Dataisbeautiful

I used the "Pixels: Mental Health and Mood Tracker" app on the Google play store for this

Saw someone post one of these end of last year and decided to try it out and it's been very interesting so far. I've noticed it's increased my mood some since at the end of the day I have to think about what's all happened, and usually come to realize that most days nothing bad happened so hard not to be okay with that

Tool: R

Source: Pushshift

Tool: R

Source: Pushshift

science uncensored. Never heard of that one before

Shot in the dark here.... it's not science, is it? Because you can say what you want about /r/science but it's not fucking political.

edit:it uh... wasn't crazy, I'm confused.

Not surprising that conspiracy theory subs top this list. In fact the Trump campaign specifically targeted people with conspiratorial ideation with their messaging. Here's an interview with the Cambridge Analytica whistleblower from Fresh Air, super interesting: https://www.npr.org/2019/10/08/768216311/whistleblower-explains-how-cambridge-analytica-helped-fuel-u-s-insurgency

So that's why world news banned me when I said Chinese are wiping out ocean species with their fishing practices.

I'd like to see this compared to another, potentially left wing subreddit. The inclusion of PS4 and XboxOne are intriguing to me. Are those subreddits so big, that they would be on every list like this? It makes me paranoid to think these 50 are bots, and they're trying to infiltrate influential subreddits, or they're people and I actually have something in common with these miscreants, I don't know which is worse.

Holy shit they need to find a hobby or something. Imagine if they put all that energy into literally anything else!

Map shows commute origin-destination flows with transparency scaled to the number of commuters between each O/D pair. This work was inspired by this post: https://spatial.ly/2015/03/mapping-flows/

Data sources are: 1) U.S. Census Longitudinal Origin Destination Employment Statistics O/D data. LODES

2) U.S. Census Tiger shapefiles for Census Tracts

Tools:Data prepared in R and mapped using ggplot2. Color, layout and annotations done in Photoshop.

That's insane. I never watch the show. Everytime I see clips, it's of him making an offer. Does he bite more than others? What's that ratio like?

The Cubes also has no idea how he actually he became wealthy, and is the only one I'd actually want to hang out with.

Kevin O'Leary absolutely has hunted the most dangerous game

Considering how none of the entrepreneurs ever seem to care about Robert, I’m surprised he’s not the lowest

Tool: Tableau Public

Source: Investopedia

Interactive version can be found here.

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So glad to see West Texas grapes represented in this data set. Absolutely fantastic.

Tbh, I would try to be a little more clear with your title. As it is, it was my assumption that this map showed areas where people preferred a certain ingredient. I was quite confused until I read your comments.

Because I’m an idiot, I thought this was a chart of the favorite types of jelly to put on a PBJ and was immensely confused on what the heck wheat jelly was

This map is so inaccurate, there are strawberries growing in my front yard every year and they aren't even shown!

I used USDA Cropscape data to show regions in the US where ingredients in a peanut butter jelly sandwich are grown. Originally I only considered grape jelly, but then I realized the nation is divided on more than just politics. Personally, I like to use a lot of blueberry and blackberry jam, but I stuck with the top two.

Cropscape comes in 30m resolution raster data, so I binned the data into these diamond polygons. There are a lot of stray pixels, so I've only shown areas that are above average for each crop, since I'm looking for predominant growing regions and not the odd, personal home vineyard. Used ArcGIS Pro and a bit of GIMP.

EDIT: Here is a hopefully more colorblind-friendly version

It’s never occurred to me to use grape jelly on a PB&J. I only ever used strawberry, I thought the rest of the world did too.

This map needs a title change and different colors for wheat and strawberries. As a colorblind person those two colors are almost indistinguishable. I can barely tell the difference in the key and I can't tell them apart at all on the actual map. On the title, it seems like a lot of people are confused at first (myself included) into thinking that this is a map of regional preferences. The title should more strongly indicate that this is where these crops are grown. Definitely a fun idea, just needs a couple little tweaks to be more clear!

With all the wineries in Minnesota, Wisconsin, and Iowa, I'm surprised to see there's no grape production shown in these states.

Am I the only one confused by this? Are people really putting raw wheat on their pb&j's? Also, why the hell would you put peanuts on it if you already have peanut butter? Unless it means chunky peanut butter?

