# Partial Network Analysis: the interaction of the Top 10 users from the last few hours

in analytics •  3 years ago  (edited)

## We are on a social network, which means we interact with others. Based on that fact I decide to represent the relation between the users.

To realise this work, I created a Python code to scrap steemwhales.com and steemd.com.
I gathered the name of the 10 firsts on the Top list of SteemWhales, then I collected all the upvoted by and upvoted for on Steemd.

Therefore I managed to collect 660 usernames and 982 relations.
Then, thanks to this data, I used Gephi in order to create the network.

### Few people trust the charts

The first observation we can make is that when a dot is big, he has more incoming upvote. One is trusting the charts in the middle in green/yellow, but at least 4 are "right" behind in dark purple.
We have to keep in mind that the size of the bubble is only related to the number of incoming votes, and not the power of those votes. It means that some people may have more upvote, but will maybe have a lower income.

### A lot of people don't interact with each others

We can see a lot of clustering. Every little dot in green represent the fact that the user was upvoted only once, and they didn't vote for anyone. Indeed, 68.48% of my sampling just got 1 upvote and didn't give anything.
However, the average number of upvote received is 1.48, which means the gap between the green dots and the others is huge.

### But those who interact benefit from a dense network

As you can see, the number of relation in the center of the graph a very dense. Almost all of the dot that are not green are connected to each others. This means those members are quite active and received and gave upvotes a lot.

### Only a few upvote a lot

A lot of those single green dot are related to a single upvoter. Which means that most of the votes on this graph come from just a few. Upvotes bot or fanatic upvoter? You tell me.
They act like gatekeepers, they are the only connection between the greens tiny dots and the rest of the ecosystem.

### Most of the people only upvote on do not receive upvote (AKA they do not post)

As you can see, the upvoters I was just talking about are little. This means that they only upvote people, and don't receive upvotes. Or maybe they didn't post anything, so nobody can upvote them.

### The same graph with the names

And the winner is ... @xeroc ! Congrats.
@cryptoctopus, @stellabelle & @roellandp are just behind you, be careful!

Sort Order:
·  3 years ago

Hey, I can see my name from here!

·  3 years ago

You are in the 3 row, that's really not bad!

·  3 years ago

Steem life goals - see my name on a little bubble chart.

·  3 years ago

If I notice you one day, I will let you know!

·  3 years ago

I would like a recut version of this after today to see if I can move up the rankings somehow. 1000 comments should move the needle!

·  3 years ago

Great visualization that is validated from my experience so far in just up voting vs contributing. Key takeaway for me is to add value to the discussion by commenting vs merely up voting!

Nice work here @clement !

·  3 years ago

Thank you!
I should take in consideration what you said, and add the number of comments by a user!

·  3 years ago

I've noticed that some of the highest paying posts have hundreds of comments of mostly multiple back and forth discussions vs just a one liner--'thanks for the post reply'. I don't have the data to back it up, just casual observations. I believe the community is more valuable with increased collaboration.

·  3 years ago

Keep up the good work. We need good analysis like this to track how this experiment unfolds.

·  3 years ago

I will try, it took a lot of time to get that so I hope a lot of people will want more!

·  3 years ago

Fascinating. Do you think you could render this as an SVG? Or even better using a dynamic graph rendered using D3.js for example?

·  3 years ago

I can render this as an SVG! And I was thinking about making it dynamic on a website, but I need to learn how first.

·  3 years ago

that would be really cool.

·  3 years ago

A very nice exercise in applied graphs, congratulations.

Was the result expected?

Could this be done as something semi-dynamic? Or on a daily basis? Not that I am pressuring into makins something :) Just asking...

·  3 years ago

I am looking into it to make something dynamic but my coding capabilities are limited.

I didn't expected to see so much single green dots, especially because they was upvoted by whales and they should have more visibility.

·  3 years ago

That's a really cool graph!

