2186 search results for "Ggplot2"

Table as an Image in R

October 24, 2013
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Table as an Image in R

Usually, it's best to keep tables as text, but if you're making a lot of graphics, it can be helpful to be able to create images of tables.PNG tableCreating the TableAfter loading the data, let's first use this trick to put line breaks between the leve...

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The Basics of Encoding Categorical Data for Predictive Models

October 23, 2013
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The Basics of Encoding Categorical Data for Predictive Models

Thomas Yokota asked a very straight-forward question about encodings for categorical predictors: "Is it bad to feed it non-numerical data such as factors?" As usual, I will try to make my answer as complex as possible. (I've heard the old wives tale that eskimos have 180 different words in their language for snow. I'm starting to think that statisticians have...

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Time series plots in R

October 23, 2013
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Time series plots in R

I recently coauthored a couple of papers on trends in environmental data (Curtis & Simpson in press; Monteith et al. in press), which we estimated using GAMs. Both papers included plots like the one shown below wherein we show the estimated trend and associated point-wise 95% confidence interval, plus some other markings. The coloured sections show...

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When did “How I Met Your Mother” become less legen.. wait for it…

October 21, 2013
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When did “How I Met Your Mother” become less legen.. wait for it…

…dary!  Or, as you’ll see below, when did it become slightly less legendary?  The analysis in this post was inspired by DiffusePrioR’s analysis of when The Simpsons became less Cromulent. When I read his post a while back, I thought … Continue reading →

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Bar plot with error bars in R

October 20, 2013
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Bar plot with error bars in R

Here's a simple way to make a bar plot with error bars three ways: standard deviation, standard error of the mean, and a 95% confidence interval. The key step is to precalculate the statistics for ggplot2. Continue reading →

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Plotting Times of Discrete Events

October 19, 2013
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Plotting Times of Discrete Events

I recently enjoyed reading O’Hara, R. B., & Kotze, D. J. (2010). Do not log-transform count data. Methods in Ecology and Evolution, 1(2), 118–122. doi:10.1111/j.2041-210X.2010.00021.x. The article prompted me to think about processes involving discrete events and how these might be presented graphically. I am not talking about counts (which are well represented by a

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Subsidies, Revenues, and Expenses of NCAA Division I Public Schools Athletic Departments – Visualizations using rCharts and animint generated interactive ggplots

October 18, 2013
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Two interesting articles in recent issues of The Atlantic linked sports to tax-payer dollars. The first few lines of Gregg Easterbrook’s article, titled How the NFL Fleeces Taxpayers, were: “Taxpayers fund the stadiums, antitrust law doesn't apply to broadcast deals, the league enjoys nonprofit status, and Commissioner Roger Goodell makes $30 million a year. It's...

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Line Breaks Between Words in Axis Labels in ggplot in R

October 17, 2013
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Line Breaks Between Words in Axis Labels in ggplot in R

Sometimes when plotting factor variables in R, the graphics can look pretty messy thanks to long factor levels. If the level attributes have multiple words, there is an easy fix to this that often makes the axis labels look much cleaner.Without Line Br...

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Fantasy Football Modeling with R

October 16, 2013
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Fantasy Football Modeling with R

Boris Chen, a data scientist for the New York Times, has been running since August a weekly blog with statistical analysis of NFL players, as fodder for Fantasy Football players around the country. Here's how he describes what he does: My model pulls aggregated expert rankings from fantasypros, and I pass that data into a machine learning clustering algorithm...

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Cont model back after a year

October 16, 2013
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Cont model back after a year

During ESSA2013 conference I had a discussion about Cont model I have commented a year ago.In original paper Cont highlights that his model produces distribution of returns characterized by positive excess kurtosis. In this post I want to investig...

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