I don't know why, but this was so damn confusing to me. I thought this was about things that were added to PB&J sandwiches by region. I was there with peanuts, strawberries and grapes but I couldn't imagine wheat on a sandwich as a topping. I was confused that so many people added anything to PB& J at all. Then it dawned on me and seemed so obvious, I suppose I should take a nap.

This reminds me of driving through Kalamazoo/Battle Creek and smelling all those wonderful grapes from the Welch’s plant and local vineyards :)

I remember when I first put strawberry jam/perserves instead of grape jelly on my sandwich. I felt ridiculously fancy.

I had no idea what this map was trying to represent until I read the comments. I believe that including the word ‘grown’ somewhere in the title world be helpful.

Northern Virginia wine country isn't huge, but it's so picturesque out there. Glad it can be included as a single purple dot.

Studied agriculture. Map checks out mostly. Strawberry production is a bit more abundant in North Carolina than described however.

This was the most confusing map at first.. then I figured it out. I was like “so who likes fluffernutters”

I git confused thinking they meant things they add inti the sandwich

Like: oh yeah in north texas they add straight wheat inside their sandwiches

That belt of peanuts in NC/SC/GA reminds me of roadside boiled peanut stands on long car rides to visit my grandparents

You should post this on r/MapPorn as well.

We got plenty of strawberries in Michigan. And the are far superior than the giant ones of cal or Florida

Finally someone focusing on what matters.

In the south they put actual peanuts on the sandwich? That sounds amazing.

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I remember when that Portland School Principal called PB&J’s racist and white privilege. That was funny.

I found the smell of grapes on the vine to be a pleasant surprise on an otherwise desolate drive between Cleveland and Buffalo. Whole region smells like jelly it's fantastic.

Would I be correct to say that I should move to areas where they grow grapes be side the weather is nice there?

Now I want to know what the shortest route would be to harvest everything for my pb&j sandwich. (Strawberry obviously since a grape one can apparently be sourced entirely from West Texas. )

I worked on a watermelon farm the summer after high school that grew peanuts in the off season. It was right where the yellow dot in south Florida is. Is each point representative of a single farm?

Why is the peanut butter and jelly outside the bread. This is why America is going down the drain. /s

They’re harvesting peanuts this time of year in south Alabama. Along with the drought we’re having, let me tell you it is less that pleasant

The map for california isn't very accurate, missing all the winter wheat grown in the central valley, also the strawberries and grapes are off in some places.. seems like you are also including wine grapes in some places, but not others..

Charlie Kelly would be proud--a sandwich with the bread in the middle, jelly outside on one surface and peanut butter on the other. Perfect!

holy shit i always thought strawberry was more popular but i guess thats just because i live in seattle

Missing a purple diamond in North Georgia. I know there's at least one vineyard around Blue Ridge, even though that's mostly apple country.

On that note, where's the love for good ole apple jelly on these pb&js

That’s insane that so few areas of such a ridiculous landmass grow substantial amounts of strawbs... Interesting to see about the peanuts though.

I live in Oklahoma “The Buckle of the Wheat Belt.”We get most of our strawberries from Texas or Mexico which is weird that they aren’t represented as a strawberry producing state.

So is this like a map of people’s favorite PBJ ingredient? Seeing wheat on the same map as strawberry is a bit confusing

Come to Indiana. We got soybeans and corn. But not the cool corn. We got the corn to feed livestock.

I was very confused until I read the description. I was trying to work out what wheat jelly was, or why people would have additional peanuts in their PBJs instead of jam.

At first I thought it was a map of America’s favorite ingredients to put on a sandwich, which made me confused as to why wheat was an option.

Like, “yes, I like bread in my sandwich”

i thought this www ingredients in addition to PBJ and im like too many people put straight up wheat on their sandwiches

Fun fact: You are not allowed to grow neither wheat nor peanuts without permission from the government because of some old laws from the 30s and 40s.

It's odd that East Texas isn't represented for Peanuts. There is a town there that literally has a Peanut Festival every year because peanuts are such a central part of their economy.

