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Positive Phrases | Text Mining | Win a 2.5k HP Delegation by abh12345

View this thread on: hive.blogpeakd.comecency.com
· @abh12345 ·
$29.45
Positive Phrases | Text Mining | Win a 2.5k HP Delegation
It was [September 2018](https://hive.blog/contest/@abh12345/positive-phases-commentators-contest-win-a-month-long-1000-steem-power-delegation) when I last did something like this and it's time to dust of some code and find out who's been positive in their commentary on Hive.

<center>
![image.png](https://images.hive.blog/DQmeBmG5Wiy55AWMPG9ijBP5quUTptn5kV7fCCFdW49CTQa/image.png)
<sub><b>[source](https://hipwallpaper.com/view/YnfoeZ)</b></b>
</center>

The data I'm looking at are comments made from the 20th March 2020, 3 pm UTC right through until today.  You will need to ask for a chart to be in the running for the prize, which is 2.5k HP delegated to an account of your choice (yourself is fine!) for a month.

---------------

#### Text Mining / Text Analytics 
####

For a while now, I've been trying to surface various data and information using text held in posts/comments on Hive.  The approach has been quite straight-forward, it works (sort of), but is only really scratching the surface of what could be done with a bit more time and programming competency. 

Recently, I was passed [this link](https://www.datacamp.com/community/tutorials/text-analytics-beginners-nltk) by someone who I think can help me do more in depth and cool stuff in the future using the methods discussed in the article.

One of the text mining elements discussed is Sentiment Analysis.

> Quantifying users content, idea, belief, and opinion is known as sentiment analysis. User's online post, blogs, tweets, feedback of product helps business people to the target audience and innovate in products and services. Sentiment analysis helps in understanding people in a better and more accurate way. It is not only limited to marketing, but it can also be utilized in politics, research, and security. [source](https://www.datacamp.com/community/tutorials/text-analytics-beginners-nltk)

An off the top of my head example would be to use a sentiment analysis method on with all posts with say, #leofinance and #hive, or #leofinance and #bitcoin.

Would it be possible to collect this information from post/comments and find out how, in a given week, those discussing Hive or Bitcoin on leofinance feel about these coins?

No clue, but at some point i'd like to give it a go and find out.  And I wonder how it would compare to coingecko's feature that records user sentiment towards a token:

<center>
![image.png](https://images.hive.blog/DQmbR8RaoHkYToDQ6mq4S2NCMcwfHuf5qbzf6Mm1gryATK2/image.png)
<sub><b>[source](https://www.coingecko.com/en/coins/hive)</b></b>
</center>

-----------------------

Anyway, I'm not there with that yet, and so it's back to some dirty SQL script to find out who, based on my selection of words and phrases, has been positive in their comments on Hive since it arrived late March.  The words/phrases checked far are:

- I love this
- very kind
- much appreciated
- thank you so much
- fantastic
- well done
- thank you very much
- you are very kind
- hive on!
- I applaud you
- you rock
- excellent!
- i am very happy
- this is awesome
- my pleasure
- you are welcome
- congratulations
- a lovely
- great!


My results:


![image.png](https://images.hive.blog/DQmSepdnatU2ot4vNTsbLeCqsyXPyUdrmoLe9QXfUb1f2Zf/image.png)


And a grand total of 155, which I'm sure some of you will be able top.  Those who are verbose have an advantage, but do their comments contain enough positive words/phrases?

The person who requests a chart and has highest total wins a 2.5k HP delegation for a month.

Cheers,

Asher
👍  , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , and 480 others
👎  
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vote details (545)
@abh12345 ·
$0.11
I'm quite confident that no-one can match either of you on this and so I've sent the delegation out already :)

@jlufer - 2500
@dswigle - 1500

To be returned 1st August.

Well done both, and thank you for your positivity on Hive!
👍  ,
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vote details (2)
@dswigle ·
Wow!! Thank you so much, Asher! @abh12345 

I truly am at a loss for words and this is above and beyond! To get rewarded for something that you love doing makes it even sweeter!! I appreciate the extra bump you added. thank you for always trying to make Hive a better place.

