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Many datasets contain multiple quantitative variables, and the goal of an analysis is often to relate those variables to each other. We previously discussed functions that can accomplish this by showing the joint distribution of two variables. It can be very helpful, though, to use statistical models to estimate a simple relationship between two noisy sets of observations. The functions discussed in this chapter will do so through the common framework of linear regression.

In the spirit of Tukey, the regression plots in seaborn are primarily intended to add a visual guide that helps to emphasize patterns in a dataset during exploratory data analyses. That is to say that seaborn is not itself a package for statistical analysis. To obtain quantitative measures related to the fit of regression models, you should use statsmodels . The goal of seaborn, however, is to make exploring a dataset through visualization quick and easy, as doing so is just as (if not more) important than exploring a dataset through tables of statistics.

Two main functions in seaborn are used to visualize a linear relationship as determined through regression. These functions, nike air max 1 ultra moire mens shoe whitener
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are closely related, and share much of their core functionality. It is important to understand the ways they differ, however, so that you can quickly choose the correct tool for particular job.

In the simplest invocation, both functions draw a scatterplot of two variables, x and y , and then fit the regression model y ~ x and plot the resulting regression line and a 95% confidence interval for that regression:

You should note that the resulting plots are identical, except that the figure shapes are different. We will explain why this is shortly. For now, the other main difference to know about is that regplot() accepts the x and y variables in a variety of formats including simple numpy arrays, pandas Series objects, or as references to variables in a pandas DataFrame object passed to data . In contrast, lmplot() has data as a required parameter and the x and y variables must be specified as strings. This data format is called “long-form” or “tidy” data. Other than this input flexibility, regplot() possesses a subset of lmplot() ‘s features, so we will demonstrate them using the latter.

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Minnesota's First Autism Resource (TM)

Autism Society of Minnesota

We're thrilled to be a part of this month that puts autism in the spotlight, but we're even more thrilled to celebrate all of the individuals with autism who make our community amazing! Celebrate with us by joining AuSM for an April event.

AuSM supporters and other members of Minnesota’s autism and disability community are encouraged to attend Tuesday at the Capitol, hosted by AuSM, on Tuesday, April 17 from 9:30-11 a.m. Held during Autism Awareness Month, AuSM’s Tuesday at the Capitol will focus on the critical last phase of the legislative session. Learn about the legislation that impacts our community; plan in advance for a visit with your legislators after the meeting (AuSM can help with this!); and build relationships with community members and lawmakers. Cost: FREE, but registration is encouraged. nike air max 90 price malaysia

Join us for "Celebrate the Magic Within", the Autism Society of Minnesota's 4th annual fundraising gala to be held April 27 from 6-10 p.m. at the DoubleTree by Hilton Hotel Minneapolis-Park Place.The enchanting evening will include food, drinks, games, silent and live auctions, and a celebration of those serving as true inspirations to individuals affected by autism spectrum disorder. 2018 honorees include: Laroye “Lynn” Stansberry Brusnahan;Minnesota LEND (Leadership Education in Neurodevelopmental and Related Disabilities);Kim Norton;Robert Waltz; andSt. Paul Police Officer Robert Zink. Gala proceeds benefit programs and services for the Minnesota autism community. Tickets are on sale now! nike loyal blue air max thea trainers sale

Though AuSM's day and residential camps are full, summer fun still is available through AuSM's social skills classes. Stretch your imagination and try something new! AuSM Social Skills classes aretailored to give youth and adults with autism a fun, safe, and exciting experience while they increase self-esteem, expand knowledge, and build friendships that last a lifetime. Click on the above link to learn more about AuSM's classes with the Three Rivers Parks District, Como Park Zoo Conservatory, the Minnesota Zoo, Stages Theatre Company, ComedySportz, and more. AuSM also has two social skills classes available with the Great Lakes Aquarium and the Lake Superior Zoo in Duluth! See what summer fun AuSM has in store for you!

AuSM membership connects you to a common community that acts without judgment, nurtures potential, advances knowledge, and builds awareness. Join our supportive network to find programs, services, and resources that help guide individuals with autism and those who support them. AuSM welcomes you to our community, a place where we will move forward together.

by Team Stormpath | April 25, 2013 |

Update 5/12/2016 :Watch Stormpath CTO Les Hazlewood’s presentation on REST + JSON API design best practices .

Update 5/12/2016

And don’t forget, Stormpath now secures authentication to your API – without code!

For developers building REST-based APIs, there is a great deal of misinformation and some understandable confusion about when to use HTTP PUT and when to use HTTP POST. Some say POST should be used to create a resource, and PUT to modify one . Others that PUT should be used to create and POST to modify one. Neither is quite right.

Often, developers think of each HTTP method as a 1:1 relationship with CRUD operations:

CRUD HTTP Create POST Read GET Update PUT Delete DELETE

This can be true, with GET and DELETE specifically, but when it comes to which HTTP methods should be associated with create and update, the answer comes down to idempotency.

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that states idempotent HTTP requests will result in the same state on the server no matter how many times that same request is executed. GET , HEAD , PUT , and DELETE all have this attribute, but POST does not.

To help illustrate idempotency, we will use an Account collection ( “/accounts ) and for brevity we will say that each account resource has three properties called givenName , surname , and status .

Let’s say you submit an update request using the HTTP PUT method. In the body, you set givenName a value of “John” and surname a value of “Smith”. Later, you submit another request HTTP PUT request, this time setting givenName to “Johnny”. Is this idempotent? No. Why? Because other requests might have changed the server state of the account resource in between our two requests. For instance, between the two requests, status could have been changed to “blocked.” Our example request cannot guarantee that the state of the account on the server is identical when it is repeated.

Request:

Possible account state after our two requests (due to side effects from other requests):

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