Below is a list of books written with bookdown, including those published to bookdown.org (books without substantial content are excluded) and a few hosted on external servers. The books are ordered roughly by date. An asterisk * after a date indicates the date is unknown, which often means a date field is missing in the YAML metadata of the source document index.Rmd. The list of books is automatically generated. For more information (including how to add or remove your books on this page), please see the About page.

# PrioriTree: an Interactive Web Utility for Specifying Priors and Assessing Their Impacts in BEAST Biogeographic Analysis

2022-07-28

PrioriTree (https://jsigao.shinyapps.io/prioritree/) is an interactive web utility designed to help researchers specify input files for—and process output files from—analyses of biogeographic history performed using the BEAST software package [Drummond et al. (2012); Suchardetal2018]. The discrete-geographic models implemented in BEAST (Lemey et al. 2009; Edwards et al. 2011) contain many parameters that must be inferred from minimal information (the single geographic area in which each pathogen occurs); inferences under this approach are therefore inherently sensitive to the assumed priors on … Read more →

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# Scientific Research and Methodology

2022-07-28

An introduction to quantitative research in science, engineering and health (including research design, hypothesis testing and confidence intervals in common situations) […] This book is an introduction to quantitative research in the scientific and health disciplines. The whole research process is introduced, from asking a research question to analysis and reporting of the data. The focus, however, is on the analysis of data. To support this textbook, the following are also available: These books are both freely available online. Almost every data set used in this book is a real data set. Many … Read more →

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# Probability Handouts

2022-07-28

Kevin Ross A selection of Handouts for STAT 305 and STAT … Read more →

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# An Introduction to Probability and Simulation

2022-07-27

This textbook presents a simulation-based approach to probability, using the Symbulate package. […] Why study probability? Why use simulation to study probability? The examples in this book are used to both motivate new topics and to help you practice your understanding of the material. You should attempt the examples on your own before reading the solutions. To encourage you to do so, the solutions have been hidden. You can reveal the solution by clicking on the Show/hide solution button. Here is where a solution would be, but be sure to think about the problem on your own first! (Careful: … Read more →

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# Model Based Sampling with EMC - Enhanced Models of Choice

2022-07-27

This bookdown provides a tutorial on how to use EMC. […] This project provides a tutorial for learning about cognitive models, namely evidence accumulation models (EAMs), their implementation and their applications. The tutorial was prepared by Andrew Heathcote, Dora Matzke, Russell Boag, Niek Stevenson and Reilly Innes. The accompanying samples for the code provided here can be found at here. Throughout this guide, we’ll use some complex terminology for different aspects of modelling. We know that models exist, and in particular, models of decision making exist, but we want to know how we … Read more →

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# Reproducible Science for Busy Researchers: How to Save Time using Literate Programming

2022-07-27

This is a minimal example of using the bookdown package to write a book. The output format for this example is bookdown::gitbook. […] Signe recommended students run a live tutorial in swirl Google Analytics https://benmarwick.github.io/bookdown-ort/mods.html#google-analytics These resources are not relevant for students but they are to me. To render the book used the following code, you must do this before knitting the GitBook (webpage) The _output.yml contains the header arguments. I would but them here so its cleaner and easier to read the code. Is there a way I can have matlab code … Read more →

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# Data Analysis in Medicine and Health using R

2022-07-27

Data Analysis in Medicine and Health using R […] We write this book to help new R users who have limited programming and statistical background. The main audience for this book will be medical epidemiologists, public health researchers and analysts and post-graduate students in public health and epidemiology. The book aims to help R users to quickly able to make plots, explore and summarize data and to perform regression analysis using the R programming language inside the RStudio IDE setting. We used Rmarkdown to write this book using the bookdown package and because of that we are … Read more →

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# Geocomputation with R

2022-07-27

Welcome | Geocomputation with R is for people who want to analyze, visualize and model geographic data with open source software. It is based on R, a statistical programming language that has powerful data processing, visualization, and geospatial capabilities. The book equips you with the knowledge and skills to tackle a wide range of issues manifested in geographic data, including those with scientific, societal, and environmental implications. This book will interest people from many backgrounds, especially Geographic Information Systems (GIS) users interested in applying their domain-specific knowledge in a powerful open source language for data science, and R users interested in extending their skills to handle spatial data. Read more →

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# rOpenSci Packages: Development, Maintenance, and Peer Review

2022-07-27

Extended version of the rOpenSci packaging guide. This book is a guide for authors, maintainers, reviewers and editors of rOpenSci. The first section of the book contains our guidelines for creating and testing R packages. The second section is dedicated to rOpenSci’s software peer review process: what it is, our policies, and specific guides for authors, editors and reviewers throughout the process. The third and last section features our best practice for nurturing your package once it has been onboarded: how to collaborate with other developers, how to document releases, how to promote your package and how to leverage GitHub as a development platform. The third section also features a chapter for anyone wishing to start contributing to rOpenSci packages. Read more →

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# Introduction to Environmental Data Science

2022-07-26

Background, methods and exercises for using R for environmental data science. The focus is on applying the R language and various libraries for data abstraction, transformation, data analysis, spatial data/mapping, statistical modeling, and time series, applied to environmental research. Applies exploratory data analysis methods and tidyverse approaches in R, and includes contributed chapters presenting research applications, with associated data and code packages. Read more →

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# Introductory statistics skills pack

2022-07-26

This book provides basic material for students seeking to learn statistics in an R environment, […] This skills pack introduces statistical concepts to beginners within the framework of R. Examples of analyses and R code are provided as … Read more →

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# Interactive Intermediate Microeconomics

2022-07-26

This is a minimal example of using the bookdown package to write a book. set in the _output.yml file. The HTML output format for this example is bookdown::bs4_book, [...] This book is designed to help students develop an intuition for intermediate microeconomic concepts using interactive plots and animations. By no means is this a replacement for your course textbook; it should serve as a supplement that builds confidence towards more complex topics. This book is still a work in progress, so there is a chance you will find typos or inconsistencies. Please let me know if you find any at ... Read more →

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# Machine Learning: Teoría y Práctica

2022-07-26

Machine Learning: Teoría y Práctica […] Este documento está en construcción. Tiene por objetivo recoger material necesario para impartir un curso aplicado de técnicas de Machine Learning. Esta primera versión realiza una revisión detallada de aprendizaje supervizado, no supervizado e incluye una introducción al procesamiento de lenguaje natural (NLP). En la medida de lo posible el documento trabaja con datos de Ecuador. Además, el software utilizado para su desarrollo es R. Series de Tiempo Econometría Espacial Métodos de evaluación de … Read more →

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2022-07-26

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# Pediatrik - en studieguide för ST-läkare

2022-07-26

Pediatrik - en studieguide för ST-läkare […] Målet med denna studieguide är: Att ge kunskaper i motsvarande socialstyrelsens målbeskrivning för ST i barn- och ungdomsmedicin. Att innehållet ska vara evidensbaserat och följa svensk praxis. Målet är inte att ersätta lokala eller nationella riktlinjer. Fel kan förekomma, i kliniken skall de ursprungliga källorna användas. För varje avsnitt har information i första hand hämtats från svenska källor. I vissa fall har även internationella/europeiska källor använts. Målet är att innehållet skall uppdateras när ny kunskap tillkommer eller efter … Read more →

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# Tidy Finance with R

2022-07-26

An open-source textbook for empirical finance applications with R. […] This website is the online version of Tidy Finance with R, a book currently under development and intended for eventual print release via Chapman & Hall/CRC. The book is the result of a joint effort of Christoph Scheuch, Stefan Voigt, and Patrick Weiss. We are grateful for any kind of feedback on every aspect of the book. So please get in touch with us via contact@tidy-finance.org if you spot typos, discover any issues that deserve more attention, or if you have suggestions for additional chapters and sections. … Read more →

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# R Guide

2022-07-25

R Guide […] R is a programming language and environment for data analytics, machine learning and computer science. This brief guide will get you … Read more →

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# Who R You?

2022-07-25

This is a minimal example of using the bookdown package to write a book. The output format for this example is bookdown::gitbook. […] Hi everyone, this is the starting point. I used this class as a way to force myself to learn R and I am glad that I did. I was skeptical of R for years,I tried to learn it before and was like this sucks. Impenetrable. I think the book we’re going to use helps with that, but also the community aspect is super important. Try the stuff and if you run into a problem ask our little community, Stronger Together. As I write this I don’t really know R……and that’s ok! … Read more →

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# BASIC STATISTICS

2022-07-25

BASIC STATISTICS […] … Read more →

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# Science Research Methods: Tutorials

2022-07-25

TUTORIALS for quantitative research in science, engineering and health (including research design, hypothesis testing and confidence intervals in common situations) […] This book has been prepared for use with the book Scientific Research and Methodology, to be used in the course Science Research Methods at the University of the Sunshine Coast (USC). This course is an introduction to quantitative research methods in the scientific, engineering and health disciplines. It introduces the whole research process, from asking a research question to analysis and reporting of the data. The focus, … Read more →

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# STM1001 Topic 4B (Science and Health)

2022-07-25

STM1001 Topic 4B (Science and Health) […] In this topic, we will continue our discussion of internal validity. We will then briefly consider the identification of study limitations, and procedures for collecting … Read more →

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# STM1001 Topic 3B (Science and Health)

2022-07-25

STM1001 Topic 3B (Science and Health) […] In this topic, we will begin by learning about different types of study designs. We will then discuss sampling considerations (external vailidity). Finally, an overview of internal validity will be … Read more →

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# 10 Fundamental Theorems for Econometrics

2022-07-24

This book walks through the ten most important statistical theorems as highlighted by Jeffrey Wooldridge, presenting intuiitions, proofs, and applications. […] A list of 10 econometric theorems was circulated on Twitter citing what Jeffrey Wooldridge claims you need to apply repeatedly in order to do econometrics. As a political scientist with applied statistics training, this list caught my attention because it contains many of the theorems I see used in (methods) papers, but which I typically glaze over for lack of understanding. The complete list (slightly paraphrased) is: As an exercise … Read more →

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# TLTE-889 Project

2022-07-24

TLTE-889 Project […] … Read more →

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# Effective Communication in Team Collaboration

2022-07-23

Effective Communication in Team Collaboration […] This is a guidance written for prospective MBAn students at University of Michigan, Stephem M. Ross School of Business. Congratulations on your excellent academic performance and outstanding leadership that made you a proud Ross MBAn OYM student. Fig.1 MBAn Class of … Read more →

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# Marketing Research

2022-07-23

Placeholder for interesting knowledge in marketing […] No prerequisites required to read this … Read more →

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# Machine Learning for Biostatistics

2022-07-22

Machine Learning for Biostatistics […] This module will cover traditional methods for prediction of continuous outcomes and categorical ones. In machine learning, these methods are known as regression (for continuous outcomes) and classification (for categorical outcomes) methods. This sometimes is a bit confusing given that, despite its name, logistic regression is a classification method under this terminology because in statistics, regression is used to refer to many models associating any type of outcomes with independent variables. In this module we are going to review the linear regression … Read more →

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# An Introduction to R for Research

2022-07-22

This text was written to provide Wright State University MPH students an introduction to the R programming language for use in research. […] This online book was written to provide Wright State University MPH students an introduction to the R programming language for use in research. The datasets used in this text are not being made publicly available. If you are using this material as part of a Wright State University course or tutorial, datasets will be provided to you by the instructor or in your learning management system. If you have any comments or suggestions, feel free to contact me … Read more →

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# R Development Guide

2022-07-22

A guide to R development. […] Initial chapters of this guide were developed by Saranjeet Kaur Bhogal, in a project funded by the R Foundation, mentored by Heather Turner and Michael Lawrence. It draws on documentation and articles written by the R Core Team. This guide has benefited from contributions and reviews by the following (names are in alphabetical order): Bettina Gruen, Carol Willing, Gabriel Becker, Kara Woo, Lluís Revilla Sancho, Maya Gans, Michael Chirico, Mine Cetinkaya-Rundel, Toby Dylan … Read more →

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# Targeted Learning in R

2022-07-21

An open source handbook for causal machine learning and data science with the Targeted Learning framework using the tlverse software ecosystem. […] Targeted Learning in R: Causal Data Science with the tlverse Software Ecosystem is an open source, reproducible electronic handbook for applying the Targeted Learning methodology in practice using the tlverse software ecosystem. This work is currently in an early draft phase and is available to facilitate input from the community. To view or contribute to the available content, consider visiting the GitHub repository. The contents of this handbook are … Read more →

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# Introductory predictive analytics and machine learning in education and healthcare

2022-07-20

This textbook accompanies the course HE-930 in the PhD in HPEd program at MGH Institute of Health Professions. This book introduces students to basic predictive analytics and machine learning, with examples and applications related to education and healthcare. […] This textbook accompanies the course HE-930—Statistics/Predictive Analytics for Health Professions Education—in the PhD in HPEd program at MGH Institute of Health Professions. HE-930 is a data analytics course that introduces students to basic predictive analytics (PA) and machine learning (ML), with examples and applications … Read more →

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# A Pre-Arrival Guide For Incoming & Prospective Students

2022-07-20

A Pre-Arrival Guide For Incoming & Prospective Students […] This book aims primarily as a general guideline for students who have accepted their admission into the University of Illinois at Urbana Champaign (UIUC for short). Secondarily, we’re also working on detailing life at the university as Malaysians in this book for those who are interested in the university, but do not know much. This book is still heavily a work in progress, so we’re prioritizing writing the pre-arrival sections! A printable version of this book is being worked on. In the meantime, this older Google Doc that we have … Read more →

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# Tutorial

2022-07-20

This is a tutorial on machine learning-based causal inference. […] This tutorial will introduce key concepts in machine learning-based causal inference. It’s an ongoing project and new chapters will be uploaded as we finish them. A tentative list of topics that will be covered: Please note that this is currently a living document. Chapters marked as “beta” may change substantially and are in most need of feedback. If you find any issues, please feel free to contact Undral Byambadalai at undralb@stanford.edu. The “changelog” below will keep track of major updates and additions. We’ll … Read more →

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# Philosophical Ethics

2022-07-19

This book is an introduction to philosophical ethics intended for use in high school or college classes. It includes chapters on logic and argumentation, major philosophical approaches to ethics and a few chapters outlining topics in applied ethics. … Read more →

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# Regression and Analysis of Variance

2022-07-18

Course notes for Regression and Analysis of Variance (STAT 705) at Kansas State University for Summer 2022 […] This document contains the course notes for Regression and Analysis of Variance at Kansas State University (STAT 705). During the semester we will cover the basics such as regression and ANOVA modeling, parameter estimation, model checking, inference, and prediction. We may also cover modern topics such as regularization, random effects, generalized linear models, machine learning approaches, and Bayesian regression and … Read more →

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# R para principiantes aplicado a ciencias de la salud. Curso PROINNOVA

2022-07-18

Este pequeño compendio contiene los ejercicios del curso R para principiantes aplicado a ciencias de la salud […] Este curso se encuentra pensando para aquellos que desean introducirse al mundo de la programación, específicamente para aquellos, que desean conocer los aspectos básicos sobre el uso de R como herramienta estadística aplicada a las ciencias de la salud. Este curso está dirigido a personas que nunca han usado R o ningún otro lenguaje de programación, ni tiene conocimiento previo de probabilidad y estadística. En este curso se abordará el uso de R desde 0, se revisarán aspectos … Read more →

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# Otago Marine Core Sediment Facility MPI Transitional Facility Manaual for Holding and Processing Uncleared Risk Goods

2022-07-18

Otago Marine Core Sediment Facility MPI Transitional Facility Manaual for Holding and Processing Uncleared Risk Goods … Read more →

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# QCA with \textsf{R}

2022-07-17

The main manual for the QCA package in R […] The initial idea to write this book emerged in August 2016, with the intention to update the description of package QCA in R. A lot of things have changed since the appearance of the previous user guide five years ago, when the package reached version 1.0-0. Most of the commands are backwards compatible, meaning that all examples from the previous guide still work with the current version of the package. There are some minor but important differences, for instance the function calibrate() has its default changed from type = “crisp” to type = … Read more →

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2022-07-16

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# 数据科学中的 R 语言

2022-07-16

This book is an overview of how practitioners can acquire, wrangle, visualize, and model data with the R and Stan. […] 你好，这里是四川师范大学研究生公选课《数据科学中的R语言》的课程内容。R语言是统计编程的第一语言，近几年Tidyverse的推出大大降低了R语言的学习难度。Tidyverse是一系列R包的集合，包含了dplyr、ggplot2、tidyr、stringr等，从数据导入预处理，再到高级转化、可视化、建模和展示。因为其代码清晰可读的编程风格，得到越来越多人的喜爱。考虑到大家来自不同的学院，有着不同的学科背景，因此讲授的内容不会太深奥（要有信 … Read more →

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# The Book of Knowledge

2022-07-15

Kai Aragaki, Bridget McGuire Welcome! This book is a central repository of protocols used in the McConkey … Read more →

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# Data Science for Psychologists

2022-07-15

This book provides an introduction to data science that is tailored to the needs of students in psychology, but is also suitable for students of the humanities and other biological or social sciences. This audience typically has some knowledge of statistics, but rarely an idea how data is prepared for statistical testing. By using various data types and working with many examples, we teach strategies and tools for reshaping, summarizing, and visualizing data. By keeping our eyes open for the perils of misleading representations, the book fosters fundamental skills of data literacy and cultivates reproducible research practices that enable and precede any practical use of statistics. Read more →

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# Notes for Nonparametric Statistics

2022-07-15

Notes for Nonparametric Statistics. MSc in Statistics for Data Science. Carlos III University of Madrid. [...] Welcome to the notes for Nonparametric Statistics. The course is part of the MSc in Statistics for Data Science from Carlos III University of Madrid. The course is designed to have, roughly, one session per each main topic in the syllabus. The schedule is tight due to time constraints, which will inevitably make the treatment of certain methods somehow superficial. Nevertheless, the course will hopefully give you a respectable panoramic view of different available topics on ... Read more →

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# myblog - My Reading Logs

2022-07-15

Welcome to this … Read more →

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# 释放潜能：社会责任投资助力乡村振兴

2022-07-15

2022年社会责任投资报告 […] 构建一个包容、平等的社会已经成为人们的普遍诉求；在地球可以承载的范围内追求物质繁荣也成为国际社会广泛认可的发展观念。对于中国而言，可持续发展离不开乡村振兴。构建包容社会需要缩小城乡差距，应对气候变化需要提高农民抵御气候风险的能力，而保护生态环境则需要改变粗放的农业生产方式。 达到这些目标，不仅需要提升农业农村基础设施、发展乡村产业，还需要提高公共服务水平、推动乡村生态产品价值实现。这些都需要资金投入，但地方主体普遍面临融资困境。县级财政捉襟见肘，影响乡村公共品的水平和质量。农村中小银行资本金不足，限制了它们进一步向农村地区市场主体提供信贷支持的能力。乡村的能人志士和企业家是内生动力，融资问题制约了他 … Read more →

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# Advances in Necessary Condition Analysis

2022-07-14

Necessary Condition Analysis (NCA) is an emerging research method that is based on necessity logic. If a condition is not present, the outcome will not exist. Other factors cannot compensate for its absence. This is different from common causal reasoning where factors produce the outcome and can be compensated. The book intends to support users, readers and reviewers of NCA to better understand the method. Read more →

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2022-07-13

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# Introduction to Regression Methods for Public Health Using R

2022-07-13

An introduction to regression methods using R with examples from public health datasets and accessible to students without a background in mathematical statistics. […] This is a FIRST DRAFT and is not yet peer reviewed. The goal is publication as a printed version (through CRC Press) with the online version remaining freely available. I am hopeful the review process will be complete by the end of 2022. Status If you have any comments or suggestions, feel free to contact me at ramzi.nahhas@wright.edu. Thank you! This text is suitable as a second biostatistics course for Master of Public … Read more →

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# Data Analysis in R

2022-07-13

This is a text that covers the principles and practices of handling and analyzing data. … Read more →

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# Data Integration, Manipulation and Visualization of Phylogenetic Trees

2022-07-13

Master ggtree package suite to handle tree with data. […] I am so excited to have this book published. The book is meant as a guide for data integration, manipulation and visualization of phylogenetic trees using a suite of R packages, tidytree, treeio, ggtree and ggtreeExtra. Hence, if you are starting to read this book, we assume you have a working knowledge of how to use R and ggplot2. The development of the ggtree package started during my PhD study at the University of Hong Kong. I joined the State Key Laboratory of Emerging Infectious Diseases (SKLEID) under the supervision of Yi Guan … Read more →

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# R Graphics Cookbook, 2nd edition

2022-07-13

This cookbook contains more than 150 recipes to help scientists, engineers, programmers, and data analysts generate high-quality graphs quickly—without having to comb through all the details of R’s graphing systems. Each recipe tackles a specific problem with a solution you can apply to your own project and includes a discussion of how and why the recipe works. […] Welcome to the R Graphics Cookbook, a practical guide that provides more than 150 recipes to help you generate high-quality graphs quickly, without having to comb through all the details of R’s graphing systems. Each recipe … Read more →

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# Interpretable Machine Learning

2022-07-12

Machine learning algorithms usually operate as black boxes and it is unclear how they derived a certain decision. This book is a guide for practitioners to make machine learning decisions interpretable. […] Machine learning has great potential for improving products, processes and research. But computers usually do not explain their predictions which is a barrier to the adoption of machine learning. This book is about making machine learning models and their decisions interpretable. After exploring the concepts of interpretability, you will learn about simple, interpretable models such as … Read more →

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# lab-workbook.knit

2022-07-11

This is the workbook you will use for the Quantitative Methods in the Social Sciences lab sessions. […] Welcome to the Quantitative Methods in the Social Sciences lab! The online version of this book is licensed under the Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International … Read more →

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# Indigenous Languages of Latin America

2022-07-11

Project looking at populations that speak indigenous languages […] Exploration of populations in Latin America that speak indigenous languages as well as their literacy … Read more →

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# Econometria com Simulação e Visualização de Dados

2022-07-11

This is a minimal example of using the bookdown package to write a book. The HTML output format for this example is bookdown::gitbook, set in the _output.yml file. ... Read more →

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# Introduction to R for Data Science: A LISA 2020 Guidebook

2022-07-10

Introduction to R for Data Science: A LISA 2020 Guidebook […] Data science is emerging as a vital skill for researchers, analysts, librarians, and others who deal with data in their personal and professional work. In essence, data science is the application of the scientific method to data for the purpose of understanding the world we live in. More specifically, data science tasks emerge from an interdisciplinary amalgam of statistical analysis, computer science, and social science research conventions. Although other programming languages such as python exceed R in general popularity, R … Read more →

56

# Kinesiska

2022-07-09

Kinesiska […] R is a programming language and environment for statistical computing and graphics. This brief guide will get you … Read more →

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2022-07-09

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# Meta-Workflow

2022-07-09

This is a workflow for metabolomics studies. […] This is an online handout for mass spectrometry based metabolomics data analysis. It would cover a full reproducible metabolomics workflow for data analysis and important topics related to metabolomics. Here is a list of topics: This is a book written in Bookdown. You could contribute it by a pull request in Github. A workshop based on this book could be found here. Meanwhile, a docker image xcmsrocker is available for metabolomics reproducible research. R and Rstudio are the software needed in this … Read more →

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2022-07-09

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# 自然生活的数学原理

2022-07-09

《自然生活的数学原理》，又名《新毕达哥拉斯主义》是一本于 2222 年出版的小册子，曾获得《银河系漫游指南》编辑认可而入选附录，但因编辑当天在厕所里作出录用决策后发现没带纸而失去机会，目前以薛定谔的猫态存在于作者脑中，旨在用最简单的数学原理进行日常生活决策，不断提升或降低生活幸福感。 生活在地球上的灵长类人类是一种奇怪的智慧动物，其进化后遗症包括但不限于没有发情期或者说性成熟后每时每刻都处于发情期、机体废气排放机制经常失灵、意识对行为存在虚幻的控制解释等等。 … Read more →

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# R 语言学习笔记

2022-07-09

R 语言学习笔记 […] 首先要下载并安装 r 和 rstudio, 操作在 rstudio 中进行。 学习资源：MarinStatsLectures - Home【麦子】R语言系列课程3：方差分析_哔哩哔哩 (゜-゜)つロ … Read more →

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2022-07-09

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# STM1001 Topic 1: Introduction to statistics and presenting data

2022-07-08

STM1001 Topic 1 […] Where are we headed in this subject? In this subject, we will be learning how to Make Sense of Data. One of the most important tools we can use to do so is Statistics. What is Statistics? Statistics allows us to make sense of data. It involves collecting, describing, and analysing data, and sometimes drawing conclusions from data. In a nutshell, the above definition describes exactly what we will be doing throughout this subject. We will be learning about how to collect data. Once we have a data set, how can we then make sense of it? It is always a good idea to begin by … Read more →

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# Statistical Tools for Causal Inference

2022-07-08

This is an open source collaborative book. […] Tools of causal inference are the basic statistical building block behind most scientific results. It is thus extremely useful to have an open source collectively aggreed upon resource presenting and assessing them, as well as listing the current unresolved issues. The content of this book covers the basic theoretical knowledge and technical skills required for implementing staistical methods of causal inference. This means: This book is geared for teaching causal inference to graduate students that want to apply statistical tools of causal … Read more →

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# Introduction to Data Science

2022-07-07

This book introduces concepts and skills that can help you tackle real-world data analysis challenges. It covers concepts from probability, statistical inference, linear regression and machine learning and helps you develop skills such as R programming, data wrangling with dplyr, data visualization with ggplot2, file organization with UNIX/Linux shell, version control with GitHub, and reproducible document preparation with R markdown. Read more →

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# DOCUMENTATION AND METHODOLOGY

2022-07-06

This is a minimal example of using the bookdown package to write a book. set in the _output.yml file. The HTML output format for this example is bookdown::gitbook, [...] Kcov is a code coverage tool which analyzes which lines of code are executing and which are not executed when the test suite (e.g: test-unit or test-kat) runs. In other words, it helps us to measure the efficiency of tests implementations. Noticing that a function is not covered as expected can be a signal check if there is a test implementation for this function in the test-suite. If the coverage of a function ... Read more →

67

# R-Shiny-Book.knit

2022-07-06

This book is for the beginner, intermediate and advanced R programmer looking to produce higher level reporting and advanced visualization techniques using R Shiny. […] … Read more →

68

# bookdown: Authoring Books and Technical Documents with R Markdown

2022-07-06

A guide to authoring books with R Markdown, including how to generate figures and tables, and insert cross-references, citations, HTML widgets, and Shiny apps in R Markdown. The book can be exported to HTML, PDF, and e-books (e.g. EPUB). The book style is customizable. You can easily write and preview the book in RStudio IDE or other editors, and host the book wherever you want (e.g. bookdown.org). Read more →

69

# Régression linéaire avec R

2022-07-06

This is a minimal example of using the bookdown package to write a book. The HTML output format for this example is bookdown::bs4_book, set in the _output.yml file. [...] Ce livre s’adresse tout d’abord aux étudiants de 1ère année du cycle ingénieur de Polytech Angers à l’Université d’Angers et se veut un support pédagogique pour le cours de Statistiques de Base pour l’Ingénieur. Deuxièmement, le livre peut intéresser tous ceux et celles qui souhaitent approfondir les concepts statistiques liés à la régression linéaire simple et multiple. Pour la bonne compréhension des aspects théoriques, ... Read more →

70

# An introduction to using RUV-III-NB: Removing unwanted variation in single cell RNA-seq data

2022-07-06

This is an introduction to using RUV-III-NB (Salim et al. 2022) for removing unwanted variations from single cell RNA sequencing data. […] This is an introduction to using RUV-III-NB for removing unwanted variation from single cell RNA sequencing data (Salim et al. 2022). The first section RUV-III-NB model below briefly explains the statistical methodology behind RUV-III-NB. Readers who are not interested in the methodology can move straight to Preliminary settings. RUV-III-NB models the raw count for gene (g) and cell (c), (y_{gc}), as Negative Binomial (NB), (y_{gc} \sim … Read more →

71

# Fantastic Genes and Where to Find Them

2022-07-05

Fantastic Genes and Where to Find Them […] First, I would like to acknowledge the Genome Education Partnership (GEP) for inspiration. They created a resource for learning about Eukaryotic gene structure using the UCSC Genome Browser (Laakso et al. 2017). Their focus is on the Drosophila genome. My focus is on humans. This manual has been written for a undergraduate course entitled Principle of Genetic analysis (BIOL 310) at Cal State University, East Bay but can be used by anyone wanting to learn more about gene structure and function. My hope is that skills learned within these pages and … Read more →

72

# Introducción a la minería de datos

2022-07-05

This is a minimal example of using the bookdown package to write a book. The HTML output format for this example is bookdown::gitbook, set in the _output.yml file. [...] Estas son las notas de clase para la asignatura de Fundamentos de Data Mining y Big Data del Grado en Inteligencia de Negocios de CEU San ... Read more →

73

2022-07-05

74

# blogdown: Creating Websites with R Markdown

2022-07-04

A guide to creating websites with R Markdown and the R package blogdown. […] A note from the authors: Some of the information and instructions in this book are now out of date because of changes to Hugo and the blogdown package. If you have suggestions for improving this book, please file an issue in our GitHub repository. Thanks for your patience while we work to update the book, and please stay tuned for the revised version! In the meantime, you can find an introduction to the changes and new features in the v1.0 release blog post and this “Up & running with blogdown in 2021” blog post. … Read more →

75

# R Markdown Cookbook

2022-07-04

This book showcases short, practical examples of lesser-known tips and tricks to helps users get the most out of these tools. After reading this book, you will understand how R Markdown documents are transformed from plain text and how you may customize nearly every step of this processing. For example, you will learn how to dynamically create content from R code, reference code in other documents or chunks, control the formatting with customer templates, fine-tune how your code is processed, and incorporate multiple languages into your analysis. Read more →

76

2022-07-04

77

# STM1001 Topic 7: One-way ANOVA

2022-07-02

STM1001 Topic 7 […] In the previous topic, we learnt how to test for differences in means between two independent groups via the independent samples (t)-test. This was a situation where the independent variable was a categorical variable with only two categories. What happens when we want to test for differences in means between two or more independent groups? In this case, we can use one-way Analysis of Variance, commonly referred to as one-way ANOVA. What type of variables are required for a one-way ANOVA? A one-way ANOVA will always involve two variables: For example, let’s consider a … Read more →

78

# STM1001 Topic 6: t-tests for two-sample hypothesis testing

2022-07-02

STM1001 Topic 6 […] Having learnt in the previous topic about Hypothesis Testing via the one-sample (t)-test, this week we will extend our knowledge to two more types of (t)-tests: the two-sample (t)-test for independent samples, and the two-sample (t)-test for dependent (paired) samples. Throughout this topic, we will refer to these tests as the independent samples (t)-test and the paired (t)-test respectively. In this topic, we will learn what each of these tests are via examples, as well as the following important steps: Finally, in addition to learning how to determine … Read more →

79

# Pengantar Pemrograman R dan RStudio

2022-07-01

Buku pengenalan pemrograman R versi Bahasa Indonesia. Buku ini ditulis untuk menuangkan ide dan berbagi pengetahuan berdasarkan hasil belajar, pengalaman melakukan pekerjaan dan penelitian di beberapa bidang sebagai konsultan analisis data, maupun karyawan di sebuah perusahaan. Di dalam buku ini akan dibahas dasar-dasar R sebagai alat bantu untuk analisis data. Buku ini juga akan membahas cara berinteraksi dengan R melalui RStudio mulai dari download dan install R & RStudio hingga eksplorasi data. Read more →

80

# Statistika dan Sains Data untuk Bisnis

2022-07-01

Menggunakan analisis data sebagai penunjang utama pengambilan keputusan dan pengembangan bisnis. Buku ini ditulis untuk menuangkan ide berbagi pengetahuan berdasarkan hasil belajar, pengalaman melakukan pekerjaan dan penelitian di beberapa bidang bisnis sebagai konsultan analisis data, maupun karyawan di sebuah perusahaan. Tujuan utama dari buku ini adalah untuk membantu Anda yang ingin belajar analisis data menggunakan R melalui pendekatan bisnis ataupun Anda yang ingin belajar bahasa pemrograman R dari dasar. Contoh kasus yang disajikan diharapkan dapat memperdalam pemahaman pembaca mengenai materi dari sisi permasalahan bisnis yang dapat diselesaikan. Read more →

81

# Introduction to R for Health Data Science

2022-07-01

Introduction to R course, as used on MSc Health Data Science […] As a health data scientist, it is vitally important that you have a firm understanding of a statistical programming language, and that you can work in a clear, reproducible fashion. This course will provide you with the baseline skills to use R for health data science. Get you ‘up and running’ using R and RStudio on your machine. Introduce the basics of programming in R (a key skill for a health data scientist). Introduce good practices of workflows and reproducibility in data science. Enable you to develop your skills … Read more →

