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The residplot() function can be a useful tool for checking whether the simple regression model is appropriate for a dataset. It fits and removes a simple linear regression and then plots the residual values for each observation. Ideally, these values should be randomly scattered around y = 0 :

If there is structure in the residuals, it suggests that simple linear regression is not appropriate:

The plots above show many ways to explore the relationship between a pair of variables. Often, however, a more interesting question is “how does the relationship between these two variables change as a function of a third variable?” This is where the difference between regplot() and lmplot() appears. While black forest decor
always shows a single relationship, lmplot() combines regplot() with womens nike free tr fit 2 breathe AxXu7f7
to provide an easy interface to show a linear regression on “faceted” plots that allow you to explore interactions with up to three additional categorical variables.

The best way to separate out a relationship is to plot both levels on the same axes and to use color to distinguish them:

In addition to color, it’s possible to use different scatterplot markers to make plots the reproduce to black and white better. You also have full control over the colors used:

To add another variable, you can draw multiple “facets” which each level of the variable appearing in the rows or columns of the grid:

Before we noted that the default plots made by regplot() and lmplot() look the same but on axes that have a different size and shape. This is because nike free 4 zappos shoes
is an “axes-level” function draws onto a specific axes. This means that you can make multi-panel figures yourself and control exactly where the regression plot goes. If no axes object is explictly provided, it simply uses the “currently active” axes, which is why the default plot has the same size and shape as most other matplotlib functions. To control the size, you need to create a figure object yourself.

Maia Szalavitz

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Fighting Words is a column in which writers rub you the wrong way with their unpopular but well-argued opinions on fitness, health, nutrition, what have you. Got something to get off your chest? Send your pitch to tonic@vice.com.

Getting the language right is more than semantics in drug policy: it can be a matter of whether a parent gets custody of a child, whether the right addiction treatment is used—and even one of life or death. That's why the Associated Press nike air max thea mens uk 10 converse
its stylebook entry on addiction in June, attempting to bring clarity to an area where inaccurate assumptions are rarely questioned and ignorance masquerading as expertise thrives.

In short, the AP advised journalists not to use addict as a noun and instead use phrases like " he was addicted , people with heroin addiction, or he used drugs "—and also to stop using outdated and inaccurate former diagnostic terms like "dependence" and "abuse."

Unfortunately, major publications like the New York Times and the Washington Post don't seem to be listening . In the past few weeks alone, both ran coverage of the overdose epidemic that reinforced stereotypes, stigma, and misconceptions. Understanding where major media outlets go wrong underscores why we so urgently need to do better.

Let's start with the Times , which published an otherwise sensitive nike air classic bw persian violet 2016 honda
on babies exposed to opioids during pregnancy on July 13th. In some versions of the print edition, the story was headlined "Mom is Part of the Cure for Tiny Opioid Addicts." The problem? Babies cannot be addicted to any kind of drug—and the idea that some infants are addicted undermines the use of best treatment for both mom and child.

The confusion around whether babies can be addicted was spurred mainly by a decision made in 1987, when psychiatry's diagnostic manual, the DSM, chose to call its diagnosis for addiction "substance dependence" in an unfortunate attempt to reduce stigma. This led many people to see addiction as being synonymous with depending on a substance to avoid withdrawal—and the latter can indeed occur in babies.

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