I would also like to take a moment to congratulate @jlufer!! The man totally rocked it!! Nobody can touch his kindness!!

Thanks again!! Truly. You just made my month!!!

!tip .20
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@abh12345 ·
$0.03
It's my pleasure, you both deserve a boost to go along with the positivity you spread around the Hive.  Thank you!
👍  
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vote details (1)
@jlufer ·
Congratulations dear friend @dswigle as I said, nobody is more deserving of this award than you, I do not know another person who equals the sweetness you have when communicating with another person.

Thank you very much for being how you are
I wish you a wonderful day
👍  
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vote details (1)
@jlufer ·
how are you dear friend @ abh12345 good morning
What a pleasant surprise, I would never have thought that I had a chance of winning this delegation when I requested the information.

I want to congratulate you and thank you for the positive things you do for our social network and for the people, you are a worthy example to follow, having added another 1500 of delegation confirms it.

Thank you very much for what you do for all of us and especially for our beloved company Hive.
I take the opportunity to wish you a wonderful afternoon
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@abh12345 ·
Thank you for the kind words @julfer, you deserve this prize for your continuous positivity on Hive.

Thank you also for the tip, have a lovely week :)
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@tipu ·
&#127873; Hi @abh12345! You have received 0.2 HIVE tip from @dswigle!<br><p><strong>@dswigle wrote lately about: <a href=https://www.peakd.com/@dswigle/nearly-independence rel="noopener"> Nearly Independence </a></strong> Feel free to follow @dswigle if you like it :)</p><p><a href="https://peakd.com/steemit/@tipu/tipu-tips-guide" rel="noopener">Sending tips with @tipU - how to guide.</a></p>
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@aleestra ·
Wow, that’s so cool! I wonder if I am a positive person ♥️. Regards   👍
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@abh12345 ·
I'm sure you are!

There was 1 fantastic, 1 great!, 1 thank you very much :)
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@amico ·
A huge hug  🤗 and a little bit of !BEER 🍻 from @amico! 
___
Un caro abbraccio 🤗 e un po' di BEER 🍻 da @amico!
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@abh12345 ·
If only 'huge hug' was in the list :D

!BEER
👍  
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vote details (1)
@amico ·
So, I could add "a lovely" to my (selected) automatic comments, LOL!
!tip & hugs! 😀
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@beerlover ·
<div class='pull-right'>https://files.peakd.com/file/peakd-hive/beerlover/yiuU6bdf-beerlover20gives20BEER.gif<p><sup><a href='https://hive-engine.com/?p=market&t=BEER'>View or trade </a> <code>BEER</code>.</sup></p></div><center><br> <p> Hey @amico, here is a little bit of <code>BEER</code> from @abh12345 for you. Enjoy it!</p> <p>Learn how to <a href='https://peakd.com/beer/@beerlover/what-is-proof-of-stake-with-beer'>earn <b>FREE BEER</b> each day </a> by staking your <code>BEER</code>.</p> </center><div></div>
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@azircon ·
You know who in the old steem will win the prize?

![732481FF990A4C9DBD6FB24610BBC558.png](https://files.peakd.com/file/peakd-hive/azircon/iEkbjDpJ-732481FF-990A-4C9D-BD6F-B24610BBC558.png)

Just saying ;)
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@abh12345 ·
Haha :)

Well he would be excluded of course!
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@bala41288 ·
Nice one. Curious to know if I used any of those positive words. 😉 Please check my data. 
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@abh12345 ·
OK then.....

