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every time
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[ SmokeDetector | MS ] No whitespace in answer, repeating characters in answer, blacklisted user: What is the difference between absolute and relative fitness? by Yvtgtv on biology.SE
tpu by K.Dᴀᴠɪs
[ SmokeDetector | MS ] Bad keyword in answer: Engine shuts off when gear is put in neutral by Jhezz on mechanics.SE
fp- by K.Dᴀᴠɪs
[ SmokeDetector | MS ] Blacklisted username: Loading PubNub with Require.js by donald j trump on stackoverflow.com
[ SmokeDetector | MS ] Link at end of answer: В чём разница между прокси и VPN? by Obzor Igr on ru.stackoverflow.com
naa- by Makyen on Loading PubNub with Require.js [MS]
tpu- by Makyen
 
12:38 AM
@Undo Awesome thanks - will play with it tomorrow
 
[ SmokeDetector | MS ] Offensive answer detected, toxic answer detected: What exactly do the sin, cos, tan buttons do on a calculator? by Oliver on math.SE
tpu- by K.Dᴀᴠɪs
 
Is downloading fine
 
Perspective is actually doing pretty well
Several ones where that's the only reason, too
 
Is kinda duplicating a reason though - so is the plan to depreciate offensive?
 
no, we want both
 
1:03 AM
[ SmokeDetector | MS ] Few unique characters in body, no whitespace in body, repeating characters in body: Exporting work from AI and placing into PSD for photo mockup - proper method/settings? by pbj_stack on graphicdesign.SE
tp- by WELZ
tpu- by Grant Garrison
 
2:05 AM
 
2:19 AM
fp- by Grant Garrison
 
@SmokeDetector v
 
2:38 AM
[ SmokeDetector | MS ] Potentially bad keyword in answer: How to shrink a Windows 10 partition by sun2sirius on superuser.com
 
2:49 AM
[ SmokeDetector | MS ] Bad NS for domain in body, bad keyword in body: consistently usage will help in by sgrcgjn on apple.SE
tpu- by Makyen
 
@SmokeDetector This is another case of double dipping on reasons (though, in this particular instance, entirely warranted)
 
this is a good double dip though
I thought of this ahead of time
This is the reason I wanted Perspective, actually -- when it's really blatant and gets hit by both, then it'll be autoflagged
At the same time however, the two reasons tend to be mutually exclusive when it comes to FPs
Perspective FPs on the stuff that has more subtle words like "stupid" that we don't explicitly blacklist (simply because it needs more context than a regex can handle)
Our blacklist FPs on the stuff that just has "fuck" but in context, which Perspective recognizes
 
I'm worried about Perspective and regex "double-dipping" and autoflagging a post that includes rude language, but is repairable
 
I mean, toxic answer hasn't hit an FP yet period
so I don't have a whole lot to base this on, other than what I've observed from the NAAs it catches occasionally
Although I will say that currently the two together is still not enough
But add in a watch of something and then it's three reasons
 
@quartata This would be an fp if it wasn't posted in the answer box
 
3:03 AM
@NobodyNada ...that looks like a bug
oh
 
@quartata In the else block of the code, in case you didn't notice
 
right
it's in the code block
I used to take the code blocks out
But I figured that including the code might be better
That's still not going to get autoflagged though
 
Another concern would be the ELU posts that discuss swearwords (MS search)
 
Notice how Perspective doesn't catch those though. It's smarter than that.
The one from 2 days ago (which was actually @JAD, LOL) was with Perspective on
 
@quartata is it though?
 
3:09 AM
I fixed that
That was on my end
 
Cool
 
(That's the reason I don't take the code blocks out anymore)
because if you take them out that post is basically just ass
not much to be done with that
 
I still don't like double dipping on reasons though. It feels misleading to the community. "Yeah, we have this highly tuned system that detects spam" and when someone digs in they see a post being flagged with 2 of the same reason. Sure, it should have been caught, but why are we cheating and essentially catching it twice so that it can be autoflagged?
@quartata Makes sense.
 
@Andy look i promise i'll finish the autoflagging NN in 6-8 weeks
you're right that considering the reasons independently is bad
 
BTW it seems Perspective seems to do a pretty good job with the ELU ones for the most part, but this is an example of one for which it fails
 
3:13 AM
@NobodyNada hrm
what was the score?
 
