Gain practical insights into predictive modelling by implementing Predictive Analytics algorithms on public datasets with PythonAbout This BookA step-by-step guide to predictive modeling including lots of tips, tricks, and best practicesGet to grips with the basics of Predictive Analytics with PythonLearn how to use the popular predictive modeling algorithms such as Linear Regression, Decision Trees, Logistic Regression, and ClusteringWho This Book Is ForIf you wish to learn how to implement Predictive Analytics algorithms using Python libraries, then this is the book for you. If you are familiar with coding in Python (or some other programming/statistical/*ing language) but have never used or read about Predictive Analytics algorithms, this book will also help you. The book will be beneficial to and can be read by any Data Science enthusiasts. Some familiarity with Python will be useful to get the most out of this book, but it is certainly not a prerequisite.What You Will LearnUnderstand the statistical and mathematical concepts behind Predictive Analytics algorithms and implement Predictive Analytics algorithms using Python librariesAnalyze the result parameters arising from the implementation of Predictive Analytics algorithmsWrite Python modules/functions from scratch to execute segments or the whole of these algorithmsRecognize and mitigate various contingencies and issues related to the implementation of Predictive Analytics algorithmsGet to know various methods of importing, cleaning, sub-setting, merging, joining, concatenating, exploring, grouping, and plotting data with pandas and numpyCreate dummy datasets and simple mathematical simulations using the Python numpy and pandas librariesUnderstand the best practices while handling datasets in Python and creating predictive models out of themIn DetailSocial Media and the Internet of Things have resulted in an avalanche of data. Data is powerful but not in its raw form - It needs to be processed and modeled, and Python is one of the most robust tools out there to do so. It has an array of packages for predictive modeling and a suite of IDEs to choose from. Learning to predict who would win, lose, buy, lie, or die with Python is an indispensable skill set to have in this data age.This book is your guide to getting started with Predictive Analytics using Python. You will see how to process data and make predictive models from it. We balance both statistical and mathematical concepts, and implement them in Python using libraries such as pandas, scikit-learn, and numpy.You’ll start by getting an understanding of the basics of predictive modeling, then you will see how to cleanse your data of impurities and get it ready it for predictive modeling. You will also learn more about the best predictive modeling algorithms such as Linear Regression, Decision Trees, and Logistic Regression. Finally, you will see the best practices in predictive modeling, as well as the different applications of predictive modeling in the modern world.Style and approachAll the concepts in this book been explained and illustrated using a dataset, and in a step-by-step manner. The Python code snippet to implement a method or concept is followed by the output, such as charts, dataset heads, pictures, and so on. The statistical concepts are explained in detail wherever required.

Her name is Lauren, but everyone calls her Panda.What they don't know is that behind their backs, she also goes by Gray. As in Gray Scales, the photoblog that her classmates are addicted to because of the secrets Gray exposes: a jock buying drugs, a teacher in a compromising position, a rich girl shoplifting. But no one knows Panda's the vigilante photographer behind it all. At least, she thinks no one knows—until she gets a note from the Admirer, who's not only caught her red-handed acting as Gray but also threatens to reveal everything unless Panda plays a little game of Dare or . . . Dare.Panda plays along. Anything to keep the secret she's protected for years.But when the game turns deadly, Panda doesn't know what to do. And she might need to step out of the shadows to save herself . . . and everyone else on the Admirer's hit list, including some of the classmates she's loathed and exposed for years.

