{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"PS-classification.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"code","source":["!pip install river"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ZCGSPsTFVQDD","outputId":"8ac40d39-261b-4940-a15a-8fe6f4456ce6"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Collecting river\n","  Downloading river-0.10.1-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl (2.0 MB)\n","\u001b[K     |████████████████████████████████| 2.0 MB 5.7 MB/s \n","\u001b[?25hRequirement already satisfied: numpy>=1.20.0 in /usr/local/lib/python3.7/dist-packages (from river) (1.21.6)\n","Requirement already satisfied: pandas>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from river) (1.3.5)\n","Requirement already satisfied: scipy>=1.4.1 in /usr/local/lib/python3.7/dist-packages (from river) (1.4.1)\n","Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=1.0.1->river) (2.8.2)\n","Requirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=1.0.1->river) (2022.1)\n","Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.7.3->pandas>=1.0.1->river) (1.15.0)\n","Installing collected packages: river\n","Successfully installed river-0.10.1\n"]}]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"fR4Ct7AFUSjP","outputId":"5ff19f85-da27-445e-9aba-51bbfbc3e01c"},"outputs":[{"output_type":"stream","name":"stdout","text":["ROC AUC: 0.989\n"]}],"source":["### Classification\n","## Breast cancer data\n","\n","from sklearn import datasets, metrics\n","from river import stream\n","from river import linear_model\n","from river import optim\n","from river import preprocessing\n","\n","scaler = preprocessing.StandardScaler()\n","optimizer = optim.SGD(lr=0.01)\n","log_reg = linear_model.LogisticRegression(optimizer)\n","\n","y_true = []\n","y_pred = []\n","\n","for xi, yi in stream.iter_sklearn_dataset(datasets.load_breast_cancer(), shuffle=True):\n","\n","    # Scale the features\n","    xi_scaled = scaler.learn_one(xi).transform_one(xi)\n","\n","    # Test the current model on the new \"unobserved\" sample\n","    yi_pred = log_reg.predict_proba_one(xi_scaled)\n","    # Train the model with the new sample\n","    log_reg.learn_one(xi_scaled, yi)\n","\n","    # Store the truth and the prediction\n","    y_true.append(yi)\n","    y_pred.append(yi_pred[True])\n","\n","print(f'ROC AUC: {metrics.roc_auc_score(y_true, y_pred):.3f}')\n"]},{"cell_type":"code","source":["### Classification\n","## Phishing dataset\n","\n","from river import datasets as ds\n","dataset = ds.Phishing()\n","\n","\n","from river import linear_model\n","from river import preprocessing\n","from river import compose\n","\n","model = compose.Pipeline(preprocessing.StandardScaler(), linear_model.LogisticRegression())\n","\n","for x, y in dataset:\n","  y_pred = model.predict_proba_one(x)\n","  model.learn_one(x, y)\n","  print(y_pred)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"xPB3MxQyVLUs","outputId":"c18c87a0-263f-4b8d-89f4-5b821d459e71"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["{False: 0.5, True: 0.5}\n","{False: 0.49875000260416014, True: 0.5012499973958399}\n","{False: 0.495976108098942, True: 0.504023891901058}\n","{False: 0.49461590033068903, True: 0.505384099669311}\n","{False: 0.4987981417128202, True: 0.5012018582871798}\n","{False: 0.5014343190862979, True: 0.4985656809137021}\n","{False: 0.48780962236331793, True: 0.5121903776366821}\n","{False: 0.47199683294446637, True: 0.5280031670555336}\n","{False: 0.5276467581465678, True: 0.47235324185343225}\n","{False: 0.5077536581214331, True: 0.49224634187856686}\n","{False: 0.48739754572357186, True: 0.5126024542764281}\n","{False: 0.49735793879762735, True: 0.5026420612023726}\n","{False: 0.5033531113817118, True: 0.49664688861828815}\n","{False: 0.47373831404376854, True: 0.5262616859562315}\n","{False: 0.5349834178637809, True: 0.4650165821362191}\n","{False: 0.4606931237452143, True: 0.5393068762547857}\n","{False: 0.5079814348531858, True: 0.4920185651468142}\n","{False: 0.47456182828283355, True: 0.5254381717171664}\n","{False: 0.4611280838201749, True: 0.5388719161798251}\n","{False: 0.5178067808541879, True: 0.48219321914581215}\n","{False: 0.5251326150866411, True: 0.47486738491335884}\n","{False: 0.4710942089836355, True: 0.5289057910163645}\n","{False: 0.49471263463003234, True: 0.5052873653699677}\n","{False: 0.526474465176451, True: 0.4735255348235489}\n","{False: 0.5170091961367138, True: 0.48299080386328624}\n","{False: 0.5530756373864857, True: 0.4469243626135143}\n","{False: 0.438203957969746, True: 0.561796042030254}\n","{False: 0.5144315906243988, True: 0.4855684093756012}\n","{False: 0.5608990055559968, True: 0.4391009944440032}\n","{False: 0.565133522322586, True: 0.434866477677414}\n","{False: 0.5663391610869577, True: 0.4336608389130423}\n","{False: 0.5303203866104526, True: 0.46967961338954745}\n","{False: 0.6060068998276311, True: 0.3939931001723688}\n","{False: 0.5976577102031796, True: 0.4023422897968204}\n","{False: 0.4553035059880066, True: 0.5446964940119934}\n","{False: 0.4869234067420325, True: 0.5130765932579675}\n","{False: 0.512612138580921, True: 0.487387861419079}\n","{False: 0.42565224852997974, True: 0.5743477514700203}\n","{False: 0.6054517228392218, True: 0.39454827716077817}\n","{False: 0.4621884834895028, True: 0.5378115165104972}\n","{False: 0.629659484833403, True: 0.37034051516659705}\n","{False: 0.5550868888547926, True: 0.4449131111452074}\n","{False: 0.3723610212773403, True: 0.6276389787226597}\n","{False: 0.4120328742568856, True: 0.5879671257431144}\n","{False: 0.4822083577165037, True: 0.5177916422834963}\n","{False: 0.5826565137683869, True: 0.4173434862316131}\n","{False: 0.659848994640075, True: 0.340151005359925}\n","{False: 0.39332887364206914, True: 0.6066711263579309}\n","{False: 0.4781348295127974, True: 0.5218651704872026}\n","{False: 0.6502061184389576, True: 0.3497938815610424}\n","{False: 0.5029375093931653, True: 0.4970624906068347}\n","{False: 0.5282594244378511, True: 0.4717405755621488}\n","{False: 0.6983804643757017, True: 0.3016195356242983}\n","{False: 0.3653950811754846, True: 0.6346049188245154}\n","{False: 0.33575542815751636, True: 0.6642445718424836}\n","{False: 0.49695166152697545, True: 0.5030483384730245}\n","{False: 0.6326437903505566, True: 0.3673562096494434}\n","{False: 0.6690714383444014, True: 0.3309285616555986}\n","{False: 0.40264790913956816, True: 0.5973520908604318}\n","{False: 0.5485476628658277, True: 0.4514523371341723}\n","{False: 0.35713114291462966, True: 0.6428688570853703}\n","{False: 0.38178615030321683, True: 0.6182138496967832}\n","{False: 0.6038159803386001, True: 0.39618401966139993}\n","{False: 0.42678298516979485, True: 0.5732170148302052}\n","{False: 0.7337672251808165, True: 0.2662327748191835}\n","{False: 0.46007165582772636, True: 0.5399283441722736}\n","{False: 0.4966172435875871, True: 0.5033827564124129}\n","{False: 0.3584748924553579, True: 0.6415251075446421}\n","{False: 0.5519871401771547, True: 0.44801285982284533}\n","{False: 0.3063034463175328, True: 0.6936965536824672}\n","{False: 0.566767485379311, True: 0.43323251462068896}\n","{False: 0.611792201871354, True: 0.38820779812864603}\n","{False: 0.3892294643436063, True: 0.6107705356563937}\n","{False: 0.7092261907069894, True: 0.2907738092930105}\n","{False: 0.424772331999125, True: 0.575227668000875}\n","{False: 0.29929023614343175, True: 0.7007097638565682}\n","{False: 0.5642514391440794, True: 0.4357485608559207}\n","{False: 0.6777224883049504, True: 0.32227751169504953}\n","{False: 0.33710269376401847, True: 0.6628973062359815}\n","{False: 0.29506807501913235, True: 0.7049319249808677}\n","{False: 0.6524268564426559, True: 0.3475731435573442}\n","{False: 0.3160613816887723, True: 0.6839386183112277}\n","{False: 0.669165484674412, True: 0.3308345153255881}\n","{False: 0.6928696217180601, True: 0.30713037828193995}\n","{False: 0.7231899462659604, True: 0.27681005373403955}\n","{False: 0.702995554932433, True: 0.29700444506756696}\n","{False: 0.41319162254666464, True: 0.5868083774533354}\n","{False: 0.4596576430156042, True: 0.5403423569843958}\n","{False: 0.6525812298012875, True: 0.3474187701987125}\n","{False: 0.7475299310154604, True: 0.25247006898453955}\n","{False: 0.6619727637057178, True: 0.33802723629428216}\n","{False: 0.49673366719398904, True: 0.503266332806011}\n","{False: 0.6355325400193275, True: 0.36446745998067254}\n","{False: 0.5099527426630623, True: 0.4900472573369376}\n","{False: 0.36915410186344755, True: 0.6308458981365525}\n","{False: 0.6532248026259804, True: 0.3467751973740197}\n","{False: 0.21167913991264264, True: 0.7883208600873574}\n","{False: 0.6065651752763797, True: 0.3934348247236203}\n","{False: 0.3812700722973845, True: 0.6187299277026155}\n","{False: 0.32008577476339395, True: 0.679914225236606}\n","{False: 0.6728845899542705, True: 0.3271154100457295}\n","{False: 0.2936122921455804, True: 0.7063877078544196}\n","{False: 0.28069660284720666, True: 0.7193033971527933}\n","{False: 0.47432530747728197, True: 0.525674692522718}\n","{False: 0.2644974985559745, True: 0.7355025014440255}\n","{False: 0.7047831578680721, True: 0.2952168421319279}\n","{False: 0.3380915110584687, True: 0.6619084889415313}\n","{False: 0.48382683057275844, True: 0.5161731694272416}\n","{False: 0.2638634666829037, True: 0.7361365333170963}\n","{False: 0.6094398643150976, True: 0.3905601356849024}\n","{False: 0.17108910691458112, True: 0.8289108930854189}\n","{False: 0.6721264874420301, True: 0.3278735125579699}\n","{False: 