82

# R语言echarts4r中文手册

2022-07-01

This is a minimal example of using the bookdown package to write a book. The HTML output format for this example is bookdown::gitbook, set in the _output.yml file. [...] ECharts是一个基于JavaScript的开源可视化图表库，由于其交互性强、使用简单、界面美观、自定义程度强等特点被广泛应用，国内互联网公司内部多使用此开源库制作内部的数据中台或业务看板。ECharts最初由百度团队开源，并于2018年初捐赠给Apache基金会，成为ASF孵化级项目。John Coene将基于javascript的echarts库成功与R语言结合，构建成echarts4r包，使得R的使用 ... Read more →

83

# Series de Tiempo

2022-06-30

Este documento está en construcción. Tiene por objetivo recoger material necesario para impartir un curso aplicado en modelización de Series de Tiempo. Puede dividirse en tres grandes componentes: i) Análisis exploratorio y descomposición, 2) modelización de series univariantes (incluye, ARIMA, ARCH y GARCH) y i) modelización de series multivariantes, expecíficamente de Modelos Vectoriales Autorregresivos (VAR). En la medida de lo posible el documento trabaja con series de tiempo del Ecuador. Además, el software utilizado para el análisis, estimación y predicción es R. Otros contenidos … Read more →

84

# Computer Intensive Statistics: APTS 2021–22 Supporting Notes

2022-06-30

Computer Intensive Statistics: APTS 2021–22 Supporting Notes […] These notes were intended to supplement the Computer Intensive Statistics lectures and laboratory sessions rather than to replace or directly accompany them. As such, material is presented here in an order which is logical for reference purposes after the week and not precisely the order in which it was to be discussed during the week. There is much more information in these notes concerning some topics than would have been covered during the week itself. One of their main functions is to provide pointers to the relevant … Read more →

85

# A Research about the Employee’s Motivation for Knowledge Sharing and Employee Creativity

2022-06-30

This is a minimal example of using the bookdown package to write a book. set in the _output.yml file. The HTML output format for this example is bookdown::bs4_book, [...] A Research about the Employee’s Motivation for Knowledge Sharing and Employee Creativity: A Case Study from the Industrial Park of Jiujiang National Economic and Technology Development Zone WEI PAN Master of Business Administration Program in Business Administration Innovation College North-Chiang Mai University August 2022 First, I would ... Read more →

86

# Crime by the Numbers: A Criminologist’s Guide to R

2022-06-30

A guide to learning R for the purpose of conducting quantitative research. This covers collecting and cleaning data, and visualizing it in graphs and maps. […] This book introduces the programming language R and is meant for undergrads or graduate students studying criminology. R is a programming language that is well-suited to the type of work frequently done in criminology - taking messy data and turning it into useful information. While R is a useful tool for many fields of study, this book focuses on the skills criminologists should know and uses crime data for the example data sets. … Read more →

87

# Interstate Conflict

2022-06-29

This is a graduate-level seminar on interstate conflict. I started teaching this course at the University of Salzburg in 2022. The intention of maintaining this website is to facilitate my teaching and to keep track of the resources. Feel free to use this website for education purposes. If you see any errors or have suggestions, please do let me know (contact me). The syllabus of this class can be downloaded here: Conflict. Please right click on the link and download or open it in a new … Read more →

88

# Course script for SICSS Paris

2022-06-28

This book serves as an accompanying script for the R sessions of the 2022 Summer Institute for Computational Social Science (SICSS), taking place at the Institut Polytechnique de Paris. […] Dear student, if you read this script, you are either participating in the SICSS itself or came across it while browsing for resources for your studies. In any case, if you find inconsistencies or mistakes, please do not hesitate to point them out by shooting an email to felix.lennert@ensae.fr. This script will introduce you to the automated acquisition and subsequent quantitative analysis of text data … Read more →

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2022-06-28

90

# Base de Datos

2022-06-27

Base de Datos: El camino de los datos a la información […] Este libro es el primero de una serie sobre datos e información y que pretende abarcar todos los aspectos del manejo de datos, desde una base local hasta Big Data pasando por aspectos de analítica de datos y ciencia de datos. Componentes de la serie: Estamos viviendo en una civilización basada en información, donde esta se transa y valora, donde todo objeto/persona es fuente de información que se utiliza con distintos fines. El valor de la información esta basado en la calidad y eficiencia de los datos que la conforman. La … Read more →

91

# Introduction to Data Science

2022-06-27

This book provides an introduction to data science for students of any discipline with little or no background in data analysis or computer programming. Based on notions of representation, measurement, and modeling, we examine key data types (e.g., logicals, numbers, text) and learn to clean, summarize, transform, and visualize (rectangular) data. By reflecting on the relations between representations, tasks, and tools, the course promotes data literacy and cultivates reproducible research practices that precede and enable practical uses of programming or statistics. This book is still being written and revised. It currently serves as a scaffold for a curriculum that will be filled with content as we go along. Read more →

92

# Introduction to International Relations

2022-06-27

Important notice: Given the university email system is off, please send me emails via zengyuleng (at) gmail.com This is an undergraduate-level seminar on international relations. I started teaching this course at the University of Salzburg in 2022. The intention of maintaining this website is to facilitate my teaching and to keep track of the resources. Feel free to use this website for education purposes. If you see any errors or have suggestions, please do let me know (contact me). The syllabus of this class can be downloaded here: IntroIR. Please right click on the link and download or … Read more →

93

# Fundamentals of Wrangling Healthcare Data with R

2022-06-27

Fundamentals to Data Wrangling and programming with R v 4.1; examples with Health Related Data […] Data Wrangling is the process of gathering, selecting, transforming and mapping “raw data” into another format with the intent of making it more appropriate and valuable for a variety of downstream analytic purposes. The Primary goal in data wrangling is to assure quality and useful data. Also known as “data cleaning”, “data processing”, or “data munging”; many professionals will tell you that data management related tasks will consume upwards of 80% of their time, leaving only 20% for … Read more →

94

# Simulation Models of Cultural Evolution in R

2022-06-24

This tutorial shows how to create very simple simulation or agent-based models of cultural evolution in R [...] This tutorial shows how to create very simple simulation or agent-based models of cultural evolution in R (R Core Team 2021). Currently these are: Each model is contained in a separate RMarkdown (Rmd) file. You can either (i) download each of these Rmd files from https://github.com/amesoudi/cultural_evolution_ABM_tutorial then open them in RStudio or another IDE, executing the code as you read the explanatory text, or (ii) read the online version of the tutorial at ... Read more →

95

# PDS Documentation Hub

2022-06-24

PDS Documentation Hub […] Extraction The data contained in Enroll-HD PDS5 was extracted from the Enroll-HD electronic data capture (EDC) database on October 31, 2020, at 23:00 UTC. Data sources The PDS5 dataset encompasses data exclusively from Enroll-HD participants, collected from several sources. These sources are the Enroll-HD study, the REGISTRY study, and clinical data collected in adhoc visits outside of the aforementioned studies. Enroll-HD is an observational cohort study and global clinical research platform designed to facilitate Huntington’s disease (HD) clinical research. It … Read more →

96

# Lab Manual for the No Name Lab

2022-06-23

This is the lab manual for the no-name lab. […] Welcome to the No-Name Lab [NEED A BETTER NAME] at the University of Wisconsin, Parkside! If you are reading our lab manual because you recently joined the lab, welcome! If you are a current member of the lab, frequently refer to our lab manual to refresh our guidelines, policies, platforms, among others. We also look forward to learn and research together. We also welcome you to read this manual if you are looking for tips and tricks for your own manual. It’s also a work in progress; therefore, updates are implemented as we move forward. If … Read more →

97

# Analyzing single-case data with R and scan

2022-06-23

This is a book on analyzing single-case data but also on how to do this using the R package scan […] Version 22.06 (build 7) Note: The cover has been designed by Tony Wilbert and Henry Ritter. Thanx for … Read more →

98

# A Guide to Getting Started with R

2022-06-22

A Guide to Getting Started with R […] This is a guide to the text, Getting Started with R: An Introduction for Biologists 2nd … Read more →

99

# Long-form recordings: From A to Z

2022-06-22

This bookdown contains the scripts of instructional videos created in the context of the ExELang Project (exelang.fr). It is available from . Alejandrina Cristia is grateful for the funding and institutional support from Agence Nationale de la Recherche (ANR-17-CE28-0007 LangAge, ANR-16-DATA-0004 ACLEW, ANR-14-CE30-0003 MechELex, ANR-17-EURE-0017); a J. S. McDonnell Foundation Understanding Human Cognition Scholar Award; and an ERC Consolidator grant (ExELang, 2021-2026). The funders had no role in the production of this bookdown or the associated videos. Alejandrina Cristia and Sara Pisani … Read more →

100

# Report BSM

2022-06-22

Report BSM […] This is continuation of the study reported in (Capitani et al. … Read more →

101

# openair book

2022-06-21

This document has been a long time coming. The openair project started with funding from the UK Natural Environment Environment Research Council (NERC) over 10 years ago. The main aim was to fill a perceived gap in that there was a lack of a dedicated set of easily accessible, open source tools for analysing air quality data. At that time R was becoming increasingly popular but far, far less than it is today. openair is a product of the time it was started and used the highly capable lattice package for plotting. This was a time before ggplot2 and the ‘tidyverse’. Nevertheless, the package is … Read more →

102

# Responsible applied statistics in R for behavioral and health data (working title)

2022-06-20

This textbook accompanies the course HE-902 in the PhD in HPEd program at MGHIHP (http://mghihp.edu/phdhped). HE-902 is a statistics course that equips students to analyze healthcare and/or behavioral data in R. […] This textbook accompanies the course HE-902—Advanced Statistical Modeling for Health Professions Education—in the PhD in HPEd program at MGH Institute of Health Professions. HE-902 is a statistics course that equips students to analyze healthcare and/or behavioral data in R. This online textbook is the main resource to guide you through the course HE-902 in the Spring 2022 … Read more →

103

2022-06-20

368

# R @ Ewha (Sunbok Lee)

2021-11-08

R @ Ewha (Sunbok Lee) […] Hi everyone, welcome to the course. This is the introduction to R course at Ewha Womans University. R is a great programming language for statistical analysis and data science. I hope you enjoy R in this course and find many useful applications for your own field. This course is designed for students who don’t have any programming background in social science. In this lecture note, this font represents R commands, variable names, and package names. In order to maximize your learning in this semester, you should read the weekly reading assignment in our … Read more →

369

# Survey data in the field of economy and finance

2021-11-07

This is the full book written in preparation for my course on “Survey data in the field of economy and finance” given at the University of Luxembourg (Master 2 ‘Economy and Finance’). […] Counting a population through censuses has been a long established practice which dates back to thousand years BC. Babylonians, Egyptians, Romans etc. used to resort to population censuses to support important economic decisions in terms of taxation, labour force scaling, food distribution etc. Censuses are usually regarded as error-free data sources leading to statistics with highest accuracy. On the … Read more →

370

# Time Series Analysis

2021-11-06

Time series analysis using R. […] These notes are based on the Time Series with R skill track at DataCamp and Rob Hyndman’s Forecasting: Principles and Practice (Rob J Hyndman 2021). I organized them into a section on working with a tsibble (time series tibble) (chapter 1), a section on data exploration (chapter 2), and then four sections on models. Forecasts aren’t necessarily based on time series models - you can perform a cross-sectional regression analysis of features, possibly including time-related features such as month of year (chapter 3). Time series forecasts are a specific type … Read more →

371

# Kurse Notitzen

2021-11-06

Notitzen sammeln […] Das ist nur ein “Buch” die Notitzen aus Kurse zu sammeln. Alle Kurse sind in der Master Studiengang Hydrologie an der TU Dresden geplant, die Notitzen grunden auf den Skripten aus … Read more →

372

# Uma Introdução à Programação com o R

2021-11-05

Livro que é resultado das notas de aula do curso de Programação Estatística do Departamento de Estatística da Universidade Federal Fluminense - UFF. […] Este texto foi desenvolvido a partir das notas de aula da disciplina de Programação Estatística, oferecida pelo Departamento de Estatística da Universidade Federal Fluminense (UFF). A ideia principal dessa disciplina, e também deste ebook, é reforçar conceitos de programação de computadores no Programa R. Dessa forma, o aluno passa a ver o Programa R não só como um software estatísticos com pacotes prontos, mas também como uma linguagem de … Read more →

373

# ISLR tidymodels Labs

2021-11-05

tidymodels lab sections mirroring ISLR labs […] This book aims to be a complement to the 2nd version An Introduction to Statistical Learning book with translations of the labs into using the tidymodels set of packages. The labs will be mirrored quite closely to stay true to the original material. all listed changes will be relative to the 1st version. This book was written in RStudio using bookdown. The website is hosted via GitHub Pages, and the complete source is available on GitHub. This version of the book was built with R version 4.1.0 (2021-05-18) and the following … Read more →

374

# R para Psicólogos

2021-11-04

Esse é o começo de um projeto lindo!. […] ESSA PARTE VAI MUDAR This is a sample book written in Markdown. You can use anything that Pandoc’s Markdown supports, e.g., a math equation (a^2 + b^2 = c^2). The bookdown package can be installed from CRAN or Github: Remember each Rmd file contains one and only one chapter, and a chapter is defined by the first-level heading #. To compile this example to PDF, you need XeLaTeX. You are recommended to install TinyTeX (which includes XeLaTeX): https://yihui.name/tinytex/. … Read more →

375

# BS0004 Code Annotations

2021-11-04

This is a minimal example of using the bookdown package to write a book. The HTML output format for this example is bookdown::gitbook, set in the _output.yml file. [...] This document documents (no pun intended) my code and my workflow for the cancer dataset that Sean found a couple of days ago. I intend to - using the dataset - build several supervised machine learning classifiers to predict the status of cancer patients. I will then evaluate the performance of these models using the content taught in week 9; Furthermore, if possible, I think I will also try to perform GO term ... Read more →

376

# Designcraft for experiments

2021-11-04

This is a set of at-home practical exercises for experimental design. […] Welcome to experimental design. There are two sets of three exercises provided to explore principles for better experiments. This is a simple book to support the practical, at-home learning associated with experimental design. The text ‘Experimental Design for the Life Sciences’ underpins the design principles (Ruxton and Colgrave. 2018). Life is an experiment. Individually and collectively. We experiment everyday. This is an opportunity to formalize some of those processes and make the learning from experimental … Read more →

377

# Introduction to Statistics

2021-11-03

Introduction to Statistics (Stat 1). These notes are based loosely on OpenInto Statistics (Diez, Cetinkaya-Rundel, and Barr) and Introductory Statisics (Weiss). […] What is statistics? There are two ways to think about this: As a field, Statistics provides tools for scientists, practitioners, and laypeople to better understand data. You may find yourself using knowledge from this course in a research lab, while reading a research report, or even while watching the news! Module Learning Objectives/Outcomes After completing Module 1, you will: This module’s outcomes correspond to course … Read more →

378

# New Adolescent Fertility Measures for the Long-term Perspective

2021-11-03

This book presents new demographic measures of adolescent fertility from a long term perspective. […] Current understanding of adolescent fertility is limited by an almost exclusive reliance on one fertility measure—the birth rate per thousand adolescents aged 15-19 (or teen birth rate). The teen birth rate falls short because it cannot: account for childbearing throughout all adolescence convey information about age at first birth in adolescence examine patterns of repeat births in adolescence or look at spacing between repeat adolescent births All of these are important aspects of … Read more →

379

2021-11-03

Linea base indicadores AVGM […] Para la medición de la implementación del Plan Estratégico para el Seguimiento de la Alerta de Violencia de Género contra las Mujeres del Estado de Jalisco. Los indicadores están clasificados de acuerdo al objetivo específico del Plan que buscanmedir,mismos que se enlistan como sigue: En el micrositio de los indicadores de la Alerta de Violencia de Género (AVGM) del Estado de Jalisco podrás encontrar màs información. Porcentaje de servicios forenses en casos de muertes violentas de mujeres, provistos conforme a la debida diligencia y perspectiva de género. … Read more →

380

# The Association Between Travel and Urban Form

2021-11-02

This is a field paper using the bookdown package. The output format for this example is bookdown::gitbook. […] This field paper is for discussing the relationship between travel and urban form.1 The initial motivation is curious about how the travel distance is affected by urban densities. Is this relationship existed universally or just context-dependent? Are these models in literature replicable or reproducible? Part I reviews the related literature and tries to cover the main theories and research in this field. Travel patterns or behaviors as the variable of interest, is associated with … Read more →

381

# Introductory Finance

2021-11-02

Textbook prototype. […] “Introductory Finance” was written by John Geppert and Rob Stein. It was last built on 2021-11-02. This book was built by the bookdown R … Read more →

382

# Statistics for Data Science R Code Guide

2021-11-01

This is a minimal example of using the bookdown package to write a book. The HTML output format for this example is bookdown::gitbook, set in the _output.yml file. […] This guide provides details and examples on using R to perform the kinds of statistical analyses that we’ll use in STAT 255. You may use it as a template, as you write code for your assignments. If you want to work with R from your own computer, you can install it for free using the directions below. This will allow you to work on your assignments whenever and wherever you would like. Mac: Windows: The following chapters walk … Read more →

383

# R: বাংলায় পরচিতি

2021-10-30

Written in Bengali, this book is an introductory textbook. […] description: “This is a minimal bookdown demo. It shows the basics of …” github-repo: “rstudio/bookdown-demo” cover-image: “images/cover.png” ** WORK IN PROGRESS ** এই বইটি শেরেবাংলা কৃষি বিশ্ববিদ্যালয়ের কম্পিউটার ক্লাব আয়োজিত R(আর) পরিচিত ক্লাসের জন্য। বইটি আর মার্কডাউন (rmarkdown) দিয়ে লেখা। বইটির লেখায় কোথায় ভুল পেলে অথবা বইটি সম্পর্কে আপনার মতামত জানাতে Email এই বইটি R(আর) সম্পর্কে প্রাথমিক ধারণা দেওয়ার জন্য তৈরি করা হয়েছে। কম্পিউটার প্রোগ্রামিং একটি বড় বিষয়, R(আর) একটি কম্পিউটার প্রোগ্রাম সুতরাং শুধুমাত্র প্রোগ্রামিং নিয়েই অনেক পড়ার সুযোগ রয়েছে। এই বইটির … Read more →

384

# NL and Malaria in Venezuela

2021-10-30

Nighttime Lights and Malaria in Venezuela … Read more →

385

# STM1001 Topic 11: Statistical Power and Sample Size Calculation

2021-10-27

STM1001 Topic 11 […] When designing a new study, a very useful exercise to carry out is that of determining an appropriate sample size. This is an important step in helping to ensure that the study achieves the outcomes it set out to achieve. As you may be able to imagine, if the sample size is not big enough, then the results of the study may not be strong enough to draw any significant or meaningful conclusions. On the other hand, increasing the sample size can come at a cost in many situations. This is why choosing an appropriate sample size is so important - so that a balance between … Read more →

386

# Nature hacks for life

2021-10-26

A gentle introduction to nature hacks for a better life. […] This is the prework before we meet. Nature deficit disorder is an experiential hypothesis for behavioral ecology. It proposes that humans spending too little time outdoors are more likely to experience behavioral challenges and reductions in cognition and mental well-being. Richard Louv first developed these ideas formally in the book entitled ‘Last child in the woods’ in 2008. A more recent and expansive book was published in 2012 entitled ‘The nature principle’ and another in 2019 entitled ‘Our wild calling’. These works … Read more →

387

# SWBio Bioinformatics course task book

2021-10-26

This is a minimal example of using the bookdown package to write a book. set in the _output.yml file. The HTML output format for this example is bookdown::gitbook, [...] This is the task book for the SWBio Bioinformatics course. This book summarises the tasks that you should work through during the workshops. The first three workshops are planned to be in-person with the instructor(s) present. During those in-person workshops there will be time to complete at least some of the tasks. Later in the week there are remote self-study sessions where you work at your own pace and the ... Read more →

388

# Introduction to R for Econometrics

2021-10-25

Introduction to R for Econometrics […] This is a short introduction to R to go with the first year econometrics courses at the Tinbergen Institute. It is aimed at people who are relatively new to R, or programming in general.1 The goal is to give you enough of knowledge of the fundamentals of R to write and adapt code to fit econometric models to data, and to simulate your own data, working alone or with others. You will be able to: read data from csv files, plot it, manipulate it into the form you want, use sets of functions others have built (packages), write your own functions to compute … Read more →

389

# Bodega de datos

2021-10-22

Notas de clase de Bodega de datos […] Este libro fue construido para ayudar a entender algunas herramientas de Bodega de datos. Estas son las notas de clase del curso Bodega de datos de la MAESTRIA EN INTELIGENCIA DE NEGOCIOS. Acá encontrará los códigos, las lecciones, los ejercicios y tareas dejados por su querida profesora Danna Cruz. Algunos libros y artículos … Read more →

390

# Mixed BART Models: maths and discussion

2021-10-22

Mixed BART Models: maths and discussion […] This documents works as a summary of our work towards building a “Mixed model” style BART. All the maths in detail will be written here, as well as our simulation … Read more →

391

# Aulas e Paletras - Ciência de Dados na Escola Pública

2021-10-18

Este material é uma compilação de encontros do projeto Ciência de Dados na Escolas … Read more →

392

# “Ciência de Dados na Educação Pública: Relatório 2021.1”

2021-10-15

“Ciência de Dados na Educação Pública: Relatório 2021.1” Conhecer e Experimentar para Compreender e … Read more →

393

# Uma introdução gentil à Ciência de Dados

2021-10-14

E-book em desenvolvimento. … Read more →

394

# Remote sensing algorithms to retrieve SPM and CDOM in Québec coastal waters

2021-10-14

This book is the web version of “Remote sensing algorithms to retrieve SPM and CDOM in Québec coastal waters”. It intend to be a comprehensive go-through on the analysis performed during this research. Any software (code) include in this book is licensed under the term of GNU (I have to precise which one …) and can be copied, reused, modified, and distributed under the term of the same license. However, the data analyzed here was acquired at a great cost of human and funding effort and his at least in some part the propriety of the Aquatel lab of UQAR. All the data presents here and in the related … Read more →

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2021-10-14

396

# Using R in Social Work Research

2021-10-13

This is an example of using the bookdown package to write a book. The output format for this example is bookdown::gitbook. […] Our goal for this document is to illustrate the importance of good data analysis practices and how R and companion packages support these practices. We think the R system has many benefits for social work research. R has become the flagship computing environment for many areas of science and has great appeal because it is free and open-access. In addition, free tools like RStudio and R Markdown promote an a replication commitment and open science philosophy … Read more →

397

# La distopia. Modelli e momenti di una tradizione moderna

2021-10-13

Due romanzi per il corso di Letteratura italiana contemporanea 2021 […] I testi raccolti in queste pagine sono formattati in HTML e si adattano alla dimensione dello schermo. Ciò significa che potete leggerli agevolmente su computer, tablet o smartphone. Potete utilizzare l’icona menu (tre righe orizzontali) sulla sinistra per accedere all’indice del libro. Utilizzate invece l’icona < in alto a destra per aprire il pannello coi commenti. Per poter annotare i testi con Hypothesis dovete registrarvi a questo link: https://hypothes.is/signup Dopo esservi registrati e aver confermato la vostra … Read more →

398

2021-10-13

Apuntes de la asignatura de Aprendizaje Estadístico del Máster en Técnicas Estadísticas. […] Este libro contiene los apuntes de la asignatura de Aprendizaje Estadístico del Máster en Técnicas Estadísticas. Este libro ha sido escrito en R-Markdown empleando el paquete bookdown y está disponible en el repositorio Github: rubenfcasal/aprendizaje_estadistico. Se puede acceder a la versión en línea a través del siguiente enlace: https://rubenfcasal.github.io/aprendizaje_estadistico. donde puede descargarse en formato pdf. Para ejecutar los ejemplos mostrados en el libro sería necesario tener … Read more →

399

# R Training for SSDS

2021-10-11

R Training for SSDS […] This document provides an introduction to R. It was created for use by Stanford Library’s Software Services and Data Science (SSDS) group. Most of this introduction was pulled from the book R for Data Science: https://r4ds.had.co.nz/. Some material was also adapted from the Wellesley College Quantitative Analysis Institute edX R-training, available at https://www.wellesley.edu/qai/onlineresources#Online%20Modules. … Read more →

400

# R @ Ewha (Sunbok Lee)

2021-10-11

R @ Ewha (Sunbok Lee) […] “In nonrandomized experiments, it is usually only possible to detemine the existence of a relationship between two measurements, but not the underlying mechanism or the reason for it.” It is known that the best way to investigate causal relationship is to conduct randomized experiments. However, unlike in natural science, it is not easy to conduct randomized experiments in social science because of ethical and practical reasons. The fundamental dilemma of data analysis in social science is that we essentially want to make causal statements in the absence of … Read more →

401

# A primer for biostatistics in R

2021-10-10

A brief introduction to statistical thinking in biostatistics supported by the R programming language. […] Welcome to a primer for biostatistics in R. Mathematical! Adventure time! Well, the mathematical part is up to you, but this is an adventure. This set of learning materials is a guide developed to support you in better developing critical thinking using statistics. Critical thinking very generally is a mode of thinking that is self-directed and evidence based (Facionie 2017). Statistical thinking is thus an ideal opportunity and partner in honing literacy adventure skills in this … Read more →

402

# Introduction to Computational Social Science

2021-10-09

Introduction to Computational Social Science […] This seminar is intended as a theoretical and methodological introduction to computational social science. Each week covers substantive and theoretical material and is associated with a technical lab. You will need to bring your laptops to each class. In the technical labs you will learn how to analyze network data in R. This e-book contains all of the technical labs in the order that we cover them. Should you forget anything we learned, you will be able to return to this e-book to cover the material again on your … Read more →

403

# Compilación de productos de datos

2021-10-09

Este es un compilado de los productos de datos elaborados en el Taller de Elaboración de productos de datos I: R Markdown [...] Este libro digital es un esfuerzo conjunto de los participantes del Taller de Elaboración de productos de datos dictado durante cinco semanas entre los meses de agosto y setiembre de 2021 de manera gratuita. El taller tuvo como público objetivo a estudiantes o egresados de carreras de ciencias sociales, periodismo o educación con interés en aprender herramientas de análisis y visualización de datos. El contenido del taller buscó ser apropiado para personas sin ... Read more →

404

# Methods for Network Analysis

2021-10-09

Methods for Network Analysis […] This 4-5 credit hour seminar is intended as a theoretical and methodological introduction to social network analysis. Though network analysis is an interdisciplinary endeavor, its roots can be found in classical anthropology and sociology. Network analysis focuses on patterns of relations between actors. Both relations and actors can be defined in many ways, depending on the substantive area of inquiry. For example, network analysis has been used to study the structure of affective links between persons, flows of commodities between organizations, shared … Read more →

405

# Analytics with KNIME and R

2021-10-09

This is a draft. […] This is a draft of an online book on analytics using KNIME. R will also be used to supplement KNIME with specialized tasks. At this point, the book has not been extensively reviewed and is being provided as is. Revisions are in progress. Frank … Read more →

406

# Introduction to Econometrics with R

2021-10-06

Beginners with little background in statistics and econometrics often have a hard time understanding the benefits of having programming skills for learning and applying Econometrics. ‘Introduction to Econometrics with R’ is an interactive companion to the well-received textbook ‘Introduction to Econometrics’ by James H. Stock and Mark W. Watson (2015). It gives a gentle introduction to the essentials of R programming and guides students in implementing the empirical applications presented throughout the textbook using the newly aquired skills. This is supported by interactive programming exercises generated with DataCamp Light and integration of interactive visualizations of central concepts which are based on the flexible JavaScript library D3.js. Read more →

407

# SGU Communications Success

2021-10-05

The English communications skills and tasks (and more) for success at SGU. […] This short book contains data and graphics that summarize the responses of international students to the “SGU Communications Success” questionnaire. The purpose behind the questionnaire was to learn—from students—two different types of information: (a) how important they perceive certain communications skills to be and (b) how frequently they do certain tasks in order to be successful during their time at SGU. The questions included in the questionnaire were identified through an analysis of the many documents that … Read more →

408

# FairBank

2021-10-05

Draft […] Welcome to the FairBank case! FairBank explores issues involved in the detection, diagnosis, and mitigation of disparities or biases that can stem from model-based, data-driven, approaches to decision-making. The case is fictional and intended for teaching purposes only. Please start by reading the Study guide. The case is accompanied by an interactive App that enables you to trace through the analysis underlying the case exhibits and perform what-if analyses to explore how data and modeling issues might affect the disparities discussed in the case. Use the app to deepen your … Read more →

409

2021-10-05

410

# Machine Learning for Biostatistics

2021-10-05

Machine Learning for Biostatistics […] So far, most of the methods that we have seen (with the exception of KNN) assume an additive effect of the predictors. We will now study non-parametric methods to estimate (f(\mathbf x)). By the end of this module you should be able to: The dataset triceps is available in the MultiKink package. You may install.packages(“MultiKink”), load the library (library(MultiKink)) and then run data(“triceps”). The data are derived from an anthropometric study of 892 females under 50 years in three Gambian villages in West Africa. There are 892 observations on … Read more →

411

# James' R Blog: NFL Scorelines

2021-10-03

Which NFL scores have never happened? There have been over 16,860 games of professional American Football. There have been some rule changes to the points scoring system over that time, but clearly some scores are going to be more likely than others. As a touchdown plus extra point is worth 7, we’d expect a higher amount of games with multiples of 7 in the scoreline. Similarly, we’d expect more scorelines with multiples of 3 (the number of extra points). Given the large number of games already played, we would expect that it would be rare for unique, never happened before, scorelines to … Read more →

412

# Unsupervised Machine Learning

2021-10-03

These are my personal notes related to unsupervised machine learning techniques. [...] Machine learning (ML) develops algorithms to identify patterns in data (unsupervised ML) or make predictions and inferences (supervised ML). Unsupervised machine learning searches for structure in unlabeled data (data without a response variable). The goal of unsupervised learning is clustering into homogenous subgroups, and dimensionality reduction. Examples of cluster analysis are k-means clustering, hierarchical cluster analysis (HCA), and PCA (others ... Read more →

413

2021-10-03

Línea base de la Alerta de Violencia de Género (AVGM) del Estado de Jalisco. […] Para la medición de la implementación del Plan Estratégico para el Seguimiento de la Alerta de Violencia de Género contra las Mujeres del Estado de Jalisco. Los indicadores están clasificados de acuerdo al objetivo específico del Plan que buscanmedir,mismos que se enlistan como sigue: En el micrositio de los indicadores de la Alerta de Violencia de Género (AVGM) del Estado de Jalisco podrás encontrar màs información. Porcentaje de servicios forenses en casos de muertes violentas de mujeres, provistos conforme a … Read more →

414

2021-10-02

This book aims at sharing knowledge about Equity Derivatives. It has been written within a pedagogical approach alongside the development of an exotic options pricer. The goal is to allow the reader/user to hone his theoretical and practical skills to be able to secure junior position in the Derivatives field. […] This material aims at serving the Equity Derivatives community by sharing knowledge and thoughts about differents topics in this field. More specifically, it aims at providing graduates with semi-practical knowledge through the use of a derivatives pricer that I developped for … Read more →

415

# Desmantelamiento Instalaciones Fases 1 a 5

2021-10-01

Dentro de los compromisos ambientales asumidos, Minera Andina del Sol S.R.L. desmantelará las instalaciones que forman parte del Plan general de Cierre de las Fases 1 a 5 de la Mina Veladero. El plan de cierre actual contempla el desmantelamiento de diez instalaciones que comprenden una superficie total de 40 hectáreas, incluyendo una cinta transportadora de mineral de 4 km de longitud. Este documento presenta un desglose de la estructura de Tareas (WBS) y costos (CBS) para las actividades de desmantelamiento de la mina Veladero como parte del plan de Cierre de las Fases 1-5. El presente … Read more →

416

# Long-form recordings: From A to Z

2021-09-29

This bookdown contains the scripts of instructional videos created in the context of the ExELang Project (exelang.fr). Alejandrina Cristia is grateful for the funding and institutional support from Agence Nationale de la Recherche (ANR-17-CE28-0007 LangAge, ANR-16-DATA-0004 ACLEW, ANR-14-CE30-0003 MechELex, ANR-17-EURE-0017); a J. S. McDonnell Foundation Understanding Human Cognition Scholar Award; and an ERC Consolidator grant (ExELang, 2021-2026). The funders had no role in the production of this bookdown or the associated videos. Alejandrina Cristia assumes full responsibility for the … Read more →