Washington Territory, 1886 Jacob and Nell Ellstrom step from ship to shore and are struck dumb by the sight of their new home—the Harbor, a ragged township of mud streets and windowless shacks. In the years to come this will be known as one of the busiest and most dangerous ports in the world, and with Jacob's station as the only town physician, prosperity and respect soon rain down on the Ellstroms. Then their son, Duncan, is born, and these are grand days, busy and full of growth. But when a new physician arrives, Jacob is revealed as an impostor, a fraud, and he flees, leaving his wife and son to fend for themselves.Years later, on a fated Fourth of July picnic, Duncan Ellstrom falls in love. Her name is Teresa Boyerton, and her father owns the largest sawmill in the Harbor. Their relationship is forbidden by class and by circumstance, because without Jacob there to guide him, Duncan has gone to work for Hank Bellhouse, the local crime boss. Now, if Duncan wants to be with Teresa, he must face not only his past, but the realities of a dark and violent world and his place within it.Told from various points of view, Brian Hart's novel follows the evolution of the Harbor from a mudstamp outpost to a city that rivals the promise of San Francisco. The Bully of Order is a meditation on progress, love, and identity; a spellbinding novel of fate and redemption—told with a muscular lyricism and filled with a cast of characters Shakespearean in scope—where everyone is as much at the mercy of the weather as they are of the times.

In this unforgettable teen romance that fans of Sarah Dessen and Susane Colasanti will devour, Quinn Sullivan falls for the recipient of her boyfriend's donated heart, forming an unexpected connection that will leave readers utterly breathless.After Quinn's boyfriend, Trent, dies in an accident their junior year, she reaches out to the recipients of his donated organs in hopes of picking up the fragments of her now-unrecognizable life. But whoever received Trent's heart has mysteriously remained silent. The essence of a person, Quinn has always believed, is in the heart. If she finds Trent's, then in a way she still has a piece of him.Risking everything to find peace once and for all, Quinn goes outside the system to track down nineteen-year-old Colton Thomas—a guy whose life has been forever changed by this priceless gift. But what starts as an accidental run-in quickly develops into more, sparking an undeniable attraction. She doesn't want to give in to it—especially since he has no idea how they're connected—but their time together has made Quinn feel alive again. No matter how hard she's falling for Colton, each beat of his heart reminds her of all she's lost . . . and all that remains at stake.

Angus:My mixed-breed cat, half domestic tabby, half Scottish wildcat. The size of a small Labrador, only mad.Thongs:Stupid underwear. What's the point of them, anywayThey just go up your bum, as far as I can tell.Full-Frontal Snogging:Kissing with all the trimmings, lip to lip, open mouth, tongues ... everything.Her dad's got the mentality of a Teletubby (only not so developed). Her cat, Angus, is trying to eat the poodle next door. And her best friend thinks she looks like an alien -- just because she accidentally shaved off her eyebrows. Ergghhhlack. Still, add a little boy-stalking, teacher-baiting, and full-frontal snogging with a Sex God, and Georgia's year just might turn out to be the most fabbitty fab fab ever!

Georgia Nicolson has started dating the Sex God (aka Robbie). So life should be perfect . . . except in Georgia's life, nothing is ever perfect. Her cat, Angus (the size of a small Labrador), is terrorizing the neighborhood. Her sister, Libby (who is slightly mad), hides her pooey knickers at the bottom of Georgia's bed.Then the Sex God breaks it off because she's too young. It's time for a plan. It's time for a Red Herring. It's time for Georgia to become a "heartless boy magnet!"

For fans of Downton Abbey . . . The peaceful beauty of the English countryside belies the turmoil of forbidden love and the apprehension of a changing world for the families of NetherwoodYorkshire, 1904. On Netherwood Common, Russian émigré Anna Rabinovich shows her dear friend Eve Williams a gracious Victorian villa—Ravenscliffe—the house Anna wants them to live in. There's a garden and a yard and room enough for their children to play and grow. Something about the house speaks to Anna, and you should listen to a house, she believes...Ravenscliffe holds the promise of happiness. Across the square, Clarissa and her husband, the Earl of Netherwood, are preparing for King Edward's visit. Clarissa is determined to have everything in top shape at Netherwood Hall—in spite of the indolent heir to the estate, Tobias, and his American bride—and much of it depends on the work going on downstairs as the loyal servants strive to preserve the noble family's dignity and reputation.As Anna restores Ravenscliffe to its full grandeur, she strikes up a relationship with hardworking Amos Sykes—who proposed to Eve just one year ago. But when Eve's long-lost brother Silas turns up in their close-knit mining community, cracks begin to appear in even the strongest friendships.As change comes to the small town and society at large, the residents of Netherwood must find their footing or lose their place altogether.