0.2824597162670778, True: 0.7175402837329222}\n","{False: 0.5722147647977156, True: 0.4277852352022844}\n","{False: 0.790490240067564, True: 0.20950975993243603}\n","{False: 0.543260734525201, True: 0.4567392654747991}\n","{False: 0.5217977682164703, True: 0.4782022317835298}\n","{False: 0.517642768321886, True: 0.482357231678114}\n","{False: 0.34025354061425495, True: 0.659746459385745}\n","{False: 0.6207734700708207, True: 0.37922652992917927}\n","{False: 0.5809347981913748, True: 0.4190652018086252}\n","{False: 0.25377961864311815, True: 0.7462203813568818}\n","{False: 0.7090050194960063, True: 0.2909949805039937}\n","{False: 0.6289387364314554, True: 0.3710612635685447}\n","{False: 0.46119466929013064, True: 0.5388053307098694}\n","{False: 0.20380463194640752, True: 0.7961953680535925}\n","{False: 0.6506326610343874, True: 0.34936733896561256}\n","{False: 0.5609665653374521, True: 0.43903343466254785}\n","{False: 0.7470470265689697, True: 0.2529529734310303}\n","{False: 0.34496934107772603, True: 0.655030658922274}\n","{False: 0.5256065682481645, True: 0.4743934317518354}\n","{False: 0.255066362214848, True: 0.744933637785152}\n","{False: 0.5791763199098706, True: 0.4208236800901294}\n","{False: 0.3458628285044377, True: 0.6541371714955623}\n","{False: 0.5403596764240135, True: 0.45964032357598644}\n","{False: 0.24945167823941183, True: 0.7505483217605882}\n","{False: 0.6678231398753938, True: 0.3321768601246063}\n","{False: 0.3115158776546044, True: 0.6884841223453956}\n","{False: 0.8178385063659375, True: 0.18216149363406248}\n","{False: 0.28306773042581057, True: 0.7169322695741894}\n","{False: 0.4159674775916449, True: 0.5840325224083551}\n","{False: 0.49738690248346884, True: 0.5026130975165312}\n","{False: 0.41487821849795936, True: 0.5851217815020406}\n","{False: 0.4452982355022552, True: 0.5547017644977448}\n","{False: 0.3719031053942863, True: 0.6280968946057137}\n","{False: 0.20044445404808875, True: 0.7995555459519113}\n","{False: 0.366560801248467, True: 0.633439198751533}\n","{False: 0.4790779492116485, True: 0.5209220507883515}\n","{False: 0.45413823258358366, True: 0.5458617674164163}\n","{False: 0.6105442438031602, True: 0.3894557561968398}\n","{False: 0.5417847264851305, True: 0.4582152735148695}\n","{False: 0.61123053244532, True: 0.38876946755467995}\n","{False: 0.6086316350379923, True: 0.3913683649620077}\n","{False: 0.6985455068311661, True: 0.3014544931688338}\n","{False: 0.633008956177587, True: 0.366991043822413}\n","{False: 0.28438119086742486, True: 0.7156188091325751}\n","{False: 0.6020591153991699, True: 0.3979408846008301}\n","{False: 0.4211512473980178, True: 0.5788487526019822}\n","{False: 0.4142193414638887, True: 0.5857806585361113}\n","{False: 0.5084247849438287, True: 0.4915752150561713}\n","{False: 0.5619305949773052, True: 0.4380694050226948}\n","{False: 0.7302519964350817, True: 0.26974800356491835}\n","{False: 0.6687984732111463, True: 0.33120152678885373}\n","{False: 0.48657145560401804, True: 0.513428544395982}\n","{False: 0.7562667344428553, True: 0.2437332655571447}\n","{False: 0.25490522210028377, True: 0.7450947778997162}\n","{False: 0.7443256052594172, True: 0.2556743947405829}\n","{False: 0.6164541029953319, True: 0.3835458970046681}\n","{False: 0.7564025164506137, True: 0.24359748354938626}\n","{False: 0.31151833713438093, True: 0.6884816628656191}\n","{False: 0.7844015260799245, True: 0.21559847392007545}\n","{False: 0.5249140206509775, True: 0.4750859793490226}\n","{False: 0.6845312944601519, True: 0.31546870553984807}\n","{False: 0.45371880643932505, True: 0.546281193560675}\n","{False: 0.7458237415429549, True: 0.2541762584570451}\n","{False: 0.3427701615641646, True: 0.6572298384358354}\n","{False: 0.8404117875749435, True: 0.15958821242505647}\n","{False: 0.2552718016719072, True: 0.7447281983280928}\n","{False: 0.2627664752862099, True: 0.7372335247137901}\n","{False: 0.713510007330109, True: 0.286489992669891}\n","{False: 0.3808028187421131, True: 0.6191971812578869}\n","{False: 0.7147890749971761, True: 0.2852109250028239}\n","{False: 0.5585941925117499, True: 0.44140580748825003}\n","{False: 0.8049596246028239, True: 0.1950403753971761}\n","{False: 0.4215477418922722, True: 0.5784522581077278}\n","{False: 0.6920532794111764, True: 0.30794672058882355}\n","{False: 0.3718631653005483, True: 0.6281368346994517}\n","{False: 0.6415167317327604, True: 0.3584832682672397}\n","{False: 0.5034547542227314, True: 0.4965452457772685}\n","{False: 0.23807904836391092, True: 0.7619209516360891}\n","{False: 0.7060597053769425, True: 0.2939402946230575}\n","{False: 0.6798783297403816, True: 0.32012167025961835}\n","{False: 0.5377473280262519, True: 0.46225267197374814}\n","{False: 0.8760969734130138, True: 0.12390302658698613}\n","{False: 0.7148833327725651, True: 0.2851166672274349}\n","{False: 0.26244149799157224, True: 0.7375585020084278}\n","{False: 0.47514624018424956, True: 0.5248537598157504}\n","{False: 0.6906364158853149, True: 0.30936358411468506}\n","{False: 0.31131224376960165, True: 0.6886877562303984}\n","{False: 0.41199727260800156, True: 0.5880027273919984}\n","{False: 0.8517622579635777, True: 0.14823774203642223}\n","{False: 0.39511743911267516, True: 0.6048825608873248}\n","{False: 0.4759491418238422, True: 0.5240508581761578}\n","{False: 0.6724524556336424, True: 0.3275475443663576}\n","{False: 0.5118111775012677, True: 0.4881888224987323}\n","{False: 0.32862961603884466, True: 0.6713703839611553}\n","{False: 0.34309648224424893, True: 0.6569035177557511}\n","{False: 0.6806407220328623, True: 0.31935927796713776}\n","{False: 0.7962306854534922, True: 0.20376931454650787}\n","{False: 0.7847729783192099, True: 0.2152270216807901}\n","{False: 0.09998956283476335, True: 0.9000104371652367}\n","{False: 0.5615185309697258, True: 0.4384814690302742}\n","{False: 0.4207442567880397, True: 0.5792557432119603}\n","{False: 0.19292831583505743, True: 0.8070716841649426}\n","{False: 0.4416827425872154, True: 0.5583172574127846}\n","{False: 0.6516585000679158, True: 0.34834149993208424}\n","{False: 0.6137477645986507, True: 0.3862522354013493}\n","{False: 0.7993783439878281, True: 0.20062165601217183}\n","{False: 0.5845868670358196, True: 0.41541313296418036}\n","{False: 0.24415971856748575, True: 0.7558402814325142}\n","{False: 0.7713348704289547, True: 0.2286651295710454}\n","{False: 0.21580339824636052, True: 0.7841966017536395}\n","{False: 0.7050869316147095, True: 0.2949130683852906}\n","{False: 0.7873366140246084, True: 0.21266338597539156}\n","{False: 0.36496278383788183, True: 0.6350372161621182}\n","{False: 0.15556226210113178, True: 0.8444377378988682}\n","{False: 0.46750472889750105, True: 0.532495271102499}\n","{False: 0.3653473265220246, True: 0.6346526734779754}\n","{False: 0.6708963430676537, True: 0.32910365693234633}\n","{False: 0.6575052806268928, True: 0.34249471937310716}\n","{False: 0.4119392246087933, True: 0.5880607753912067}\n","{False: 0.34057622992311554, True: 0.6594237700768845}\n","{False: 0.8725651467643152, True: 0.12743485323568488}\n","{False: 0.6715075665503845, True: 0.3284924334496156}\n","{False: 0.6180646610453994, True: 0.38193533895460063}\n","{False: 0.6295284310754843, True: 0.37047156892451566}\n","{False: 0.35450992540674797, True: 0.645490074593252}\n","{False: 0.5066603593197456, True: 0.49333964068025443}\n","{False: 0.8410564806853883, True: 0.15894351931461168}\n","{False: 0.8369770795112845, True: 0.1630229204887155}\n","{False: 0.3614629344266447, True: 0.6385370655733553}\n","{False: 0.7797679427493014, True: 0.22023205725069867}\n","{False: 0.24574872227481492, True: 0.7542512777251851}\n","{False: 0.5999093845000972, True: 0.40009061549990277}\n","{False: 0.5252482708844695, True: 0.4747517291155306}\n","{False: 0.1427736604189539, True: 0.8572263395810461}\n","{False: 0.1747087228063552, True: 0.8252912771936448}\n","{False: 0.6553975469380786, True: 0.34460245306192133}\n","{False: 0.4699975151842005, True: 0.5300024848157995}\n","{False: 0.14418666260469493, True: 0.8558133373953051}\n","{False: 0.30297844741291824, True: 0.6970215525870818}\n","{False: 0.18034963145508198, True: 0.819650368544918}\n","{False: 0.3095878080361868, True: 0.6904121919638132}\n","{False: 0.21986873760362358, True: 0.7801312623963764}\n","{False: 0.720525041868484, True: 0.279474958131516}\n","{False: 0.2019304306317673, True: 0.7980695693682327}\n","{False: 0.7178649922127045, True: 0.2821350077872955}\n","{False: 0.23362994474681087, True: 0.7663700552531891}\n","{False: 0.11815166700003377, True: 0.8818483329999662}\n","{False: 0.7228109312421342, True: 0.2771890687578657}\n","{False: 0.7530965775311032, True: 0.24690342246889688}\n","{False: 0.710822510185429, True: 0.28917748981457103}\n","{False: 0.8098681070707978, True: 0.1901318929292022}\n","{False: 0.23860963625685838, True: 0.7613903637431416}\n","{False: 0.6992123185111786, True: 0.3007876814888214}\n","{False: 0.24609376592129906, True: 0.7539062340787009}\n","{False: 0.825290459821403, True: 0.17470954017859702}\n","{False: 0.3911408835725326, True: 0.6088591164274674}\n","{False: 0.8371819979624533, True: 0.16281800203754676}\n","{False: 0.9085859767274826, True: 0.09141402327251741}\n","{False: 0.8316269022866598, True: 0.16837309771334025}\n","{False: 0.27040060784644304, True: 0.729599392153557}\n","{False: 0.914309692356654, True: 0.08569030764334593}\n","{False: 0.4845396967135909, True: 0.5154603032864091}\n","{False: 0.40243086038132936, True: 0.5975691396186706}\n","{False: 0.7388482429815071, True: 