create account

Steem Sincerity - New API Data and Methods by andybets

View this thread on: hive.blogpeakd.comecency.com
· @andybets · (edited)
$137.21
Steem Sincerity - New API Data and Methods
<center>
![](https://steemitimages.com/DQmZejyqAnYoWWMw7iiyuNUdrUGr1ckbpTZkSpuhZ9KHF3d/image.png)
</center>

### Sincerity Project Update
I have been collecting some extra information over the last couple of weeks, and have now changed the Sincerity API to make this data available to 3rd party developers.

The database now stores all accounts which have commented or voted in the most recent 14 day period (previously it was only those which commented). This is currently 122,629 accounts, which I think is a reasonable measure of active accounts. It also stores two weeks of comments and votes (currently 2,304,680 comments and 10,889,570 votes).

It is also collecting message transfers (<=0.01 STEEM/SBD) and transfers to paid post promotion services. This data seemed most relevant to some of the main aims of this project, but I may expand it further to collect all transfers in future.

I have added some extra fields to the `account_period_summary` data, including `comment_exchange_count`. This is a simple attempt to measure social engagement. If account B comments in reply to a comment by account A, and account A responds back, that is an 'exchange' by A. The more of these an account has made, the more engaged they may be thought to be.

I have also added several new API methods, and you can find more details in the [API specification page](https://multi.tube/s/api/).

In summary, the new methods provide access to some of the extra information being collected and also to basic account information. You can for example see the [active accounts with the highest reputation](https://multi.tube/s/api/active-accounts-highest-reputation/), [most engaged accounts](https://multi.tube/s/api/active-accounts-most-engaged/) and the [most promoted posts](https://multi.tube/s/api/most-promoted-posts/).

The new information hasn't yet been incorporated into the spam classification algorithm, but this will probably happen soon if any of these 'features' look helpful when I do the next training round.

