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Popular delegation combinations to @brofi . Analysis using Association Rule Mining by brofund

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· @brofund · (edited)
$20.89
Popular delegation combinations to @brofi . Analysis using Association Rule Mining
Good evening to one and all reading this . Hope you all are having a great day . 

Today we are gonna talk about something new and interesting - The Apriori Algorithm to see what's the popular delegation combinations to @brofi . 

# Association Rule Mining

Association Rule Mining is used when you want to find an association between different objects in a set. 

Now you might have seen on Amazon - 

"Frequently Bought Together" . Right?

<center>![image.png](https://images.hive.blog/DQmciXUxyTdTSH9we3oQWvvDGZmypMeCfNjKyPNrh6zjzQp/image.png)</center>

[Source](https://www.zonboost.com/hack-frequently-bought-together/)

This is done using algorithms which comes under Association Rule Mining . 

One of the popular algorithm is - Apriori Algorithm . 

Some of you might have heard about Apriori Algorithm but I guess most of you know about  "Market Basket Analysis" . 

It is this Market basket analysis which helps supermarket people place the items together ( Like bread , eggs and butter ) . 

The Algorithm behind Market Basket Analysis is "Apriori Algorithm ". 


Today we shall use this to see "Tokens Delegated together" instead of "Frequently bought together" .


# Number of tokens that is currently delegated to @brofi 

Right now there are 29 tokens delegated to @brofi . If you delegate tokens to @brofi , you get BRO as dividends everyday . 


Now not all the users have delegated all the 29 tokens . 

There are total of 374 unique delegators to @brofi . Some have delegated just 1 token ,some have delegated 2 and some more than 5-6 . 

Now our aim is to figure out what's the popular delegated token ? Is it LEO ? Hive ? 

Single token is easy to figure out right ? But what about popular combination of 2? 
Is it LEO and HIVE ? Or LEO and POB ? 

Let's figure it out . 

### Popular tokens which atleast 10% of all delegators have delegated . 

So I have given the minimum threshold as 10% . So atleast 10% of 374 which is 37 users must have delegated for it to show up . 

### Combination of 1 ( Single token ) 

Slno|Percentage of users delegating the token|Token
-|-|-|
1 | 58.021 | NEOXAG
2 | 47.059 | PAL
3 | 41.711 | STEM
4 | 39.037 | CCC
5 | 33.69 | CTP
6 | 30.214 | LEO
7 | 28.342 | CINE
8 | 24.599 | WEED
9 | 24.332 | HIVE
10 | 19.519 | LOTUS
11 | 17.112 | SPORTS
12 | 15.241 | POB
13 | 10.695 | FOODIE


Note: I have removed the decimal point in percentage for simplicity.

Now what does this tell us ? 

1. There are 13 tokens out of 29 which 10% of the total users ( 374) have delegated 
2. Out of all the users who have delegated to @brofi , 58% have delegated NEOXAG . 

So I hope you got an idea now ? 

Now next Let's see - 

### Combination of 2 


Now which are the popular combinations of 2 tokens ?

Sl No|Percentage of users delegation the combination of token| Token combination
-|-|-|
1 | 37.701 | PAL , NEOXAG
2 | 30.749 | CCC , NEOXAG
3 | 29.947 | STEM , NEOXAG
4 | 27.807 | CCC , PAL
5 | 27.005 | CTP , NEOXAG
6 | 25.668 | STEM , PAL
7 | 22.995 | STEM , CCC
8 | 22.727 | CTP , PAL
9 | 21.123 | NEOXAG , CINE
10 | 20.321 | CTP , STEM
11 | 19.251 | CTP , CCC
12 | 18.449 | WEED , NEOXAG
13 | 18.449 | LEO , NEOXAG
14 | 18.182 | LEO , PAL
15 | 17.112 | PAL , CINE
16 | 16.845 | WEED , PAL
17 | 16.31 | LEO , STEM
18 | 16.31 | LOTUS , NEOXAG
19 | 16.043 | STEM , WEED
20 | 15.775 | STEM , CINE
21 | 14.706 | SPORTS , NEOXAG
22 | 14.706 | LEO , CCC
23 | 14.439 | CCC , WEED
24 | 14.439 | HIVE , NEOXAG
25 | 14.171 | LOTUS , CCC
26 | 13.904 | LOTUS , PAL
27 | 13.904 | CCC , CINE
28 | 13.904 | LEO , CTP
29 | 13.636 | SPORTS , PAL
30 | 13.102 | CTP , CINE
31 | 13.102 | CTP , WEED
32 | 12.567 | NEOXAG , POB
33 | 12.567 | LEO , CINE
34 | 12.299 | LOTUS , STEM
35 | 11.497 | LEO , WEED
36 | 11.23 | SPORTS , CCC
37 | 11.23 | SPORTS , STEM
38 | 10.963 | LEO , HIVE
39 | 10.963 | WEED , CINE
40 | 10.428 | HIVE , PAL
41 | 10.428 | LOTUS , CTP

NEOXAG has once again occupied the top 3 position here with PAL , CCC and STEM . 