0.2611517570184929}\n","{False: 0.7431271097501729, True: 0.25687289024982707}\n","{False: 0.7956393182880919, True: 0.20436068171190808}\n","{False: 0.48187346653206653, True: 0.5181265334679335}\n","{False: 0.07871638908885803, True: 0.921283610911142}\n","{False: 0.7260319583752639, True: 0.2739680416247361}\n","{False: 0.6640034823342778, True: 0.3359965176657223}\n","{False: 0.2800739074640146, True: 0.7199260925359854}\n","{False: 0.52379214582969, True: 0.47620785417031}\n","{False: 0.8890711661364119, True: 0.11092883386358811}\n","{False: 0.13143228938078644, True: 0.8685677106192136}\n","{False: 0.4382888210707787, True: 0.5617111789292213}\n","{False: 0.19907705032349943, True: 0.8009229496765006}\n","{False: 0.7772064268877612, True: 0.22279357311223874}\n","{False: 0.699426790771281, True: 0.30057320922871905}\n","{False: 0.268192966461254, True: 0.731807033538746}\n","{False: 0.6878631096821033, True: 0.3121368903178967}\n","{False: 0.6679536665631839, True: 0.3320463334368161}\n","{False: 0.8528787684233171, True: 0.14712123157668286}\n","{False: 0.12351967987782131, True: 0.8764803201221787}\n","{False: 0.6195104993179508, True: 0.3804895006820492}\n","{False: 0.7929376536017525, True: 0.20706234639824744}\n","{False: 0.8126181120770178, True: 0.1873818879229822}\n","{False: 0.08136710046072304, True: 0.918632899539277}\n","{False: 0.399205857318377, True: 0.600794142681623}\n","{False: 0.3343202928694583, True: 0.6656797071305417}\n","{False: 0.8441533022238146, True: 0.15584669777618546}\n","{False: 0.13156012989319765, True: 0.8684398701068023}\n","{False: 0.6820411882256034, True: 0.3179588117743965}\n","{False: 0.09627038614710526, True: 0.9037296138528947}\n","{False: 0.6484767776031845, True: 0.35152322239681555}\n","{False: 0.7633177139756611, True: 0.23668228602433888}\n","{False: 0.56929011708612, True: 0.43070988291388007}\n","{False: 0.590204459556821, True: 0.409795540443179}\n","{False: 0.7644492510351379, True: 0.2355507489648621}\n","{False: 0.8087425900827944, True: 0.19125740991720566}\n","{False: 0.8460527621593176, True: 0.15394723784068245}\n","{False: 0.46178953379845566, True: 0.5382104662015443}\n","{False: 0.26139773001546984, True: 0.7386022699845302}\n","{False: 0.608884385379499, True: 0.39111561462050104}\n","{False: 0.7287036053206645, True: 0.27129639467933553}\n","{False: 0.19844345373014227, True: 0.8015565462698577}\n","{False: 0.33263722547391616, True: 0.6673627745260838}\n","{False: 0.8124655790706126, True: 0.1875344209293874}\n","{False: 0.8764000041601627, True: 0.12359999583983733}\n","{False: 0.52958099148945, True: 0.4704190085105499}\n","{False: 0.6236666672637243, True: 0.3763333327362756}\n","{False: 0.8238308927694864, True: 0.17616910723051363}\n","{False: 0.6224883850550764, True: 0.3775116149449236}\n","{False: 0.7408692859679367, True: 0.25913071403206334}\n","{False: 0.7552927330243595, True: 0.24470726697564055}\n","{False: 0.6218895402059217, True: 0.37811045979407837}\n","{False: 0.35260586407556316, True: 0.6473941359244368}\n","{False: 0.2649563381792578, True: 0.7350436618207422}\n","{False: 0.49044867443786844, True: 0.5095513255621316}\n","{False: 0.7315777777926666, True: 0.2684222222073334}\n","{False: 0.8376891632854644, True: 0.16231083671453564}\n","{False: 0.6461302534411059, True: 0.35386974655889414}\n","{False: 0.8217506030650188, True: 0.17824939693498126}\n","{False: 0.8682348736114178, True: 0.13176512638858223}\n","{False: 0.11700733648190575, True: 0.8829926635180942}\n","{False: 0.14262682636068325, True: 0.8573731736393168}\n","{False: 0.7063126060716238, True: 0.29368739392837623}\n","{False: 0.33905198716413654, True: 0.6609480128358635}\n","{False: 0.11208392715887894, True: 0.8879160728411211}\n","{False: 0.7712047171964705, True: 0.22879528280352948}\n","{False: 0.5316649526649917, True: 0.46833504733500836}\n","{False: 0.8745227721610775, True: 0.12547722783892243}\n","{False: 0.8758331882521271, True: 0.1241668117478729}\n","{False: 0.4950430466696877, True: 0.5049569533303123}\n","{False: 0.6987992483766031, True: 0.3012007516233969}\n","{False: 0.8439256001770867, True: 0.15607439982291324}\n","{False: 0.11078139894092631, True: 0.8892186010590737}\n","{False: 0.4735469174516852, True: 0.5264530825483148}\n","{False: 0.9424461451048284, True: 0.057553854895171605}\n","{False: 0.5293933830416906, True: 0.47060661695830935}\n","{False: 0.491298062435371, True: 0.508701937564629}\n","{False: 0.7778105684153286, True: 0.22218943158467144}\n","{False: 0.4190491192940764, True: 0.5809508807059236}\n","{False: 0.733695543428852, True: 0.266304456571148}\n","{False: 0.4530208777681868, True: 0.5469791222318132}\n","{False: 0.7065987375642926, True: 0.29340126243570736}\n","{False: 0.7801209393251265, True: 0.21987906067487348}\n","{False: 0.9014419713104096, True: 0.09855802868959042}\n","{False: 0.8594304303284949, True: 0.1405695696715051}\n","{False: 0.7593124770400121, True: 0.24068752295998783}\n","{False: 0.061420456964950576, True: 0.9385795430350494}\n","{False: 0.05766714687453034, True: 0.9423328531254697}\n","{False: 0.6025082296879921, True: 0.3974917703120079}\n","{False: 0.14427946614097753, True: 0.8557205338590225}\n","{False: 0.8254141954959476, True: 0.1745858045040524}\n","{False: 0.8254719260680512, True: 0.17452807393194875}\n","{False: 0.8603080958598148, True: 0.13969190414018523}\n","{False: 0.6276207828291172, True: 0.3723792171708828}\n","{False: 0.47679343551760733, True: 0.5232065644823927}\n","{False: 0.06697088778893534, True: 0.9330291122110647}\n","{False: 0.870247909992066, True: 0.129752090007934}\n","{False: 0.2761389315252517, True: 0.7238610684747483}\n","{False: 0.11937847086091502, True: 0.880621529139085}\n","{False: 0.8312757797167856, True: 0.1687242202832144}\n","{False: 0.3075545866775371, True: 0.6924454133224629}\n","{False: 0.4150221976058833, True: 0.5849778023941167}\n","{False: 0.8853580316743973, True: 0.11464196832560265}\n","{False: 0.2262878738476528, True: 0.7737121261523472}\n","{False: 0.9440019046384376, True: 0.055998095361562375}\n","{False: 0.5370087178284175, True: 0.4629912821715825}\n","{False: 0.7865846431142137, True: 0.21341535688578628}\n","{False: 0.6963671896477714, True: 0.30363281035222855}\n","{False: 0.16143050994673025, True: 0.8385694900532698}\n","{False: 0.38602449922527915, True: 0.6139755007747209}\n","{False: 0.42254304987515867, True: 0.5774569501248413}\n","{False: 0.7634302424516713, True: 0.23656975754832868}\n","{False: 0.6502053135080691, True: 0.3497946864919309}\n","{False: 0.7620492290245006, True: 0.23795077097549944}\n","{False: 0.8180357544933894, True: 0.1819642455066106}\n","{False: 0.09177540684736951, True: 0.9082245931526305}\n","{False: 0.631104242678252, True: 0.36889575732174795}\n","{False: 0.5572078658647542, True: 0.44279213413524576}\n","{False: 0.8099303198032288, True: 0.19006968019677123}\n","{False: 0.16223886686293154, True: 0.8377611331370685}\n","{False: 0.883974256918588, True: 0.11602574308141202}\n","{False: 0.8443200690454018, True: 0.15567993095459817}\n","{False: 0.8699759703835626, True: 0.13002402961643747}\n","{False: 0.8850347552941946, True: 0.1149652447058054}\n","{False: 0.7314358557575453, True: 0.2685641442424547}\n","{False: 0.8776515433603732, True: 0.12234845663962682}\n","{False: 0.6533337042523939, True: 0.3466662957476061}\n","{False: 0.44826019027550645, True: 0.5517398097244935}\n","{False: 0.9046774553755205, True: 0.09532254462447953}\n","{False: 0.8426854296379345, True: 0.1573145703620656}\n","{False: 0.895872170650246, True: 0.10412782934975394}\n","{False: 0.8817973845253111, True: 0.11820261547468891}\n","{False: 0.7661256548911277, True: 0.23387434510887226}\n","{False: 0.8404984035421089, True: 0.15950159645789108}\n","{False: 0.4674639374352889, True: 0.5325360625647111}\n","{False: 0.7788637843494992, True: 0.22113621565050076}\n","{False: 0.7806129939663581, True: 0.21938700603364192}\n","{False: 0.5980737165877243, True: 0.4019262834122756}\n","{False: 0.9057664996109136, True: 0.09423350038908634}\n","{False: 0.8563767300937273, True: 0.14362326990627267}\n","{False: 0.7691155289018752, True: 0.23088447109812485}\n","{False: 0.15891949290695762, True: 0.8410805070930424}\n","{False: 0.7065155726672709, True: 0.2934844273327291}\n","{False: 0.8828540982623491, True: 0.11714590173765096}\n","{False: 0.14082741918334862, True: 0.8591725808166514}\n","{False: 0.10417240622589019, True: 0.8958275937741098}\n","{False: 0.09647617790620744, True: 0.9035238220937926}\n","{False: 0.8430668520332887, True: 0.15693314796671132}\n","{False: 0.16795364617669017, True: 0.8320463538233098}\n","{False: 0.30046646588499293, True: 0.6995335341150071}\n","{False: 0.6480740054879626, True: 0.3519259945120375}\n","{False: 0.15020886744207174, True: 0.8497911325579283}\n","{False: 0.12614815454497463, True: 0.8738518454550254}\n","{False: 0.839637350580575, True: 0.16036264941942502}\n","{False: 0.6377001034291794, True: 0.3622998965708207}\n","{False: 0.9348062461091976, True: 0.0651937538908024}\n","{False: 0.6108963726194584, True: 0.3891036273805416}\n","{False: 0.8876066472929651, True: 0.11239335270703482}\n","{False: 0.07563213564822868, True: 0.9243678643517713}\n","{False: 0.6319358915753795, True: 0.36806410842462045}\n","{False: 0.8649236016553008, True: 0.13507639834469914}\n","{False: 0.5772090851575757, True: 0.4227909148424242}\n","{False: 0.1453594664560428, True: 0.8546405335439572}\n","{False: 0.621597994973559, True: 0.3784020050264409}\n","{False: 