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 |
227 |
2 |
5 |
6 |
|
94 |
226 |
4 |
41 |
21 |
|
92 |
372 |
13 |
28 |
11 |
|
91 |
330 |
4 |
13 |
14 |
|
91 |
346 |
8 |
15 |
11 |
|
90 |
262 |
3 |
31 |
9 |
|
88 |
313 |
3 |
3 |
4 |
|
88 |
405 |
8 |
39 |
11 |
|
88 |
390 |
4 |
30 |
12 |
|
88 |
364 |
3 |
19 |
15 |
|
87 |
176 |
2 |
19 |
10 |
|
85 |
199 |
1 |
5 |
5 |
|
84 |
146 |
2 |
10 |
5 |
Best friends
Based on the social interaction (upvotes and comments)
Rank,% |
Friend |
My approval |
Approval |
Comments |
100 |
82 |
42 |
28 |
|
50 |
31 |
69 |
24 |
|
13 |
19 |
34 |
5 |
|
12 |
11 |
47 |
17 |
|
10 |
10 |
29 |
28 |
|
10 |
9 |
43 |
21 |
|
9 |
13 |
28 |
11 |
|
8 |
10 |
25 |
21 |
|
7 |
7 |
43 |
17 |
|
7 |
8 |
39 |
11 |
|
5 |
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 |
0 |
180 |
0 |
|
57 |
0 |
102 |
0 |
|
50 |
0 |
90 |
0 |
|
46 |
0 |
82 |
0 |
|
43 |
0 |
78 |
0 |
|
41 |
0 |
74 |
0 |
|
41 |
0 |
73 |
0 |
|
38 |
0 |
69 |
0 |
|
36 |
0 |
64 |
0 |
|
34 |
0 |
62 |
0 |
|
27 |
0 |
39 |
9 |
|
23 |
0 |
41 |
0 |
|
23 |
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 |
14 |
0 |
0 |
|
69 |
29 |
2 |
0 |
|
50 |
7 |
0 |
0 |
|
50 |
7 |
0 |
0 |
|
43 |
6 |
0 |
0 |
|
39 |
11 |
0 |
1 |
|
38 |
37 |
5 |
1 |
|
36 |
5 |
0 |
0 |
|
29 |
4 |
0 |
0 |
|
29 |
8 |
0 |
1 |
|
21 |
3 |
0 |
0 |
|
21 |
3 |
0 |
0 |
|
21 |
3 |
0 |
0 |
|
21 |
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.
Oh my God I'm one of @dantheman 's best mates 😂
"Mates" @sirlunchthehost we're mates 😂
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that sounds very useful , thanks for sharing and great work, will follow
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This is so freaking cool. I am very excited by this new development because there seems to be a glut of information and to have it encapsulated as you have done here is fascinating! Let's see, naturally, I would love to have mine done at some point because my posts and interests are all over the place. It's nice to see that Dan and I are friends virtually.
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I'll add you to my upvote bot. I love that AI is here...
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thanks so much
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you're welcome. Thank you.
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Awesome! Looking forward hearing more :) i'm following
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thanks! we'll do more analysis
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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.
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Thank you, we will have important update here shortly: https://steemit.com/@akolonin
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This is so cool! We talked about your post on this week's episode of the @steemittalk podcast.
Link if interested: https://steemit.com/steemit/@steemittalk/steemit-talk-podcast-026-1-28-2017-where-s-winston-or-group-sourced-commercial-or-welcome-ryan
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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...
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Some explanation is here:
and more will be available in my blog: https://steemit.com/@akolonin soon
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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.
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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)
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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.
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I don't understand that stats associated with my username.
Overlapping?
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This stats calculated by different parameters with some AI instruments. If you crosses with @dantheman, it is true %)) AI said))
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Forgive me, but I can find no clarity in this explanation.
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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
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Thank you. I understand now.
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Here is some explanation of what we do with Aigents:
And more is here https://steemit.com/@akolonin - stay tuned for updates.
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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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.
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may be, may be ;-)))
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I don't know how this happened, but it looks like I'm similar with @dantheman. To a certain degree, of course.
Now that's something :))
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AI and data with open access love each other.
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Do you hope to set up an interface so users can search anyone?
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Interface will be with special website or in telegram bot, but first question now - monetize work @akolonin.. In this reason we will just publish it regular while it is interesting to people , and after - open access for all. Hope for understanding.
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How can I run this same exact test on myself? Thanks.
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