Get the definitive handbook for manipulating, processing, cleaning, and crunching datasets in Python. Updated for Python 3.10 and pandas 1.4, the third edition of this hands-on guide is packed with practical case studies that show you how to solve a broad set of data analysis problems effectively. You'll learn the latest versions of pandas, NumPy, and Jupyter in the process. Written by Wes McKinney, the creator of the Python pandas project, this book is a practical, modern introduction to data science tools in Python. It's ideal for analysts new to Python and for Python programmers new to data science and scientific computing. Data files and related material are available on GitHub. Use the Jupyter notebook and IPython shell for exploratory computing Learn basic and advanced features in NumPy Get started with data analysis tools in the pandas library Use flexible tools to load, clean, transform, merge, and reshape data Create informative visualizations with matplotlib Apply the pandas groupby facility to slice, dice, and summarize datasets Analyze and manipulate regular and irregular time series data Learn how to solve real-world data analysis problems with thorough, detailed examples
Get the definitive handbook for manipulating, processing, cleaning, and crunching datasets in Python. Updated for Python 3.10 and pandas 1.4, the third edition of this hands-on guide is packed with practical case studies that show you how to solve a broad set of data analysis problems effectively. You'll learn the latest versions of pandas, NumPy, and Jupyter in the process. Written by Wes McKinney, the creator of the Python pandas project, this book is a practical, modern introduction to data science tools in Python. It's ideal for analysts new to Python and for Python programmers new to data science and scientific computing. Data files and related material are available on GitHub. Use the Jupyter notebook and IPython shell for exploratory computing Learn basic and advanced features in NumPy Get started with data analysis tools in the pandas library Use flexible tools to load, clean, transform, merge, and reshape data Create informative visualizations with matplotlib Apply the pandas groupby facility to slice, dice, and summarize datasets Analyze and manipulate regular and irregular time series data Learn how to solve real-world data analysis problems with thorough, detailed examples
Get complete instructions for manipulating, processing, cleaning, and crunching datasets in Python. Updated for Python 3.6, the second edition of this hands-on guide is packed with practical case studies that show you how to solve a broad set of data analysis problems effectively. You’ll learn the latest versions of pandas, NumPy, IPython, and Jupyter in the process. Written by Wes McKinney, the creator of the Python pandas project, this book is a practical, modern introduction to data science tools in Python. It’s ideal for analysts new to Python and for Python programmers new to data science and scientific computing. Data files and related material are available on GitHub. Use the IPython shell and Jupyter notebook for exploratory computing Learn basic and advanced features in NumPy (Numerical Python) Get started with data analysis tools in the pandas library Use flexible tools to load, clean, transform, merge, and reshape data Create informative visualizations with matplotlib Apply the pandas groupby facility to slice, dice, and summarize datasets Analyze and manipulate regular and irregular time series data Learn how to solve real-world data analysis problems with thorough, detailed examples
Alfonso Ramon Lopez spent 36 years in the big leagues as a catcher and manager. He had a .261 lifetime batting average, compiled 1,547 hits and caught a then-record 1,918 games in a 19-year playing career. The teams he managed--the Cleveland Indians and the Chicago White Sox--won two pennants and finished runner-up 10 times in 17 seasons. He was the only manager to interrupt the Yankees' 15 year pennant dynasty from 1949, piloting the Indians in 1954 with an A.L. record 111 wins and guiding the White Sox in 1959. He was elected to the Hall of Fame in 1977. Al Lopez of Tampa opened up baseball to individuals of Spanish, Cuban and Italian ancestry at a time when social barriers had just begun to recede. He symbolized for many Latins the path to success. This book is his first-ever biography. It is based, first, on the recollections of the man himself, and former players, family, and fans, and also on newspaper and periodical accounts, and archival resources.
This collection of rhyming word pictures was not compiled for the sole purpose of writing a book, but as the individual verses accumulated it became evident that the best public platform to share these ideas and encourage others would be in book form, whether in hand or digital. Many of the titles within the book itself were initially given out to individuals during their trials and transitions of life, some were composed as Christmas cards or retirement celebrations or for funeral programs, while others were written as self-encouragement. The title, Heartwords, is a play on words which suggest the writings are both coming from the heart and yet, pointing toward the heart. In other words, it acknowledges the author's vulnerable offerings and the desire to stir emotional reflections within the reader as to embolden toward the light and that which is good in this anything-goes culture.