Danny Shanklin is the world's most wanted man.Hunted by nine international intelligence agencies for a terrorist atrocity he did not commit, he's now trapped in a deadly race against the clock to protect his life, his family, and the world from the people responsible—people intent on true destruction. For though they framed him, these terrorists are really after a much bigger target: six lethal smallpox formulations, any one of which could trigger a global pandemic, leaving only one in three people alive.With the help of a Ukrainian mercenary and a ruthless female assassin, Danny soon finds himself forced into the roles of both predator and prey—as he tries desperately to win the fight of his life.

“A poignant and sly magic trick of a book.”—San Francisco ChronicleHaunted by the disappearance of his older brother in the first Gulf War, the tragic deaths of his parents, and a lingering felony conviction, for almost a decade Roy Joseph has worked on oil rigs off the coast of Louisiana and lived in lonesome exile. Then, on the cusp of his thirtieth birthday, Roy is contacted by a teenager from California claiming to be his lost brother’s biological daughter. Yearning for the prospect of family, Roy embarks on a journey across America, visiting childhood haunts in the South to confront his troubled past, and making a stop in Nevada to call on a retired Navy SEAL who may hold the answer to his brother’s fate. Roy’s ultimate destination is San Francisco, where his potential long-lost niece awaits. The Other Joseph is a powerful, spellbinding tale of a man nearly defeated by life who is given one last chance at redemption—one last shot to find meaning and alter the course of his solitary existence.“Big, tough, and ravishing, a ghost story in the voice of a lost brother, an elegy with the ache and grace of deeply lived life in it.”—Lauren Groff, author of Fates and Furies and Arcadia

There’s a new Wicked Witch in Oz—and her name is Dorothy. This digital original novella is the second installment in the prequel arc to the edgy and exciting New York Times bestseller Dorothy Must Die.Dorothy Gale is back . . . and she’s not the sweet little heroine of Oz anymore. She’s power-hungry and vicious, and she leaves a trail of destruction beneath her spike-heeled, magical shoes. But behind the scenes, there’s someone else pulling the strings. Someone who doesn’t want fame or glory—just control.Glinda of the North brought Dorothy back to Oz for a reason. And in The Witch Must Burn, a young maid is about to discover that a witch who says she’s Good might be the most dangerous kind of Wicked.The Witch Must Burn, by debut author Danielle Paige, is a dark and compelling reimagining of a beloved classic and is perfect for fans of Cinder by Marissa Meyer, Beastly by Alex Flinn, and Wicked by Gregory Maguire.

When a horrific act of violence shatters the peaceful October night in Provincetown, Massachusetts, the fates of nine-year-olds Gus Silva and Hallie Costa become inextricably entwined. Told in alternating voices, The Orphans of Race Point traces their relationship over the next three decades as they try to come to terms with the past. What begins as a childhood friendship evolves into something stronger, but when a terrible tragedy exhumes the ghosts they thought they'd put to rest, their dreams are abruptly destroyed.Hallie and Gus move forward to build separate lives, but Gus's hard-won peace is threatened when he meets a troubled woman who awakens memories of the childhood he has worked so hard to forget. Although helping her offers him a chance at the redemption he desperately desires, it will come at a devastating price. Turning around an unthinkable betrayal, this epic, all-consuming novel explores how far we will go for love, even if it means sacrificing everything—and in doing so, celebrates our capacity for faith, forgiveness, and hope.

Don't get mad, get even! In this poignant and hilarious novel, Rachael Allen brilliantly explores the nuances of high school hierarchies, the traumas sustained on the path to finding true love, and the joy of discovering a friend where you least expect.In the small town of Ranburne, high school football rules and the players are treated like kings. How they treat the girls they go to school withThat's a completely different story. Liv, Peyton, Melanie Jane, and Ana each have their own reason for wanting to teach the team a lesson—but it's only when circumstances bring them together that they come up with the plan to steal the one thing the boys hold sacred. All they have to do is beat them at their own game.