![image.png](https://files.peakd.com/file/peakd-hive/abh12345/jKrA611s-image.png)

139 in total, good!
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@bala41288 ·
Wow great. I didn't expect this much 😂
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@bashadow ·
$0.03
While I do not see myself as a negative person, I also do not really see myself as a positive person either, I feel I am pretty neutral, So a chart, would be nice. I am always up for a good experiment. *Thank you, what a lovely idea, I think this is awesome, you rock at charts. I applaud you for this excellent Idea.* there all prepped for the next go around.
👍  , , ,
properties (23)
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vote details (4)
@abh12345 ·
haha, yep, they will be in next time :)

![image.png](https://files.peakd.com/file/peakd-hive/abh12345/5RV59k73-image.png)

Cheers!
properties (22)
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@bashadow ·
Not to friendly, but not un-friendly, thank you. I do like these charts to see where I've been. 
properties (22)
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@beckie96830 ·
Hi sir, please I'd like to request a chart.
Thanks
properties (22)
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@beckie96830 ·
@abh12345, my kind words don't go as far back as March. Will I still get a chart?
properties (22)
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@abh12345 ·
Yes, you have 3	'congratulations' and 4 'thank you so much' :)
properties (22)
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@beckie96830 ·
😂😂😂
After all my kind words. 
I think I didn't use the usual one. I know I've said more than that.

Regardless I'll just sit and watch who the winner is. 
properties (22)
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@beerlover ·
<div class='pull-right'>https://files.peakd.com/file/peakd-hive/beerlover/yiuU6bdf-beerlover20gives20BEER.gif<p><sup><a href='https://hive-engine.com/?p=market&t=BEER'>View or trade </a> <code>BEER</code>.</sup></p></div><center><br> <p> Hey @abh12345, here is a little bit of <code>BEER</code> from @amico for you. Enjoy it!</p> <p>Learn how to <a href='https://peakd.com/beer/@beerlover/what-is-proof-of-stake-with-beer'>earn <b>FREE BEER</b> each day </a> by staking your <code>BEER</code>.</p> </center><div></div>
properties (22)
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json_metadata"{"app": "beem/0.23.11"}"
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@bhoa ·
$0.02
Please can i request a chart
👍  , ,
properties (23)
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vote details (3)
@abh12345 ·
Sure :)

![image.png](https://files.peakd.com/file/peakd-hive/abh12345/dwhdELvS-image.png)

55, not bad.
properties (22)
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@bhoa ·
That's nice  ... wish I was here since march.. thanks
properties (22)
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@bil.prag ·
i think i have zero (0) of those. could the winner be one with non? :D

hit me with it if you want :D
properties (22)
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@abh12345 ·
fantastic	1
I love this	1

:)
properties (22)
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@bil.prag ·
did i won? :D
properties (22)
authorbil.prag
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@brittandjosie ·
Ok i know this one so , hit me up with this one aswell, and see if i use 
love this,very kind,much appreciated, thank you so much, fantastic, well done, thank you very much, you are very kind, hive on! I applaud you, you rock, excellent! i am very happy, this is awesome, my pleasure, you are welcome, congratulations, a lovely, great!and see what my end results are. 
Cheers Britt
properties (22)
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permlinkre-abh12345-qcujsp
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@abh12345 ·
![image.png](https://files.peakd.com/file/peakd-hive/abh12345/w4jySA4q-image.png)

100 in total, pretty good!
properties (22)
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@brittandjosie ·
Well done , hahhaha the rally hostess trying to cheer them on to the next blog, well done to me and 100 is pretty good
properties (22)
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@chireerocks ·
@abh12345, One more great **Initiative** to boost **Engagement** and **Effective Activity**, and to encourage those who are spreading **Positivity**.

Keep up with your awesome work and my good wishes are with you. Stay blessed always.
properties (22)
authorchireerocks
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@cmplxty ·
I'd like to see what mine looks like my friend! Thanks!
This is awesome
Great!

LOL I was just trying to boost mine a little bit with some of those words ;) 
👍  , ,
properties (23)
authorcmplxty
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vote details (3)
@abh12345 ·
Sadly the boosts wont help as the query end date was 3pm UTC today :P

Let's see...

![image.png](https://files.peakd.com/file/peakd-hive/abh12345/pPeAGNjm-image.png)

96 in total and 'fantastic' leading the way in style!
properties (22)
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@cmplxty ·
Hahaha maybe I use that word a little too much. I figured, good luck to whomever wins the delegation!