.88
or .85, the website seemed to change its mind
 
that's kinda rough
@NobodyNada here let me try
 
anyway, I think the best thing to do is just let it run for a while and see how it does. I'm concerned about double-dipping, but other than that I think Perspective is pretty awesome
 
Restart: API quota is 10196.
fp by Nisse Engström on How to shrink a Windows 10 partition [MS]
 
3:44 AM
[ SmokeDetector | MS ] Offensive answer detected, toxic answer detected: Authenticate user for socket.io/nodejs by Grace Green on stackoverflow.com
tpu- by DJMcMayhem
tpu by DJMcMayhem
tpu- by tripleee
fp by tripleee on Hibernate HQL error [MS]
naa by tripleee on Loading PubNub with Require.js [MS]
 
4:06 AM
!!/watch design4uweb\.com
 
@tripleee That pattern looks like it's already caught by Bad ns for domain in answer and Bad ns for domain in body; append -force if you really want to do that.
tpu- by tripleee
[ SmokeDetector | MS ] URL in title, bad keyword in body, bad keyword in title, blacklisted website in body, blacklisted website in title: menintalk.com/magnumax-australia/ by Okieshqwik on puzzling.SE (@Mithrandir @micsthepick)
[ SmokeDetector | MS ] Few unique characters in body, repeating characters in body, repeating words in title: sss sss sss sss sss sss by Peter on mathoverflow.net
tp- by tripleee
 
4:21 AM
@SmokeDetector tp-
 
@SmokeDetector tpu-
 
[ SmokeDetector | MS ] Bad NS for domain in body, blacklisted website in body, link following arrow in body, pattern-matching website in body: Keto Pro Diet To buy the Keto Expert by Nnllenkojose on graphicdesign.SE
 
@SmokeDetector k
 
@SmokeDetector tpu-
 
@SmokeDetector fp-
 
[ SmokeDetector | MS ] URL in title, bad keyword in body, bad keyword in title, blacklisted website in body, blacklisted website in title, +2 more: mylaviveeyeserum.com/magnumax-australia/ by dorothdsan on puzzling.SE (@Mithrandir @micsthepick)
tpu- by tripleee
API quota rolled over with 9717 requests remaining. Current quota: 19999.
math: 116
stackoverflow: 66
superuser: 33
english: 19
physics: 15
askubuntu: 14
codegolf: 12
bitcoin: 10
travel: 10
security: 9
unix: 9
serverfault: 8
mathoverflow.net: 8
gis: 8
apple: 6
electronics: 6
hinduism: 5
islam: 5
gaming: 5
meta: 5
magento: 4
ethereum: 4
craftcms: 3
ai: 3
judaism: 3
arduino: 3
graphicdesign: 3
tex: 3
ja.stackoverflow: 3
drupal: 3
hermeneutics: 3
android: 3
mathematica: 3
puzzling: 3
cs: 2
scifi: 2
dba: 2
gamedev: 2
philosophy: 2
es.stackoverflow: 2
history: 2
engineering: 2
[ SmokeDetector | MS ] URL-only title, bad NS for domain in body, bad NS for domain in title, bad keyword in body, bad keyword in title, +5 more: healthpurelives.com/vitax-extreme-fat-burn/ by kelly934 on askubuntu.com
tpu- by tripleee
[ SmokeDetector | MS ] URL in title, bad keyword in body, bad keyword in title, blacklisted website in body, blacklisted website in title, +2 more: goldenhealthcenters.com/magnumax-japan/ by Henwosa on english.SE
tpu- by JAD
[ SmokeDetector | MS ] URL in title, bad keyword in body, bad keyword in title, blacklisted website in body, blacklisted website in title: juvalifegermanyhelp.com/magnumax/ by Tokoresbnl on puzzling.SE (@Mithrandir @micsthepick)
tpu- by JAD
[ SmokeDetector | MS ] Offensive answer detected, toxic answer detected: "Cheat" or "hack" - related to computer games by fergfvrfefvfv on english.SE
tpu- by tripleee
 
5:02 AM
Wonder what toxic would have reported if we drop the f-
!!/test that dumb XSS Xhit XSShole
 
> Toxic body detected
----------
Post - Perspective scored 0.9384484
 
Nice
 
[ SmokeDetector | MS ] URL in title, bad NS for domain in body, bad NS for domain in title, bad keyword in body, bad keyword in title, +5 more: healthpurelives.com/vitax-extreme-fat-burn/ by kelly934 on apple.SE
tpu- by K.Dᴀᴠɪs
 
is there a specific reason why there is offensive (answer/body) detected and also toxic (answer/body) detected?
any particular difference between the two?
 