417

# Weight Algorithms for Administrative Data

2021-09-29

DCEP Project: Aim 2 Analytical Documentation […] A recent special issue of the Journal for General Internal Medicine, dedicated to obesity treatment in Veterans Health Administration’s (VHA), highlighted research and evaluation priorities, which include establishing structures to coordinate weight management at the health system level, implement large-scale measurement strategies to evaluate outcomes and support data-driven quality improvement, and test interventions to improve reach and weight outcomes. MOVE! continues to be the centerpiece program of VHA’s comprehensive lifestyle behavior … Read more →

418

# quantitative_synthesis_tools.knit

2021-09-28

This a brief introduction to scientific synthesis tools that use meta-analyses and systematic reviews to advance science and inform decision making. […] An overview of quantitative synthesis tools associated with review processing. Scientific synthesis of all academic evidence from data to papers can promote evidence-informed decision making. Every contemporary discipline has some capacity to support and benefit from synthesis tools. Here, we develop a set of heuristics to support innovation and leverage evidence. A overview of lessons provided in this resource to encourage development and … Read more →

419

# Statistics with R - Practical Sessions

2021-09-27

This is the companion book for University of Stirling Statisitcs with R module […] Welcome to the Practical Sessions of the “Statistics with R.” This space will provide you with sufficient information to practise concepts we have learnt in lectures and prepare you for your assessed R sessions. There will be exercises and challenge questions for you to code, and opportunities for you to elaborate on the results of these activities. After these warm-up exercises, please go back to your lecture platform and review the assessed R-practical tests. Let’s get … Read more →

420

# Kim Siyeon

2021-09-26

This is a minimal example of using the bookdown package to write a book. The HTML output format for this example is bookdown::gitbook, set in the _output.yml file. [...] “In nonrandomized experiments, it is usually only possible to determine the existence of a relationship between two measurements, but not the underlying mechanism or the reason for it.” “Historically, social scientists have sought out explanations of human and social phenomena that provide interpretable causal mechanisms, while often ignoring their predictive accuracy. We argue that the increasingly computational ... Read more →

421

# R cookbook for the casual dabbler

2021-09-26

This is a minimal example of using the bookdown package to write a book. The HTML output format for this example is bookdown::gitbook, set in the _output.yml file. [...] G’day and welcome to R cookbook for the casual dabbler. Some history: I use R a lot for work and for side projects. Over the years I’ve collated a bunch of useful scripts, from macroeconomic analysis to quick hacks for making map legends format properly. Historically my code has been stored in random Rpubs documents, medium articles, and a bunch of .Rmd files on my hardrive. Occasionally I feel like doing things ... Read more →

422

# Statistics for Data Science R Code Guide

2021-09-26

This is a minimal example of using the bookdown package to write a book. The HTML output format for this example is bookdown::gitbook, set in the _output.yml file. [...] This guide provides details and examples on using R to perform the kinds of statistical analyses that we’ll use in STAT 255. You may use it as a template, as you write code for your assignments. If you want to work with R from your own computer, you can install it for free using the directions below. This will allow you to work on your assignments whenever and wherever you would like. Mac: Windows: The following ... Read more →

423

# A Minimal Book Example_minseo

2021-09-26

This is a minimal example of using the bookdown package to write a book. The HTML output format for this example is bookdown::gitbook, set in the _output.yml file. [...] This is a sample book written in Markdown. You can use anything that Pandoc’s Markdown supports; for example, a math equation $$a^2 + b^2 = c^2$$. Each bookdown chapter is an .Rmd file, and each .Rmd file can contain one (and only one) chapter. A chapter must start with a first-level heading: # A good chapter, and can contain one (and only one) first-level heading. Use second-level and higher headings within chapters ... Read more →

424

# michaela_rmarkdown

2021-09-26

This is a minimal example of using the bookdown package to write a book. The HTML output format for this example is bookdown::gitbook, set in the _output.yml file. [...] This is a sample book written in Markdown. You can use anything that Pandoc’s Markdown supports; for example, a math equation $$a^2 + b^2 = c^2$$. Each bookdown chapter is an .Rmd file, and each .Rmd file can contain one (and only one) chapter. A chapter must start with a first-level heading: # A good chapter, and can contain one (and only one) first-level heading. Use second-level and higher headings within chapters ... Read more →

425

# KIM EUN SEO Quiz3

2021-09-25

This is a minimal example of using the bookdown package to write a book. The HTML output format for this example is bookdown::gitbook, set in the _output.yml file. [...] Hi everyone, welcome to the course.This is the introduction to R course at Ewha Womans University. R is a great programming language for statistical analysis and data science. I hope you enjoy R in this course and find many useful applications for your own field. This course is designed for students who don’t have any programming background in social science. In this lecture note, this font represents R commands, ... Read more →

426

# Bookdown Quiz

2021-09-25

This is a minimal example of using the bookdown package to write a book. The HTML output format for this example is bookdown::gitbook, set in the _output.yml file. [...] This is a sample book written in Markdown. You can use anything that Pandoc’s Markdown supports; for example, a math equation $$a^2 + b^2 = c^2$$. Each bookdown chapter is an .Rmd file, and each .Rmd file can contain one (and only one) chapter. A chapter must start with a first-level heading: # A good chapter, and can contain one (and only one) first-level heading. Use second-level and higher headings within chapters ... Read more →

427

# R @ Ewha (Sunbok Lee)- Choi Inyoung

2021-09-25

This is a minimal example of using the bookdown package to write a book. The HTML output format for this example is bookdown::gitbook, set in the _output.yml file. [...] “In nonrandomized experiments, it is usually only possible to determine the existence of a relationship between two measurements, but not the underlying mechanism or the reason for it.” “Historically, social scientists have sought out explanations of human and social phenomena that provide interpretable causal mechanisms, while often ignoring their predictive accuracy. We argue that the increasingly computational ... Read more →

428

# Quiz

2021-09-24

This is a minimal example of using the bookdown package to write a book. The HTML output format for this example is bookdown::gitbook, set in the _output.yml file. [...] ... Read more →

429

# Quiz3

2021-09-24

This is a minimal example of using the bookdown package to write a book. The HTML output format for this example is bookdown::gitbook, set in the _output.yml file. [...] This is a sample book written in Markdown. You can use anything that Pandoc’s Markdown supports; for example, a math equation $$a^2 + b^2 = c^2$$. Each bookdown chapter is an .Rmd file, and each .Rmd file can contain one (and only one) chapter. A chapter must start with a first-level heading: # A good chapter, and can contain one (and only one) first-level heading. Use second-level and higher headings within chapters ... Read more →

430

# Machine Learning for Biostatistics

2021-09-23

Machine Learning for Biostatistics […] In this module we will talk about model selection and regularisation methods (also called penalisation methods), namely, ridge and lasso. We will start with classical algorithms for model selection, such as the best subset selection and stepwise (backward and forward) selection. Then we introduce the idea of bias-variance trade-off and the motivation for ridge regression. Finally, we will talk about Lasso regression and some of its extensions. By the end of this module you should be able to: The dataset fat is available in the library(faraway). You … Read more →

431

# Mollie Assignment

2021-09-22

This is an opportunity to demonstrate your data manipulation skills and commercial awareness. Complete an analysis using a tool of your choice and write a short report with findings, charts and recommendations to Mollie. Amongst other things, you may want to consider: Evolution over time of key metrics Growth of different customer segments ROI of the marketing channels leads originate from Distribution: Implement CLV based playbook Cohort Development: Channel The attribution of a client seems to come from a single point, e.g. no multi-touchpoint journeys appear in the data. Channel 1.0 brings … Read more →

432

# WK3 Homework

2021-09-20

Homework for wk3 […] This bookdown website is built to sign in Quiz3 for my R … Read more →

433

# Forschungsseminar: Text as data

2021-09-20

Codes and notes for the text as data seminar at IKMZ, HS 2020/FS201 […] Dieses Tutorial begleitet das Forschungsseminar “Text as Data - Automatisierte Inhaltsanalyse in der Kommunikationswissenschaft” (IKMZ, Universität Zürich, HS2020). Alle nötigen Informationen zum Ablauf des Seminars, Prüfungsleistungen und Aufnahmen der Seminarsitzungen finden Sie auf OLAT. Dieses Tutorial hat zwei zentrale Ziele: Struktur der R-Tutorials Sie finden hier die jeweiligen Tutorials, die Sie bis zur jeweiligen Sitzung im Plenum durcharbeiten. Die Sitzungen selbst werden dann genutzt, um offene Fragen und … Read more →

434

# Guide R

2021-09-18

En este bookdown iremos construyendo el curso de R con base en el Student Guide […] La estadística computacional es una nueva rama de la estadística que se caracteriza por su apoyo en la capacidad de una computadora para llevar a cabo tareas repetiticas y autoamticas que análiticamente o a mano serían muy díficiles sino es que imposibles. Es un enfoque se se basa en el modelado, remuestreo, cross-validatios y visualización sofisticada. Cuando termines tu curso y tengas un ratito libre, te recomiendo leer este famoso paper para comprender también la tensión entre la estadística tradicional y … Read more →

435

# Processen

2021-09-17

Dit is het handboek dat gebruikt wordt in de cursus (olod) bedrijfsprocessen van de AP - Hogeschool te Antwerpen. […] In dit document vind je het cursusmateriaal voor het olod Bedrijfsprocessen gedoceerd in het olod (opleidingsonderdeel) Bedrijfsprocessen, richting Graduaat accounting administration, AP - Hogeschool. Het olod Bedrijfsprocessen behandelt de bedrijfsprocessen in een (kleine) onderneming. In een onderneming worden samenhangende activiteiten gegroepeerd in processen. In dit olod verwerf je inzicht in de samenstellende componenten van een (bedrijfs)proces. Je leert ook met … Read more →

436

# Methodology of Social Science & International Relations

2021-09-16

Methodology of Social Science & International Relations […] Academic articles have stark differences with the other regular articles. Now using some journals in International Relation field to explain. In morden era, all domestic history are global history.Even before it. Q1: China first meet Greece Culture? Gandhara(犍陀罗) in Buddhism Q2: Suona originally come from? 5th harmony’s “Worth it”,Zurna(唢呐) Q3: David Vases and it’s relation with Chinese porcelian.(元青花) Q4: China first meet Christianity？ Kereit（克烈部）Nestorian Q5: Communist International in China, Otto Braun, … Read more →

437

# Introducción a R para el razonamiento cuantitativo con datos

2021-09-15

Introducción a R para el razonamiento cuantitativo con datos […] Este texto es el apunte de R usado en el curso Razonamiento Cuantitativo con Datos (RCD), de la Universidad Adolfo Ibáñez. Este curso tiene como objetivo desarrollar en sus alumnos la capacidad de extraer información a partir de datos; resumir esta información, comunicarla de manera efectiva, y usarla para predecir y tomar decisiones. Esto pasa por desarrollar una forma de pensar, así como por aprender a usar las tecnologías de visualización, análisis y manipulación de datos masivos más importantes en aplicaciones relevantes a … Read more →

438

# Machine Learning for Biostatistics

2021-09-10

Machine Learning for Biostatistics […] This module will cover methods to explore non-linear effects of numerical predictors on the outcome. By the end of this module you should be able to: The dataset triceps is available in the MultiKink package. You may install.packages(“MultiKink”), load the library (library(MultiKink)) and then run data(“triceps”). The data are derived from an anthropometric study of 892 females under 50 years in three Gambian villages in West Africa. There are 892 observations on the following 3 variables: The data SA_heart.csv is retrospective sample of males in a … Read more →

439

# Advanced Statistics I 2021 Edition

2021-09-06

The official textbook of PSY 207 for the Fall 2021 Semester. […] This book is a compilation of the readings developed for the Fall 2021 Semester offering of Psychology 207: Advanced Statistics. Please don’t try to sell this book because there are about a million copyright violations in it. … Read more →

440

# Inquiry and Analysis in Biology

2021-09-06

Erich Von Wolf, as the legend goes, was a German Chemist and researcher in the latter half of the 19th century who in 1870 “published” his findings on the iron content of several items including milk, beef, asparagus, and what has garnered far too much attention, spinach. The legend goes that when recording the iron content of spinach, he inadvertently moved the decimal point one space to the right. This caused a ten-fold increase in the reported iron content of the leafy green. The error was left unchallenged until 1936. Seven years earlier the New York’s Evening Journal’s long running comic … Read more →

441

# 10 Fundamental Theorems for Econometrics

2021-09-06

This book walks through the ten most important statistical theorems as highlighted by Jeffrey Wooldridge, presenting intuiitions, proofs, and applications. […] A list of 10 econometric theorems was circulated on Twitter citing what Jeffrey Wooldridge claims you need to apply repeatedly in order to do econometrics. As a political scientist with applied statistics training, this list caught my attention because it contains many of the theorems I see used in (methods) papers, but which I typically glaze over for lack of understanding. The complete list (slightly paraphrased) is: As an exercise … Read more →

442

# Grupo 0 Matemáticas

2021-09-03

This is a minimal example of using the bookdown package to write a book. The HTML output format for this example is bookdown::gitbook, set in the _output.yml file. [...] Esta es la Vídeo-Web del Grupo 0 de Matemáticas de la Facultad de Económicas y Empresariales de la ... Read more →

443

# R for Solving Social Problems

2021-09-03

R for Solving Social Problems […] Before talking about R and social problems, let’s talk about the types of data analysis first. @leek2015question categorized data analysis into the 6 types as presented in the table below, and emphasized “mistaking the type of question being considered is the most common error in data analysis.” @leek2015question’s main point is that we should keep in mind the type of question being asked by our own data analysis. In other words, we should say what we can say, not what we want to say. @leek2015question presents a table showing common mistakes “In … Read more →

444

# Math & Stats Intro

2021-09-02

This module is part of the Minor Data Driven Decision Making in Business (3DMiB, for short). The module carries 2.5 credits (ECTS) […] This module makes use of R. To replicate, understand and adapt the code used in this module, download R and RStudio. In this module, you will use several R packages. You have to install these packages on your computer, using install.packages(“packagename”). You only have to install packages once on your computer. Only after installing new versions of R, you have to install packages again. For invoking the functions and accessing the data sets embedded in … Read more →

445

# MATTOO: Extinguishing the Flames

2021-09-02

This is a test of publishing my copyrighted content to Bookdown. The output format for this example is bookdown::gitbook. […] Dear Reader, We hope this finds you well and with an open heart and mind to see the issues of human sex trafficking as they are instead of how most cultures have incorrectly portrayed them. Since 2010, MATTOO has been educating anyone who wants to listen about the shocking reality of trafficking all around them. After learning these facts and the simple actions and inactions people can do to help, the average person who may have sat passively by is now incapable of … Read more →

446

# FDA 503B Product Report

2021-09-01

FDA 503B Product Report […] This data covers the years 2019 and 2020. Segmentation Data This Excel document is focused on products and segments, it contains limited information on facilities, and is best used in conjunction with this report. Each product will appear multiple times within this document, one time for each facility that produced it, and one time for each segment that it falls into. By using the Excel filter functions of each column you can refine the data you are looking at to see which products are in each segment, products that are produced by a single facility, and what … Read more →

447

# R 學習筆記

2021-09-01

R 學習筆記 […] I would rather discover one true cause than gain the kingdom of Persia. — Democritus 本筆記為多本 R 語言書籍內容之抄錄、摘要與重新編排，僅作為學習筆記之用，版權仍歸作者所有，並以 R 套件 knitr (Xie 2017) 與 bookdown (Xie 2016) … Read more →

448

# MSU I.O Student Mentorship Program User Manual

2021-08-30

This is a Users Manual for the Montclair State University I-O Psychology student mentorship program. The intended users are: 1) mentors, 2) protege’s, 3) Eagle I-O consultants, and 4) MSU I-O program faculty members. […] This manual was written in Bookdown using the GitBook … Read more →

449

# Klassifikation von Citi Bike-Kunden

2021-08-29

Tes […] Das Unternehmen Citi Bike verleiht seit 2013 Fahrräder, um sich in NewYork fortzubewegen. Zum Start wurde der Service nur in Midtown und Downtown Manhatten angeboten, kann mittlerweile aber auch in Brooklyn, Queens und im nördlichen Manhatten genutzt werden. Für diese Analyse nutzen wir die Daten zum Nutzungsverhalten der Kunden aus 2018, die von Citi Bike hier bereitgestellt werden. Die wichtigsten Fakten zu Citi Bike (Quellen: Wikipedia/homepage Citi Bike): Abbildung 1: Karte der Citi Bike Ausleihstationen Citi Bike bietet verschiedene Angebote, um ein Fahrrad zu leihen (Single … Read more →

450

# Franchise Hockey Manager 6 Saves in R

2021-08-28

Franchise Hockey Manager 6 Saves in R […] This tutorial hopes to teach you how to use R to parse and aggregate multiple saves from Franchise Hockey Manager 6, for instance when running multiple tests on the same season of Simulation Hockey League. It has been updated to show the teams and Casino Lines for S61. Two things are needed from FHM for this tutorial to work. A tldr is found in chapter 4. This chapter only contains all the code that you need to … Read more →

451

# Aoyue Bi’s Study Notes

2021-08-28

This is a book recording the daily study during my PhD […] I began my studies in plant genetics with the ambition to work on deleterious mutations. My interests concentrate mainly on the application of quantitative genetics and computational biology to associate agriculturally important phenotypes. And now I am devoting myself to the study on biological effect of deleterious mutations on wheat genome. As a member of the VMap 2.0 project team, I think it is such an rare opportunity in life that I will cherish it and do my best. I like the following sentences and will share these to all of … Read more →

452

# Разработка telegram ботов на языке R

2021-08-26

Аудитория telegram ежедневно растёт с геометрической прогрессией, этому способствует удобство мессенджера, наличие каналов, чатов, и конечно возможность создавать ботов. Боты могут использоваться в совершенно разных целях, от автоматизации коммуникации с вашими клиентами до управления вашими собственными задачами. По сути через бота можно используя telegram выполнять любые операции: отправлять, либо запрашивать данные, запускать задачи на сервере, собирать информацию в базу данных, отправлять электронные письма и так далее. Этот веб учебник поможет вам освоить процесс разработки telegram … Read more →

453

# Analisis Data Kategorik dengan R

2021-08-26

Modul Praktikum Analisis Data Kategorik dengan R untuk Mahasiswa Pascasarjana IPB University […] Buku Analisis Data Kategorik dengan R ini secara khusus disusun sebagai buku pegangan Praktikum Mata Kuliah STA543 Analisis Data Kategorik, Mahasiswa Pascasarjana, IPB University. Buku ini disusun dengan pendekatan Learning by Doing, dimana mahasiswa dapat mempraktekkan secara langsung setiap kode R yang ada, dengan data yang tersedia. Berbeda halnya dengan beberapa software populer Statistika lainnya, R adalah open source yang dapat digunakan dengan gratis, sehingga tidak perlu membayar biaya … Read more →

454

# Marketing Channel: A Strategic, Analytical, and Technological perspective

2021-08-26

These are lecture notes for the marketing channel (and intelligence) course. This book is designed to provide students, analysts, and practitioners with approaches to understand various marketing channels, and to make meaningful marketing decisions based on insights obtained from the data. The book covers various areas in the marketing industry, from examining different channels and interactions between different channels, to launch marketing campaigns via specific channels, to managing multi-channel relationships with marketing intelligence. The topics in the book employ a wide range of … Read more →

455

# Data Skills for Reproducible Science

2021-08-22

This course provides an overview of skills needed for reproducible research and open science using the statistical programming language R. Students will learn about data visualisation, data tidying and wrangling, archiving, iteration and functions, probability and data simulations, general linear models, and reproducible workflows. Learning is reinforced through weekly assignments that involve working with different types of data. Read more →

456

# The Temple of Esna. An Evolving Translation: Esna II

2021-08-20

Publishing a book in Egyptology typically requires several years of intensive research, writing, and revisions. Once a volume is finally complete, often the cost is prohibitive for most audiences besides specialized academic libraries. This book in progress is an experiment in how one might more quickly use existing templates and online publishing tools to make an open-source book accessible to all readers both during and after its creation, so scholars and the interested public can take advantage of any insights sooner. Corrections or updated references can be made quickly and easily. The … Read more →

457

# Matemáticas 0 UCM, 2021/22

2021-08-20

Esta es la web con los contenidos audiovisuales y de problemas del Grupo 0 de Matemáticas. […] Querer mejorar el nivel de matemáticas para poder tener éxito en el primer curso del grado … Read more →

458

2021-08-20

This contains materials for the Advanced R course of the doctoral school of Grenoble, France. […] This material is licensed under the Creative Commons Attribution-ShareAlike 3.0 License. Florian Privé is a postdoc in predictive human genetics, fond of Data Science and an R(cpp) enthusiast. He is also the founder and former organizer of the Grenoble R user group. You can find him on Twitter and GitHub as @privefl and on Stack Overflow as F. Privé. … Read more →

459

# Scenarios for the Future: The Classroom’s Perspective

2021-08-19

A collection of future scenarios based on different themes and scenario archetypes. […] Cover design: Berna Görgülü This book was generated by Naim Çınar in Markdown, using R version 3.6.3 The bookdown package can be installed from CRAN or Github: This book is hosted on Bookdown This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License. Citing the book As the structure of the book’s chapters and sections may change, links should only use the base URL https://bookdown.org/naimcinar/future-scenarios/. The full reference of this book is: … Read more →

460

2021-08-18

En este bookdown iremos construyendo el curso de R markdown para abogados […] En general no se necesita conocer R o ningún lenguaje de programación para comenzar a redactar en R markdown, aunque su conocimiento potencia tus habilidades creativas. El primer paso de este curso es el tener el ambiente adecuado en su computadora. En general no se necesita un equipo con gran poder (y de hecho ni se necesita un equipo pues siempre podemos usar el servidor cloud de R). En fin, lo primero es asegurarse de tener R instalado. Lo podemos bajar de la siguiente liga. El segundo paso es bajar R Studio. … Read more →

461

# R_for_Hydrology.knit

2021-08-18

R语言-水文气象学应用分析 […] 建议采用TinyTeX (which includes XeLaTeX): https://yihui.org/tinytex/编译本书的pdf版本。 你好，世界。我写了一本书。这本书是这样的，第 4 章介绍了啥啥，然后是啥啥…… 我用了两个 R 包编译这本书，分别是 knitr (Xie 2015) 和 bookdown (Xie 2021)。以下是我的 R 进程信息： 致谢 非常感谢谁谁以及谁谁对我的帮助。艾玛，要不是他们神一样的队友，我两年前就写完这本书了。 … Read more →

462

# Social Science Theory

2021-08-17

This book is about relevant social theories that are regularly used in social sciences […] … Read more →

463

# Deep Learning in R: A Data-Analytic Viewpoint

2021-08-16

Deep Learning in R: A Data-Analytic Viewpoint […] Throughout these notes, I use R and RStudio (various versions) running on macOS Catalina (version 10.15.4) on a late-2015 iMac with a 3.2 GHz Intel Core i5, 8 GB memory and an AMD (i.e. non-Nvidia) graphics card. Not having an Nvidia graphics card means I cannot use the GPU version of TensorFlow (the backend, or computational engine for Keras) so we will not be demonstrating this way of accelerating computations. Chances are this chapter may also be useful if your machine runs Linux, but things may be entirely different on Windows. Keras is … Read more →

464

# Physical Geology

2021-08-14

“Physical Geology”, adaptaed from Physical Geology: First University of Saskatchewan Edition […] Physical Geology is a comprehensive introductory text on the physical aspects of geology, including rocks and minerals, plate tectonics, earthquakes, volcanoes, mass wasting, climate change, planetary geology and much more. It has a strong emphasis on examples from western Canada. It is adapted from “Physical Geology” written by Steven Earle for the BCcampus Open Textbook Program, and “Physical Geology, First University of Saskatchewan Edition” by Karla Panchuk. The GitHub/bookdown version of … Read more →

465

# River Valley Connectivity Project

2021-08-13

This is document walks through the project workflow. … Read more →

466

2021-08-12

467

# A Quick Introduction to bbsBayes

2021-08-11

This is a document to support a ~2hr workshop. […] This is a 2-hour introductory workshop/demonstration of the R-package bbsBayes (https://github.com/BrandonEdwards/bbsBayes). This package allows anyone to apply the hierarchical Bayesian models used to estimate status and trends from the North American Breeding Bird Survey. The package also lets the user generate a suite of alternative metrics using the existing model output from the annual CWS analyses. Everyone is welcome! Some familiarity working with R is required if you’d also like to run the code yourself during the workshop, and the … Read more →

468

# Catálogo de datos

2021-08-10

En este bookdown se hace un registro de los datos a los cuáles se tiene acceso y documentación […] En proceso En proceso This API offers real-time quotes for equities trading on U.S. and international exchanges. In addition to last price and stock quote (bid/ask) data, the API also provides intraday tick data, volume and time weighted average prices and other market statistics including open, high, low, close, opening/closing auction prices and other data for active equities, depository receipts and ETFs. Haz el request aquí This API offers real time stock quotes for securities trading on … Read more →

469

# Applet Codebook: NIMH KSADS v0.28

2021-08-10

This is a codebook that documents all of the items in the current version of the NIMH KSADS applet for MindLogger. […] This applet was made based on the NIMH KSADS on Redcap. These sections are in currently in progress: The data dictionary used to generate this applet is here. These questions were constructed as part of a collaboration between the National Institute of Mental Health and the MATTER Lab of the Child Mind Institute (https://matter.childmind.org). … Read more →

470

# Lecture 12 Note

2021-08-09

This is the class note for lecture 12. […] The binomial option pricing model is an options valuation method developed in 1979. The binomial option pricing model uses an iterative procedure, allowing for the specification of nodes, or points in time, during the time span between the valuation date and the option’s expiration date. The binomial option pricing model values options using an iterative approach utilizing multiple periods to value American options. With the model, there are two possible outcomes with each iteration—a move up or a move down that follow a binomial tree. The model is … Read more →

471

# Fleni. Introduccion a la estadistica para las neurociencias

2021-08-08

Este libro se creó para funcionar como una guía de trabajos prácticos en el curso de estadística básica para neurociencias […] Este libro se creó para funcionar como una guía de trabajos prácticos y una introducción al manejo del software de R para estadística bàsica. Forma parte integral del curso de estadística bàsica para las neurociencias dictado por Fleni. Para más información sobre este curso por favor visitar el siguiente link https://www.fleni.org.ar/investigacion-educacion/cursos-seminarios-y-congresos/ … Read more →

472

# Lecture 11 Note

2021-08-06

This is the class note for lecture 11. […] The idea behind the “no-arbitrage” principle can be summarized in a few words: there is no such thing as a free lunch. In other words, the financial markets will not allow you to get a risk-free profit. A simple example of arbitrage is when a foreign currency is traded on two markets with different exchange rates. Suppose that you can exchange euros to pounds in London at a rate of e1.15 per pound, and in Paris at e1.16 per pound. Then it would be possible to get a guaranteed profit by exchanging one pound for e1.16 in Paris and then exchanging … Read more →

473

# R Training Manual

2021-08-05

R Training Manual […] This course aims to teach some of the key concepts to help learners use R as a tool to inform data-driven decision-making for epidemiological analysis. Many of the examples in this course are from the Epidemiologist R handbook, a resource developed by epidemiologists working across the world. The handbook is in invaluable resource for all levels of R users but the focus for this course will be on the early learning concepts most frequently used by epidemiologists. The mapping content has been provided by the afrimapr project. The course has been designed in … Read more →

474

# Recitation 7 Note

2021-08-05

This is the class note for recitation 7. […] Note that the plot might be different. In this plot, the simulated line is heavily influenced by the extreme value at around ((9,-10)). One way to make linear models more robust is to use a different distance measure. For example, instead of root-mean-squared distance, you could use mean-absolute distance: We can see that the simulated line is less affected by the extreme value. One challenge with performing numerical optimization is that it’s only guaranteed to find one local optimum. What’s the problem with optimizing a three parameter model … Read more →

475

# Análise de Dados em R - nível intermediário

2021-08-03

Livro texto que acompanha o Curso intermediário de Análise de Dados em R […] A Fundação CEPERJ é uma instituição com mais de meio século de tradição, história e é reconhecidamente um legítimo centro de capacitação, recrutamento, cultura, e produção de estatísticas e de estratégia de políticas públicas para o estado do Rio de Janeiro. Sendo assim, a Escola de Gestão & Políticas Públicas da Fundação, entendendo a importância de saber manipular e analisar informações, ofereceu dois cursos em Análise de Dados com R, sendo este o segundo. O material do primeiro curso (Básico) está disponível … Read more →

476

# Recitation 6 Note

2021-08-03

This is the class note for recitation 6. […] Recap: $$w_1 = ,w_2 = w_1 + w_2 = 1 E(K_V) = V E(K_V) = w_11 + w_22 Var(K_V) = ^2_V Var(w_1K_1 + w_2K_2) = Var(K_V) = w_12Var(K_1)+w2_2Var(K_2)+2w_1w_2Cov(K_1,K_2) Var(ax+by) = Var(ax) + Var(by) + 2Cov(ax, by) Var(x) = Cov(x,x) Var(ax+by) = Var(ax) + Var(by) + 2Cov(ax, by) =Cov(ax,ax)+Cov(by,by) + Cov(ax, by) + Cov(by,ax) Var({i=1}^n a_ix_i) = Cov({i=1}^na_ix_i, {i=1}^na_ix_i)$$ Compute the expected return μV and standard deviation (\sigma_V) of a portfolio consisting of three securities with weights (w_1 = 40%), (w_2 = … Read more →

477

# Recoding Introduction to Mediation, Moderation, and Conditional Process Analysis

2021-08-02

This project is an effort to connect Hayes’s conditional process analysis work with the Bayesian paradigm. Herein I refit his models with my favorite R package for Bayesian regression, Bürkner’s brms, and use the tidyverse for data manipulation and plotting. […] Andrew Hayes’s (2018) text, Introduction to mediation, moderation, and conditional process analysis: A regression-based approach, has become a staple in social science graduate education. Hayes’s work has been from a frequentist OLS perspective. This book is an effort to connect his work with the Bayesian paradigm. Herein I refit … Read more →

478

# Anotações do treinamento R

2021-08-02

Este minicurso é dedicado aos integrantes do projeto Ciência de Dados na Escolas Pública. […] Para o treinamento em R para as atividades do projeto Ciência de Dados na Escola Pública é necessário conhecimento básico em R e linguagem de programação … Read more →

479

# Lecture 8 Note

2021-07-30

This is the class note for lecture 8 on July 30. […] … Read more →

480

# Recitation 5 Note

2021-07-29

This is class note for recitation 5. […] Compute the value (V (1)) of a portfolio worth initially (V (0) = 100) dollars that consists of two securities with weights (w_1 = 25%) and (w_2 = 75%), given that the security prices are (S_1(0) = 45) and (S_2(0) = 33) dollars initially, changing to (S_1(1) = 48) and (S_2(1) = 32) dollars. Question: which stock is the most risky? Even though an investment in either stock separately involves risk, we have reduced the overall risk to nil by splitting the investment between the two stocks. This is a simple example of diversification, … Read more →

481

# R Essentials for Six Sigma Analytics

2021-07-28

Learn basic R coding and build elegant plots to support your analysis during any size Six Sigma projetc. […] R Essentials for Six Sigma Analytics: An Introduction to R for the Six Sigma Practitioner. Copyright © 2021 by Ramon Perdigao. All rights reserved. This book was written in RStudio version 1.4.1717 with Bookdown and other open source R packages. All examples and exercises have been created by the author unless explicitly stated otherwise. No part of this work may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopying, recording, or … Read more →

482

# Lecture 7 Note

2021-07-28

This is the class note for lecture 7. […] Basic Definition: Annualized standard deviation of the change in price or value of a financial security. Volatility is a statistical measure of the dispersion1 of returns for a given security or market index. In most cases, the higher the volatility, the riskier the security. Volatility is often measured as either the standard deviation or variance between returns from that same security or market index. In the securities markets, volatility is often associated with big swings in either direction. For example, when the stock market rises and falls … Read more →

483

2021-07-28

484

# Notes of Analysis of Functional MRI

2021-07-27

Notes of Analysis of Functional MRI […] Brain activation to the corresponding task. Similarity between local BOLD signal and task design. “Where is the motion area?” “Where is the face recognition area?” 分析工具：General Linear Model (GLM)。 Brain encoding to the representation of stimulus classes. Classification or similarity analysis. “What are the varying brain states in an area?” “How do brain cortices encode different types of information?” 分析工具： Multivariate Pattern Analysis (MVPA). Classifier‐based MVPA, pattern similarity analysis. Brain … Read more →