Thanks for pulling the data!
properties (22)
authorcmplxty
permlinkre-abh12345-qcp8or
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json_metadata{"tags":["positivity"],"app":"peakd/2020.06.2"}
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@cmplxty ·
Is there any way you could plug in "awesome" to it as well? I think I use that one a hell of a lot lol
properties (22)
authorcmplxty
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@codingdefined ·
Would love to see mine too
👍  ,
properties (23)
authorcodingdefined
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json_metadata{"tags":["positivity","engagement","contest","ocd","palnet","neoxian","leofinance","hive"],"app":"esteem/2.2.5-mobile","format":"markdown+html","community":"hive-125125"}
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vote details (2)
@abh12345 ·
Just one 'a lovely' and one 'much appreciated' for you - perhaps your positivity shines using different words :)
properties (22)
authorabh12345
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@codingdefined ·
That's bad, might be I am showing the positivity with different vocabulary altogether.
properties (22)
authorcodingdefined
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@creativemary ·
UUUU so cool, I would love to see my chart hihi
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@abh12345 ·
Thanks, let's see....

![image.png](https://files.peakd.com/file/peakd-hive/abh12345/PueJjVaG-image.png)

137 in total and a nice selection :)
👍  
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vote details (1)
@creativemary ·
Ooo I have a couple of words I need to use more. Hmmm thank you. Let me start now with you hihi

Asher, I am very happy that you rock it with the Engagement League. Well done! All of this work you've been doing for all of us busy bees... This is awesome.

Uuu better😁😂🐝🐝
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@daysiselena ·
Hey, buddy, I'd like to see mine, too. Thanks
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@abh12345 ·
You have 4 'congratulations' :D
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@dswigle ·
Oh!! Do me! I need the SP to feed the fishes! This is absolutely great! I love this kind of contest! Well done! I applaud you for thinking of this! Congratulations on your 100,000 SP yourself!

It is very kind of you to think of us and it is appreciated! You rock! I am very happy to be part of all of this! You always have such fantastic ideas! A lovely day to you! Rock on!

!tip
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@abh12345 ·
$0.05
Well if you don't win this time, things are looking good for the next one! :D

![image.png](https://files.peakd.com/file/peakd-hive/abh12345/FahWUS8t-image.png)

650!  I might as well send the delegation over right now! 

Bravo, can we have a thousand more @dswigle's here please?!
👍  ,
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vote details (2)
@beckie96830 ·
Wow. I didn't expect a lot of thank you so much from @dswigle. You're generous in distributing kind words. I hope I get mine some day.
Thank you. 🥺🥺🥺
👍  
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vote details (1)
@cmplxty ·
$0.03
Holy crap that's a lot of thank you's! I like it! Keep it up @dswigle, ousted me as the current top contender for this. Indeed if we could have more doing this, imagine how many would love this place to stay!
👍  ,
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vote details (2)
@dswigle ·
Had to make it bigger so I could see what I was saying way too much and what I never say! Here's hoping that I do well enough to get it, it would be awesome to be able to have a bigger vote. Thanks for doing that for me!

I'm going to take this post home with me so more people will know that this is going on! Thanks so much, Asher! @abh12345

!tip
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@kristyglas ·
wooow I'm just gonna go ahead and congratulate @dswigle :D Awesomely done!
👍  
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vote details (1)
@tipu ·
&#127873; Hi @abh12345! You have received 0.1 HIVE tip from @dswigle!<br><p><strong>Check out <a href=https://www.steempeak.com/@dswigle>@dswigle blog here</a> and follow if you like the content :)</strong></p><p><a href="https://peakd.com/steemit/@tipu/tipu-tips-guide" rel="noopener">Sending tips with @tipU - how to guide.</a></p>
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@fun2learn ·
It is incredible that this post has over 200 comments. You have definitely initiated many wonderful projects that increase the engagement on the Hive platform. May more people like you around!