One's regex-based and the other is perspective based :D
 
5:16 AM
Offensive is detected via regexes, toxic via the Perspective API
 
ah ok.. I was wondering if my english needs polishing :p
maybe worth a post in Charcoal teams
 
[ SmokeDetector | MS ] URL-only title, bad NS for domain in body, bad NS for domain in title, bad keyword in body, bad keyword in title, +5 more: healthpurelives.com/vitax-extreme-fat-burn/ by Angus Puddy on askubuntu.com
[ SmokeDetector | MS ] Username similar to website in answer: Playstation Emulation by Ryan Halliday on raspberrypi.SE
tpu- by suraj
 
@SmokeDetector f
there is disclaimer.
 
5:30 AM
@SurajRao this is already a FAQ, it was asked in SOCVR maybe an hour ago (-:
 
It was talked about in here a few hours ago too.
 
@Andy yeah found it thanks
I would think its better documented as Q&A if it comes up later on right?
 
5:48 AM
sure, feel free to go ahead
 
6:06 AM
@tripleee sure posted a question.. Found a bug in the process :p
 
[ SmokeDetector | MS ] Bad NS for domain in body, bad pattern in URL body, blacklisted website in body, link at end of body, pattern-matching website in body, +1 more: Apex cleanse A assemblage ago, experience fit to me was by Ajlo Hana on superuser.com
tpu- by suraj
[ SmokeDetector | MS ] Bad NS for domain in body, bad NS for domain in title, bad keyword in body, bad keyword in title, link at end of body: check outwww.order4trial.com/slim-boost-forskolin/ by jawaaliboyz on superuser.com
tpu- by tripleee
[ SmokeDetector | MS ] Blacklisted website in answer: adding rewrite rules in .htaccess by Kevin Lee on wordpress.SE
tpu- by tripleee
 
@SmokeDetector pourqoi would someone named Kevin sign their post as Peter?
 
tpu- by Magisch
 
6:23 AM
@SmokeDetector @Magisch are you sure? it looks fairly innocent
hmmmm, though the link is to a competing site with several book recommendations
 
[ SmokeDetector | MS ] Bad NS for domain in body, bad keyword in body, bad keyword in title, blacklisted website in body, link at end of body, +1 more: come out of Vitax Extreme Fat Burn window by mahmahm on askubuntu.com
tpu- by tripleee
 
@tripleee If you read the link it's just a transparent attempt to gain SEO for a blog recommending books
 
@tripleee the profile is linked to the same site but different post
 
okay, thanks
 
Going further, googling the user's name pulls up a bunch of similarly SEO boosting posts on dailymotion and instagram
 
6:31 AM
[ SmokeDetector | MS ] URL-only title, bad NS for domain in body, bad NS for domain in title, bad keyword in body, bad keyword in title, +7 more: healthonlinereviews.com/bellanu-cream/ by naomiashton on askubuntu.com
tpu- by Magisch
tpu- by Magisch
 
!!/blacklist-website bestorchestralvst\.com
 
@tripleee That pattern looks like it's already caught by Pattern-matching website in answer and Pattern-matching website in body; append -force if you really want to do that.
 
!!/blacklist-website-force bestorchestralvst\.com
 
@tripleee Blacklisted bestorchestralvst\.com
Restart: API quota is 19247.
 
6:40 AM
@AJ I'd say 50-50 yes.
 
JAD
so an orange flag?
 
I just voted to close.
 
[ SmokeDetector | MS ] Bad keyword in body, pattern-matching website in body, potentially bad keyword in body: Order management system like fiverr in php by atif ishaq on stackoverflow.com
tpu- by Glorfindel
 
A J
@Glorfindel Do you have enough rep there for that? O.o
 
JAD
I'm guessing flaggered
unless SpaGirl is secretly Glorfindel
 
6:51 AM
!!/coffee
 
@Glorfindel brews a cup of Latte for @Glorfindel
 
@SurajRao Post Why doesn't the LED light up? does not look like spam.
 
hmm but it smells
 
6:57 AM
!!/watch syhdee\.com
 
@Glorfindel Added syhdee\.com to watchlist
 
doesnt seem to answer what OP is asking.
though am not well versed in assembly programming
 
CI on 671798b succeeded. Message contains 'autopull', pulling...
 