As usual, I will make much of this data available for end-users through steemreports.com in the next day or so.
👍  , , , , , , , , , , , , , , , , , , , , , , ,
properties (23)
authorandybets
permlinksteem-sincerity-new-api-data-and-methods
categorysteemdev
json_metadata{"tags":["steemdev","steem","spam","api","steem-sincerity"],"image":["https://steemitimages.com/DQmZejyqAnYoWWMw7iiyuNUdrUGr1ckbpTZkSpuhZ9KHF3d/image.png"],"links":["https://multi.tube/s/api/","https://multi.tube/s/api/active-accounts-highest-reputation/","https://multi.tube/s/api/active-accounts-most-engaged/","https://multi.tube/s/api/most-promoted-posts/"],"app":"steemit/0.1","format":"markdown"}
created2018-04-29 12:13:03
last_update2018-04-29 19:52:36
depth0
children9
last_payout2018-05-06 12:13:03
cashout_time1969-12-31 23:59:59
total_payout_value104.470 HBD
curator_payout_value32.741 HBD
pending_payout_value0.000 HBD
promoted0.000 HBD
body_length2,126
author_reputation15,189,090,569,005
root_title"Steem Sincerity - New API Data and Methods"
beneficiaries[]
max_accepted_payout1,000,000.000 HBD
percent_hbd10,000
post_id52,817,856
net_rshares21,548,509,777,293
author_curate_reward""
vote details (24)
@a-0-0 ·
If you want me to upvote and resteem your post to my 36,000+ followers for free click here: https://steemit.com/free/@a-0-0/4uvgsy
properties (22)
authora-0-0
permlinkre-andybets-steem-sincerity-new-api-data-and-methods-20180429t121315828z
categorysteemdev
json_metadata{"tags":["steemdev"],"links":["https://steemit.com/free/@a-0-0/4uvgsy"],"app":"steemit/0.1"}
created2018-04-29 12:13:15
last_update2018-04-29 12:13:15
depth1
children0
last_payout2018-05-06 12:13:15
cashout_time1969-12-31 23:59:59
total_payout_value0.000 HBD
curator_payout_value0.000 HBD
pending_payout_value0.000 HBD
promoted0.000 HBD
body_length130
author_reputation-4,863,186,238,920
root_title"Steem Sincerity - New API Data and Methods"
beneficiaries[]
max_accepted_payout1,000,000.000 HBD
percent_hbd10,000
post_id52,817,892
net_rshares0
@cardboard ·
$0.14
Awesome job :) The connection with Chrome steem extension gave interesting results, its fun to check how accurate the classification is :)
👍  
properties (23)
authorcardboard
permlinkre-andybets-steem-sincerity-new-api-data-and-methods-20180430t070602774z
categorysteemdev
json_metadata{"tags":["steemdev"],"app":"steemit/0.1"}
created2018-04-30 07:06:03
last_update2018-04-30 07:06:03
depth1
children2
last_payout2018-05-07 07:06:03
cashout_time1969-12-31 23:59:59
total_payout_value0.110 HBD
curator_payout_value0.034 HBD
pending_payout_value0.000 HBD
promoted0.000 HBD
body_length138
author_reputation31,522,757,177,122
root_title"Steem Sincerity - New API Data and Methods"
beneficiaries[]
max_accepted_payout1,000,000.000 HBD
percent_hbd10,000
post_id52,977,928
net_rshares23,590,146,968
author_curate_reward""
vote details (1)
@andybets ·
$1.25
Thanks! Would you say there are more accounts wrongly labelled spammers or accounts wrongly labelled humans?
👍  
properties (23)
authorandybets
permlinkre-cardboard-re-andybets-steem-sincerity-new-api-data-and-methods-20180430t094820857z
categorysteemdev
json_metadata{"tags":["steemdev"],"app":"steemit/0.1"}
created2018-04-30 09:48:21
last_update2018-04-30 09:48:21
depth2
children1
last_payout2018-05-07 09:48:21
cashout_time1969-12-31 23:59:59
total_payout_value0.938 HBD
curator_payout_value0.309 HBD
pending_payout_value0.000 HBD
promoted0.000 HBD
body_length108
author_reputation15,189,090,569,005
root_title"Steem Sincerity - New API Data and Methods"
beneficiaries[]
max_accepted_payout1,000,000.000 HBD
percent_hbd10,000
post_id53,000,657
net_rshares202,333,095,375
author_curate_reward""
vote details (1)
@cardboard · (edited)
$0.14
Hard question but probably more humans wrongly labbeled spammers. Maybe because they create a lot of short posts? Like a photo or meme posts, but they dont spam at comnents (so much:)
👍  
properties (23)
authorcardboard
permlinkre-andybets-re-cardboard-re-andybets-steem-sincerity-new-api-data-and-methods-20180430t171051712z
categorysteemdev
json_metadata{"tags":["steemdev"],"app":"steemit/0.1"}
created2018-04-30 17:10:54
last_update2018-04-30 17:11:24
depth3
children0
last_payout2018-05-07 17:10:54
cashout_time1969-12-31 23:59:59
total_payout_value0.106 HBD
curator_payout_value0.034 HBD
pending_payout_value0.000 HBD
promoted0.000 HBD
body_length183
author_reputation31,522,757,177,122
root_title"Steem Sincerity - New API Data and Methods"