!tip 0.2
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@abh12345 ·
Yes it seems people like data, and the chance to win a little prize :)

![image.png](https://files.peakd.com/file/peakd-hive/abh12345/TmU8ZFSR-image.png)

Thank you very much for the tip!
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@gabrielatravels ·
I used to get this kind of comments on my posts for a long while, which made me pretty angry since I spend some good hours on creating an article and I would like people to actually read it, but now I'm pretty curious how I'm doing for the others :D
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@abh12345 ·
Let's have a look....

![image.png](https://files.peakd.com/file/peakd-hive/abh12345/MgC70H9X-image.png)

91 in total, a good effort :)
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@gabrielatravels ·
Awesome! Though, these are the most often answers I give to people who are reading my posts while the comments I leave to the others are never repetitive and too short, hahaha 😄
👍  , , , ,
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vote details (5)
@galenkp ·
Me please sir. May I have a chart?
properties (22)
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@abh12345 ·
You certainly can...

![image.png](https://files.peakd.com/file/peakd-hive/abh12345/kG3KNMlI-image.png)

111, a solid total.
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@galenkp ·
Winner winner chicken dinner? Lol.
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@glenalbrethsen ·
Hey, @abh12345.

If you're still handing out positivity graphs, I'd surely like to see if I have any. :)
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@abh12345 ·
$0.05
As long as the requests arrive I'm game :)

![image.png](https://files.peakd.com/file/peakd-hive/abh12345/r3OSJz77-image.png)

How's tricks over there Glen?  Picking up more hours at work?
👍  
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vote details (1)
@glenalbrethsen ·
$0.03
Hey, @abh12345.

Okay. So, this was kind of what I expected when I saw the words/phrases to be explored. I tend to just thank you, rather than thank you very much or something longer. At any rate, I can stand to pick up the positivity. :)

re: work

Still, pretty slow. Work this month was roughly 40 hours more than in May, so that's certainly a bit better, but now we're seeing the largest numbers of COVID-19 by far since this whole thing started, and I'm afraid we'll be shutting down or regressing or something again. It's not helping that quite a few of the states around us have already moved to close things.

Our governor wants people to stay local for the July 4th weekend. Good luck. In a little over two weeks, I'm supposed to be helping my son drive a moving truck so he and his family can live in South Carolina. He got a job there, but it's 3,000 miles away. Now, I'm concerned we might get stuck there because flights back could be cancelled.
👍  , , , , , , , ,
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vote details (9)
@hivebuzz ·
Congratulations @abh12345! You have completed the following achievement on the Hive blockchain and have been rewarded with new badge(s) :

<table><tr><td><img src="https://images.hive.blog/60x60/http://hivebuzz.me/badges/topcommentedday.png"></td><td>Your post generated a lot of interactions and was the most commented of the day</td></tr>
</table>

<sub>_You can view [your badges on your board](https://hivebuzz.me/@abh12345) And compare to others on the [Ranking](https://hivebuzz.me/ranking)_</sub>
<sub>_If you no longer want to receive notifications, reply to this comment with the word_ `STOP`</sub>


To support your work, I also upvoted your post!


**Do not miss the last post from @hivebuzz:**
<table><tr><td><a href="/hivebuzz/@hivebuzz/farewell-lizziesworld"><img src="https://images.hive.blog/64x128/https://files.peakd.com/file/peakd-hive/hivebuzz/MdTLbKWz-cover.png"></a></td><td><a href="/hivebuzz/@hivebuzz/farewell-lizziesworld">The Hive community is in mourning. Farewell @lizziesworld!</a></td></tr></table>
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@abh12345 ·
300 and counting, yikes!
👍  
properties (23)
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vote details (1)
@hivebuzz ·
Baam you are back on track @abh12345! Being the best role model for your Engage project 😉
cheers, lizanomadsoul<div class="pull-right"><a href="/@hive.engage">![](https://i.imgur.com/XsrNmcl.png)</a></div>
👍  , , , , , , , , , , ,
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vote details (12)
@improbableliason ·
This like an excellent project and a great statistic to have,

Would love to see where I rate, Have only been on Hive for 22 days, but will still be interested
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@abh12345 ·
Thanks!