485

# Recitation 4 Note

2021-07-27

This is the class note for recitation 4. […] Method of moments estimation is based solely on the law of large numbers, which we repeat here: Let (M_1, M_2,…) be independent random variables having a common distribution possessing a mean (\mu_M). Then the sample means converge to the distributional mean as the number of observations increase. [ \bar{M}n = \frac{1}{n}\sum{i=1}^n M_i \rightarrow \mu_M \text{, as } n \rightarrow\infty ] To show how the method of moments determines an estimator, we first consider the case of one parameter. We start with independent random variables … Read more →

486

# Economic Survey 2019-20

2021-07-27

The 2019-20 DairyNZ Economic Survey is the fifteenth annual survey of New Zealand dairy farmers using dairy farm business data from DairyBase®. The Economic Survey of Factory Supply Dairy Farmers was first published in 1963-64 by the New Zealand Dairy Board. In 1988-89 the survey was undertaken by Livestock Improvement Corporation (LIC) and then Dexcel in 1999-2000, when the name was changed to Economic Survey of New Zealand Dairy Farmers. From 2005-06 DairyNZ published the survey under the new title DairyNZ Economic Survey. DairyNZ is the industry good organisation, representing New … Read more →

487

# Lecture 6 Note

2021-07-26

This is the class note for lecture 6. […] Consider a data set of daily asset percent returns: [ x_1, x2,\dots, x_n ] Assume the return on day (t) is a random variable (X_t): [ {\text{all possible }X_t} ={-\infty <x_t<\infty} ] The probability model/distribution for (X_t) is given by specifying the cumulative distribution function or equivalently the probability density function Special Cases of the Probability Model in our exercise [ f(x_t) = \frac{1}{\sqrt{2\pi}\sigma}e^{-\frac{1}{2}\frac{(x-\mu)^2}{\sigma^2}} ] [ f(x) = \frac{1}{2b}e^{-\frac{|x-\mu|}{b}} ] Useful methods … Read more →

488

# Machine Learning for Biostatistics

2021-07-26

Machine Learning for Biostatistics […] Supervised learning, in machine learning, refers to methods that are applied when we want to estimate the function (f(X)) that relates a group of predictors (X) to a measured outcome (Y). Unsupervised learning refers to methods that learn from the data but there is no observed outcome. In this module, we will cover several unsupervised learning methods, namely principal components analysis, k-means clustering and hierarchical clustering. By the end of this module you should be able to: The dataset fat is available in the library(faraway). You … Read more →

489

# Resampling method

2021-07-26

Resampling method […] This module will cover bootstrap and cross-validation. These are two important techniques that are useful to study sample variability, evaluate model performance and choosing tuning parameters in many of the methods covered in this unit. We will switch the order presented in the book Introduction to Statistical Learning and start with bootstrap and then proceed to cross-validation. By the end of this module you should be able to: The file bmd.csv contains 169 records of bone densitometries (measurement of bone mineral density). The following variables were collected: … Read more →

490

# BIONB 2210 Summer 2021 Computer Labs

2021-07-25

This is the location for all of the tutorials associated with the behaviouR R package. […] You have reached the location for all of the tutorials for the computer labs for Summer 2021. We will be completing all assignments using Rstudio Cloud (www.rstudio.cloud). Please see the link on Canvas for details on how to setup your RStudio Cloud account. Note: If you have never used R before I highly recommend that you check out the primers here: https://rstudio.cloud/learn/primers. You can navigate using the tabs at the left and/or the … Read more →

491

# Lecture 5 Note

2021-07-23

This is the class note for lecture 5 on July 23th. […] … Read more →

492

# T32 Working with Data Training

2021-07-23

This is material to accompany class sessions for the T32 Epidemiology of Aging training series […] This book was published with bookdown. The bookdown package can be installed from CRAN or … Read more →

493

# bookdown-demo.knit

2021-07-22

An interactive introduction to Inference […] An interactive introduction. … Read more →

494

2021-07-22

495

# PSY317L & PSY120R Guidebook

2021-07-22

PSY317L & PSY120R Guidebook […] This book is written to help students enrolled in the University of Texas at Austin Introduction to Statistics for the Behavioral Sciences (PSY317L) course or R Programming for Behavioral Sciences (PSY120R) led by Professor James Curley. We hope that the book will be a useful resource to help you learn both R and statistics. If you have any suggestions for improvements, please get in touch with Professor Curley. This is in between a textbook and a study guide. We’re trying to build materials that will enable students to quickly find what they’re looking for … Read more →

496

# Laboratorio

2021-07-22

Este libro contiene instructivos y materiales de clase para el curso GP0070 Laboratorio del área de métodos del pregrado en Ciencias Políticas de la Universidad EAFIT. El documento está en fase de desarrollo y los contenidos pueden cambiar. Por favor, no … Read more →

497

# Recitation 3 Note

2021-07-22

This is class note for recitation 3 on July 22th. […] restrict the time scale to two instants only: The price of one share at time (t) will be denoted by (S(t)). The current stock price (S(0)) is known to all investors (A(t)) and (A(0)) [ S(t)-S(0) ] The return is defined as: [ K_S = \frac{S(t)-S(0)}{S(0)}, t= 1 ] Is the return (K_S) a fixed value or a random value? Similar for return of bond: [ K_A = \frac{A(t)-A(0)}{A(0)}, t = 1 ] Is the return (K_A) a fixed value or a random value? The future stock price (S(1)) is a random variable with at least two different … Read more →

498

# Rasch Measurement Theory Analysis in R: Illustrations and Practical Guidance for Researchers and Practitioners

2021-07-21

The purpose of the proposed book is to illustrate techniques for conducting Rasch measurement theory analyses using existing R packages.The book will include some background information about Rasch models, but the primary objective will be to demonstrate how to apply the models to data using R packagesand interpretthe results. The academic level for this book is graduate students or professionals who have already been exposed to Rasch measurementtheory. Read more →

499

# An Introduction to Game Theory

2021-07-21

This is an introduction to Game Theory. The project started when I sat in on Tobias Heinrich’s class (POLI 725: International Conflict) in Fall 2019. I was given the opportunity to provide an introduction to basic game theory concepts and methods. Thank again to Toby for the trust and the opportunity. My intention is to build upon the short introduction and potentially expand it into course, with a heavy focus on models used in International Relations. If you have suggestions or find any errors, please do shoot me an … Read more →

500

# Lecture 4 Note

2021-07-21

This is class note for lecture 4 on July 21th […] It is a fact of life that \$100 to be received after one year is worth less than the same amount today. The main reason is that money due in the future or locked in a fixed term account cannot be spent right away. One would therefore expect to be compensated for postponed consumption. In addition, prices may rise in the meantime and the amount will not have the same purchasing power as it would have at present. Finally, there is always a risk, even if a negligible one, that the money will never be received. Whenever a future payment … Read more →

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# Tecnicas de Limpieza y Calidad de Datos

2021-07-21

Ejercicios realizados en clase […] Este conjunto de páginas contienen los ejercicios realizados en clase en el curso: Técnicas de Limpieza y Calidad de Datos. … Read more →

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# Behind changing windows: understanding shop changes in Miðborg

2021-07-20

The main aim of this project is to provide a spatial analysis of the retail change in Miðborg through the production of an interactive map of the shops in Miðborg. The main source of inspiration for the project is the interactive map produced by the Parisian planning agency (APUR). The retailscape of Miðborg has undergone a dramatic change over the past years. Before 2020, tourism has driven some major shop changes. Some very well-established shops, such as the grocery Visir, have been turned into tourist shops. Other well-known shops have moved out to suburban premises, while new … Read more →

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# Data Visualization for Conservation

2021-07-20

This book contains all the content for, and information relevant to, the Data Visualization for Conservation course (7 July - 20 July 2021). […] Welcome to the Data Visualization for Conservation course! In this course we are going to be talking about data visualisation or ‘dataviz.’ We will spend time talking about the importance of data visualisation, learning how to produce custom visualisations using the ggplot2 package, as well as an important theory of data management and storage. The path of learning is never-ending, and we do not want you to imagine that this course can teach you … Read more →

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# Recitation 2 Note

2021-07-20

This is note for recitation 2. […] The text in an R Markdown document is written with the Markdown syntax. Precisely speaking, it is Pandoc’s Markdown. There are many flavors of Markdown invented by different people, and Pandoc’s flavor is the most comprehensive one to our knowledge. You can find the full documentation of Pandoc’s Markdown at https://pandoc.org/MANUAL.html. Inline text will be italic if surrounded by underscores or asterisks, e.g., text or text. Bold text is produced using a pair of double asterisks (text). A pair of tildes (~) turn text to a subscript (e.g., … Read more →

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# Métodos de evaluación de impacto

2021-07-20

Métodos de evaluación de impacto […] Este documento está en construcción. Tiene por objetivo recoger material necesario para impartir un curso aplicado de introducción a métodos de evaluación de impacto. Esta primera versión realiza una revisión detallada de regresión lineal, el método experimental, técnicas de emparejamiento (matching), diferencias en diferencias y regresión discontinua. En la medida de lo posible el documento trabaja con datos de Ecuador. Además, el software utilizado para el análisis, estimación y predicción es … Read more →

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2021-07-20

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# Lecture 3 Note

2021-07-19

Lecture 3 note […] Suppose that two assets are traded: one risk-free and one risky security. The former can be thought of as a bank deposit or a bond issued by a government, a financial institution, or a company. The risky security will typically be some stock. It may also be a foreign currency, gold, a commodity or virtually any asset whose future price is unknown today. Throughout the introduction we restrict the time scale to two instants only: today, t = 0, and some future time, say one year from now, t = 1. More refined and realistic situations will be studied in later chapters. The … Read more →

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# Lecture 2 Note

2021-07-17

This is the class note for lecture 2. […] There is an extensive range of packages in R. For collecting and analyzing financial time series, some of the packages we will use include: Financial data collection from internet (tidyquant) Time series (xts,zoo) Non-linear volatility models (rugarch) Regime modeling (fxregime) The first package (tidyquant) facilitates collecting financial data from the internet sites: https://fred.stlouisfed.org/(FRED) Interest rates of US Government Bonds/Bills Interest rates of Foreign governments Foreign exchange rates Commodities: West-Texas-Intermediate Crude … Read more →

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# Elaboración de productos de datos: Reportes con R Markdown

2021-07-16

Este libro es una compilación de reportes individuales trabajados durante mayo y junio del 2021 en el Taller de Elaboración de productos de datos dictado por Samuel Calderon. […] Este libro digital es un esfuerzo conjunto de los participantes del Taller de Elaboración de productos de datos dictado durante cuatro semanas entre los meses de mayo y junio de 2021. A pesar de que el taller tuvo una participación regular de alrededor 10 personas en las sesiones, fueron cinco personas quienes optaron por participar del proyecto final, que no era obligatorio. El taller tuvo como público objetivo a … Read more →

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# R para los científicos

2021-07-15

Un guía para adquirir las bases de la programación con R y conducir de forma efectiva su gestión y análisis de datos. […] Agradezco a todos los colaboradores que ayudaron a mejorar este libro con sus consejos, sugerencias de cambios y correcciones (en orden alfabético): Camila BF, Marc G, Susi LH, y Estefania QH. Las versiones de gitbook, html y epub de este libro usan los iconos de fuente abierta de Font Awesome (https://fontawesome.com). La versión en PDF utiliza los iconos del proyecto Tango disponibles en openclipart (https://openclipart.org/). Este libro fue escrito con el paquete R … Read more →

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# Язык R для пользователей Excel

2021-07-14

Бесплатный видео курс по языку R. Введение в tidyverse. […] В связи с карантином многие сейчас львиную долю времени проводят дома, и это время можно, и даже нужно провести с пользой. В начале карантина я решил довести до ума некоторые проекты начатые несколько месяцев назад. Одним из таких проектов был видео курс “Язык R для пользователей Excel.” Этим курсом я хотел снизить порог вхождения в R, и немного восполнить существующий дефицит обучающих материалов по данной теме на русском языке. Если всю работу с данными в компании, в котороый вы работаете принято по-прежнему вести в Excel, то … Read more →

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# Microclimate Algorithms

2021-07-13

A users’ guide to accessing and processing microclimate datasets. […] Most ecological analyses and forecasts use weather station data or coarse interpolated, gridded temperature data. Yet, these products often poorly capture the microclimates experienced by organisms that live near the surface and respond to fine scale spatial and temporal environmental variation. Sources of historic and projected future data that better capture microclimates are proliferating. This site attempts to make it easier for users to access and process microclimate data. We include weather station data along with … Read more →

513

2021-07-13

Notas de clase de Bioestadística […] Este libro fue construido para ayudar a entender algunas herramientas de Bioestadística. Acá encontrará los códigos, las lecciones, los ejercicios y tareas dejados por su querida profesora Danna … Read more →

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# Malaria inequality

2021-07-11

Code for malaria inequality analysis … Read more →

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# TIES Measurement Report Automation Project

2021-07-09

This instruction manual is generated using the R package bookdown. The output format for this example is bookdown::gitbook. […] This project is developed to generate lengthy but informative measurement reports from survey data and Mplus measurement model outputs for projects at NYU Global TIES for Children. Typically, a research institute like TIES has the obligation to generate detailed measurement reports to better inform the funders and the cooperating agencies about its most up-to-date work. However, even with a Word template, the process from analytical results to a publishable report … Read more →

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# Data Visualization Workshop

2021-07-09

Data Visualization Workshop […] “The greatest value of a picture is when it forces us to notice what we never expected to see.” — John W. Tukey This bookdown was created for a 2-hour minicourse on data visualization for students in the 2021 UCSF Science and Health Education Partnership Highschool Internship Program (SEP HIP). Interns – welcome! You can use this website and all of its resources during and after the workshop. Anyone else – welcome, also! Feel free to use what you find here for educational purposes. If you do, please cite this book and/or include the URL where you use these … Read more →

517

# Eletrônica Geral

2021-07-01

Material didático produzido para a disciplina Eletrônica Geral do Curso de Graduação em Engenharia Elétrica do Centro Federal de Educação Tecnológica de Minas Gerais. […] Este material, que ainda está em desenvolvimento, foi preparado para a disciplina Eletrônica Geral, do Curso de Graduação em Engenharia Elétrica do Centro Federal de Educação Tecnológica de Minas Gerais, Campus Nova Gameleira (Campus 2). Não apenas como material para o Ensino Remoto Emergencial, adotado devido à pandemia de COVID-19, mas também uma alternativa para as aulas presenciais, quando elas voltarem a ser … Read more →

518

# 2021 REU Data Science Training

2021-07-01

2021 REU Data Science Training […] Knowledge Gained: R, data wrangling, data visualization Main materials: Other resources Software: R Weekly Time-Commitment: 3-6 hrs of independent asynchronous work by students supplemented with ~1-3 hours of grad student led synchronous support. Asynchronous work: working through video tutorials Synchronous … Read more →

519

# Analysis scripts for NHi-C

2021-06-28

This book is a collection for of visualizing scripts for NHi-C … Read more →

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# Introdução à Análise de Dados em R

2021-06-25

Livro texto que acompanha o Curso Introdutório de Análise de Dados em R […] Este curso é oferecido pela Escola de Gestão & Politicas Públicas da Fundação CEPERJ. A Fundação CEPERJ é uma instituição com mais de meio século de tradição, história e é reconhecidamente um legítimo centro de capacitação, recrutamento, cultura, e produção de estatísticas e de estratégia de políticas públicas para o estado do Rio de Janeiro. Bruno Lucian é graduado em Estatística pela UFF e Mestre em Matemática Aplicada pela FGV. Atualmente é Cientista de dados na Loggi, já atuou como cientista de dados líder na … Read more →

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2021-06-23

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# Solutions Calculus Vol 1 2th Edition

2021-06-22

Solutions from the book Calculus, Volume 1: One-variable calculus, with an introduction to linear algebra Second Edition (1988) by Tom Mike Apostol. […] The main objective of this book is to present all the solutions of the exercises proposed in (Apostol 1988) Currently it is a work in … Read more →

523

# Novel Approaches and Analytics

2021-06-22

This is a course handbook written by Bodong Chen for his SNA course at UMN. […] This site is built for a course titled CI 8371 - Applied Social Network Analysis in Education, taught by Prof. Bodong Chen at the University of Minnesota. Content on this site will be actively built and refined throughout the Spring 2021 semester. While the course is titled Social Network Analysis in Education, this course is not limited to social networks or to education. We will broadly examine social, information, and artificial networks in a variety of learning contexts including schools, workplace, and … Read more →

524

# Texto como Dado para Ciências Sociais

2021-06-20

Compilação de métodos e técnicas para análise automatizada de conteúdo […] A partir da produção de material para o curso Text as Data: análise automatizada de conteúdo que ministrei no MQ-UFMG em 2019 e no artigo que publiquei em coautoria com Maurício Izumi (Izumi and Moreira 2018), esse livro tem como propósito difundir nas ciências sociais e humanidades técnicas e métodos de análise automatizada de conteúdo usando a linguagem R. O principal objetivo do livro é ser tutorial prático de uso e aplicação de técnicas e métodos de análise automatizada de conteúdo na língua portuguesa através da … Read more →

525

# The Social Life of Neighborhoods: Data Preparation & Mapping Tutorials

2021-06-19

This is a website with tutorials for the Social Life of Neighborhoods offered in SOC 176/276. […] The following is a series of tutorials specifically designed for The Social Life of Neighborhoods (SOC 176/SOC 276/AFRICAAM 76B/CSRE 176B/URBANST 179) course. The course assignments and final story map require collecting and analyzing information about neighborhoods and other urban spaces. In the tutorials, you will be introduced to tools that will allow you to gather, process, and visualize data so that you can complete the assignments and create your own story map. No prior experience or … Read more →

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# Computational Social Science: Theory & Application

2021-06-17

Script for the seminar ‘Big Data and Social Science’ at the University of Bern. […] The present document serves both as slides and script for the workshop/seminar Computational Social Science: Theory & Applications. This seminar is taught by Paul C. Bauer at the University of Mannheim (Spring Semester 2021). The material was developed by Paul C. Bauer and heavily draws on material developed by other people (see script). Any original material and examples is licensed under a Creative Commons Attribution 4.0 International License. For potential future versions of the course see my website: … Read more →

527

2021-06-16

Customer-Analytics-Business-Intelligence […] Chapters and sections can be labeled using {#label} after the name. We can reference Chapter ?? by writing @ ref(intro). Parenthetical citation can be created by writing [@xie2015], e.g. (Xie 2015, 45) Narrative citations can be created by writing @R-bookdown, e.g. Xie (2021) Figures and tables with captions will be placed in figure and table environments, respectively. Figures can be referenced by its code chunk label with the fig: prefix, e.g., see Figure 0.1 Tables can likewise be referenced by its code chunk label with the tab: prefix, e.g., … Read more →

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# Introducción a la ciencia de datos con R.

2021-06-14

Curso intro de R […] Estos recursos corresponden a un seminario de sociología y epistemología del big data. El presente material corresponde a la unidad práctica de dicho seminario, que busca introducirnos en análisis de datos por medio del lenguaje R. Si bien este objetivo es explícitamente de nivel introductorio, creemos que puede ser un primer paso hacia un fin necesario: acercarnos al fenómeno de los datos, con una mirada “desde adentro.” Escenarios sociales y técnicos como el big data, así como los avances en inteligencia artificial y la proliferación de algoritmos en diversas esferas … Read more →

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# Fundamentals of Wrangling Healthcare Data with R

2021-06-14

Fundamentals to Data Wrangling and programming with R v 4.1; examples with Health Related Data […] Data Wrangling is the process of gathering, selecting, transforming and mapping “raw data” into another format with the intent of making it more appropriate and valuable for a variety of downstream analytic purposes. The Primary goal in data wrangling is to assure quality and useful data. Also known as “data cleaning,” “data processing,” or “data munging”; many professionals will tell you that data management related tasks will consume upwards of 80% of their time, leaving only 20% for … Read more →

530

# Utah IR R tools user guide

2021-06-14

A guide to installing R and the necessary R packages developed for Utah’s Integrated Report process. […] bookdown.org/jakevl/IR-R-tools-guide This guide walks secondary reviewers through installing R and its associated packages on their computer. A snapshot of the commands required to run the R packages is available on the “Install or Access R Tools” card on the Current Report Development Trello Board. Please refer to the FAQs section for answers to common questions, but note that this section will grow as we move through the process as group. If you still have questions about running R or … Read more →

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2021-06-13

532

# Introduction to R - tidyverse

2021-06-10

Introduction to R - tidyverse […] This document contains the material covered in the Introduction to R (tidyverse) course taught at the Walter and Eliza Hall Institute of Medical Research. The course is taught to biomedical scientists, but the material and the teaching examples are very broad. Skills taught in this workshop can be applied to many disciplines in academia and industry. There is no assumed knowledge of R or other computer languages - we start from scratch. Chapters 1 through 5 make use of popular (non-biological) teaching data sets available through R. Chapters 6 onwards … Read more →

533

# Title

2021-06-10

Title […] I want to thank a few people. This is an example of a thesis setup to use the reed thesis document class (for LaTeX) and the R bookdown package, in general. You can have a dedication here if you … Read more →

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# Working with data

2021-06-09

This is a short workbook designed to help students in the MSSE program feel better about how to talk about the data generated from their capstone projects. […] This short book encapsulates everything that we used to cover in an in-person short course, the entire point of which was to collaboratively improve our ability to talk about, describe, and display data. We began the course as a deep-end-of-the-pool method of trying to take away some of the concern and fear that people have when it comes to writing about their Capstone data. Our goals are very simple: The only requirements for this … Read more →

535

# Data Science Boot Camp

2021-06-09

Course materials for the Data Science Boot Camp, Weldon Cooper Center for Public Service, University of Virginia June 8-10, 2021 […] This boot camp is designed to help research assistants rapidly to become productive doing data science as a member of the Cooper Center team. The mini-course offers introductory training in how to do data science as a member of a team. It also provides an orientation to the projects, resources, and house styles that are specific to the Cooper Center. R4DS: R for Data Science by Hadley Wickham and Garrett Grolemund. An excellent introduction, available for free … Read more →

536

# Book_MI.knit

2021-06-06

Copyright ©2019 by Heymans and Eekhout All rights reserved. No part of this book may be reproduced or utilized in any form or by any means, electronic or mechanical, including photocopying, recording, or by any information storage and retrieval system, without permission in writing from the … Read more →

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2021-06-06

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2021-06-04

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# Merging Discussion

2021-06-03

Merging Discussion […] The dplyr package has a suite of four functions for merging two datasets together. The syntax is borrowed from SQL … Read more →

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# Skript zum MAS Modul Servotechnik

2021-06-02

Skript Servotechnik […] Dieses Dokument dient als Grundlage für das MAS-Modul “Antriebstechnik,” welches von der Fachhochschule Nordwestschweiz angeboten wird. Es behandelt die Grundlagen der aktuellen Servotechnik. Das Dokument kann hier kostenlos gelesen werden. Ein PDF-Dokument kann via Email (martin.pischtschan@fhnw.ch) angefragt … Read more →

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# A Crash Course in Geographic Information Systems (GIS) using R

2021-06-01

A Crash Course in Geographic Information Systems (GIS) using R […] There is an assumption of some previous experience in R with this tutorial. If you have not used R before I would start with Chapter 1 of the free, and excellent textbook R for Data Science. The GIS operations in R from the sf package are designed to integrate well with the tidyverse suite of R packages. We will make use of some basic functionality from the dplyr package and will be using pipes (%>%) to sequence multiple operations. If you are unfamiliar with dplyr and pipes I would go through the base vignette before … Read more →

542

# Curso R 2021

2021-06-01

Este libro es una introducción al paquete bookdown para la escritura de libros (en castellano, galego, …). […] Este libro es una pequeña guía sobre como emplear el paquete bookdown de R para la escritura de libros, incluyendo algunos detalles de configuración para la escritura en otros idiomas distintos del inglés (castellano, galego,…). Este mismo libro ha sido escrito en R-Markdown empleando el paquete bookdown y está disponible en el repositorio Github: rubenfcasal/bookdown_intro. Para generar el libro (compilar) puede ser recomendable instalar la última versión de RStudio y la versión … Read more →

543

# Processo de Produção do Formaldeído

2021-06-01

Em desenvolvimento […] O formaldeído é um composto orgânico de extrema importância na indústria e mercado mundial. Dotado de grande versatilidade, são inúmeras as aplicações desse composto em diferentes setores da indústria química. Desse modo, o trabalho em questão tem como objetivo a aplicação dos conceitos de balanço de massa e energia para a simulação do processo de produção do formaldeído através da utilização do software Microsoft Excel. Calculando-se o grau de liberdade para assumir parâmetros baseados na literatura e assim resolver o sistema através da ferramenta solver. … Read more →

544

# Coding in R

2021-06-01

Handbook of basic R coding concepts and practices. […] This is a handbook of basic R concepts and best … Read more →

545

# Machine Learning for Economics 2020/21: R labs

2021-05-31

Notes for the R labs of the MLFE course @ Unibg […] You are reading the lecture notes of the R labs for the Machine learning for Economics (MLFE) course at University of Bergamo (academic year 2020/21). The MLFE course is the second module of the Coding and Machine Learning course. The MLFE R labs are designed for students who already have some experience with R programming thanks to the first module of the Coding and Machine Learning course. Click here to access the R lab notes of the first module regarding introduction to R language and the tidyverse package. Enjoy the journey! … Read more →

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2021-05-27

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# ADVANCED REGRESSION AND PREDICTION: MACHINE LEARNING TOOLS

2021-05-27

This is a bookdown in which the second part of the project of the subject advanced regression and prediction of the Master’s Degree in Statistics for Data Science has been carried out […] Currently Machine Learning (ML) techniques are applied in an infinity of fields to obtain knowledge from data. Among these fields today we can highlight the appearance and effect of the coronavirus disease (COVID-19) in all aspects of society. That is why, by completing this second part of the advanced regression and prediction course, it is intended to use the techniques learned during the practical and … Read more →

548

# Fashion Logistics Analysis

2021-05-26

Descriptive Analysis of Fashion Data […] This module makes use of R. To replicate, understand and adapt the code used in this module, download R and RStudio. In this module, you will use several R packages. You have to install these packages on your computer, using install.packages(“packagename”). You only have to install packages once on your computer. Only after installing new versions of R, you have to install packages again. For invoking the functions and accessing the data sets embedded in these packages, use the library() command, in each session. RStudio shows a list of installed … Read more →

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2021-05-26

550

2021-05-25

Business Statistics […] The course purpose is to introduce a formal framework for analyzing real life business problems with actual data, so that students can improve their understanding of the circumstances in which statistical techniques should be used and how to apply statistics to practical business situations. The entire course is supported with many case studies and worked-out examples. In particular, statistical techniques are grouped in sections covering applications in the field of decision making, business forecasting, quality control, and commonly used descriptive and inferential … Read more →

551

# POLI 330 International Organization

2021-05-25

This is a minimal example of using the bookdown package to write a book. The output format for this example is bookdown::gitbook. […] The goal of this course is to introduce students to the structure and functions of international political and economic organizations. Particular attention to the United Nations and its specialized agencies, and to emerging regional communities. We look in depth at the United Nations, the World Trade Organization, international courts, and the international financial institutions, as well as other international organizations in comparative terms. Students … Read more →

552

# Introduction to R

2021-05-25

Accompanying IMSID course […] This instruction manual belongs to the course Introduction to R which is taught at the Institute for Medical Statistics, Computer and Data Sciences at Jena University hospital. Each chapter belongs to one of the five course dates. It is written in a way that should allow you to reproduce the entire course by yourself on your personal computer. There are a lot of code examples in this instruction manual. You can generally recognize a piece of R code in this document by the grey highlighting. If the code returns a result, the result is displayed directly below … Read more →

553

# 基于R语言的科研信息分析与服务

2021-05-24

Scientific Research information service using R […] 在图书馆开设R语言系列讲座也有一年半载了，在此过程中我萌生了用R语言写一本书的想法，一方面是想为学生提供R语言学习范例，另一方面也借此为我校科研人员提供一些科研信息服务。如果此举能做到教学相长，更好地实践和应用数据科学，也算是一次很有意义的尝试，无奈自己时间精力有限，写书进展缓慢。 本书数据处理和可视化用到 tidyverse, 您也可以参考我的课件《数据科学中的 R 语言》。 本书的代码可以公开，您完全可以重复每一过程。本书使用的代码和数据集 可能用到的开发版本的宏包 … Read more →

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# Sobre reduzir distâncias…

2021-05-23

Sobre reduzir distâncias… […] Atualmente sou professora associada do Centro Federal de Educação Tecnológica de Minas Gerais, onde leciono geografia aplicada às Ciências Sociais, geografia de transportes, análise urbana, análise de dados para gestão e cursos de logística e logística urbana desde 2006. Após concluir meu doutorado em Geografia em 2015, tenho me envolvido em pesquisa com foco em planejamento orientado à acessibilidade, transporte de cargas urbanas e análise espacial aplicada. Sou coordenadora do grupo de pesquisa PLACES - PLANEJAMENTO para ACcESs, membro da Rede de Pesquisa … Read more →

555

2021-05-23

This is a minimal example of using the bookdown package to write a book. The output format for this example is bookdown::gitbook. […] Este compendio de unidades sobre modelización estadística trata de mostrar una versión aplicada para el tratamiento de los modelos estadísticos más básicos. El objetivo no es mostrar una versión teórica de estos modelos sino una versión aplicada. Se recomienda a los lectores interesado que complementen la teoría de estos modelos con manuales más específicos. Para poder seguir los contenidos aquí expuestos se recomiendan conocimientos básicos de estadística … Read more →

556

# Pharmacy Primer for T-SQL Database Interrogation

2021-05-23

Pharmacy Primer for T-SQL Database Interrogation is a manual intended for pharmacist SQL practitioners at a beginner to intermediate skill level. It approaches the topic of Microsoft Transact-SQL (T-SQL) database interrogation from the HFHS perspective using pharmacy use cases from real-world projects. The manual makes an up-front investment in foundational SQL theory that (hopefully) rewards the user with more nuanced and targeted examples in its later materials. Read more →

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# VDL-NGS-Lab Analysis Protocol

2021-05-21

This is book for VDL-NGS analysis. The output format for this book is bookdown::gitbook. bookdown Template from Dr. Xie, Yihui […] Disclaimer： Only take this protocol as a tutorial for reference, but not SOP! Always follow the policy and regulation of VDL data usage and keep the data safe and confidential. Always make decision according to different circumstance. Discussion is a good idea to make questions clear. Keep learning, continuously updating knowledge and skills. Revision and updates will be made and appended to this document continuously. Please let me know if there is any error. … Read more →

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2021-05-21

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# K-Means Clustering

2021-05-19

An E-book explaining K-Means clustering using R. […] In this reader, we explain how to perform K-Means clustering in … Read more →

560

# WildCo: Reproducible camera trap data exploration and analysis examples in R

2021-05-19

This resource is a ’living document’ representing useful data exploration and data analysis workflows we use within the WildCo lab, WildCAM network and (hopefully) beyond. […] This guide was made as a way of sharing our research labs collective knowledge on the management, manipulation and analysis of camera trap data. It was born out of the realization that many analysis frameworks we apply as camera trappers, do not have specific examples which involve camera trap data. Thus we wanted a resource which takes a single data set from raw data to analysis, showing all of the steps in between! … Read more →

561

# ProteoMill

2021-05-18

Documentation and guidelines for using the ProteoMill platform. […] The analysis of protein enrichment and knowledge of protein-protein interactions have become essential tools in many proteomics studies. We developed ProteoMill, an analysis platform with the purpose to enable researchers to quickly gain insights about the molecular events in their data. ProteoMill is unique in that it is a free, open-source, always up-to-date and easily accessible web tool that renders a complete pipeline from data upload to differential expression-, enrichment- and network analysis. A common requirement … Read more →

562

# Comprehensive Exam Study Guide

2021-05-17

Welcome to my study guide that I used to prepare for my comprehensive exams. This is a general work in progress but it helped me compile all of the resources I needed for this exam set. […] Welcome to my study guide that I used to prepare for my comprehensive exams. This is a compilation of resources that I used while studying for my comprehensive exams. Each tab and chapter in this R-book are organized by the committee member this was used for. Disclaimer: Some pages of notes are more comprehensive and descriptive than others. This study guide is meant to be a foundation to bounce off of … Read more →

563

# Analyses statistiques avec R

2021-05-15

Analyses statistiques avec R […] Durant votre cursus du cours LBIRA2110, nous vous offrons la chance de vous former au logiciel et langage de programmation R. R c’est LE logiciel libre référence dans le domaine de l’analyse statistique de données. Programmer en R nécessite R-Studio qui est une interface utilisateur facilitant l’utilisation du langage R. L’installation de R et R-studio n’est pas très compliquée mais requiert de suivre à la lettre plusieurs étapes. Le lien suivant vous mènera vers un support où l’installation est détaillée: ~> Installation détaillée de R et R-Studio En … Read more →