I've mod flagged.
 
[ SmokeDetector ] SmokeDetector started at rev 671798b (SmokeDetector: Auto watch of syhdee\.com by Glorfindel --autopull) (running on teward/Solar Flare)
Restart: API quota is 19087.
[ SmokeDetector | MS ] No whitespace in answer: Send login link in email to registered users by user84760 on drupal.SE
naa- by Glorfindel
 
7:00 AM
@SmokeDetector rude
I have bad experiences with R/A flags on Drupal.SE.
 
[ SmokeDetector | MS ] Luncheon meat detected: PHP array values issue with two if statements by goodyone on stackoverflow.com
[ SmokeDetector | MS ] Bad keyword in body, bad keyword in title, bad keyword in username, bad pattern in URL body, blacklisted website in body, +1 more: Slim fit 180 reviews by Slim fit 180 on meta.SE
tpu- by tripleee
[ SmokeDetector | MS ] Potentially bad keyword in answer: Exchange 2010: Recover mailboxes (not mails) after completely losing the Db by Anuj Kumar on stackoverflow.com
tpu- by Glorfindel
[ SmokeDetector | MS ] URL-only title, bad NS for domain in body, bad NS for domain in title, bad keyword in body, bad keyword in title, +6 more: healthpurelives.com/vitax-extreme-fat-burn/ by hubabsadiyahisa on askubuntu.com
tpu- by suraj
 
@Glorfindel Post Cashing a cheque on behalf of someone else does not look like spam.
 
@RobertLongson the title is, but the body not necessarily (though probably copied).
 
[ SmokeDetector | MS ] Manually reported answer: Cashing a cheque on behalf of someone else by Alina James on money.SE
 
One of their other posts (^) is spam.
!!/watch personalloanlender\.uk
 
7:25 AM
@Glorfindel Added personalloanlender\.uk to watchlist
tpu- by Makyen
[ SmokeDetector | MS ] Blacklisted website in body, link at end of body, link following arrow in body, pattern-matching website in body, repeated URL at end of long post: What is Creme De La Jolla? by Creme De La Jolla on superuser.com
tpu- by Glorfindel
Restart: API quota is 18867.
 
@RobertLongson probable spam seed.
 
A J
@SmokeDetector why
 
@AJ That's not a report.
tpu by Zoe
 
7:53 AM
[ SmokeDetector | MS ] Potentially bad keyword in body: How do I update a content type label? by Amplience on stackoverflow.com
[ SmokeDetector | MS ] Potentially bad keyword in answer, username similar to website in answer: How do I update a content type label? by Amplience on stackoverflow.com
fp- by Glorfindel
[ SmokeDetector | MS ] Potentially bad keyword in body: Joblessness is the biggest curse after Brexit by Adela Jones on money.SE
tpu- by Glorfindel
 
ah, there is the Money spam ...
 
Certainly expected.
 
That Amplience user has posted four self-answered questions about their product so far.
 
Yeah, I was just looking at those... I hadn't gotten that far, but just the two was binging to look fishy.
 
Mar 13 at 13:54, by tripleee
!!/allspam https://stackoverflow.com/users/9294285/amplience-support
I've mod flagged, linking to the old account.
 
7:58 AM
@Glorfindel Which is just a couple/few hours prior to this account starting up.
 
8:14 AM
!!/blacklist-keyword personal-loans\.html
 
@tripleee Blacklisted personal-loans\.html
Restart: API quota is 18464.
[ SmokeDetector | MS ] Blacklisted website in body, link at end of body, pattern-matching website in body, repeated URL at end of long post: how Nitro Pump 250 is effective? by megsanarchy on askubuntu.com
tpu- by tripleee
[ SmokeDetector | MS ] URL in title, bad keyword in body, bad keyword in title, blacklisted website in body, blacklisted website in title, +2 more: mylaviveeyeserum.com/magnumax-australia/ by WalWins on puzzling.SE (@Mithrandir @micsthepick)
tpu- by PeterJ
 
@SmokeDetector k
 
8:46 AM
[ SmokeDetector | MS ] URL in title, bad keyword in body, bad keyword in title, blacklisted website in title: menintalk.com/magnumax-australia/ by Carmpool on codegolf.SE (@Mego @DJMcMayhem)
tpu- by tripleee
 
@ArtOfCode You around?
 