![image.png](https://files.peakd.com/file/peakd-hive/abh12345/fLcAuiLe-image.png)

22 days isn't long at all and considering this, I think not bad at all :)
properties (22)
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@improbableliason ·
Lol, thanks, its looking good :) much appreciated. I have bookmarked this post as it will be indicative of those who intrinsically are Good :) 
which I am finding is the majority of people on HIVE 
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@jlufer ·
Hello dear friend @ abh12345 good afternoon, I love this measurement, I would love to know how kind I am
I appreciate the time you invest in this type of information
have a beautiful afternoon
👍  
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vote details (1)
@abh12345 ·
Thank you :)

![image.png](https://files.peakd.com/file/peakd-hive/abh12345/X2GYoo17-image.png)

Well! 701 is the total, amazing!

Thank you for your positivity on Hive!
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@brittandjosie ·
One word WOW @jluferover 600 my god you are good
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@jlufer ·
Thank you very much for the information dear friend @ abh12345 That looks very good
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@kristyglas ·
Please do mine :D This actually got me hyped haha. It's nice to see appreciation for positivity ^^
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@abh12345 ·
Ahh good, Mondays need a lift for sure :)

![image.png](https://files.peakd.com/file/peakd-hive/abh12345/XKd5aOSS-image.png)

Thanks for stopping by!
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@kristyglas · (edited)
Thank you very much ;) hihi this is a bit of surprise :D I thought I used this is awesome way more, certainly interesting graph ^^
I guess I use cool and nice more instead :D
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@looftee ·
How do I check mine?

I post a lot of positive posts, would love to see how my comments goes...
👍  ,
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vote details (2)
@abh12345 ·
Just one 'I love this' in your comments on Hive - you must save the positivity for the posts!
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@looftee ·
lol, thanks for sharing.
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@meesterboom · (edited)
Oh go on man, I would love to see if I am on the scale. Whilst I think I'm a positive person I don't know if a lot of the wordings above are quite the things that I would say but you never know!! 

And who can resist a bit of durty SQL!!
👍  , ,
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vote details (3)
@abh12345 ·
$0.04
You seem, based on 100 beer review videos, like a positive chap to me, and that's prior to getting sloshed, I think!

![image.png](https://files.peakd.com/file/peakd-hive/abh12345/WMFaMJpT-image.png)

If only 'top donk' was in the list?!
👍  
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vote details (1)
@meesterboom ·
Hehe, that's not bad. I thought excellent would have been more but then realised that I was saying it a lot and tried to calm it down.

Top donk though, that's my fecking favourite!
👍  
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vote details (1)
@tarazkp ·
Bodacious dude.
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@meesterboom ·
:0D
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@melinda010100 · (edited)
Count me in! I'd love to see how I compare with these words! ❤️ It has been much too long since you did one of these... Positive words are always fun! 
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@abh12345 ·
Almost two years, time flies!

![image.png](https://files.peakd.com/file/peakd-hive/abh12345/HzWSBVNr-image.png)

221 in total and I think that makes you a clear 3rd, very good!
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@melinda010100 ·
Looks like I say lovely and fantastic far too often! 😀 @jlufer is clearly the very best at saying nice things. 

Two years! I remember when you did the first one. Time does fly. 
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@nickyhavey ·
Perhaps "awesomesauce" and "amazeballs" can be added for @traciyork haha! 

I am a little nervous, like to think I'm a positive comment giver given the previous charting on the "swear list". I'll put that down to all my positive vibes being emphasised by the casual f bomb haha!

Let's have it please Mr Asher! 
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@abh12345 ·
Traci would win by a mile with those badboy phrases included.

It's good to mix it up - 'fucking excellent!' would earn a point on both posts :)

![image.png](https://files.peakd.com/file/peakd-hive/abh12345/GxOQyVhF-image.png)

54, not bad based on the charts so far.  I wonder when Traci and the EL bunch will show up - there will likely be some 100+ scores in there I think.
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@nickyhavey ·
Well that's fucking great!

