Announcement of the machine learning and personal analytics system for the Steem blockchain, and some “secret” statistics about @dantheman

in #aigents8 years ago (edited)

We are proud to present an AI and machine learning system, that started to work with Steem blockchain. The system would provide a personalized statistics and information to the users calculated with some mathematical methods with AI elements. For example as one of the future tasks for the system we envision the discovery of the regularities in users behaviour and provision of a personified content feed based on user’s personal preferences as well as the preferences of his friends.
Aigents technology is being developed by the group of scientists at the Novosibirsk State University lead by Anton Kolonin (Сandidate of Science, expert of the Neuronet division of the National Technical Initiative of Russian Federation, inventor of algorithms and creator of the computing systems for computation of geophysical and financial data, image recognition and data retrieval from text, video and audio data).
We already adapted Aigents to work with Steem blockchain and obtained some interesting data, that we would like to share with you in the some beginning posts. In the future, with the feedback we’d like to gather, we’ll launch a friendly web interface, that would allow any user to get some interesting information about themselves, or anyone else.
As the first “text subject” we’ve selected @dantheman (Daniel Larimer, Steemit’s architect).


picture by @konti


My interests

Based on the analysis of the post contents and comments to them, as well as upvotes of posts and comments (using the clusterization principle from the AI terminology)

Subjects

Number of publications

based, blockchain, free, individuals, once, under, upon

30

network, rate, resources

23



Similar to me

Based on the contents of @dantheman posts and other Steem users.

Rank,%

Friend

Overlapping

My approval

Approval

Comments

100

@lavater

227

2

5

6

94

@liondani

226

4

41

21

92

@kyriacos

372

13

28

11

91

@mrosenquist

330

4

13

14

91

@lukestokes

346

8

15

11

90

@anotherjoe

262

3

31

9

88

@son-of-satire

313

3

3

4

88

@fyrstikken

405

8

39

11

88

@dragosroua

390

4

30

12

88

@ats-david

364

3

19

15

87

@tibonova

176

2

19

10

85

@knozaki2015

199

1

5

5

84

@donkeypong

146

2

10

5


Best friends

Based on the social interaction (upvotes and comments)

Rank,%

Friend

My approval

Approval

Comments

100

@krnel

82

42

28

50

@dwinblood

31

69

24

13

@kevinwong

19

34

5

12

@timcliff

11

47

17

10

@stellabelle

10

29

28

10

@klye

9

43

21

9

@kyriacos

13

28

11

8

@thecryptofiend

10

25

21

7

@beanz

7

43

17

7

@fyrstikken

8

39

11

5

@the-alien

7

36

5


Followers

Users that upvote user’s content most frequently (a bit incorrect because of the bot activity, which we are not yet detecting and accounting for, but will start filtering in the future).

Rank,%

Friend

My approval

Approval

Comments

100

@johnathanhenry

0

180

0

57

@jasen.g1311

0

102

0

50

@reported

0

90

0

46

@jaredandanissa

0

82

0

43

@cnmtz

0

78

0

41

@southbaybits

0

74

0

41

@steemleak

0

73

0

38

@christoph3

0

69

0

36

@cmtzco

0

64

0

34

@krystle

0

62

0

27

@bitcoinparadise

0

39

9

23

@guest123

0

41

0

23

@debmund

0

42

0


Figures of authority

Authors that produce content that is most interesting to the user (they upvote and comment it), but that is not reciprocal.

Rank,%

Friend

My approval

Approval

Comments

100

@steemitblog

14

0

0

69

@dollarvigilante

29

2

0

50

@conspi-theorist

7

0

0

50

@lukewearechange

7

0

0

43

@churdtzu

6

0

0

39

@larkenrose

11

0

1

38

@ozchartart

37

5

1

36

@jimlimberdavis

5

0

0

29

@lifeisawesome

4

0

0

29

@jaredhowe

8

0

1

21

@timthevagabond

3

0

0

21

@busy.org

3

0

0

21

@danilo-cuellar

3

0

0

21

@throw-away911

3

0

0


Users favorite words

Based on analysis of all actions by @dantheman - posts, upvotes, and comments.

