Archive by Author | jebyrnes

Floating Forests at the White House!

We were delighted to have our own Kyle Cavanaugh presenting Floating Forests at the White House Citizen Science Forum earlier this week. Check out the video of his presentation below!

Kelp Forest Heatmap: Nightvision Edition

It’s been a bit since I promised calibration info, but we’ve hit a minor (almost solved) projection issue in comparing our data to some gold-standard data we have. So, to stave off boredom while the real geographers on our team do the heavy lifting, I’ve been futzing about with making the generation of overall indices easier. I arrived at a neat solution using Spatial Grids in R that was much faster than switching back and forth between rasters. The biggest bonus is that the default plotting of results with color as number of people selecting an area is *purty!*

Or at least, I think so.

How does this kelp forest look to you?

Rplot_spatialGrid_heatmap

2 Million Kelp Classifications at Floating Forests!

2 Millions Classifications!

 

Well, I woke up this morning, fired up Floating Forests, as is my wont, and saw this! I thought it would be a few more days, and was even going to post some exhortation, but you guys have been too awesome and brought us to 2 million classifications yourself!

DAMN!

Nice work, all! And now it looks like we’re going to need to throw some new regions your way soon!

Heatmap of Kelp Selection Overlap

A lot of what we’ll be working on to determine area of beds are heatmaps of users selecting a pixel as kelp. This sounds somewhat abstract, so I wanted to operationalize it for you with some images. Let’s start with a single image from Floating Forests chosen because it has been flagged as having kelp. It has 13 classifications, so, one more and it is ‘complete’ – unless we decide to lower the classification threshold. The image is

Demo image

So, what would it look like if we overlaid all of the outlines of users outlining kelp from the other day on the image?

oneImage_coastline_with_outlines

You can see, to some extent, folk circling the same areas, and their varying degrees of specificity. What does this result in if we want a heatmap of number of users selecting each pixel on which to do our analysis? Well, here you go!

Selection heatmap with background image

Next time, a more quantitative look.

Variation in Kelp Selection is Beautiful

For the next post or three, I’m going to talk about what I see when I look at the data from one image. In the coming weeks, I hope to get at putting together bigger spatial or temporal results. But for the moment, I’m going to begin with what we see when we look at user classifications of one image. I’m going to begin with something beautiful – human variation.

This is the variability from person to person that we see in circling the same set of beds. I just find it striking and lovely.

User Variation in Selection

Who’s Getting Kelpy at Floating Forests?

Well, we’ve finally hit a critical mass of classifications (well, blown past it) and other projects by science team members have boiled down (we’ll be posting about them – they’re kelpy!), so we’ve begun to dig into the data. For anyone who wants to follow along at him, all code that we talk about will be posted in this github repository.

I thought I’d begin by telling you all about how *you* have been interacting with Floating Forests. Namely, how much effort do the ~5,100 users of FF put into FF the project

Many Zooniverse projects do well from a lot of people doing just a few images each. We’re no different. We have a nice distribution of folk with many doing few images (~1,500 have done just one classification), but with a looong tail with many users in the 100 to 1000 range. See below, but note the log10 scale on the x-axis.

user_classifications_hist

The average user, though, does ~125 classifications. If we put it together and look at the cumulative percentage of classifications done by users who classify different numbers of images, we see that ~25% is done by those users who classify less than ~250 images. So, our ‘super-users’ are incredibly important! Heck, we have one users who has contributed 5.15% of the classifications. The top 10 have contributed 18% of classifications.

cumulative percent classifications

It may still be difficult to see just how much those users are doing in comparison to users classifying only a few images. So, we’ve done what many other zooniverse projects have done, made a treemap!

It’s not only incredibly informative – with the size of each square being proportional to the contribution of an individual users – but, oh, pretty data! Enjoy!

user-treemap

Mrs. Wilson’s 2nd Graders Talk Kelp – Floating Forests in the Classroom!

One of the things we love about Floating Forests is how simple it is, making it a great tool for classrooms. Just circle some kelp! And after only a few images, one begins to get a sense of some basic kelp biology – it’s close to the coast in shallow waters, we see less of it in the middle of winter, in some places we see less of it in later years than earlier.

This simplicity beguiles a wealth of concepts both simple and complex. One can use Floating Forests as a tool to teach basic environmental biology, population dynamics, or the ecology of climate change. Or one can use Floating Forests as a jumping off point for a classroom of kids interested in the ocean.

We’ve been lucky enough to start to interact with some great educators. We’re hoping to begin posting lesson plans for levels from elementary schools to college over at Zooteach. Here’s one of the first pieces to emerge from Fran Wilson’s wonderful 2nd grade class!

Have a Kelpy Holiday

From all of us here at Floating Forests, hope you’re having a great holiday! And after some time with the tree, nog, or after the menorah has burned down, join the over 3000 other folk out there and help us hunt down some kelp!

And thanks to FF Fan Jenn Burt for an image that sums it all up.

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Restoring Kelp around Palos Verdes

Recently Cara Santa Maria covered the restoration of kelp forests and kelp forest ecology for KCET. Interesting work by the Santa Monica Bay Foundation. Check out the video below!

Squid Love Giant Kelp!

Here over at Floating Forests, we’re constantly talking about how much we love kelp. And now, in this month’s issue of Polar Research we find another example of organisms who love Giant Kelp – definitely more than us.

Squid mommas.

In this this great piece by Rosenfeld et al., show that the Patagonian squid Doryteuthis (Amerigo) gahi use giant kelp in Chile and Argentina as a place to lay their eggs. It’s the first evidence of this happening in the Magellanic channels of the sub-Antarctic. This happens in the Falkland Islands, too on both Giant Kelp and the subcanopy kelp Lessonia. But not in places like, say, California.

Squid eggs on kelp! From Rosenfeld et al.'s paper.

Squid eggs on kelp! From Rosenfeld et al.’s paper.

It’s a cool story, and Resenfeld et al. provide some great pictures! Check it out. And know that be love of kelp knows no species bounds!

Rosenfeld, S., J. Ojeda, M. Hüne, and A. Mansilla. 2014. Egg masses of the Patagonian squid (Doryteuthis Amerigo gahi) attached to giant kelp (Macrocystis pyrifera) in the sub-Antarctic ecoregion. Polar Research. 10.3402/polar.v33.21636