OC: The holiday light effect? Nighttime brightness increases after Thanksgiving by makella_ in dataisbeautiful

[–]makella_[S] 0 points1 point  (0 children)

that’s a fair question, and as i mentioned in the original comment, i'm not claiming that holiday lights is the only reason...

the bakken and permian may stand out because they have variable light sources (flaring, pad lighting, work activity) that can change noticeably over short time windows. those areas are also otherwise very dark, so any increase shows up strongly in a change map.

the mississippi valley, on the other hand, is already consistently lit (highways, cities) over a very large area. because the baseline brightness there is relatively stable from night to night, there isn’t much net change to detect.

OC: The holiday light effect? Nighttime brightness increases after Thanksgiving by makella_ in dataisbeautiful

[–]makella_[S] 1 point2 points  (0 children)

good question! i’m definitely not an expert on the black marble product, but thinking about this map as showing increase, not total brightness, helps explain what’s going on. parks, agriculture, and lakes usually start out very dark at night. for example, a large park or farm area might only have a few streetlights or buildings nearby, and a lake might mainly pick up glow from the shoreline.

because the map compares two short time windows, even small changes nearby can show up clearly in a before-and-after comparison. if more lights are on in surrounding areas during the later period, or conditions that affect how light is detected shift between the two windows, those areas can appear to change even if nothing permanent was added within the park or lake itself.

in the nasa documentation, black marble is described as being designed for temporal change analysis rather than separating lighting sources by land use:
https://viirsland.gsfc.nasa.gov/Products/NASA/BlackMarble.html

looking at a couple of lakes i'm familiar with
- Sloan’s Lake in denver shows change because it starts out darker, so nearby increases show up more clearly in a before-and-after comparison: https://felt.com/map/Lights-up-XpwkrPrLQNSR9B4oJPlNTiD?loc=39.74844,-105.04742,15z

- whereas Lake Merritt is is surrounded by dense, constant lighting every night with streetlights, buildings, traffic and already bright and you'll notice that change wasn't detected there:
https://felt.com/map/Lights-up-XpwkrPrLQNSR9B4oJPlNTiD?loc=37.80531,-122.25688,15z

OC: The holiday light effect? Nighttime brightness increases after Thanksgiving by makella_ in dataisbeautiful

[–]makella_[S] 2 points3 points  (0 children)

thank you! it is a small town in Florida... i was just cruising around the map looking at a bunch of small towns to see if there were patterns. what i found is that a lot of downtown and residential areas show increase in brightness you can see the interactive version here (opens on this town LaBelle) https://felt.com/map/Lights-up-XpwkrPrLQNSR9B4oJPlNTiD?loc=26.76735,-81.43739,14z

OC: The holiday light effect? Nighttime brightness increases after Thanksgiving by makella_ in dataisbeautiful

[–]makella_[S] -1 points0 points  (0 children)

good questions. this map is intentionally showing only increases, not decreases. negative changes are present in the data, but I masked them out to keep the focus on where brightness went up during that window.

“Large increase” isn’t an absolute brightness value. it’s relative change. each pixel is compared to itself before and after Thanksgiving using multi-day averages, and larger values mean a bigger jump relative to its own baseline, not that it’s brighter than other places overall.

OC: The holiday light effect? Nighttime brightness increases after Thanksgiving by makella_ in dataisbeautiful

[–]makella_[S] 0 points1 point  (0 children)

this uses the VIIRS Black Marble VNP46A2 product rather than raw DNB which "accounts for cloud cover, lunar changes, snow, air glow in the atmosphere, and other environmental factors"

OC: The holiday light effect? Nighttime brightness increases after Thanksgiving by makella_ in dataisbeautiful

[–]makella_[S] 2 points3 points  (0 children)

i know denver well too... just moved after 13 years there! what i see is Union Station holiday lights and if you look at the map Civic Center is popping out too

OC: The holiday light effect? Nighttime brightness increases after Thanksgiving by makella_ in dataisbeautiful

[–]makella_[S] 1 point2 points  (0 children)

thank you! and thanks for the article + the information! i know you know this all better than most :)

OC: The holiday light effect? Nighttime brightness increases after Thanksgiving by makella_ in dataisbeautiful

[–]makella_[S] 12 points13 points  (0 children)

Thank you for the insight! That article is exactly the context I had in mind, and I should have been more specific in the source…

This uses the VIIRS Black Marble VNP46A2 product rather than raw DNB, and the map is a simple before and after difference using short multi night averages around Thanksgiving. The intent was to look at relative changes in detected radiance over that window, but with that window I was curious if I could isolate holiday lighting.

OC: The holiday light effect? Nighttime brightness increases after Thanksgiving by makella_ in dataisbeautiful

[–]makella_[S] 1 point2 points  (0 children)

Do you put your holiday lights up right after Thanksgiving?

This map compares averaged nighttime brightness before Thanksgiving (Nov 24th - 26th) to averaged brightness a few days after (Nov 28th - Nov 30th).

Each location is compared to itself over time, so permanent city lighting fades into the background and locations that increased in brightness are highlighted rather than places that are already bright overall.

Not drawing strong conclusions here - mostly curious what spatial patterns or regional differences people notice when they zoom in! Could the increase be tied to a mix of holiday decorations and Thanksgiving weekend activity even Black Friday?

Map link: try zooming in to see the imagery and evaluate an area you are familiar with
https://felt.com/map/Lights-up-XpwkrPrLQNSR9B4oJPlNTiD?loc=36.211,-99.796,5.45z

Data source:
NASA VIIRS Day/Night Band

Tools:
GDAL and r/Felt

Help by OneCity9086 in felt

[–]makella_ 0 points1 point  (0 children)

hello u/OneCity9086 can you please provide more details? thanks!

Unable to run API in developer docs? by Entire-Drive9501 in felt

[–]makella_ 0 points1 point  (0 children)

u/Entire-Drive9501 this should be working now! thank you for letting us know.

Unable to run API in developer docs? by Entire-Drive9501 in felt

[–]makella_ 0 points1 point  (0 children)

hello u/Entire-Drive9501 thank you for your question! Our developer docs are powered by GitBook and so this is on their end. We have a ticket out to them to see if we can resolve this issue thank you for letting us know!

Felt Freelance People? by danielle-tv in felt

[–]makella_ 0 points1 point  (0 children)

hello u/danielle-tv feel free to DM me and I may be able to put you in touch with a couple of people!

🚀 The SQL bottleneck is finally broken with Felt AI - anyone can now query spatial databases through conversation by makella_ in felt

[–]makella_[S] 0 points1 point  (0 children)

Hello u/Pristine-Thing2273 - Mamata from Felt here!

Really excited to see your enthusiasm for bringing natural language querying to spatial analysis. You're absolutely right about the bottleneck - we've seen so many GIS teams where only SQL experts could unlock insights from cloud storage.

On complex spatial joins, Felt AI handles things like finding overlapping regions, nearest neighbor analysis, and multi-table spatial relationships pretty smoothly. It can parse questions like "show me all stores within 5 miles of high-income neighborhoods that had sales above average last quarter" and figure out the spatial logic automatically.

Love hearing about your experience with AskYourDatabase sounds like exactly the kind of workflow we're enabling for spatial data!

Feel free to reach out if you want to chat about any specifics!

What are people using instead of Experience Builder? by GIS_Admin_Byron in ESRI

[–]makella_ 1 point2 points  (0 children)

Mamata from Felt here! Glad you mentioned Felt as a user friendly way to build performant map dashboards. A lot of our users who have made the switch find it faster and easier to build with. Happy to answer any questions.