What does this tell us ?

1. The top pair PAL and NEOXAG has been delegated by 37% of the users . 
2. There are 41 token combination which atleast 10% users have delegated . 


### Combination of 3 

Sl.No|Percentage of Users|Token combination
-|-|-|
1 | 24.332 | PAL , CCC , NEOXAG
2 | 21.658 | PAL , STEM , NEOXAG
3 | 21.39 | PAL , CTP , NEOXAG
4 | 18.984 | STEM , CCC , NEOXAG
5 | 18.182 | STEM , CCC , PAL
6 | 17.112 | CTP , CCC , NEOXAG
7 | 17.112 | CTP , STEM , NEOXAG
8 | 16.578 | PAL , NEOXAG , CINE
9 | 15.775 | CTP , STEM , PAL
10 | 15.508 | CTP , CCC , PAL
11 | 14.973 | PAL , LEO , NEOXAG
12 | 14.439 | CTP , STEM , CCC
13 | 14.439 | PAL , WEED , NEOXAG
14 | 13.636 | STEM , NEOXAG , CINE
15 | 13.369 | LEO , STEM , NEOXAG
16 | 13.102 | SPORTS , PAL , NEOXAG
17 | 13.102 | WEED , STEM , NEOXAG
18 | 13.102 | PAL , LOTUS , NEOXAG
19 | 12.834 | CCC , NEOXAG , CINE
20 | 12.567 | WEED , STEM , PAL
21 | 12.567 | WEED , CCC , PAL
22 | 12.299 | WEED , CCC , NEOXAG
23 | 12.299 | LEO , CCC , PAL
24 | 12.299 | LOTUS , CCC , NEOXAG
25 | 12.299 | LEO , STEM , PAL
26 | 12.032 | CTP , NEOXAG , CINE
27 | 11.765 | STEM , PAL , CINE
28 | 11.497 | LEO , CCC , NEOXAG
29 | 11.497 | STEM , CCC , WEED
30 | 11.497 | LEO , CTP , NEOXAG
31 | 11.23 | CCC , PAL , CINE
32 | 10.963 | CTP , STEM , WEED
33 | 10.695 | WEED , CTP , NEOXAG
34 | 10.695 | LOTUS , STEM , NEOXAG
35 | 10.695 | LEO , STEM , CCC
36 | 10.428 | SPORTS , CCC , NEOXAG
37 | 10.428 | LEO , NEOXAG , CINE
38 | 10.428 | LEO , CTP , PAL
39 | 10.428 | SPORTS , STEM , NEOXAG
40 | 10.428 | CTP , PAL , CINE
41 | 10.428 | SPORTS , CCC , PAL
42 | 10.428 | LOTUS , STEM , PAL
43 | 10.16 | CTP , CCC , WEED
44 | 10.16 | LEO , CTP , STEM
45 | 10.16 | LOTUS , CCC , PAL
46 | 10.16 | LOTUS , STEM , CCC
47 | 10.16 | WEED , CTP , PAL
48 | 10.16 | WEED , NEOXAG , CINE


Nothing special here to be honest when compared to combination of 2 . Most of the combination of 2 resides here , that's what Apriori algorithm depends on . 

Apriori Algorithm - "The itemsets inside the frequent itemsets are frequent"

### Combination of 4 

Sl No|Percentage of users|Token combination
-|-|-|
1 | 15.508 | PAL , STEM , CCC , NEOXAG
2 | 14.706 | PAL , CTP , CCC , NEOXAG
3 | 14.706 | PAL , CTP , STEM , NEOXAG
4 | 12.567 | CTP , STEM , CCC , NEOXAG
5 | 11.765 | CTP , STEM , CCC , PAL
6 | 11.23 | PAL , STEM , NEOXAG , CINE
7 | 11.23 | PAL , LEO , STEM , NEOXAG
8 | 11.23 | PAL , WEED , STEM , NEOXAG
9 | 10.963 | PAL , CCC , NEOXAG , CINE
10 | 10.963 | PAL , LEO , CCC , NEOXAG
11 | 10.963 | PAL , WEED , CCC , NEOXAG
12 | 10.428 | PAL , CTP , NEOXAG , CINE
13 | 10.16 | LEO , PAL , CTP , NEOXAG


### Combination of 5 

Sl No|Percentage of users|Token combination
-|-|-|
1 | 10.963 | CCC , PAL , NEOXAG , CTP , STEM


There is only 1 in combination of 5 .