[ SmokeDetector | MS ] URL-only title, bad keyword in body, bad keyword in title, bad keyword in username, blacklisted website in body, +5 more: healthsupplementzone.com/activguard/ by Activguard on askubuntu.com
tpu- by tripleee
[ SmokeDetector | MS ] Username similar to website in answer: Prestashop Subcategories images on top menu by PrestaSOO on stackoverflow.com
[ SmokeDetector | MS ] Offensive answer detected: How offensive is 他妈的? by Junting Zhu on chinese.SE (@paper1111)
fp- by Glorfindel
 
@Glorfindel Post How to Transfer Yahoo mail to Thunderbird? does not look like spam.
 
@quartata Why standby henders?
 
I've VTCed this but this feels like a spam seed. interpersonal.stackexchange.com/questions/13130/…
 
JAD
@Mithrandir had a similar post earlier this morning
 
@Mithrandir that's the same user as this one: interpersonal.stackexchange.com/q/13129/29
 
JAD
modflagged
 
9:06 AM
tpu- by tripleee
 
@Magisch kinda sorta
 
@ArtOfCode I saw you deleted a room on IPS
Does that mean it's no longer necessary to flag individual messages in that room?
 
Correct
 
Also, if a CM lock expires on a post and the author immediately re-engages in the editing, it's a custom flag time, I think
Contact us is inappropriate for this?
 
Custom flag is enough, that's something moderators can deal with
 
9:10 AM
Like I just told you in TAS, raise a custom flag and walk away.
 
It'll stay up for hours this way, though
 
[ SmokeDetector | MS ] Bad keyword in body, bad keyword in title, bad keyword in username: Viagra Fiyatları Amerikada Ne Kadar by Viagra on webmasters.SE
 
Contact us won't be any quicker
 
point
 
@SmokeDetector k
 
A J
This is related to the previous spam post.
 
tpu- by tripleee
 
JAD
how is that spam or r/a?
 
9:22 AM
Third spam seed this morning on IPS.
As if IPS doesn't have enough problems already...
 
JAD
tell me about it
 
[ SmokeDetector | MS ] Bad NS for domain in body, bad keyword in body, bad keyword in title, blacklisted website in body, link at end of body, +1 more: advance pictures searching for motivation for your own particular weight reduction travel? by maxwilljerry on superuser.com
[ SmokeDetector | MS ] Username similar to website in answer: How to get Instagram followers at AddMeFast by Crowd Babble on stackoverflow.com
tpu- by Glorfindel
 
!!/watch crowdbabble\.com
 
9:39 AM
!!/blacklist-keyword keto\W?pro
 
@tripleee Blacklisted keto\W?pro
CI on fab4702 succeeded. Message contains 'autopull', pulling...
[ SmokeDetector ] SmokeDetector started at rev fab4702 (SmokeDetector: Auto blacklist of keto\W?pro by tripleee --autopull) (running on teward/Solar Flare)
 
@tripleee could you resolve the conflicting feedback here please? Almost all their posts have been deleted by a moderator.
 
Restart: API quota is 17629.
[ SmokeDetector | MS ] URL-only title, bad NS for domain in body, bad NS for domain in title, bad keyword in body, bad keyword in title, +4 more: overthecounterviagramd.com/vitax-extreme-fat-burn/ by saheeda89 on askubuntu.com
tpu- by Glorfindel
 
@Glorfindel I take it you want the FP flags to be cleared?
 
yes.
 
