breakpoint = int(split_percent*len(data)) Xtrain = data[0:breakpoint,:-1] Xtest =

in #covid194 years ago

In order to remove potential biais I did not use the winrate feature (default 50% for everyone yet). But this item could be a key feature in increasing the accuracy of the model. The only problem is that I have to retrieve the winrate of the champion played before the player play the game. Which mean going live on data collection.
Black folk know — we find a way around borders and barriers, white folk change the rules, make new borders, and move them damn barriers back. Dave Chappelle and nem jumped over all them middlemen and gatekeepers and got permission from the Governor of Ohio, Mike DeWine, a Yellow Springs native.
Just as he shut down the NLCS with three scoreless innings, it was Urías tasked with closing out the World Series. His 2 1/3 perfect innings finished the job, bringing a World Series championship back to Los Angeles.
It was at that moment president of baseball operations Andrew Friedman said he began counting down the outs. By that point, five Dodger pitchers had already entered the game.
Rays starter Blake Snell had expertly carved through the Dodger lineup through five innings, striking out nine batters with only one baserunner allowed while holding a 1–0 lead. But the Dodgers’ second baserunner of the night would mark the end of the left-hander’s performance.
Dodger starter Tony Gonsolin went 1 2/3 innings after allowing a solo home run to Randy Arozarena in the first inning. The pitchers behind him kept the Rays stuck there. While Snell had nine strikeouts through five innings, so did the medley of Dodger pitchers who had thrown to that point.
“I gave the answer earlier that coming in when we acquired him my expectations were sky high, and somehow he managed to find some headroom above that and exceed it,” Friedman said. “I can’t say enough about the baseball player, the way he makes everyone around him better. It’s hard to imagine us sitting right here without him.”He tells a series of jokes surrounding the incident, speaking to the absurdity of being too loud in a cornfield, the possibility of them having membership on Farmers Only, a, yes, you guessed it, a Farmer Dating site, and the joke that ties this story into his ongoing theme — the joke with the premise of some of his farmer neighbors watching SNL, recognizing him and yelping, “Honey, come quick, come quick, the guy from the grocery stores on television!” To which Chappelle replies, “no, you big dummy, the guy from the television show is at the grocery store.”If we focus a bit more on loss per model we can see that the plot of training loss decreases consitently to a point of stability. The plot of test loss decreases to a point of stability and has a small gap with the training loss for Logistic regression. This seems to indicate that we are on a good fit.
“It was kind of like a sigh of relief,” Betts said. “Had he stayed in that game, he may have pitched a complete game. I don’t know exactly what would’ve happened, but he was rolling. He was pitching really, really well. That’s the Cy Young Snell that came tonight. So once he came out of the game, it was just a breath of fresh air.”
“We worked so hard from Spring Training to now,” Betts said. “We’ve prepared for all the situations that came, we executed when it was time to execute, when our backs were against the wall we came back, we overcame adversity. Everything is special about this group of guys. We love each other. We played for each other.”

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I hate it when I hear comedians say, “have you ever heard about…” I know I’m particular as shit. I know this. It just seems so amateurish. A studied comedian, one that works on their craft knows one of the greatest tools of a comedian is the segue — the ability to string a series of jokes together in a seamless manner where the storyline is still coherent.
“I’ve been saying ‘World Series champs’ in my head over and over again, just to see if it’ll sink in,” said Clayton Kershaw. “I can’t put it into words yet. I’m just so very thankful to be a part of this group of guys and so very thankful we get to be on the team that’s bringing back a World Series to the Dodger fans after 32 years. They’ve waited a long time.”
“I was pretty happy, because he was dominating us,” said manager Dave Roberts. “We just weren’t seeing him. Once Austin got that hit and they went to the pen, I think Mookie looked at me with a little smile.”
I created a website (Python-Flask) to be able to run the model while you are in champ select so you can significantly increase your overall winrate and doesn’t waste 30min in game that you will most likely loose !
It was a ticketed affair. Performers made money, fans got entertained, there was social distancing, and you had instant-made tourism. Folks gotta eat, piss, shit, and sleep, right? Right. Win. Win. Wrong. Some local folks started complaining. Maybe they saw one Black person too many. Maybe they got a little scared. Who knows. What we do know is their complaints made their way to the Zoning Inspector, Richard Zopf, who claimed he was never notified about the shows, that Chappelle was using agricultural land for commercial use. Yeah.
The lead was still 2–1 in the eighth inning, thanks to the work of Brusdar Graterol and Julio Urías in relief, when Betts blasted his second home run of the series 434 feet out to left-center. The hit off Pete Fairbanks displayed another elite Betts skill that made Friedman so excited to land the prized addition this offseason.
Dylan Floro entered and extinguished a second-inning threat, striking out Arozarena to strand two runners. Alex Wood then retired all six batters he faced, striking out three. Pedro Báez and Victor González followed, with the latter striking out the side in the sixth inning.
The Dodgers capitalized immediately, starting with Betts, who promptly delivered his eighth double of the postseason. With two runners in scoring position, a ball in the dirt got by catcher Mike Zunino to score Barnes. Corey Seager followed with a grounder to first base. Betts took off for home, beating the throw to give the Dodgers their first lead.
Way back in February, on the first day of full-squad Spring Training workouts in Arizona, Mookie Betts set the season’s tone. A Dodger for barely a week, he delivered a speech to the group letting his new teammates know how business would be handled this year. He preached accountability. He challenged his teammates for more. He demanded they treat each practice rep like it was Game 7 of the World Series.
No one could’ve anticipated what it would take to get there: the sport’s shutdown, the country’s shutdown, a global pandemic, a Summer Camp resumption of baseball, a Major League best 43 wins in a shortened 60-game season, two sweeps in an expanded postseason and a determined comeback in the National League Championship Series. Throughout it all, that Betts speech continued coming back up. It marked the emphatic starting point of a historic Dodger season, one that meant even more to many players because of all it took to get to late October. They were the best team in baseball, too talented, too overpowering, too deep to let this run fall short.
Congratulation we just win vs Riot Matchmaking algorithm ! the model is able to predict the outcome of the game around 73%+ of the time while there is usually a 50/50 chance of wining the game.
The overall accuracy of the different model is surprisingly high, we notice that Logistic Regression is not a good model for this specific work. RFC/GBC/MLPC gives about the same accuracy at about 70%+ and hit this threshold at about 2000 samples.
|def train_modelRSC(model,params,Xtrain,Ytrain):
randomizedsearch = RandomizedSearchCV(estimator = model, param_distributions = params, n_jobs=-1)
randomizedsearch.fit(Xtrain,Ytrain)
return randomizedsearch.cv_results_[“mean_test_score”], randomizedsearch.best_params_, randomizedsearch.cv_results_[“std_test_score”]

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