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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 nike air force 1 low 3855 ammo in stock ua2PWo3
appears. While regplot() always shows a single relationship, lmplot() combines nike free run 30 v4 mens ebay shirt measurements for men
with FacetGrid 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 new balance running shoes sale women zv2Xp0XOpo
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.

2018 Textile Sustainability Conference

This year’s Textile Sustainability Conference will be held in Milan, Italy on October 22-24 with a theme of United By Action: Accelerating Sustainability in Textiles and Fashion. Textile Exchange conferences offer attendees unparalleled opportunities to connect with industry pioneers and learn about cutting edge solutions and innovations in textile and apparel sustainability.

Milan, Italy October 22-24

We will be announcing the agenda, speakers, and venue information soon. Stay tuned for more updates and follow us @TextileExchange for conference news!

Texcursions are educational industry tours hosted by brands, retailers, manufacturers, suppliers or educational institutions that allow conference delegates to take learnings from the conference and apply them to the field. Texcursions’ submissions are for Textile Exchange members only. DEADLINE: April 1, 2018 @ 11:59pm PST.

Texcursions’ submissions are for Textile Exchange members only.

Sponsoring the 2018 Textile Exchange Annual Sustainability Conference is one of the best ways to access some of the leading apparel and retail brands in the world and demonstrate your organization’s support for sustainability in the apparel and textile value network. Join us to showcase your leadership as we convene a powerful community of brands, retailers and companies from across the textile world—all working to create a more sustainable fiber and materials industry.

Contact Celeste Lilore Celeste@TextileExchange.org to get involved!

Contact Celeste Lilore to get involved!

This year, Textile Exchange is expanding exhibit opportunities to provide additional room for conference guests and sponsors. With over 58,000 square feet of exhibition space, we encourage you to share your story, network and bring your brand to life at a centrally-located exhibit table.

Textile Exchange’s 2017 Textile Sustainability Conference held near Washington, D.C. during the week of October 9-13 was a our largest conference to date with over 500 people participating from 37 countries and 328 different companies.

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I recently had dinner with a private wealth manager who told me about a client of his who got upset with him for placing a trade in a mutual fund instead of an ETF. For those of you that don’t know, mutual funds trade at closing prices while ETFs trade at the time of execution. On that particular day, the market rose from 3pm (when the trade was placed) to 4pm (closing time). As a result, this particular client paid an extra 25 basis points (0.25%) due to the price increase over the last hour of the day.

This might seem like a small cost, especially to someone worth upwards of $10 million who was trading only $20,000, but that client was furious that they didn’t get the absolute best price. This is an example of financial relativity gone wrong. From an absolute perspective, you and I can see the 25 basis points is irrelevant in the long run, but it didn’t feel that way to the client.

I tell this story because I think the key to happiness in life and finances is remembering the absolutes in a relative world. Studies suggest that nike free 50 womens hairstyles
, but that doesn’t mean you should fall into the same logical trap. Despite nike free run 20 schwarz herrenhausen tNbrIaHZn
that we are living in one of the greatest times in history, relative minds will always think otherwise. With that being said, I will leave you with a story that illustrates this point air jordan 11 ie history file
, the founder of Vanguard:

Thank you for reading!

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This is post 59. Any code I have related to this post can be found here with the same numbering: https://github.com/nmaggiulli/of-dollars-and-data

The above references an opinion and is for information purposes only. It is not intended to be investment advice. Seek a duly licensed professional for investment advice. The postings on this site are my own and do not necessarily reflect the views of my employer. Please read my “About” page for more information.

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