564

# Skript zur Vorlesung Staatsrecht II – Grundrechte

2021-05-10

Skript zur Vorlesung Grundrechte im Sommer 2021 […] Dieses Skript wird laufend aktualisiert und fortgeschrieben. Sie können es online lesen, aber auch als pdf oder für einen epub-Reader herunterladen. Dazu klicken Sie oben auf das … Read more →

565

# STAT160 R/RStudio Companion

2021-05-10

Companion document to Introduction to Statistical Investigations using R/RStudio. […] This companion is for use in STAT160 (Introduction to Data Science). The textbook for the course is Introduction to Statistical Investigations (Tintle et. al). Through in-class and home work assignments, students will learn to use R and RStudio. In this companion, we will review the commands and functions students will need to perform statistical analysis and generate statistical … Read more →

566

# Moindres Carrés Ordinaires et alternatives

2021-05-10

Moindres Carrés Ordinaires et alternatives […] La méthode des moindres carrés ordinaires (MCO) consiste à minimiser la somme des carrés des écarts, écarts pondérés dans le cas multidimensionnel, entre chaque point du nuage de régression et son projeté, parallèlement à l’axe des ordonnées, sur la droite de régression. Il s’agit d’ajuster un nuage de points ({Y_i, Xi}_{i=1,…,n}) selon une relation linéaire, prenant la forme de la relation matricielle (Y=X\beta+\epsilon), où (\epsilon) est un terme d’erreur. Parmi les différentes méthodes de régression existantes cette dernière est … Read more →

567

# Techincal Analysis with R (second edition)

2021-05-10

This is an introductory textbook that focuses on how to use R to do technical analysis. […] Since the first edition has been published in 2018, I have received numerous comments on how to improve the book. The second edition attempts to accommodate these suggestions as much as possible. The book is completely rewritten and reorganized. In particular, the core part of trading rule is now divided into three chapters: day-trading rule, non-day trading rule, and complex trading rule. Day-trading rule requires only basic knowledge of conditional if statements and for loops. Non-day trading … Read more →

568

2021-05-09

569

# R Coding for Data Science - 2020/21

2021-05-09

Notes for the R labs of the R4CDS course @ Unibg […] You are reading the lecture notes of the R lectures for the Coding for Data Science (C4DS) course at University of Bergamo (academic year 2020/21). R is a great programming language especially designed for statistical analysis and data visualisation. The C4DS R lectures are designed for students who already have a programming background thanks to the first part of the C4DS course dedicated to Python. In the 5 lectures dedicated to R I will present you the basics of R for data manipulation, analysis and plotting. Enjoy the journey! In the … Read more →

570

2021-05-09

571

# Summer RA Conclusion

2021-05-09

Summer RA Conclusion […] 本文件为2020年夏季学期胡悦老师RA项目中的方法总结，主要包括： 使用.Rmd撰写论文 Git Zotero与Rmd bookdown基本使用方法 如何快速阅读论文 提醒：由于各种原因，请尽可能保证在使用R时，各种文件路径中仅含有英文字母、_和-（例如R可能无法读取路径名中带有中文的文件） … Read more →

572

# Entrenamiento en productos de datos: R Markdown

2021-05-07

Este libro es una compilación de reportes individuales trabajados durante el verano 2021 en el Taller de Elaboración de productos de datos dictado por Samuel Calderon. […] Durante el verano de 2021 tuve la oportunidad de reunirme dos veces por semana con un grupo de personas interesadas en aprender a elaborar productos de datos. La única condición impuesta para formar parte de este grupo fue tener mucha paciencia y disposición a cometer muchos errores en el camino. En resumen, pienso que las personas que lograron participar en las sesiones y elaborar su proyecto final, compilado en este … Read more →

573

# Research Methods

2021-05-04

This module is of MBA programs. The module carries 4 ECTS credits. […] Here’s the syllabus of this … Read more →

574

# Scientific Research Methods

2021-05-04

An introduction to quantitative research in science, engineering and health (including research design, hypothesis testing and confidence intervals in common situations) […] This book is an introduction to quantitative research in the scientific and health disciplines. The whole research process is introduced, from asking a research question to analysis and reporting of the data. The focus, however, is on the analysis of data. This book was originally prepared for use with the course SCI110 Science Research Methods1 at the University of the Sunshine Coast (USC). This name is grammatically … Read more →

575

# Editable Distributed Hydrological Model

2021-04-29

This is a minimal example of using the bookdown package to write a book. The output format for this example is bookdown::gitbook. […] This document is the use guide for EDHM and some other concept about the hydrological models (HM) building. In Chapter 1 explain the basic concept of hydrological cycle and the important concept and idea of EDHM. In chapter 2 show the workflow of using a hydrological model with EDHM and the way to explain a new model. Chapter 3 and 4 show the basic information, e.g. input data, parameters and output data of every module or model. EDHM is a R package for … Read more →

576

# R Markdown 指南

2021-04-29

R Markdown 指南 … Read more →

577

# Market Segmentation & Clustering

2021-04-28

This module is part of the Minor Data Driven Decision Making in Business (3DMiB, for short). The module carries 2.5 credits (ECTS) […] This module makes use of R. To replicate, understand and adapt the code used in this module, download R and RStudio. In this module, you will use several R packages. You have to install these packages on your computer, using install.packages(“packagename”). You only have to install packages once on your computer. Only after installing new versions of R, you have to install packages again. For invoking the functions and accessing the data sets embedded in … Read more →

578

# Statističke metode za ekonomske analize

2021-04-28

Statističke metode za ekonomske analize […] ANOVA (engl. ANalysis Of VAariance) je metoda kojom se uspoređuju aritmetičke sredine više uzoraka, tj. grupa i donosi se zaključak o postojanju (ili ne) razlika između sredina više populacija (\mu_1), (\mu_2),…, (\mu_k) Na taj se način analizira utjecaj jedne ili više kategorijalnih (nezavisnih) varijabli na jednu numeričku kontinuiranu (zavisnu) varijablu Kategorijalne varijable još nazivamo faktorima pa govorimo o jednofaktorskoj, dvofaktorskoj ili pak višefaktorskoj analizi varijance Broj kategorija nezavisne varijable određuje broj … Read more →

579

# Data Visualization with PowerBI

2021-04-27

This course is intended for educational puposes & preparing Data analysts for Exam DA-100: Analyzing Data with Microsoft Power BI : Creating reports […] This course is intended for educational purposes & preparing Data analysts for Exam DA-100: Analyzing Data with Microsoft Power BI : Creating reports All the needed resources to follow along can be found here https://github.com/Mkassem16/NycTaxiPBI. Creating basic PowerBI reports knowledge is prerequisite for this course. By the end of this course Data Analysts should be able to: + Customize Report pages. + Decide for appropriate … Read more →

580

# Introduction to R: Exercises

2021-04-27

Accompanying IMSID course […] These assignments accompany the course Introduction to R and should be done at home before each course date. We will link to the respective book section in each of the exercises, so you’ll be able to find instructions on how to solve this kind of exercise quickly. We will discuss solutions in the seminar session, complete code solutions will be published after the … Read more →

581

# (Mostly Clinical) Epidemiology with R

2021-04-26

This is an intermediate epidemiology book that focuses on clinical epidmeiology and its quantification using R. It stems from my belief that the learning of epidmeiologic principles is consolidated through hands on coding examples. […] James (Jay) Brophy is a full professor with a joint appointment in the Departments of Medicine and Epidemiology and Biostatistics at McGill University where he works as a clinical cardiologist at the McGill University Health Center and does research in cardiovascular epidemiology. His research interests are eclectic and include clinical and outcomes research, … Read more →

582

# Applied Biostats

2021-04-26

Course notes for applied Biostats. […] Key links: Canvas, Detailed schedule in progress, Rough schedule. I begin this writing in early Sept 2020, and am thinking about you, my students for the fall 2021 term. Currently much is uncertain — we are beginning a term in the wake of George Floyd’s murder [among many others], which has resulted in protests, uprisings, rioting and armed confrontation between protesters, armed citizens and police. We are in the midst of an uncertain economy, and a vicious presidential election. Most of us feel isolated as COVID has pushed most of us home, some of us … Read more →

583

# Statistical Thinking: A Simulation Approach to Modeling Uncertainty (UM STAT 216 edition)

2021-04-21

Statistical Thinking: A Simulation Approach to Modeling Uncertainty (UM STAT 216 edition) […] This book is a slightly modified version of the work below: Zieffler, A., & Catalysts for Change. (2019). Statistical Thinking: A simulation approach to uncertainty (4.2th ed.). Minneapolis, MN: Catalyst Press. http://zief0002.github.io/statistical-thinking/ This work is licensed under a Creative Commons Attribution 4.0 International License. You are free to share, remix, and make commercial use of the work under the condition that you provide proper attribution. To reference this work, use: The … Read more →

584

# Time Series and Forecasting: A Project-based Approach with R

2021-04-21

Class notes for University of Virginia SYS 5581, Spring 2021 […] This document is a compilation of class notes for SYS 5581 Time Series and Forecasting, University of Virginia, Spring, … Read more →

585

# Simulation and Modelling to Understand Change

2021-04-19

These are lecture notes for the module Simulation and Modelling to Understand Change given in the School of Human Sciences and Technology at IE University, Madrid, Spain. The module is given in the 2nd semester of the 1st year of the bachelor in Data and Business Analytics. Knowledge of basic elements of R programming as well as probability and statistics is assumed. […] These are lecture notes for the module Simulation and Modelling to Understand Change given in the School of Human Sciences and Technology at IE University, Madrid, Spain. The module is given in the 2nd semester of the 1st … Read more →

586

# Machine Learning Techniques

2021-04-19

Introductory text to a couple of commonly used Machine Learning techniques and how they are performed in R […] This book is intended to be a reference for frequently used Machine Learning techniques and how they can be performed in R. Writing this work started in summer 2020 and new chapters are and will be added over time. It is written with a view to students pursuing a Machine Learning course in a pre-graduate or graduate program. It is not intended to be an exhaustive textbook on all possible Machine Learning … Read more →

587

# Basic R Commands

2021-04-19

Basic R Commands […] 19-04-2021 The text is under development and updates are … Read more →

588

# JavaScript for R

2021-04-19

Invite JavaScript into your Data Science workflow. […] This is the online version of JavaScript for R, a book currently under development and intended for release as part of the R series by CRC Press. The R programming language has seen the integration of many languages; C, C++, Python, to name a few, can be seamlessly embedded into R so one can conveniently call code written in other languages from the R console. Little known to many, R works just as well with JavaScript—this book delves into the various ways both languages can work together. The ultimate aim of this work is to demonstrate … Read more →

589

# ॥ दिल की गिरह खोल दो ॥

2021-04-18

मेरी लिखी एक कविताओं, गज़लों, गीतों, काव्य और कथाओं का संग्रह है। … Read more →

590

# How does R fit a linear model?

2021-04-16

What happens when you run lm(y ~ x1 + x2) […] This book is the product of my goal to answer the question ‘How does R fit a linear model using the lm function?’ A seemingly simple question based on one of the most humble formulas in all of statistics led me down a rabbit hole of math and programming I never expected. The goal of writing this is for my own etification, but also to provide a thorough walkthrough so that R-users at all levels of math and programming can have a better grasp on one of the most ubiquitous tools in a statisticians toolbelt. The book wil be structured largely … Read more →

591

# STA 444/5 - Introductory Data Science using R

2021-04-13

STA 444/5 - Introductory Data Science using R […] This book is intended to provide students with a resource for learning R while using it during an introductory statistics course. The Introduction section covers common issues that students in a typical statistics course will encounter and provides a simple examples and does not attempt to be exhaustive. The Deeper Details section addresses issues that commonly arise in many data wrangling situations and is intended to give students a deep enough understanding of R that they will be able to use it as their primary computing resource … Read more →

592

# Data Science with R: A Resource Compendium

2021-04-12

A modest and very incomplete listing of resources for tackling data science problems in R. […] Draft This book grew out of my evergrowing collection of reference materials that was saved as an expanding array of markdown files in a github repo. By assembling it as a book, I hope that it will be more accessible and useful to other R users. The author would like to acknowledge everyone who has contributed to the books, articles, blog posts, and R packages cited within. License This work by Martin Monkman is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 2.5 Canada … Read more →

593

# Work Portfolio

2021-04-12

This is Christine Griffith’s work potfolio for an Organizational Strategist position at Korn Ferry. The output format for this example is bookdown::gitbook. […] This portfolio represents my work and achievements throughout my college career in the Industrial/Organizational Psychology Graduate Program at Montclair State University. As a highly driven and dynamic Organizational Strategist Professional, I am eager to apply a strong passion for empowering organizations to grow, unlock their potential, and enhance performance to improve the bottom line of Korn Ferry. My portfolio includes the … Read more →

594

# MGHIHP HE-802, Spring 2021

2021-04-12

This e-book accompanies the course HE-802 in the MS in HPEd program at MGHIHP (http://mghihp.edu/mshped). HE-802 is a statistics course that equips students to analyze healthcare and/or behavioral data in R. […] This online e-book is the main resource to guide you through the course HE-802 in the MS in HPEd program at MGHIHP in the Spring 2021 semester. Each chapter contains reading (or links to reading) that you should do as well as an assignment that you should complete and submit by the deadline in the course calendar. My name is Anshul Kumar and I am the author/preparer of this e-book. … Read more →

595

2021-04-11

596

# Github actions with R

2021-04-09

An introduction to using github actions with R. […] GitHub actions allow us to trigger automated steps after we launch GitHub interactions such as when we push, pull, submit a pull request, or write an issue. For example, there are actions that will automatically trigger: GitHub actions follow the steps designated in a yaml file, which we place in the .github/workflows folder of the repo. We can add these yaml files to our repo either by clicking on a series of steps on GitHub.com, or using wrapper functions provided by the usethis package, depending on which actions you wish to include. We … Read more →

597

# Using R for Educational Research

2021-04-08

This is an example of using the bookdown package to write a book […] Our goal for this document is to illustrate the importance of good data analysis practices and how R and companion packages support these practices. We think the R system has many benefits for educational research. R has become the flagship computing environment for many areas of science and has great appeal because it is free and open-access. In addition, free tools like RStudio and R Markdown promote a replication commitment and open science philosophy important to our work. One particular strength of R is that it … Read more →

598

# Building Pension Models and Actuarial Tools Using R and R Shiny

2021-04-08

Building Pension Models and Actuarial Tools Using R and R Shiny […] This interactive report has been created to demonstrate the functionality of R Markdown and Bookdown, as an additional tool that actuaries and others can avail of. Each page of the application (with the exception of the combined SORP Calculator and Drawdown Simulation) has been rebuilt using miniUI [1], an R library used to create Shiny Widgets. However, these “mini-apps” do not fully replicate the main application. Similarly, this interactive report does not intend to replace the original - it merely serves to compliment … Read more →

599

# Applied longitudinal data analysis in brms and the tidyverse

2021-04-06

This project is a reworking of Singer and Willett’s classic (2003) text within a contemporary Bayesian framework with emphasis of the brms and tidyverse packages within the R computational framework. […] This project is based on Singer and Willett’s classic (2003) text, Applied longitudinal data analysis: Modeling change and event occurrence. You can download the data used in the text at http://www.bristol.ac.uk/cmm/learning/support/singer-willett.html and find a wealth of ideas on how to fit the models in the text at https://stats.idre.ucla.edu/other/examples/alda/. My contributions show … Read more →

600

# Data Science and Econometrics for NBA Analytics

2021-04-05

Data Science and Econometrics for NBA Analytics […] The 1960s was a period of time where oil became the most valuable and productivity augmenting resource for companies to extract, prompting companies to engage in a race to extract as much oil as possible without any regard for the environmental and social consequences. However, recent times has seen data replace oil as the most valuable resource, even for sports organizations. Analytics have a major place in today’s sports world. At some level, every sports organization relies on data and analytics for team development, salary structure, … Read more →

601

# Curso R base

2021-04-03

Vamos a ver que aprendemos! […] R es un lenguaje de programación y un entorno para el análisis estadístico y gráfico. Es multiplataforma: está disponible para Windows, Macintosh y GNU/Linux. R fue inicialmente creado por R. Ihaka y R.Gentleman de la Universidad de Auckland en 1993, pero actualmente, el entorno R es el resultado de la colaboración de toda una comunidad de usuarios. A partir de 1997 el desarrollo del código fuente (o base-R) de R es llevado por un grupo de programadores conocido como “The R-core team”. La página web oficial de R se llama: The R Project for Statistical … Read more →

602

# Economic Impact Report

2021-04-02

2020 Economic Impact Report for Commercial Fishing Activity of Santa Barbara Harbor. […] INCOMPLETE SECTION For more information, visit: https://www.cfsb.info/. … Read more →

603

# Uma introdução gentil à Ciência de Dados

2021-04-01

E-book em desenvolvimento. […] Provavelmente você deve estar pensando que não faz ideia do que seja Ciência de Dados, já que nunca teve contato com esta área da ciência. Mas, será mesmo? Ao longo deste capítulo vamos entender o que é a Ciência de Dados e refletir como ela está inserida no nosso dia a dia. A Ciência de Dados pode ser definida como o campo do conhecimento que busca transformar dados em informações. Mas, o que isto significa? Observe a Figura 1.1 que trata algumas situações vivenciadas na nossa cidade ou comunidade, que precisam ser adaptadas para melhorar o bem estar dos … Read more →

604

# Policy Learning I - Binary treatment

2021-04-01

A short tutorial for machine-learning based causal inference. […] This tutorial will walk you through common statistical tools used in the lab. If you’re self-studying, here’s a minimal recommended study plan for newcomers: If you are working on a particular project, you can jump into a relevant section. Any pre-requisites are listed at the beginning of each … Read more →

605

# Chronicles of Grandma’s Closet

2021-04-01

This is a minimal example of using the bookdown package to write a book. The output format for this example is bookdown::gitbook. […] To render the book used the following code, you must do this before knitting the GitBook (webpage) The _output.yml contains the header arguments. I would but them here so its cleaner and easier to read the code. These resources are not relevant for students but they are to … Read more →

606

# Diversidade em sala de aula: por uma educação antirracista

2021-03-31

E-book em desenvolvimento. … Read more →

607

# TRABAJO DE CALIDAD DE AGUA RIMAC

2021-03-30

This is a minimal example of using the bookdown package to write a book. The output format for this example is bookdown::gitbook. […] UNIVERSIDAD NACIONAL AGRARIA LA MOLINA PROFESOR: JESUS SALINAS INTEGRANTES LUIS EDGAR GUTIERREZ SALDANA CHRISTIAN CRUZATE JENNY … Read more →

608

# Eagle I.O Website Playground

2021-03-30

This is a sandbox template to play with Eagle I.O website development ideas, forked from Matt Crump’s Research Lab. We are a student-led consulting group within the Industrial/Organizational Psychology program at Montclair State University, founded in 2019. We look at ourselves as hard-working, driven students who wish to strengthen MSU’s I/O Psych program, as well as learn outside of the classroom to build upon our skills and knowledge. We pride ourselves on strong involvement in local and national I/O groups, namely METRO and SIOP. For more information about the roles and responsibilities … Read more →

609

# Introduction to Statistics with R

2021-03-29

Introduction to Statistics with R […] Let’s start with a simple question: In the US, are adult men taller, on average, than women? We know the answer to this question already (yes), but attempting to answer it with data will allow us to illustrate many important concepts of statistics. The first step is to collect some … Read more →

610

# University of Utah

2021-03-26

University of Utah […] This manual contains a general descriptions of all neuroimaging pipelines currently being used to analyze MRI scans. If additional information or further clarification is needed, email me at naomi.hunsaker@utah.edu. … Read more →

611

# Financial Engineering and TensorFlow

2021-03-26

Financial Engineering and TensorFlow […] 금융공학, 인공지능. 두가지 모두 매력적인 말입니다. 이 두가지를 모두 배울 수 있을까요? 그것이 바로 이 강의가 추구하는 바입니다. 금융공학과 인공지능의 기초뿐만이 아니라, 수준 있는 내용까지 모두 배우고 이를 세상에 활용해 볼 수 있을 정도까지의 준비를 하는 것입니다. 이 강의는 아직도 개발 중입니다. 계속해서 새로운 내용을 추가하도록 … Read more →

612

# Calculus and Applications - Part II

2021-03-24

Lecture notes for Calculus and Applications produced in bookdown […] These are lecture notes for the second part of Calculus and Applications first year module at the Department of Mathematics, Imperial College London. The notes are split into three parts on Fourier Transform, Ordinary Differential Equations and Introduction to Multivariate Calculus. Please refer to course Blackboard for additional materials recommended text books for further reading. These lecture notes are adobted from existing courses in our department. Part I of the course is based on the old M2AA2 course (Andrew … Read more →

613

# Exercise

2021-03-24

This is a minimal example of using the bookdown package to write a book. The output format for this example is bookdown::gitbook. […] Exercise 3-1 Exercise 3-2 … Read more →

614

# DEMOVATE

2021-03-23

Hvordan kan demokratiet fornyes slik at flest mulig støtter opp om det? Nye og alternative former for involvering og medvirkning er i dag viktige tema i den internasjonale diskusjonen om demokratiets tilstand. DEMOVATE-prosjektet prøver ut medvirkning i praksis ved å invitere et tilfeldig utvalg innbyggere i Bergen til å diskutere og gi råd til politikerne i bestemte saker i det såkalte “Byborgerpanelet”. I samarbeid med internasjonalt ledende forskere blant annet fra Stanford University studerer vi demokratisk innovasjon og dens effekt på demokratisk legitimitet i norske kommuner. Sentrale … Read more →

615

# STAB Tutorials

2021-03-22

Tutorials for the UW STAB working group […] This site is currently in development. It will eventually contain tutorials related to the STAB working group at the University of Washington. This site was built using … Read more →

616

# Responsabilidade Social no Exercício da Engenharia

2021-03-21

Síntese e análise dos assuntos abordados no contexto da Disciplina Responsabilidade Social no Exercício da Engenharia. A idéia desse portfólio é levantar dados que se referem direta ou indiretamente aos conteúdos mencionados durante a disciplina e mais importante, espacializá-los na área de Minas Gerais. A maior parte dos dados foram retirados do portal IDE SISEMA¹ de Minas Gerais ¹SISEMA. Infraestrutura de Dados Espaciais do Sistema Estadual de Meio Ambiente e Recursos Hídricos. Belo Horizonte: IDE-Sisema, 2019. Disponível em: idesisema.meioambiente.mg.gov.br. Acesso em: … Read more →

617

# GESC-258 Schedule

2021-03-19

Schedule, readings, and labs for GESC 258, Winter 2021. […] This is will provide week-to-week scheduling of course activities in … Read more →

618

# Contributing to GNU R

2021-03-18

How to contribute to GNU R. […] Contributing to a large open source project like GNU R can be intimidating. This document aims to reduce the technical barriers to contributing and will help you get started on building R, modifying it, and checking that you haven’t broken anything. At the moment, Contributing is written from the perspective of macOS users, but should be helpful to users of all platforms. R Internals, the language specification. R Installation and Administration, the official guide on how to install R. R’s internal C API, an unofficial documentation for the internal … Read more →

619

# Efficient R programming

2021-03-18

Efficient R Programming is about increasing the amount of work you can do with R in a given amount of time. It’s about both computational and programmer efficiency. […] This is the online version of the O’Reilly book: Efficient R programming. Pull requests and general comments are welcome. Get a hard copy from: Amazon (UK), Amazon (USA), O’Reilly Colin Gillespie is Senior Lecturer (Associate Professor) at Newcastle University, UK. He is an Executive Editor of the R Journal, with research interests including high performance statistical computing and Bayesian statistics. Colin founded the … Read more →

620

# Statistical rethinking with brms, ggplot2, and the tidyverse: Second edition

2021-03-16

This book is an attempt to re-express the code in the second edition of McElreath’s textbook, ‘Statistical rethinking.’ His models are re-fit in brms, plots are redone with ggplot2, and the general data wrangling code predominantly follows the tidyverse style. […] This ebook is based on the second edition of Richard McElreath’s (2020a) text, Statistical rethinking: A Bayesian course with examples in R and Stan. My contributions show how to fit the models he covered with Paul Bürkner’s brms package (Bürkner, 2017, 2018, 2020), which makes it easy to fit Bayesian regression models in R (R … Read more →

621

2021-03-15

These notes summarize our topic for each week. […] These notes summarize, discuss, and add commentary to the articles and cases that we are discussing during our brief time together this semester. Hopefully, you find them useful What are the current discussions and controversies going on in asset management? What issues will you face if you work at a wealth management firm? How about if you are assisting hedge funds with their Bloomberg or Factset software? Or working with clients at an investment management firm, like Blackrock or Vanguard? Does it matter that Wall Street Bets (WSB) has … Read more →

622

# R for Data Science

2021-03-14

R for Data Science […] If you see any mistakes or have any suggestions, please do shoot me an email at wenshaoshuang@gmail.com. … Read more →

623

# MAT 4880 Mathematical Modeling II

2021-03-13

This is a book experiment for MAT 4880 Mathematical Modeling II. […] Example 1.1 We are given population data concerning the growth of a species of yeast in a closed vessel. Use the data given below and the solution (u(t)) to the logistic differential equation to find estimates of the parameters (u_0), (r) and (K). [u(t) = \frac{K}{1+e^{-rt} \left (\frac{K}{u_0}-1 \right )}] where (K) is the carrying capacity of the population, (r) is the growth rate and (u_0) is the initial population size at time (t=0). For more details, please review the lectures where we covered all … Read more →

624

# The Shape of Polarization: A Topological Data Analysis of Congressional Voting Patterns

2021-03-13

The Shape of Polarization: A Topological Data Analysis of Congressional Voting Patterns […] Polarization is a pervasive feature of modern American politics. But has this always been the case? Understanding trends in polarization has been a topic of intense interest in the social sciences, with researchers taking a variety of approaches. The classic strategy has been to use congressional roll call votes and measure the difference in voting patterns between parties (Theriault, 2008; Ladewig, 2010; Shor, 2018; Moskowitz, 2019). More recent work has used text analysis of congressional speech … Read more →

625

# STAT 243: Stochastic Process

2021-03-12

This is my E-version notes of the Stochastic Process class in UCSC by Prof. Rajarshi Guhaniyogi, Winter 2021. […] This is an E-version notes of the Stochastic Process class in UCSC by Prof. Rajarshi Guhaniyogi, Winter 2021, typed by Jizhou … Read more →

626

# Disentangling the contribution of climate,deforestation,and control efforts on malaria epidemiology in the peruvian amazon rainforest

2021-03-08

Disentangling the contribution of climate,deforestation,and control efforts on malaria epidemiology in the peruvian amazon rainforest … Read more →

627

# Do A Data Science Project in 10 Days

2021-03-07

This is a data science project practice book. It was initially written for my Big Data course to help students to run a quick data analytical project and to understand 1. the data analytical process, the typical tasks and the methods, techniques and the algorithms need to accomplish these tasks. During convid19, the unicersity has adopted on-line teaching. So the students can not access to the university labs and HPC facilities. Gaining an experience of doing a data science project becomes individual students self-learning in isolation. This book aimed to help them to read through it and follow instructions to complete the sample propject by themslef. However, it is required by many other students who want to know about data analytics, machine learning and particularly practical issues, to gain experience and confidence of doing data analysis. So it is aimed for beginners and have no much knowledge of data Science. the format for this book is bookdown::gitbook. Read more →

628

# Conceitos e análises estatísticas com R e JASP

2021-03-07

This book was written for undergraduate level students on Quantitative Methods at the Pontifical Catholic University of Rio de Janeiro (PUC-Rio). The primary goal of this book is to provide a short and to-the-point exposition on the essentials of statistics. To a lesser degree, the mathematical modeling of statistical questions will be addressed. I expect this book can also help students who enroll for laboratory-based statistics and anyone who wants to learn R. Read more →

629

# Measuring what Matters: Introduction to Rasch Analysis in R

2021-03-05

This book is a guide for getting started using the Rasch model […] This is meant to be a general introduction for using the Rasch model via R for constructing measures. The book is meant to get you started but is by no means where you should stop. Please see, Wilson (2005) and Bond & Fox (2015) for more. The Rasch model is based on a theory of measurement. Whereas one may typically fine-tune a model to fit the data, in the Rasch paradigm, one compares the data to the Rasch model. Under this view, when the data does not fit the Rasch model, it is believed that the data may not be suitable … Read more →

630

# Data protection in journalism: a practical handbook

2021-03-02

Data protection in journalism: a practical handbook […] By Iñigo de Miguel Beriain, Lorena Pérez Campillo Edited by Federico Caruso version 0.5 Welcome to the Data protection handbook for journalists, a practical guide to help journalists deal with the processing of personal data within the European context. This book is brought to you by Panelfit, a project funded by the European Union’s Horizon 2020 Research and Innovation Programme, grant agreement N. 788039. … Read more →

631

# Using R for Social Work Research

2021-02-26

This is an example of using the bookdown package to write a book […] Our goal for this document is to illustrate the importance of good data analysis practices and how R and companion packages support these practices. We think the R system has many benefits for social work research. R has become the flagship computing environment for many areas of science and has great appeal because it is free and open-access. In addition, free tools like RStudio and R Markdown promote a replication commitment and open science philosophy important to our work. One particular strength of R is that it … Read more →

632

# Exploring the Arctic through Data

2021-02-24

Exploring the Arctic through Data […] This is a compilation of datasets from the Arctic Data Center. Each contain data files ready for download and reuse. In this Bookdown, you’ll find additional background information about the dataset gathered from lab pages, associated journal articles, and related blog posts. They are meant to provide context and direction, but feel free to use the data as it suits your educational needs. Please share how you or your students ended up using these datasets. We hope to see these be materials collaborative and evolving. Email info@arcticdata.io to add to … Read more →

633

# Probabilistic Effects of a Play-In Tournament

2021-02-22

This is an analysis designed to view team playoff probability differences when a play-in tournament is put into place. […] In 2020, we saw the first ever NBA season that held a play-in tournament for the final 8th seed in both conferences. While the tournament was fun to watch, it made me think about the objective of this project: How does a play-in tournament effect the preseason playoff odds of teams? The code for this project can be found in my Github Repository at https://github.com/jsiwinski/Play-In-Tourney. In this bookdown, I will analyze the probabilistic effects of a play-in … Read more →

634

# Produção do Conhecimento Científico

2021-02-22

E-book em desenvolvimento. […] Estudante, ao longo da nossa vida experimentamos, aprendemos, ensinamos e compartilhamos vivências. Você, provavelmente, já aprendeu muita coisa por aí com sua família, seus professores, amigos e conhecidos. Neste E-book, há momentos tanto para você compartilhar suas experiências e aprendizados quanto para fazer novas descobertas. Você irá levantar perguntas e testar hipóteses, resolver problemas, conhecer as causas e os efeitos de alguns fenômenos, compreender certos processos sociais e culturais, entre outros assuntos. Este E-book é um dos três livros … Read more →

635

# Statistical Learning Inmas workshop

2021-02-21

A three-day workshop introducing data science skills, including statistical modeling […] Hone your statistical, data, and computing literacy. Instead of covering all statistical modeling & inference techniques in 2 days (impossible!), focus on a couple of foundational & generalizable tools: linear regression & simple classification. In doing so, we’ll bypass topics in traditional stat intros. Favor applications using real data over theory so that you walk away with a sophisticated set of tools with real applications. Play around with the RStudio software. In doing so, focus on the patterns … Read more →

636

# Applied Genetics, Genomics, and Data Science for the Swine Industry: A Ph.D. Student’s Perspective

2021-02-20

Experiments using advanced analytical methods for description, prediction, and prescription of data and outcomes within the United States commercial swine industry. […] This book is meant to document, in an extremely detailed fashion, every research project, experiment, and analysis conducted during my PhD program. The main goal of this book is to provide a seamless interface in which to combine technical and physical programming methods with the results of each analyses and subsequent discussion of these results. The book will be divided into parts, and each part encompasses all analyses … Read more →

637

# Reproducible Miracle

2021-02-18

This book demonstrates 19 based coding system available in the Full Text of Quran text, which shows Quran is intact and unchanged. […] This book presents 19 based system with reproducible coding evidences that I discovered, tested and witnessed in a book fully written 1387 years ago (632) than the publication date (2019) of this book. Most of the codings could only be practically realized by the invention of computers. You will not only witness some of the miraculous examples of the 19 based codings but also have the ability to easily test them yourself by running the codes I will provide … Read more →