Damaged HousesA master craftsman, Don Lark could fix everything except what mattered, his own soul. After tragedy claimed the one thing he loved, he began looking for dilapidated houses to buy, renovate, and resell at a profit--giving these empty shells the second chance at life he denied himself.Damaged SoulsThen in a quiet Southern town, Lark finds his biggest challenge: a squalid yet sturdy mansion that has suffered decades of abuse at the hands of greedy landlords and transient tenants. While two charming old neighbor ladies ply him with delicious cooking, they offer dire warnings about the house's evil past. But there is something about this building that pushes Lark on, even as its enchantments grow increasingly ominous. Will finishing the house offer Lark redemption, or unleash the darkest forces of damnation upon him?

Pretty Little Liars meets Beautiful Creatures in this steamy southern suspense novel about a group of powerful teen voodoo queens who will do anything to get what they want.Eveny Cheval has just moved back to Carrefour, Louisiana—a town she left fourteen years ago in the wake of her mother's suicide. An outsider at first, Eveny quickly finds herself embroiled in a web of intrigue, betrayal, and lies. Enter Peregrine Marceau, Chloe St. Pierre, and their group of rich, sexy friends collectively known as the Dolls. They want to bring Eveny into their circle and share their darkest truths with her.Eveny is wary of these girls, but after murder strikes and she discovers that everything she believes about herself, her family, and her life is a lie, she's forced to turn to the Dolls for answers. Something's wrong in paradise, and it's up to Eveny, Chloe, and Peregrine to save Carrefour and make it right.

An edge-of-your-seat original prequel based on Showtime's hit series HomelandBeirut, 2006. CIA operations officer Carrie Mathison barely escapes an ambush while attempting a clandestine meeting with a new contact, code-name Nightingale. Suspicious that security has been compromised, she challenges the station chief in a heated confrontation that gets her booted back to Langley.Expert in recognizing and anticipating behavioral patterns—a skill enhanced by her bipolar disorder she keeps secret to protect her career—Carrie is increasingly certain that a terrorist plot has been set in motion. She risks a shocking act of insubordination that helps her uncover secret evidence connecting Nightingale with Abu Nazir, the leader of Al Qaeda in Iraq. Determined to stop the terrorist mastermind, she embarks on an obsessive quest that will nearly destroy her.Filled with the suspense and plot twists that have made Homeland a must-watch series, this riveting tale reveals the compelling untold backstories of the series' main characters and takes fans deeper into the life and mind of one brilliant female spy.

If you could live forever, what would you die for?Five hundred years ago, a group of Spanish conquistadors searching for gold, led by a young and brilliant commander named Simón de Oliveras y Seixas, land in the New World. What they find in the sunny and humid swamps of this uncharted land is a treasure far more valuable: the Fountain of Youth. The Spaniards slaughter the Water Clan of the Uzita, the Native American tribe that guards the precious liquid that will keep the conquistadors young for centuries. But one of them escapes: Shako, the chief's fierce and beautiful daughter, who swears to avenge her people—a blood oath that spans more than five centuries.When the source of the fountain is destroyed in our own time, the loss threatens Simon and his men, and the powerful, shadowy empire of wealth and influence they have built. For help, they turn to David Robinton, a scientific prodigy who believes he is on the verge of the greatest medical breakthrough of all time. But as the centuries-old war between Shako and Simon reaches its final stages, David makes a horrifying discovery about his employers and the mysterious and exotic woman he loves. Now the scientist must decide: Is he a pawn in a game of immortals . . . or will he be its only winner?

