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The Pandas Workshop. A comprehensive guide to using Python for data analysis with real-world case studies

Blaine Bateman, Saikat Basak, Thomas V. Joseph,...

The Pandas Workshop will teach you how to be more productive with data and generate real business insights to inform your decision-making. You will be guided through real-world data science problems and shown how to apply key techniques in the context of realistic examples and exercises. Engaging activities will then challenge you to apply your new skills in a way that prepares you for real data science projects.You’ll see how experienced data scientists tackle a wide range of problems using data analysis with pandas. Unlike other Python books, which focus on theory and spend too long on dry, technical explanations, this workshop is designed to quickly get you to write clean code and build your understanding through hands-on practice. As you work through this Python pandas book, you’ll tackle various real-world scenarios, such as using an air quality dataset to understand the pattern of nitrogen dioxide emissions in a city, as well as analyzing transportation data to improve bus transportation services.By the end of this data analytics book, you’ll have the knowledge, skills, and confidence you need to solve your own challenging data science problems with pandas.

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The Paradise Mystery

Joseph Smith Fletcher

A quaint and idyllic English community is rocked to its very core when a dead body of a man is found and foul play is suspected. Did he fall or was he pushed? The inquest records a verdict of death by misadventure but more than one person is dubious about the death. But with few clues to go on and no likely suspects, it appears that the brutal crime may remain unsolved. Theres another murder, lots of behind the scenes investigation into burial and marriage records, questionable parentage, questionable motives, changed names, poisonings, twists and turns galore. This classic from the golden age of detective fiction will suck you in and keep you guessing until the very last page.

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The Parowan Bonanza

B.M. Bower

B. M. Bower was the first woman to make a career of writing popular westerns. Her works, featuring cowboys and cows of the Flying U Ranch in Montana, reflected an interest in ranch life, the use of working cowboys as main characters, the occasional appearance of eastern types for the sake of contrast, a sense of western geography as simultaneously harsh and grand, and a good deal of factual attention to such matters as cattle branding and bronc busting. The Parowan Bonanza is one of her stories. This short but engaging novel contains all of the elements that made B. M. Bowers books a mainstay of the genre of classic Westerns.

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The Party and Other Stories

Anton Pavlovich Chekhov

A small collection of stories. The general theme of the stories is the diversity of emotions that the main characters experience, and by the end it turns out to be a bit painful. A variety of subjects, simple but wonderful, honed by irony. Most stories of unhappy marriages. The main characters can get married because of unhappy love or unexpected pregnancy.

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The Passenger from Calais

Arthur Griffiths

Thrilling detective novel taking place in the Engadine Express from Calais to Lucerne. It is a well-planned, logical detective story of the better sort, free from cheap sensationalism and improbability, developing surely and steadily by means of exciting situations to an unforeseen and satisfactory ending. A mysterious woman, followed by two detectives, shows up at the last minute to book a compartment for her servant, an infant and herself. The lady is afraid that someone is following her. What is her secret and who is she? And is she a criminal or a victim? Find the answers to these questions and others on a thrilling railway journey spanning Europe.

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The Passing of the Sphinx Emerald

Henry Bedford-Jones

The final series about the strange and mysterious gem The Passing of the Sphinx Emerald constitutes a veritable Outline of History or perhaps Highlights of History would be more accurate. For this reason the greatest event in all history could not be left out. Here, then, we see in Santa Fe, the story of this malign and magic jewel, which began in Ancient Egypt, comes to its strange conclusion.

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The Passionate Friends. A Novel

Herbert George Wells

Although most famous for his sci-fi, Wells best work often deals with ordinary people having big thoughts in picturesque settings. The Passionate Friends is a fine representative example of this. Wells uses the changing relationships among childhood friends as the media for his thoughts on human relations on personal and global scales, and of what it all means. On the death of his father, Stephen Stratton writes a long and deeply personal letter to his son, hoping that, as his son becomes a man, he can benefit from Stephens experience and wisdom. As Stephen sets down his lifes history, he tells the remarkable story of his former lover, Lady Mary. With a lust for freedom and a fierce desire not to be owned by a man, she is a woman living ahead of her time until marriage threatens to ruin her. First published in 1913, The Passionate Friends is an inspiring love story between father and son, and man and woman.

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The Passionate Quest

E. Phillips Oppenheim

The Passionate Quest is the story of Rosina, Philip and Matthew, who work in rural England in the glass factory owned by Rosinas uncle. All three dream of a different life: Rosina wants to be an actress, Philip a poet, and Matthew hopes for a career in high finance. They all go off to London in the passionate quest for their dreams. This 1927 novel by Edward Phillips Oppenheim where problems arise in a family business. Oppenheim inherited a leather company from his father and ran it for 20 years before he became a full time author. The business of leather features in a number of his novels. He was acutely aware of class behavior and distinctions. An enjoyable read!