Announcing the Pollen API
cloud.google.com
cloud.google.com
https://cloud.google.com/blog/products/maps-platform/going-b...
It's a new initiative with multiple new API's: Solar API, Air Quality API, Pollen API. And that link gives an overview for them all.
Google has to slowly build better trust among customers, clearly. But “new provider” may sound like it’s logically obvious but the benefits of an established relationship goes deep into the complexities of businesses managing contracts and payment relationships. It’s a huge effort for random teams in big companies.
To a business owner, that's a whole other vendor to diligence the security, privacy, terms, and, if it is used at scale, negotiate a deal with.
Has anyone yet figured out why so many humans suffer from an allergy to many natural plants which we have lived around for millions of years?
It looks like the first documented case of Hayfever was March 1819[1], and at the time it was considered a very unusual and rare affliction. When and why has it now become so common?
[1]: https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3110966/#:~:tex...,
[1]: https://www.cdc.gov/media/releases/2023/p0727-emerging-tick-...
Assumably all of these factors play a role in the prevalence today, though that doesn't rule out the existence of other undiscovered factors (e.g. a disease, as some people speculated).
There are various hypothesis:
* changes to gut microbiome composition due to modern diets and overuse of antibiotics
* excessive cleanliness and hygiene. The "hygiene hypothesis" suggests that lack of exposure to diverse microbes leads to improperly trained immune systems
* increased exposure to chemicals, plastics, and pollutants that may disrupt immune function
* Cesarean sections and formula feeding rather than vaginal birth and breastfeeding
Remember, a few decades ago, a lot of the "Western" world smoked, including in public spaces and around kids. As I understand it, a lot of the rest of the world has caught up and still does so. And the Western world isn't exactly rid of the behavior, either.
P.S. I wonder whether anyone's studied possible multiple-generation, genetically-communicated knock-on effects of this.
P.P.S. "Pollen" is also a Racket language based blogging and authoring tool or environment. A bit sorry to see the name become overloaded.
It seems that we are shielding ourselves ever more from exposure to nature. Which has tremendous benefits, but allergies seem to play into that.
As for food, I have now seen too many people cure themselves from hayfever and other allergies by ditching carbs, or other significant dietary changes. No accident if you ask me. And would line up somewhat with industrialization of food production post 1800 or so.
Also the immune system can get confused by two or more simultaneous stressors. So maybe a child has a cold while pollen is present, and develops too many antibodies to the pollen. I saw an animation once showing a normal immune system destroying cells covered in viruses. Then it showed a confused immune system destroying cells covered in allergen molecules. Which releases histamine and triggers a positive feedback loop. Multiple triggers may also be a root cause of many cancers, which can be thought of as autoimmune disease in the extreme. So for example, rheumatoid arthritis responds to methotrexate the way cancer does. Western medicine is often blind to this because it's too hard to do root cause analysis without large epidemiological studies, which are funded through the government and vulnerable to anti-government spending sentiment. Nobody wants to pay for it so we self-medicate rather than solving the underlying mystery.
In my case, I never had seasonal allergies until I was about 11-12, when my elementary school sprayed broadleaf herbicide to kill the dandelions. By coincidence, a family friend had me mow a lawn overtaken by dry cheatgrass, and all I had was a weed eater, so I was out for hours breathing the dust. From that day forward, I had flu-like symptoms for the entire month of May in my hometown, until I reached about 40 and grew out of it. I believe that the herbicide was the second stressor. So my quality of life was impacted by someone else's judgment call which categorized dandelions as weeds instead of, say, bee food. I finally found peace with this when I realized that saving the life of a child who is deathly allergic to bee stings is worth the other students suffering a lifetime of allergies.
I feel now that all questions that seem unanswerable, even with our considerable economic advantage, speak more about our cultural failings than our technological limitations.
For those of us in the Americas most of us aren't living in the same places our ancestors lived for millions of years and so are living around a different set of plants than humans evolved with.
For example I've lived all my life in the western United States, about 30 years in California and 30 years in Washington.
According to DNA testing I have very little Native American ancestry, so it is very likely that almost all of my ancestors from more than around 300 years ago were not from here. The DNA tests say my ancestors were almost all British and German, so almost all of my ancestors from 600 or more years age weren't even on the same continent that I am.
How many generations does a population have to live in a new area before they adapt sufficiently so that the native plants don't give them allergic rhinitis?
Assuming it is even hereditary, presumably it would also have to factor into reproductive selection (you mean runny noses aren't sexy?) for that to happen?
Such a perfect example of Google-speak. Every data point is an engagement hack.
Breezometer is also the air quality data source for Apple Maps and I’m sure other weather apps too, so assuming the pricing is comparable there’s probably a decent business here just from existing customers.
Lets say you buy into all the marketing nonsense about how it can value add to your business and maybe even someone decides to create something genuinely useful for people with crippling alergies, maybe different routes, or some kind of alert system.
Then Google in their usual way shuts down the api service with no recourse or alternative. Now you've left people who were using it, maybe heavily during certain seasons etc, stranded.
I agree with the other posts, this smells of a "POC" that was pushed forward to demonstrate work done. Will be interesting to see how good the data is, but moreso how long the service will last.
Is there a theory that at some point we will have an API for every environmental event?
That heatmap is pretty.
Also Google: Here's the pollen API you guys have been asking for for ages.
Call me jaded but it feels like someone’s really announcing, “I shipped something! Give me my promotion!”
> Our Pollen API is based on a model that calculates the seasonality and daily amount of pollen grains on a 1x1 km2 grid in over 65 countries worldwide, supporting an up to 5-day forecast, 3 plant types, and 15 different plant species. The model uses various inputs like land cover, climatological data, annual pollen production per plant, and more to deliver reliable output predictions of the local pollen level and exposure risk.
The maps look like what you get when you throw Ordinary Kriging at a dataset of very limited coverage. I’d be skeptical of this model without thorough analysis.
Nah, this is just data collection and statistics.
The data here is pretty much worthless without a paper explaining the model and the validation.
That would make it harder to sell the data though so why bother ?
(Plus the cost of those sensors would not be justified for such a small product).
Google has put a air quality sensors in some of its Streetview cars (https://www.google.com/earth/outreach/special-projects/air-q...). Hopefully, they will do the same for Waymo vehicles.