He exposes the people and organizations that manipulate our perceptions and profit from our anxieties: politicians who win elections by heightening concerns about crime and drug use even as both are declining; advocacy groups that raise money by exaggerating the prevalence of particular diseases; TV news-magazines that monger a new scare every week to garner ratings.

    It is also a practical, modern introduction to scientific computing in Python, tailored for data-intensive applications. This is a book about the parts of the Python language and libraries you'll need to effectively solve a broad set of data analysis problems. This book is not an exposition on analytical methods using Python as the implementation language.Written by Wes McKinney, the main author of the pandas library, this hands-on book is packed with practical cases studies. It's ideal for analysts new to Python and for Python programmers new to scientific computing.Use the IPython interactive shell as your primary development environmentLearn basic and advanced NumPy (Numerical Python) featuresGet started with data analysis tools in the pandas libraryUse high-performance tools to load, clean, transform, merge, and reshape dataCreate scatter plots and static or interactive visualizations with matplotlibApply the pandas groupby facility to slice, dice, and summarize datasetsMeasure data by points in time, whether it's specific instances, fixed periods, or intervalsLearn how to solve problems in web analytics, social sciences, finance, and economics, through detailed examples

    Algorithms have made our lives more efficient, more entertaining, and, sometimes, better informed. At the same time, complex algorithms are increasingly violating the basic rights of individual citizens. Allegedly anonymized datasets routinely leak our most sensitive personal information; statistical models for everything from mortgages to college admissions reflect racial and gender bias. Meanwhile, users manipulate algorithms to "game" search engines, spam filters, online reviewing services, and navigation apps.Understanding and improving the science behind the algorithms that run our lives is rapidly becoming one of the most pressing issues of this century. Traditional fixes, such as laws, regulations and watchdog groups, have proven woefully inadequate. Reporting from the cutting edge of scientific research, The Ethical Algorithm offers a new approach: a set of principled solutions based on the emerging and exciting science of socially aware algorithm design. Michael Kearns and Aaron Roth explain how we can better embed human principles into machine code - without halting the advance of data-driven scientific exploration. Weaving together innovative research with stories of citizens, scientists, and activists on the front lines, The Ethical Algorithm offers a compelling vision for a future, one in which we can better protect humans from the unintended impacts of algorithms while continuing to inspire wondrous advances in technology.

    A groundbreaking book that elevates underrepresented voices, Can We All Be Feminists? offers the tools and perspective we need to create a 21st century feminism that is truly for all.Including essays by: Soofiya Andry, Gabrielle Bellot, Caitlin Cruz, Nicole Dennis-Benn, Brit Bennett, Evette Dionne, Aisha Gani, Afua Hirsch, Juliet Jacques, Wei Ming Kam, Mariya Karimjee, Eishar Kaur, Emer O’Toole, Frances Ryan, Zoé Samudzi, Charlotte Shane, and Selina Thompson

    This seemingly small phenomenon symbolizes a significant social change that Robert Putnam has identified in this brilliant volume, which The Economist hailed as "a prodigious achievement."Drawing on vast new data that reveal Americans' changing behavior, Putnam shows how we have become increasingly disconnected from one another and how social structures--whether they be PTA, church, or political parties--have disintegrated. Until the publication of this groundbreaking work, no one had so deftly diagnosed the harm that these broken bonds have wreaked on our physical and civic health, nor had anyone exalted their fundamental power in creating a society that is happy, healthy, and safe.Like defining works from the past, such as The Lonely Crowd and The Affluent Society, and like the works of C. Wright Mills and Betty Friedan, Putnam's Bowling Alone has identified a central crisis at the heart of our society and suggests what we can do.

    We obsess over our emails, Instagram likes, and Facebook feeds; we binge on TV episodes and YouTube videos; we work longer hours each year; and we spend an average of three hours each day using our smartphones. Half of us would rather suffer a broken bone than a broken phone, and Millennial kids spend so much time in front of screens that they struggle to interact with real, live humans. In this revolutionary book, Adam Alter, a professor of psychology and marketing at NYU, tracks the rise of behavioral addiction, and explains why so many of today's products are irresistible. Though these miraculous products melt the miles that separate people across the globe, their extraordinary and sometimes damaging magnetism is no accident. The companies that design these products tweak them over time until they become almost impossible to resist. By reverse engineering behavioral addiction, Alter explains how we can harness addictive products for the good—to improve how we communicate with each other, spend and save our money, and set boundaries between work and play—and how we can mitigate their most damaging effects on our well-being, and the health and happiness of our children.