0.12761567879803015, True: 0.8723843212019698}\n","{False: 0.8090639866143307, True: 0.19093601338566932}\n","{False: 0.8538681054790014, True: 0.14613189452099856}\n","{False: 0.7287707319185274, True: 0.27122926808147263}\n","{False: 0.8007109861061029, True: 0.19928901389389705}\n","{False: 0.8942235596252939, True: 0.10577644037470615}\n","{False: 0.32959834595358917, True: 0.6704016540464108}\n","{False: 0.59592884711712, True: 0.4040711528828799}\n","{False: 0.07051398330858938, True: 0.9294860166914106}\n","{False: 0.8777304923404892, True: 0.12226950765951088}\n","{False: 0.27352825421735083, True: 0.7264717457826492}\n","{False: 0.9248192620195316, True: 0.07518073798046844}\n","{False: 0.8314066101412925, True: 0.16859338985870756}\n","{False: 0.7648494009560357, True: 0.23515059904396432}\n","{False: 0.8821972580314819, True: 0.11780274196851809}\n","{False: 0.21180842483516504, True: 0.788191575164835}\n","{False: 0.19064081081387418, True: 0.8093591891861258}\n","{False: 0.5328737490247955, True: 0.46712625097520455}\n","{False: 0.5693635580801706, True: 0.43063644191982947}\n","{False: 0.7284760498856556, True: 0.2715239501143444}\n","{False: 0.28430435901670836, True: 0.7156956409832916}\n","{False: 0.8768358608940777, True: 0.12316413910592224}\n","{False: 0.5487880557203939, True: 0.45121194427960604}\n","{False: 0.10751663840737447, True: 0.8924833615926255}\n","{False: 0.7790041317803893, True: 0.22099586821961076}\n","{False: 0.6451846636165105, True: 0.3548153363834895}\n","{False: 0.18816654579490288, True: 0.8118334542050971}\n","{False: 0.3901662708601331, True: 0.6098337291398669}\n","{False: 0.136088799798479, True: 0.863911200201521}\n","{False: 0.9088796826893887, True: 0.09112031731061133}\n","{False: 0.7068128498627503, True: 0.2931871501372497}\n","{False: 0.9067360947068583, True: 0.09326390529314166}\n","{False: 0.0663228676685168, True: 0.9336771323314832}\n","{False: 0.46998572221760493, True: 0.5300142777823951}\n","{False: 0.5874826654896317, True: 0.4125173345103683}\n","{False: 0.2535925461209545, True: 0.7464074538790455}\n","{False: 0.8646745952024152, True: 0.1353254047975848}\n","{False: 0.8519448456307409, True: 0.14805515436925912}\n","{False: 0.5314958785534016, True: 0.46850412144659836}\n","{False: 0.41152980853344656, True: 0.5884701914665534}\n","{False: 0.07254896045597936, True: 0.9274510395440206}\n","{False: 0.1539554597173327, True: 0.8460445402826673}\n","{False: 0.8716794106912846, True: 0.12832058930871537}\n","{False: 0.81603238346557, True: 0.18396761653442997}\n","{False: 0.12733107957973777, True: 0.8726689204202622}\n","{False: 0.18200066715664553, True: 0.8179993328433545}\n","{False: 0.5953407547536981, True: 0.4046592452463019}\n","{False: 0.9118236803281022, True: 0.08817631967189779}\n","{False: 0.10360031080910537, True: 0.8963996891908946}\n","{False: 0.3496166723371713, True: 0.6503833276628287}\n","{False: 0.17671561784006207, True: 0.8232843821599379}\n","{False: 0.3729689323883436, True: 0.6270310676116564}\n","{False: 0.07247792101135664, True: 0.9275220789886434}\n","{False: 0.6945896065377868, True: 0.3054103934622132}\n","{False: 0.9216452938842791, True: 0.07835470611572097}\n","{False: 0.11472929841329993, True: 0.8852707015867001}\n","{False: 0.4489900936428197, True: 0.5510099063571803}\n","{False: 0.4083833959661617, True: 0.5916166040338383}\n","{False: 0.32843294024180303, True: 0.671567059758197}\n","{False: 0.164988654930184, True: 0.835011345069816}\n","{False: 0.7543189832346358, True: 0.24568101676536425}\n","{False: 0.4693250928241307, True: 0.5306749071758693}\n","{False: 0.8953827031668735, True: 0.10461729683312643}\n","{False: 0.8545585237303583, True: 0.14544147626964166}\n","{False: 0.936713100076019, True: 0.06328689992398098}\n","{False: 0.8636110281094008, True: 0.13638897189059915}\n","{False: 0.5322712434915049, True: 0.46772875650849516}\n","{False: 0.08840449784972404, True: 0.911595502150276}\n","{False: 0.39025171056685837, True: 0.6097482894331416}\n","{False: 0.2913544247356944, True: 0.7086455752643056}\n","{False: 0.798557104845179, True: 0.20144289515482097}\n","{False: 0.8031602481712716, True: 0.19683975182872832}\n","{False: 0.05690061913355293, True: 0.9430993808664471}\n","{False: 0.6082497728156933, True: 0.3917502271843067}\n","{False: 0.9279747238807088, True: 0.07202527611929116}\n","{False: 0.8998892775008347, True: 0.10011072249916525}\n","{False: 0.4403090359134738, True: 0.5596909640865262}\n","{False: 0.7010636322367907, True: 0.2989363677632093}\n","{False: 0.8215270770817901, True: 0.1784729229182099}\n","{False: 0.9568516506283454, True: 0.043148349371654605}\n","{False: 0.8280132864143026, True: 0.1719867135856974}\n","{False: 0.8913704830430006, True: 0.10862951695699936}\n","{False: 0.766657340750637, True: 0.23334265924936307}\n","{False: 0.5134202163882421, True: 0.4865797836117579}\n","{False: 0.7953425561438812, True: 0.2046574438561188}\n","{False: 0.8255638200237074, True: 0.17443617997629257}\n","{False: 0.07371882803036833, True: 0.9262811719696317}\n","{False: 0.8633739223110561, True: 0.1366260776889438}\n","{False: 0.08287861820343423, True: 0.9171213817965658}\n","{False: 0.15716824917963224, True: 0.8428317508203678}\n","{False: 0.6221462218064095, True: 0.37785377819359045}\n","{False: 0.8792287633853476, True: 0.1207712366146524}\n","{False: 0.6710342582842104, True: 0.3289657417157896}\n","{False: 0.03716383615156149, True: 0.9628361638484385}\n","{False: 0.3540900922103716, True: 0.6459099077896284}\n","{False: 0.19680729302444167, True: 0.8031927069755583}\n","{False: 0.30656119650460756, True: 0.6934388034953924}\n","{False: 0.9480798759991282, True: 0.05192012400087173}\n","{False: 0.7194175362025177, True: 0.28058246379748236}\n","{False: 0.7017467949227486, True: 0.2982532050772514}\n","{False: 0.47969421469144513, True: 0.5203057853085549}\n","{False: 0.5913871253469265, True: 0.40861287465307344}\n","{False: 0.9243209253980199, True: 0.07567907460198012}\n","{False: 0.8981294886600008, True: 0.10187051133999929}\n","{False: 0.492055801293768, True: 0.507944198706232}\n","{False: 0.24717328561323848, True: 0.7528267143867615}\n","{False: 0.307397185456445, True: 0.692602814543555}\n","{False: 0.15475623297277252, True: 0.8452437670272275}\n","{False: 0.14887720955787065, True: 0.8511227904421294}\n","{False: 0.9073666920079709, True: 0.0926333079920291}\n","{False: 0.5390936698180366, True: 0.46090633018196336}\n","{False: 0.22890705332567884, True: 0.7710929466743212}\n","{False: 0.9642714063518132, True: 0.03572859364818677}\n","{False: 0.13257371188112854, True: 0.8674262881188715}\n","{False: 0.34870838180243935, True: 0.6512916181975607}\n","{False: 0.19559957757200808, True: 0.8044004224279919}\n","{False: 0.6885192095253796, True: 0.3114807904746204}\n","{False: 0.7685928522053957, True: 0.23140714779460428}\n","{False: 0.34807040150901114, True: 0.6519295984909889}\n","{False: 0.879208677568757, True: 0.12079132243124306}\n","{False: 0.8066731220024349, True: 0.19332687799756512}\n","{False: 0.08195467728469852, True: 0.9180453227153015}\n","{False: 0.8997617511798306, True: 0.10023824882016936}\n","{False: 0.3723952268285232, True: 0.6276047731714768}\n","{False: 0.9282550305909308, True: 0.07174496940906913}\n","{False: 0.9404496887563816, True: 0.059550311243618426}\n","{False: 0.9514427189015581, True: 0.048557281098441915}\n","{False: 0.6558460887171056, True: 0.3441539112828944}\n","{False: 0.9341099706705855, True: 0.06589002932941446}\n","{False: 0.30657999752972087, True: 0.6934200024702791}\n","{False: 0.4342025281650662, True: 0.5657974718349338}\n","{False: 0.24095120825394478, True: 0.7590487917460552}\n","{False: 0.8773858894931534, True: 0.12261411050684654}\n","{False: 0.03085397743073226, True: 0.9691460225692677}\n","{False: 0.49942954803386574, True: 0.5005704519661343}\n","{False: 0.8595843877460618, True: 0.14041561225393814}\n","{False: 0.8758146330174906, True: 0.12418536698250934}\n","{False: 0.9366335081086641, True: 0.06336649189133589}\n","{False: 0.8204256738468962, True: 0.17957432615310373}\n","{False: 0.8942669923022899, True: 0.10573300769771013}\n","{False: 0.7417135096410012, True: 0.2582864903589987}\n","{False: 0.1588436706427513, True: 0.8411563293572487}\n","{False: 0.7193526816180367, True: 0.28064731838196333}\n","{False: 0.8879653725170505, True: 0.11203462748294947}\n","{False: 0.9717853480999686, True: 0.02821465190003134}\n","{False: 0.8151589714365015, True: 0.18484102856349854}\n","{False: 0.02825957684935676, True: 0.9717404231506432}\n","{False: 0.06542674614461319, True: 0.9345732538553868}\n","{False: 0.8064839104950767, True: 0.1935160895049233}\n","{False: 0.9427987511754756, True: 0.05720124882452441}\n","{False: 0.4431252683956072, True: 0.5568747316043928}\n","{False: 0.3669150498020256, True: 0.6330849501979744}\n","{False: 0.04761424421387905, True: 0.952385755786121}\n","{False: 0.9204657108326242, True: 0.07953428916737584}\n","{False: 0.8670459912368697, True: 0.13295400876313035}\n","{False: 0.8751358509618028, True: 0.12486414903819718}\n","{False: 0.9538255962273468, True: 0.04617440377265324}\n","{False: 0.9113541654213595, True: 0.08864583457864053}\n","{False: 0.024539606197129804, True: 0.9754603938028702}\n","{False: 0.7720700731213737, True: 0.22792992687862632}\n","{False: 0.5992734639747561, True: 0.40072653602524383}\n","{False: 0.06865863574344877, True: 0.9313413642565512}\n","{False: 0.4970189847248919, True: 