li5dqoaGBt1www06duxYl+2rqqqUnZ0dW/Lz8210HwAAWGI1gCxbtkz33nuvMjMze2xXWlqqu+66SxMmTFBJSYneffddNTc36/XXX++y/fz58xUKhWLL/v37bXQfAABYYu0rmN/97neqr6/Xa6+9lvC6gwcP1qWXXqo9e/Z0+XogEFAgEDjbLgIAgD5i7ROQF154QRMnTlRBQUHC67a0tGjv3r0aPny4hZ4BAIC+lnAAaWlp0Y4dO7Rjxw5JUkNDg3bs2KHGxsZYm3A4rBUrVuiBBx7ossaUKVO0ePHi2ON58+aptrZWH3/8sTZu3Kjbb79dqampKi8vT7R7AADABxL+CmbLli266aabYo8rKyslSTNnzlR1dbUk6dVXX5UxptsAsXfvXh05ciT2+MCBAyovL9fRo0c1dOhQXX/99dq0aZOGDh2aaPcAAIAPeMYY3//uJxwOKzs7W5NT7lCaZ+Gnf/wMN47Nn8759WeQfmX1J5a29jc/w+3Erz/ftHot8eP1z4c/ee4w7VrX8V8KhULKyspKaF3+FgwAAHCOAAIAAJwjgAAAAOcIIAAAwDkCCAAAcI4AAgAAnCOAAAAA5wggAADAOQIIAABwjgACAACcI4AAAADnCCAAAMA5AggAAHCOAAIAAJwjgAAAAOfS+roDSWWikqLJr+v5M6d5qalW6pqOdit1JVnd1yZqrNVGZ6b9hJ3CnmenrmUcf52ZSKSvu5AwE/Xn+4GtfW1M7+v6c08CAABfI4AAAADnCCAAAMA5AggAAHCOAAIAAJwjgAAAAOcIIAAAwDkCCAAAcI4AAgAAnCOAAAAA5wggAADAOQIIAABwjgACAACcI4AAAADnCCAAAMA5AggAAHCOAAIAAJwjgAAAAOcIIAAAwDkCCAAAcI4AAgAAnCOAAAAA59L6ugN+4KV4fd2FXjEd7XYKexZzq4laK+2lplqrbaLGWm2/8tLsXF5MR4eVupIkz5/nus1rlIlErNX24znp131t77qdIvVyV/MJCAAAcI4AAgAAnCOAAAAA5wggAADAOQIIAABwjgACAACcI4AAAADnEgogVVVVuvrqqzVo0CANGzZMZWVlqq+vj2tz/PhxVVRU6IILLtCXv/xl3XnnnWpqauqxrjFGCxYs0PDhw3XOOeeouLhYu3fvTnxrAACALyQUQGpra1VRUaFNmzZpzZo1am9v180336zW1tZYm+9+97t66623tGLFCtXW1urgwYO64447eqz79NNP67nnntPzzz+vzZs369xzz1VJSYmOHz/eu60CAAD9mmeM6fXt4j755BMNGzZMtbW1+sY3vqFQKKShQ4fq5Zdf1re+9S1J0p/+9Cdddtllqqur07XXXtuphjFGeXl5evTRRzVv3jxJUigUUk5Ojqqrq3XPPfecth/hcFjZ2dma7JUpzUvv7eZ0y+bd+myydlc97oTaCXdC7czWHSN9eydUi+eNX+/O6cdz0q/72tbx12HatT76hkKhkLKyshJa96x6FAqFJEnnn3++JGnr1q1qb29XcXFxrM24ceM0cuRI1dXVdVmjoaFBwWAwbp3s7GwVFhZ2u05bW5vC4XDcAgAA/KPXASQajWru3Lm67rrrdMUVV0iSgsGgMjIyNHjw4Li2OTk5CgaDXdY5+XxOTs4Zr1NVVaXs7OzYkp+f39vNAAAAfaDXAaSiokI7d+7Uq6++msz+nJH58+crFArFlv379zvvAwAA6L1eBZA5c+bo7bff1rp16zRixIjY87m5uTpx4oSam5vj2jc1NSk3N7fLWiefP/WXMj2tEwgElJWVFbcAAAD/SCiAGGM0Z84crVy5Uu+9957GjBkT9/rEiROVnp6umpqa2HP19fVqbGxUUVFRlzXHjBmj3NzcuHXC4bA2b97c7ToAAMDfEgogFRUVeumll/Tyyy9r0KBBCgaDCgaD+uyzzyT9ZfLo7NmzVVlZqXXr1mnr1q267777VFRUFPcLmHHjxmnlypWSJM/zNHfuXP34xz/Wb37zG3344YeaMWOG8vLyVFZWlrwtBQAA/UZaIo2XLl0qSZo8eXLc88uXL9esWbMkSf/yL/+ilJQU3XnnnWpra1NJSYn+7d/+La59fX197Bc0kvT9739fra2teuihh9Tc3Kzrr79eq1evVmZmZi82CQAA9HdndR+Q/oL7gHSN+4DE8+M9B/yM+4CcWpv7gJzKj+ekX/f1gLsPCAAAQG8QQAAAgHMEEAAA4FxCk1D7q5PTWDpMu5X6nsV5CTYZY+v7RJ/OAbFYewBMpUo6z1iaA2IszgGRxTkgFs8bW/tasnkd8ec56dd9bev4O/m+25v9PSACyLFjxyRJ7+sdycYxZ/N650d+fa9lHN3yY263eWzbrO3HfS3585z06762fN0+duyYsrOzE1pnQPwKJhqN6uDBgxo0aJC8M5jFHg6HlZ+fr/379w/Yu6iyjQMD2zhwfBG2k20cGBLZRmOMjh07pry8PKWkJPYpy4D4BCQlJSXulvBn6otwG3e2cWBgGweOL8J2so0Dw5luY6KffJzEJFQAAOAcAQQAADj3hQwggUBACxcuVCAQ6OuuWMM2Dgxs48DxRdhOtnFgcLWNA2ISKgAA8Jcv5CcgAACgbxFAAACAcwQQAADgHAEEAAA4RwABAADODdgAsmTJEo0ePVqZmZkqLCzUBx980GP7FStWaNy4ccrMzNT48eP17rvvOupp4qqqqnT11Vdr0KBBGjZsmMrKylRfX9/jOtXV1fI8L27JzMx01OPELVq0qFN/x40b1+M6fhrDk0aPHt1pOz3PU0VFRZft/TCOGzZs0K233qq8vDx5nqdVq1bFvW6M0YIFCzR8+HCdc845Ki4u1u7du09bN9Fz2qaetrG9vV2PPfaYxo8fr3PPPVd5eXmaMWOGDh482GPN3hzzNp1uHGfNmtWpv1OnTj1tXb+Mo6Quz03P8/TMM890W7O/jeOZvF8cP35cFRUVuuCCC/TlL39Zd955p5qamnqs29vz+PMGZAB57bXXVFlZqYULF2rbtm0qKChQSUmJDh8+3GX7jRs3qry8XLNnz9b27dtVVlamsrIy7dy503HPz0xtba0qKiq0adMmrVmzRu3t7br55pvV2tra43pZWVk6dOhQbNm3b5+jHvfO5ZdfHtff999/v9u2fhvDk/7whz/EbeOaNWskSXfddVe36/T3cWxtbVVBQYGWLFnS5etPP/20nnvuOT3//PPavHmzzj33XJWUlOj48ePd1kz0nLatp2389NNPtW3bNj3xxBPatm2b3njjDdXX1+u22247bd1EjnnbTjeOkjR16tS4/r7yyis91vTTOEqK27ZDhw5p2bJl8jxPd955Z491+9M4nsn7xXe/+1299dZbWrFihWpra3Xw4EHdcccdPdbtzXnciRmArrnmGlNRURF7HIlETF5enqmqquqy/d13321uueWWuOcKCwvNP/3TP1ntZ7IcPnzYSDK1tbXdtlm+fLnJzs5216mztHDhQlNQUHDG7f0+hic98sgj5uKLLzbRaLTL1/02jpLMypUrY4+j0ajJzc01zzzzTOy55uZmEwgEzCuvvNJtnUTPaZdO3caufPDBB0aS2bdvX7dtEj3mXepqG2fOnGmmTZuWUB2/j+O0adPMN7/5zR7b9OdxNKbz+0Vzc7NJT083K1asiLX56KOPjCRTV1fXZY3ensenGnCfgJw4cUJbt25VcXFx7LmUlBQVFxerrq6uy3Xq6uri2ktSSUlJt+37m1AoJEk6//zze2zX0tKiUaNGKT8/X9OmTdOuXbtcdK/Xdu/erby8PF100UW699571djY2G1bv4+h9Jdj96WXXtL999/f41919ts4fl5DQ4OCwWDcWGVnZ6uwsLDbserNOd3fhEIheZ6nwYMH99gukWO+P1i/fr2GDRumsWPH6uGHH9bRo0e7bev3cWxqatI777yj2bNnn7Ztfx7HU98vtm7dqvb29rhxGTdunEaOHNntuPTmPO7KgAsgR44cUSQSUU5OTtzzOTk5CgaDXa4TDAYTat+fRKNRzZ07V9ddd52uuOKKbtuNHTtWy5Yt05tvvqmXXnpJ0WhUkyZN0oEDBxz29swVFhaqurpaq1ev1tKlS9XQ0KAbbrhBx44d67K9n8fwpFWrVqm5uVmzZs3qto3fxvFUJ8cjkbHqzTndnxw/flyPPfaYysvLe/zLooke831t6tSp+vWvf62amhr99Kc/VW1trUpLSxWJRLps7/dxfPHFFzVo0KDTfjXRn8exq/eLYDCojIyMTuH4dO+ZJ9uc6TpdSUug7+iHKioqtHPnztN+x1hUVKSioqLY40mTJumyyy7Tr371Kz311FO2u5mw0tLS2H9PmDBBhYWFGjVqlF5//fUz+heIH73wwgsqLS1VXl5et238No5fdO3t7br77rtljNHSpUt7bOu3Y/6ee+6J/ff48eM1YcIEXXzxxVq/fr2mTJnShz2zY9myZbr33ntPO+m7P4/jmb5fuDLgPgEZMmSIUlNTO83gbWpqUm5ubpfr5ObmJtS+v5gzZ47efvttrVu3TiNGjEho3fT0dF111VXas2ePpd4l1+DBg3XppZd221+/juFJ+/bt09q1a/XAAw8ktJ7fxvHkeCQyVr05p/uDk+Fj3759WrNmTY+ffnTldMd8f3PRRRdpyJAh3fbXr+MoSb/73e9UX1+f8Pkp9Z9x7O79Ijc3VydOnFBzc3Nc+9O9Z55sc6brdGXABZCMjAxNnDhRNTU1seei0ahqamri/uX4eUVFRXHtJWnNmjXdtu9rxhjNmTNHK1eu1HvvvacxY8YkXCMSiejDDz/U8OHDLfQw+VpaWrR3795u++u3MTzV8uXLNWzYMN1yyy0Jree3cRwzZoxyc3PjxiocDmvz5s3djlVvzum+djJ87N69W2vXrtUFF1yQcI3THfP9zYEDB3T06NFu++vHcTzphRde0MSJE1VQUJDwun09jqd7v5g4caLS09PjxqW+vl6NjY3djktvzuPuOjfgvPrqqyYQCJjq6mrzv//7v+ahhx4ygwcPNsFg0BhjzD/+4z+axx9/PNb+97//vUlLSzPPPvus+eijj8zChQtNenq6+fDDD/tqE3r08MMPm+zsbLN+/Xpz6NCh2PLpp5/G2py6jU8++aT57W9/a/bu3Wu2bt1q7rnnHpOZmWl27drVF5twWo8++qhZv369aWhoML///e9NcXGxGTJkiDl8+LAxxv9j+HmRSMSMHDnSPPbYY51e8+M4Hjt2zGzfvt1s377dSDI///nPzfbt22O/APnJT35iBg8ebN58803zxz/+0UybNs2MGTPGfPbZZ7Ea3/zmN80vf/nL2OPTndOu9bSNJ06cMLfddpsZMWKE2bFjR9w52tbWFqtx6jae7ph3radtPHbsmJk3b56pq6szDQ0NZu3ateZrX/uaueSSS8zx48djNfw8jieFQiHzpS99ySxdurTLGv19HM/k/eLb3/62GTlypHnvvffMli1bTFFRkSkqKoqrM3bsWPPGG2/EHp/JeXw6AzKAGGPML3/5SzNy5EiTkZFhrrnmGrNp06bYazfeeKOZOXNmXPvXX3/dXHrppSYjI8Ncfvnl5p133nHc4zMnqctl+fLlsTanbuPcuXNj+yMnJ8f8/d//vdm2bZv7zp+h6dOnm+HDh5uMjAxz4YUXmunTp5s9e/bEXvf7GH7eb3/7WyPJ1NfXd3rNj+O4bt26Lo/Pk9sRjUbNE088YXJyckwgEDBTpkzptO2jRo0yCxcujHuup3PatZ62saGhodtzdN26dbEap27j6Y5513raxk8//dTcfPPNZujQoSY9Pd2MGjXKPPjgg52ChJ/H8aRf/epX5pxzzjHNzc1d1ujv43gm7xefffaZ+ed//mdz3nnnmS996Uvm9ttvN4cOHepU5/PrnMl5fDreXwsDAAA4M+DmgAAAgP6PAAIAAJwjgAAAAOcIIAAAwDkCCAAAcI4AAgAAnCOAAAAA5wggAADAOQIIAABwjgACAACcI4AAAADn/j8KmhPLR78pBQAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "ResultsVisualizer.plot_single_stamp(row0.stamp)"
    ]
@@ -131,25 +89,14 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "If we have multiple stamps from either all_stamps or from multiple trajectories, we can plot them in a grid."