    Hurtful and dishonest, such representations force African American women to navigate a virtual crooked room that shames them and shapes their experiences as citizens. Many respond by assuming a mantle of strength that may convince others, and even themselves, that they do not need help. But as a result, the unique political issues of black women are often ignored and marginalized.In this groundbreaking book, Melissa V. Harris-Perry uses multiple methods of inquiry, including literary analysis, political theory, focus groups, surveys, and experimental research, to understand more deeply black women's political and emotional responses to pervasive negative race and gender images. Not a traditional political science work concerned with office-seeking, voting, or ideology, Sister Citizen instead explores how African American women understand themselves as citizens and what they expect from political organizing. Harris-Perry shows that the shared struggle to preserve an authentic self and secure recognition as a citizen links together black women in America, from the anonymous survivors of Hurricane Katrina to the current First Lady of the United States.

    Albert-László Barabási, the nation’s foremost expert in the new science of networks and author of Bursts, takes us on an intellectual adventure to prove that social networks, corporations, and living organisms are more similar than previously thought. Grasping a full understanding of network science will someday allow us to design blue-chip businesses, stop the outbreak of deadly diseases, and influence the exchange of ideas and information. Just as James Gleick and the Erdos–Rényi model brought the discovery of chaos theory to the general public, Linked tells the story of the true science of the future and of experiments in statistical mechanics on the internet, all vital parts of what would eventually be called the Barabási–Albert model.

    I used to say my favorite color was black to be cool, but it is pink—all shades of pink. If I have an accessory, it is probably pink. I read Vogue, and I’m not doing it ironically, though it might seem that way. I once live-tweeted the September issue.In these funny and insightful essays, Roxane Gay takes us through the journey of her evolution as a woman of color while also taking readers on a ride through culture of the last few years and commenting on the state of feminism today. The portrait that emerges is not only one of an incredibly insightful woman continually growing to understand herself and our society, but also one of our culture.Bad Feminist is a sharp, funny, and spot-on look at the ways in which the culture we consume becomes who we are, and an inspiring call-to-arms of all the ways we still need to do better.Feel me, see me, hear me, reach me --Peculiar benefits --Typical first year professor --To scratch, claw or grope clumsily or frantically --How to be friends with another woman --Girls, girls, girls --I once was Miss America --Garish, glorious spectacles --Not here to make friends --How we all lose --Reaching for catharsis : getting fat right (or wrong) and Diana Spechler's Skinny --The smooth surfaces of idyll --The careless language of sexual violence --What we hunger for --The illusion of safety/the safety of illusion --The spectacle of broken men --A tale of three coming out stories --Beyond the measure of men --Some jokes are funnier than others --Dear young ladies who love Chris Brown --So much they would let him beat them --Blurred lines, indeed --The trouble with Prince Charming, or, He who trespassed against us --The solace of preparing fried foods and other quaint remembrances from 1960s Mississippi : thoughts on The help --Surviving Django --Beyond the struggle narrative --The morality of Tyler Perry --The last day of a young black man --When less is more --The politics of respectability --When Twitter does what journalism cannot --The alienable rights of women --Holding out for a hero --A tale of two profiles --The racism we all carry --Tragedy, call, compassion, response --Bad feminist : take one --Bad feminist : take two

    Dense urban living has been prescribed as a panacea for the environmental and resource crises of our time. But is it better or worse for our happiness? Are subways, sidewalks and condo towers an improvement on the car-dependence of sprawl?The award-winning journalist Charles Montgomery finds answers to such questions at the intersection between urban design and the emerging science of happiness, during an exhilarating journey through some of the world’s most dynamic cities. He meets the visionary mayor who introduced a “sexy” bus to ease status anxiety in Bogotá; the architect who brought the lessons of medieval Tuscan hill towns to modern-day New York City; the activist who turned Paris’s urban freeways into beaches; and an army of American suburbanites who have hacked the design of their own streets and neighborhoods.Rich with new insights from psychology, neuroscience and Montgomery’s own urban experiments, Happy City reveals how our cities can shape our thoughts as well as our behavior. The message is as surprising as it is hopeful: by retrofitting cities and our own lives for happiness, we can tackle the urgent challenges of our age. The happy city can save the world--and all of us can help build it.