What does it mean actually ?

Let me explain the steps - 

1. It searches for the users who have delegated 5 tokens atleast ( any 5 ). 
2. Then it searches for all combinations of 5 which has been delegated by atleast 10% of the total users.
3. There is only 1 combination which has been delegated by over 10 % of users which is mentioned above. 

you can see that neither LEO nor HIVE is in this . 

What does it mean ? It means that 10% of users or more haven't delegated 5 tokens in which LEO and HIVE are a part . 



## What can you learn from this ?

Well you can see the popular tokens delegated to the @brofi and reflect on yourself . 
Ask yourself these questions 


1. 58% have delegated NEOXAG to @brofi . Have I been curating NEOXAG myself manually? If not , is it sitting IDLE in my wallet , then I can delegated it to @brofi . 
2. What are the popular combination of 2 , 3 , 4 ,5 . Have I delegated it all ?
3. What are the combination which only 10% of users have delegated ? I will delegated to that because less users for that particular token combination = more BRO ?  
asd

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vote details (248)
@beerlover ·
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@bigtakosensei ·
👍🏾 nice
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@enginewitty ·
$0.04
Honestly does not surprise me what the top combos are - those tokens have been around longer than most. Am scratching my head a little on the CTP though, I thought it would have been WEED. 

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vote details (1)
@amr008 ·
Well yeah you are right about that . 

> Am scratching my head a little on the CTP though

A lot of users hold CTP and since CTP tag is used on most of the posts they just earn it and don't curate much so they delegate it to @brofi . 



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@honeysaver ·
!PIZZA
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@pizzabot ·
<div class='pull-right'><center><sup>Connect</sup></center><p><a href="https://discord.gg/Q9bQAKpWGS"><img src="https://files.peakd.com/file/peakd-hive/pizzabot/AKF96fKjnX3wjXERHcKAFHaoHnfTVhXqPjXVz8E1Th9nPiJqmFtaycosVpPBZ7z.png"></a></p></div><div class='pull-right'><center><sup>Trade</sup></center><p><a href='https://hive-engine.com/?p=market&t=PIZZA'><img src="https://files.peakd.com/file/peakd-hive/pizzabot/23sxbi2M4UjELDzQjxPdzubdgfMjHTCtA1xueyxmnhJUrB8136VyK3pqynyWYiZYF9HrC.png"></a></p></div><center><br> <p>@brofund! I sent you a slice of <strong><em>$PIZZA</em></strong> on behalf of @honeysaver.</p> <p>Learn more about <strong><em>$PIZZA Token</em></strong> at <a href="https://hive.pizza">hive.pizza</a> <sub>(3/20)</sub></p> </center><div></div>
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@jfang003 ·
$0.04
I haven't really delegated out my NEOXAG or PAL because I felt like it would reward the people I vote on. But it really does look like I should consider it.

Posted Using [LeoFinance <sup>Beta</sup>](https://leofinance.io/@jfang003/re-brofund-2wuh4b)
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@amr008 ·
Yeah that makes sense since most of the users use #neoxag and #palnet tags . 

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@luvshares ·
@brofund, you were given LUV from @ykretz. About LUV: https://peakd.com/@luvshares
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@master-lamps ·
33% of $ASH pool here.
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@master-lamps ·
Did the transfer service stop?
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@nonameslefttouse · (edited)
$0.03
Is this a system that eventually eats itself to death?  If there are no consumers on those platforms/various front ends because it's more profitable to be paid to look away instead of being paid to look and enjoy content, things tend to fall apart rather quickly.  Saw that happen on Steem with the vote selling and delegation pools.  As a content creator (currently on break) I'm looking at these numbers thinking placing my work inside those tribes now is pointless considering sometimes half or more of the potential consumers are now being paid to no longer be there to fill that important role.  Initially the part of the point of some of these tribes/communities was to help provide more visibility/organization but if very few are looking, or if all that stake is centralized into only a few hands (meaning most of the seats in the stadium are empty except for a few chairs in the front row), then there's not much point in placing the work there.  On the other hand, as a consumer, and to be *funny*, I decided to delegate my LEO token away to a curation bot, then laugh about how they're now paying me to NOT enjoy their platform.  Quite similar to a retail store paying me to not enter and make purchases.  When it comes to *business sense*, that concept is comical.  There's no denying that.  It's also the fastest way to go bankrupt, *and that's common sense.*   

I don't *hate* this project, by the way.  But someone should probably, at some point, at least point out how these delegation projects often interfere and do more harm than good.  Maybe the individual earning now sees no harm, but over the long term, projects like these basically make those tokens useless and play a huge role in ensuring very few eyes actually visit those locations online.  