638

# An introduction to R Markdown

2021-02-17

An introduction to R Markdown […] 17-02-2021 The text is under development and updates are … Read more →

639

# MMES Quantitative Research Methods Oxford 2021

2021-02-17

This is a working version of MMES Quant. Methods materials book. The output format for this example is bookdown::gitbook. […] You will find contained in this online document all the materials you need for this course. The book sets out for each week the readings that we will be discussing for each of the four weekly seminars. It also contains a set of take-home exercises. You can read more about the structure of the course in the next Introduction section. Note: this is a “live” document, meaning that I will continue to tweak some things. But fear not, the main course materials and assigned … Read more →

640

# GSL causeway and salinity

2021-02-16

GSL causeway and salinity […] This documents contains a series of figures and analyses of Great Salt Lake (GSL) salinity, focused on the effects of causeway culvert closure and subsequent bridge and breach opening. These were developed to provide background information, context, and discussion points for the first GSL Salinity Advisory Committee Meeting. All data presented in this document are publicly available via USGS, UGS, or DWQ websites. Notes: … Read more →

641

# Introduction to R (Part 2)

2021-02-16

A document for Intro to R workshop (part 2) video […] In the next two chapters, we will learn how to manipulate and visualize data. We will use tidyverse packages (mainly dplyr, ggplot2, and tidyr) for easier and faster data manipulation/visualization. First, install and load the tidyverse by running: * Visit https://www.tidyverse.org/ to learn more about the … Read more →

642

# Data Science for Human-Centered Product Design

2021-02-15

Data Science for Human-Centered Product Design […] This is a data science tutorial with seven open-source projects that show how statistics and machine learning can be applied to user survey data. The purpose is not to prescribe techniques, but to demonstrate the use of data science in the context of product design. I’ve compiled what I know on the topic, and hope readers adopt some of these techniques and use them in concert with qualitative research and entrepreneurial thinking to build better products. Let’s quickly preview the seven different use-cases. First, we must develop an … Read more →

643

# Los shocks observados en el PIB de México respecto a la tasa de interés y la prima de riesgo (2009-2019)

2021-02-12

Este trabajo consiste en modelar series de tiempo y los shocks en el tiempo. […] En el ámbito macroeconómico siempre ha existido la incertidumbre sobre los efectos de la tasa de interés en el crecimiento económico, además de los efectos de expectativas que existen dada la prima riesgo asignada para el país. Si nos remontamos a la lógica de que las expectativas juegan un rol importante en el ámbito macroeconómico, así como en la producción total de un país (su PIB), entonces podemos suponer que los efectos en la tasa de interés y la prima de riesgo son fundamentales respecto a esta variable, … Read more →

644

# Épidémiologie 2 - Labo informatique R (PTM-6675)

2021-02-11

Les notes de cours pour la partie TP du cours d’épi-2 […] Dans ce document, vous trouverez les différentes manières d’utiliser R pour vos analyses statistiques de base. Notez que les notions théoriques relatives aux tests statistiques utilisés n’y sont pas présentées. Pour cela, vous pouvez vous référrer au livre Veterinary Epidemiologic Research (Dohoo et al., 2009) ou au cours PTM-6675. Dans ce document, nous supposons que vous savez déjà: - Importer ou créer des bases de données dans R - Modifier des variables ou sélectionner une partie d’un jeu de données - Produire des tables de … Read more →

645

# Notes for Basic Statistics I

2021-02-11

Notes for Basic Statistics I […] These are my notes for the Basic Stats I course at NYU (taught by Prof. Hassad). They will guide our lab sessions. The notes provide: Questions Note: Short-cut to the attendance file, … Read more →

646

# La preparación de un presupuesto industrial

2021-02-09

This is a minimal example of using the bookdown package to write a book. The output format for this example is bookdown::gitbook. […] La sesión consta de dos … Read more →

647

# Computação em R: Análise experimental

2021-02-09

Computação em R: Análise experimental […] Delineamento experimental se trata do desenho do experimento. Ou seja, ele define a organização das unidades experimentais em função da pergunta científica que se deseja responder. Com base no delineamento escolhido, regras precisam ser seguidas, especialmente relacionados à maneira que os tratamentos são distribuídos nas unidades experimentais. Este livro apresenta o processamento dos principais delineamentos experimentais por meio da linguagem de programação R. Inicialmente, o livro apresenta o cálculo de uma análise de variância e descreve quais … Read more →

648

# COVID Data Analysis

2021-02-07

Analysis of COVID Data from data.ct.gov. […] I am not an epidemiologist, nor am I a professional scientist or proper research professional. I studied Engineering in college quite a few years ago, and work in the cosmetics industry now. I am also a curious citizen and father who wanted to get sense for the prevalence of COVID where I live, in Redding, CT and the surrounding … Read more →

649

# STAT 205B: Classical Inference

2021-02-07

This is my E-version notes of the classical inference class in UCSC by Prof. Bruno Sanso, Winter 2020. This notes will mainly contain lecture notes, relevant extra materials (proofs, examples, etc.), as well as solution to selected problems, in my style. The notes will be ordered by time. The goal is to summarize all relevant materials and make them easily accessible in future. The textbook that we used is Casella (&) Berger’s famous book: Classical Inference, Second Edition. Most of the materials in this notes is from the textbook, although extending matrials will be added with reference. … Read more →

650

# R for Everyone (Advanced Analytics and Graphics) and LaTeX

2021-02-04

R for Everyone (Advanced Analytics and Graphics) and LaTeX […] This is an introduction to R and Latex. In compiling this documents, several sources have been consulted, including Jared P. Lander’s R for Everyone, Hadley Wickham and Garrett Grolemund’s R for Data Science, Dr. Yuleng Zeng’s website, Dr. Timothy M. Peterson’s website, Havard’s Math Prefresher, the course offered by DataCamp. Chapter 3 and Chapter 4 are mostly borrowed from Dr. Yuleng Zeng’s website resources. Install the following applications: Finally, this document is to be used in-class only. As I (will) mention several … Read more →

651

# MSU PhD Roles and Policy Manual

2021-02-02

This is the policy manual for the Montclair State University PhD program in Industrial and Organizational Psychology. The output format for this manual is bookdown::gitbook. […] This is the policy manual for the Montclair State University PhD program in Industrial and Organizational Psychology, last updated … Read more →

652

# Lab Manual for the Respiratory and Immunology Project and Laboratory Research Team (RIPLRT)

2021-02-02

This book constitute the lab manual for the Respiratory and Immunology Project and Laboratory Research Team (RIPLRT). The output format for this example is bookdown::gitbook. […] Welcome to the Respiratory and Immunology Project and Laboratory (RIPLRT) within College of Biomedical Sciences of Larkin University. If you are reading our lab manual because you recently joined the RIPLRT, welcome! If you are a current member of the RIPLRT, frequently refer to our lab manual to refresh our guidelines, policies, platforms, among others. We also look forward to immerse you in different learning … Read more →

653

# Medicina de Estilo de Vida

2021-02-02

This is a minimal example of using the bookdown package to write a book. The output format for this example is bookdown::gitbook. […] Dr. Héctor Daniel Murillo Coronado DipIBLM 1,2,3,4 Médico cirujano certificado en Medicina de Estilo de Vida por el International Board of Lifestyle Medicine Association Escuela de Medicina, Universidad de Montemorelos Clínica del Estilo de Vida, Hospital La Carlota Colegio Mexicano de Medicina de Estilo de Vida Asociación Latinoamericana de Medicina de Estilo de … Read more →

654

# R Gallery Book

2021-01-30

This is the complete guide to the R Gallery. […] Welcome the R Gallery Book, a complete guide to the R Graph Gallery website. This information is taken directly from R graph gallery with careful detail in reproducing plots and completing ideas. This material created by Kyle W. Brown as way to have one single reading collection of updated R gallery plots and graphs. While this book was created to encapsulate the entire R Graph Gallery website into one readable source, another purpose is serving as introductory level into data visualization using R programming … Read more →

655

# Engenharia de Recursos Hídricos

2021-01-29

Síntese das aplicações produzidas no contexto da Disciplina Engenharia de Recursos Hídricos […] Essa publicação é uma síntese dos scripts produzidos no contexto da Disciplina Engenharia de Recursos Hídricos da Universidade Federal de Minas Gerais (UFMG) Doscente: Talita SilvaDisciplina: Engenharia de Recursos Hídricos Discente: Vinicius B. S. MoreiraMatrícula: 2016022609E-mail: … Read more →

656

# Survey Guide: The Challenge from Terrorism in the Nordic Countries

2021-01-29

This is the guide to the survey on the challenge from terrorism in the Nordic countries, conducted in Iceland, Norway, and Sweden in 2018-2019. […] This document is a guide to the survey of the research project The challenge from terrorism in the Nordic countries. The project is a Nordic collaboration, and funded by the Nordic Research Council (NORDFORSK). The survey was conducted with online, probability-based samples of Icelandic, Norwegian, and Swedish citizens. The involved researchers are: Chapter 2 displays the question wordings in the respective languages. Chapter 3 shows the script … Read more →

657

# Beyond Multiple Linear Regression

2021-01-26

An applied textbook on generalized linear models and multilevel models for advanced undergraduates, featuring many real, unique data sets. It is intended to be accessible to undergraduate students who have successfully completed a regression course. Even though there is no mathematical prerequisite, we still introduce fairly sophisticated topics such as likelihood theory, zero-inflated Poisson, and parametric bootstrapping in an intuitive and applied manner. We believe strongly in case studies featuring real data and real research questions; thus, most of the data in the textbook arises from collaborative research conducted by the authors and their students, or from student projects. Our goal is that, after working through this material, students will develop an expanded toolkit and a greater appreciation for the wider world of data and statistical modeling. Read more →

658

# Introduction to Research Methods

2021-01-19

This is a textbook written for an Introduction to Research Methods class in the social sciences […] “The true path to wisdom can be identified … it has to have practical application in your life. Otherwise, wisdom becomes a useless thing and deteriorates, like a sword that is never used.” - Paulo Coelho, “The Pilgrimage” This book is intended as a practical introduction to research methods in the social sciences. If you pursue research academically or professionally, it will probably not be the last book you need to read on the subject. This is intended as something of a gentle introduction … Read more →

659

# Pursuing Truth: A Guide to Critical Thinking

2021-01-19

This is a textbook for use in undergraduate critical thinking courses. […] This is a textbook written primarily for my students in PHIL 1502: Critical Thinking, at Oklahoma Baptist University in Shawnee, Oklahoma. There are many good textbooks for critical thinking on the market today, so why write another one? First, all of those books were written for someone else’s course. None cover all of the topics that I would like to cover in class. Second, as I’m sure any student can attest to, textbooks are remarkably expensive, to the point that most of the world’s population cannot afford access … Read more →

660

# Sentiment Analysis of 49 years of Warren Buffett’s Letters to Shareholders of Berkshire Hathaway

2021-01-19

Sentiment Analysis of 49 years of Warren Buffett’s Letters to Shareholders of Berkshire Hathaway […] The goal of this project is to perform a sentiment analysis in R of 49 years of letters to Berkshire Hathaway shareholders written by Warren Buffett between 1971 and 2019. What these data show is that IF, and that is a big if, the sentiment lexica are measuring the sentiment of Buffett’s letters accurately, that while Buffett says his focus is primarily on book value, the sentiment of his letters is actually more closely correlated with Berkshire’s stock price and the S&P 500 as shown in … Read more →

661

# MODELS TO INFORM THE SAFE COLLECTION AND TRANSFUSION OF DONATED BLOOD

2021-01-18

Doctoral dissertation. […] Copywrite 2021 by W. Alton Russell. All Rights Reserved. Re-distributed by Stanford University under license with the author. Donated blood is a critical component of health systems around the world, but its collection and transfusion involve risk for both donors and recipients. Transfusion-transmitted diseases and non-infectious transfusion-related adverse events pose a risk to transfusion recipients, and repeat blood donation can cause or exacerbate iron deficiency among donors. This dissertation describes four decision-analytic modeling projects that elucidate … Read more →

662

2021-01-18

This module is part of the Minor Data Driven Decision Making in Business (3DMiB, for short). The module carries 2.5 credits (ECTS) […] This module makes use of R. To replicate, understand and adapt the code used in this module, download R and RStudio. In this module, you will use several R packages. You have to install these packages on your computer, using install.packages(“packagename”). You only have to install packages once on your computer. Only after installing new versions of R, you have to install packages again. For invoking the functions and accessing the data sets embedded in … Read more →

663

# Mathematical methods for Economic analysis

2021-01-16

This very little bookdown aims at presenting some basic ideas about the possible use of mathematical techniques to help with the economic analysis in a rigorous manner. […] The objective of these notes is to present succinctly some mathematical tools allowing to rigorously perform economic analyses. The first chapter presents a way to prove the theory of comparative advantages with far less hypotheses than usually needed. The second chapter provides a solution for the centipede paradox in the case of infinite games, and this solution is used to illustrate phenomena related to money. The … Read more →

664

# 2019 and 2020 Hybrid Maize x Teosinte Field Data

2021-01-15

This is a bookdown containing results of our analysis of the phenotype data collected on the maize x teosinte hybrids during the 2019 and 2020 field season. […] As part of our effort to characterize the ‘hybrid decay’ phenotype described in Xue et al. 2019, we have collected phenotypic data for several sick hybrid lineages. All lineages descend from a Bravo Teosinte x W22 Maize hybrid backcrossed 7 times to W22 we received from John Doebley. We denote this hybrid as sW22 (may also be refered to as a Bravo BC7), and it is the earliest “sickly” phenotype we have. We start by first detailing … Read more →

665

2021-01-15

666

# 三國志で学ぶデータ分析 (Japan.R 2019)

2021-01-14

“三国志を題材にしたRを使ったデータ分析のチュートリアル” […] この記事は 2019/12/7 に開催された Japan.R の発表原稿をもとに作成した資料である. この記事の目的は2つ. ここでいう「データ分析」とは, なるべく複雑高度なテクニックを乱用せず必要最小限の方法で何かを言おうというものである. 今回の「データ分析」はスクレイピングによるデータ取得, データの加工整形, 要約統計量の計算, グラフによる視覚化, というよくあるデータ分析のアプローチであり, 使っているパッケージもrvest(スクレイピング), tidyrと dplyr(データの加工整形),ggplot2(グラフ作成)など様々な場面で使われるRの代表的なパッケージばかりで, … Read more →

667

# An Introduction to Acceptance Sampling and SPC with R

2021-01-12

The output format for this book is bookdown::gitbook. […] This book is an introduction to statistical methods used in monitoring, controlling, and improving quality. Topics covered are: acceptance sampling; Shewhart control charts for Phase I studies; graphical and statistical tools for discovering and eliminating the cause of out-of-control-conditions; Cusum and EWMA control charts for Phase II process monitoring; design and analysis of experiments for process troubleshooting and discovering ways to improve process output; and multivariate control charts for Phase I and Phase II studies … Read more →

668

# R for Data Engineers

2021-01-11

R for Data Engineers […] Years ago, Patrick Burns wrote The R Inferno, a guide to R for those who think they are in hell. Upon first encountering the language after two decades of using Python, I thought Burns was an optimist—after all, hell has rules. I have since realized that R does too, and that they are no more confusing or contradictory than those of other programming languages. They only appear so because R draws on a tradition unfamiliar to those of us raised with derivatives of C. Counting from one, copying data rather than modifying it, lazy evaluation: to quote the other bard, these are not … Read more →

669

# Analyzing and visualizing fiber photometry data with fluoR

2021-01-09

A living bookdown document focused on exploration, visualization, and analysis of neurobiological time series data - especially in the context of testing behavioral hypothesis. […] Analyzing and visualizing fiber photometry data with fluoR is a continuously updated book of tutorials and background information for analyzing and visualizing time series data from behavioral experiments. The fluoR R package is the successor to the GCalcium package, which I initially wrote to help ensure that my fiber photometry data analyses were accurate, consistent, and transparent. Both R packages and this … Read more →

670

# Dispersing or clustering: Spatial Pattern Analysis for Public Use and Taxi’s Rapid Charging Facilities in London, UK

2021-01-08

This is a tutorial book with R Markdown for CASA0005 final coursework containing code and instruction of the whole analyzing process. Course name: CASA0005 Geographic Information Systems and Science Program: MSc Spatial Data Science and Visualisation Department: Centre for Advanced Spatial Analysis GitHub repository: https://github.com/LingruFeng/GIS_assessment Rpubs link: https://rpubs.com/Lingru/GIS_assessment … Read more →

671

# Abracadabra Stats - Companion Book

2021-01-08

This Book is a companion and appendum to the YouTube videos I make. […] Welcome! If you are here it is likeliy because you have drifted over from one of my videos, looking for practical experience implementing statistical tools in R. These demonstrations will take you through some more nitty-gritty math and coding to show you how how to turn visual intuition for stats into practical programming, and then into practical application in research. Each chapter corresponds to a single video. I will periodically update this introduction page to include relevant download instructions or link off … Read more →

672

# Working with Data in R

2021-01-07

This is a textbook written to introduce some basic steps of working with and preparing data for use in quantitative analysis. […] This book will provide readers a few basic steps to begin working with data in R. It is not meant as a comprehensive introduction to using R for all of the different functions that are possible. Rather, it is tailored to help an individual that has quantitative data they would like to work with, but has not worked in R previously. The presentation of material is meant to be accessible to students with little to no background in R or computer programming. In many … Read more →

673

2021-01-06

Un análisis estadístico del sistema de salud en base a las ideas de las personas. […] Vivimos en un país en el que el sistema de salud siempre se ha encontrado en boca de todos, ya que independientemente de la clase social en la que uno se encuentre, nosotros o algún familiar nuestro en algún punto de nuestras vidas se ha visto en la necesidad de ir a estos centros de atención médica, ya sea el IMSS1 como el ISSTE2. Ciertamente todas las personas que han estado involucradas en estos lugares tienen experiencias diferentes respecto a ello, pero los tratos generales que hay aquí, así como las … Read more →

674

# Ecologia numérica 2020/2021: Trabalho 4

2020-12-30

Um livro feito pelos alunos, para os alunos. This is a minimal example of using the bookdown package to write a book. The output format for this example is bookdown::gitbook. […] Este livro é o resultado dos esforços dos alunos de Ecologia Numérica na FCUL em 2020/2021. O ano de 2020/2021 ficou marcado pela pandemia de COVID19, que impôs grandes restrições à forma como as aulas foram dadas, bem como à forma de fazer a avaliação. Este livro é também uma demonstração de como se pode transformar um desafio numa oportunidade. Depois de assumir que exames em sala de aula poderiam ser caóticos, … Read more →

675

# Statistica Applicata per la Finanza - 2020/21

2020-12-24

Appunti per il corso di Statistica applicata per la finanza @ Unibg […] State leggendo gli appunti dei laboratori di R del corso di Statistica Applicata per la Finanza (SAPF) tenuto all’Università di Bergamo (anno accademico 2020/21). R è un linguaggio di programmazione sviluppato specificatamente per l’analisi statistica e la rappresentazione grafica dei dati. I laboratori di R sono strutturati per studenti che non hanno uno specifico background in tema di programmazione. Sarà un percorso step-by-step al termine del quale ogni studente/essa avrà la conoscenza base di R per l’analisi delle … Read more →

676

# Mastering Software Development in R

2020-12-20

The book covers R software development for building data science tools. As the field of data science evolves, it has become clear that software development skills are essential for producing useful data science results and products. You will obtain rigorous training in the R language, including the skills for handling complex data, building R packages and developing custom data visualizations. You will learn modern software development practices to build tools that are highly reusable, modular, and suitable for use in a team-based environment or a community of developers. Read more →

677

# EDAV Final Project - Chess Analysis

2020-12-18

EDAV Final Project - Chess Analysis […] Inspired by recent Netflix series “The Queen’s Gambit”, which the starring actress Anya Taylor-Jay portrays Beth Harmon, a gifted girl orphan struggling with a drug addiction who grew in the 1960s male-dominated world of chess and became a grandmaster and an U.S. Champion, we were interested in what strategies chess players used in their games. History of chess can be traced back to 1500 years, while the predecessor of the game probably originated in India and spread to Persia. When the Arabs conquered Persia, chess was taken up by the Muslim world … Read more →

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# Introduction

2020-12-18

Introduction […] … Read more →

679

# Exploring Digital Water Publics

2020-12-18

This is a minimal example of using the bookdown package to write a book. The output format for this example is bookdown::gitbook. […] The past year has seen increasing public debate about the environmental quality of water bodies in England. This debate has partly played out on the social media platform Twitter as environmental non-profits, local associations, celebrities, statutory bodies and other platform users form digital publics around a variety of issues related to the water environment. With a geographical focus on London and England, this project explores digital water publics by … Read more →

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2020-12-18

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# Species-Habitat Associations: Spatial data, predictive models, and ecological insights

2020-12-17

This book will describe methods for linking organisms to their habitat […] … Read more →

682

# A Statistical Analysis of Inherited Blindness: Physiological and Genetic Assays

2020-12-17

This is a minimal example of using the bookdown package to write a book. The output format for this example is bookdown::gitbook. […] Rod photoreceptor death is a form of retinal degeneration that rewires the retina, which eventually leads to blindness. We use genetic and physiological methods to study how the retina encodes the visual world differently. Using spike train consistency and information theoretic metrics, we find that cone mediated visual performance is maintained during retinal degeneration. Next, we find genetic targets that may recover the neural networks in RP patients. … Read more →

683

# Project in Data Analytics for Decision Making

2020-12-16

This project was completed as part of our course Project in Data Analytics for Decision making. […] This work was completed as part of our course “Project in Data Analytics for Decision Making.” We produced a detailed analysis of the german database. The ultimate goal was to predict whether the customer represents a risk for the bank or not by following the CRISP-DM method. Business Understanding: A company that lends money takes risks. This assessment has always been made by humans. However, it is important to provide reliable tools for decision-making. Indeed, the consequences of a large … Read more →

684

# Analysis

2020-12-15

Analysis […] Does money buy everything? This is a question that we can ask ourselves and especially when we talk about the movie industry where money, success and appearance are often highlighted. Through this project, we want to see if there is a relationship between the budget allocated to a specific movie and the profits generated by it. We will also compare this relationship through several aspects such as movie genres, main characters & production studios. After our analysis, our models showed a significant positive relationship between budget & profits. This relationship differs when … Read more →

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2020-12-12

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# Explanatory Model Analysis

2020-12-12

This book introduces unified language for exploration, explanation and examination of predictive machine learning models. […] … Read more →

687

# Title of The Web Page

2020-12-10

Title of The Web Page […] Fill this area with … Read more →

688

# ECO 397 Book Review

2020-12-09

ECO 397 Book Review […] Cathy O’Neill’s book “Weapons of Math Destruction” is an analysis of big data and its use of machine learning programs that aim to maximize market efficiency. In the process of doing so, she coins the initialism WMDs as logical flaws in the models that skew results in one way or another. Her argument focuses on the fact that more often than not, these failures result in the worsening of ongoing structural violence and only add fuel to the fire for recidivism rates, bankruptcies, mortgage defaults, college dropouts, and health-related deaths. While there is absolutely … Read more →

689

# Introduction to Statistical Methodology, Second Edition

2020-12-09

Introduction to Statistical Methodology, Second Edition […] The problem with most introductory statistics courses is that they don’t prepare the student for the use of advanced statistics. Rote hand calculation is easy to test, easy to grade, and easy for students to learn to do, but is useless for actually understanding how to apply statistics. Since students pursuing a Ph.D. will likely be using statistics for the rest of their professional careers, we feel that this sort of course should attempt to steer away from a “cookbook” undergraduate pedagogy, and give the student enough … Read more →

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# Statistical Methods II

2020-12-08

The second semester of an Intro Stats course designed for graduate students in Biology, Forestry, Ecology, etc. […] These notes are intended to be used in the second semester of a two-semester sequence of Statistical Methodology. We assume that students have seen t-tests, Simple Regression, and ANOVA. The second semester emphasizes the uniform matrix notation (y = X\beta + \epsilon) and the interpretation of the coefficients. We cover model diagnostics, transformation, model selection, interactions of continuous and categorical predictors as well as introduce random effects in the … Read more →

691

# Análisis de datos longitudinales

2020-12-08

Curso donde se describen modelos y técnicas estadísticas para el análisis de diseños con datos longitudinales o de medidas repetidas. […] Idioma: Castellano/Catalán. El material está en castellano. Duración: 16 horas distribuido en 8 clases de 2 horas Objetivos: conocer modelos y técnicas estadísticas para analizar los datos de diseños de medidas repetidas o datos longitudinales. Recomendado: tener conocimiento de programa R y de las tácnicas estadísticas estándares como los modelos lineales o de regresión logística. Programas usados: R, versión 3.6.0 o posterior, RStudio. Durante el curso … Read more →

692

# Multivariate Statistical Analysis with R: PCA & Friends making a Hotdog

2020-12-07

Multivariate Statistical Analysis with R: PCA & Friends making a Hotdog […] Multivariate Analysis has been developed and evolved through many iterations by many different disciplines. Virtually all scientific domains need to use statistical methods under the Multivariate umbrella to analyze data with more than 1 variable. Thus, Multivariate Analysis has gotten many names and has been customized by many “-metric” disciplines throughout the years. Overall, Multivariate Analysis explore the relationships between observations and/or variables in a multivariate dataset. The strategies commonly … Read more →

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# 1014SCG Statistics - Lecture Notes

2020-12-05

These are the complete set of lecture notes in online bookform for the course 1014SCG Statistics at Griffith University, 2020. […] ©Griffith University 2019. Subject to the provisions of the Copyright Act, no part of this publication may be reproduced in any form or by any means (whether mechanical, electronic, microcopying, photocopying, recording, or otherwise), stored in a retrieval system or transmitted without prior … Read more →

694

# MedTech Foundation Spoke Guide

2020-12-05

A guide to run MedTech Foundation Spokes […] Welcome! This document is created to address the questions that you may have about running a spoke. Thus, it will only serve its purpose if we share what issues you may be facing and the document is set up in such a way that anyone can make an edit. Click on the fourth button from left to right to make an edit (you may need to register a GitHub account first). If you have any questions or want to suggest an edit without a GitHub account, please feel free to email programmedirector@medtechfoundation.org. … Read more →

695

# Guía para usar Haver Analytics

2020-12-04

Guía para usar Haver Analytics, enfocándose en las series relacionadas con el dinero en efectivo y herramientas que podrían ser útiles a la Oficina de Estadística de la Dirección General de Emisión del Banco de México. […] Haver Analytics es una empresa que se encarga de coleccionar información económica, financiera y monetaria, a nivel global de distintas fuentes oficiales. El Banco de México tiene contratado una subscripción a algunas de las bases de datos de esta empresa, por lo que cualquier trabajador del banco puede solicitar el acceso a esta información sin incurrir en costo … Read more →

696

2020-12-02

Advanced Environmental Data Management […] This book template is what I learned from Advanced Data Management. Sean Kross has a much better template on GitHub. A few things you may want to do before building the book: Once you have everything in one place, do the following: We have now completed a book using a basic template. For more options, consult the book by Yihui … Read more →

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# Introduction to Data Science

2020-12-02

Class notes for the BGU course - Introduction to Data Science. […] This book accompanies the course I give at Ben-Gurion University, named “Introduction to Data Science”. This is an introductory-level, hands-on focused course, designed for students with basic background in statistics and econometrics, and without programming experience. It introduces students to different tools needed for building a data science pipeline, including data processing, analysis, visualization and modeling. The course is taught in R environment. Many of the contents in this book are taken from BGU’s “R” course, … Read more →

698

# Data Visualization with R

2020-12-01

A guide to creating modern data visualizations with R. Starting with data preparation, topics include how to create effective univariate, bivariate, and multivariate graphs. In addition specialized graphs including geographic maps, the display of change over time, flow diagrams, interactive graphs, and graphs that help with the interpret statistical models are included. Focus is on the 45 most popular graph types. The guide also includes detailed instructions on how to customizing graphs, and ends with a chapter on graphing best practices. Although strongly based on the ggplot2 package, other approaches are included as well. Read more →

699

# R Software Handbook

2020-11-30

This is a handbook to help UTK Evaluation, Statistics, and Methodology students learn important R skills. […] Welcome to the R Handbook for ESM Students. This handbook is a hands-on guide to help you learn R. It will take you from installation and set up, to data cleaning, analysis, visualization, and reporting. This guide uses real data to help you practice with R. Specifically, it uses survey data from the RStudio Learning R Survey. It also includes data from built-in R data sets and simulated data. R is a free, open-source programming language for statistics and data visualization. It is … Read more →

700

# Estatística Descritiva

2020-11-29

O objetivo da Estatística Descritiva é resumir as informações de interesse que estão contidas no conjunto de dados, fazendo uso de tabelas, gráficos e resumos numéricos. Esse tipo de exploração pode dar uma ideia do comportamento da variável estudada por meio de sua distribuição de frequência no conjunto de dados. Para se ter uma ideia dessa distribuição, podemos construir uma tabela de frequência para um conjunto de observações da variável de interesse. Embora o conjunto de dados não seja muito grande (n=209), não fica tão óbvio dizer se os estudantes gostam muito ou não da área de exatas … Read more →

701

# 1 Introdução

2020-11-29

A estatística consiste numa metodologia científica para obtenção, organização, redução, apresentação, análise e interpretação de dados oriundos das mais variadas áreas das ciências experimentais, cujo objetivo principal é auxiliar a tomada de decisão em situações de incerteza, veja por exemplo Morettin (2017) e Barbetta, Reis, and Bornia (2004). Informalmente, podemos definir a ciência estatística como um conjunto de técnicas utilizadas para estudar a condição de uma população usando informações obtidas a partir de dados observados. Dados são resultados de observações de algum fenômeno, … Read more →

702

2020-11-28

Teoria das Probabilidades […] O início do desenvolvimento da teoria matemática das probabilidades se deu na França pelos matemáticos Blaid Pascal (1623 - 1662) e Pierre de Fermat (1601 – 1665). No entanto, as probabilidades de várias combinações de dados já haviam sido calculadas bem antes disso por Girolamo Cardano (1501-1576) e Galileo Galilei (1564-1642), see for example DeGroot and Schervish (2012) para uma revisão histórica da teoria das probabilidades. Frequentemente ouvem-se ou usam-se expressões como: “é provável que vai chover hoje”; “existe uma grande chance do voo atrasar”; “é … Read more →

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# Portfolio Construction

2020-11-24

Portfolio construction with R […] outline: portfolio: basic portfolio concepts portfolio construction: back-testing machine learning: data clean, transform, viz, exploratory ts modeling model model evaluation math: convex optimization The R session information when compiling this book is shown below: Some basic knowledge about finance, time series analysis, optimization (linear and convex), programming (python1 or R) would be preferred. Later I will add corresponding python … Read more →

704

# Calculus-Integration

2020-11-23

These materials were designed to be used by life science students to learn how to apply physics to investigate the function of ecosystems. […] Species and ecosystems continue to respond to climate change in unexpected ways– for example, shifting their distributions and abundances in directions opposite that expected. Such surprises highlight the need to translate our physical metrics of climates and climate change into how organisms are experiencing their environments. Differences in shape, coloration, and composition can lead two organisms to experience their shared environments very … Read more →

705

# R Practices for Learning Statistics

2020-11-20

This is a set of demonstrations of basic statistical operations in R. It is intended to used in statistics classes taught at the University of Wisconsin-River Falls. … Read more →

706

# Computational Methods in der politischen Kommunikationsforschung

2020-11-19

Computational Methods in der politischen Kommunikationsforschung […] Zuletzt aktualisiert: 2020-11-19 11:45:03. Dies ist ein Work-in-Progress und wird laufend aktualisiert. Aufgrund der aktuellen Situation wird dieses Seminar in einen Online-Kurs überführt. Alle Seminarinhalte werden in Textform aufbereitet und nach und nach diesem Online-Kurs hinzugefügt. Auf Basis des Kurses sollen die Seminarinhalte selbstständig und mit weitestgehend eigenem Lerntempo erarbeitet werden. In jedem Kapitel werden hierzu zunächst die wesentlichen Konzepte und Inhalte erläutert. Jedes Kapitel schließt mit … Read more →

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# A Minimal rTorch Book

2020-11-19

This is a minimal tutorial about using the rTorch package to have fun while doing machine learning. This book was written with bookdown. […] Last update: Sun Oct 25 12:05:18 2020 -0500 (79503f6ee) You need couple of things to get rTorch working: Install Python Anaconda. Preferably, for 64-bits, and above Python 3.6+. I have successfully tested Anaconda under four different operating systems: Windows (Win10 and Windows Server 2008); macOS (Sierra, Mojave and Catalina); Linux (Debian, Fedora and Ubuntu); and lastly, Solaris 10. All these tests are required by CRAN. Install R, Rtools and … Read more →