0.5029810152751081}\n","{False: 0.9206525440315372, True: 0.07934745596846283}\n","{False: 0.8131700141745998, True: 0.1868299858254002}\n","{False: 0.7595632489925007, True: 0.24043675100749928}\n","{False: 0.7358437603238825, True: 0.2641562396761175}\n","{False: 0.9023246904473844, True: 0.09767530955261562}\n","{False: 0.2968598481891188, True: 0.7031401518108812}\n","{False: 0.06486291858094573, True: 0.9351370814190543}\n","{False: 0.49593775596654754, True: 0.5040622440334525}\n","{False: 0.7621957075158895, True: 0.23780429248411053}\n","{False: 0.9541036602958534, True: 0.04589633970414666}\n","{False: 0.2612068003196053, True: 0.7387931996803947}\n","{False: 0.08584751811387703, True: 0.914152481886123}\n","{False: 0.8673818417379973, True: 0.13261815826200268}\n","{False: 0.8929473936849809, True: 0.10705260631501909}\n","{False: 0.8988421277727591, True: 0.10115787222724093}\n","{False: 0.8649947478101215, True: 0.1350052521898785}\n","{False: 0.788693761931431, True: 0.21130623806856894}\n","{False: 0.8691541894046528, True: 0.13084581059534722}\n","{False: 0.9648126805489005, True: 0.03518731945109953}\n","{False: 0.18043924952445922, True: 0.8195607504755408}\n","{False: 0.5523586925436836, True: 0.4476413074563164}\n","{False: 0.8576346306011191, True: 0.14236536939888095}\n","{False: 0.915167165140455, True: 0.08483283485954494}\n","{False: 0.04281368849517142, True: 0.9571863115048286}\n","{False: 0.8486212864185361, True: 0.15137871358146393}\n","{False: 0.02012488396640988, True: 0.9798751160335901}\n","{False: 0.86104054455864, True: 0.13895945544135996}\n","{False: 0.22003788474501806, True: 0.7799621152549819}\n","{False: 0.22502265815709488, True: 0.7749773418429051}\n","{False: 0.0870997012564616, True: 0.9129002987435384}\n","{False: 0.6975384482625631, True: 0.3024615517374369}\n","{False: 0.9771456295188189, True: 0.02285437048118107}\n","{False: 0.9511132170001884, True: 0.048886782999811584}\n","{False: 0.2574649099574752, True: 0.7425350900425248}\n","{False: 0.20088673756587605, True: 0.799113262434124}\n","{False: 0.4342500856155247, True: 0.5657499143844753}\n","{False: 0.07160823731343668, True: 0.9283917626865633}\n","{False: 0.34409737380982575, True: 0.6559026261901743}\n","{False: 0.7577084607721676, True: 0.24229153922783245}\n","{False: 0.06545296502923026, True: 0.9345470349707697}\n","{False: 0.05288789879105826, True: 0.9471121012089417}\n","{False: 0.9161882843908069, True: 0.08381171560919307}\n","{False: 0.9484623147746831, True: 0.051537685225316876}\n","{False: 0.7610603282738888, True: 0.23893967172611114}\n","{False: 0.13408800879330807, True: 0.8659119912066919}\n","{False: 0.4804237582573768, True: 0.5195762417426232}\n","{False: 0.2597301311241893, True: 0.7402698688758107}\n","{False: 0.8733552117693362, True: 0.12664478823066383}\n","{False: 0.8708959250259929, True: 0.12910407497400708}\n","{False: 0.7418057039092825, True: 0.2581942960907175}\n","{False: 0.047668047044220785, True: 0.9523319529557792}\n","{False: 0.03318618774559756, True: 0.9668138122544024}\n","{False: 0.4159299689639635, True: 0.5840700310360365}\n","{False: 0.7229224080064665, True: 0.27707759199353355}\n","{False: 0.17548542747881557, True: 0.8245145725211844}\n","{False: 0.7774088580833255, True: 0.22259114191667453}\n","{False: 0.40849333319646286, True: 0.5915066668035371}\n","{False: 0.025284106156952535, True: 0.9747158938430475}\n","{False: 0.9163581335950105, True: 0.08364186640498948}\n","{False: 0.18740678626481988, True: 0.8125932137351801}\n","{False: 0.6883373460245756, True: 0.31166265397542436}\n","{False: 0.2765473624566216, True: 0.7234526375433784}\n","{False: 0.8022065015210373, True: 0.19779349847896266}\n","{False: 0.4299279282758016, True: 0.5700720717241984}\n","{False: 0.10402797205103964, True: 0.8959720279489604}\n","{False: 0.05486508849617766, True: 0.9451349115038223}\n","{False: 0.8506698263287457, True: 0.1493301736712543}\n","{False: 0.19314758364480122, True: 0.8068524163551988}\n","{False: 0.8650077604963845, True: 0.1349922395036155}\n","{False: 0.04938240756273771, True: 0.9506175924372623}\n","{False: 0.06823172261575794, True: 0.9317682773842421}\n","{False: 0.19781977532566875, True: 0.8021802246743313}\n","{False: 0.3174886070188544, True: 0.6825113929811456}\n","{False: 0.06185094475780373, True: 0.9381490552421963}\n","{False: 0.9399565815021371, True: 0.06004341849786287}\n","{False: 0.05356394832770883, True: 0.9464360516722912}\n","{False: 0.6942408988520248, True: 0.3057591011479752}\n","{False: 0.838390690048989, True: 0.161609309951011}\n","{False: 0.8057651197535899, True: 0.19423488024641014}\n","{False: 0.025786952730724844, True: 0.9742130472692752}\n","{False: 0.9244566140933161, True: 0.0755433859066838}\n","{False: 0.791591894859937, True: 0.20840810514006297}\n","{False: 0.9084694478337678, True: 0.09153055216623218}\n","{False: 0.9052269782668529, True: 0.09477302173314711}\n","{False: 0.07755739901202774, True: 0.9224426009879723}\n","{False: 0.9432155678300006, True: 0.056784432169999385}\n","{False: 0.9368963460480433, True: 0.06310365395195675}\n","{False: 0.134744155578842, True: 0.865255844421158}\n","{False: 0.16152123871900437, True: 0.8384787612809956}\n","{False: 0.8183592739420833, True: 0.18164072605791665}\n","{False: 0.8308699810573227, True: 0.16913001894267732}\n","{False: 0.9436970342606351, True: 0.056302965739364934}\n","{False: 0.8081144686270296, True: 0.19188553137297032}\n","{False: 0.9232423936543135, True: 0.07675760634568657}\n","{False: 0.29234539108631186, True: 0.7076546089136881}\n","{False: 0.8682123977700869, True: 0.1317876022299131}\n","{False: 0.8278816170444421, True: 0.17211838295555787}\n","{False: 0.9151914210613308, True: 0.0848085789386692}\n","{False: 0.1209728636077343, True: 0.8790271363922657}\n","{False: 0.7494307002377874, True: 0.2505692997622127}\n","{False: 0.15446699557049814, True: 0.8455330044295019}\n","{False: 0.03755655444986994, True: 0.9624434455501301}\n","{False: 0.1460384793524706, True: 0.8539615206475294}\n","{False: 0.4511113792238871, True: 0.5488886207761129}\n","{False: 0.09743076295375053, True: 0.9025692370462495}\n","{False: 0.035691234805290684, True: 0.9643087651947093}\n","{False: 0.12652991348671316, True: 0.8734700865132868}\n","{False: 0.13660354153220444, True: 0.8633964584677956}\n","{False: 0.9608982778508955, True: 0.039101722149104456}\n","{False: 0.8123667035806696, True: 0.1876332964193303}\n","{False: 0.7057494225902425, True: 0.2942505774097574}\n","{False: 0.12720923945524631, True: 0.8727907605447537}\n","{False: 0.8196692877305747, True: 0.18033071226942526}\n","{False: 0.49818436767277297, True: 0.501815632327227}\n","{False: 0.3618777558179084, True: 0.6381222441820916}\n","{False: 0.405008274982665, True: 0.594991725017335}\n","{False: 0.6303928734100409, True: 0.3696071265899591}\n","{False: 0.778979834738665, True: 0.2210201652613351}\n","{False: 0.17609844470756375, True: 0.8239015552924362}\n","{False: 0.07732971082911388, True: 0.9226702891708861}\n","{False: 0.8848090750788264, True: 0.1151909249211735}\n","{False: 0.07711715531164565, True: 0.9228828446883544}\n","{False: 0.07475606343720498, True: 0.925243936562795}\n","{False: 0.45594862699172956, True: 0.5440513730082704}\n","{False: 0.7563150830411283, True: 0.24368491695887176}\n","{False: 0.3753218319642446, True: 0.6246781680357554}\n","{False: 0.9335381375159088, True: 0.06646186248409121}\n","{False: 0.12830571624120035, True: 0.8716942837587996}\n","{False: 0.9809397420110655, True: 0.019060257988934466}\n","{False: 0.2380311497338592, True: 0.7619688502661408}\n","{False: 0.043995571963507785, True: 0.9560044280364922}\n","{False: 0.37709499764307686, True: 0.6229050023569231}\n","{False: 0.6724338328047437, True: 0.3275661671952564}\n","{False: 0.9099613751981148, True: 0.09003862480188518}\n","{False: 0.018776703926089433, True: 0.9812232960739106}\n","{False: 0.08656003467598539, True: 0.9134399653240146}\n","{False: 0.5424308926833477, True: 0.4575691073166524}\n","{False: 0.6795365386932957, True: 0.32046346130670433}\n","{False: 0.9490025535158592, True: 0.05099744648414079}\n","{False: 0.1510982574886537, True: 0.8489017425113463}\n","{False: 0.7290755354257508, True: 0.2709244645742493}\n","{False: 0.5546773407273569, True: 0.4453226592726431}\n","{False: 0.026393826526744935, True: 0.9736061734732551}\n","{False: 0.937963706627907, True: 0.062036293372093085}\n","{False: 0.5974303333290045, True: 0.4025696666709954}\n","{False: 0.21612864220526729, True: 0.7838713577947327}\n","{False: 0.29967551235195256, True: 0.7003244876480474}\n","{False: 0.7545550254769569, True: 0.2454449745230432}\n","{False: 0.8177675931895069, True: 0.1822324068104931}\n","{False: 0.4211191018549326, True: 0.5788808981450674}\n","{False: 0.8842026274171539, True: 0.11579737258284603}\n","{False: 0.07934687120941653, True: 0.9206531287905835}\n","{False: 0.07207935336297311, True: 0.9279206466370269}\n","{False: 0.8355505376255763, True: 0.16444946237442368}\n","{False: 0.8182932212699617, True: 0.18170677873003824}\n","{False: 0.809285730533929, True: 0.19071426946607095}\n","{False: 0.6473539144504925, True: 0.35264608554950755}\n","{False: 0.8747811486805068, True: 0.12521885131949323}\n","{False: 0.08170563606368753, True: 0.9182943639363125}\n","{False: 0.784461566881925, True: 0.2155384331180749}\n","{False: 0.9079527732862251, True: 0.09204722671377483}\n","{False: 0.9377367336841264, True: 0.06226326631587363}\n","{False: 0.07863891528708189, True: 