beneficiaries[]
max_accepted_payout1,000,000.000 HBD
percent_hbd10,000
post_id53,072,566
net_rshares23,590,146,968
author_curate_reward""
vote details (1)
@cardboard ·
tipuvote! 1
properties (22)
authorcardboard
permlinkre-andybets-steem-sincerity-new-api-data-and-methods-20180430t070638153z
categorysteemdev
json_metadata{"tags":["steemdev"],"app":"steemit/0.1"}
created2018-04-30 07:06:39
last_update2018-04-30 07:06:39
depth1
children0
last_payout2018-05-07 07:06:39
cashout_time1969-12-31 23:59:59
total_payout_value0.000 HBD
curator_payout_value0.000 HBD
pending_payout_value0.000 HBD
promoted0.000 HBD
body_length11
author_reputation31,522,757,177,122
root_title"Steem Sincerity - New API Data and Methods"
beneficiaries[]
max_accepted_payout1,000,000.000 HBD
percent_hbd10,000
post_id52,978,012
net_rshares0
@mghufroncholid31 ·
Amazing opinion
properties (22)
authormghufroncholid31
permlinkre-andybets-steem-sincerity-new-api-data-and-methods-20180508t001032925z
categorysteemdev
json_metadata{"tags":["steemdev"],"app":"steemit/0.1"}
created2018-05-08 00:10:42
last_update2018-05-08 00:10:42
depth1
children0
last_payout2018-05-15 00:10:42
cashout_time1969-12-31 23:59:59
total_payout_value0.000 HBD
curator_payout_value0.000 HBD
pending_payout_value0.000 HBD
promoted0.000 HBD
body_length15
author_reputation169,159,211,062
root_title"Steem Sincerity - New API Data and Methods"
beneficiaries[]
max_accepted_payout1,000,000.000 HBD
percent_hbd10,000
post_id54,468,997
net_rshares0
@steevc ·
$0.15
That's a lot of data to process, but it seems to be giving good results. I see a few genuine people getting labelled as spammers, so maybe they need to look into how they post
👍  
properties (23)
authorsteevc
permlinkre-andybets-steem-sincerity-new-api-data-and-methods-20180429t130932499z
categorysteemdev
json_metadata{"tags":["steemdev"],"app":"steemit/0.1"}
created2018-04-29 13:09:33
last_update2018-04-29 13:09:33
depth1
children1
last_payout2018-05-06 13:09:33
cashout_time1969-12-31 23:59:59
total_payout_value0.116 HBD
curator_payout_value0.031 HBD
pending_payout_value0.000 HBD
promoted0.000 HBD
body_length175
author_reputation1,370,704,195,400,760
root_title"Steem Sincerity - New API Data and Methods"
beneficiaries[]
max_accepted_payout1,000,000.000 HBD
percent_hbd10,000
post_id52,826,488
net_rshares23,472,196,233
author_curate_reward""
vote details (1)
@andybets ·
Thanks for the feedback. It's helpful to get corrections through SteemPlus by reputable accounts, as it reduces the checking I need to do. I will look at some of the corrections you submitted, and see if anything occurs to me.
properties (22)
authorandybets
permlinkre-steevc-re-andybets-steem-sincerity-new-api-data-and-methods-20180429t133617533z
categorysteemdev
json_metadata{"tags":["steemdev"],"app":"steemit/0.1"}
created2018-04-29 13:36:15
last_update2018-04-29 13:36:15
depth2
children0
last_payout2018-05-06 13:36:15
cashout_time1969-12-31 23:59:59
total_payout_value0.000 HBD
curator_payout_value0.000 HBD
pending_payout_value0.000 HBD
promoted0.000 HBD
body_length226
author_reputation15,189,090,569,005
root_title"Steem Sincerity - New API Data and Methods"
beneficiaries[]
max_accepted_payout1,000,000.000 HBD
percent_hbd10,000
post_id52,830,945
net_rshares0
@tipu ·
<center><p><strong>Hi @andybets! You have received 1.0 SBD @tipU upvotehttps://i.imgur.com/JFq6JWX.png! from @cardboard !</strong></p><p>@tipU pays <a href="https://steemit.com/steem/@tipu/tipu-is-looking-for-steem-power-delegators-pays-out-100-of-profit-50-of-curation-rewards-to-investors" rel="noopener">100% profit + 50% curation rewards to all investors</a> and allows to <a href="https://steemit.com/steemit/@tipu/introducing-tipu-auto-reinvest-option-for-investors-sp-delegators">automatically reinvest selected part of the payout</a>.</p><hr>https://i.imgur.com/bfNKpkp.gif<br></center>
properties (22)
authortipu
permlinkre-steem-sincerity-new-api-data-and-methods-20180430t070818
categorysteemdev
json_metadata""
created2018-04-30 07:08:27
last_update2018-04-30 07:08:27
depth1
children0
last_payout2018-05-07 07:08:27
cashout_time1969-12-31 23:59:59
total_payout_value0.000 HBD
curator_payout_value0.000 HBD
pending_payout_value0.000 HBD
promoted0.000 HBD
body_length594
author_reputation55,902,105,514,997
root_title"Steem Sincerity - New API Data and Methods"
beneficiaries[]
max_accepted_payout1,000,000.000 HBD
percent_hbd10,000
post_id52,978,251
net_rshares0