·  3 years ago

Thanks :)

·  3 years ago

That graph reminds me of some complex alien life form from SporeTM

·  3 years ago

I cunt see my name theree bahhh !
Whale feel free to drop by in my blog anchoives need whelp !

·  3 years ago

It is not necessarily whales that made a dot big in my graph, but the global upvoting. I just count the number of upvote, not the \$ :)

·  3 years ago

Seems like i need more upvote to get in red dot .blue dot might be good thou :p

·  3 years ago

Red dot are totally doable. Just continue posting and socializing, people will upvote your content!

·  3 years ago

Yeah after very much less upvote for my post i start new strategy . more social in social media :p . invite people to my blog .
That great idea :) .
Please drop by in my blog if you dont mind :p hehe

·  3 years ago (edited)

this is fascinating! ha ha!!!!! I love reading! That's my main weakness in life, so I guess I'll be reading more and more and upvoting! I notice that the more power I acquire, the less i upvote.....hmmm....i wonder what's going on?
Your graphical thing is really cool. Thanks for making it!!!!
The organic nature of this is well, exasperatingly fascinating.

·  3 years ago

Thank you!
Maybe it's because your voting power went down?

·  3 years ago

no. it's not. It's because I was hacked and that hack created a mindset of fear and scarcity. I'm slowly getting back my old self, but i'm much smarter about where my funds go now. It is nerve-wracking and that energy is taking away from my feeling of abundance. Fight the fear....

·  3 years ago

my voting power is going up because i decided early on not to power down. I want to accumulate as much Steem Power as possible in a short as possible amount of time.

·  3 years ago

It is hard to get as much Steem Power as we want nowadays, it cost so much, and stand out with a post is difficult. But you are doing great, each of your post are interesting and successful, keep it going :)

·  3 years ago

Holy shit! Never expected, but it seems like my name is in this graphic. Just thought I might take a look, and it really was there. I feel a lot better now. :D Can you please confirm it?

·  3 years ago

Yes you are in there!

·  3 years ago

Nice! Thanks for checking. :D

·  3 years ago (edited)

Hey @clement . This is interesting but somewhat over my head. I see my name in a medium sized yellow bubble. Does this mean I Upvote too much and engage too little? Please if you have time could you expand on your findings.
Thanks for this fascinating insight!

·  3 years ago

It means that you have been wildly upvoted by the sample in comparison of the others in the sample.
Your own votes only influence the others size, not yours. So congrats :)

·  3 years ago (edited)

Oh that's really great to hear. Thanks for all your hard work. Upvoted and followed.

·  3 years ago

Can we see bigger versions please? Very pretty :-)

CG

·  3 years ago

I'm working on it! My computer just crashed trying to render an SVG aha

·  3 years ago

Yeah I want to be able to read all those names ( ͡° ͜ʖ ͡°)/

·  3 years ago

These are super useful visualizations of the social interactions on the network. Thanks @clement! I wonder where a small fish like me is residing. Probably in a sea of green.

·  3 years ago

I was supposed to add all the interaction and all the people of Steemit, but the website crashed when I scrapped it, too much calls I guess.
I will try to focus on the green sea next time, to show the interaction without the whales :)

·  3 years ago

Well hello.
I’m Elvis Hicks, a semi-autonomous reincarnation of Elvis Presley and Bill Hicks. I have a burger in one hand and a cigarette in the other.
My checks tell me this post is probably genuine, original content.
GOOD JOB! Uh Huhh!
Thank you. Thank you very much.
(Elvis has left the building)

·  3 years ago

Thanks bot :)

·  3 years ago

Considering this takes individual votes into account and not actual money, could this be the backbone to a sort of third party "reputation system", or would that be too open to abuse?

·  3 years ago

I think the number of votes in important since it represent the actual number of people that liked a content, and not the power of the people. But the actual system works well, so why make it more complicate?

·  3 years ago

Fair point!

·  3 years ago

Fantastic post and I learned about https://gephi.org. Looks like a great visualization tool. "Photoshop for graphs"

·  3 years ago

This tool is totally amazing.