At Fullpower, we were thinking about last week’s Seattle earthquake and doing some geographical distribution analysis. That earthquake hit right in the middle of our night. So many of those Sleeptracker users around Seattle got affected. Here is a graphical representation using the Sleeptracker AI-powered predictive analytics of how that sleep disruption developed.
Yes, less sunlight means more sleep!
At Fullpower, we looked at the data. The Fullpower dataset includes 250 million nights of sleep. Sleep information from the Sleeeptracker Monitor is unique because it is fully contactless and non-invasive, yet still accurate to within 90%+ gold standard polysomnography. Data shows that continuous heart rate averaged throughout the night is minimized with 7.5 hours of sleep. From there, we find that on average, the answer to our question is 10.8% of deep sleep and 25.3% of REM sleep.
This week at Fullpower, we continue to drill down our accurate multi-year data set that comprises 250+ million nights of sleep. We now discovered previously un-identified seasonal patterns correlating continuous Breathe and heart rate over a couple of years. The Fullpower Sleeptracker platform captures continuous breath and heart rate throughout the night.
Seasonal changes occur with higher breath rates in the summer and lower in the winter. This is similar to what was observed in this independent study in Japan.
Our AI-powered analytics discovered this new correlation, and found the “inverse” breath correlations which seem to be published in this post for the first time ever as we couldn’t find this science published anywhere! Fascinating power of our long term PSG-grade datasets and tools!
This week at Fullpower, we continue to drill down our accurate multi-year data set that comprises 250+ million nights of sleep. We found some new interesting weekly patterns within the previously identified seasonal patterns. This infographic shows weekly zoomed-in in heart rate. The Fullpower Sleeptracker platform captures continuous heart rate throughout the night.
Seasonal changes occur with lower heart rates in the summer and higher in the winter. This same pattern was also observed in this independent study in Japan. Our AI-powered analytics discovered this independently, and then we found the very interesting Japan paper https://lnkd.in/gNpi7ub .
Notice week after week, there is a consistent weekly cycle with lower heart rates early in the week leading to higher heart rates on the weekends and then recovery. Interesting.
At Fullpower, we analyzed our accurate multi-year data-set that comprises 250+ million nights of sleep. We found some interesting seasonal patterns. This infographic shows seasonal changes in heart rate. The Fullpower Sleeptracker platform captures continuous heart rate throughout the night completely non-invasively. Each individual fluctuation in the graph is a weekly max and min, the max being in general weekends (bedtime and wake-time discipline are more lax on weekends) and weekdays with a more disciplined schedule and less “distractions”.
This is what we can observe:
- Seasonal changes occur with lower heart rates in the summer and higher in the winter. This same pattern was also observed in this independent study in Japan. Our AI-powered analytics discovered this independently and then we found the very interesting Japan paper.
- There’s a consistent weekly cycle throughout the year with lower heart rates during the week and higher on the weekends (affected by time to bed, diet, and alcohol).
- We see a big spike for New Year’s eve (time to bed, diet and alcohol).
- There’s a significant dip after New Year’s, perhaps due to New Year’s resolutions (better diet, decreased alcohol, more disciplined sleep schedule), but eventually, it fizzles.
- We see another spike after the Super Bowl.
There was a time not so long ago when people snapped photos and didn’t think about sharing them until much later. But these days, you might consider whether to share a pic before you’ve even taken it. Camera phones have made image transmission almost instantaneous, and it’s radically changed the way people take photographs—and perhaps even the way they live their lives.
“You are much more focused on the question of ‘OK, what do I share?'” says Clément Chéroux, curator of the new exhibit Snap+Share at the San Francisco Museum of Modern Art. “It’s not about what I’m going to take a photo of to keep as a souvenir. It’s really about what I’m going to share.”
The impulse to share images isn’t new, though. In the late 19th century, postcards detailing the sender’s location and status crisscrossed postal service routes. As photography became accessible, people subjected friends and family to slideshows; later, they hooked their digital cameras up to PCs and created new albums on Facebook. Still, the speed and scale at which we now express this impulse is unprecedented: 3.2 billion pics every day, each uploaded in a moment, many for a public audience. “It’s not only to one recipient,” Chéroux notes. “It’s to thousands.”
You can trace it all back to a photo of someone’s baby. In 1997, software developer Philippe Kahn became the first person to share a cell phone pic when he soldered cables between his Casio digital camera, Toshiba laptop, and Motorola phone to send his newborn daughter’s face to more than 2,000 people. Within three years, camera phones by Sharp, Samsung, and Sanyo were appearing on store shelves—culminating in the iPhone in 2007 and its game-changing apps the next year. Today the audience is never more than a share button away, and life all too easily devolves into a photographic performance fueled by hearts, likes, and comments.
Snap+Share is an ambitious attempt to grapple with these changes. Among the artists included in the show, Erik Kessels tries to visualize the photo glut in his work 24 HRS in Photos, which is exactly what it sounds like—staggering heaps of pictures representing a single day of all the world’s shares. David Horvitz highlights just how quickly even the most pointless of images spread in 241543903. It features memes—made in response to a call Horvitz put out through his Tumblr—of people sticking their heads into freezers, tagged with a number he made up by combining the serial number on his fridge and UPC numbers on some freezer food.
