Author: Publisher: FEMA
ISBN:
Category :
Languages : en
Pages : 71
Book Description
Fire Data Analysis Handbook; Second Edition
Author: Fire Data Analysis Handbook- 2nd Edition
Author: Federal Emergency Management AgencyPublisher: CreateSpace
ISBN: 9781482725988
Category :
Languages : en
Pages : 74
Book Description
This handbook's primary objective is to describe statistical techniques for analyzing data typically collected in fire departments. Motivation for the handbook comes from the belief that fire departments collect an immense amount of data, but do very little with it. A compelling reason for collecting data is a legal requirement for documenting incidents; however, incident reports provide a more beneficial service to fire departments by providing insight into the nature of fires and injuries.
Fire Data Analysis Handbook
Author: Fire Data Analysis Handbook
Author: Federal Emergency Management Agency. United States Fire AdministrationPublisher:
ISBN:
Category : Fire investigations
Languages : en
Pages : 193
Book Description
Fire Data Analysis Handbook
Author: Federal Emergency Management Agency. United States Fire AdministrationPublisher:
ISBN:
Category :
Languages : en
Pages : 67
Book Description
The fire service exists today in an environment constantly inundated with data, but data are seen of little use in the everyday, real world in which first responders live and work. This is no accident. By themselves, pieces of data are of little use to anyone. Information, on the other hand, is very useful indeed. What's the difference? At sporting events, people in stadiums hold up individual, multi-colored squares of cardboard to form a giant image or text, which could be recognized only from a distance. This is a good analogy for data and information. The individual squares of cardboard are like data. They are very numerous and they all look similar taken by themselves. The big image formed from the organization of thousands of those cards is like information. It is what can be built from many pieces of data. Information then is an organization of data that makes a point about something. The fire service of today is changing. More and more, it is not fighting fires as much as it is doing EMS, HAZMAT, inspections, investigations, prevention, and other nontraditional but important tasks which are vital to the community. Balancing limited resources and justifying daily operations and finances in the face of tough economic times is a scenario that is familiar to every department. Turning data into information is neither simple nor easy. It requires some knowledge of the tools and techniques used for this purpose. Historically, the fire service has had few of these tools at its disposal and none of them has been designed with the fire service in mind. This book changes that. It was designed solely for the use of the fire service. The examples were developed from the most recent fire data collected from departments all over the Nation. This book also was designed to be modular in form. Many departments' information needs can be met by using only the first few chapters. Others with a more statistical leaning may want to go further. The point is, it's up to the reader to decide. This handbook is just another tool, like a pumper or a ladder, to help do the job. In this revised edition, the use of statistical symbols and formulas has been eliminated for ease of use and understanding. The problems at the end of each chapter also have been left out. The philosophy behind this is not to discourage anyone seeking immediate results, and to encourage those with a desire for more indepth knowledge of statistical analysis tools.
Fire Data Analysis Handbook
Author: Federal Emergency Management AgencyPublisher: Createspace Independent Publishing Platform
ISBN: 9781482725940
Category :
Languages : en
Pages : 0
Book Description
This book is designed solely for the use of the fire service and is modular in form. Many departments' information needs can be met by studying only the first few chapters, while others with a more statistical bent may want to dig deeper.