    Whisper. Yik Yak. Vine. YouTube. Kik. Ask.fm. Tinder. The dominant force in the lives of girls coming of age in America today is social media. What it is doing to an entire generation of young women? This the subject of award-winning Vanity Fair writer Nancy Jo Sales’s riveting and explosive American Girls.With extraordinary intimacy and precision, Sales captures what it feels like to be a girl in America today. From Montclair to Manhattan and Los Angeles, from Florida and Arizona to Texas and Kentucky, Sales crisscrossed the country, speaking to more than two hundred girls, ages thirteen to nineteen, and documenting a massive change in the way girls are growing up, a phenomenon that transcends race, geography, and household income. American Girls provides a disturbing portrait of the end of childhood as we know it and of the inexorable and ubiquitous experience of a new kind of adolescence—one dominated by new social and sexual norms, where a girl’s first crushes and experiences of longing and romance occur in an accelerated electronic environment; where issues of identity and self-esteem are magnified and transformed by social platforms that provide instantaneous judgment. What does it mean to be a girl in America in 2016? It means coming of age online in a hyper-sexualized culture that has normalized extreme behavior, from pornography to the casual exchange of nude photographs; a culture rife with a virulent new strain of sexism and a sometimes self-undermining notion of feminist empowerment; a culture in which teenagers are spending so much time on technology and social media that they are not developing basic communication skills. From beauty gurus to slut-shaming to a disconcerting trend of exhibitionism, Nancy Jo Sales provides a shocking window into the troubling world of today’s teenage girls. Provocative and urgent, American Girls is destined to ignite a much-needed conversation about how we can help our daughters and sons negotiate unprecedented new challenges.

    This book presents some of the most important modeling and prediction techniques, along with relevant applications. Topics include linear regression, classification, resampling methods, shrinkage approaches, tree- based methods, support vector machines, clustering, and more. Color graphics and real-world examples are used to illustrate the methods presented. Since the goal of this textbook is to facilitate the use of these statistical learning techniques by practitioners in science, industry, and other fields, each chapter contains a tutorial on implementing the analyses and methods presented in R, an extremely popular open source statistical software platform. Two of the authors co-wrote The Elements of Statistical Learning (Hastie, Tibshirani and Friedman, 2nd edition 2009), a popular reference book for statistics and machine learning researchers. An Introduction to Statistical Learning covers many of the same topics, but at a level accessible to a much broader audience. This book is targeted at statisticians and non-statisticians alike who wish to use cutting-edge statistical learning techniques to analyze their data. The text assumes only a previous course in linear regression and no knowledge of matrix algebra.

    It ends in 2008 with Hillary Clinton's historic presidential campaign. This was a time of cataclysmic change, when, after four hundred years, expectations about the lives of American women were smashed in just a generation.A comprehensive mix of oral history and Gail Collins's keen research--covering politics, fashion, popular culture, economics, sex, families, and work--When Everything Changed is the definitive book on five crucial decades of progress. The enormous strides made since 1960 include the advent of the birth control pill, the end of "Help Wanted--Male" and "Help Wanted--Female" ads, and the lifting of quotas for women in admission to medical and law schools. Gail Collins describes what has happened in every realm of women's lives, partly through the testimonies of both those who made history and those who simply made their way.Picking up where her highly lauded book America's Women left off, When Everything Changed is a dynamic story, told with the down-to-earth, amusing, and agenda-free tone for which this beloved New York Times columnist is known. Older readers, men and women alike, will be startled as they are reminded of what their lives once were--Father Knows Best and My Little Margie on TV; daily weigh-ins for stewardesses; few female professors; no women in the Boston marathon, in combat zones, or in the police department. Younger readers will see their history in a rich new way. It has been an era packed with drama and dreams--some dashed and others realized beyond anyone's imagining.

    This is a book about the incentives that shape us, and about how hard it is to see ourselves clearly in a culture that revolves around the self. In each essay, Jia writes about the cultural prisms that have shaped her: the rise of the nightmare social internet; the American scammer as millennial hero; the literary heroine’s journey from brave to blank to bitter; the mandate that everything, including our bodies, should always be getting more efficient and beautiful until we die.

    A malicious online rumor costs a company millions. A political sideshow derails the national news cycle and destroys a candidate. Some product or celebrity zooms from total obscurity to viral sensation. What you don't know is that someone is responsible for all this. Usually, someone like me.I'm a media manipulator. In a world where blogs control and distort the news, my job is to control blogs--as much as any one person can. In today's culture... 1) Blogs like "Gawker," "Buzzfeed" and the "Huffington Post" drive the media agenda. 2) Bloggers are slaves to money, technology, and deadlines. 3) Manipulators wield these levers to shape everything you read, see and watch--online and off.Why am I giving away these secrets? Because I'm tired of a world where blogs take indirect bribes, marketers help write the news, reckless journalists spread lies, and no one is accountable for any of it. I'm pulling back the curtain because I don't want anyone else to get blindsided. I'm going to explain exactly how the media "really" works. What you choose to do with this information is up to you.