+    "If we have multiple stamps from either all_stamps or from multiple trajectories, we can plot them in a grid. Here we use the per-time step stamps."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 640x480 with 10 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "ResultsVisualizer.plot_stamps(row0.all_stamps, columns=5)"
    ]
@@ -163,20 +110,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 1000x1500 with 3 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fig1 = plt.figure(figsize=(10, 15))\n",
     "(ax1, ax2, ax3) = fig1.subplots(3, 1)\n",
@@ -205,23 +141,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiQAAAHqCAYAAAA0+VUpAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8o6BhiAAAACXBIWXMAAA9hAAAPYQGoP6dpAACth0lEQVR4nOydeXgUxdaHfz2TlUASWZIQTdhcQEFQNgMoKEgIqCC4sKgBFxSDXkDligruRsHPyxURXBBcWBSvoqKCGFYVEKKogCIgEhQSZElC9sxMfX80GaZPJVMzmU5mkpz3eeaB7q6urq5TVV2pc+ocTQghwDAMwzAM40cs/i4AwzAMwzAMT0gYhmEYhvE7PCFhGIZhGMbv8ISEYRiGYRi/wxMShmEYhmH8Dk9IGIZhGIbxOzwhYRiGYRjG7/CEhGEYhmEYv8MTEoZhGIZh/A5PSBoI/fr1Q79+/ZTp1q9fD03TsH79etOe/cQTT0DTNNPyYxjGPP78809omoZFixZV+94XX3zR/IIxDQ6ekNQQ+/fvx9133422bdsiLCwMkZGR6N27N/773/+iuLjY38ULWD777DP07dsXMTExaNSoEdq2bYubbroJq1atcqY5fPgwnnjiCezYscN/BWWYOsKiRYugaRq2b9/u13J88cUXeOKJJ/xaBiawCfJ3Aeojn3/+OW688UaEhobitttuQ8eOHVFWVoZvvvkGDz30EHbt2oXXX3/d38UMOF588UU89NBD6Nu3L6ZNm4ZGjRph3759+Prrr7Fs2TIMGjQIgD4hefLJJ9G6dWt06dLFv4VmmDpOq1atUFxcjODg4Bp9zhdffIG5c+fypISpEp6QmMyBAwcwcuRItGrVCmvXrkXLli2d19LS0rBv3z58/vnnfixhYGKz2fD000/j6quvxldffSVdP3r0qB9KxTD1H03TEBYW5u9i1CiFhYWIiIjwdzEYBayyMZmZM2eioKAACxYsMExGKjj33HPxr3/9y3lc8SFu164dQkND0bp1azzyyCMoLS013PfJJ59gyJAhiI+PR2hoKNq1a4enn34adrtdesbrr7+Odu3aITw8HD169MCmTZsqLetff/2FYcOGISIiAjExMZg8ebL03Aq2bt2KQYMGISoqCo0aNULfvn3x7bffSum++eYbdO/eHWFhYWjXrh1ee+01t/VVwbFjx5Cfn4/evXtXej0mJgaAbuPSvXt3AMC4ceOgaZpB/71p0ybceOONSExMRGhoKBISEjB58mRJTTZ27Fg0btwYWVlZuOaaa9C4cWOcffbZmDt3LgDgl19+wVVXXYWIiAi0atUKS5YsMdxfsQy+ceNG3H333WjWrBkiIyNx22234eTJkx69M8MEAlXZkCxfvhwXXnghwsLC0LFjR3z88ccYO3YsWrduXWk+FeNOaGgounfvjm3btjmvjR071tm3Kvqsq12Zw+HAf//7X3Tq1AlhYWFo0aIFBg0a5FQzubNz0TTNsOpSYbO2e/dujB49GmeddRb69OmDF198EZqm4eDBg1Ie06ZNQ0hIiKHvejrmMebBKyQm89lnn6Ft27bo1auXR+nvvPNOvP3227jhhhvwwAMPYOvWrUhPT8evv/6Kjz/+2Jlu0aJFaNy4MaZMmYLGjRtj7dq1mDFjBvLz8zFr1ixnugULFuDuu+9Gr169MGnSJPzxxx+47rrr0LRpUyQkJDjTFRcXo3///sjKysL999+P+Ph4vPvuu1i7dq1UxrVr1yIlJQVdu3bF448/DovFgoULF+Kqq67Cpk2b0KNHDwD6R3zgwIFo0aIFnnjiCdhsNjz++OOIjY1V1kNMTAzCw8Px2Wef4b777kPTpk0rTdehQwc89dRTmDFjBsaPH4/LL78cAJz1vXz5chQVFWHChAlo1qwZvv/+e8yZMwd//fUXli9fbsjLbrcjJSUFV1xxBWbOnInFixdj4sSJiIiIwKOPPooxY8Zg+PDhmD9/Pm677TYkJSWhTZs2hjwmTpyI6OhoPPHEE9izZw/mzZuHgwcPOo2DGaYu8vnnn+Pmm29Gp06dkJ6ejpMnT+KOO+7A2WefXWn6JUuW4NSpU7j77ruhaRpmzpyJ4cOH448//kBwcDDuvvtuHD58GGvWrMG7774r3X/HHXdg0aJFSElJwZ133gmbzYZNmzZhy5Yt6NatW7Xe4cYbb8R5552H5557DkIIXHPNNZg6dSo++OADPPTQQ4a0H3zwAQYOHIizzjoLgOdjHmMygjGNvLw8AUAMHTrUo/Q7duwQAMSdd95pOP/ggw8KAGLt2rXOc0VFRdL9d999t2jUqJEoKSkRQghRVlYmYmJiRJcuXURpaakz3euvvy4AiL59+zrPzZ49WwAQH3zwgfNcYWGhOPfccwUAsW7dOiGEEA6HQ5x33nkiOTlZOBwOQ3natGkjrr76aue5YcOGibCwMHHw4EHnud27dwur1So8aWozZswQAERERIRISUkRzz77rMjMzJTSbdu2TQAQCxculK5VVk/p6elC0zRDuVJTUwUA8dxzzznPnTx5UoSHhwtN08SyZcuc53/77TcBQDz++OPOcwsXLhQARNeuXUVZWZnz/MyZMwUA8cknnyjfl2Fqg4q2um3btkqvHzhwQOpPnTp1Euecc444deqU89z69esFANGqVSvp3mbNmokTJ044z3/yyScCgPjss8+c59LS0iodB9auXSsAiPvvv1+6VjHmVFbGCmjffPzxxwUAMWrUKCltUlKS6Nq1q+Hc999/LwCId955x/lMT8c8xlxYZWMi+fn5AIAmTZp4lP6LL74AAEyZMsVw/oEHHgAAg61JeHi48/+nTp3CsWPHcPnll6OoqAi//fYbAGD79u04evQo7rnnHoSEhDjTjx07FlFRUdKzW7ZsiRtuuMF5rlGjRhg/frwh3Y4dO7B3716MHj0ax48fx7Fjx3Ds2DEUFhaif//+2LhxIxwOB+x2O1avXo1hw4YhMTHReX+HDh2QnJzsUX08+eSTWLJkCS655BKsXr0ajz76KLp27YpLL70Uv/76q0d5uNZTYWEhjh07hl69ekEIgR9//FFKf+eddzr/Hx0djQsuuAARERG46aabnOcvuOACREdH448//pDuHz9+vMEYcMKECQgKCnLKlmHqGocPH8Yvv/yC2267DY0bN3ae79u3Lzp16lTpPTfffLNzdQGAc+Wysj5D+d///gdN0/D4449L13xZZbznnnsqLWdmZib279/vPPf+++8jNDQUQ4cOBeD5mMeYD09ITCQyMhKAPmHwhIMHD8JiseDcc881nI+Li0N0dLRB17lr1y5cf/31iIqKQmRkJFq0aIFbbrkFAJCXl+fMDwDOO+88Q37BwcFo27at9Oxzzz1X6vAXXHCB4Xjv3r0AgNTUVLRo0cLwe/PNN1FaWoq8vDz8888/KC4ulp5dWZ7uGDVqFDZt2oSTJ0/iq6++wujRo/Hjjz/i2muvRUlJifL+rKwsjB07Fk2bNkXjxo3RokUL9O3bF8CZeqqgQlftSlRUFM455xypXqKioiq1DaHv27hxY7Rs2RJ//vmnJ6/LMAFHxThCx6WqzgEw/BECwDk58cSeav/+/YiPj69STVtdqHoV0NU4FosF77//PgBACIHly5cjJSXFOX57OuYx5sM2JCYSGRmJ+Ph47Ny506v7VH8F5Obmom/fvoiMjMRTTz2Fdu3aISwsDD/88AP+/e9/1+hsvSLvWbNmVbnFtnHjxlUaw1aXyMhIXH311bj66qsRHByMt99+G1u3bnVOLirDbrfj6quvxokTJ/Dvf/8b7du3R0REBP7++2+MHTtWqier1VppPlWdF0JU/4UYph5T032mqjGyMqP+ClxXSyuIj4/H5Zdfjg8++ACPPPIItmzZgqysLLzwwgvONJ6OeYz58ITEZK655hq8/vrr2Lx5M5KSktymbdWqFRwOB/bu3YsOHTo4z+fk5CA3NxetWrUCoO8sOX78OD766CNcccUVznQHDhyQ8gP0Gf5VV13lPF9eXo4DBw6gc+fOhrQ7d+6EEMLQ2ffs2WPIs127dgD0CcKAAQOqfJcWLVogPDzc+deFKzRPb+nWrRvefvttHDlyBEDVg9Mvv/yC33//HW+//TZuu+025/k1a9b49Hx37N27F1deeaXzuKCgAEeOHMHgwYNr7JkMU5NUjCP79u2TrlV2zlOq6rft2rXD6tWrceLEiSpXSSpWXHJzcw3nK9sxo+Lmm2/Gvffeiz179uD9999Ho0aNcO211xrKA6jHPMZ8WGVjMlOnTkVERATuvPNO5OTkSNf379+P//73vwDg/GjNnj3bkOall14CAAwZMgTAmb8+XP/aKCsrw6uvvmq4r1u3bmjRogXmz5+PsrIy5/lFixZJHXnw4ME4fPgwPvzwQ+e5oqIiyWFb165d0a5dO7z44osoKCiQ3ueff/5xljE5ORkrVqxAVlaW8/qvv/6K1atXS/dRioqKsHnz5kqvffnllwDOqH4q/AnQd6qsnoQQzvquCV5//XWUl5c7j+fNmwebzYaUlJQaeybD1CTx8fHo2LEj3nnnHUOf37BhA3755Zdq51tVvx0xYgSEEHjyySeleyr6cmRkJJo3b46NGzcartMx0BNGjBgBq9WKpUuXYvny5bjmmmsMPko8HfMY8+EVEpNp164dlixZgptvvhkdOnQweGr97rvvsHz5cowdOxYA0LlzZ6SmpuL11193qmW+//57vP322xg2bJjzL+9evXrhrLPOQmpqKu6//35omoZ3331XWg4NDg7GM888g7vvvhtXXXUVbr75Zhw4cAALFy6UbEjuuusuvPLKK7jtttuQmZmJli1b4t1330WjRo0M6SwWC958802kpKTgoosuwrhx43D22Wfj77//xrp16xAZGYnPPvsMgG6UumrVKlx++eW49957YbPZMGfOHFx00UX4+eef3dZbUVERevXqhcsuuwyDBg1CQkICcnNzsWLFCmzatAnDhg3DJZdc4qzj6OhozJ8/H02aNEFERAR69uyJ9u3bo127dnjwwQfx999/IzIyEv/73/9q1C9IWVkZ+vfvj5tuugl79uzBq6++ij59+uC6666rsWcyTHV46623DCEYKqgw5nTlueeew9ChQ9G7d2+MGzcOJ0+exCuvvIKOHTtW+pH2hK5duwIA7r//fiQnJ8NqtWLkyJG48sorceutt+Lll1/G3r17MWjQIDgcDmzatAlXXnklJk6cCEA3QH/++edx5513olu3bti4cSN+//13r8sRExODK6+8Ei+99BJOnTqFm2++2XDdmzGPMRk/7e6p9/z+++/irrvuEq1btxYhISGiSZMmonfv3mLOnDnObbpCCFFeXi6efPJJ0aZNGxEcHCwSEhLEtGnTDGmEEOLbb78Vl112mQgPDxfx8fFi6tSpYvXq1YYtuhW8+uqrok2bNiI0NFR069ZNbNy4UfTt29ew7VcIIQ4ePCiuu+460ahRI9G8eXPxr3/9S6xatarSPH/88UcxfPhw0axZMxEaGipatWolbrrpJpGRkWFIt2HDBtG1a1cREhIi2rZtK+bPn+/chueO8vJy8cYbb4hhw4aJVq1aidDQUNGoUSNxySWXiFmzZhm2MQuhbyu88MILRVBQkGE74O7du8WAAQNE48aNRfPmzcVdd90lfvrpJ2nLYGpqqoiIiJDK0bdvX3HRRRdJ51u1aiWGDBniPK7YSrlhwwYxfvx4cdZZZ4nGjRuLMWPGiOPHj7t9V4apTSraalW/TZs2VbqldtmyZaJ9+/YiNDRUdOzYUXz66adixIgRon379s40FdtxZ82aJT0XZDuuzWYT9913n2jRooXQNM0wJthsNjFr1izRvn17ERISIlq0aCFSUlIM2/6LiorEHXfcIaKiokSTJk3ETTfdJI4ePVrltt9//vmnyjp54403BADRpEkTUVxcXGkaT8c8xjw0IdhSj2G8ZdGiRRg3bhy2bdtWbcdNDFPX6NKlC1q0aFGjdllMw4VtSBiGYRgD5eXlsNlshnPr16/HTz/9hH79+vmnUEy9h21IGIZhGAN///03BgwYgFtuuQXx8fH47bffMH/+fMTFxVXqcIxhzIAnJAzDMIyBs846C127dsWbb76Jf/75BxERERgyZAief/55NGvWzN/FY+opbEPCMAzDMIzfYRsShmEYhmH8Tr1X2TgcDhw+fBhNmjThcPBMvUQIgVOnTiE+Ph4WS8P8G4P7OcP4H1/Hono/ITl8+DASEhL8XQyGqXEOHTqEc845x9/F8AvczxkmcKjuWFQnJiRz587FrFmzkJ2djc6dO2POnDno0aOHR/c2adIEANBHuxZBWrAitY84qg705MRSeRCqQH2WZlH/tSkcJpkhCQ+CBKpMnsyqX7Pw5J0UaEHu261NlGOTbYWzrTdEKt790KFDzqitjIzdDrz2GvDKK8DffwMWC+Aac7Li+JxzgLQ04J579HMM4wn5+flISEio9lgU8BOS999/H1OmTMH8+fPRs2dPzJ49G8nJydizZw9iYmKU91cs3wZpwTU/IdE86LmaSR/MWnqWJ8vfQjPLLtqTj7fiWWbVr2mYMCHxsN02ZFVFxbtHRkbyhKQKiouB1FTgk0/OzOtpoPCK47/+Ah55BPj+e2DJEiAsrHbLytRtqjsWBfzc96WXXsJdd92FcePG4cILL8T8+fPRqFEjvPXWW/4uGsMwTJ3AbgdGjQI+/VS9yFiBEPrkZdQo/X6GqWkCekJSVlaGzMxMQwhoi8WCAQMGVBkZtrS0FPn5+YYfwzBMQ2bOHH0yQldEVDgc+qRkzpyaKRfDuBLQE5Jjx47BbrcjNjbWcD42NhbZ2dmV3pOeno6oqCjnjw3dGIapKRwO4MsvgeuvBy66CEhM1P+9/nr9vLcTgJoq40sveb4yQhEC+M9/AuNdmPpNQE9IqsO0adOQl5fn/B06dMjfRWIYpp5htwOzZwOtWwODBwOffQbs3g0cOqT/+9ln+vk2bfR0/vyYr16tl8sXsrKAr74ypzwMUxUBPSFp3rw5rFYrcnJyDOdzcnIQFxdX6T2hoaFOwzY2cGMYxuxVjOJi4IYbgClTznzoqY1FxXFWlp7uhhuAkhLf36U6vP46YPXR1ttq1fNhmJokoCckISEh6Nq1KzIyMpznHA4HMjIykJSU5MeSMQwT6NTEKkZdNA79/Xffn2u36/kwTE0S8Nt+p0yZgtTUVHTr1g09evTA7NmzUVhYiHHjxnmXkXDA7RZMT7bRKtCCaq86BTz4k0flA8ODdxYejGRaSIi6LB7kI2wejPAKPyO16jfFExR17El5lXI0wddJfaO4GBg92rjFVbWKsXGjeotrhXGot/YYrsahkyZ5d6+vnDplTj68P4CpaQJ6hQQAbr75Zrz44ouYMWMGunTpgh07dmDVqlWSoSvDMAxQc6sYddU41Cx/eaz9ZmqagJ+QAMDEiRNx8OBBlJaWYuvWrejZs6e/i8QwTIBSU1tc66px6Pnn+25DEhSk58MwNUmdmJAwDMN4Qk2uYtRV49Dx4323IbHZ9HwYpibhCQnDMPWGjAxzVzHKyvSYLz/8oP/qonFocjJw9tm+5REcDLRoYU55GKYqeELCMEy9YeFC31cxAODGG4GzzgJCQ/VAc1276hMVM6ht49DcXF3l4gvl5UDPnsCDDwKFhVWnqwuO4pjAhSckDMPUG/btM2drbUGB/iEH9AlOy5b65MQMatM49MgRoG9f4OBBfZXD28i9FguQkqJP0Ox24P/+T59gfPmlMV1dchTHBC48IWEYpt5QUGBOPi1aAL/+Chw/rqttDh/WP8x1yTj0wAHg8suBnTv1CdV33wHXXQd4GohV04ChQ4GPPgI++ABYuVJf8Th4UJ9cjBoF5OTUPUdxTODCExKGYeoNjRubk09MDNC+PdC06ZlVhbpkHLprF9CnD7B/v74q8c03QLduwIcf6ka/iYl6OjrBqjhOTNTTffjhGb8sQ4bo+U6ZotfJsmXABRcAvXrVLUdxTOCiCVFde/S6QX5+PqKionBl8I0I0oKrTOeJA7DackClBVVdTicelEXpAMzhgdMzs5y9eeKEzVbuez6eyMiDsmge/CnsUZtRFsUDR242m9vrNlGO9fgEeXl5DTZUQkU/HzIkD6tWRfr0oQsKAq69Vl8ZcMXh0FUSvhjNNmsGHD3qverEG7ZtAwYNAk6cADp21Lcrx8cb0zgcuuHu66/rRrb5+boq6fzz9QnTwIHuy5iZqaf74Yfql1PT9ElPbTuKY2qOin5Y3bGIV0gYhqk2