Acclaimed New York Times bestselling author Richard Kadrey creates a wonderful, stand-alone dark fantasyAfter her father's funeral, Zoe moved to the big city with her mother to start over. But change always brings trials, and life in the city is not so easy. Money is tight, and Zoe's only escape, as has always been the case, is in her dreams—a world apart from her troubled real life where she can spend time with her closest companion: her lost brother, Valentine.But something or someone has entered their dreamworld uninvited. And a chance encounter at a used record store, where the vinyl holds not music but lost souls, has opened up a portal to the world of the restless dead. It's here that the shop's strange proprietor offers Zoe the chance to commune with her dead father. The priceA lock of hair. Then a tooth. Then . . .

From the New York Times bestselling author of The Manny—a vibrant novel of love, life lessons, and learning to trust yourselfAllie Crawford has the life she always dreamed of—she's number two at a high-profile P.R. firm; she has two kids she adores; and her husband is a blend of handsome and heroic. Wade is everything she thought a man was supposed to be—he's running a successful newsmagazine and, best of all, he provides the stable yet exciting New York City life Allie believes she needs in order to feel secure and happy.But when Allie finds Wade locked in their laundry room with a stunning blonde in snakeskin sandals, a scandal ensues that flips her life on its head. And when the woman wants to befriend Allie, an old flame calls, and a new guy gets a little too close for comfort, she starts to think her marriage is more of a facade than something real. Maybe she's fallen in love not with Wade—but with the idea of him.Captivating and seductive, told in the whip-smart voice of a woman who is working hard to keep her parenting and career on track, The Idea of Him is a novel of conspiracy, intrigue, and intense passion—and discovering your greatest strength through your deepest fears.

New York Times and USA Today Bestseller!In the tradition of Kristin Hannah and Susan Wiggs, Mary McNear introduces readers to the town of Butternut Lake and to the unforgettable people who call it home.It's summer, and after ten years away, Allie Beckett has returned to her family's cabin beside tranquil Butternut Lake, where as a teenager she spent so many carefree days. She's promised her five-year-old son, Wyatt, they will be happy there. She's promised herself this is the place to begin again after her husband's death in Afghanistan. The cabin holds so many wonderful memories, but from the moment she crosses its threshold Allie is seized with doubts. Has she done the right thing uprooting her little boy from the only home he's ever known?Allie and her son are embraced by the townsfolk, and her reunions with old acquaintances—her friend Jax, now a young mother of three with one more on the way, and Caroline, the owner of the local coffee shop—are joyous ones. And then there are newcomers like Walker Ford, who mostly keeps to himself—until he takes a shine to Wyatt . . . and to Allie.Everyone knows that moving forward is never easy, and as the long, lazy days of summer take hold, Allie must learn to unlock the hidden longings of her heart, and to accept that in order to face the future she must also confront—and understand—what has come before.

An esteemed former CIA director dies off the coast of Maine. Another senior CIA officer is found dead of a "heart attack" in a posh Paris hotel. Counterspy Alex Hawke and his friend Ambrose Congreve think this could be more than coincidence. Hawke discovers that the victims are connected through one man: Spider Payne, a rogue intelligence officer whose dangerous exploits got him barred from the CIA. Now Spider believes he's been wronged and is out for vengeance—and Alex Hawke is his number-one target.Hawke's only hope is to lure his deadly enemy into a trap he can't escape—and it's a place Hawke knows better than anyone: his seaside home in Bermuda.Includes a sneak preview of Warriors, the exhilarating new novel in the Alex Hawke series.

A.J. and the gang from My Weird School star in this series of after-school, holiday-themed chapter books featuring all-new hilarious stories and thirty-two pages of games, puzzles, and more.It's the week of Valentine's Day, and A.J.'s class is getting a foreign exchange student! His name is Pierre, and he's from France. But what happens when Pierre challenges A.J. to a duel (or at least a thumb war) over AndreaOne thing's for sure: when L-O-V-E comes to Ella Mentry, it spells the weirdest Valentine's Day story in the history of the world!Bestselling author Dan Gutman brings his kid-friendly sense of humor to this all-new series of holiday adventures. With My Weird School checklists and trivia plus tons of Valentine-themed facts and puzzles, this is one weird Valentine special you don't want to miss!