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# Applied Spatio-temporal Statistics

2020-11-18

Course notes for Applied Spatio-temporal Statistics (STAT 764) at Kansas State University […] This document contains the course notes for Applied Spatio-temporal Statistics at Kansas State University (STAT 764). During the semester we will cover construction and analysis of spatial, time series, and spatio-temporal data sets. Topics include data generation using geographic information systems, exploratory data analysis and visualization, and descriptive and dynamic spatio-temporal statistical … Read more →

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# Week of November 9th

2020-11-17

Week of November 9th … Read more →

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# Kursmaterial Introduktion till R - Certifierad Data Scientist

2020-11-16

Här finns kursmaterial och övningar för första blocket R-övningar. […] För att ta del av det här materialet behöver du inte några särskilda förkunskaper. Övningarna och upplägget följer boken R for Data Science av Hadley Wickham och Garrett Grolemund som finns gratis. Den boken är ett utmärkt fördjupande komplement till det här … Read more →

711

# Notes for Ecological Modelling

2020-11-15

This is based on Yihui Xie’s a minimal example of using the bookdown package to write a book. The output format for this example is bookdown::gitbook. […] These notes were written in 2020, during the ecological modelling classes (Modelação Ecológica, ME in short). While it all started as just a way to teach the course, it soon became obvious that with a bit of extra effort put into it these notes might become material that would be useful to others beyond the ME students. This is being written as a bookdown project. Maybe one day it will become a book, for now, these are essentially notes I … Read more →

712

2020-11-13

713

# PSY230: Psychological Measurement and Statistics

2020-11-11

This is an introductory statistics course for psychology major(s) at the University of Arizona. […] Welcome students to the class. What statistics is about? We collect data and make probability statements all the time, whether formally or informally, systematically or casually. What this class is about? why statistics is an interesting subject? … Read more →

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# Kursmaterial till Certifierad Data Scientist

2020-11-10

Det här dokumentet innehåller kursmaterial och övningar för det första blockets R-övningar. […] För att ta del av det här materialet behöver du inte några särskilda förkunskaper. Övningarna och upplägget följer boken R for Data Science av Hadley Wickham och Garrett Grolemund som finns gratis. Den boken är ett utmärkt fördjupande komplement till det här … Read more →

715

# PSY317L Guidebook

2020-11-09

PSY317L Guidebook […] This books is still in progress !!! This is a draft. Several sections are still incomplete or unedited. This book is written to help students enrolled in the University of Texas at Austin Introduction to Statistics for the Behavioral Sciences (PSY317L) course led by Professor James Curley. We hope that the book will be a useful resource to help you learn both R and statistics. If you have any suggestions for improvements, please get in touch with Professor Curley. This is in between a textbook and a study guide. We’re trying to build materials that will enable students … Read more →

716

# SHUD水文模型

2020-11-08

SHUD Book […] 这是一本有关SHUD模型的说明书，包含和模型的基本理论、构建、应用案例和程序设计。本书不仅仅向模型用户介绍SHUD模型本身，更想为水文和地球工作中展示以水为媒的自然过程。 “云气西行，云云然冬夏不辍；水泉东流，日夜不休；上不竭，下不满；小为大，重为轻；圜道也。” ——吕不韦 《吕氏春秋》, 公元前239年(?) “上善若水，水善利万物而不争” ——老子《道德家》，公元前四世纪 科学技术是人工的演化。理论物理学家的理论验证需要等待宇宙现象的发生。科学家穷其一生也无法验证某些理论——因为自然现象的发生概率非常低。所以，人工实验就可以大幅度提高这种现象的发生概率。 … Read more →

717

# QA of Code

2020-11-03

This is a draft of QA for Coding guidance […] ALPHA This is a draft of Government Statistical Service guidance. It is unpublished and does not represent the views of the ONS or the GSS. … Read more →

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# “Guia bàsica d’ús d’R amb Rstudio”

2020-11-02

Aquesta és una guia d’introducció a l’ús d’R i RStudio dins l’àmbit de l’assignatura d’Anàlisi Avançada de Dades de l’UdG. […] Aquest llibre és una petita guia per iniciar-vos en l’ús d’R per a l’anàlisi de dades en l’àmbit de la Biologia i Ciències ambientals. S’enmarca dins els coneixements requerits a l’assignaura d’Anàlisis Avançada de Dades de l’UdG. Aquest llibre ha estat elaborat amb R-Markdown mitjançant el package bookdown. Aquesta obra està sota llicència de Creative Commons Reconocimiento-No Comercial-Sin Obra Derivada 4.0 … Read more →

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2020-11-01

720

# An Introduction to Web Analytics

2020-10-31

The best basics of web analytics. […] If I asked you how you wanted to level-up in web analytics, it would be fair if you said “I can’t answer that - I don’t know enough about web analytics to know what I don’t know”. This textbook will take you from “I don’t know what I don’t know” to knowing the content areas of web analytics and broadly knowing what can be done with web analytics skills. In addition to shifting your knowledge base from unknown unknowns to known unknowns, by the end of this textbook, you will be able to take any question that can be addressed with web analytics and answer … Read more →

721

# R 資料科學與統計

2020-10-29

R 資料科學與統計 […] R 可視為統計數學軟體, 也是一種程式語言, 而近年來的發展, R 更成為資料科學的熱門的工具之一. R 是一個免費的統計分析軟體 (open-source, GNU General Public License), R 由一群跨國際的志工人員組成的 {R} 核心發展組織 (R core-development team) 所維持, 運作與持續更新發展. 目前對初學者的 R 入門學習有二大主要論點, 一為學習使用 R Base 原始語言與原始套件, 二為直接學習外部套件, 如 ggplot2, tidyverse 系統. 無論哪一種方式各有其優缺點. 個人認為對未來必須經常性使用 R 進行資料分析工作的初學者, 則建議先學習使用 R Base 原始語言. 對於未來僅在少數時間必須使用 R 進行資料分析工作, 或是僅在統計學上課使用, 則建議學習 … Read more →

722

# Review and Homework for Programming for Educational Research

2020-10-28

This is a minimal example of using the bookdown package to write a book. The output format for this example is bookdown::gitbook. […] 이것은 2020학년도 2학기 교육용 프로그래밍의 이해 수업을 들으며 작성한 필기 노트와 과제 모음입니다. R markdown is a file format that can be converted into many different documents such as HTML, PDF, Microsoft Word, and other dynamic documents. That is, it’s a nice example of one source multi … Read more →

723

# EMMERG Spatial

2020-10-28

Working notes […] Quantify the effects of contextual variables by coupling spatial and temporal structures in a Bayesian model framework. The model will then used to produce out-of-sample predicted probabilities of exceeding county-specific outbreak thresholds to develop early warning information to predict the risk of emerging drug … Read more →

724

# R for Statistical Learning

2020-10-28

Welcome to R for Statistical Learning! While this is the current title, a more appropriate title would be “Machine Learning from the Perspective of a Statistician using R” but that doesn’t seem as catchy. This book currently serves as a supplement to An Introduction to Statistical Learning for STAT 432 - Basics of Statistical Learning at the University of Illinois at Urbana-Champaign. The initial focus of this text was to expand on ISL’s introduction to using R for statistical learning, mostly through adding to and modifying existing code. This text is currently becoming much more … Read more →

725

# Companion to BER 642: Advanced Regression Methods

2020-10-27

This is a companion book for students taking the BER 642: Advanced Regression Method at the University of Alabama, Fall 2020 […] This book is still in progress !!! This is a draft. Several sections are still incomplete or unedited. This book is written to help students enrolled in the University of Alabama, Advanced Regression Method (BER 642) course led by Professor Dr.Youn-Jeng (Joy) Choi. We hope that the book will be a useful resource to help you learn both R and statistics. If you have any questions concerning your homework in R, please contact your TA: Qingzhou, at: … Read more →

726

# Ryten lab induction book

2020-10-27

Induction bookdown for all things Ryten lab […] We hope you enjoy your time in the Ryten lab! Some description about the book… TO BE ADDED For example, this book was made possible thanks to the R package bookdown (Xie 2020). The below code automatically generates the packages.bib, a bibtex format for all the packages listed. If you contribute to this book and include a particular R package in your guide (as with bookdown above), consider adding it to the code chunk and citing it via including [@R-package_name] in the text. Xie, Yihui. 2020. Bookdown: Authoring Books and Technical Documents … Read more →

727

# PsyBSC 2 Statistik

2020-10-25

Tutoriumsschriften für das Modul PsyBsC 2 Einführung in die Statistik. […] Achtung: Falls ihr die Buchkapitel als PDF haben möchtet, klickt bitte hier. Der Vorteil der Online Bookdown Ressource ist, dass ich diese ständig aktualisieren kann, was bei den PDF-Dateien schwer zu realisieren ist, wobei ihr für die Einsicht in die PDF-Dateien keine stabile Internetverbindung benötigt. Es kann jedoch sein, dass die Online Ressource auf einem neueren Stand ist, als die PDF-Dateien. In diesem kleinen Büchlein werden die Themeninhalte des Moduls PsyBSc 2 anhand von Beispielen näher erläutert bzw. … Read more →

728

# Basic R Guide for NSC Statistics

2020-10-23

This is an R guide for statistics course at NSC. […] This guide’s primary focus is on Basic R. When graphics are involved, command functions in both Basic R and a package called ggplot2 will be shown. Graph enhancements will be kept to a minimum. Although there are R packages that may do the same or better job than Basic R, this tutorial will not delve into those packages. Exploring other packages will be left for the student to look into, if the student so wishes. Datasets will be taken mostly from those built into R. Since this is mainly a tutorial on the R commands necessary to do … Read more →

729

# CI 5371: Learning Analytics

2020-10-20

This is a course manual of Bodong Chen’s learning analytics course. […] This is the course website of CI 5371 - Learning Analytics: Theory and Practice offered in Fall ’20 at the University of Minnesota. This course is fully online. All content published on this website is open to the public. Instructor: Bodong Chen, Associate Professor in Learning Technologies and Huebner Endowed Chair in Education & … Read more →

730

# GSBS Core Course Biostats Modules in R

2020-10-19

Using R bookdown to present all the assignments in the class. Assignments will be divided into chapters. […] This bookdown document combines many R Markdown files, and is intended to showcase the utility of R Markdown in reporting data. Each chapter in this document contains a brief sample report of each week’s assignment using data provided in-class, as well as an extention of a topic covered that week. Chapter … Read more →

731

# A Minimal Book Example

2020-10-16

This is a minimal example of using the bookdown package to write a book. The output format for this example is bookdown::gitbook. […] The objective of the present study was to assess traits present in women whom have either depression or an eating disorder, along with a control sample, in a sample of women from different demographic and educational backgrounds. Several measures were taken from 516 Women aged 18 or above. Questionnaires for screening eating disorders and Depression, Anxiety and Stress Scale, perfectionism and self esteem scores were performed on participants. The underlying … Read more →

732

# SakaiDocs

2020-10-12

This book contains the results of the document analysis that I did over the summer. I reviewed all available documents on the PCLN and SOM-Y1 courses’ Sakai pages. […] Please read this section before you click through the information in this document. Things I talk about here will help contextualize what you read and explain some of the features of this document. I first highlight some important information about the document analysis. I then provide a table of the courses whose docs were included in this document analysis. The information in this document is the result of a “document … Read more →

733

# Statistical rethinking with brms, ggplot2, and the tidyverse

2020-10-12

This project is an attempt to re-express the code in McElreath’s textbook. His models are re-fit in brms, plots are redone with ggplot2, and the general data wrangling code predominantly follows the tidyverse style. […] I love McElreath’s (2015) Statistical rethinking text. It’s the entry-level textbook for applied researchers I spent years looking for. McElreath’s freely-available lectures on the book are really great, too. However, I prefer using Bürkner’s brms package (Bürkner, 2017, 2018, 2020a) when doing Bayesian regression in R. It’s just spectacular. I also prefer plotting with … Read more →

734

# Practical Data Science

2020-10-12

The focus of this document is on data science tools and techniques in R, including basic programming knowledge, visualization practices, modeling, and more, along with exercises to practice further. In addition, the demonstrations of most content in Python is available via Jupyter notebooks. […] Michael Clarkhttps://m-clark.github.io/ … Read more →

735

# Worked Solutions to Project Euler in R

2020-10-09

Worked Solutions to Project Euler in R […] Project Euler is a series of challenging mathematical/computer programming problems that will require more than just mathematical insights to solve. Although mathematics will help you arrive at elegant and efficient methods, the use of a computer and programming skills will be required to solve most problems. The motivation for starting Project Euler, and its continuation, is to provide a platform for the inquiring mind to delve into unfamiliar areas and learn new concepts in a fun and recreational context. The intended audience include students … Read more →

736

# Introduction to R

2020-10-07

A workshop file for Intro to R workshop in EP762 class […] Learning R will expand your ability to analyze and visualize data. It may seem difficult to understand R at first; but you will find it simple and fun as you learn it. Hope this brief introduction can help beginners get started with R. … Read more →

737

# Modul Pelatihan Riset Kuantitatif Ekonomi dan Manajemen INSW

2020-10-05

Modul Pelatihan Riset Kuantitatif Ekonomi dan Manajemen bagi INSW sebagai bagian dari kajian Dwelling Time. […] Selamat datang para peserta pelatihan Riset Kuantitatif Ekonomi dan Manajemen. Dokumen ini merupakan bahan ajar praktikum untuk materi Riset Kuantitatif Ekonomi dan Manajemen. Pelatihan ini akan membahas pengaplikasian metode-metode statistika dan machine learning menggunakan software R. 03 Oktober 2020 30 September 2020 22 September 2020 20 September 2020 bagusco@apps.ipb.ac.id↩︎ aephidayatuloh.mail@gmail.com↩︎ … Read more →

738

# Abnormal Psychology, Fall 2020

2020-10-04

This is a minimal example of using the bookdown package for abnormal psychology […] This document is a schedule of readings for Abnormal Psychology, North Seattle College. Generally, the pattern of this document will provide you a weekly list of things to read and do. I would recommend not printing the entire book as it is a work in progress. It is probably safe to print weekly chapters/sections. Note on blue boxes These blue boxes can be skipped. They are much like a footnote, a comment. Something trivial but maybe … Read more →

739

# Integration and harmonization of trait data from plant individuals across heterogeneous sources

2020-10-04

Integration and harmonization of trait data from plant individuals across heterogeneous sources […] This tutorial gives an indepth explanation of how to use and implement the different aspects of the workflow as described in Lenters et al., (submitted) It consists of different … Read more →

740

# HW_01

2020-10-03

This is a minimal example of using the bookdown package to write a book. The output format for this example is bookdown::gitbook. […] … Read more →

741

# ¿Que mas debemos conocer, muy aparte de tecnicas y analisis estadistico? Analytics, BI, automatizacion, etc.

2020-09-30

Blog construido con el paquete bookdwown que se presenta como gitbook con temas relevantes para un mundo cada vez mas digital […] Yihui Xie y el paquete bookdown hacen esto posible, una forma concreta de unir varios resumenes escritos en R Markdown en un consolidado llamado bookdown. Es un blog en formato de libro digital, donde tocare temas relevantes para un mundo cada vez mas digital, tendra actualizaciones en periodos de … Read more →

742

# Computational Genomics with R

2020-09-30

A guide to computationa genomics using R. The book covers fundemental topics with practical examples for an interdisciplinery audience […] The aim of this book is to provide the fundamentals for data analysis for genomics. We developed this book based on the computational genomics courses we are giving every year. We have had invariably an interdisciplinary audience with backgrounds from physics, biology, medicine, math, computer science or other quantitative fields. We want this book to be a starting point for computational genomics students and a guide for further data analysis in more … Read more →

743

# R Homework 1

2020-09-29

R Homework 1 … Read more →

744

# R Programming - 1st Homework (202AIE42)

2020-09-29

This is a minimal example of using the bookdown package to write a book. The output format for this example is bookdown::gitbook. […] … Read more →

745

# 교육용 프로그래밍 Home Work 1

2020-09-28

This is a minimal example of using the bookdown package to write a book. The output format for this example is bookdown::gitbook. […] Using the mpg dataset in the ggplot2 package, replicate the plot below using the following settings: Answer … Read more →

746

# Grange-Lab Manual

2020-09-28

The Grange-Lab Manual provides information on all you want (or need) to know about working in the Grange Lab. […] … Read more →

747

# 교육용 프로그래밍의 이해

2020-09-26

This is first homework for knowledge of programming for education. The output format for this document is bookdown::gitbook. […] Using the mpg dataset in the ggplot2 packages. replicate the plot below using the following settings … Read more →

748

# Aprendizaje automático de datos Colombianos (Machine Learning)

2020-09-25

Este libro es una introducción aprendizaje automatico y aplicado a datos Colombianos […] Este libro fue construido para ayudar a entender algunas herramientas en R de Aprendizaje automático y aportar contenido en español. Además, queríamos aprovechar que actualmente, tenemos muchas bases de datos disponibles y de todo tipo. Quisiera fomentar el análisis de datos para todos los que quieran, es una práctica libre y cualquiera, con conocimientos básicos de R y Estadística, puede hacerlo. Fue escrito por Danna Cruz y Luis Alejandro Másmela y siempre acompañados por Cantelli. … Read more →

749

# Inferential Statistics and Complex Surveys

2020-09-24

ZU course, Fall Semester 2020 […] Welcome to Inferential Statistics and Complex Surveys.This is a course about making inferences with surveys. What does it mean to make an inference? The simplest way to put it is saying that we will use things we know (data) to learn about things we do not know (parameters). This course aims: The objective of these materials is not to replace the readings, but to provide a more concise and, especially, applied summary of the course contents. Part I is about getting the tools ready for the course (R and RStudio) and learning their basics. Part II presents a … Read more →

750

# Legislação e normas da educação escolar indígena

2020-09-23

Compilado de legislação e normas federais relacionados à educação escolar indígena […] Este é um pequeno compilado de legislações e normas federais relacionadas à EDUCAÇÃO ESCOLAR INDÍGENA. Nosso objetivo é apresentar um instrumento de consulta, simples e acessível, para todas as pessoas que trabalham na área ou para as que querem conhecer os principais balizadores da organização e do funcionamento da educação escolar indígena no âmbito federal. Dada as constantes alterações dos atos legais e normativos da área educacional, atualizaremos frequentemente esta publicação a fim de que reflita … Read more →

751

# Covid Analysis

2020-09-19

Base line Covid Analysis … Read more →

752

# Applet Codebook: CA Partners Daily MindLogger Diary v0.1

2020-09-16

This is a codebook that documents all of the items in the current version of the CA Partners applet. […] …add info about the applet … Read more →

753

# IsoriX: Isoscape Computation and Inference of Spatial Origins using R

2020-09-15

This book is the official documentation for the R package IsoriX. […] This documentation of the R package IsoriX is a work in progress. So far, only the chapters 1 to 5 are close to completion. … Read more →

754

# R-Notebook

2020-09-14

This is a minimal example of using the bookdown package to write a book. The output format for this example is bookdown::gitbook. […] This is a book written in Markdown[1] Supported by Pandoc’s markdown[2] Pandoc’s Markdown supports all sorts of things, but most importantly: math equations in LaTeX[a^2 + b^2 = c^2] [X = \begin{bmatrix}1 & x_{1}\ 1 & x_{2}\ 1 & x_{3} \end{bmatrix} ] The bookdown package can be installed from CRAN or Github: [1] Xie, Yihui. 2020. Bookdown: Authoring Books and Technical Documents with R Markdown. https://github.com/rstudio/bookdown [2] … Read more →

755

# Matematika Bisnis

2020-09-14

Buku ini dipersiapkan untuk menunjang perkuliahan Matematika Bisnis […] Program Studi Statistika Fakultas Science, Technology, Engineering, and Mathematics (STEM) Tangerang, Banten Info: siregarbakti@gmail.com Buku ini dituliskan untuk mempermudah proses pembelajaran Matematika Bisnis di Universitas Matana. Materi dikemas secara khusus dalam bentuk e-book yang mudah dipahami dan dapat dibaca melalui PC maupun Tablet anda dimanapun-kapanpun dengan akses internet. Adapun Materi yang akan dibahas dalam buku ini adalah sebagai berikut: Bakti Siregar adalah lulusan Universitas Sumatera Utara … Read more →

756

# 소방 빅데이터 업무편람

2020-09-13

소방 빅데이터 업무편람 […] 소방 빅데이터 담당은 소방서비스 혁신 빅데이터 TF를 시작으로, 2020. 7. 1.자 조직개편을 통해 신설된 조직입니다. 우리는 최신 빅데이터 기술과 IT 인프라를 활용하여 소방행정의 혁신을 위해 협업, 효율, 전문성을 추구합니다. 이 편람은 빅데이터 업무가 복잡, 다양하고 고도의 전문성이 요구되기 때문에 빅데이터 업무의 축적된 노하우를 체계적으로 기록하여 인력변동에 의한 업무 공백을 최소화하기 위해 발간하게 되었습니다. 주요 내용은 빅데이터 업무환경 구축, 빅데이터 분석 툴인 R, Qlik, Tableau, Q-GIS, Kepler 등 사용법을 담고 있습니다. 특히 데이터를 수집·정제하고, 분석리포트, … Read more →

757

# Text as Data para Ciências Sociais

2020-09-11

Compilação de métodos e técnicas para análise automatizada de conteúdo […] A partir da produção de material para o curso Text as Data: análise automatizada de conteúdo que ministrei no MQ-UFMG em 2019 e no artigo que publiquei em coautoria com Maurício Izumi (Izumi and Moreira 2018), esse livro tem como propósito difundir nas ciências sociais e humanidades técnicas e métodos de análise automatizada de conteúdo usando a linguagem R. O principal objetivo do livro é ser tutorial prático de uso e aplicação de técnicas e métodos de análise automatizada de conteúdo na língua portuguesa através da … Read more →

758

# La Inteligencia Detrás De La Investigación

2020-09-09

Este libro es el resultado de más de una década de publicar en el blog de Market Variance®, temas relacionadas a la investigación de mercados; principalmente de estadística y de marcas. Y de una selección de sus artículos, que a nuestro juicio son los más útiles, amenos y divertidos… […] … Read more →

759

2020-09-09

760

# RMarkdown for Scientists

2020-09-09

A book created for a 3 hour workshop on rmarkdown […] This is a book on rmarkdown, aimed for scientists. It was initially developed as a 3 hour workshop, but is now developed into a resource that will grow and change over time as a living book. This book aims to teach the following: There are many great books on R Markdown and it’s various features, such as “Rmarkdown: The definitive guide”, “bookdown: Authoring Books and Technical Documents with R Markdown”, and “Dynamic Documents with R and knitr, Second edition”, and Yihui Xie’s thesis, “Dynamic Graphics and Reporting for Statistics”. So … Read more →

761

# Predictive Models of English Premier League Goal Scoring

2020-09-08

Predictive Models of English Premier League Goal Scoring […] The English Premier League is well-known for being not only one of the most-watched football leagues in the world but also one of the toughest competitions to predict. The purpose of this research project was to look at goal scoring data of the English Premier League and use statistical modeling to predict Premier League match results. This research will attempt to determine whether goal scoring in the Premier League can be modeled by a Poisson process, specifically, the relationships between the number of goals and the Poisson … Read more →

762

# HR 분석 실무자를 위한 R Tips

2020-09-07

R Tips는 HR Analytics 입문자를 위해 제작했습니다. […] R Tips는 HR Analytics 를 현업에 적용하고자 하지만, 어떤 것부터 시작해야 할지 막막한 입문자분들께 조금이나마 도움을 드리기 위해 제작하고 있습니다. R 프로그램을 활용하여 HR Analytics를 진행하실 때 참고하실만한 가장 기초적인 내용으로 구성되어 있으며, 작성하는 저 역시 배우는 단계에 있기에, 부족한 점이 많이 있습니다. 혹시 오류가 있거나, 보기 불편하신 내용이 있으신 경우 언제든지 말씀 부탁 드립니다. 향후 계속해서 내용을 보완하면서, 도움이 되는 컨텐츠 공유 드리도록 하겠습니다. R 설치 및 기본적인 문법에 대해서는 알고 계신다는 전제 하에 Tip을 … Read more →

763

# Applied Statistics

2020-09-06

Applied Statistics […] WELCOME … Read more →

764

# Dad-joke University of Humour (DUH)

2020-09-04

Training for new Dads in the area of dad-jokes. […] These web pages are designed to help new Dads work through the material to learn the art and science of Dad-jokes. Importantly, understand that a joke becomes a dad joke when it becomes apparent1. That was a Dad joke right … Read more →

765

# Season 3 Stlats EDA

2020-09-03

Season 3 Stlats EDA […] We’re going on an adventure! The fixings for this adventure are currently as follows: Currently, I am throwing out a bunch of numbers. I will add a bit more detailed commentary when I feel satiated by the data. TODO: INCORPORATE SEASONAL DATA IN A MORE AUTOMATED MANNER. ADD SEASONAL COMPARISON … Read more →

766

# Fundamentos de Investigación II

2020-09-03

Apuntes de la asignatura de Fundamentos de Investigación II … Read more →

767

2020-09-01

768

# behaviouR: R package and tutorials for teaching of fundamental concepts in behavior and ecology

2020-08-27

This is the location for all of the tutorials associated with the behaviouR R package. […] To get started you should download the package from Github using the following code. Note: If you have never used R before I highly recommend that you check out the primers here: https://rstudio.cloud/learn/primers. You can navigate using the tabs at the left and/or the … Read more →

769

# Official Guidance：Understanding Surge

2020-08-27

Official Guidance：Understanding Surge […] Surge is a networking tool on iOS and macOS platforms with four core capabilities. Takeover: You can take over the network connection sent by the device. Surge supports both proxy service and virtual NIC takeover. Processing: You can modify the network requests and responses that have been taken over. This includes URL redirection, local file mapping, custom modification using JavaScript, and many other methods. Forwarding: You can forward the taken over network requests to other proxy servers. This can be global forwarding or with a flexible rule … Read more →

770

# Surge 官方中文指引：理解 Surge 原理

2020-08-27

Surge 官方中文指引：理解 Surge 原理 […] Surge 是一个在 iOS 和 macOS 平台上的网络工具，其核心能力有四项： 接管：可以将设备发出的网络连接进行接管。Surge 支持代理服务和虚拟网卡两种方式接管。 处理：可以对被接管的网络请求和响应进行修改。包括 URL 重定向、本地文件映射、使用 JavaScript 自定义修改等多种方式。 转发：可以将被接管的网络请求转发给其他代理服务器。可以是全局转发，也可以按照非常灵活的规则系统确定出口策略。 截获：可以截获并保存网络请求和响应的具体数据，同时可对 HTTPS 加密流量进行 MITM 解密。 以上四项能力构成了 Surge 的核心工作流。但 Surge 的功能还不仅限于以上四点。比如你可以自定义 DNS … Read more →

771

# Manual for Databank

2020-08-26

This manual will give a detailed introduction of ali-databank and show you how to extract data from it. […] 这是数据银行和策略中心面板取数的 “说明手册”. 本说明中使用的相关选项、标签、指标的名词和定义均来自阿里品牌数据银行提供的用户操作界面，本手册并不知晓确定名词和指标量化的过程，如果你想了解请前往阿里数据银行的官方文档；这份手册的初版由 安客诚电商分析部门的小伙伴共同编写，目的是介绍数据后台功能和数据处理程序，促进数据分析工作者间的学习和交流。欢迎使用者针对手册内容提供建议。 编写和演示本手册时使用了开源语言R和RMarkdown、 … Read more →

772

# R for Fundamental Data Analysis in Market Research

2020-08-21

Everything you need (and nothing more) to begin to learn R for fundamental data analysis in Market Research […] … Read more →

773

# A policy tool for COVID-19 workplace mitigation strategies

2020-08-20

This manual explains the web application based on the paper: A model of COVID-19 propagation based on a gamma subordinated negative binomial branching process, by Jerome Levesque, David Maybury, and R.H.A. David Shaw. […] Assessing the risk of Covid-19 infections in a workplace setting involves evaluating the propagation of the disease among employees. Propagation depends on a large number of variables, including employee interactions in the larger community, adherence to social distancing policies, local environmental factors, demographics, and workplace policies. Given the enormous … Read more →

774

# Variáveis Aleatórias

2020-08-19

Variáveis Aleatórias […] Na teoria de probabilidades é levando em consideração um experimento aleatório. Esse tipo de experimento fornece resultados que não podem ser previstos com certeza antes de sua realização. Para tais experimentos o conjunto que contém todos os possíveis resultados é chamado de espaço amostral, geralmente denotado por (\Omega). Qualquer subconjunto do espaço amostral é dado o nome de evento, aos quais pode ser associada uma medida de probabilidade. Como o conjunto das partes do espaço amostral, (\mathcal{P}(\Omega)), contém todos os eventos, ou seja todos os … Read more →

775

# DondeRs Group

2020-08-17

This bookdown-project contains introductory material to learn the R programming language […] Instructor: My name is Henrik. I am a PhD-candidate in the Developmental Psychobiology lab group at the Donders Institute in Nijmegen. I find that the R programming language is an extremely useful tool for Scientists, especially (but not only) for data analysis and visualization. I can help you learning the basics of the R programming language and how to approach learning a programming language so you can advance in learning whatever is needed in your specific field. Target audience: Anyone at … Read more →

776

# Mayapple analyses

2020-08-14

This is a compiliation of our analyses of the mayapple dataset. The output format for this example is bookdown::gitbook. […] We are analyzing the data from the experiment Monica conducted with mayapple from 1990-1992. Here is a brief summary of the experiment, and the questions/hypotheses we are addressing/testing with these analyses. Mayapple is a common rhizomatous perennial of eastern deciduous forests. It has a sympodial rhizome system in which an annual shoot is borne above ground only on the terminal (youngest) rhizome segment. At the same time, it maintains older rhizome segments (up … Read more →

777

# oSCR vignettes

2020-08-13

This bookdown is where we will collate oSCR vignettes. […] The goal of this bookdown is to provide a complete overview of the theory and methodology of two topics (at this point) within spatial capture-recapture: More broadly, by providing them with a thorough discussion of these advanced topics, we aim to empower our users to apply these tools in their own research. The main function in oSCR performs likelihood analysis of several classes of spatial capture-recapture (SCR) models. There are also a suite of helper functions for formatting and processing data objects. Here are a few of the … Read more →

778

# Espaço Amostral e Eventos

2020-08-12

Espaço Amostral e Eventos […] Para falar em probabilidade é necessário antes definir o conceito de experimento aleatório. A partir dos experimentos aleatórios podem ser definidos os conceitos de: … Read more →

779

# Como Começar na Calistenia - Guia Prático

2020-08-12

Aprenda como dar os primeiros passos para obter resultados concretos na calistenia. … Read more →

780

# Causal Inference

2020-08-08

Final project Causal Inference […] The study aims are two-fold: … Read more →

781

# MSU PhD Roles and Policy Manual

2020-08-07

This is the policy manual for the Montclair State University PhD program in Industrial and Organizational Psychology. The output format for this manual is bookdown::gitbook. […] As the I/O Doctoral Program goes live, we are in need of a handbook detailing all the key procedures and policies for the I/O doctoral and MA program experience. The goal is to have a final draft of the handbook by December 1st 2020, or the deadline for our first official doctoral application cycle. We need to have formal procedures for the following areas: (1) Doctoral Student Selection, Chapter 2, (2) I/O Program … Read more →

782

2020-08-07

UDWQ wasteloadR R tools […] This package contains a set of tools designed to facilitate wasteload development at Utah … Read more →

783

# Project - Report

2020-08-07

Project - Report […] Overview, motivation and related work Nowadays, we are living in a society where electricity is a necessity good. We cannot imagine a life without it, we are totally aware that this kind of energy is constantly present in our daily routines. It contributes a lot to our life quality. During our bachelor’s thesis, we worked on a subject in the field of electricity and especially on the theme of electric mobility and on the development of a business model for the generation of solar energy. We are really interested in the subject of energy and power generation. We would … Read more →

784

# Using Data Visualization & Storytelling to Gain Organizational Buy-in

2020-08-06

Guidance for I-O Psychologists on presenting data to influence organizational decision making […] A special thanks to Rob Stilson, Ph.D., for his guidance and advise in writing this white … Read more →

785

# Macroeconomics

2020-08-06

These are our macroeconomic notes […] These are our lecture notes for the (Carlin and Soskice 2015) textbook. The notes are no substitute for the text which is available in the University of Brighton library. The notes summarise the chapters and add some exercises and links to activities that should assist your understanding of these key macroeconomic topics. There are three broad sections: The New Keynesian Model that brings together aggregate demand, supply and the central bank policy response. The financial system and the global financial crisis that discusses frictions and the … Read more →