A DAZZLING DEBUT IN YA SPORTS-FICTION What if a mountain-boy runner with failing vision wants to win a cross-country championship and his training partner is an American bald eagle? "Soaring Eagles is an inspiring tale of rising up when you have fallen-showing the power of forgiveness." - Jim Ryun, first high-schooler to break 4-minute mile, a world record holder, Olympic Medalist, and U.S. Congressman. Soaring Eagles reveals the trials and romance of seventeen-year-old Billy Cline, whose running family is persecuted for three generations in the Smoky mountain town of Rockside. As a boy, Billy rescues an eaglet in a tornado and is hailed a hero as the "Eagle Boy." For years "Victory" soars mysteriously over Billy who trains to restore his father's lost honor. Enter Jenny, a Scottish lass with a golden voice and iron will. Cross town rivalries for love and a cross-country championship force Billy to a special boys' home run by his Pa's old coach. A new team and a lightning strike changes everything! Sabotage! Arson! A shooting! Billy's rivals challenge his team to a dangerous and secret life-or-death match race along rugged cliffs. Can Billy's band of rejected brothers use teamwork and a hopped-up wheelchair with sidecar, the Eagle 7, to survive? Will Billy and his team embrace their coach's wise advice? "To soar like eagles...take off the weight of unforgiveness." A RACE FOR... the heart of his Love, the respect of his Team, the rights of the Physically Challenged! "SOARING EAGLES DELIVERS THE GOLD!" Vin Lananna, men's US Olympic Track & Field Coach -RIO
About the Book In assembling and organizing his wife Mary’s letters and diary, M. Wesley “Wes” Shoemaker’s constant goal has been to allow the documents to speak through her voice without intruding himself unnecessarily into the narrative. Yet it cannot be denied that he is the Wes who appears throughout, and that, in addition to the main theme of Mary’s life and Foreign Service Career, it is also a story of a marriage lasting over fifty-one years, in spite of the fact that fifteen of those years, their separate career patterns kept them separated for eight months each year. Containing a total of 191 letters (116 of which are to Wes), Marielo: A Foreign Service Life in Diary and Letters chronicles Mary’s incredible life as a Foreign Service Officer through the slowly dying medium of letter writing, which provided a lifeline that held their marriage together over the years and further explains how their long-distance relationship survived over the years of separation. About the Author M. Wesley “Wes” Shoemaker was a Foreign Service Officer and has been posted at locations all over the world. He later resigned from this role to enter a doctoral program in Russian history at Syracuse University and went on to teach at Lynchburg College.
The Cumbres & Toltec Scenic Railroad has operated for more than three decades as a tourist ride over the breathtaking Cumbres Pass, ten thousand feet above sea level in the Rocky Mountains. The sixty-four miles of the former San Juan Extension of the Denver & Rio Grande Western Railway were saved twice by volunteers from the railroad graveyard. In 1970, the States of Colorado and New Mexico bought the railroad, which runs from Chama, Rio Arriba County, New Mexico, to Antonito, Conejos County, Colorado. New Mexico historian and C&TSRR commissioner and spokesman Spencer Wilson offers an insiders account of this triumphant tale of historical preservationists succeeding on an impressive scale.
This book revisits the arguments by which Harvey Sacks and Harold Garfinkel opposed the widespread attempt in the social sciences to construct disciplinary theories and methods in place of common-sense knowledge of human action, and proposed instead an alternative that would investigate the organised methods of natural language use and common-sense reasoning that constitute social orders – arguments that led to the establishment and proliferation of ethnomethodology and conversation analysis. As the very "constructive analysis" that they opposed has begun to be incorporated into influential lines of research in ethnomethodology and conversation analysis, the authors return to the founding insights of the field and reiterate the importance of Garfinkel and Sacks’ original and controversial proposals for an "alternate" sociology of practical action and practical reasoning. Showing how constructive analysis has become entrenched in ethnomethodology and conversation analysis and arguing for a need to "re-boot" these approaches, this volume constitutes a call for a renewal of the radical alternative proposed by Garfinkel and Sacks.
The 1950s were a transitional period for film comedians. The artistic suppression of the McCarthy era and the advent of television often resulted in a dumbing down of motion pictures. Cartoonist-turned-director Frank Tashlin contributed a funny but cartoonish effect through his work with comedians like Jerry Lewis and Bob Hope. A new vanguard of comedians appeared without stock comic garb or make-up--fresh faces not easily pigeonholed as merely comedians, such as Tony Randall, Jack Lemmon and Tony Curtis. Some traditional comedians, like Charlie Chaplin, Red Skelton and Danny Kaye, continued their shtick, though with some evident tweaking. This book provides insight into a misunderstood decade of film history with an examination of the "personality comedians." The talents of Dean Martin and Bob Hope are reappraised and the "dumb blonde" stereotype, as applied to Judy Holliday and Marilyn Monroe, is deconstructed.
Dieses konsequent praxisbezogene Buch zeigt Ihnen anhand konkreter Fallbeispiele, wie Sie eine Vielzahl von typischen Datenanalyse-Problemen mit Python-Bibliotheken wie Pandas, NumPy und IPython lösen.Es bietet zudem einen praktischen Einstieg in das wissenschaftliche Computing für datenintensive Anwendungen mit Python. Das Buch eignet sich sowohl für Datenanalysten, für die Python Neuland ist, als auch für Python-Programmierer, die sich in das wissenschaftliche Computing einarbeiten wollen.
Dieses konsequent praxisbezogene Buch zeigt Ihnen anhand konkreter Fallbeispiele, wie Sie eine Vielzahl von typischen Datenanalyse-Problemen mit Python-Bibliotheken wie Pandas, NumPy und IPython lösen.Es bietet zudem einen praktischen Einstieg in das wissenschaftliche Computing für datenintensive Anwendungen mit Python. Das Buch eignet sich sowohl für Datenanalysten, für die Python Neuland ist, als auch für Python-Programmierer, die sich in das wissenschaftliche Computing einarbeiten wollen.
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