Was expecting much worse with the whole, you know, being a part timer thing 😏

I think you should do a separate one for Traci haha! With and without "awesomesauce" 😁
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@traciyork ·
Geez, @nickyhavey & @abh12345 - no wonder my ears are burning! 🤣 

Okay, I'm game - whilst I'm a bit nervous since I've been lacking in the comment department for a bit, I'm hoping to at least hit double digits with the positive ones... 😝 

Although now that I see that @dswigle has arrived, we should probably all just give in and the prize over to her... 😊🤗
👍  
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vote details (1)
@por500bolos ·
## I just think you should have included *"Yeah!"* on that bunch of positive words and phrases too. :p
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@abh12345 ·
Yeah! probably :)
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@por500bolos ·
***Yeah!*** *...indeed!! :)*

<a href="https://www.youtube.com/watch?v=aV41fonkhFo"><img src="https://slots.info/wp-content/uploads/2018/02/jackpot.jpg" alt="Jackpot"/></a></center>
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@powerfulwonders ·
This is a brilliant idea, and I'm fascinated by the code / logic being used to parse it. Go on then, please can you do me a chart? Not that I use many of those phrases, but still I'm very curious now :-)
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@abh12345 ·
Thanks very much :)

There's not a lot of code using this approach, I'm just looking for words and short phrases.  The plan is to take more of a look at what's in the links above and try something a bit 'smarter' in the future.

Sadly, no results - I did have a skim through your comments and whilst they are positive, nothing matched the above.

Thanks for stopping by.
👍  
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vote details (1)
@powerfulwonders ·
$0.03
I think it is a fantastic idea, and I'm already thinking about the design of a parser that checks colocated words to try to determine positive/negative lexis :-) Thanks for checking my comments - I do my best to be positive and isn't it interesting that I don't quite hit that list of phrases? :-) Food for thought. I can't wait to see how this project evolves and where it ends up :-)
👍  , , , , , ,
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vote details (7)
@russellstockley ·
I think I am a positive person, I certainly support the positive, would be very interested to see where I rate on this

What an excellent and positive idea, Love it :)
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@abh12345 ·
Thank you :)

![image.png](https://files.peakd.com/file/peakd-hive/abh12345/I8wI6BPH-image.png)

No bad but likely you use other expressions?
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@russellstockley ·
well that's not what I expected , lol,
But thanks for the stats. 

Will pick up my game I think
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@stevenwood ·
Hmm This is an intriguing concept and a pointed, niche'd down piece of analysis. I am not certain the phrases used apply to me bar two perhaps but I would be curious to see where I would rank on the positivity scale. 

Your data-fetish fascinates me Asher and always makes for a compelling spell lost to numbers and charts, I know it shouldn't but I too enjoy graphs, charts and interesting metrics to give a visual representation of a narrative.

Hope the week is going fabulously well mate :)
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@abh12345 ·
Thanks Steven!

I'm always trying to come up with something of interest, it doesn't always work but it seems we are not alone in seeking data.

![image.png](https://files.peakd.com/file/peakd-hive/abh12345/vIguNpww-image.png)

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@suheri ·
Can I know my presence in this row of positive people?
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@abh12345 ·
Yes, let's see...

![image.png](https://files.peakd.com/file/peakd-hive/abh12345/3XhxjBCr-image.png)

One of the longest phrases, 20 times :)
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@suheri ·
Hehehe... It seems like it's very little ..
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@tarazkp ·
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vote details (3)
@abh12345 ·
$0.05
51 :) 

![image.png](https://files.peakd.com/file/peakd-hive/abh12345/DDv0S6Ss-image.png)

What do you reckon to a go at Sentiment Analysis?