786

# My Data Science Notes

2020-08-03

This is a compendium of notes from classes, tutorials, etc. that I reference from time to time. […] These notes are pulled from various classes, tutorials, books, etc. and are intended for my own consumption. If you are finding this on the internet, I hope it is useful to you, but you should know that I am just a student and there’s a good chance whatever you’re reading here is … Read more →

787

# Exercises for ‘Introduction to The New Statistics’

2020-08-02

This website is a companion book for Introduction to the New Statistics (abbreviated itns). It offers interactive exercises developed mostly in H5P but also with learnr and shiny. It also contains an R tutorial for the end-of-chapter exercises of itns. […] This website is an (inoffical) companion book for Introduction to the New Statistics (abbreviated itns). It offers GitHub resources of this book can be found in two places: I have built the interactive exercises in this book with H5P.org. H5P stands for HTML5 Package, a free and open-source content collaboration framework based on … Read more →

788

2020-07-30

Modelación basada en Agentes […] El científico no estudia la naturaleza porque le es útil; la estudia porque se deleita en ella y se deleita porque es hermosa. Si la naturaleza no fuera hermosa, no valdría la pena conocerla, y si la naturaleza no valiera la pena conocerla, no valdría la pena vivirla. Por supuesto, aquí no hablo de esa belleza que golpea los sentidos, la belleza de las cualidades y las apariencias; no es que yo subestime tal belleza, lejos de eso, pero no tiene nada que ver con la ciencia; Me refiero a esa belleza más profunda que proviene del orden armonioso de las partes, … Read more →

789

# BioNBB 2210 Summer 2020 Computer Labs

2020-07-28

This is the location for all of the tutorials for our Intro to Behavior Computer Labs. […] You have reached the location for all of the tutorials for the computer labs for Summer 2020. We will be completing all assignments using Rstudio Cloud (www.rstudio.cloud). Please see the link on Canvas for details on how to setup your RStudio Cloud account. Note: If you have never used R before I highly recommend that you check out the primers here: https://rstudio.cloud/learn/primers. You can navigate using the tabs at the left and/or the … Read more →

790

# Introducción a la Automatización Industrial

2020-07-28

Un libro de introducción a la automatización industrial para alumnos de ingeniería. […] ISBN: 978-84-09-22291-9 Introducción a la automatización industrial by Alberto Brunete, Pablo San Segundo, Rebeca Herrero is licensed under a Creative Commons Reconocimiento-CompartirIgual 4.0 Internacional … Read more →

791

# Causal Inference in Education

2020-07-28

Causal Inference in Education […] It is an R-based book of data analysis exercises related to the following three causal inference … Read more →

792

2020-07-27

793

# Applet Codebook: HBN EMA for Mindlogger v0.32

2020-07-24

This is a codebook that documents all of the items in the current version of the HBN EMA Applet for Mindlogger. […] This MindLogger applet collects daily information on your physical and mental health. You will be asked a set of questions multiple times a day. We will record the information and share it with you and our researchers so we can look for patterns in the data. Answer these questions to the best of your ability. It is okay if you don’t know the answers to some of them! Thank you for your participation! These questions were constructed as part of a collaboration between the … Read more →

794

# Should I Stay or Should I Go? Retaining A World-Class Workforce at Thrive Media

2020-07-24

Solutions and Return on Investment for Implementing Employee Retention Initiatives […] … Read more →

795

# GEU Constitution and Bylaws

2020-07-20

GEU Constitution and Bylaws […] Adopted February 23, 2018 Last amended May 2, … Read more →

796

2020-07-20

797

# R for Data Science: Exercise Solutions

2020-07-19

Solutions to the exercises in “R for Data Science” by Garrett Grolemund and Hadley Wickham. […] If you find any typos, errors, or places where the text may be improved, please let me know. The best ways to provide feedback are by GitHub or hypothes.is annotations. Opening an issue or submitting a pull request on GitHub Adding an annotation using hypothes.is. To add an annotation, select some text and then click the on the pop-up menu. To see the annotations of others, click the in the upper right-hand corner of the page. This book contains the exercise solutions for the book R for Data … Read more →

798

# Experimental Design and Process Optimization with R

2020-07-18

Experimental Design and Process Optimization with R […] The present document is a short and elementary course on the Design of Experiments (DoE) and empirical process optimization with the open-source Software R. The course is self-contained and does not assume any preknowledge in statistics or mathematics beyond high school level. Statistical concepts will be introduced on an elementary level and made tangible with R-code and R-graphics based on simulated and real world data. So, then, what is DoE and why should the reader become familiar with the concepts of DoE? Very briefly, DoE is the … Read more →

799

# The 3-Season Run That Immortalized Russell Westbrook and the Title “Walking Triple-Double”

2020-07-10

The 3-Season Run That Immortalized Russell Westbrook and the Title “Walking Triple-Double” […] The purpose of this project was to look at Russell Westbrook’s infamous last 3 seasons with the Oklahoma City Thunder, where he averaged a triple-double in each of those years. We first looked at some notable triple-double box scores, before verifying the relationships between whether a triple-double is recorded and several categorical and quantitative variables. It turns out to be that game result, opponent’s conference, minutes played, and plus/minus are helpful predictors for triple-double, … Read more →

800

# Marrow’s Compendium of Dragonslaying

2020-07-09

This is a Fury Warrior Guide for World of Warcraft Classic. […] This is a guide on how to play a Fury Warrior in World of Warcraft Classic. It is a work in progress and a living document. All of the information contained within reflects what is best understood as of today, and some of is subject to change as more about the game is discovered. More importantly, this is a guide for players who want to push the envelope of their class, and be the best they can be. That is not the playstyle of every player, nor am I advocating it should be. Ultimately, you should pick your race and spec so that … Read more →

801

# R Programming Tutorial

2020-07-09

This is a minimal example of using the bookdown package to write a book. The output format for this example is bookdown::gitbook. […] R is a programming language and software environment for statistical analysis, graphics representation and reporting. R was created by Ross Ihaka and Robert Gentleman at the University of Auckland, New Zealand, and is currently developed by the R Development Core Team. R is freely available under the GNU General Public License, and pre-compiled binary versions are provided for various operating systems like Linux, Windows and Mac. This programming language … Read more →

802

# R for Surveys in Evaluation

2020-07-07

This is a minimal example of using R and limesurvey to develop surveys, and options for presenting survey results […] Survey research in program evaluation is an efficient way to collect data from a wide range of participants, and is a field which has been used extensively in evaluation for decades. Surveys, understood to be “fundamentally a matter of asking a sample of people from a population a set of questions and using the answers to describe that population” Fowler (2014), are fundamentally important to program evaluation. I hope that this book can act as something of a guide for … Read more →

803

# Herramientas de visualización interactivas para la toma de decisiones en una startup tecnológica.

2020-07-05

Herramientas de visualización interactivas para la toma de decisiones en una startup tecnológica. […] Durante mi etapa como estudiante de Administración y Dirección de Empresas en la Universitat Politècnica de València (UPV) he sentido particular interés por las asignaturas más analíticas y tecnológicas de la carrera. Más específicamente, he intentado aprovechar las oportunidades que nos ha otorgado la universidad de aprender a utilizar herramientas que extienden las capacidades del ser humano y que, una vez habiendo superado la curva inicial de aprendizaje, dotan al usuario de un abanico … Read more →

804

# Characterizing Disease with the Retinal Code

2020-07-03

Abstract […] This project’s aim is to understand the extent to which signaling by retinal ganglion cells (RGCs) is affected by degeneration. Rod photoreceptor death is a form of retinal degeneration that alters the wiring of the retina and can eventually leads to blindness. As the retina loses the ability to transmit visual scenes to the brain, there are changes in the signaling across the light spectrum that the human eye detects. A potential measure for visual signaling is the information content that the RGCs sends through their action potentials and the precision with which they send … Read more →

805

# How to be civil about political loss – The importance of good loser messages

2020-07-03

How to be civil about political loss – The importance of good loser messages […] This is the Supplementary Material for the manuscript entitled How to be civil about political loss – The importance of good loser messages. The study comprises three survey embedded experiments; one video vignette experiment in Norway, one text vignette experiment in Sweden, and one conjoint experiment in Norway. The experiment for Study I was fielded in Sweden in the fall of 2017 and spring of 2018 as an add-on to the fifth wave of the European Values Survey (EVS, PI Susanne Wallman Lundåsen). EVS is based on … Read more →

806

# STAT 7: Discussion Section Materials

2020-07-03

This book contains all materials for my TA STAT 7: Statistical Methods for the Biological,Environmental, and Health Sciences at UCSC, Winter 2020. […] Course Title: Statistical Methods for the Biological, Environmental, and Health Sciences Instructor: Dr. Rajarshi Guhaniyogi TA: Jizhou ‘Joe’ Kang Bio: I’m a first year Ph.D. student at our statsitics department. This is my second time serving as TA for STAT 7, and fourth time as TA. Contact Info: Email: jkang37@ucsc.edu; Office: E2 516 (by appointment only). Office Hour: Thursday 5:00 pm - 6:00 pm at BE 118 Discussion Section: Section A: … Read more →

807

# Webscraping med R

2020-07-01

Webscraping med R […] Dette kurset gir en innføring i hva webscraping er, hvordan det fungerer, hva vi må tenke på når vi webscraper, og hvordan man kan hente ut informasjon fra nettsider gjennom R. Vi skal også ta en liten titt på hvordan man kan rydde i ustrukturert data ved å bruke R, siden data fra nettsider gjerne er ustrukturert eller semi-strukturert. Kurset har to deler, en praktisk og en teoretisk: Teoretisk del: Praktisk … Read more →

808

2020-06-29

809

# Data Science con R

2020-06-26

Teoría y práctica para ingresar al mundo del análisis de datos y predicciones con R, por Daniel Paredes […] Este libro ha sido creado a partir de notas que me facilitaron el aprendizaje y van desde lo más básico hasta un nivel intermedio-avanzado. He dedicado más de 700 horas a crear este libro. Puedes reconocer este esfuerzo comprando la versión en pdf de este libro en leanpub. Con ello no solo accederás a todos las actualizaciones futuras, sino también accedes por 3 meses a preguntas directamente con el autor de temas del libro o de cómo aplicarlo al trabajo. La version en web en … Read more →

810

# Handbook for Building and Teaching Online Courses

2020-06-20

Notes and tutorials on building online courses. […] This handbook is still in draft form and many chapters are unfinished or in a “notes state”. Chapters, sections, and practices are filled in as need arises. This book summarizes my experiences building and teaching online courses at Northeastern University’s Khoury College of Computer Sciences. I wrote this handbook for faculty new to teaching online and new to building courses for online delivery. The writing of this handbook was accelerated when the COVID-19 pandemic forced all classes to go into an online or remote instruction mode. It … Read more →

811

# The Covid19R Project Documentation

2020-06-20

The Covid19R Project Documentation […] The Covid19R Project is an attempt to provide a set of standards for creating tidy Covid-19 related data distribution packages as well as a centralized method for then redistributing the data sets themselves within R. We’re trying to build a community with interoperable data standards in order to allow anyone using R to derive novel insights about this. global pandemic. In the documentation for the Covid19R Project, we detail what the project is, how to be a part of it, and what minimal tidy standards we want data packages to conform to in order to … Read more →

812

# Móðir og Barn

2020-06-18

This is a minimal example of using the bookdown package to write a book. The output format for this example is bookdown::gitbook. […] Eftirfarandi breytulista sótti ég úr word-skjalinu Breytulisti Athugasemdir EL GG BT.docx. Það hefur hausinn: Næring ungbarna og heilsa barna 0-12 ára: vöxtur, sýkingar, astmi og ADHD Allavega, þá styð ég mig við það skjal þegar ég skoða hvort gögnin séu … Read more →

813

# Study design for spatial capture-recapture

2020-06-17

This book accompanies of the R package oSCR with a specific focus the design of spatial capture-recapture studies and details of the oSCR function scrdesignGA(). […] Why we did this The main function in oSCR does likelihood analysis of several classes of spatial capture-recapture (SCR) models. THere are also a suite of helper fnctions for formatting and processing data objects. Here are a few of the things that motivated our development of the package: So, using this book of course requires that the oSCR package is loaded: But you will also need a few others: If you have any issues or … Read more →

814

# Time Series Analysis

2020-06-16

Time Series Analysis … Read more →

815

# Quantitative Methoden für Wirtschaftswissenchaften

2020-06-15

Quantitative Methoden für Wirtschaftswissenchaften […] Die Mehrheit der Auswertungen des Kurses finden Sie in diesem digitalen Buch. Um die Codes nachvollziehen zu können, sollten Sie sich vorab mit R mit Hilfe des R-Kurses vertraut machen. Eine gute erste Übung ist es, die Codes Zeile für Zeile zu reproduieren und zu verstehen, was in welcher Zeile passiert. Weitere Informationen zum Umgang mit Markdown finden Sie in den … Read more →

816

2020-06-15

817

# Time Series for Beginners

2020-06-12

This is a short guide to learning the basic concepts of time series while also implementing these procedures in R. […] This book is created with an objective to clearly explain the basics of time series analysis. The inspiration came from taking a time series course and constantly getting confused by the theory. Often, time series can be a tricky subject; therefore, this book will try to explain the essentials of time series using R. Time series is an immense subject with so much to it; therefore, we won’t be able to cover all of it in this book. We will solely focus on what we believe is … Read more →

818

# Catastro. Tratamiento de datos públicos con R

2020-06-12

Catastro. Tratamiento de datos públicos con R […] El objetivo de este proyecto es describir los pasos necesarios para obtener y tratar información publicada por el … Read more →

819

# Ready for R: Notebook Reference

2020-06-12

This is a minimal example of using the bookdown package to write a book. The output format for this example is bookdown::gitbook. […] This course introduces you R by working through common tasks in data science: importing, manipulating, and visualizing data. R is a statistical and programming computer language widely used for a variety of applications. Before proceeding with these training materials, please ensure you have an RStudio.cloud account and can see the workspace. This is a searchable website that serves as a reference for the Ready for R course. This gitbook is not meant to be a … Read more →

820

# EXMD 634: Introduction to Quantitative Methods in Experimental Medicine

2020-06-10

EXMD 634: Introduction to Quantitative Methods in Experimental Medicine … Read more →

821

# LCC 2020 Book

2020-06-10

Este es un book que contiene los ejercicios y apuntes realizados en el curso 19/20 en relacion a la asignatura Laboratorio de Computación Científica. […] Este book esta compuesto de ejercicios resueltos tanto en los laboratorios como en casa. Incluye tambien un resumen de los aspectos mas importantes de R, apuntes tomados en clase y funciones que serán de utilidad a lo largo del curso y que se irá actualizando conforme se vean nuevos … Read more →

822

# 滴滴实验白皮书

2020-06-09

This is a minimal example of using the bookdown package to write a book. The output format for this example is bookdown::gitbook. […] 这是陈天威的一个test This is a sample book written in Markdown. You can use anything that Pandoc’s Markdown supports, e.g., a math equation (a^2 + b^2 = c^2). The bookdown package can be installed from CRAN or Github: Remember each Rmd file contains one and only one chapter, and a chapter is defined by the first-level heading #. To compile this example to PDF, you need XeLaTeX. You are recommended to install TinyTeX (which includes XeLaTeX): … Read more →

823

# Regression- und Datenanalyse

2020-06-08

Regression- und Datenanalyse […] Zunächst wollen wir ein paar allgemeine Aspekte der Wahrscheinlichkeitsrechung und der Schätzung betrachten. Fasst man Wahrscheinlichkeiten frequentistisch auf, ist dies wie sie als relative Häufigkeiten für ein Ereignis aufzufassen, wenn die Wiederholung von Zufallsvorgängen sehr (undendlich) groß ist. Stellen wir uns einen Münzwurf vor. (X_n) bezeichnet die Anzahl an Kopfwürfen bei (n) Münzwürfen. Nach jedem Münzwurf betrachten wir (\frac{x_n}{n}) und sehen, dass sich dieser Anteil mit steigender Anzahl an Münzwürfen der theoretischen … Read more →

824

# Laboratorio de Computación - Bookdown

2020-06-07

En este libro expondré todos los conocimientos aprendidos en la asignatura Laboratorio de Computación Científica. […] En este libro expondré todos los conocimientos aprendidos en la asignatura Lab de Computación Científica divididos en 2 bloques: El Lenguaje R y Anásis de datos. Además, dentro de estos bloques estarán todas las prácticas ordenadas (voluntarias y obligatorias), mis exámenes resueltos y los apuntes de las clases presenciales, con una interfaz estructurada y ordenada. Utilizamos el lenguaje R para los fragmentos de código y el formato RMarkDown para la mejor visualización de … Read more →

825

# HOW TO PROTEST FROM HOME

2020-06-05

HOW TO PROTEST FROM HOME […] Looking for ways to push for reform of policing practices while still staying at home?? When local police departments were first created in the mid-1800s, the justification for keeping them under local control was that citizens could hold the police agency accountable. The theory was that citizens could have input on the operations of the police agency through their local officials. This guide is meant to help Americans of all ages understand how to pressure law enforcement officials to reform the ways in which they engage with Americans through the use of the … Read more →

826

# Principles of Computational Information Science

2020-05-31

Lectures notes for an introductory course on Computational Information Science. […] This is a set of lecture notes for Principles of Computational Information Science written in Markdown and intended for students in Northeastern University’s IS2000 course. m.schedlbauer@neu.edu↩ … Read more →

827

2020-05-29

828

# Applied Causal Analysis (with R)

2020-05-29

Script for the seminar Applied Causal Analysis at the University of Mannheim. […] The present document serves both as slides and script for the MA seminar Applied Causal Analysis. This seminar is currently taught by Paul C. Bauer at the University of Mannheim (Spring 2020). The material was/is being developed by Paul C. Bauer and Denis Cohen and will constitute the basis for a book entitled “Applied Causal Analysis with R” under contract with CRC Press/Chapman & Hall. There will both be a print version as well as an openly accessible web version. The material is licensed under a … Read more →

829

# Nighttime Lights and Malaria in the Peruvian Amazon

2020-05-27

Code library of data exploration and analysis […] Nighttime Lights (NL) datasets were used into urban planning, econometric downscaling, disaster response, development, and socio-environmental studies since the very beginning of their public release (Pastor-Escuredo, Savy, & Luengo-Oroz, 2015). (Henderson, Storeygard, & Weil, 2012). (Otchia & Asongu, 2019) In the malaria literature, most of studies used data extracted from NL datasets as a covariate to understand malaria epidemiology patterns (Lechthaler et al., 2019), most commonly used as part of an urbanicity/landscape indexes (Keiser et … Read more →

830

# P2 - Simulering af Data

2020-05-26

P2 - Simulering af Data […] The aim of the project was to identify alternatives to classical inference methods if the assumptions of these were not met and evaluate their performance. To examine this question, a classical inference method, the t-test, and how it can be used for hypothesis testing, is described. Furthermore, it is shown how the programming language R can be utilized to perform these simulations quickly and simply. Then, by means of simulations, it is examined whether the results are credible if the samples are not normally distributed when working with an unpaired t-test. … Read more →

831

# The Art of Finance: Theory, Practice & Fiction

2020-05-24

This book is under book development process…. […] Note: This book is under book development process. The current world and the financial world are very different from texbooks written in the last decades that are used by most of the undergraduate or postgrade programs in Economics and Finance. This book is written to reduce the gap between reality and fiction. ¡Aquí estoy yo! Certified Financial Risk Manager por Global Association of Risk Professional (GARP), economista por la Universidad Nacional Mayor de San Marcos. Él es autor de 3 publicaciones “Quantitative Easing and Financial … Read more →

832

# An Introduction to R, LaTeX, and Statistical Inference

2020-05-21

An introduction to R for political scientists. […] This is an introduction to R and Latex. In compiling this documents, several sources have been consulted, including Tim Peterson’s website, Havard’s Math Prefresher, and the course offered by DataCamp. Make sure that you have a laptop throughout this introduction. Install the following applications, if you haven’t done so. Finally, this document is to be used in-class only. As I (will) mention several times, it borrows and merges a lot of resources online. Also, if you see any mistakes or have suggestions, please do shoot me an … Read more →

833

# Notes of English Writing for Academic Pursuit

2020-05-21

This is Zhilin’s notes of English Writing for Academic Pursuit in … Read more →

834

# Book of parkrun research

2020-05-20

This is a book of parkrun research used as an example to learn bookdown. […] This is a template book for parkrun research created in … Read more →

835

# MatrixOptim

2020-05-18

Data-Driven Decision Making under Uncertainty in Matrix. […] Mathematical programmes are among the most widely used models in operational research and management science. (Williams 2013) Williams, H Paul. 2013. Model Building in Mathematical Programming. John Wiley & … Read more →

836

# TidySimStat

2020-05-15

Stochastic Simulation and Statistics in Tidyverse. […] This is the website hosting all the theories and and practices regarding stochastic simulation and statistics. It has the following … Read more →

837

# Climate-related Risk to European Fish and Fisheries

2020-05-14

This is a working draft of the CERES (https://ceresproject.eu/) vulnerability analysis (Task 5.3) looking the climate risk of fish and fisheries in Europe. […] This document is a working draft of the CERES (https://ceresproject.eu/) vulnerability analysis (Task 5.3) looking the climate-related risk to fish and fisheries in Europe. The source code for both this manuscript and the associated analysis are stored under version control on GitHub at https://github.com/markpayneatwork/CERES_vulnerability … Read more →

838

# 웹R을 이용한 통계분석

2020-05-12

안녕하세요? 웹R(web-r.org)을 운영하는 문건웅입니다. “웹에서 하는 R통계”는 통계에는 관심이 있으나 R을 어려워하는 여러 연구자들을 위한 프로젝트입니다. R설치없이 클릭만으로 웹에 있는 서버를 이용하여 통계분석을 하고 보다 R을 쉽게 사용하기 위한 패키지 개발 및 Shiny app 공동개발을 목표로 하고 있습니다. “웹에서 하는 R 통계분석” 책은 2015년 한나래출판사에서 출간되어 2쇄까지 완판되었으나 R이 업데이트되고 웹에서 하는 R 통계분석 앱의 내용이 계속 업데이트되면서 그 내용이 현재 프로그램을 제대로 반영하고 있지 못해 개정판을 내달라는 요구가 많았으나 기존과 같이 출판사를 통해 출간하는 방식으로는 웹에서 하는 … Read more →

839

# BIS23B

2020-05-11

Welcome to BIS23B UC Davis | Spring Quarter … Read more →

840

# Strengthening the Reporting of Observational Studies in Epidemiology STROBE (STROBE) Educational Expansion

2020-05-10

This site is a public, open-source repository for epidemiological research methods and reporting skills for observational studies. We aim to be as inclusive as possible but this site is based on the Strengthening the Reporting of Observational studies in Epidemiology Statement. […] The purpose of this site is to create a public, open-source repository for epidemiological research methods and reporting skills for observational studies. Epidemiology, the study of diseases and population health, is a broad field with ever-changing methods and often heated debates about proper designs, … Read more →

841

# Notes for “Text Mining with R: A Tidy Approach”

2020-05-10

Notes for “Text Mining with R: A Tidy Approach” […] This is a notebook concerning Text Mining with R: A Tidy Approach(Silge and Robinson 2017). tidyverse and tidytext are automatically loaded before each chapter: I have defined a simiple function, facet_bar() to meet the frequent need in this book to make a facetted bar plot, with the y variable reordered by x in each facet by: As a quick demostration of this function, we can plot the top 10 common words in Jane Austen’s six books: … Read more →

842

# R for data science: tidyverse and beyond

2020-05-10

R for data science: tidyverse and beyond […] 关于 R for Data Science (Wickham and Grolemund 2016) 的个人笔记，随缘更新。任何建议：https://github.com/enixam/rfordatascience/issues 或 565702994@qq.com tidyverse … Read more →

843

# Shaper Hands Backend Manual

2020-05-06

This is a minimal example of using the bookdown package to write a book. The output format for this example is bookdown::gitbook. […] This document contains the latest instructions on how to run the backend of ShaperHands from the perspective of Sacramento Shapers. There are two primary tasks required from Shapers operating things behind the scenes: Current roles and … Read more →

844

# Chinese Chess in R

2020-05-05

A book about playing Chinese chess with orientchessr, an R package. […] 安裝本書使用的 R … Read more →

845

2020-05-04

This is a minimal example of using the bookdown package to write a book. The output format for this example is bookdown::gitbook. […] This is the book delicated to Rachel Recently I have been learning coding stuff. Just happened to know this interesting way to publish on-line book or diary. I thought It would be fun to record all the stuff about you ! So, check it out. … Read more →

846

# Đức Phật Trong Ba lô

2020-05-02

Daisaku Ikeda được coi là giáo chủ của một giáo phái thiên về Phật Giáo ở Nhật. Có rất nhiều người Nhật coi ông như là một người chuyên truyền bá những tư tưởng không chính thống, đi sai với Phật Giáo nguyên thủy. Nhưng cuốn sách Đức Phật trong Ba lô của ông có thể nói là khá dễ đọc và mang nhiều ý nghĩa tốt đẹp của Phật Giáo nguyên thủy. […] Mười chín tuổi, hết sức thất vọng vì nhận thấy mình không có khả năng chèo lái cuộc sống và hoang mang trước chiều hướng mà thế giới hiện đại dường như đang lao theo, tôi bắt đầu thực hành Đạo Phật. Đó dường như là triết lý duy nhất thừa nhận sự thần … Read more →

847

# Đạo Phật Qua Nhận Thức Mới

2020-05-02

Đạo Phật Qua Nhận Thức Mới […] … Read more →

848

# Exploratory Data Analysis with R

2020-05-01

This book covers the essential exploratory techniques for summarizing data with R. These techniques are typically applied before formal modeling commences and can help inform the development of more complex statistical models. Exploratory techniques are also important for eliminating or sharpening potential hypotheses about the world that can be addressed by the data you have. We will cover in detail the plotting systems in R as well as some of the basic principles of constructing informative data graphics. We will also cover some of the common multivariate statistical techniques used to visualize high-dimensional data. Read more →

849

2020-04-30

850

# ICCU as Employers

2020-04-29

ICCU as Employers […] This document comes from a request from Kristen around employment data: How can we find out who of our school’s are the top or of the top 3 private employer in their city? I want to provide this to Lande Ajose. After a review, it became clear that there was no comprehensive place to find city-level employment data rankings. As such, we’ll be unable to identify top private employers in each … Read more →

851

# Programación - Desarrollo de Aplicaciones Web

2020-04-24

Programación - Desarrollo de Aplicaciones Web […] Este documento incluye mis notas personales y ejercicios prácticos de la asignatura “Programación” del primer curso del Módulo de FPII de Desarrollo de Aplicaciones Web. Este módulo lo estoy cursando en el Centro Integrado de Formación Profesional de la Universidad Laboral de Gijón (curso 2019-2010). Además de hacer los ejercicios en los lenguajes requeridos durante el curso procuraré replicarlos también en los lenguajes que habitualmente utilizo en mi actividad profesional, R y Python. Los contenidos originales sobre los que realizo mis … Read more →

852

# Praktikum Komputasi Statistika

2020-04-24

Praktikum Komputasi Statistika … Read more →

853

# Austrian Long Term Growth Report

2020-04-22

Austrian Long Term Growth Report […] This document was created by an expert Austrian Committee integrated by economists Jose Londono, Esteban Baquero and Juan Pablo Zapata. The goal of this text is to analyze and review the growth mechanisms that have led to Austria’s current economic situation and to fit Austria’s growth in the best possible theoretical framework. After taking a look at the nation’s growth process we will describe describes Russia’s general characteristics and suggests some proposals that may help this economy increase its growth in the future. Since we know that the … Read more →

854

2020-04-22

855

# GSL salinity dashboard analyses

2020-04-21

GSL salinity dashboard analyses […] This document includes a series of Great Salt Lake salinity and elevation analyses for discussion with the Great Salt Lake Salinity Advisory Committee. The figures generated in this document are intended for inclusion in a Great Salt Lake salinity dashboard. All data are drawn from USGS … Read more →

856

# Planeta Dagobah

2020-04-21

Bloc de coses. Dades i política. […] Sóc professor dels Estudis de Dret i Ciència Política de la Universitat Oberta de Catalunya. M’agraden les dades i la política. Aquí hi trobareu de tot una … Read more →

857

# Footy Fan

2020-04-20

Footy Fan […] Soccer, more commonly known as football or association football, is probably the sport that I love the most. I have been following “The King of Sports” for more than 15 years. During this period of time, I have witnessed some of the best matches in the history of the game and also have experienced plenty of emotions, from happiness and cheerfulness to anxiety, frustration and despondency. Soccer is the one sport that I enjoy watching more than playing (I’m not that athletic), so this “book” will primarily focus on my experience watching footy. I will talk about how I became … Read more →

858

# Quarantine Notebook

2020-04-20

Delicated to R learning […] This is Jess’s FIRST book written in Markdown. The book is to record the contents of all R learning materials. This book is WORK IN PROGRESS. The materials are updated by weekly. Thanks Rstudio for providing this wonderful platform. Also, thanks Dr.Martin Morgan and Shawn Matott for the guidance during the R language learning … Read more →

859

# Growth in times of Coronavirus

2020-04-18

Everything you need (and nothing more) to start a bookdown book. […] This document was created by an expert Austrian Committee integrated by economists Jose Londono, Esteban Baquero and Juan Pablo Zapata. The goal of this text is to analyze and review the growth mechanisms that have led Austria to it’s current situation and to fit it in the best possible theoretical framework. Afterwards, it describes Russia’s general characteristics and suggests some proposals that may help this nation increase its growth in the future, all of this while keeping up with the current COVID-19 … Read more →

860

# 일반화가법모형 소개

2020-04-18

일반화가법모형 소개 […] 일반적인 선형회귀분석은 모형의 단순성으로 인해 해석과 추론이 쉽다는 장점이 있으나 예측력이라는 중요한 부분에서 한계를 가진다. 선형모형은 현실의 문제를 예측할 때 설명변수와 반응변수가 선형적 관계가 있다고 가정하는 것이고 이러한 가정이 맞는 경우도 있지만 어떤 경우는 터무니 없는 가정이 되기도 한다. 선형가정을 완화시키는 방법은 다항회귀, 회귀스플라인, 국소회귀, 평활 스플라인, 일반화가법모형 등 여러 가지가 있으나 이 중 일반화가법모형은 설명변수와 반응변수의 비선형관계를 추론할 수 있는 강력한 방법이다. 이 글에서 사용하는 패키지들은 다음과 같다. 이 글을 위해 저자가 새로 만든 … Read more →

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# 밑바닥부터 시작하는 ROC 커브 분석

2020-04-18

맨바닥에서 시작하는 ROC 커브 분석 […] 수신자조작특성(Receiver Operating Characteristics, ROC) 커브는 2차세계대전 중 레이더 신호의 분석에 처음 쓰였다. 1941년 진주만 공습 이후 미육군은 일본 항공기의 레이더신호를 정확하게 탐지하여 예측능력을 증가시키기 위해 연구를 시작하였는데 레이더 수신기가 적군비행기와 다른 물체를 구별하는 능력을 평가하기 위해 사용하여 ROC라고 불리게 되었다. 의학영역에서 ROC 커브분석은 진단적 검사의 평가를 비롯한 광범위한 영역에서 널리 사용되고 있다. R을 사용하여 ROC 커브를 그릴 수 있는 방법은 여러가지가 있으나 여기서는 패키지를 사용하지 않고 손으로 계산하여 ROC … Read more →

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# PTE-3121 - Planejamento e Análise de Pesquisas Longitudinais

2020-04-17

PTE-3121 - Planejamento e Análise de Pesquisas Longitudinais … Read more →

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# COVID-19 Resources for Penn Cardiologists

2020-04-17

A compliation of COVID-19 resources assembled by cardiology fellows at the Hospital of the University of Pennsylvania […] This resource is compiled/updated by cardiology fellows at the Hospital of the University of Pennsylvania, and is designed to provide information to physicians and medical providers within the Division of Cardiovascular Medicine and other interested parties. The information provided here is not intended to be medical … Read more →

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# Corrupted Data and the Illicit Arms Trade

2020-04-16

This is the undergraduate thesis for Rose Graves in the Duke Statistical Science Department. […] With the ever-increasing advancements in weapons technology, the illicit arms trade has steadily become a greater threat to international security. The small arms trade, consisting of portable weapons and their parts, is not only a profitable good, but also a method of gaining power through violent and threatening means. Being able to identify when and what countries are engaging in illicit arms trade is essential in order to make informed policy decisions. The driving question behind this … Read more →

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2020-04-1