Ohhhh, where the ingredients are from. Boy do I feel dumb. I'm over here wondering what kind of monsters use some kind of wheat spread instead of grape jelly, but then became even more confused when I realized peanuts were also listed.

Oh god this sub is actually bad. Every single thing that's been coming up on my front page lately has been so misleading. This makes no fucking sense, it's very clearly supposed to be a graph outlining each states' favorite pbj ingredient, not where each item is grown.

Fuck me, data is absolutely not beautiful. This shit is just misleading, even if the graph is pretty.

Grape jelly > Strawberry jelly. Coming from a guy that LOVES strawberries. However on a pbj the grape really does it for me I don’t know why

Can someone explain the key, whats wheat doing there? That the bread is that regions favorite part of a PBJ?

Wtf is this even showing? Peanut butter is a regional ingredient in PB&J’s?? And wheat??? I shouldn’t have to read some buried comment to figure out what you’re tying to say.

Ok, so peanut butter and jam sandwiches are weird

but grape sandwiches seem clinically insane

and wheat sandwiches? was one grain-based item not enough? who slighted you so badly to make you into this?

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I felt like the boys called each other and everything 'gay' way more often in the earlier seasons than they do now, so I got a hold of all the scripts and ran a program to find out. Turns out they have been using it less and less, with a few exceptions.

I'm not trying to make any political point or anything, it was purely a curiosity of mine.

Data sources: Seasons 1 through 18 available as .CSV from this github:

https://github.com/c0mpiler/SouthParkData

Seasons 19-22 from this website:

https://www.springfieldspringfield.co.uk/episode_scripts.php?tv-show=south-park

Method: Using the "mark" tool in Notepad++ to count the occurrences of a word in a CSV. Using ctrl-F in Firefox to count the occurrences of a word in a website.

Tool used: Libreoffice Calc

If someone can think of a less manual, scripted way of doing this, we could check for frequencies of other words. I suspect swearing has gone up, but use of racial stereotypes has also gone down.

Lmao. The first season can be attributed to Mephisto's nephew friends who called everything gay and also Big Gay Al

Does this demonstrate a conscious effort on the part of Matt and Trey to not use the word anymore due to societal norms, or does it represent the decline of Big Gay Al and those two kids who called everything gay?

Data based on when I submitted by resume and received a "thank you for applying" email and when I received a "we pursued other applicants" email from Spotify recruiting.

The future of tracking exercise progress will be very interesting. I'm thinking you could have a 360 deg full-body 3D heatmap after an exercise session, to record what muscles has been activated to what extent.

Thermal cam exercise: https://www.youtube.com/watch?v=vE3DVtJSmx4

And all kinds of stats.

What I'd like to see from this data of yours is a time-based graph though.

Guys, I am terrible at this. The mods have been helping me to make a proper post. My first post was removed as it was breaking Rule 4 (sorry!).

Source: me.

Tools used: Progression App for Android. Creator: Zoltan Demant

Hey everyone,

This is something I was really proud of and wanted to share with you guys. The gym is very important to many people but you never really grasp your presence there unless someone gives you some statistics to put things into perspective. Well, at first I didn't care but after a year or two of just tracking my exercises, I noticed the "statistics" page and this is what I saw. It is insane how much time I have spent there, how much attention each body part has received, and how much total weight I have lifted.

I'm about to break 1000 hours at the gym and nearly 7.71 million kg lifted/pushed.

There are many apps like this one in the Android app store. Get yourself one and start tracking. The numbers are eye opening and motivating at the same time.

The app I use can create an Excel document that can be shared.

Here is the CSV file with all the data

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Still new to this so sorry that the density diagonals are filled, I can not for the life of me get them to just be lines. It made me very mad.

I got my data from this website https://components.one/datasets/billboard-200/

I was inspired by this post https://www.reddit.com/r/dataisbeautiful/comments/bo8ryq/feature_trends_of_billboard_top_200_tracks/

and I built this using R, specifically GGally for GGpairs and GGPlot2.

My full library for my exploration is as follows.

library(RSQLite)

library(ggplot2)

library(tidyverse)

library(plyr)

library(dplyr)

library(ggplot2)

library(ggridges)

library(readxl)

library(lubridate)

library(GGally)

library(reshape2)

library(data.table)