9:49 AM
fp- by tripleee
[ SmokeDetector | MS ] Mostly non-Latin answer: Enclosure, things to pay attention to? by user10500 on 3dprinting.SE
naa- by PeterJ
[ SmokeDetector | MS ] Bad NS for domain in body, bad keyword in body, bad keyword in title, blacklisted website in body, pattern-matching website in body: com/keto-pro-diet/ by hamdmd on apple.SE
tpu- by Glorfindel
[ SmokeDetector | MS ] Mostly non-Latin answer: Enclosure, things to pay attention to? by user10500 on 3dprinting.SE
naa- by Glorfindel
 
[ SmokeDetector | MS ] Manually reported answer: How do i set up a static route between 3 routers on a packet tracer? by JAVED on stackoverflow.com
tpu- by tripleee
 
9:58 AM
[ SmokeDetector | MS ] Manually reported question: How to Give your Eyebrow Gorgeous Look by Mina Eyebrow Henna on meta.SE
tpu- by PeterJ
 
!!/watch ibrowhenna\.com
 
@tripleee Added ibrowhenna\.com to watchlist
tpu by Zoe
CI on 31a99ad succeeded. Message contains 'autopull', pulling...
Restart: API quota is 17385.
[ SmokeDetector | MS ] URL in title, blacklisted website in body, blacklisted website in title, link at end of body, pattern-matching website in body, +1 more: order4healthsupplement.com/plant-pure-keto/? by DeborahBouchar on drupal.SE
tpu- by PeterJ
[ SmokeDetector | MS ] Bad keyword in body, phone number detected in body: that will diminish their carb consumption. by wandmald on drupal.SE
tpu- by PeterJ
fp- by Zoe
naa- by Zoe
[ SmokeDetector | MS ] Bad NS for domain in body, pattern-matching website in body: Why does my Apple Watch glow green by tida adrsh on apple.SE
tpu- by doppelgreener
 
10:17 AM
sd - k
 
is a website caught by "pattern-matching website" something we should or shouldn't also blacklist?
(because it's not "blacklisted website")
 
10:37 AM
Actually I've asked about that on our team: stackoverflow.com/c/charcoal/questions/321
 
[ SmokeDetector | MS ] Bad NS for domain in body, bad keyword in body, bad keyword in title, bad pattern in URL body, blacklisted website in body, +1 more: Turmeric Forskolin : best weight loss diet here by laurenwatkins on askubuntu.com
tpu- by ByteCommander
 
!!/blacklist-website supplementdad\.com
 
@tripleee That pattern looks like it's already caught by Bad ns for domain in answer, Pattern-matching website in answer, Bad ns for domain in body, and Pattern-matching website in body; append -force if you really want to do that.
 
That one isn't at 5 yet: metasmoke.erwaysoftware.com/…
 
10:53 AM
there is a proposal to drop to 3 for precisely this category but, well, see my answer in Teams
 
[ SmokeDetector | MS ] Bad NS for domain in body, bad keyword in body, bad keyword in title, blacklisted website in body, link at end of body, +2 more: Surround Luna Trim. . self with Healthy People Were never saying ditch all of Luna Trim by zikaaluper on askubuntu.com
[ SmokeDetector | MS ] Offensive answer detected, toxic answer detected: Major addition product in reaction of vinyl chloride with iodide by Shit on chemistry.SE
 
@tripleee thanks for that answer, I see. :)
 
sd why
 
@OliviaZoe [:43984922] Post - Bad keyword buy in link text
 
10:54 AM
so the stance being: this is completely obviously spam, there's no doubts, it's being used in spam, it will continue to be used in spam, there's not likely to be a legitimate usage, of course let's blacklist it instead of twiddling our thumbs a bit longer for it to reach an arbitrary quantity threshold?
 
fp- by Zoe
tpu- by Glorfindel
 
They spammed on Money before: metasmoke.erwaysoftware.com/post/107758
No reason to assume this link is legitimate.
 
@doppelgreener The idea is that spam that never meets this threshold is not worth blacklisting (space issues) and that watch expires
 
oh, watches expire? cool.
 
we don't have any process in place for that but they have been documented from the start as "could be thrown out for whatever reason at any time"
 
10:57 AM
!!/watch pentalift\.com
 
@Glorfindel Added pentalift\.com to watchlist
 
@Glorfindel Definitely not legitimate, the post text shows up in google results.
@SmokeDetector k
@SmokeDetector dead
 
CI on ebde15e succeeded. Message contains 'autopull', pulling...
Restart: API quota is 16805.
[ SmokeDetector | MS ] Phone number detected in answer: I somehow lost the admin role of my own Facebook Page by Libby Parker on webapps.SE
 
OP posting link to own github project. stackoverflow.com/a/49815263/4826457 spam or mod flag or just vlq?
 
tpu- by suraj
 

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