But it’s the taxidermy cat poking out of a hole in the museum’s ceiling—Eva and Franco Mattes’ Ceiling Cat—that looms the biggest. It’s based on a viral meme of a similar cat accompanied by the warning, “Ceiling Cat is watching you.” Chéroux says it’s a metaphor for surveillance: “If the cat is watching us, the internet is watching us.”
Just something to think about as you share your next pic.
Snap+Share runs March 30 through August 4 at the San Francisco Museum of Modern Art.
Read the original version of this article at Wired.com
This week at Fullpower (www.fullpower.com), we’ve been thinking about how much we sleep and don’t sleep each day of the week on average; so we did some distribution analysis. Most of our Sleeptracker (www.sleeptracker.com) sleepers have regulated work schedules which bind them to a fixed weekday schedule. However, there are still several differences. And of course, many of us tend to replenish our “sleep budget” on weekends.
The following image displays the statistically meaningful weekday patterns that we represent using the Sleeptracker AI-powered predictive analytics system.
Here at Fullpower, we are thinking about last year’s Berkeley earthquake and have been doing some geographical distribution analysis. That earthquake hit right in the middle of our night, 2:39 am to be precise. Many of Sleeptracker’s users (www.sleeptracker.com) in Northern California were affected.
Here’s a graphical representation using the Sleeptracker AI-powered predictive analytics to show how that developed.
Fullpower keynote presentation at CES 2019
Sleep technology grew at the 2019 CES show and Fullpower’s Sleeptracker® technology platform is the clear leader. Completely non-invasive and non-intrusive, Sleeptracker monitor requires nothing to wear, nothing to charge, and it makes any bed a smart-bed with accurate monitoring to 90+ pct of PSG for two simultaneous sleepers. The Sleeptracker platform is cloud-based and AI-powered with a powerful bolt-on cloud-to-cloud API for rapid integration (learn more about our technology at Fullpower.com). Alexa users have additional features, for example, simply ask Alexa using the new skill: “Alexa, ask Sleeptracker how I slept last night?” With much more under development to be announced soon, the Sleeptracker® Monitor is leading the sleep AI machine learning industry.
Sleeptracker monitor Key Features
- AI + Machine Learning
- Detailed Sleep Analysis
- Fits Seamlessly Under Mattress
- Amazon Alexa Compatible
Magid: Devices Measure Quantity, Quality of Sleep
By Larry Magid, Mercury News
Apple’s Beddit comes in second to the Sleeptracker by Beautyrest, which has better features for couples.
One of the criticisms of the Apple Watch is that there is no native sleep monitoring, but that’s not keeping Apple from wanting to measure your sleep. Instead, the consumer electronics giant last year acquired Beddit, a sleep detection device that’s composed of a plastic strip that you put under your bottom sheet, to measure how you sleep. Apple just released the newest version of Beddit (3.5) with an accompanying iPhone app.
As is often the case with new Apple product categories, Apple is not the first to market a sleep detection device that connects to the bed. And, as is sometimes the case, the Apple product isn’t best of the breed. I installed the new Beddit device to compare with the Sleeptracker by Beautyrest monitor that I’ve been using for about a year and prefer the Sleeptracker.
Beddit is available at Apple stores or at Apple.com for $149.95. Beautyrest Sleeptracker lists for $199, but Amazon is currently selling it for $116.14 while Sears.com now has it for only $69.99.
The Apple and Beautyrest devices have a few things in common, but they differ in important ways. First, the Sleeptracker works with both Android and iPhone while Beddit only works with iPhone. Second, a single Sleeptracker product works with two sleepers so, if you share your bed, you and your partner can both get sleep data. You would have to buy and install two Beddit products to measure two sleepers. With Beddit, you need to have the phone in the room, while Sleeptracker connects to your home Wi-Fi network and can work independently of the phone, once it’s set up. During setup, the Sleeptracker app asks if a pet sleeps on your bed to make sure the pet doesn’t affect your readings.
Also, Sleeptracker uploads your data to powerful cloud-based servers, according to Philippe Kahn, CEO of Fullpower, the Santa Cruz company that developed the product for Beautyrest. Kahn said that the data is anonymously compared with data from thousands of other users to give people a basis of comparison. He said that the company adheres to strict European privacy guidelines in all markets, including the U.S.
Having more information about your health – including sleep data – is a good thing
Another big difference is that the Sleeptracker sensors go under the mattress instead of on top of it. I could actually feel the Beddit strip as I was lying in bed. The Sleeptracker sensors are undetectable, except maybe to the protagonist of Hans Christian Anderson’s “The Princess and the Pea.”
For three consecutive years, data has shown that when the US “falls back,” we are likely to see disrupted sleep for two weeks in the Spring. The disruption is a little less in the fall.
The Sleeptracker platform will be analyzing and “machine learning” anonymized big sleep data over the next few weeks with tens of thousands of sleepers every night.
Let the data speak!