drsd06dPR5s2bRAeHo527drh6aefhuvfOWPHjoWmaYbfoEGDDPmcOHECY8aMQWRkJKKjo3HHHXegoBr6l3Hjam4Vw2LRVwc8VXlUxvHjwG23AXl51c/DHevWAVddpU9GevYENmyQJyOA/i6DBumTrp07dVXKzp368aBB6glT167A5s1AdHT1y8pRhBkKT0gYhqk2L7zwAubNm4dXXnkFv/76K1544QXMnDkTc4h3sUGDBuHIkSPO39KlSw3Xx4wZg127dmHNmjVYuXIlNm7ciPHV0G307w8kJPj0SkhM1FcIKuO++3S7iuoYh7Zvr09mFi8GOncGNm3yrZyUTz/V7VwKCvR6+PprXeVUU2RknDH8rS4cRZhxhSckDMNUm++++w5Dhw7FkCFD0Lp1a9xwww0YOHAgvv/+e0O60NBQxMXFOX9nnXWW89qvv/6KVatW4c0330TPnj3Rp08fzJkzB8uWLcPhw4e9Ko+vqxiaBkyeXPWEw2rV491Uxzj0xx+Bb7/VbToOHgT69QMee0zfUlsZ3myhfe89YPhwoLQUGDZMN0A1y56mKuqqozgmcOEJCcMw1aZXr17IyMjA76e9ff3000/45ptvkJKSYki3fv16xMTE4IILLsCECRNw/Phx57XNmzcjOjoa3bp1c54bMGAALBYLtm7dWulzS0tLkZ+fb/hV4MsqxrBhwP33u08XHl5949CkJGDHDiA1VZ9QPPss0Ls3sHfvmXu93UL78svArbfq9912G7B8ufsAgWbBUYQZswn4aL8MwwQuDz/8MPLz89G+fXtYrVbY7XY8++yzGDNmjDPNoEGDMHz4cLRp0wb79+/HI488gpSUFGzevBlWqxXZ2dmIiYkx5BsUFISmTZsiOzu70uemp6fjySefrPRaxSoGjfbrjopVjCVLPJvIWK26Meb993tvHBoZCSxapO9aGT9eN0K95BJ9cjF6NDBmjOdRiidPPnP+/vt1m4yaNJh1haMIM2bDExKGYarNBx98gMWLF2PJkiW46KKLsGPHDkyaNAnx8fFITU0FAIwcOdKZvlOnTrj44ovRrl07rF+/Hv3796/Wc6dNm4YpU6Y4j/Pz85HgYjxSsYoxZ47+kc7K0icRrh/3iuPERP3Dfv/91VtVGTRI/3nLjTcCl12mr5asWwfcdRcwY4bu28PbvY/t2+tOy2prMgJwFGHGfFhlwzBMtXnooYfw8MMPY+TIkejUqRNuvfVWTJ48Genp6VXe07ZtWzRv3hz79u0DAMTFxeHo0aOGNDabDSdOnEBcXFyleYSGhiIyMtLwo1SsYhw4oNtcXHedboORkKD/e911+vkDB/R0tfkxryAhQTc+nTlTf/6RI9XbdbJnD/DKK+aXzx0cRZgxmwazQiLsdggP/E+4z8T9ny2e+OxQ+gaBiT5RFO/rUXk9KItHPjs88DHiST7K5zjM+aqYVV6VDxEh1JaRKjlpQgDuH1NjFBUVwUK+5FarFQ43X9W//voLx48fR8uWLQEASUlJyM3NRWZmJrp27QoAWLt2LRwOB3r27OlzGX1ZxagNLBbggQf0FY6cnOrlUbGFtjqrPNVl/HhgxQrf8uAowowrvELCMEy1ufbaa/Hss8/i888/x59//omPP/4YL730Eq6//noAQEFBAR566CFs2bIFf/75JzIyMjB06FCce+65SE5OBgB06NABgwYNwl133YXvv/8e3377LSZOnIiRI0civjInGvWQ1aurPxmpoLa30CYn1+wWa6bhwRMShmGqzZw5c3DDDTfg3nvvRYcOHfDggw/i7rvvxtNPPw1AXy35+eefcd111+H888/HHXfcga5du2LTpk0IdYlWt3jxYrRv3x79+/fH4MGD0adPH7zegPaD1sUttGY4iktJ8Y+qjAlMGozr+H6W4W5dx3uEwtW6WSobjzBDZeOJ23KzVDYm5aN8Ti3WrxkqG09Gc9VzbKIc62z/Y9fxPris9jcXXaRv6TUjn507fc/HU+x2PVDep59Wz/bFYgFefRW4+27zy8bUPuw6nmEYpo5TV7fQ+uIobvRofRJzzz3Agw+yC3mGJyQMwzB+py5voa2Oo7iPPtK9yz71lH7+//5PX2kpKqq9cjOBB09IGIZh/Exd30JbnS3WmgZMn66vsISEAB9/DPTtq299ZhomDWbbL8MwTKBSX7bQVmeL9ahR+sRl2DBg+3Y9SvHnnwOdOtVYMZkAhVdIGIZh/ExD30Lbpw+wZYu+wnPokB7fZ/VqYxpvgg0ydZMGs0KiWTRobqyuPNmd4ckuGk/KocIjx2geOHlT7gIxayeJR3Wn3uHk0U4cRf1pwR7sdCorUz/HpPeGxXcZqJ5TzzfKNQgqttBOmeK923hAHaW4LnDuucDmzXrU4g0b9Fg/r7yiu9SfM0e3PTl0SA4BsGePvrrkSwgAJjBgsTEMwwQANR2luC7QtKnu3O222/RJx4QJepyeKVP0yQjgPtjglCm6cWxJSe2WmzEHnpAwDMMEAL5sofU0SnFdICREj4ZcEcx53z7PV42E0CMljxolT1yYwKeeNGGGYZi6T3W20H74IRAWVrvlrGk0rfpbmB0OfVIyZ465ZWJqHp6QMAzDBBB1IUpxTeNw6JOt6lIRbJANXesWDcaolWEYpi4R6FGKa5LVq8/YjFSXimCDDbH+6ir1cG7NMAzD1GXqYrBBxnd4QsIwDMMEFL//7rtRqt2u58PUHXhCwjAMwwQUdTXYIOMbDceGRLO4dSamWXx3UOWRMy2TnJ555FDLhG1vnjhyM6ssHj1LVTcm1a9HTs88QNUmPJKRqn49qH+GqUvU5WCDTPUJ+BWSJ554ApqmGX7t27f3d7EYhmGYGqKuBxtkqkedWCG56KKL8PXXXzuPg0xw4c4wDMMEJvUl2CDjHXXiyx4UFIS4uDh/F4NhGIapBSqCDfqy9bcuBxtsqAS8ygYA9u7di/j4eLRt2xZjxoxBVlZWlWlLS0uRn59v+DEMwzB1h4pgg5660KfUh2CDDZGAF1fPnj2xaNEirFq1CvPmzcOBAwdw+eWX41QVZtjp6emIiopy/hJ8jenNMAzD1DocbLDhoYk6Frs8NzcXrVq1wksvvYQ77rhDul5aWorS0lLncX5+PhISEnBl8I0I0oKrztiEMPCm7bLxBE92VniyW0eZhfpPFLN2Dpmyy8YEOZqJepeNB3WneCebKMd6sQJ5eXmIbKDbCvLz8xEVFdWg66A+UlwMjB6tx6bx5EulafpkZMmS+hffpy7gaz8M+BUSSnR0NM4//3zs27ev0uuhoaGIjIw0/BiGYZi6hyfBBiuoz8EGGwp1bkJSUFCA/fv3o2XLlv4uCsMwDFPDuAs26OoB4uuv62+wwYZCwO+yefDBB3HttdeiVatWOHz4MB5//HFYrVaMGjXKq3xEeRmEVvWanxYcos7EUeb+ugcqB4/UEp7gTv10GmErd5+FJyomD9QbWpAHZTFJVaXMx+HBcyzq9/ZIVeWJ6oedljGMKVQVbLBfP2DDBj0g33nn+aVojEkE/Fzyr7/+wqhRo3DBBRfgpptuQrNmzbBlyxa0aNHC30VjmAaP3W7H9OnT0aZNG4SHh6Ndu3Z4+umn4WqaJoTAjBkz0LJlS4SHh2PAgAHYu3evIZ8TJ05gzJgxiIyMRHR0NO644w4UFBTU9uswdZCUFP3fL7/0bzkY3wn4FZJly5b5uwgMw1TBCy+8gHnz5uHtt9/GRRddhO3bt2PcuHGIiorC/ae3OcycORMvv/wy3n77bbRp0wbTp09HcnIydu/ejbDTyv4xY8bgyJEjWLNmDcrLyzFu3DiMHz8eS5Ys8efrMXWAwYOBhx8G1q7VjWDDw/1dIqa6BPyEhGGYwOW7777D0KFDMWTIEABA69atsXTpUnz//fcA9NWR2bNn47HHHsPQoUMBAO+88w5iY2OxYsUKjBw5Er/++itWrVqFbdu2oVu3bgCAOXPmYPDgwXjxxRcRHx8vPbey3XRMw6RjR+Ccc4C//tJVN1Slw9QdAl5lwzBM4NKrVy9kZGTg99Nx3n/66Sd88803SDm9jn7gwAFkZ2djwIABznuioqLQs2dPbN68GQCwefNmREdHOycjADBgwABYLBZs3bq10ueyvyGmAk07o7b54gv/loXxDZ6QMAxTbR5++GGMHDkS7du3R3BwMC655BJMmjQJY8aMAQBkZ2cDAGJjYw33xcbGOq9lZ2cjJibGcD0oKAhNmzZ1pqFMmzYNeXl5zt8hX3yMM3WewYP1f9mOpG7DKhuGYarNBx98gMWLF2PJkiW46KKLsGPHDkyaNAnx8fFITU2tseeGhoYiNDS0xvJn6hb9+wPBwcC+fcDevbzbpq7CKyQMw1Sbhx56yLlK0qlTJ9x6662YPHky0tPTAcAZFDMnJ8dwX05OjvNaXFwcjh49arhus9lw4sQJDqrJeESTJsDll+v/Z7VN3YUnJAzDVJuioiJYiCcqq9UKh0P3v9KmTRvExcUhIyPDeT0/Px9bt25FUlISACApKQm5ubnIzMx0plm7di0cDgd69uxZC2/B1Ad4+2/dp8GobLSgIGiaj6+rCj3pQbwWlbMyT/MBTIgf44FjNM2NM7mAxAOnZ55gVnweZfwjjxywqZ5jAfwkpmuvvRbPPvssEhMTcdFFF+HHH3/ESy+9hNtvvx0AoGkaJk2ahGeeeQbnnXeec9tvfHw8hg0bBgDo0KEDBg0ahLvuugvz589HeXk5Jk6ciJEjR1a6w4ZhKmPwYOChh4D164GiIqBRI3+XiPGWBjMhYRjGfObMmYPp06fj3nvvxdGjRxEfH4+7774bM2bMcKaZOnUqCgsLMX78eOTm5qJPnz5YtWqV0wcJACxevBgTJ05E//79YbFYMGLECLz88sv+eCWmjtKhA9CqFXDwILBuHXB6JzpTh6hz0X69pSL64JVBI9xH+zVhdcMjF+qmrZD4jhbswXzUpMi4nqw4mOau3QwCKZqy4p1tohzrHR816Ei3HO2XAYAJE4D584F77wXmzvV3aRoeDS7aL8MwDMNURsX23y++AOr3n9r1E56QMAzDMPWCq64CQkKAP/8E9uzxd2kYb+EJCcMwDFMviIgA+vbV/8+7beoePCFhGIZh6g3sRr7uwhMShmEYpt5QYUeycSNQUODfsjDe0XC2/WoW97siTNhVYZbvCs0D/yAe7VpR5CPKbco8TMOhLq+AOT5E1A9Sy9osGSjbTG3tGmKYBsL55wNt2gAHDgBr1wLXXefvEjGewiskDMMwTL1B04y7bZi6A09IGIZhmHqFa/Rf3v5bd+AJCcMwDFOv6NcPCA0FsrKA3bv9XRrGU3hCwjAMw9QrGjUCrrxS/z9v/6078ISEYRiGqXfw9t+6B09IGIZhmHpHhR3JN98A+fn+LQvjGTwhYRiGYeod556r/8rLgYwMf5eG8QSekDAMwzD1Et7+W7doMI7RhN0O4cZJlSeOsDSLe4daZjlG88hJmwcIW7nPeXhSLx5hUTc1j+pPgWfl9cDpmQcOyzxynqbIxzQHbAzDSKSkAC+/fGb7r6b5u0SMO3iFhGEYhqmX9O0LhIcDf/8N/PKLv0vDqOAJCcMwDFMvCQ8HrrpK/z9v/w18eELCMAzD1Ft4+2/dgSckDMMwTL2lYkLy7bdAXp5/y8K4hyckDMMwTL2lbVvgggsAux1Ys8bfpWHcwRMShmEYpl7jGmyPCVx4QsIwDMPUa1ztSDj6b+DCExKGYRimXnPFFXrAvexsYMcOf5eGqYoG4xhNhSfOp5ROrDQPnGlZ1J55PHLK5Uk+qlfywEmbJ2UJim2hTJN/WStlmsgtB5Vp7MdOuL1uihwBQHjiVM6TfFTO9NRZqGStCQ0wx5ee17Ru3RoHD8pyu/feezF37lz069cPGzZsMFy7++67MX/+fOdxVlYWJkyYgHXr1qFx48ZITU1Feno6goJ4eGLMITQUGDAA+PRTXW1zySX+LhFTGX5dIdm4cSOuvfZaxMfHQ9M0rFixwnBdCIEZM2agZcuWCA8Px4ABA7B3717/FJZhGIlt27bhyJEjzt+a01aDN954ozPNXXfdZUgzc+ZM5zW73Y4hQ4agrKwM3333Hd5++20sWrQIM2bMqPV3Yeo3vP038PHrhKSwsBCdO3fG3LlzK70+c+ZMvPzyy5g/fz62bt2KiIgIJCcno6SkpJZLyjBMZbRo0QJxcXHO38qVK9GuXTv07dvXmaZRo0aGNJGRkc5rX331FXbv3o333nsPXbp0QUpKCp5++mnMnTsXZWVlVT63tLQU+fn5hh/DuKNiQrJ5M3DypH/LwlSOXyckKSkpeOaZZ3D99ddL14QQmD17Nh577DEMHToUF198Md555x0cPnxYWklhGMb/lJWV4b333sPtt98OzSVoyOLFi9G8eXN07NgR06ZNQ1FRkfPa5s2b0alTJ8TGxjrPJScnIz8/H7t27aryWenp6YiKinL+EhISaualmHpDq1bAhRcCDgfw1Vf+Lg1TGQFr1HrgwAFkZ2djwIABznNRUVHo2bMnNm/eXOV9/JcTw/iHFStWIDc3F2PHjnWeGz16NN577z2sW7cO06ZNw7vvvotbbrnFeT07O9swGQHgPM7Ozq7yWdOmTUNeXp7zd+jQIXNfhqmX8PbfwCZgrcYqBqPKBit3A1V6ejqefPLJGi0bwzAyCxYsQEpKCuLj453nxo8f7/x/p06d0LJlS/Tv3x/79+9Hu3btqv2s0NBQhIaG+lRepuGRkgK8+KI+IXE4AEvA/kneMKl34uC/nBim9jl48CC+/vpr3HnnnW7T9ezZEwCwb98+AEBcXBxycnIMaSqO4+LiaqCkTEOmTx+gcWPg6FHgxx/9XRqGErATkorBqLLByt1AFRoaisjISMOPYZiaZeHChYiJicGQIUPcpttx2glEy5YtAQBJSUn45ZdfcPToUWeaNWvWIDIyEhdeeGGNlZdpmISE6Nt/Ad5tE4gE7ISkTZs2iIuLQ0ZGhvNcfn4+tm7diqSkJD+WjGEYVxwOBxYuXIjU1FSD75D9+/fj6aefRmZmJv788098+umnuO2223DFFVfg4osvBgAMHDgQF154IW699Vb89NNPWL16NR577DGkpaWxSoapEdiOJHDxqw1JQUGBc+kW0A1Zd+zYgaZNmyIxMRGTJk3CM888g/POOw9t2rTB9OnTER8fj2HDhvmlvMKmcJZlkqMxlTMt/VnBHqRx/yxPnKvBAydiJ69orUzz3X/mK9MkPXCPMk3UR+7362kmOCvzFGGzqRNpijr2oCzC4b5dCT/7wv7666+RlZWF22+/3XA+JCQEX3/9NWbPno3CwkIkJCRgxIgReOyxx5xprFYrVq5ciQkTJiApKQkRERFITU3FU089VduvwTQQKrb/btkCHDsGNG/u3/IwZ/DrhGT79u248sorncdTpkwBAKSmpmLRokWYOnUqCgsLMX78eOTm5qJPnz5YtWoVwsLC/FVkhmEIAwcOrHRSlJCQIHlprYxWrVrhC14/Z2qJc84BOnUCfvlF3/47erS/S8RU4NcJSb9+/dz+dadpGp566in+a4lhGIYxjcGD9QnJl1/yhCSQCFgbEoZhGIapCSrUNqtW6dt/mcCAJyQMwzBMg6JXLyAyUrch2b7d36VhKuAJCcMwDNOgCA4Grr5a/z+bLwUOPCFhGIZhGhy8/Tfw4AkJwzAM0+AYNEj/d9s24J9//FsWRocnJAzDMEyDIz4e6NIFEAJYvdrfpWGAAA6uZzaa1QpNq9pplrDbPcrDHR45PTMJT8qrzMMDx14euE7DWRsOKNNcMWG8Mk3TTHXcIeVbm+T0zBMnd55Ujsr5XG22GYZhjAweDOzYoduRuAShZvwEr5AwDMMwDZKK7b+rVwMm/I3H+AhPSBiGYZgGyWWXAdHRwIkTwPff+7s0DE9IGIZhmAZJUBAwcKD+f97+6394QsIwDMM0WHj7b+DAExKGYRimwVKx/TczE8jO9m9ZGjo8IWEYhmEaLLGxQNeu+v95+69/4QkJwzAM06CpWCV59FHgoouAxET93+uv11U5HICvdmgwfkgYhmEYxhW7HZgzB3jjDf3477/1XwV79gArVugTlMmTgfvvByz8Z3yNwRMSM/HEKZcnDrdMQuWUCxa1+D1x3GXLOapME/6pOo09JESZRukswJP69UBOKid4niJs5YoHqcurkqMmNID/gmMYryguBkaPBj75RPfWWhkVw01WFjBlCrBxI7BkCRAWVnvlbEjwXI9hGIZpUNjtwKhRwKefVj0ZoQihT15GjWInajUFT0gYhmGYBsWcOfpkxFvbEIdDn5TMmVMz5Wro8ISEYRiGaTA4HMBLL3m+MkIRAvjPf9jQtSbgCQnDMAzTYFi9GjikjuPplqws4KuvzCkPcwaekDAMwzANhtdfB3y1Wbda9XwYc+EJCcMwDNNg+P13341S7XY9n/qKw6H7X7n++tr1y8ITEoZhqk3r1q2haZr0S0tLAwCUlJQgLS0NzZo1Q+PGjTFixAjk5OQY8sjKysKQIUPQqFEjxMTE4KGHHoLNZvPH6zANgFOnzMknP9+cfAIJux2YPRto3VqP8fPZZ8Du3bqKa/du/XjwYKBNGz2d2ROTBuOHRNjtED76APHEJ4cZaEHB6kQe+NKotfJ6sP7pUVlM2EsnPMjDo/Kq/Id4mI8Z/kxU7ySE//Ygbtu2DXaX8u3cuRNXX301brzxRgDA5MmT8fnnn2P58uWIiorCxIkTMXz4cHz77bcAALvdjiFDhiAuLg7fffcdjhw5gttuuw3BwcF47rnn/PJOTP2mSRNz8omMNCefQKEyvyx06Klpvyy8QsIwTLVp0aIF4uLinL+VK1eiXbt26Nu3L/Ly8rBgwQK89NJLuOqqq9C1a1csXLgQ3333HbZs2QIA+Oqrr7B7926899576NKlC1JSUvD0009j7ty5KCsr8/PbMfWR88/33YYkKEjPp74QKH5ZeELCMIwplJWV4b333sPtt98OTdOQmZmJ8vJyDBgwwJmmffv2SExMxObNmwEAmzdvRqdOnRAbG+tMk5ycjPz8fOzatavKZ5WWliI/P9/wYxhPGD/e9w+ozabnU18IFL8sPCFhGMYUVqxYgdzcXIwdOxYAkJ2djZCQEERHRxvSxcbGIvt0nPfs7GzDZKTiesW1qkhPT0dUVJTzl5CQYN6LMPWa5GTA1+aSmAgMHGhOefxNIPll4QkJwzCmsGDBAqSkpCA+Pr7GnzVt2jTk5eU5f4d8dSzBNBgsFt3+QVOE+nLHpEn1J8heIPllqSdVyjCMPzl48CC+/vpr3Hnnnc5zcXFxKCsrQ25uriFtTk4O4uLinGnorpuK44o0lREaGorIyEjDj2E85b77gKFDqz+p2LOn/sSzCSS/LDwhYRjGZxYuXIiYmBgMGTLEea5r164IDg5GRkaG89yePXuQlZWFpKQkAEBSUhJ++eUXHD16Jhr0mjVrEBkZiQsvvLD2XoBpUFit+u6Q667zfKVE04AuXfT/v/YaMGYMUB/srgPJLwtPSBiG8QmHw4GFCxciNTUVQUFnPAlERUXhjjvuwJQpU7Bu3TpkZmZi3LhxSEpKwmWXXQYAGDhwIC688ELceuut+Omnn7B69Wo89thjSEtLQ2hoqL9eiWkAhIcDH36o208kJurn6EpBxXFiop4uMxN4/30gOFj/99prgcLC2i232QSSX5YG44eEYZia4euvv0ZWVhZuv/126dp//vMfWCwWjBgxAqWlpUhOTsarr77qvG61WrFy5UpMmDABSUlJiIiIQGpqKp566qnafAWmgWK16vYg99+v20C8/rr+l35+vu5n5Pzz9d00AweeUe/cdBMQHa17Lf3qK2DAAODzz4GmTf35JtUnkPyyaEJU17a2bpCfn4+oqCj0swxHkFa1wzHN4oOF05lM1Gk8cGjmCZ44GlM65TKpLJ5gmsMy1Xt78k4+Osg7k40HbUbxLI/qRfEcmyjHOtv/kJeX12BtKSr6eUOuA6Z22bJF91p68qTuVn31auDss/1dKu+5/nrdA6svapugIH21aNEi3/qhX1U2GzduxLXXXov4+HhomoYVK1YYro8dO1ZyST1o0CD/FJZhGIZhTnPZZcCmTUB8PLBrF9CnD7B3r79L5T2B5JfFrxOSwsJCdO7cGXPnzq0yzaBBg3DkyBHnb+nSpbVYQoZhGIapnIsuAr79FjjvPODPP/VJyY8/GtP4K1CdpwSSXxa/2pCkpKQgJSXFbZrQ0FC32/8YhmEYxl+0bq2vlKSk6JORfv10FUjv3roH05de0v18WK3GlYg9e4AVK/SP+eTJuh2LP3ybVPhlmTKles7RNE0vvxllD/hdNuvXr0dMTAwuuOACTJgwAcePH3ebnl1KMwzDMLVJbCywbh1wxRW6QezAgfpqyZQpZ5yOqQLV3XADUFJSu+WuoLp+WSwWYNgwfTJlBgE9IRk0aBDeeecdZGRk4IUXXsCGDRuQkpJiiC5KYZfSDMMwTG0TFQWsWqUbd5aW6kav/gxU5w2uflk8RdP0ScySJeat7AT0hGTkyJG47rrr0KlTJwwbNgwrV67Etm3bsH79+irvYZfSDMMwjD8IDwf69q3evWYHqvOW8HDg3XeBxo3PnFP5ZfnwQyAszLwyBPSEhNK2bVs0b94c+/btqzINu5RmGIZh/IHDAfz3v9W/38xAddVh0SKgoEA3cv3sM33F5KKL9OOLLtKPv/wSOHCgZuL51CnHaH/99ReOHz+Oli1b+rsoDMMwDGPAzEB1te3horQUeOEF/f/TpgHXXKP/ahO/TkgKCgoMqx0HDhzAjh070LRpUzRt2hRPPvkkRowYgbi4OOzfvx9Tp07Fueeei+TkZL+UV+2MzHcnV7WJJ87VzHI0pgVV7ZTOq2eZQS06TxO2cp+fo5JTPfdtyDB1hopAdb7YgVQEqqvtCck77wB//aX7VRk3rnafXYFfJyTbt2/HlVde6TyeMmUKACA1NRXz5s3Dzz//jLfffhu5ubmIj4/HwIED8fTTT3OMC4ZhGCbgCKRAdd5QXg6kp+v/f+ghc+1CvMGvE5J+/fq5/etu9erVtVgahmEYhqk+gRSozhuWLtXtQlq0MMfjanWpU0atDMMwDBOoBFKgOk+x24Fnn9X//8ADQKNGtfdsCk9IGIZhGMYEzj9f3irrLUFBej61xYcf6iqis84C7r239p5bGTwhYRiGYRgTCKRAdZ7gcADPPKP/f9Ik81Z4qgtPSBiGYRjGBAIpUJ0nfPopsHOnPhG5777aeaY7eELCMAzDMCZQEahOq6Z3BzMD1akQ4szqyH336Sobf8MTEoZhGIYxiUAJVKdi1SogM1M3Yp00qXaeqaJOeWqtSTxyEqbAI6dnnjjCUjnT8hBhRpAmTxyEeeJoTASOQzjNV6uz0whPlMVKp2XqulOVVxOaJ9kwDFMLVASqGz1aj03jqd/CAQPMDVTnDiGAp5/W/z9hgr7dNxDgFRKGYRiGMZHwcH33yksv6TYhQNWB6ir8fJaUACEhtVO+deuAzZv1Zz/wQO080xN4QsIwDMMwJmO16qqQAwf0gHRVBarbuROIiAA2bgTmzq2dslXYjtx1FxBIoeFYZcMwDMMwNYTFoselcRebZuZMIC0N+Pe/gZQU4Nxza648336rr5AEBwNTp9bcc6oDr5AwDMMwjB+55x7gqquA4mJg7FjffZm4o2J1ZOxY37comw1PSBiGYRjGj1gswIIFQOPG+grGf/9bM8/Ztk3fXWO1Ag8/XDPP8AWekDAM4xN///03brnlFjRr1gzh4eHo1KkTtm/f7rw+duxYaJpm+A0i69cnTpzAmDFjEBkZiejoaNxxxx0oKCio7VdhGL/RurVuBAsAjz4K/Pab+c+oiFkzejTQtq35+fsKT0gYhqk2J0+eRO/evREcHIwvv/wSu3fvxv/93//hLOJladCgQThy5Ijzt3TpUsP1MWPGYNeuXVizZg1WrlyJjRs3Yrw/w44yjB+4807dS2tJifmqm59/1rchaxrwyCPm5WsmbNTKMEy1eeGFF5CQkICFCxc6z7Vp00ZKFxoairi4uErz+PXXX7Fq1Sps27YN3bp1AwDMmTMHgwcPxosvvoj4+PiaKTzDBBiaBrz5JtCxI7B1K/B//2ee4WnF6siNNwLt25uTp9nwCkkFwqH8aRbN7U84hPLnyXM8QbNa1T9FeT35eVSWoGDlzyMR2O3Kn7K8mkX580hOHr24+llaUJDbnyd5BDKffvopunXrhhtvvBExMTG45JJL8MYbb0jp1q9fj5iYGFxwwQWYMGECjh8/7ry2efNmREdHOycjADBgwABYLBZs3bq10ueWlpYiPz/f8GOY+kBCAjB7tv7/6dOB3bt9z/O334Dly/X/P/qo7/nVFIE92jEME9D88ccfmDdvHs477zysXr0aEyZMwP3334+3337bmWbQoEF45513kJGRgRdeeAEbNmxASkoK7KfXo7OzsxETE2PINygoCE2bNkV2dnalz01PT0dUVJTzlxBo2wUYxgfGjgUGDwbKyoDUVD0CsC8895zunXXoUODii00pYo3AKhuGYaqNw+FAt27d8NxzzwEALrnkEuzcuRPz589HamoqAGDkyJHO9J06dcLFF1+Mdu3aYf369ejfv3+1njtt2jRMmTLFeZyfn8+TEqbeoGnAG2/oDtS2bwdeeKH6Kxv79+su6QHgscfMK2NNwCskDMNUm5YtW+LCCy80nOvQoQOysrKqvKdt27Zo3rw59u3bBwCIi4vD0aNHDWlsNhtOnDhRpd1JaGgoIiMjDT+GqU/ExwNz5uj/f/JJ3Si1Ojz/vG4cO2gQ4KIVDUh4QsIwTLXp3bs39uzZYzj3+++/o1WrVlXe89dff+H48eNoedpndVJSEnJzc5GZmelMs3btWjgcDvTs2bNmCs4wdYAxY3Q1S3m5rrop9zLualYWUKE9nT7d/PKZDU9IGIapNpMnT8aWLVvw3HPPYd++fViyZAlef/11pKWlAQAKCgrw0EMPYcuWLfjzzz+RkZGBoUOH4txzz0VycjIAfUVl0KBBuOuuu/D999/j22+/xcSJEzFy5EjeYcM0aDQNmD8faNoU2LFDtwXxhpkz9UnMlVcCvXrVSBFNhSckDMNUm+7du+Pjjz/G0qVL0bFjRzz99NOYPXs2xowZAwCwWq34+eefcd111+H888/HHXfcga5du2LTpk0IrQhzCmDx4sVo3749+vfvj8GDB6NPnz54/fXX/fVaDBMwxMWdCbr3zDPADz94dt+RI/oWYqBurI4AgCaE8HCPY90kPz8fUVFR6GcZjiDNzfZTD7bbajR+tJSFuio92UorPPCGoyqLWXj0Tp6UxYP6NeO9Pd6yq3qOJ3IyQd5m5GET5Vhn+x/y8vIarC1FRT9vyHXA1F+E0P2H/O9/QKdOugt4l/l8pTzwgO75tVcv4Jtv9NWWmsbXfthwdtkIBwA3H0UT/D148mEWNg+UgB6UxawPrxmI8jJ1IpN6Q229tyeTI4/ycfjerlRlEaIGI3ExDON3NA149VVgwwbgl1+Ap58+EySvMv75R1f1APrqSG1MRsyAVTYMwzAME+DExJyZZDz/vL5K4nAAX34JXH+9vkU4MVH/t08foKgIuPRS4LSpVp2g4ayQMAzDMEwdZsQIYORIYNky4NprgeBg4K+/9Oi9lS2kZmXpkYPvv1+PKBzo1IEiMgzDMAwDALNm6fYjOTn6ZASoOgjfsWPAlCnADTfoAfsCHZ6QMAzDMEwdwG4HJk7UXcp7ihB6lN9Ro8yNHlwT8ISEYRiGYeoAc+YAn36qTzK8weHQJyUVnl8DFZ6QMAzDMEyA43Do23ir66hDCOA//9HzCVR4QsIwDMMwAc7q1cChQ77lkZUFfPWVOeWpCXhCwjAMwzABzuuv67tpfMFq1fMJVHjb72k88cypwiynZ2Z4jdWzqR0nYlqQuhkJm82DjHyXQW16wjXFU6snVmbKNmMBAsdPHsMwNcDvv/tulGq36/kEKn5dIUlPT0f37t3RpEkTxMTEYNiwYVLk0JKSEqSlpaFZs2Zo3LgxRowYgZycHD+VmGEYhmFqn1OnzMknP9+cfGoCv05INmzYgLS0NGzZsgVr1qxBeXk5Bg4ciMLCQmeayZMn47PPPsPy5cuxYcMGHD58GMOHD/djqRmGYRimdmnSxJx8AjnUk19VNqtWrTIcL1q0CDExMcjMzMQVV1yBvLw8LFiwAEuWLMFVV10FAFi4cCE6dOiALVu24LLLLvNHsRmGYRimVjn/fGDPHt/UNkFBej6BSkAZtebl5QEAmjZtCgDIzMxEeXk5BgwY4EzTvn17JCYmYvPmzZXmUVpaivz8fMOPYRiGYeoy48f7bkNis+n5BCoBMyFxOByYNGkSevfujY4dOwIAsrOzERISgujoaEPa2NhYZGdnV5pPeno6oqKinL+EhISaLjrDMAzD1CjJyYCvn7PERGDgQHPKUxMEzIQkLS0NO3fuxLJly3zKZ9q0acjLy3P+Dvm6cZthGIZh/IzFoselqe5mRE0DJk8O7CB7AVG0iRMnYuXKlVi3bh3OOecc5/m4uDiUlZUhNzfXkD4nJwdxcXGV5hUaGorIyEjDj2EYhmHqOvfdBwwd6v2kwmIBhg3To/4GMn41ahVC4L777sPHH3+M9evXo02bNobrXbt2RXBwMDIyMjBixAgAwJ49e5CVlYWkpCSPnwEANuHeR4jmge8P9bM8UfCZ5IfEgzSiuj6GvUQTHvj+EB74IYEnU3/39edZWTzwQ2JS/arKY0abqWjbtSXvQKTi3dlmjKnvzJ8PlJcDn3/u+T2DB+v3FRTUXLmAM/2vumORJvw4it17771YsmQJPvnkE1xwwQXO81FRUQgPDwcATJgwAV988QUWLVqEyMhI3HfffQCA7777zqNn/PXXX2xHwjQIDh06ZFhhbEhwP2eYwKG6Y5FfJyRaFcqwhQsXYuzYsQB0x2gPPPAAli5ditLSUiQnJ+PVV1+tUmVDcTgcOHz4MJo0aQJN05Cfn4+EhAQcOnSI1Tk1ANdvzVJZ/QohcOrUKcTHx8MSyAriGoT286qoq+2zLpa7LpYZ4HL7gq9jkV8nJP4gPz8fUVFRyMvLq1ONra7A9VuzcP36Rl2tv7pY7rpYZoDL7U8a5p9TDMMwDMMEFDwhYRiGYRjG7zS4CUloaCgef/xxhIaG+rso9RKu35qF69c36mr91cVy18UyA1xuf9LgbEgYhmEYhgk8GtwKCcMwDMMwgQdPSBiGYRiG8Ts8IWEYhmEYxu/whIRhGIZhGL/DExKGYRiGYfxOg5uQzJ07F61bt0ZYWBh69uyJ77//3t9FqpNs3LgR1157LeLj46FpGlasWGG4LoTAjBkz0LJlS4SHh2PAgAHYu3evfwpbB0lPT0f37t3RpEkTxMTEYNiwYdizZ48hTUlJCdLS0tCsWTM0btwYI0aMQE5Ojp9KXDeoa/3fk3YQ6Dz//PPQNA2TJk3yd1GU/P3337jlllvQrFkzhIeHo1OnTti+fbu/i1Uldrsd06dPR5s2bRAeHo527drh6aefrrOBNhvUhOT999/HlClT8Pjjj+OHH35A586dkZycjKNHj/q7aHWOwsJCdO7cGXPnzq30+syZM/Hyyy9j/vz52Lp1KyIiIpCcnIySkpJaLmndZMOGDUhLS8OWLVuwZs0alJeXY+DAgSgsLHSmmTx5Mj777DMsX74cGzZswOHDhzF8+HA/ljqwqYv935N2EMhs27YNr732Gi6++GJ/F0XJyZMn0bt3bwQHB+PLL7/E7t278X//938466yz/F20KnnhhRcwb948vPLKK/j111/xwgsvYObMmZgzZ46/i1Y9RAOiR48eIi0tzXlst9tFfHy8SE9P92Op6j4AxMcff+w8djgcIi4uTsyaNct5Ljc3V4SGhoqlS5f6oYR1n6NHjwoAYsOGDUIIvT6Dg4PF8uXLnWl+/fVXAUBs3rzZX8UMaOpD/6ftIJA5deqUOO+888SaNWtE3759xb/+9S9/F8kt//73v0WfPn38XQyvGDJkiLj99tsN54YPHy7GjBnjpxL5RoNZISkrK0NmZiYGDBjgPGexWDBgwABs3rzZjyWrfxw4cADZ2dmGuo6KikLPnj25rqtJXl4eAKBp06YAgMzMTJSXlxvquH379khMTOQ6roT60v9pOwhk0tLSMGTIEEOdBzKffvopunXrhhtvvBExMTG45JJL8MYbb/i7WG7p1asXMjIy8PvvvwMAfvrpJ3zzzTdISUnxc8mqR5C/C1BbHDt2DHa7HbGxsYbzsbGx+O233/xUqvpJdnY2AFRa1xXXGM9xOByYNGkSevfujY4dOwLQ6zgkJATR0dGGtFzHlVMf+n9l7SBQWbZsGX744Qds27bN30XxmD/++APz5s3DlClT8Mgjj2Dbtm24//77ERISgtTUVH8Xr1Iefvhh5Ofno3379rBarbDb7Xj22WcxZswYfxetWjSYCQnD1FXS0tKwc+dOfPPNN/4uCuNH6ko7OHToEP71r39hzZo1CAsL83dxPMbhcKBbt2547rnnAACXXHIJdu7cifnz5wfshOSDDz7A4sWLsWTJElx00UXYsWMHJk2ahPj4+IAtszsajMqmefPmsFqt0i6EnJwcxMXF+alU9ZOK+uS69p2JEydi5cqVWLduHc455xzn+bi4OJSVlSE3N9eQnuu4cup6/6+qHQQimZmZOHr0KC699FIEBQUhKCgIGzZswMsvv4ygoCDY7XZ/F7FSWrZsiQsvvNBwrkOHDsjKyvJTidQ89NBDePjhhzFy5Eh06tQJt956KyZPnoz09HR/F61aNJgJSUhICLp27YqMjAznOYfDgYyMDCQlJfmxZPWPNm3aIC4uzlDX+fn52Lp1K9e1hwghMHHiRHz88cdYu3Yt2rRpY7jetWtXBAcHG+p4z549yMrK4jquhLra/1XtIBDp378/fvnlF+zYscP569atG8aMGYMdO3bAarX6u4iV0rt3b2lL9e+//45WrVr5qURqioqKYLEYP+NWqxUOh8NPJfIRf1vV1ibLli0ToaGhYtGiRWL37t1i/PjxIjo6WmRnZ/u7aHWOU6dOiR9//FH8+OOPAoB46aWXxI8//igOHjwohBDi+eefF9HR0eKTTz4RP//8sxg6dKho06aNKC4u9nPJ6wYTJkwQUVFRYv369eLIkSPOX1FRkTPNPffcIxITE8XatWvF9u3bRVJSkkhKSvJjqQObutj/PWkHdYG6sMvm+++/F0FBQeLZZ58Ve/fuFYsXLxaNGjUS7733nr+LViWpqani7LPPFitXrhQHDhwQH330kWjevLmYOnWqv4tWLRrUhEQIIebMmSMSExNFSEiI6NGjh9iyZYu/i1QnWbdunQAg/VJTU4UQ+tbf6dOni9jYWBEaGir69+8v9uzZ499C1yEqq1sAYuHChc40xcXF4t577xVnnXWWaNSokbj++uvFkSNH/FfoOkBd6/+etIO6QF2YkAghxGeffSY6duwoQkNDRfv27cXrr7/u7yK5JT8/X/zrX/8SiYmJIiwsTLRt21Y8+uijorS01N9FqxaaEHXUpRvDMAzDMPWGBmNDwjAMwzBM4MITEoZhGIZh/A5PSBiGYRiG8Ts8IWEYhmEYxu/whIRhGIZhGL/DExKGYRiGYfwOT0gYhmEYhvE7PCFhGIZhGMbv8ISEYRiGYRi/wxMShmEYhmH8Dk9IGIZhGIbxOw12QjJ27Fi0bt3a38VgKoFlE5iwXAIXlk3gwrLxnHo1IdE0zaPf+vXr/V3USnE4HJg5cybatGmDsLAwXHzxxVi6dKm/i2UKdV02zz77LK677jrExsZC0zQ88cQT/i6SKdRlufz222+YOnUqunTpgiZNmqBly5YYMmQItm/f7u+imUJdls3hw4dxyy234IILLkCTJk0QHR2NHj164O2330Z9iOdal2VDWbx4MTRNQ+PGjf1dFNSraL/vvfee4fidd97BmjVr8O677xrOX3311WjatCkcDgdCQ0Nrs4humTZtGp5//nncdddd6N69Oz755BN8/vnnWLp0KUaOHOnv4vlEXZeNpmmIi4tD586dsXr1ajz++OP1YlJSl+Xy4IMPYsGCBRgxYgR69OiBvLw8vPbaa/jzzz+xatUqDBgwwN9F9Im6LJuff/4Z999/P3r37o3ExESUl5djzZo1+PTTTzFt2jQ899xz/i6iT9Rl2bhSUFCACy64AHl5ec5jvyLqMWlpaaKuvOJff/0lgoODRVpamvOcw+EQl19+uTjnnHOEzWbzY+nMpy7JRgghDhw4IIQQ4p9//hEAxOOPP+7X8tQUdUku27dvF6dOnTKcO3bsmGjRooXo3bu3n0pVc9Ql2VTFNddcIyIiIng8CxD+/e9/iwsuuECMGTNGRERE+Ls4ol6pbLyB6vX+/PNPaJqGF198EXPnzkXbtm3RqFEjDBw4EIcOHYIQAk8//TTOOecchIeHY+jQoThx4oSU75dffonLL78cERERaNKkCYYMGYJdu3Ypy/PJJ5+gvLwc9957r/OcpmmYMGEC/vrrL2zevNmU964LBJpsALAOGIEnl65du0rLzM2aNcPll1+OX3/91ef3rUsEmmyqonXr1igqKkJZWVm186hrBKps9u7di//85z946aWXEBQUZMar+kxglCKAWLx4McrKynDffffhxIkTmDlzJm666SZcddVVWL9+Pf79739j3759mDNnDh588EG89dZbznvfffddpKamIjk5GS+88AKKioowb9489OnTBz/++KPbj9qPP/6IiIgIdOjQwXC+R48ezut9+vSpkXeuK/hLNox7Ak0u2dnZaN68uYlvWHfxt2yKi4tRWFiIgoICbNiwAQsXLkRSUhLCw8Nr8K3rBv6WzaRJk3DllVdi8ODB+OCDD2rwTb3Ar+szNYy7ZbTU1FTRqlUr5/GBAwcEANGiRQuRm5vrPD9t2jQBQHTu3FmUl5c7z48aNUqEhISIkpISIYQQp06dEtHR0eKuu+4yPCc7O1tERUVJ5ylDhgwRbdu2lc4XFhYKAOLhhx9Wvm9doi7JxpWGrLIJZLlUsHHjRqFpmpg+fbrX9wY6dVE26enpAoDz179/f5GVleXpK9cZ6ppsVq5cKYKCgsSuXbucZWSVTQBy4403Iioqynncs2dPAMAtt9xiWNbq2bMnysrK8PfffwMA1qxZg9zcXIwaNQrHjh1z/qxWK3r27Il169a5fW5xcXGlRk9hYWHO6w0df8mGcU+gyOXo0aMYPXo02rRpg6lTp5rwZnUff8tm1KhRWLNmDZYsWYLRo0cD4LGsAn/JpqysDJMnT8Y999yDCy+8sAberPqwyoaQmJhoOK5oMAkJCZWeP3nyJABdHwcAV111VaX5RkZGun1ueHg4SktLpfMlJSXO6w0df8mGcU8gyKWwsBDXXHMNTp06hW+++SYgtjAGAv6WTatWrdCqVSsA+uRk/PjxGDBgAPbs2dPgxzR/yeY///kPjh07hieffNL7QtcwPCEhWK1Wr86L07umHQ4HAF23FxcXJ6VTGQ21bNkS69atgxACmqY5zx85cgQAEB8fry58PcdfsmHc42+5lJWVYfjw4fj555+xevVqdOzY0aP7GgL+lg3lhhtuwBtvvIGNGzciOTm5WnnUF/whm7y8PDzzzDO49957kZ+fj/z8fAD6dl8hBP788080atQIMTExXr2LWfBIbBLt2rUDAMTExFTL/0GXLl3w5ptv4tdffzUso23dutV5nakevsqGqRnMkIvD4cBtt92GjIwMfPDBB+jbt6+ZRWyw1FSfqVDXVPi9YLzHF9mcPHkSBQUFmDlzJmbOnCldb9OmDYYOHYoVK1aYUVSvYRsSk0hOTkZkZCSee+45lJeXS9f/+ecft/cPHToUwcHBePXVV53nhBCYP38+zj77bPTq1cv0MjcUfJUNUzOYIZf77rsP77//Pl599VUMHz68JorZIPFVNlVdX7BgATRNw6WXXmpKORsivsgmJiYGH3/8sfS78sorERYWho8//hjTpk2ryeK7hVdITCIyMhLz5s3DrbfeiksvvRQjR45EixYtkJWVhc8//xy9e/fGK6+8UuX955xzDiZNmoRZs2ahvLwc3bt3x4oVK7Bp0yYsXry4ymU8Ro2vsgH05dGDBw+iqKgIALBx40Y888wzAIBbb73VqSdnPMdXucyePRuvvvoqkpKS0KhRI8l75vXXX4+IiIiafo16ia+yefbZZ/Htt99i0KBBSExMxIkTJ/C///0P27Ztw3333Ydzzz23Ft+mfuGLbBo1aoRhw4ZJ51esWIHvv/++0mu1CU9ITGT06NGIj4/H888/j1mzZqG0tBRnn302Lr/8cowbN055//PPP4+zzjoLr732GhYtWoTzzjsP7733ntM6nak+vspmwYIF2LBhg/N43bp1Tmv2Pn368ISkmvgilx07dgAANm/eXKnjwAMHDvCExAd8kc2QIUOwf/9+vPXWW/jnn3+csbkWLlyI1NTUWnqD+ouv41mgUq9i2TAMwzAMUzdhGxKGYRiGYfwOT0gYhmEYhvE7PCFhGIZhGMbv8ISEYRiGYRi/wxMShmEYhmH8To1t+507dy5mzZqF7OxsdO7cGXPmzEGPHj2U9zkcDhw+fBhNmjQxuFBnqocQAqdOnUJ8fDwsFku15QKwbMyGZRO4mCUblou5cJ8JXKhsqpuJ6SxbtkyEhISIt956S+zatUvcddddIjo6WuTk5CjvPXTokCFcNf/M+R06dMgnubBsWDYN8eerbFgugSkXlk3Nyqa61Igfkp49e6J79+5Ob3EOhwMJCQm477778PDDDxvSlpaWGqLc5uXlITExEVeEXo8gLVg/qfBSKkrLDMdaEEkfHGw8Ph2cyJk+mCwUWYz3C+KeV7OS2Z9mPBY2m/F6Je59DbeHhBjvt9uNx+T9hMMoMkuY8X64zPZtohwbiz5Ebm4uBg4c6LFcADeyCR9xRjb0LwvSnISd1DWtOyILJXTmTe4XdtKcBcmftCXaVjTa1uixoM8j+RPZ0frRQkOd/7eJMmw4uaTmZEPbOYmuKsqM7cpRbIw2bW16ljF9aQm5n7Rrh/uhRLOStkLqVthI3ZH8tBBjP6Wyou+jaitS+cKIbPLe91o2Vcql0Q1n5EL7N6k2SygZD8h4oupTWohxvBPlZDyi0HqibZjWG01P+wgd71R/Lavud8EmyrGx9OMa6zPK8YqOd7Su6LtQWZPxSdUnpPxpXSrKQ9sWfR9RbkyvBZM+paoPF2yiHBuL/4fc3FxnhGJvMV1lU1ZWhszMTIM/fIvFggEDBlTqTTE9Pb3SMMhBWjCCtNMdU1NMSDQiZI28lkYmJBqpZJqeTkjoR0VTTEik6+6XAzWNDEAaaVTk/eixRat6QlJBeXm5V3IBPJUNfRYtK2nwVJaalxMSqW7JBEHKjxyT51PZy+WjbU/xPE0xIbG4yOr0rTUnG9rOaTsz3usg6a0Wmp6+O3m4ppiQSLKj/Yx8OKV+HUyO6f30ge7bily+EOmct7LxTC6kf8N9f6bjiapP0XqSxiOKVE+0DdM27l6O0pigfL7i/kqoqT6jHq/ou9G6ounpWE77pKouaf6Kb4uibcl9xkauB5HrivqoBF/UX6YbtR47dgx2ux2xsbGG87GxscjOzpbST5s2DXl5ec7foUOHzC4SA+D48eNeyQVg2dQWLJvAxVvZsFxqB+4z9RO/x7IJDQ1FqMsydgVCuMzuyNKwJTzMcKw1aWK810ZnfcYZm4MugZYal6otjRoZC0OXLOkMMJiuoBiPBVUZEaiKhi67UZWOtCxHlmQNy2qC5O0FVcqm3O6cWUtLgHSNUFqyJO8WRFenLG6vS8vXVD2mQFLJUBUTzU+VP1UZCapmcCO7mpCN3eH8q0Zqh6dDv1eFVDflRBVKl2upygTu30eqCwvpl8VGlZCFqB5o23CcDnTozJ+2FdqvCBZSf67L04Kq+jykKrnAbj/z1ytt46QeHWQ8otclVRXtU1bj+EjHT5UKnELbNB1/BZGbUgVNyiP9Pe1OxSOq/zd0lbJxOKpcPZPrVlF30nhH8pVUvsbLKpWx6ttGZSV/G0j+FverGVIfIWpR1/II4d40wRNMXyFp3rw5rFYrcnJyDOdzcnIQFxdn9uMYD2nWrBnLJUBh2QQuLJvAhOVSPzF9QhISEoKuXbsiIyPDec7hcCAjIwNJSUlmP47xEJZL4MKyCVxYNoEJy6V+UiMqmylTpiA1NRXdunVDjx49MHv2bBQWFtbpsMj1AZZL4MKyCVxYNoEJy6X+USMTkptvvhn//PMPZsyYgezsbHTp0gWrVq2SDJDcoQVZnRa/Kr2dpPenejxqA6LYnihvs3O/9UqzUL0c0TsSLSnVK0rbJ4lej76/pFsn7yNtfzyNGXIBAC0sxLkjQbIrIO8i1TQtK9WxUlmqLLaJ1bm0hVtK775uqaypXQPNX2qbCrsFV52uEGf+b5psrBanJTy1qaC2CSrbKUk2Uj/yzs5Cti8itgkKm5Gq2rXzumqLIs3PnX2Qi3LfFNlYrWd2UCg8LajGO43q9YktDbXpkFBsTZe2xpPbpfFKuk7sDCS7KrJbSmEn4Zqfq52CWX0GwcHOnZiikNglkf7uKHFv3yO5GVDsyJSgbYPKgtrnSOVxvwWcIuVH+xi1kXNjw+c6nlWXGjNqnThxIiZOnFhT2TPVhOUSuLBsAheWTWDCcqlfcCwbhmEYhmH8Dk9IGIZhGIbxO373Q1IVmtV6xiscsamQXVa7d20s6TAlfwrudZoS9HlUN6/yXUHtGFR6PrrXnOr2Ka5+T4QAFCplr3HxqUDtcyS/IlQ/rbALEOVEh6qoS3eujAHIslLs85fsdSRXzNQXM5ElfX+K6/v74FOhKrSgIKftldTuqSxIWVU+XySoLZVC36wKoaD0uUDrlvo1UeVP8NrHhA+4jmcqXz3Uv4o12uiGm/qTkXxNSH6SiOdWcr/kH4agrCeVa3mF63qVvxhDuxAOwHdTBePzS8qc3q9VNmjWxhGGY2qXBSjsf2gbVvmUUo1fBKnPK/q05NyY9kGF7LTgM21HExrgoysSXiFhGIZhGMbv8ISEYRiGYRi/wxMShmEYhmH8TsDakAi7/UykQZv7fftUR0pRxR6UdKLU1wQtm2KfvbchpGUbEfd2C3TvuaAxR1z0embEF6C4i2WjssmgUJ8K1DpGqa9WhfumOlWF/l6yV5L8orifw1MdtLtYEtQ/jemo6oLG9aDHtG4U/jMokv6a3k990tAYLkHEtovWLbWlUtmg0PK58UFT3Vg2nkDHD8luKcJop6DS40v+W2gfVNgOqZDGJ1p+RawtJYp25RpPxSI0gJpt+IgWbJWi3DqvqeyqHO7tE6U2T8dy6juH2rCoIsUrxhtVbDCpPNQPiTT+Ut8+LuWTwm17D6+QMAzDMAzjd3hCwjAMwzCM3+EJCcMwDMMwfidgbUgMKGJmSHo+qsNU3C/ts1dcl6A6W4UvDqpXpHvZqU5Zyi+MlI/YkAjbGbuRmrAhMeCt7wZqo0FjMSh8tEh2A9T3BK07xT5/FVKsB5qfyleHGx2tEO5js1QHUVZWtSqXxnCSbDrc+5ugcX1o3A7JJkXVbxRxPyT/PJK9ELlf8jfk3ueMhLe2D97gEsvGQuuJINkd0DausAuQbNxI/t7GL6H1ZqF2C8QvlBTvhdpF0HpWyMW13TlqYjzTtDNjNO3ftG5o3ats6OizJJ8u7u+nspfioNH8JJ9dxN5H8S2S7LDI/TTelWuf04Tv/YdXSBiGYRiG8Ts8IWEYhmEYxu/whIRhGIZhGL8TsDYkbmM/UD0b0ZuBqrJU/v9V8VJI/AJJD1dCdOtUR0p1qEQXL/kJUPnuILp1d7p7rQZiPxierfINQbETmwqV3p/u86c2JaryUR8JVL9OZE9tTCxhpG6p7wwqa3pM7SJUsXd8xcVWQdJXK3wcCGojQpB9LBB7H6p/pvp2GrOF1nWEUT8t9Qvq00VlO0ahthHu/KJ46XNFhbDZIE63BcnGgxxbmzQxFkvyVeHe75Lk24LIQbJZozYl1AZEij/lPpaYJZwaubmP/yTFvnFjZ2FGvBSKKLNBnC4T7SPUHkYaD1S+bxR+RCRoPCgqS8X4IY2PRFY0fJY7XzyAbO8k2ZG52J2ZYd/DKyQMwzAMw/gdnpAwDMMwDON3eELCMAzDMIzfCVgbEiEERFUWAlQXrNJJ0vSKWDKSPwN6XYo9o7CbkGLPED0j0UtKekLJToEUx00sCU3AdBsSS3goLNrpZ6p8QzgUsRpo2Sk0PbUpUcQBonE7pHgmVH9e6l5Wrj5eAA98xlBc2x5V6JqAFhIC7bRsRHExuei+n0i2A9RWidSVpB0ntlwaNdlQ6dOpzwXJJ4LxuiUi3Pg8UveSrYTKVsvkuBzGwjicFULLKZW7qMh4L42fRPqUg9ot0PGD+vahz5fqhbQLatNB+6wU64b6TSH5S/5wyBjhJgaSyaY9ep52u9O+h5ZFsodR9BmpD5C6sp865fa6PD4RmxBq70h9+XhrN0bbjmL8soRVPWZZRBlQVOVlj+AVEoZhGIZh/A5PSBiGYRiG8Ts8IWEYhmEYxu8ErA2JZrVAq9i3T645Co2KKmlvuMImRLLJUMWGKCK6eKoTJUj+GhR2FKq96pIfFkmn68Y3h/Ay1owH6DpXe0XhjBfpPvoy9zYXEpIvCYUOVfL7QeqS+hmhsR2oLGj8FCkOErlO2wK1X3IrW5PtFKDbjVTIRvJhQBOr4mrQuB70fvquZe59ukj6derzgdp8BNE4RjTOCLFVoLYStK0pbGhc+70mHAAxD/AJIeCsQSleU0glaV0TeDeeCcn3jXtfGZIcVTZ2Kps8ardA7axIflTutN262nFYhGauXGD0eSX5VVLYw6hi0Ug2Gm7s/QBINm+SzQr13aOK9aUwupH6CI29RccId+Uz4VvDKyQMwzAMw/gdnpAwDMMwDON3eELCMAzDMIzfCVgbEmF3QFTs2yd6OhrzQtKhUrsFahdAdZ5UD0j3yRN//sWXtjI+z2rUK0b89Lfxem6e8XlUDyf58lDER1HYaRh0znSfuhm46sMJkg6W2nAo4gY5qO8M6huD1JWlabQxeedE4/Vy4/uH/mqUjf1kLikAja3jXSwayccMtVFxaUuaAFDoNjuvEXZxpt/Qdk/0wzROh6T7p3VBbQ0oNKZJZGPDcdnFrY352Yz5B+8+aDgWxFZM6VOB2qDQGE9STBZiT6TyIeMDotwOoeltg/q2kPoI1dtTmxOFzZxkM0Lfk9p00DZNbegU9aq8Tp5PfQu5tUuA0cbEjHgpFC3YCk3TyyDZ40l2VjTWlio+kmL8pT5mKOR+K+lTFFFoHD9VbVoZx80b30Ecy4ZhGIZhmPoAT0gYhmEYhvE7Xk9INm7ciGuvvRbx8fHQNA0rVqwwXBdCYMaMGWjZsiXCw8MxYMAA7N2716zyMlVwwp6DH0rWYkPRcnxV8DaO2rIM11ku/sNVNqtPvIGcsj8N11k2/uGkIwc/lq3HhpKPsKZksdRnAODZZ59lufiBE7Zs/FD0NTacWqbLxn7IcJ37TP3Ea6VpYWEhOnfujNtvvx3Dhw+Xrs+cORMvv/wy3n77bbRp0wbTp09HcnIydu/ejbCwsEpyrAK7Hajwp0D9eFAdql0xr1LZjBCoXq2s23mG46/fet1wbCV6wCvH3Wk4DvvOGL9A8l1B7Dzk2BHUN4ZRT2kvKIRNFKOxiES81go/i291XyGwQQg9r9mzZ5sjF0DXWZ/WLar24Uv77svpvn7qt8O9TwOqwy3uYrQZ+XzBq4bj9061NhwvnnqN4bjReqOdgoPGmggm9krUh0Kh0QjEQuvSaoXd4UATa1OcHXI+fipeC9hsECiDELpu3UzZaFbtjP8elc8WCrUZUfloIbKiVkVFPdsZjj95/WXD8cK8DobjDx9PNhxHffOnMf+SEuMx9XOi8HFD26rdXoYmiMLZ1jb4yf6Nrv+vsAE4/e9rr71milyErdwlPI7xXlWsLFX8FJWfIiUtmhkOj/WONV5eb7S7cvxz3HhMbZEUviskuVVSfru9DE20aJwd0g4/la7XfYUEBTn9w9TUeOYodO9zSoptRd6V+gWRoPaJqqK1Ottw/M9lRlk1//6kMf0BMnGT4hy59wlDx2vJNxCVlcmxubyekKSkpCAlJaXSa0IIzJ49G4899hiGDh0KAHjnnXcQGxuLFStWYOTIkdI9paWlKHV56fz8fG+LxABorrVEc61lldfnzZvnlVwAlo1ZtAg+By2Cz9EPiuXrLBv/0NwSj+aI1w/IN7ziI//ggw+yXPxAi6Cz0QKnP8aVOELjPlM/MdWG5MCBA8jOzsaAAQOc56KiotCzZ09s3ry50nvS09MRFRXl/CUkJJhZJOY0OTk5XskFYNnUFiybwKNE6Ctf/fr1c55juQQO3GfqJ6ZOSLKzswEAsbHGJb/Y2FjnNcq0adOQl5fn/B06dKjSdIzveCMXgGVTm7BsAosyoauHYmJiDOdZLoED95n6h9/9kISGhiKU+gsADHo9yc+IwjeFpLOkOlWFDYkUjyDIqGejNiMSVC9Hy0N1+9SugkL8FlCdq7Q33q7rBjVN8ylaSlWycY39IMVOoPFTqK8IlS8IlY8CAvUB08hi1IGGaSR/u3sdLrUBkX0kuJctghU6ZOjyF45yCOHeB4A7quw3wcGAppdBI+1KUB8uIaSd035G+025Im4PwRFsTB9lCTcch2mkfNS2SuEDQenzhui/JVsy1/orP329oo6qqQ+vss8EBUM7LRdJry+NV+59W0i+bmj/J32CtknaJ3MvNU66vn9unuH4invHG44jVh015kf9wxBU/m0kPyWV4XDo3wHhpX2MC1X2GRekOGQqPx2Kd5fsmujYTb8VjYw2a38Nam44/vlBo41ct+kTDMcxWYfdlo/ayFC7MEcxsdOSfGCR8rvacwZaLJu4uDgA+nKaKzk5Oc5rjP9guQQuLJvAIkTTJ6ZHjxo/viyXwIH7TP3D1AlJmzZtEBcXh4yMDOe5/Px8bN26FUlJSWY+ivGS2NhYlkuAwrIJPMI03SPmhg0bnOdYLoED95n6idcqm4KCAuzbt895fODAAezYsQNNmzZFYmIiJk2ahGeeeQbnnXeecztWfHw8hg0bZma5GYJNlKNYFDiPi0UB8h0nYDmttJkwYQLLxU/YRDmKHGcs+otFIU45TkI7/fcAy8Y/6HI5s8272FGAfPtxBGuhCNZ01d+sWbPQqVMnlkstYxPlKBIusuHxrEHg9YRk+/btuPLKK53HU6ZMAQCkpqZi0aJFmDp1KgoLCzF+/Hjk5uaiT58+WLVqlfd7w138kFCk2C1Wko7aKajiERC9ouYw6p7Dtu03HA8Yfbvh2EFsTBrtInvBFbEpqF2FBNUpE7SwUJyyncD2olXOc3vKMwEAcUFtAACTJk2C3W73XS7Q30dU+IihcYOoXl8VC4G+C01PdZikriJ+NupMr7z9LsNxULFRBxyxx+j8ykFjTVD7IclHgvHYQnS+lcUlybPnILP8a+e53+0/AADiND0mkpmyMUBtBxQxkaR2Sdqd0qcBsYVosv0vw3H/W+8wHFuLjPlFHzhgfB71O6LqB7T8Cr8kpyx52Fb4ufN4T+n3QCkQb22L9sHdAAB33323KXKxRITBcnqSQ/uM5OtBZZfgTo8PyPFTqC0RaRdnbTH6GbligtFmpEkm8UNCxyvqi4OMp9QuwZNYXvmO49hedqbPnBnP2gIweTyznYkzJLVpGpdH4duHtjnJbwd9Nr1O2nzCB8b4TpcfuNtwHLPTqLaSxi/atqj9JP02qXwPuRtDTIibpgmpRvxLfn4+oqKicFXYTQjSQipNQwcmqZIVExLaYeiEBNQYjgi5rHMbwzGdkITvIsH1SJAwitJwSmGIJd3v0khsogxrC5ciLy8PkZGRbvNR4ZRNxCinbFQTEskwkRroeRvgjMjW0vQsw3FRx3jDMZ2QhOwxTmAcpwrgFsVkUfoIKgKluX5MbKIc68qXmyubJmOq7DeqII0UaQJADXoVExKtiTEQWEl7o58cOiEJPmDcIeHthET68FIDQuL0STImdQnsaBNlWFvygc+yqZBL/+hbq+wzyj+YCJJRq2pCQuVOJiQ0QOWpLkY5SROSE0ZnXKrxVZpwqfq4m/LaRBnWnlpsap+5MvQmBFUYgtO6V/RvqaxS4EL3huMU2kYtUcZ3zO9+juG4yc5/jBkcI7Kh3zJVsD/JUaXiD0SX9zPjW8OxbBiGYRiG8Ts8IWEYhmEYxu/43Q+JR9BlJHf+9AH1shldynW4979A45tY1/9gOA6iS5SSXwD3S9sqPZ4U+4Yu2brxlaE5NMAYbsVUpOVmWnYqK7JkKNlgKNJTHHlG98/hW4gKhvo8oGoH6uNFUn+R++l1xfKzbC/keuCLl5gqcDgATa8zydaK6ngV/URTqD4pkh+T4ycMx0EZRnUZLMbnOVRxQKiPF9XyN5WNN8vVJsTlcEWU2yAq/Bcp/BRROUg2GAo7AJXvC6racuQYl/0j1pBYNTQ/anukGl9pPCtv1Ryufc4HPyRVoQVZoWm6DCSbC6kNkfGA2vOQGATUHkJSUStifdmzjTYijb82jnc0f6ltqOIiUVmojt3ZyJhg/cErJAzDMAzD+B2ekDAMwzAM43d4QsIwDMMwjN8JXBsSiwU4rXOVYzd4N4+S4hNQ/wqSrt1LHSjVK9pJbAbFNj5Zr0d0tO7vrkSX7vK8GtjVrYWEQDu9hdFCn63yO0LtfahNB31bVSwbGgdDii3j3v4GVPYKVHYUkqypztVFR1wDFiSGfiPZHjlILBeF7YK0hZnqv8ONsWkokr2Nxb2tgNL2gUJsGST7I+o3RbGF09XngiYE4H63vlcYfF0obMhUdlnKWF2K7d1Ktwm0zSr8u1AbFxCbPOq2QIrfQn19EDsO1/Ff1IANiavPK5WLBWpXJUH7HL1M7Q0ln1qk7hU2JvR+C90C7iWqbcq07bnK3iG8G0srg1dIGIZhGIbxOzwhYRiGYRjG7/CEhGEYhmEYvxO4NiQuqHScUnqq86R2A1TXrHAXLLmcpuUhNiTUVbJKp6v0hUGh8WKoHtLmqnNV5FUdLBanLYik46QoYivIcYmonQHJT2VTQute5bpeahvexWOQ/ACobnB9P6GwLaoO5eXOd5bdYLuPTaNCyk8RB4jamKhi6ShR+R1R2WrRtlhC2opLvxIm6MM9RuFfRWqjqjat0Psr64nWs+J+C/UfYyXjmcLuwtVlf2W42tBowgHUoGgkHzDUL4n0bVDIjn5raHwplb0itf+hdk/0W0DairCR0B5e+oShfqIknzgG2QiAdClv4RUShmEYhmH8Dk9IGIZhGIbxOzwhYRiGYRjG7wSuDYnVesaAgOrtlP4LiG7a5t5mRNIDEpsQKb9goocje88tCrsJSadKw5FT3xpU7yjZWbj3Y2I6Qjj11pIPBKoT9TZvqjOl16mPF4X+XM6flI/G3lHo5yU7BCIryWcObVs1GC+FovJPQeNwSHVjde+3RGpn5NgSQfyUKNqpZPulKr+qrSlsXqT8Xfqx8NKWSIWmubwffQ9qF0BtNmgbUtmMKOwQpLIpYtFIdhAESY50fCt3byemjH1jSGy+3ZWjzAbHadlYSNmVvmvI2CxdV/l0oT6syHhC/ZY44yE5C+9eNvR+lb2S5GeEfrsIru9jhl8lXiFhGIZhGMbv8ISEYRiGYRi/wxMShmEYhmH8TsDakGhWCzRnLBtiY0HTSjE7SApqF0B1uMWKeCxUr+io2n+BnqF7/wwUKRYEQSMb7yXdtzu7hxqI/SDKyyEqnqny60GQ4njQvKlvDKr/VjxPaROiqDtpX7+X9jiS3YUbfbhmsp0CAF1HrJ3WE1P7FlK3ljDiL4Lqw4mfDmrLoIrrQX3MSPdTmxRqO6VA0s+r2pYqQ9e2YXa/cbGJk9s4td1xb2Mh2WT4iMoGRfITorJhozGPFL4vpD7sbvytgfFMCw6CplXRdkifoLFi7Hn5xus0vhMZv6hNBvUTQhGS/aT78cVeUOg2P83q3o7KQX3zUGicIupzxkd4hYRhGIZhGL/DExKGYRiGYfwOT0gYhmEYhvE7AWtDIuwOiNOxN1T+DiSozQfVyXoZE0PS+VJdtUURI4NCdcKCxrYhekiKytdGLSLpnxW+KyDFvSD6aBrbRhUbgtpJqGQryc5YXkehUV+uiqPkVt8NSLJ1tasQwjubCV/RVD4JFH46LERfLPmPoD4WiGxUtlJU1jSOhlD4t1DaoJD7LRHG/F2frwkAJoaBcrVToH6JpPf0NsYQjbWl8OfiIH3M2jjCmKHkn8Xi9rpG7CpEsXtrHVpeC22H1EbG8D5meLuQs6+oM8mehaSl9oySnxBpPKT2Norxgz5P5QOGtiU6vtL0irYlf/vI+zZpYrzBdcwwwUcMr5AwDMMwDON3eELCMAzDMIzf4QkJwzAMwzB+J3BtSErKILTT+jPqZ4Si8oeg0InKdgXkeQo7Bc2hsOmgekCqN1TaJShifLjxzSFqYN8+7HZA0/OVfA4Q+xfJzoDqMGlsBmpzobBTAPWZoIh/ItU9QbIZoW3LQn0uEH235DOiarsKIcz1J6E/r7zKd5TiWtB2RdKrbKlU/nCk9Ap/G7QtSLKncTaozQgtD+1Xxqtyvw8905Y0hxUognloFuf7Sf5XpD6h8J1Ds1bF4qK+NFTxmGi9K2KHUdsgKb0qhpDi/VzrpybGMy0kBJoWUvEA47OpPaDK5xUdv+h1xbeE+jGRbViIjQu131HYUdH7qV8VBLn3e+LOh4wQvhtd8QoJwzAMwzB+hyckDMMwDMP4Ha8mJOnp6ejevTuaNGmCmJgYDBs2DHv27DGkKSkpQVpaGpo1a4bGjRtjxIgRyMnJMbXQjMwfZb9gS/HnyChcgvVl/8OO8o0oFEa3xiyb2uePsl+wpWglMgoWY13h+9hh28RyCRD+KN6BzXkf4+sTi7Du5Lv4MW81Cm25hjQsG//wR/lObCn5AhnFy7C+5EPsKNuAQgf3m/qOVzYkGzZsQFpaGrp37w6bzYZHHnkEAwcOxO7duxERoe9lnzx5Mj7//HMsX74cUVFRmDhxIoYPH45vv/3Wu5IJBwBdH6dZyT57qoOlNh00HgnVYZaUYqdtM046juLykKFAMLmf6tqpzpXs/VbFV5H2cpP8pVgPVLdP86tkr/tJRw4Sgi5AlLU57MVF2Cd24ofyteiOK53pTJONvnG/0neR6orqTElWFqJjFWVl2Fn2HU44cnBF2PWyPjucxE6gsR6oTwYaZ0PlI0bhm0OCyIq2zZMlOUgMvRBR1uZwwIG9xdvxg30DejUaCg0hgA2YNm0a1qxZ47tcCEpbBfpu5N1p3f1S/A1OOnJwediw0/cTaVpJXdB2TvsJbccq2wnyPhbiP8NB4niofDycKPsbCdbzERXSHEI4sNe2A9vzVqJ35AhUtFSzZOMoKoZD0+tfsrHwEVFYZOgzkt2TQs4SpJ2o2hG9rvL7RK87KvGNcdKRgwTr+Yi0NINwOLDP/hN+KMtAj6BkZxqzxjNhs0FU2C+pYlvRWF20/1vl2FU7S7/FCXs2rmg0QhoPpfGT2mGRb41k96TqQ7StURsQL31y0bbkasOiCQ3w0SzOqwnJqlWrDMeLFi1CTEwMMjMzccUVVyAvLw8LFizAkiVLcNVVVwEAFi5ciA4dOmDLli247LLLpDxLS0tR6lLp+fn5UhpP+argbY/SdQ3qX+1n1BTFjlPYVPBhpdc6hV6BlsFt3N7fNWyA8/8OLQQXie7YiM9wCrkA4HfZrClZXPkF4iurW8iAytMFAEWOfOwr+QnH7YdhF+UIszRCrJaIc4O7VHlPt4hkw3HHsD5YX/g+8h3HEWlpCgB49913vZILYJ5svip+78xBcdXpAlEu+wq3Y3/xD1Ve7x4yEGdZY6q87tpnAL2frctbgnzbMUQGNQPgvWz8MZ4FomwAoNRRhH0lP+CY7TDKRDFCtXDEBCWibVgXhFjcB2W7NOQqlyOBi7TLsKH8I5wSJwEEwHhWtsSjdN3CBlb7GTVJkTiFvfafcKL8KBywI1JrinZBF6OpNc6v5fJpl01eXh4AoGlTfWDNzMxEeXk5Bgw400Hat2+PxMREbN68udJGkp6ejieffNKXYjjpGNoHwJlZ3eGyvThuO+w8X0GEIxIXWnsCVmX8z1onLqgtWoQkGM5Fo7nX+dhOT1WDoM/Yd+zY4V/ZBPcyHB+2/4ETjmx0Cr/CcD5CROFCy2XwIDZrrZJvP4HtxasQaolA65CLEKyFocRRgBL7Ka/ysZ32zhqMM39ZeCsXwDzZGORiDcKR8n04bj+MjmFXAPYzfw1GWKJwYXBPBJJcYkPboJE1ynlc8dfkvvIdsMGGKEszr/IrP73rKdhSfdnUxHhW8VfpEfsBHHcckfpShCXw+oxNlGNLwUrYYUNC0AUIszTCKcdJZJX/hhP2bCQ1HqpcwTLkVzGeaQEynlmT9P+cXiGpGM+kb40lCheGJCGQZFMiCvG97Wto0NA6qAOsCMLf9j/wQ/ladNX64yxLrN/KVu0JicPhwKRJk9C7d2907NgRAJCdnY2QkBBER0cb0sbGxiI7O7vSfKZNm4YpU6Y4j/Py8pCYmAiby5ZIje6albaG6stOMUH6h7xime2kLdtw3pm+zAYH9HscwiHlpwmybCbotjgSVp3u/CJb02h6C8kfQjjft7E1CjEhicbL5Tbnh6yy/DVybBdl+A0/IhJNEQZ9G1lOTk6NyEYKB06X5U+nbWE5x3D+pP0oACAmmLxrWRkcp312O4Rd2kVrEXRrKFlCJdc1KT3ZFkfdHZP0EA4IIfBLyUY0skTikkYDYHUJVS7KyklbpW3pTP5CCPxauhVRluYIt0Q47/NWLoCnsqHvJm9RjLG6yCU4GCft2YAdiAlOAF1/de0zleVH+43q+YLWFQiSLI0pwi1NEB5yxpW1o7wIJaIIJShCS0tbOGCHw7V9UtkayiLwa+l3iLK2QLilsbO/1cx4ptq6qr+nc9w6vax+0nG6z1jPke5w7TOVtWHjsWKrKikfHa/k7Z1EbSGsyC4/gBJRgM7h/dDM0hIAEIfWsCIIf5bvRK49B02sTU+X2f06v3A48Jt9O6K0ZgiD7ma/xsYz2gqlNqvXjXM8Oz0hcY5nCtnI3w4qG6LuUqZXyVrO7w/7LthQhh7Wq9HIGg0AiLW0wtayVfitPBPdQ652eR4d36tuSxX1qHJ3745qT0jS0tKwc+dOfPPNN9V+OACEhoYi1EWPVrGMtsn+6ZlEPm5vXlu41H0C2h+89T/gbfloSA+X432lP2Jf6Y9eZlg13+ALAEBxsZv1+CqoSjYbiypXLQGQ301BRv576kSuKExAahQBbCh4330aD8unbJMKqpRN6cfVz9RFdmtPVaFic0cNuFUx4EW/POL4A0dK/qjWYzJy363WfYCb8azMB7kQ1pZ84FsGXvZRX/rcT8XrKz3/feEX1cpvk20FAJPHs+L/VasslbG2aJl3N3j77TAxvtJW+1cAmW+UiiKsK/WifVXSlk6dOoWoqCj5ggdUa0IyceJErFy5Ehs3bsQ555yZEcbFxaGsrAy5ubmGmWtOTg7i4jzTTcXHx+PQoUMQQiAxMRGHDh1CZGRkdYqJBx98EG+88YZTteTKhAkT8M033+CXX34BABw8eBAXX3wxOnXqhPLyctx22204efIk/vvf/6Jz58644oor8M0332DEiBH4448/8Nprr2HMmDGYO3euM89ly5bhnnvuQf/+/ZGcnIyioiIsWLAAeXl52LRpE1q1alVlWSue37hxYxQUFEDTNHTp0gXTp09H//6e27w8+OCD+OKLL/DBBx+gd+/eyMrKgqZp+O2331g21ZTNo48+ildeeQWffvopZsyYgR07diAkJATXXHMN/u///s+pslS97xdffIEvvvgCTZs2RUJCArKysvDdd99h5MiRPskFME82dUkuldG7d2/k5uZi586dHqsEalI2DbXP/Pbbb0hKSkL37t3x7LPPIj4+Hrt27cKkSZNwySWXYPFizya8PJ6ZL5uuXbsiNjYWX3xhnBROnz4dL7/8MhYsWIAbbrjB43fPz8939hlN0xAfH+/xvRLCCxwOh0hLSxPx8fHi999/l67n5uaK4OBg8eGHHzrP/fbbbwKA2Lx5szePEnl5eQKAyMvL8+o+V9LS0kRVr5iamipatWrlPD5w4IAAIFq0aCFyc3Od56dNmyYAiM6dO4vy8nLn+VGjRomQkBBRUlIihBDi1KlTIjo6Wtx1112G52RnZ4uoqCjpPOXgwYNi4MCBYt68eeLTTz8Vs2fPFomJicJisYiVK1cq35XKhtYfy6b6srnuuusEANGsWTMxZswY8eGHH4rp06eLoKAg0atXL+FwOKq8t7I+41p/ZsqF5l0d6pJcKDt37hQAxNSpUz1KX5uyaWh9Rggh3nzzTREdHS2gG1AIACI1NdXw3Krg8azmZHPttdeK6OhokZ+fbziflJQkAIgXX3zRo3euwIz6q8CrFZK0tDQsWbIEn3zyCZo0aeLU1UVFRSE8PBxRUVG44447MGXKFDRt2hSRkZG47777kJSUVKVxXqBx4403GpabevbsCQC45ZZbEOSy5apnz55YunQp/v77b7Rt2xZr1qxBbm4uRo0ahWPHjjnTWa1W9OzZE+vWrXP73MTERKxevdpw7tZbb8WFF16IBx54AEOGDHF7P5VNxX784uJiREZGsmx8kE1BQQEAoHv37njvPV3FNGLECDRq1AjTpk1DRkaGwbjOlcr6zKlTZwxhWS7Vlwul4q/uMWPGeJSeZVOzsjn77LPRo0cPDB48GK1atcKmTZvw8ssvo3nz5njxxRfd3svjWc3JZsKECfjss89w880349lnn0VERAReffVVbN++HUD11GFm4dWEZN68eQCAfv36Gc4vXLgQY8eOBQD85z//gcViwYgRI1BaWork5GS8+uqrphS2NkhMNBpZVjSYhISESs+fPKlvQ9u7dy8AOLegUaqzFNi0aVOMGzcOzz//PP766y+DeoxSlWw++ugjTJgwAQDLprqyCT8dX2LUqFGG86NHj8a0adPw3XffVTkhqUourrBcfO8zQggsWbIEHTt2xMUXX+zRPSwb+bxZsvn2229xzTXXYMuWLejWrRsAYNiwYYiMjMSTTz6J22+/HRdeeGGV9/N4Jp83SzYpKSmYM2cOHn74YVx66aUAgHPPPRfPPvsspk6disaNG3v5Jubh1YREeGA9GxYWhrlz5xr0XdUhNDQUjz/+uMEIqTawVuG0qKrzFXXiOL017913361UhxlEHdp4SEXjPHHihNsJCZVNaWkp0tPTcfvttzvPsWyqJ5sKnWhsrHE7XEyM7uOiYqBwVwZXKmRTUX9myQXwj2wCoc98++23OHjwINLT0z2+pzZl09D6zGuvvYbY2FjnZKSC6667Dk888QS+++47txMSHs9kzOw3EydOxLhx4/Dzzz8jJCQEXbp0wYIFCwAA559/vkflr8DM+gvYaL+hoaF44okn/F0Mj2nXrh0A/SNV1V/L1eGPP/SdAi1atPDqvpqsv4Ymm65du+KNN97A33//bTh/+PBhACyb6mJmn1m8eDE0TcPo0aN9yqem6q8uyQXwXTY5OTmwV+IFtLxc34plq8Q7qzu4z5zBrH4TERGBpKQk5/HXX3+N8PBw9O7d26t8zKw/Dq5nEsnJyYiMjMRzzz3n7HSu/PPPP27vr+z633//jbfeegsXX3wxWrZsaVpZGxq+ymbo0KEIDQ3FwoULnX+dAMCbb74JALj66qurupVxg69yqaC8vBzLly9Hnz59pGVwpnr4Kpvzzz8fOTk5WL9+veH80qX6dvdLLrnEtLI2NMzqN6589913+Oijj3DHHXdUe8uuGQTsCkldIzIyEvPmzcOtt96KSy+9FCNHjkSLFi2QlZWFzz//HL1798Yrr7xS5f1Tp07F/v370b9/f8THx+PPP//Ea6+9hsLCQvz3v/+txTepf/gqm7i4ODz66KOYMWMGBg0ahGHDhuGnn37CG2+8gVGjRqF79+61+Db1B1/lUsHq1atx/Phxj41ZGTW+ymbixIlYuHAhrr32Wtx3331o1aoVNmzYgKVLl+Lqq692GnAy3uOrbA4ePIibbroJ1113HeLi4rBr1y7Mnz8fF198MZ577rlafBMZnpCYyOjRoxEfH4/nn38es2bNQmlpKc4++2xcfvnlGDdunNt7Bw4ciPnz52Pu3Lk4efIkoqOjccUVV+Cxxx5zGh4x1ccX2QDAY489hrPOOgtz5szBpEmTDJMUpvr4KhdAV9cEBwfjxhtvrOHSNix8kc0FF1yAzMxMPPbYY3jvvfeQnZ2N+Ph4PPjgg6a5b2/I+CKbyMhItGzZEq+88gpOnDiBs88+G/fffz8effRRNGnSxO29NY0mPLFUZRiGYRiGqUHYhoRhGIZhGL8TsBOSuXPnonXr1ggLC0PPnj3x/fff+7tIAUl6ejq6d++OJk2aICYmBsOGDcOePXsMaUpKSpCWloZmzZqhcePGGDFihNPRkLewXDyjtuUCsGw8hWUTmLBcApdak43Pvl5rgGXLlomQkBDx1ltviV27dom77rpLREdHi5ycHH8XLeBITk4WCxcuFDt37hQ7duwQgwcPFomJiaKgoMCZ5p577hEJCQkiIyNDbN++XVx22WWiV69eXj+L5eI5tSkXIVg23sCyCUxYLoFLbckmICckPXr0EGlpac5ju90u4uPjRXp6uh9LVTc4evSoACA2bNgghDgT82H58uXONL/++mu1Yj6wXKpPTcpFCJaNL7BsAhOWS+BSU7IJOJVNWVkZMjMzDQ5fLBYLBgwYgM2bN/uxZHWDimiTFRFoMzMzUV5ebqjP9u3bIzEx0av6ZLn4Rk3JBWDZ+ArLJjBhuQQuNSWbGtv2O3fuXMyaNQvZ2dno3Lkz5syZgx49eijvO3r0KOx2OyIiIpCfn+88Hx0djV27dhnOMUYcDgfS0tLQs2dPJCYmIj8/H/v370dQUJAzvkGFXA4dOoRZs2ahd+/eHsnl2LFjsNvt0DQNeXl5ztDuLBc1lcnljz/+QFBQEAoKChAZGQmLxYK5c+ciOzsbDz30EJYtW+Zxn2HZVJ+alg2PZ9WD+0zg4qlsAD3cRkUQXo8wfS1H+Kab2759uyFcNf/M+R06dMggl44dO4qLL77YY7n8/ffffn+H+vpzlU3r1q3F7bff7lWfYdkErmx4PAtMuXCfqVnZVNC9e3cxdepUpTwqqBE/JD179kT37t2d3uIcDgcSEhJw33334eGHHzakLS0tRWlpqfP42LFjaNeuHS4PuR5BWnDlD3C4L7Jm1dxep2+s0eQWLzVZLu7EAUDYyQMsxgdoVmP+otwY80ELIQtXpMAaCZ4k3MSFsIlybCz+H/7880/cdNNNTrm0atUK999/P1566aVK5QIYZVNWVuaM2XJF+IgzsqGBoIgrY2VdhBAZ0/uprEjdScIjspPr2lhXosx4rAWT9yH5CxuJz6FoixDGtgHtTHlsohybbCuQm5uLgQMHonv37vjss88wadIk/Otf/6qyzwBuZNPohjOyIXUhyoibaRprhMhSCyLHISFu343WLRUebee0LUjQulX0I6kfKkRD255rfjZRhg1573stm6rGsytCr6+6z1AqiQHj7r2k8SuY9ClVfnZjvdF6pfWk7EN0/KXjqUblSOqDyNn1eTZRjo1FH5raZ/pgiFM2llBjG6d1LVxkCwCWRuHG67SPaeTdfWzz9Dqta1WbF2VlxvtJn1Z9C6U+7DIG2EQ5Ntk/RW5urtP9fKtWrTBp0iRMnjzZfcFOY7rKpkI3N23aNOc5d7q59PT0Sj33BWnBVU9INMWEhDYCggARKpWC4n75gWQg1OhHiHRAzdgBhUY6tPTetLxkQuJBedeuXeuUy549e5CVlYXevXvj559/rlLH5142pxuypviAK+sixO11WVbun0dlR9sCrSshlYd0Cel9yEdX0RaBqickFZSXlyMzMxO33XYb5s6di6SkJKU+2zPZ0HcliWlZSN3SupBkBdru6buRCYlUd4rBmdatoh9J/RCqcYIOxr7Lplp9RiqYYgKhHL/I+KHKj1yn9UrHI3Ufou1KMSFRjiG10WdOT0hIm6B1TcczKb2yj/nW5ul1aXxTtHkh3U8m5YrxVOrDdHxzyaPiO+MawE+F6UatFbo5Gqq9Kl3StGnTkJeX5/wdOnTI7CIxAB599FHY7XacPHkS48aNQ1JSEi677DK3Oj4qG1/DfDOV8/nnn8Nut2P+/PlOuQDu9a8sm9rBW9nweFY7cJ8JXDZu3IjMzEzDd8ZT/B7LJjQ0FKGhodJ5LST4zF8wdMmR/tVNl5XsdMZPZuRU5UGW2egSIlWJ0PzcqUz09KSaydKyFkyu0/eVlt6Ny27SEq0hf72s/fr1w9KlSzFhwgQMHjwYr776qtsyA7JsbrnlFqSlpen5UxlUhaSioX+VkrokdW+hdUOWLKW6l1RGCpUNbSthxrYoqQWoSoiWn+RHl3hdrwuh///+++8HoFusv//++/CEKmXjCo0EqlJ1kn4htTtFP5CQ1HlEVqrlaUlF435lQVIpEVk4ikvc52d4f/3dvZVNVeOZAarKom1QIQeQ/k+17hpVXZVTlYoxP0ujRqR8ir5Nn0f6DK13+n6S3IPJMVUduhxrQv+/mX1GCwo+s1JAxlKN9iEqWzqW0/GNyNJRVGS8X9WmaVugdUvHP1p3tI8GuV8RkfKjKzxuVNAVfebWW29FWVkZkpOTPfrOuGL6Cknz5s1htVolD205OTmIi4sz+3GMh7z88suwWq1YtmwZPvroI6csWC7+Z//+/bBarZg8ebJBFiwb/8OyCUxYLoHLwYMHUVhYaPjOeIrpE5KQkBB07doVGRkZznMOhwMZGRle6ZIYc2G5BC4sm8CFZROYsFzqJzWispkyZQpSU1PRrVs39OjRA7Nnz0ZhYaHH4cSZmoHlEriwbAIXlk1gwnKpf9TIhOTmm2/GP//8gxkzZiA7OxtdunTBqlWrJENXd2hWi9OCmGq+ZZ2oYnsixUsbDkkPR2026F4rlZ6PotgaptLVixKjnYK0lfY0ZsgF0F/Xac2t2FIolZ2mJzpSSRYqFHUj6WBpepuirumuHaLyVW111ajO2cWmRBOa00jdLNkYoPppafs4KRu1j6F1p7ItKHPfFpTtWqFPp/1IaftATbHoNl832+eFOPN/M2Tjrs8obXEUtkCSnZP0cFIvVrJrRjU+0fGMtnmVzR6VK7U/c7g/Fi7t0my5AIAWEnTGhkRyO6DY0USQ6kZhYyblRu0Xy6hNHLlfNV5K36qyytN5ijQenjnWhAaU0xu8zL4m/JD4Qn5+PqKiotA/+lbnNjm6T175AVb5EaEdgFYBvU4hQpaMTBUfaQnVhERl2ET9CLjUh02UYW3hUuTl5Tm9tVaXCtlcGXpT1VuyCVIHVn30vNynLxnM0Q5LJqeS0Sn9yNEJhPRR9873hjQguUxIbKIc62z/M1U2V0WMOrO9lCAZpSqMJ72dkNB+KQ2uKqNYkyckyg8nbRsusrOJMqw9tdhn2XjSZ5T1oOrvdEJC650YVkuTZNV4qZqQqCaaNH/V+Epxud8myrC2aFnN9Rn6rt5OSNyMxYBs1CpN1uixYrxTTUikNk79kHhr1ErzJ7571pZ84JNsAi6WDcMwDMMwDQ+ekDAMwzAM43f87oekKkS5rWoPpHRZn+7r99Cmwnld8kvi3s+HbGdA93or/AjQJUvV0jZZlqM6NgvxA2BYNqyBgM6adqYOlPpnaiNC60ahElH6qiDvp3KPLi2R0rZDZa9UMSlk68btvyYcgKL6vEZUhJSQUarP6HWqArErdP+0Lui7U9suxdK9yu8IqKrCRm1IVC7Ya1Fb7RBOL5vCRtqoG78bQCXlVKk1SXpJtUXydxQUGm9XqAWU4ykdryQVj3u/UbLfKVcbEi/V4R4gbPZKPJCehqpM6POprGjZS4lnV6Iuc5DxyhJC8iOGUJrkCtaI1Haozxpqf0llqVIXuhmPzehOvELCMAzDMIzf4QkJwzAMwzB+hyckDMMwDMP4nYC1IYHdDmeUSmrDofBdIenxFNt6JR0t3btNkLaOUt06QfKTEm4MWU119VTX7jh1ynid2ry4iXUjhI8bwyvDYjmj11XoHCW7AoX+W7IBIUhbFu0kvSJ2jnJLtmpLt8rHgiKUuqtOWhMAjOFVfEbYHWeit6pi11hpdFySV6nC34+3tlfU5kPho0GSpYU8j8Sm8Xa7vbRN2aAPN7ffWMJDnZFhhVDEflH0AaUNiSo9rVdqI0LkpPLrRMdPqfwKWyNqu+Qg7dYSYq6vC4qrTZzKdw/dtmuhfYDkTe13pG23dNuuKv6Tyq5K5ZeJ2g9RG5bwMPf5Kb51vsIrJAzDMAzD+B2ekDAMwzAM43d4QsIwDMMwjN8JWBsSLSwUWlUusOmxQucq6aapbp3qxRQupqV9/kTvpvRvQHS4osS9i2uVu3ON+gJR6Rl9RAsKgqadbjoqnyySnQCta6PsHFSvT7CofFcoYudIflNoXCOVnxSCg7rlluIqVR03xDUuh1kY9OEh1PW7ol2qYqzQuqA+DGj+NC6I3b0NiRKFG2vJbbdCPy95cncpr5clUxMUBJy2gdFIPUttntqU0TapQPI1QeyupPgoJL1kR6CyE1M8n45fbv0mwb0flppwHePqh0RzY4+nJ1DYaNCxnYw3kit6KlvSZyS7K4UPF0eh0aeMFky+XdR+SLgvr8pvk+FbaoJweIWEYRiGYRi/wxMShmEYhmH8Dk9IGIZhGIbxOwFrQ+IoKIJD0/Vpkr8DhQ2H5nCfXhVvREKKraDQMEs2K8TfA32+wncHjX+g1JW75G+6LpygjLtB01ObEnK/ZI9D9d1UByuF6yZ1TXXAkp8QY11TmxClbwtq1xCkqHHD+5svHSEAcdrKSspdEUNJFYZesilR+cvw1paJ1rVks0L8V0g+YBT9lNoLUdswl/Sm+4ix2ZxtRbJpoyj6lKVJY+P1UtLGBYlfQts0QYpnQsebElIRyvHLWO+WEGKTQscIhc2Mq6+MGrG7CrKesYlTtFktyFhXShsy+u1S2bQR5LHfO187GrXXoX5QiE8sr21mXPI3w0cMr5AwDMMwDON3eELCMAzDMIzf4QkJwzAMwzB+J2BtSKC5iZdC9HaOAuPea2/3zVsaR7i9TvfVU6geUfIDQGNFKOwsqJ5Q0pUTGxJ3flaUPlGqgaO4FA5NL4Nkv0KhdglEXy1pKFU2IjQuhyL2g/L9vdTnSzYw1M8AsauQ44ScyU8T5vuL0UKCnf57pLKq/OtI/nFIu6Z1SfXhtN0rfChI+mlVDClqK6GyiaHlVfmoETXXb4TNBlGFDYmynijUroraBdB4S9QXDpGr1A4UvnokaGwa96ml8kr14SZWmSYE4N4kxntcY3Mp7JgkOyqQNkv6kGRjQupaFBcbr1ObDlWcIOpXRLL/qTpeE6D2NaSycTH4TTEh/hOvkDAMwzAM43d4QsIwDMMwjN/hCQnDMAzDMH4nYG1ItLCQM7FsFHp+qjejenvJBoTq5eh1hV8QOT+jjpXGapDtHGiMD8/9ilR2XdLBmrw3XMKiOfXxKh8xkl+QIqIzpT4QVDio7GgcEHJdFceIQnWsNNYE1Zcr2oaj2OjDwdWGpCZ8KoiyclSEp9BoTBJaViluBfn7hNadyseMQpa0LiT/QVYap4PGOKF1TRq2woeE5I+D2k4YH+42L1+gdgQquySVXxLaph12EpuGFkDle4fkp+yjtHzUlwXNj47XqvE9yNWGxGG+DYkLkj0OKavUB6Q+RNqUyv5G4UfJa1TjG20rxd4525G+PS71JUzoM7xCwjAMwzCM3+EJCcMwDMMwfocnJAzDMAzD+J2AtSGBwwFU+LqgejzF3nBJb0/tACjKeCUkNgP1W0JsSKgdAd1rLpXfW18eUowOojc0eW+4VJzQEFgq7Hto2Undq3y4SDYm1A+JKm4QrRtVLBsSe0YVO0dp90DbluJ9XOvDDJ0rRdNc6ozG2aHtjtqMUFT+MKi+m/oRUdg+UZS2XBrRzyueJ8mC6vupDYlr/ZjtI0Y7Y3cl+YZQ2YRVlpfrYZh7mwzZLxLxBST5c3Gfv1R+qXjUv4wiZhItL7UdMl50++zqIOwOCO10vrTPuPFVA6i/LVJ61bdG4TtHsomzubc5obF36LdKTu/eZs6t7x/hAHw0i+MVEoZhGIZh/A5PSBiGYRiG8TteT0g2btyIa6+9FvHx8dA0DStWrDBcF0JgxowZaNmyJcLDwzFgwADs3bvXrPIyVXDScRQ/lq/HhrKP8VXxezhqP2S4znLxHycdOfixbD02lHyENWVLcNTBsgkETthz8EPJWmwoWo6vCt/B0fKDUppnn32W5eIHeDxrmHhtQ1JYWIjOnTvj9ttvx/Dhw6XrM2fOxMsvv4y3334bbdq0wfTp05GcnIzdu3cjLCyskhyrwG4HTuv1aKwaKTYD0atZGjUy5kX0Zqq910qbk/gYw+Hxrk0Nx013nDSWJ+uI2+xUflKk+AQ0/kFIMOw2gSZaM5xtPR8/lawHgoOghYTqfkhKgNmzZ5sjF1p2ajPibZwOxb57pU0JsYuwREUajks6JxjvJzrX8J1/GYtzqsCYXhD9vip2DdXnl5fDDjuaWM7C2UHt8FPZxtNxTcogTtv3mCkbYRcQFbZXpN1L/iQUunvJVkl6FtX10zgbxF4nOspwXNijteE4+JSxbkN+NcqG2idJfkloW6LPjzDaftnteWhibYqzQ87HT8Vr9bZYUSenbRVee+01c/qMEABERUGNl1QxgBQxeKQ+pYrlRfy3aKTPFF3ayphdqbG8YfuPGrPPNh5L8acUtj0SFg12YdP7jOVc/FS+Ua8DiwUQ+rvW1HgmxcpSoYifJNWFFGeIxLZRxSUi9kbWs6INx3T8ksYnxfMcNL30fm5kZ4J9j9cTkpSUFKSkpFReHiEwe/ZsPPbYYxg6dCgA4J133kFsbCxWrFiBkSNHSveUlpai1MUxT35+vrdFYgC0CDoHLYLOqfL6vHnzvJILwLIxixbWs9HCenaV11k2/qFF8DloEXy6zxC784qJ8IMPPshy8QPNrWejeUWfqcQun/tM/cRUG5IDBw4gOzsbAwYMcJ6LiopCz549sXnz5krvSU9PR1RUlPOXkJBQaTrGN3JycrySC8CyqS1YNoFHidBXZfv16+c8x3IJHLjP1E9MnZBkZ2cDAGJjYw3nY2Njndco06ZNQ15envN36NChStMxvuONXACWTW3CsgksyoSuHoqJMapnWS6BA/eZ+off/ZCEhoYilPoZga6Lr4hlIwql9VTjMY3RIcVmoLp093o0mr+lmdFGZN9I4/GeO+YZjju8dq/huO1bRr2eIzfPfXkJSh1zZXvbbXYIlDvtFKpDVbLRbSBOl0HSDxPZhHkXt0Ppc4HqNInOt7CL8a+e9QveMBzvKjO2pUmpRlkFbdtjzF+KQ0RsSGxE5+ogdhqV+fKwWADNqutjqxm6oirZ6DpePVPJX4TKfof69ZDypvpxEteH9iuSntombHjtdcPxIzkXG463PtDdcBz685/G8lCbF2oTo/I7QhHiTJ0o/DVURZVycfFDQm3UpHqj5Vb4KVH5W5Eg7aCoq1Eu69809hkql29nXGY4bnQi1/3zCNJ4q/ArBQAIskILCYYmBFDk1eOcVCkbu93pf0Sy11PVpSJ2lhTri471Gu1D7u28tA7tDMd7Rxrtss5957jx/j+JHZbCfkfyFUSfT9qqw2WMkWIsVQNTV0ji4uIA6MtpruTk5DivMf6D5RK4sGwCixDohpFHjxoNNlkugQP3mfqHqROSNm3aIC4uDhkZGc5z+fn52Lp1K5KSksx8FOMlsbGxLJcAhWUTeIRp+o6cDRs2OM+xXAIH7jP1E69VNgUFBdi3b5/z+MCBA9ixYweaNm2KxMRETJo0Cc888wzOO+8853as+Ph4DBs2zMxyMwSbKEeROOU8LhYFyLefgOW0EmTChAksFz9hE+UocrjKphCncBLa6S2MLBv/oMvlzE6LYlGAfMcJBCMUwZq+dD5r1ix06tSJ5VLLSOOZowD5tuOwaNxn6jNeT0i2b9+OK6+80nk8ZcoUAEBqaioWLVqEqVOnorCwEOPHj0dubi769OmDVatWVcOfguOMPwUaS4HoIOmxpTI9oWt6RSwGAaKLzjNuD2v3rnEZt993dxmOWx86YTiWbEYUOlRqh0H1epJesqwM+Y7j2F72tfPcnrLtAIA4S2sAwKRJk2C3232WC0XyE0LtW9zFPkAlPmUkGw33x1TfHHrSKNvr9g4yHP9TZPRFEZ3n3t5I8gGh8FMg7fu3WpBv/8cgm71iByBOy0aYKxtL40bOOEO0LEr/DwTa7yjexjQJPmUsz/B9VxuOf9yfaDi+IN+YP/V5o4pBJdmMkPLklx/F9pKvnMd7yjMBAPFB7dA+RLdfufvuu83pMy5+lSRbHaq3J23cQWzopD6m8n1BIfUQkmscj0YeuMpw/P3eNobjdieJrwzqD4bavCniPUlYrci3/YPtpaudp/YUbwUAtAxuC8DcPqOFBDvtFSWbCVKXDtLmJXsgaiNX6j695PfD7t5v08mLjD5jfr/NaL94+da7DceNDxEfWNQmz3gVDpWNi5v4VJoQgPshQYnXE5J+/fq5NV7RNA1PPfUUnnrqKZ8KxnhHU2scBobfIp23iTJkl/zJcvEjLJvApKk1DgMjbqv0mk3oH91HH30UL7zwQm0WiwHQNCgOAxunAjB+9GyiDEdy/+A+U0/hWDYMwzAMw/gdnpAwDMMwDON3/O6HpErKy8/ou2i8knCjnlAQXbFKpynpXKmOk+gRpdg3B4wOdcKz/jbmR/0KUL0bfR5VgWnu7Rgkuwrqj8HFzsGEreEyrj4VqJ6exMmQ9t1TWSn23Uv2NFR/TrDuN+pMy6YYHVtFk1g2GokzJKhPG+qHgJTHEh5uTE99Ybhra0Kh6/cVyf7F25gn7tud7MeE+sswXg/eY+wnRf8yyqZDgTEGFP4x+lRwUPshWn7F+6jsjzQXWWpCq7a/i8pwlNngOP08K+0z1HeP6j1U8Z2k8cR9Owja/afhOO/eeMNx+yIil9xTxmNafslPFHk+saGR4rfQ+13zr4kBzeFwjrlS3dKxm7xLZTZjBqgsybtrdCxX2AM1W/un4bjfnUb7xSabfzfmBwU03hMZzyQfNzXyQXF5fo3mzjAMwzAM4wE8IWEYhmEYxu/whIRhGIZhGL8TuDYkFotzD7RkM0H1dnQfv0JnKtk9UN059ZVB/QaoYkfQY1oe+jxqt0B075KuXIrvQuaVLuXVBHzeGy7h6lOBxnKgx1S/TN+9RBFbgb4btYOg9jWniH77J6L/prEqpLonfgio7ILd232oYlc4XPTlDh/iDFWFq/8eyVaK+nyhtkeKdq2qG8lWi+Iw3m85YIyzIflNof2Q+nxQ+NsQ9H6awF2/FO59nHiLZtGc9SWNF7TPFBO/I9TmTIrnRPoEseNS+pOh7WBfluHQXmQ0ptGCiB0EtQNT+FVS+fqQ2pHmahNnrlwAQNjFGZ9XZLyR/ITQstJ3od8i6ldJ5YNKgf2EcTwLX5trOHa4s7+prHwEyYcM9YFFxwjXthNosWwYhmEYhmGqA09IGIZhGIbxOzwhYRiGYRjG7wSuDYk7XxfUDoHqshU2GpL/BLrXnDzPXlBozI74QZHsDAgq/weSHpHqUFXlp9drUBeugtadpP/28l1UPmIokh8Qmp7KQoqzQX1CEFmp4nAQeyNLY2PsHFc7CYuwmurrAtDbltNWgVyTbDRU7ZBAY0RJ9kI0zofCxwz170P185KNikq2kq0YtZkh99P6CD7zPkIo7GG8xBBjiNpsqNq0yv+KwleEZPdA35vYnEi+KWhsMNqHJbsF9/GrlONXLSPKyyC00+8giM0E9a1DbSwU9n3UB4vko0oVV436aFHE1rFQeyHapRXfOul5NPYO7bMuz9OEBvhoFscrJAzDMAzD+B2ekDAMwzAM43d4QsIwDMMwjN8JXBsSFz8kKh0nRfJTQnTJkt6P7s2me7dp/AJVfBNq80LLR/euU70e9b2h8A/hbm+8EAqbB1+hOlOqH1b4HJDqXqGTpTpOSRa0eEHUhwyxe6D6dIKUv0bsFKiOmeqE3ca2cG975CtU3y1sxnelcSskHyrURkQVy4a0NaluJb8o3vUTyfaCoFGfMuT5qrZj6Hdm9xtrEGDR61eD8bkO6puCtjEam0vyy0T1/sR2hrZJhe8gC7X9IShtYOgx7eOSnEj5Fe3CbCxhoU77HqWNG/XLQcde4ndIslEjqGSrae7vp/aM3trzOBTlla5TWZpsr8grJAzDMAzD+B2ekDAMwzAM43d4QsIwDMMwjN8JWBsSUVYOcVrFLvk/oDpKqgONMOrGVbpkOZYMsXugz6c2KopYEdLeb2p3oYgBIOkVqV6Svr+LXtEiLKbHshE2O4Sml4nq7SVU9j50Xz9NoLnxsQIPfMD4OOWWdLiq96V2FDZqZ+Hq66Im4nLYIbTK85X8Sajqjtge0H5BbQ20cNrvjP1M8plAbRWUPmrc+3SQ9PE0JpQqJkxNYrcBjtOxuVS2MKr4TbTP0NgyKrsEGhNIsgMj4xG1oVO0C8nmrpD0iXIy/lKoPxrXYxPipVAM4xm1X6FtRIq3RDIj45XkE4baQ9I4adS+h7ZhlQ8YRZ/2No6Q9K2l9pWu3z7he3/iFRKGYRiGYfwOT0gYhmEYhvE7PCFhGIZhGMbvBKwNiWa1QNN0nZTK14Tkr6DQjX8BQGkHoNoHL9mMEL2gQxFLQrIpof4fqM6XPF/pe8Phkl8N6FwNKGK7UB2q6n5J50r1/lTnSlH5RCBI+nOav+RrQ/E+1OaFXnZpC1pNxBly8d8j+QxQ6ZelvIzpLVYaG4bWDfEnoYjrIUFtB2i/ID4RJNmEEpsSjVwn5XHbr3w1PqI4BFARL4Xa4lBfEtRXDu0TXtoJSDYhFDIeSvFKJFsf8nxqJyUZVhCoHCRboFq07UGF3dXpPqNIS/uUo7jYcEx9+0g2GaDfBvf2hd42QynWjRc+q/Tr1EbFvf2PoT7YDwnDMAzDMPUBnpAwDMMwDON3eELCMAzDMIzfCVgbEmjaGV0j1du726eOSmI3UJsRqoNV2Bko7RyoTlRhMyLpbKlunCDpWBWxbVyPhXBvb1IttDN2CpKNiMqHgcKPiLzv3X0sBlXsBil/L21alLEhiCwluw13+nAT9u1LOBzAadsJyf6G6v6prYLCNknqR9RHgmQz4i6OTyXHxBaLSkoVF0QQ2wfJFksVI8VVtibHsnGUlsFx2oZE9R7yzYqyeGsnphpPSXKpTdPrKpsPaXxU2PS5axc1EJtLCwqGpul2MtRXDsXaOMJwTG1GpPFHUXcqHzFSm6Y+aKQ+7T7OkNRS6BhAUyi+tWb3GV4hYRiGYRjG7/CEhGEYhmEYv+PVhCQ9PR3du3dHkyZNEBMTg2HDhmHPnj2GNCUlJUhLS0OzZs3QuHFjjBgxAjk5OaYWmpE5YN+NrbavsLb8Q6wr/AA/lqxDoSPPkIZlU/v8UfozthR8hoz8d7Hu1FL8WJSBQjvLJRCQZFO6nvtMgGCQTfFylk0DwStl5oYNG5CWlobu3bvDZrPhkUcewcCBA7F7925EROi6tcmTJ+Pzzz/H8uXLERUVhYkTJ2L48OH49ttvvSuZ3Q6cjskh6bapXovqKBX+F6g/A0lvR/0E0BggVC9HY9uAoLB7oHo5ad8/tcugNiWNI3Ay9wQSwy5GVFALOIqLsbf8R2SWfI2eYSnOdGbJRrNq0Cr27VMdKtEjOgqL3V4XKh0llR2NJUHLRmVPdaoqnSlta8SviOyTwX38lZP2bCSGdkCUtTkccGBvSSYyi1ajV+PrnWmmTZuGNWvW+N5ngNNtq3KbAqp/ltqxIsYKdS+h0o+r/O1Iz1fZQnjpU0H2x0FkU34YCdbzEBXcDAICe8t+QGZpBnoFDXa2C9NkY7ef8Q9DxxOF3ZVGKl5pd6DwY1Rp2Qzlcd9nJLspGjuHxg5TyK2y8p+0HUFC0PmIsjaHcNj18axsLXqGJDvTmTWeufohoUhxeej4QO35VLFnaJ8gYzmN/0T7mOTXhMqG9mGFfY8qf2UfMxmvJiSrVq0yHC9atAgxMTHIzMzEFVdcgby8PCxYsABLlizBVVddBQBYuHAhOnTogC1btuCyyy6T8iwtLUWpywQhPz+/Ou/R4OkWPcT5f2EtRkdLb6wv+gD5jhMAwLLxE90ikg3HHcMux/qCpci3H0ektSkA4N133/VKLgDLxgy6hvY3HF9k7YkNthXIFyfQRDsLgPeyYbmYQ9ewAS5HDnQM6YX1JR8iX5wEwONZfcUnG5K8PH0JrWlTfWDNzMxEeXk5Bgw405jat2+PxMREbN68udI80tPTERUV5fwlJCT4UiTmNLbTXjODNX0GvmPHDpZNAGBDhVzO/JXsrVwAlk1NYIP+l31FnwG8lw3LpWawidOyAY9n9Zlqb/t1OByYNGkSevfujY4dOwIAsrOzERISgujoaEPa2NhYZGdnV5rPtGnTMGXKFOdxXl4eEhMTnQ0QqCRMO1n2l5YkJX+7dOsnUbFQNQJdoRT0frrUTJa5SHppe6diaVqj15VbVY3XHY5S/Fr6PaIszRGm6aq0nJycGpGNJr0bUdmQupa2hlFZSu6Had0r3OYr8leqBaSta2R5WpKNe1fLrvUjhMCvxZsRZW2BcEuEsx69lQvgqWzou9N+5J3KRKpbFZIsaFuhz/cue9pWhPQ8ssVc6pdnrgsh8Js9E1FohjBUXzaeyMVCXOxLSOWkruTpeEPlTPqIVC+Kv0OlNkyLQ1TOJD86vlK5ULmpyi8cdvxa/j2itOYI0xoBqLnxjELbDK0L1fiiGo9k2bpXSXs//rlX2Ml9SCWbqr+9FfWoHGPdUO0JSVpaGnbu3Ilvvvmm2g8HgNDQUIS66FQrltE2ln5c9U1mu9ZQ5ed+a7qM+zalpsjH+13YWPw/AEAxibngCR7JpoTe5SVmy9LXuq+l/NeeWuzT/VXK5rS8a4SartuaxsO2ts5W/TqsSi6b7J+eSVTXNAW+9nETqRh7zBzPvhGfVWV2BdA5uLfjlarPmF23ZrtpqUafP3XqFKKioqr1uGpNSCZOnIiVK1di48aNOOecc5zn4+LiUFZWhtzcXMPMNScnB3FxcR7lHR8fj0OHDkEIgcTERBw6dAiRkZHVKWaD5MEHH8QXX3yBDz74AL1790ZWVhY0TcNvv/3GsvEjFXL54osv0LRpUyQkJCArKwvfffcdRo4c6ZNcAJaNL9SkbFguvsHjWeCTn5/v7DOapiE+Pr76mQkvcDgcIi0tTcTHx4vff/9dup6bmyuCg4PFhx9+6Dz322+/CQBi8+bN3jxK5OXlCQD/397d9LK2hQEcfw5XiRCvQYQdZgZmomymEokR8RlIqYFvYOgDCEM1lBiYmLZIJEQqMfAShiZtxYBEaAjPHdx79lXHubH7stdqzv+XdKAWe2X9tXlCpfrw8ODr6/5Un9t8Pj/amPHVY+bj+RWzy+fvjf8XZBu6+MPzWfko5vn5Gkjm5ua0oaFB9/b2NJVKebenpydvTSQSUcdxNJFIaDKZVNd11XVd3xvjh8Sfz22ur69VRDSdTntraBO8rx4zP9v8PL9idVGljR9BtqGLPzyflQ9jA4n885e2X26xWMxb8/z8rPPz89rU1KS1tbU6NTWlqVTK98b4IfHnd23W1ta8NbQJ3u+6fDy/YnVRpY0fQbahiz88n5UPYwNJkLLZrC4tLWk2mzW9lbJUyvOjTWFoY69SnR9dCsNjxl7FPL8fqgX8jw4AAEAR8OZ6AADAOAYSAABgHAMJAAAwjoEEAAAYx0ACAACMs3YgWV1dlZ6eHqmpqZGhoSE5Pj42vSUrLS8vy+DgoNTX10tbW5tMTk7K1dVVzppsNivRaFRaWlqkrq5OpqenJZPJ5HU9unxP0F1EaPNdtLETXewVWJuC/3G4BDY3NzUUCun6+rqen5/rzMyMNjY2aiaTMb0164yPj2ssFtOzszM9PT3ViYkJdRxHHx8fvTWRSES7u7s1Ho9rMpnU4eFhHRkZ8X0tunxfkF1UaeMHbexEF3sF1cbKgSQcDms0GvU+fnt7087OTl1eXja4q/Jwe3urIqL7+/uq+t97PmxtbXlrLi8v83rPB7rkr5RdVGlTCNrYiS72KlUb6/5k8/LyIicnJzI2NubdV1FRIWNjY3J4eGhwZ+Xh4eFBRESam5tFROTk5EReX19zzrOvr08cx/F1nnQpTKm6iNCmULSxE13sVao21g0kd3d38vb2Ju3t7Tn3t7e3SzqdNrSr8vD+/i6Li4syOjoq/f39IiKSTqclFArlvEW3iP/zpEv+StlFhDaFoI2d6GKvUrb5q5gbhVnRaFTOzs7k4ODA9FbwAV3sRRs70cVepWxj3W9IWltbpbKy8pdX52YyGeno6DC0K/stLCzIzs6O7O7uSldXl3d/R0eHvLy8yP39fc56v+dJl/yUuosIbfJFGzvRxV6lbmPdQBIKhWRgYEDi8bh33/v7u8TjcXFd1+DO7KSqsrCwINvb25JIJKS3tzfn8wMDA1JVVZVznldXV3Jzc+PrPOniT1BdRGjjF23sRBd7BdammK+8LZbNzU2trq7WjY0Nvbi40NnZWW1sbNR0Om16a9aZm5vThoYG3dvb01Qq5d2enp68NZFIRB3H0UQioclkUl3XVdd1fV+LLt8XZBdV2vhBGzvRxV5BtbFyIFFVXVlZUcdxNBQKaTgc1qOjI9NbspKIfHmLxWLemufnZ52fn9empiatra3VqakpTaVSeV2PLt8TdBdV2nwXbexEF3sF1ebHvxcDAAAwxrrXkAAAgD8PAwkAADCOgQQAABjHQAIAAIxjIAEAAMYxkAAAAOMYSAAAgHEMJAAAwDgGEgAAYBwDCQAAMI6BBAAAGPc32d6fOezRY9YAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<Figure size 640x480 with 12 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "ResultsVisualizer.plot_result_row(row0)"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
diff --git a/src/kbmod/result_list.py b/src/kbmod/result_list.py
index cd4024e0b..779f4fbb6 100644
--- a/src/kbmod/result_list.py
+++ b/src/kbmod/result_list.py
@@ -911,7 +911,7 @@ def to_table(self, filtered_label=None, append_times=False):
 
         return Table(table_dict)
 
-    def write_table(self, filename, overwrite=True):
+    def write_table(self, filename, overwrite=True, keep_all_stamps=False):
         """Write the unfiltered results to a single (ecsv) file.
 
         Parameter
@@ -920,11 +920,14 @@ def write_table(self, filename, overwrite=True):
             The name of the result file.
         overwrite : `bool`
             Overwrite the file if it already exists.
+        keep_all_stamps : `bool`
+            Keep individual stamps for each result and time step.
+            This is very expensive.
         """
         table_version = self.to_table(append_times=True)
 
-        # Drop the all stamps column as this is often too large to write in a CSV entry.
-        table_version.remove_column("all_stamps")
+        if not keep_all_stamps:
+            table_version.remove_column("all_stamps")
 
         table_version.write(filename, overwrite=True)
 
diff --git a/src/kbmod/run_search.py b/src/kbmod/run_search.py
index 7dd4a33a9..eb71c3247 100644
--- a/src/kbmod/run_search.py
+++ b/src/kbmod/run_search.py
@@ -201,7 +201,7 @@ def run_search(self, config, stack):
             config_filename = os.path.join(config["res_filepath"], f"config_{config['output_suffix']}.yml")
             config.to_file(config_filename, overwrite=True)
         if config["result_filename"] is not None:
-            keep.write_table(config["result_filename"])
+            keep.write_table(config["result_filename"], keep_all_stamps=config["save_all_stamps"])
 
         full_timer.stop()