Fire in the United States 1992-2001
Author: Hands-On Data Analysis with Pandas
Author: Stefanie MolinPublisher: Packt Publishing Ltd
ISBN: 1800565917
Category : Computers
Languages : en
Pages : 788
Book Description
Get to grips with pandas by working with real datasets and master data discovery, data manipulation, data preparation, and handling data for analytical tasks Key Features Perform efficient data analysis and manipulation tasks using pandas 1.x Apply pandas to different real-world domains with the help of step-by-step examples Make the most of pandas as an effective data exploration tool Book DescriptionExtracting valuable business insights is no longer a ‘nice-to-have’, but an essential skill for anyone who handles data in their enterprise. Hands-On Data Analysis with Pandas is here to help beginners and those who are migrating their skills into data science get up to speed in no time. This book will show you how to analyze your data, get started with machine learning, and work effectively with the Python libraries often used for data science, such as pandas, NumPy, matplotlib, seaborn, and scikit-learn. Using real-world datasets, you will learn how to use the pandas library to perform data wrangling to reshape, clean, and aggregate your data. Then, you will learn how to conduct exploratory data analysis by calculating summary statistics and visualizing the data to find patterns. In the concluding chapters, you will explore some applications of anomaly detection, regression, clustering, and classification using scikit-learn to make predictions based on past data. This updated edition will equip you with the skills you need to use pandas 1.x to efficiently perform various data manipulation tasks, reliably reproduce analyses, and visualize your data for effective decision making – valuable knowledge that can be applied across multiple domains.What you will learn Understand how data analysts and scientists gather and analyze data Perform data analysis and data wrangling using Python Combine, group, and aggregate data from multiple sources Create data visualizations with pandas, matplotlib, and seaborn Apply machine learning algorithms to identify patterns and make predictions Use Python data science libraries to analyze real-world datasets Solve common data representation and analysis problems using pandas Build Python scripts, modules, and packages for reusable analysis code Who this book is for This book is for data science beginners, data analysts, and Python developers who want to explore each stage of data analysis and scientific computing using a wide range of datasets. Data scientists looking to implement pandas in their machine learning workflow will also find plenty of valuable know-how as they progress. You’ll find it easier to follow along with this book if you have a working knowledge of the Python programming language, but a Python crash-course tutorial is provided in the code bundle for anyone who needs a refresher.
Company Officer for Fire & Emergency Services
Author: Robert S FlemingPublisher: Fire Engineering Books
ISBN: 1593705794
Category : Technology & Engineering
Languages : en
Pages : 642
Book Description
Establishing a strong foundation in management and leadership principles is critical to becoming an effective company officer and leader. Company Officer for Fire and Emergency Services is both a valuable resource to current company officers, and a preparation tool for aspiring ones. It provides a comprehensive overview of the roles and responsibilities of company officers within contemporary fire and emergency services organizations. The book also includes questions and projects to assist candidates in preparing for the knowledge and skills competencies outlined for Fire Officer I and Fire Officer II in NFPA 1021, Standard for Fire Officer Professional Qualifications. Learn how to lead fire and emergency services organizations effectively, efficiently, and safely with this resource.
Positive Pressure Attack for Ventilation & Firefighting
Author: Kriss GarciaPublisher: PennWell Books
ISBN: 1593700482
Category : Technology & Engineering
Languages : en
Pages : 334
Book Description
In the past decades, lightweight building construction methods and the use of manmade materials in construction and furnishings have become more and more common. The time until structural failure can be expected in a fire has been reduced, and firefighters have seen hotter fires that generate high levels of deadly gasses. But the ventilation methods used by modern firefighters have not kept pace. Positive pressure was first used in the fire service to ventilate a structure after the fire was knocked down. Authors Kriss Garcia and Reinhard Kauffmann have taken positive pressure a step further to achieve effective ventilation in coordination with aggressive fire attack, called positive pressure attack (PPA). Properly used PPA allows firefighters great control over the interior environment of a fire building, and starts at the earliest stages of the operation when ventilation can provide the greatest benefit for victims, firefighters, and the structure. With a small investment in equipment and a commitment to training, any fire department can implement PPA at the company level. Subjects covered in this book include: * Basics of positive pressure and how to maximize its effectiveness for fireground ventilation. * PPA: how effective ventilation can be coordinated to support an aggressive fire attack. * Safety considerations and limitations of PPA and positive pressure. * Other ways positive pressure blowers can be used to help victims and firefighters in a variety of situations. * Implementing PPA on a department, and how to train each engine company to become its own firefighting force that can accomplish both ventilation and fire attack.