0.9213610847129181}\n","{False: 0.5487898788729524, True: 0.4512101211270476}\n","{False: 0.4662249352940996, True: 0.5337750647059004}\n","{False: 0.8143461567463922, True: 0.18565384325360781}\n","{False: 0.29720806789810705, True: 0.702791932101893}\n","{False: 0.8678275729275353, True: 0.13217242707246463}\n","{False: 0.982332579550621, True: 0.017667420449379013}\n","{False: 0.8601695167198985, True: 0.13983048328010148}\n","{False: 0.8046987450642981, True: 0.19530125493570194}\n","{False: 0.07147254253930813, True: 0.9285274574606919}\n","{False: 0.741899716719105, True: 0.2581002832808949}\n","{False: 0.9568494223070507, True: 0.04315057769294928}\n","{False: 0.8379216413896107, True: 0.16207835861038927}\n","{False: 0.17575850961593398, True: 0.824241490384066}\n","{False: 0.16620751410161105, True: 0.833792485898389}\n","{False: 0.8827402242563752, True: 0.11725977574362476}\n","{False: 0.0547024784239587, True: 0.9452975215760413}\n","{False: 0.30319993564708614, True: 0.6968000643529139}\n","{False: 0.1060401456075053, True: 0.8939598543924947}\n","{False: 0.8843588224534249, True: 0.11564117754657505}\n","{False: 0.2590987046988189, True: 0.7409012953011811}\n","{False: 0.660715247527011, True: 0.3392847524729889}\n","{False: 0.13417316544619573, True: 0.8658268345538043}\n","{False: 0.7889298643056185, True: 0.2110701356943815}\n","{False: 0.08617598357800449, True: 0.9138240164219955}\n","{False: 0.9307222722405801, True: 0.06927772775941984}\n","{False: 0.9280885723117027, True: 0.07191142768829725}\n","{False: 0.9574466784675937, True: 0.04255332153240637}\n","{False: 0.4186818448004137, True: 0.5813181551995863}\n","{False: 0.6571705760387736, True: 0.34282942396122645}\n","{False: 0.9077764035868395, True: 0.09222359641316051}\n","{False: 0.041414998458353836, True: 0.9585850015416462}\n","{False: 0.01664392128135206, True: 0.9833560787186479}\n","{False: 0.04236023071186645, True: 0.9576397692881335}\n","{False: 0.08801152565770187, True: 0.9119884743422981}\n","{False: 0.020434354745721528, True: 0.9795656452542785}\n","{False: 0.4103570611314652, True: 0.5896429388685348}\n","{False: 0.9614140869425556, True: 0.03858591305744443}\n","{False: 0.07199659607028608, True: 0.9280034039297139}\n","{False: 0.016827764024766823, True: 0.9831722359752332}\n","{False: 0.870815157297485, True: 0.12918484270251496}\n","{False: 0.7787689782571406, True: 0.22123102174285939}\n","{False: 0.030843855090947336, True: 0.9691561449090527}\n","{False: 0.5342174458856996, True: 0.4657825541143004}\n","{False: 0.04130569526287131, True: 0.9586943047371287}\n","{False: 0.09467572140059854, True: 0.9053242785994015}\n","{False: 0.16149832409402365, True: 0.8385016759059764}\n","{False: 0.6844802148395294, True: 0.31551978516047063}\n","{False: 0.9384509800327044, True: 0.06154901996729551}\n","{False: 0.2658370743510249, True: 0.7341629256489751}\n","{False: 0.2512468625270562, True: 0.7487531374729438}\n","{False: 0.08298845779096398, True: 0.917011542209036}\n","{False: 0.8965753961900164, True: 0.10342460380998367}\n","{False: 0.9446537604827188, True: 0.055346239517281265}\n","{False: 0.9394025186168583, True: 0.060597481383141714}\n","{False: 0.030599331085565673, True: 0.9694006689144343}\n","{False: 0.9541296771577107, True: 0.045870322842289334}\n","{False: 0.04162328811750937, True: 0.9583767118824906}\n","{False: 0.035922673330211485, True: 0.9640773266697885}\n","{False: 0.9149764214237169, True: 0.08502357857628307}\n","{False: 0.1260803630566807, True: 0.8739196369433193}\n","{False: 0.1890980643799144, True: 0.8109019356200856}\n","{False: 0.07176341831178168, True: 0.9282365816882183}\n","{False: 0.5740222766046923, True: 0.42597772339530765}\n","{False: 0.8842148609111943, True: 0.1157851390888057}\n","{False: 0.04623934973573873, True: 0.9537606502642613}\n","{False: 0.9704644721474588, True: 0.029535527852541214}\n","{False: 0.9795556032092998, True: 0.020444396790700203}\n","{False: 0.874027839102709, True: 0.12597216089729096}\n","{False: 0.9037297095808475, True: 0.0962702904191525}\n","{False: 0.9694816179998044, True: 0.030518382000195673}\n","{False: 0.9250586010787268, True: 0.0749413989212732}\n","{False: 0.19873272950244403, True: 0.801267270497556}\n","{False: 0.9529842905664115, True: 0.04701570943358845}\n","{False: 0.7098906493649924, True: 0.2901093506350076}\n","{False: 0.9630741837381182, True: 0.0369258162618819}\n","{False: 0.9371122308856512, True: 0.06288776911434882}\n","{False: 0.037651378163993554, True: 0.9623486218360064}\n","{False: 0.8667968868630995, True: 0.13320311313690042}\n","{False: 0.5590759982566877, True: 0.4409240017433123}\n","{False: 0.05832895334134036, True: 0.9416710466586596}\n","{False: 0.8800585474066832, True: 0.11994145259331675}\n","{False: 0.16751557475705503, True: 0.832484425242945}\n","{False: 0.027309754459091118, True: 0.9726902455409089}\n","{False: 0.8700557565569748, True: 0.12994424344302524}\n","{False: 0.031951570241795735, True: 0.9680484297582043}\n","{False: 0.9711664920098529, True: 0.028833507990147014}\n","{False: 0.06085284911922351, True: 0.9391471508807765}\n","{False: 0.397339677361647, True: 0.602660322638353}\n","{False: 0.3896571054547817, True: 0.6103428945452183}\n","{False: 0.9587628677319173, True: 0.041237132268082635}\n","{False: 0.9786362464136057, True: 0.021363753586394335}\n","{False: 0.9199663505234255, True: 0.0800336494765746}\n","{False: 0.9233749301172974, True: 0.07662506988270255}\n","{False: 0.9142196394052082, True: 0.08578036059479177}\n","{False: 0.16320978009642884, True: 0.8367902199035712}\n","{False: 0.9294774577763736, True: 0.07052254222362636}\n","{False: 0.19347748785063834, True: 0.8065225121493617}\n","{False: 0.881919371292627, True: 0.11808062870737307}\n","{False: 0.5773186499605483, True: 0.4226813500394517}\n","{False: 0.8562810862706685, True: 0.1437189137293315}\n","{False: 0.9209038879574055, True: 0.07909611204259451}\n","{False: 0.9055064466120136, True: 0.09449355338798641}\n","{False: 0.23296942209018034, True: 0.7670305779098197}\n","{False: 0.8928817922084383, True: 0.10711820779156167}\n","{False: 0.053348003986042, True: 0.946651996013958}\n","{False: 0.9221437893855662, True: 0.07785621061443386}\n","{False: 0.21206357700851552, True: 0.7879364229914845}\n","{False: 0.4055528731485456, True: 0.5944471268514544}\n","{False: 0.5816822784085405, True: 0.41831772159145947}\n","{False: 0.9214452121386948, True: 0.07855478786130525}\n","{False: 0.8329278642451229, True: 0.16707213575487714}\n","{False: 0.5914830496636105, True: 0.4085169503363894}\n","{False: 0.017527022197514452, True: 0.9824729778024855}\n","{False: 0.5799186533899658, True: 0.4200813466100341}\n","{False: 0.861689638933849, True: 0.13831036106615105}\n","{False: 0.021914323258590995, True: 0.978085676741409}\n","{False: 0.40723827489467623, True: 0.5927617251053238}\n","{False: 0.03507784810370984, True: 0.9649221518962902}\n","{False: 0.8591673727850209, True: 0.14083262721497908}\n","{False: 0.7983411680715784, True: 0.20165883192842163}\n","{False: 0.8949278757991118, True: 0.10507212420088818}\n","{False: 0.4001630897319072, True: 0.5998369102680928}\n","{False: 0.3371738680662124, True: 0.6628261319337876}\n","{False: 0.8961995489964995, True: 0.10380045100350054}\n","{False: 0.963483555490847, True: 0.036516444509153013}\n","{False: 0.10794050521080156, True: 0.8920594947891984}\n","{False: 0.018378485211922424, True: 0.9816215147880776}\n","{False: 0.29361878933409535, True: 0.7063812106659046}\n","{False: 0.9820347671573134, True: 0.017965232842686574}\n","{False: 0.6616836663821055, True: 0.3383163336178945}\n","{False: 0.8067223271417783, True: 0.1932776728582217}\n","{False: 0.9018830769585438, True: 0.09811692304145624}\n","{False: 0.35753375682834987, True: 0.6424662431716501}\n","{False: 0.9428441149301511, True: 0.05715588506984895}\n","{False: 0.49920439555990337, True: 0.5007956044400966}\n","{False: 0.05876774015677744, True: 0.9412322598432226}\n","{False: 0.1789235391637044, True: 0.8210764608362956}\n","{False: 0.976868458999214, True: 0.023131541000785974}\n","{False: 0.8845974595887598, True: 0.11540254041124015}\n","{False: 0.17557991025906128, True: 0.8244200897409387}\n","{False: 0.9150159723479758, True: 0.08498402765202423}\n","{False: 0.36024188987607164, True: 0.6397581101239284}\n","{False: 0.20525146227005464, True: 0.7947485377299454}\n","{False: 0.8047682182567122, True: 0.1952317817432878}\n","{False: 0.024940758391605367, True: 0.9750592416083946}\n","{False: 0.9753702264635471, True: 0.024629773536452886}\n","{False: 0.042987011435328015, True: 0.957012988564672}\n","{False: 0.8821977585709624, True: 0.11780224142903756}\n","{False: 0.2804683056748739, True: 0.7195316943251261}\n","{False: 0.07500441638793331, True: 0.9249955836120667}\n","{False: 0.13299635386782105, True: 0.867003646132179}\n","{False: 0.15978322783682175, True: 0.8402167721631782}\n","{False: 0.010247335167439142, True: 0.9897526648325609}\n","{False: 0.93645319925659, True: 0.06354680074341003}\n","{False: 0.07430725830325047, True: 0.9256927416967495}\n","{False: 0.5605625499913702, True: 0.4394374500086298}\n","{False: 0.9099726616585674, True: 0.09002733834143266}\n","{False: 0.1195467723004745, True: 0.8804532276995255}\n","{False: 0.24681619742283856, True: 0.7531838025771614}\n","{False: 0.8893882577129899, True: 0.11061174228701012}\n","{False: 0.19768825901458043, True: 0.8023117409854196}\n","{False: 0.414451526473925, True: 0.585548473526075}\n","{False: 