👍  
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vote details (1)
@tarazkp ·
I think it works to some degree, but the problem is going to be that there is a wide range of language skill and background. I think it would require a far larger sampling and then cross-referenced with all other data surrounding an account - Facebook style :d

I like these though, it is fun and I would like to see more :)

What I do like is that I have a fair few "you are welcome" comments, which means I have helped at least 14 people in some way on-chain :)
👍  , ,
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vote details (3)
@bhoa ·
You are a nice person with a lot of quality content.. you feel like the winner already to me
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@teenagecrypto ·
I don't comment all the time so.
👍  ,
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vote details (2)
@abh12345 ·
Yeah, just one 'you are welcome' for you.  I'll have to come up with something for those that don't comment all the time - the 'silence awards' :)
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@teenagecrypto ·
Yes the silence awards, they give upvotes but never comment 
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@theresa16 ·
Awesome, dude, I'd like to see what mine looks like. This is great.
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@abh12345 ·
Thanks :)

You have 1 'congratulations'.
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@tipu ·
&#127873; Hi @abh12345! You have received 0.1 HIVE tip from @dswigle!<br><p><strong>Check out <a href=https://www.steempeak.com/@dswigle>@dswigle blog here</a> and follow if you like the content :)</strong></p><p><a href="https://peakd.com/steemit/@tipu/tipu-tips-guide" rel="noopener">Sending tips with @tipU - how to guide.</a></p>
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@tipu ·
<p><strong>&#127873; Hi @abh12345! You have received 0.2 HIVE tip from @fun2learn!</strong></p><p><a href="https://peakd.com/steemit/@tipu/tipu-tips-guide" rel="noopener">Sending tips with @tipU - how to guide.</a></p>
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@tobias-g ·
$0.11
Nice, not sure how deep down the rabbit hole you've gone on this. However, if you do decide to go down the route of the tutorial, I'd recommend choosing a different data set as the one mentioned is movie reviews, essentially someone has labeled a ton on movie reviews which the model will use to classify against, the more relevant the type of content, the more relevant the sentiment usually. Fortunately, there are tons of similar labelings for various frameworks:

https://www.kaggle.com/search?q=sentiment

A method that is slightly less upfront work and could yield interesting result might be something like:

https://azure.microsoft.com/en-us/services/cognitive-services/text-analytics/

which would simply be an API request, you get 5,000 transactions free a month. I can't comment on the accuracy though as the last time I used it was a couple of years ago and was chat transcript classification. 

While I'm here, I might as well ask for a chart too 👍. Could I get one for @quello as that account is much more active than my blog 🙈
👍  , , , , , , ,
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vote details (8)
@abh12345 ·
$0.03
Awesome, thanks for the links and the advice.  There was a mention in the article of 'kaggle', although I've not read into it as yet.

I checked both your account and @quello, and no matches in comments i'm afraid.

If utopian was still around, this may have been different. Cheers.

!ENGAGE 15
👍  
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vote details (1)
@misterengagement ·
<center>  Thank you for your engagement on this post, you have recieved <code>ENGAGE</code> tokens.</center>
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@vincentnijman ·
This is fun! I tend to think that I'm pretty positive on here ( something I practice in real life too, one of many changes I made to cure myself from depression ) but as @meesterboom pointed out, I'm pretty sure I use different words and phrases. 

Feel welcome to present me with my results.

Cheers,

Vincent
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@abh12345 ·
Cheers! and thanks for the tip! 

![image.png](https://files.peakd.com/file/peakd-hive/abh12345/edAN4RTP-image.png)

31 and a nice variety here :)
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@vincentnijman ·
Nice! That sure shows that I usually use other phrases as I'm highly positive in comments haha

P.S. I'm pretty sure I haven't said Steem on a single time. 
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@wandereronwheels ·
@sidwrites @looftee you guys shoukd check this out!
👍  ,
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vote details (2)
@abh12345 ·
$0.02
Cheers for the shout-outs :D
👍  ,
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@wandereronwheels ·
Cheers!!
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@looftee ·
thanks a lot buddy. I hope I shared some positivity around.
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@wandereronwheels ·
You definitely are with your posts and comments! 😁
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@zayedsakib ·
I'd love to see mine too :)
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@abh12345 ·
A nice little selection here :)

![image.png](https://files.peakd.com/file/peakd-hive/abh12345/xI8AF4bW-image.png)

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@zayedsakib ·
Aww man. Hoped mine would be a little better, only 18! sigh! But now I  know exactly what to work on. *Thank You So Much* Brother. *Much appreciated*. 2 right there :V LOL
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