Rank,%

Friend

My approval

Approval

Comments

Posts

Mentions

100

consensus

11

6414

352

11

204

96

people

25

14012

792

25

205

76

steem

18

10489

590

18

160

59

everyone

20

11205

660

20

125

54

means

24

13278

707

24

115

52

reputation

8

4599

313

8

102

50

blockchain

14

7934

437

14

104

46

value

20

11338

665

20

98

45

transactions

9

5169

219

9

90

44

property

12

6388

314

12

91

43

money

21

11600

651

21

91

42

income

11

5820

292

11

86

42

market

19

10411

558

19

88


Users words by period

This analysis shows the themes, that the author wrote most about in any given period.


Please write which users of Steem you’d like to have information about in the further posts?
Which data and connections between it you’d like to see?


Regular statistics would be published by the @aigents, our first priority is to create a monetization stream for A. Kolonin, so the development would continue. @akolonin was invited by @dark.sun. Service is being developed under his leadership. Thanks to @akolonin for participation and belief in our community ;-) Thanks to @lehard for help in preparing this material and participation in use case development.

Translation by @xanoxt.

Sort:  

Oh my God I'm one of @dantheman 's best mates 😂

"Mates" @sirlunchthehost we're mates 😂

that sounds very useful , thanks for sharing and great work, will follow

Awesome! Looking forward hearing more :) i'm following

thanks! we'll do more analysis

I can see how this could be very useful. Machine learning has the potential to provide all kinds of interesting answers. I'm very interested to see where this leads to.

Thank you, we will have important update here shortly: https://steemit.com/@akolonin

Interesting, but not all of the info makes sense to me. I simply need an explanation of some of the items presented. I see a few others have similar questions.

Sounds like a pretty kewl addition though! Steem on...

Some explanation is here:


and more will be available in my blog: https://steemit.com/@akolonin soon

This post has been ranked within the top 25 most undervalued posts in the second half of Jan 25. We estimate that this post is undervalued by $20.28 as compared to a scenario in which every voter had an equal say.

See the full rankings and details in The Daily Tribune: Jan 25 - Part II. You can also read about some of our methodology, data analysis and technical details in our initial post.

If you are the author and would prefer not to receive these comments, simply reply "Stop" to this comment.

provision of a personified content feed based on user’s personal preferences as well as the preferences of his friends.

Why the hell you want to do it?
Other websites - like facebook - have it. They have it to make users keep longer on the website, interact mroe and - thats the pont - to generate more ad revenue.
Do you want this - increase ad revenue? Is that the metric for steemit?
Until now I thought it is "quality content".

And don't forget that this "preference showing" is the reason for the filter bubbles and a lot of the bad stuff of conventional social networks.

In fact I am happy about contradictory posts to my views and think it is the second most important point of steemit (the fist being, of course, money :D)

It can be useful for metric (how attract and keep users) and for find people with same interests. Now we not scan all blockchain, just connection @dantheman and other users, who related with him. But if we scan all blockchain, we can find all people with same interests, for example - art lovers, politics, engineers, and etc.. I think, direct connection for similar people it is will good value for Steemit.

Yes.. And system will soon be able to detect bots ;-) What else?.. Need time and resources for develop. Now work going with team psychologists and various other scientists.

I don't understand that stats associated with my username.

Overlapping?

This stats calculated by different parameters with some AI instruments. If you crosses with @dantheman, it is true %)) AI said))

Forgive me, but I can find no clarity in this explanation.

You use same words in your context with @dantheman. In this reason you determined like him friend. More detailed information you can find here: https://steemit.com/ai/@akolonin/using-aigents-bot-service-to-get-social-network-analytics-for-facebook-google-and-vkontakte

Thank you. I understand now.

Here is some explanation of what we do with Aigents:


And more is here https://steemit.com/@akolonin - stay tuned for updates.

More information is available on my page: https://steemit.com/@akolonin/ and on the original project site: https://aigents.com/ - follow and/or signup with other social networks, stay tuned for updates and ... feedback is very welcome :-)

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