0.9507884482606906, True: 0.049211551739309314}\n","{False: 0.030067602914324976, True: 0.969932397085675}\n","{False: 0.09172300926047172, True: 0.9082769907395283}\n","{False: 0.930282800989489, True: 0.06971719901051096}\n","{False: 0.7725210450840377, True: 0.2274789549159623}\n","{False: 0.4317767225570667, True: 0.5682232774429333}\n","{False: 0.045413692951805196, True: 0.9545863070481948}\n","{False: 0.5753549718217188, True: 0.42464502817828126}\n","{False: 0.8011016116519638, True: 0.19889838834803616}\n","{False: 0.018279168916559785, True: 0.9817208310834402}\n","{False: 0.8765991639394853, True: 0.12340083606051469}\n","{False: 0.8148009487220528, True: 0.18519905127794722}\n","{False: 0.03011890579380927, True: 0.9698810942061907}\n","{False: 0.4689551867281133, True: 0.5310448132718867}\n","{False: 0.06992639266865408, True: 0.9300736073313459}\n","{False: 0.6875193153865743, True: 0.3124806846134257}\n","{False: 0.03001404264752139, True: 0.9699859573524786}\n","{False: 0.16192045346478312, True: 0.8380795465352169}\n","{False: 0.19536722256057493, True: 0.8046327774394251}\n","{False: 0.14763214485923704, True: 0.852367855140763}\n","{False: 0.38988131623090383, True: 0.6101186837690962}\n","{False: 0.8943786601578632, True: 0.10562133984213681}\n","{False: 0.9156158328096495, True: 0.08438416719035041}\n","{False: 0.5303467029899419, True: 0.4696532970100581}\n","{False: 0.01774142027955239, True: 0.9822585797204476}\n","{False: 0.9574775507321506, True: 0.04252244926784946}\n","{False: 0.3062532347154182, True: 0.6937467652845818}\n","{False: 0.9324974348305125, True: 0.06750256516948752}\n","{False: 0.23284198558608948, True: 0.7671580144139105}\n","{False: 0.11273297506821056, True: 0.8872670249317894}\n","{False: 0.7808420589530585, True: 0.21915794104694156}\n","{False: 0.9338409913091432, True: 0.06615900869085684}\n","{False: 0.8805578098083018, True: 0.11944219019169827}\n","{False: 0.5078606206109298, True: 0.49213937938907015}\n","{False: 0.9515482332589034, True: 0.04845176674109668}\n","{False: 0.9235089842935409, True: 0.07649101570645916}\n","{False: 0.3806319522989561, True: 0.6193680477010439}\n","{False: 0.03833581376552331, True: 0.9616641862344767}\n","{False: 0.8985471761781585, True: 0.10145282382184151}\n","{False: 0.11850621457168531, True: 0.8814937854283147}\n","{False: 0.641734798864894, True: 0.3582652011351059}\n","{False: 0.9647991518473245, True: 0.03520084815267557}\n","{False: 0.8376554612691564, True: 0.16234453873084367}\n","{False: 0.02197814279660404, True: 0.978021857203396}\n","{False: 0.9789453999987878, True: 0.021054600001212176}\n","{False: 0.8995315484408326, True: 0.10046845155916745}\n","{False: 0.0393950802848102, True: 0.9606049197151898}\n","{False: 0.14079428809135586, True: 0.8592057119086441}\n","{False: 0.6824666478842858, True: 0.31753335211571415}\n","{False: 0.9611869631964656, True: 0.03881303680353444}\n","{False: 0.7280998637630272, True: 0.2719001362369728}\n","{False: 0.9199020982735757, True: 0.08009790172642428}\n","{False: 0.992312310987479, True: 0.007687689012520992}\n","{False: 0.0991958149612342, True: 0.9008041850387658}\n","{False: 0.40048128337443034, True: 0.5995187166255697}\n","{False: 0.9893897632575349, True: 0.01061023674246508}\n","{False: 0.06745671136492071, True: 0.9325432886350793}\n","{False: 0.966819249700845, True: 0.033180750299155064}\n","{False: 0.033474529310195456, True: 0.9665254706898045}\n","{False: 0.2520419861160168, True: 0.7479580138839832}\n","{False: 0.2694620758095623, True: 0.7305379241904377}\n","{False: 0.6269841282095473, True: 0.3730158717904527}\n","{False: 0.22747415772623536, True: 0.7725258422737646}\n","{False: 0.07178045692365653, True: 0.9282195430763435}\n","{False: 0.10647959580363198, True: 0.893520404196368}\n","{False: 0.9319011093082552, True: 0.06809889069174484}\n","{False: 0.9807010862747142, True: 0.019298913725285756}\n","{False: 0.5882628935797738, True: 0.4117371064202262}\n","{False: 0.17645807397246072, True: 0.8235419260275393}\n","{False: 0.061095711189735225, True: 0.9389042888102648}\n","{False: 0.6063460371270977, True: 0.3936539628729023}\n","{False: 0.6851981769175111, True: 0.3148018230824889}\n","{False: 0.8896443161495259, True: 0.11035568385047409}\n","{False: 0.8727509303206767, True: 0.12724906967932323}\n","{False: 0.8022581219734941, True: 0.1977418780265059}\n","{False: 0.6115285008984273, True: 0.38847149910157275}\n","{False: 0.9222907670275989, True: 0.07770923297240108}\n","{False: 0.02178017054380954, True: 0.9782198294561905}\n","{False: 0.09810934627942947, True: 0.9018906537205705}\n","{False: 0.9037390094670837, True: 0.09626099053291622}\n","{False: 0.16369092346806569, True: 0.8363090765319343}\n","{False: 0.8176420250814004, True: 0.18235797491859962}\n","{False: 0.040099942051540216, True: 0.9599000579484598}\n","{False: 0.058384446646700394, True: 0.9416155533532996}\n","{False: 0.04108992421022184, True: 0.9589100757897782}\n","{False: 0.8951336564416624, True: 0.10486634355833757}\n","{False: 0.2849286780991872, True: 0.7150713219008128}\n","{False: 0.9571581800707097, True: 0.04284181992929026}\n","{False: 0.9607331384591435, True: 0.03926686154085644}\n","{False: 0.8043364653780507, True: 0.19566353462194927}\n","{False: 0.9620942062137511, True: 0.03790579378624891}\n","{False: 0.5925474619102953, True: 0.4074525380897048}\n","{False: 0.06659627976383276, True: 0.9334037202361672}\n","{False: 0.019532092025507986, True: 0.980467907974492}\n","{False: 0.19917646482180063, True: 0.8008235351781994}\n","{False: 0.6854580971669633, True: 0.3145419028330368}\n","{False: 0.8642290409282262, True: 0.1357709590717738}\n","{False: 0.33597896042909214, True: 0.6640210395709079}\n","{False: 0.024324909834577912, True: 0.9756750901654221}\n","{False: 0.6447401478966555, True: 0.35525985210334454}\n","{False: 0.0674043603202984, True: 0.9325956396797016}\n","{False: 0.6154366422710518, True: 0.3845633577289483}\n","{False: 0.05062482648531519, True: 0.9493751735146848}\n","{False: 0.8621689251473978, True: 0.13783107485260213}\n","{False: 0.9222714541253597, True: 0.07772854587464027}\n","{False: 0.3745711895804904, True: 0.6254288104195096}\n","{False: 0.8214921596220003, True: 0.17850784037799972}\n","{False: 0.7374819896063132, True: 0.2625180103936869}\n","{False: 0.2008051033382483, True: 0.7991948966617517}\n","{False: 0.029811366518459614, True: 0.9701886334815404}\n","{False: 0.04434641518851212, True: 0.9556535848114879}\n","{False: 0.8365592470069015, True: 0.16344075299309843}\n","{False: 0.9799553015022359, True: 0.020044698497764152}\n","{False: 0.8560670104914762, True: 0.14393298950852387}\n","{False: 0.7470543112908574, True: 0.2529456887091425}\n","{False: 0.03205326661719021, True: 0.9679467333828098}\n","{False: 0.934157180292753, True: 0.06584281970724704}\n","{False: 0.07241191575027894, True: 0.9275880842497211}\n","{False: 0.17750786326166135, True: 0.8224921367383387}\n","{False: 0.9251736286078216, True: 0.07482637139217838}\n","{False: 0.21215763453684988, True: 0.7878423654631501}\n","{False: 0.868966144053377, True: 0.13103385594662295}\n","{False: 0.052481053965986346, True: 0.9475189460340137}\n","{False: 0.13931715757694796, True: 0.860682842423052}\n","{False: 0.016935231420841523, True: 0.9830647685791585}\n","{False: 0.34193911801642785, True: 0.6580608819835722}\n","{False: 0.9933089146379441, True: 0.00669108536205585}\n","{False: 0.022350721292070164, True: 0.9776492787079298}\n","{False: 0.9537157261481566, True: 0.0462842738518434}\n","{False: 0.1524605119436072, True: 0.8475394880563928}\n","{False: 0.3250471675144595, True: 0.6749528324855405}\n","{False: 0.9887615553626479, True: 0.011238444637352178}\n","{False: 0.060081598861547514, True: 0.9399184011384525}\n","{False: 0.3058905606600484, True: 0.6941094393399516}\n","{False: 0.15199713727104547, True: 0.8480028627289545}\n","{False: 0.352906353081335, True: 0.647093646918665}\n","{False: 0.017706056165472606, True: 0.9822939438345274}\n","{False: 0.9465880791598301, True: 0.05341192084016986}\n","{False: 0.12327762633656514, True: 0.8767223736634349}\n","{False: 0.8834231568883645, True: 0.11657684311163556}\n","{False: 0.02667723431154012, True: 0.9733227656884599}\n","{False: 0.08266947573126349, True: 0.9173305242687365}\n","{False: 0.08490698990427115, True: 0.9150930100957289}\n","{False: 0.9505773482419746, True: 0.04942265175802539}\n","{False: 0.11405274949352173, True: 0.8859472505064783}\n","{False: 0.9075244707798348, True: 0.09247552922016526}\n","{False: 0.04502420740323099, True: 0.954975792596769}\n","{False: 0.9641965462348487, True: 0.03580345376515127}\n","{False: 0.012745154402375225, True: 0.9872548455976248}\n","{False: 0.016548660172305274, True: 0.9834513398276947}\n","{False: 0.882228973106524, True: 0.11777102689347599}\n","{False: 0.11169672278453102, True: 0.888303277215469}\n","{False: 0.667172693759422, True: 0.332827306240578}\n","{False: 0.951595544466621, True: 0.048404455533378986}\n","{False: 0.9842377326988634, True: 0.015762267301136633}\n","{False: 0.21723301820700214, True: 0.7827669817929979}\n","{False: 0.8746414599497612, True: 0.12535854005023883}\n","{False: 0.9050624823492363, True: 0.09493751765076379}\n","{False: 0.9700758110811021, True: 0.02992418891889795}\n","{False: 0.9133688424929117, True: 0.08663115750708832}\n","{False: 0.05870147689924854, True: 0.9412985231007515}\n","{False: 0.9621074005545692, True: 0.03789259944543074}\n","{False: 0.9683928418194968, True: 