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@taskmanager ·
$0.13
You make some great points here, I'm going to wrap my head around these issues for a while and see if I can make some slight adjustments so this is not the end result... I don't wanna make these tokens useless. 

When it was thought up, I figured people who didn't use their tokens would delegate them, while the users who actually do would keep theirs... 
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@dagger212 ·
$0.03
I agree with both sides on this one.  I am physically incapable of going to POB, CTP, NEOX, STEM, SPORTS, LEO, HIVE, PAL, CINE, etc...front-ends and commenting /curating on each of those platforms.  However, I DO want to support them so I stake their tokens when I get them.  I am almost exclusively using LeoFinance right now because I love the community and it's all I have time for.  So, I've delegated most of those other tokens to brofi but I've kept almost all of my LEO for my own curation efforts.  If they weren't "pool 2", I'd probably undelegate the little I have (100 LEO, I think) and use that as well since I get more rewards having it under my voting power.  But, it gives me BRO so I've sent that little over.

Maybe there just needs to be a maximum amount or something? Just throwing out an idea.  I haven't thought through the consequences of what that would mean.

AMR's engagement/delegation project requires delegators to actually comment on these front-ends in order to receive any returns.  If they have delegated CTP, for instance, and they rank in the top whatever? in engagement, they will then receive an upvote for comments made on that front-end as a percentage of where they rank in engagement on that front-end.  In other words, the more they engage, the higher the vote they receive.  It incentivizes engagement.

That said, I haven't delegated anything to his project because I only engage on Leo right now and my curation power is better spent curating things myself.  And since I don't curate any other tribes right now, any delegated tokens I sent him would be "wasted" as far as giving me anything in return.

It's a constant balancing act with these things.  If more people became active on other tribes, there would probably be less delegated tokens as they would be worth more to those individuals curating themselves. 

Posted Using [LeoFinance <sup>Beta</sup>](https://leofinance.io/@dagger212/re-taskmanager-4gtpew)
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@nonameslefttouse ·
$0.02
I 100% believe this project means no harm.  It's just a very delicate balancing act.  What started with just one turned into several front ends that all inherited one of the platform's biggest blunders.  When you see onboarding attempts for Hive or a new tribe, what are they seeking?  Content creators, or content *consumers?*  Because they push to only attract creators, the creators outnumber consumers, and because of that, what's being created more often than not goes unnoticed.  They show up, they leave.  *No market; no consumers.*  Revolving door, everyone scratching their heads, *wondering what's wrong...* 

Well, it's very simple.  Content is nothing without consumers.  Do even more to eliminate consumers and even less to attract them, *kinda like what we're doing here,* and yes, of course, we'll be running into problems.

Consumers, these days, spend a lot of their own money on content online.  This platform offers them a better deal than some of the largest corporations on the planet, straight out the box.  We squander that potential, tell nobody, and pay people to look away?  *That just seems a bit off to me.*



     
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@pixresteemer ·
<center>![pixresteemer_incognito_angel_mini.png](https://files.peakd.com/file/peakd-hive/pixresteemer/8h7BBw1w-pixresteemer_incognito_angel_mini.png)</center><center>Bang, I did it again... I just rehived your post!</center><center>Week 63 of my [contest](/hive-179017/@pixresteemer/the-re-hive-contest-results-week-62-and-start-week-63) just started...you can now check the winners of the previous week!</center><center>!BEER</center><center><sub>1</sub></center>
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@ykretz ·
$0.04
I'm almost sure I'm delegating all of the 13 tokens 😅 so that's totally relatable for me 🙂
!PIZZA !LUV
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vote details (2)
@pizzabot ·
<div class='pull-right'><center><sup>Connect</sup></center><p><a href="https://discord.gg/Q9bQAKpWGS"><img src="https://files.peakd.com/file/peakd-hive/pizzabot/AKF96fKjnX3wjXERHcKAFHaoHnfTVhXqPjXVz8E1Th9nPiJqmFtaycosVpPBZ7z.png"></a></p></div><div class='pull-right'><center><sup>Trade</sup></center><p><a href='https://hive-engine.com/?p=market&t=PIZZA'><img src="https://files.peakd.com/file/peakd-hive/pizzabot/23sxbi2M4UjELDzQjxPdzubdgfMjHTCtA1xueyxmnhJUrB8136VyK3pqynyWYiZYF9HrC.png"></a></p></div><center><br> <p>@brofund! I sent you a slice of <strong><em>$PIZZA</em></strong> on behalf of @ykretz.</p> <p>Learn more about <strong><em>$PIZZA Token</em></strong> at <a href="https://hive.pizza">hive.pizza</a> <sub>(1/10)</sub></p> </center><div></div>
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