0.03160715818050316}\n","{False: 0.5740742925347107, True: 0.4259257074652893}\n","{False: 0.017277516650496594, True: 0.9827224833495034}\n","{False: 0.9073444174229434, True: 0.09265558257705662}\n","{False: 0.983225097888441, True: 0.016774902111558968}\n","{False: 0.9170543326708809, True: 0.08294566732911916}\n","{False: 0.04044998934479527, True: 0.9595500106552047}\n","{False: 0.10620979058625324, True: 0.8937902094137468}\n","{False: 0.038824714657665904, True: 0.9611752853423341}\n","{False: 0.1362564976663616, True: 0.8637435023336384}\n","{False: 0.11946786861433156, True: 0.8805321313856684}\n","{False: 0.2460241483938852, True: 0.7539758516061148}\n","{False: 0.35262079668957935, True: 0.6473792033104206}\n","{False: 0.6590885522742915, True: 0.3409114477257084}\n","{False: 0.9452826367983441, True: 0.0547173632016559}\n","{False: 0.5780239628730197, True: 0.42197603712698034}\n","{False: 0.38488099997827663, True: 0.6151190000217234}\n","{False: 0.4568257688676184, True: 0.5431742311323816}\n","{False: 0.022533905778242436, True: 0.9774660942217576}\n","{False: 0.04182680003503636, True: 0.9581731999649636}\n","{False: 0.8831666067955248, True: 0.11683339320447515}\n","{False: 0.2216721574413647, True: 0.7783278425586353}\n","{False: 0.014967085069849007, True: 0.985032914930151}\n","{False: 0.8981139356091216, True: 0.10188606439087848}\n","{False: 0.0224660426868335, True: 0.9775339573131665}\n","{False: 0.7822929984265983, True: 0.2177070015734017}\n","{False: 0.40590966186661326, True: 0.5940903381333867}\n","{False: 0.011335650251272256, True: 0.9886643497487277}\n","{False: 0.058329200133623416, True: 0.9416707998663766}\n","{False: 0.9710453482462623, True: 0.028954651753737685}\n","{False: 0.9428135473192111, True: 0.057186452680788945}\n","{False: 0.10333310132467921, True: 0.8966668986753208}\n","{False: 0.9288454193728508, True: 0.07115458062714917}\n","{False: 0.9709993503579217, True: 0.029000649642078272}\n","{False: 0.057303024156514226, True: 0.9426969758434858}\n","{False: 0.40560330764019226, True: 0.5943966923598077}\n","{False: 0.8744163710165954, True: 0.12558362898340455}\n","{False: 0.9112023286589659, True: 0.08879767134103413}\n","{False: 0.41464301444384877, True: 0.5853569855561512}\n","{False: 0.2476148308251781, True: 0.7523851691748219}\n","{False: 0.10934862345811447, True: 0.8906513765418855}\n","{False: 0.17130471843147488, True: 0.8286952815685251}\n","{False: 0.36655473379307324, True: 0.6334452662069268}\n","{False: 0.8978547282856195, True: 0.10214527171438045}\n","{False: 0.9425248340318102, True: 0.057475165968189836}\n","{False: 0.030230687629229314, True: 0.9697693123707707}\n","{False: 0.019744524180976053, True: 0.980255475819024}\n","{False: 0.9391230999860325, True: 0.060876900013967505}\n","{False: 0.23400748678311933, True: 0.7659925132168807}\n","{False: 0.870086520517725, True: 0.12991347948227508}\n","{False: 0.21655934742604632, True: 0.7834406525739537}\n","{False: 0.8930921543075001, True: 0.10690784569249995}\n","{False: 0.9125047852151027, True: 0.08749521478489732}\n","{False: 0.9097801992716733, True: 0.09021980072832667}\n","{False: 0.9315369590348834, True: 0.06846304096511652}\n","{False: 0.6808106358137953, True: 0.3191893641862047}\n","{False: 0.19841418840375413, True: 0.8015858115962459}\n","{False: 0.9810394154521997, True: 0.018960584547800217}\n","{False: 0.9322855371413887, True: 0.06771446285861121}\n","{False: 0.9876692377161945, True: 0.012330762283805424}\n","{False: 0.278910031441185, True: 0.721089968558815}\n","{False: 0.06770376168414605, True: 0.932296238315854}\n","{False: 0.27224423440792744, True: 0.7277557655920726}\n","{False: 0.038889228314920254, True: 0.9611107716850797}\n","{False: 0.8838250981864821, True: 0.11617490181351782}\n","{False: 0.12787993516257645, True: 0.8721200648374235}\n","{False: 0.3061776833198283, True: 0.6938223166801717}\n","{False: 0.0778933226447599, True: 0.9221066773552401}\n","{False: 0.6495890884068762, True: 0.35041091159312376}\n","{False: 0.031527856360468176, True: 0.9684721436395318}\n","{False: 0.939876090906375, True: 0.060123909093624923}\n","{False: 0.31338946410560187, True: 0.6866105358943981}\n","{False: 0.7606644717526428, True: 0.23933552824735713}\n","{False: 0.07453129748466081, True: 0.9254687025153392}\n","{False: 0.6765025569243277, True: 0.3234974430756723}\n","{False: 0.8877554554551231, True: 0.11224454454487688}\n","{False: 0.9319485940785208, True: 0.06805140592147914}\n","{False: 0.030673037466409925, True: 0.9693269625335901}\n","{False: 0.8837482364398768, True: 0.11625176356012329}\n","{False: 0.8137803748128192, True: 0.18621962518718085}\n","{False: 0.9281587405529255, True: 0.07184125944707458}\n","{False: 0.9813734812845938, True: 0.018626518715406222}\n","{False: 0.9303587386787701, True: 0.06964126132122996}\n","{False: 0.9386654637413178, True: 0.06133453625868224}\n","{False: 0.9674217574838037, True: 0.032578242516196315}\n","{False: 0.9485288704981336, True: 0.05147112950186637}\n","{False: 0.01587930586747588, True: 0.9841206941325241}\n","{False: 0.9906215520314324, True: 0.009378447968567589}\n","{False: 0.95834348843441, True: 0.04165651156559}\n","{False: 0.9652529710007917, True: 0.03474702899920833}\n","{False: 0.04059097668551137, True: 0.9594090233144886}\n","{False: 0.3113245994633206, True: 0.6886754005366794}\n","{False: 0.8544634329520158, True: 0.1455365670479843}\n","{False: 0.4655351069637439, True: 0.5344648930362561}\n","{False: 0.47714252960105896, True: 0.522857470398941}\n","{False: 0.14731464976591058, True: 0.8526853502340894}\n","{False: 0.93960311895053, True: 0.0603968810494701}\n","{False: 0.6230748583508052, True: 0.37692514164919483}\n","{False: 0.9618626709615165, True: 0.038137329038483506}\n","{False: 0.8817692034337032, True: 0.11823079656629679}\n","{False: 0.1966103999276133, True: 0.8033896000723867}\n","{False: 0.029728321523597945, True: 0.970271678476402}\n","{False: 0.9607277752482528, True: 0.039272224751747235}\n","{False: 0.0497066594407658, True: 0.9502933405592342}\n","{False: 0.8003090506605399, True: 0.19969094933946002}\n","{False: 0.9331466920701841, True: 0.06685330792981593}\n","{False: 0.9561822349336793, True: 0.04381776506632074}\n","{False: 0.040577458308220904, True: 0.9594225416917791}\n","{False: 0.24654113393179633, True: 0.7534588660682037}\n","{False: 0.6887365671681295, True: 0.3112634328318705}\n","{False: 0.9123802413339401, True: 0.08761975866605992}\n","{False: 0.12931474058837134, True: 0.8706852594116287}\n","{False: 0.9109833057588345, True: 0.08901669424116557}\n","{False: 0.9817784067327936, True: 0.018221593267206373}\n","{False: 0.05063005122801345, True: 0.9493699487719865}\n","{False: 0.9503825291343492, True: 0.049617470865650805}\n","{False: 0.04559930259025402, True: 0.954400697409746}\n","{False: 0.2188133065481841, True: 0.7811866934518159}\n","{False: 0.9220660856759963, True: 0.07793391432400366}\n","{False: 0.7941695026737017, True: 0.20583049732629835}\n","{False: 0.9482024314087101, True: 0.05179756859128993}\n","{False: 0.8262911160410539, True: 0.1737088839589461}\n","{False: 0.5063077093054626, True: 0.4936922906945373}\n","{False: 0.7592905802758344, True: 0.24070941972416557}\n","{False: 0.7866667126488738, True: 0.2133332873511262}\n","{False: 0.3958040642474021, True: 0.6041959357525979}\n","{False: 0.0308078850885265, True: 0.9691921149114735}\n","{False: 0.949084705489402, True: 0.05091529451059801}\n","{False: 0.9027725544771075, True: 0.09722744552289253}\n","{False: 0.02895910724369899, True: 0.971040892756301}\n","{False: 0.030635239057126062, True: 0.9693647609428739}\n","{False: 0.976129292637938, True: 0.02387070736206202}\n","{False: 0.06026843335772769, True: 0.9397315666422723}\n","{False: 0.13231741752319603, True: 0.867682582476804}\n","{False: 0.7939530100058331, True: 0.20604698999416696}\n","{False: 0.9465905402999116, True: 0.05340945970008839}\n","{False: 0.2741005426769382, True: 0.7258994573230618}\n","{False: 0.19947211817484856, True: 0.8005278818251514}\n","{False: 0.47072363480741275, True: 0.5292763651925873}\n","{False: 0.9569660563948181, True: 0.04303394360518183}\n","{False: 0.8163253864260759, True: 0.18367461357392414}\n","{False: 0.929301680851468, True: 0.07069831914853197}\n","{False: 0.2781133846311239, True: 0.7218866153688761}\n","{False: 0.4397805334453697, True: 0.5602194665546303}\n","{False: 0.3155474935338942, True: 0.6844525064661058}\n","{False: 0.03631745575240408, True: 0.9636825442475959}\n","{False: 0.26096245569066634, True: 0.7390375443093337}\n","{False: 0.2191654516146525, True: 0.7808345483853475}\n","{False: 0.9391657092606066, True: 0.06083429073939343}\n","{False: 0.06312839386379654, True: 0.9368716061362035}\n","{False: 0.9177261438189972, True: 0.08227385618100275}\n","{False: 0.3208657281822792, True: 0.6791342718177208}\n","{False: 0.9072085148174566, True: 0.09279148518254345}\n","{False: 0.5363368756391382, True: 0.46366312436086177}\n","{False: 0.9384100144909086, True: 0.0615899855090915}\n","{False: 0.9677837709809313, True: 0.032216229019068746}\n","{False: 0.02472240437641604, True: 0.975277595623584}\n","{False: 0.4781032275799556, True: 0.5218967724200444}\n","{False: 0.03857209044276855, True: 0.9614279095572315}\n","{False: 0.7389970594948085, True: 0.26100294050519146}\n","{False: 0.9185338633281174, True: 0.08146613667188266}\n"]}]},{"cell_type":"code","source":["\n"],"metadata":{"id":"MFJUJJBkVyby"},"execution_count":null,"outputs":[]}]}