Datasets:

aplominski
/

toxicy-probability

text stringlengths 1 5k	toxicity_score float64 -8.34 6.3	toxicity_probability float64 0 1	source stringclasses 3 values	split stringclasses 1 value
This is so cool. It's like, 'would you want your mother to read this??' Really great idea, well done!	0	0	civil_comments	train
Thank you!! This would make my life a lot less anxiety-inducing. Keep it up, and don't let anyone get in your way!	0	0	civil_comments	train
This is such an urgent design problem; kudos to you for taking it on. Very impressive!	0	0	civil_comments	train
Is this something I'll be able to install on my site? When will you be releasing it?	0	0	civil_comments	train
haha you guys are a bunch of losers.	0.893617	0.893617	civil_comments	train
ur a sh*tty comment.	0.666667	0.666667	civil_comments	train
hahahahahahahahhha suck it.	0.457627	0.457627	civil_comments	train
FFFFUUUUUUUUUUUUUUU	0	0	civil_comments	train
The ranchers seem motivated by mostly by greed; no one should have the right to allow their animals destroy public land.	0	0	civil_comments	train
It was a great show. Not a combo I'd of expected to be good together but it was.	0	0	civil_comments	train
Wow, that sounds great.	0	0	civil_comments	train
This is a great story. Man. I wonder if the person who yelled "shut the fuck up!" at him ever heard it.	0.44	0.44	civil_comments	train
This seems like a step in the right direction.	0	0	civil_comments	train
It's ridiculous that these guys are being called "protesters". Being armed is a threat of violence, which makes them terrorists.	0.6	0.6	civil_comments	train
This story gets more ridiculous by the hour! And, I love that people are sending these guys dildos in the mail now. But… if they really think there's a happy ending in this for any of them, I think they're even more deluded than all of the jokes about them assume.	0.5	0.5	civil_comments	train
I agree; I don't want to grant them the legitimacy of protestors. They're greedy, small-minded people who somehow seem to share the mass delusion that this is not only a good idea for themselves as individuals, but is the right thing to do for ranchers at large. Basically: take something that currently belongs to every...	0	0	civil_comments	train
Interesting. I'll be curious to see how this works out. I often refrain from commenting because I don't have the time or desire to engage with the couple of resident trolls who seem to jump on every active WW comment thread.	0	0	civil_comments	train
Awesome! I love Civil Comments!	0	0	civil_comments	train
I'm glad you're working on this, and I look forward to seeing how it plays out. The comments sections of online news stories have the potential to be great tools for community interaction about current events, a Neo Town Hall, of sorts. One of the reasons I rely on Reddit as a platform for news and local discussion...	0	0	civil_comments	train
Angry trolls, misogynists and Racists", oh my. It doesn't take all of my 150 IQ to see the slant here. it's the "Diversity diode" at work yet again. "We can say anything that we want because we are Diversity. You on the other hand must only say what we allow you to say. From now on, winning arguments against any memb...	0.5	0.5	civil_comments	train
Nice to some attempts to try to make comments better—it feels like any innovation in commenting communities ended with the launch of Disqus nearly a decade ago.	0	0	civil_comments	train
One would hope that the purpose of introducing this system is to encourage more debate and discussion, not less. It seems there are several things that limit the flow of discussion: Making comments that are personal attacks or encouraging witch hunts; true spam (which has been a real problem on WW's comment section, ...	0	0	civil_comments	train
Comments will be randomly chosen and be reviewed by more than one person. But I bet the Civil people have an even better, more thorough answer to this question!	0	0	civil_comments	train
She would be a major improvement for city council and she has a long history of giving all citizens a voice. She is a problem solver that is what Portland needs .	0	0	civil_comments	train
I agree! Comments have so much potential to be places for active discussion, especially in publications that already serve an amazing community (but then, I'm biased—I'm a Civil co-founder). We've worked hard to make sure that the comments section won't become an echo chamber, though, by combining clever algorithms on ...	0	0	civil_comments	train
Great question! It's one we're asked a lot. We've designed the system assuming that people will try to abuse it. So, in addition to the peer reviews, there are algorithms on the backend doing a lot of meta-analysis. I'm sure the system isn't 100% perfect yet, but we know from months of beta testing that it's a really...	0	0	civil_comments	train
Thanks, Christa! Will you be adding any features to allow overall "upvotes" of the article itself? Also, notification settings for users?	0	0	civil_comments	train
Our aim is actually the opposite: we want spirited debate in which everyone feels free to participate, without fear of harassment, abuse, or death threats. Right now, a lot of voices are being silenced due to that fear. We designed Civil Comments for civil, respectful discussion and debate—we don't want it to become a ...	0	0	civil_comments	train
Thanks! We're really going to try — not only to improve civility, but also to make comments more dynamic and interesting.	0	0	civil_comments	train
I applaud Civil's efforts to create some new technology in this field. Hoping for more thoughtful discussions moving forward.	0	0	civil_comments	train
Why bother writing a review if it's going to be this devoid of content? I understand that you work for WW. (but that hardly seems like an excuse when Fred Armisen recorded radio voices for Grand Theft Auto IV with the same number of people.)	0	0	civil_comments	train
Yet call out all Muslims for the acts of a few will get you pilloried. So why is it okay to smear an entire religion over these few idiots? Or is this because it's okay to bash Christian sects?	0.9125	0.9125	civil_comments	train
I love the idea of upvoting entire articles, though this would have to be something that the Publisher could turn on and off. We do have a ton of other features currently in the works—following (and blocking!) other users, bookmarking articles during the review process, to read later (I find myself wanting to read the ...	0	0	civil_comments	train
Troll free since 2016.	0	0	civil_comments	train
This bitch is nuts. Who would read a book by a woman.	0.830769	0.830769	civil_comments	train
Awesome!	0	0	civil_comments	train
Not for long! (Troll-In-Training since 2016)	0	0	civil_comments	train
Commenting for the sake of commenting to rate other comments to better comment on our new comment system.	0	0	civil_comments	train
Interesting concept. How does Civil Comments plan to monetize their operation?	0	0	civil_comments	train
Pity the menu lost so much vegan food! The Mash Tun was a favorite beer bar for all the delicious tempeh stuff. Excited the staff is still there, can't wait to try the new beers.	0.166667	0.166667	civil_comments	train
I already see dozens of "just commenting to vote on comments to be able to comment" type of comments. This voting system is completely insane- you're assuming people have the extra time to actually read multiple non related comments? I would love to see this system installed on oregonlive.com - they have enough onl...	0	0	civil_comments	train
Very cool project!	0	0	civil_comments	train
Awesome! Signed up just to give this a shot... good luck to your enterprise!	0	0	civil_comments	train
disqus has way more functionality and obviously a huge following - it can increase visitor count significantly. disqus also has a moderator feature - a feature that wweek either never wanted to pay their staff to undertake, or never developed a group of people they could trust to do it on their behalf on a volunteer b...	0	0	civil_comments	train
YET ANOTHER BARACK OBAMA LIBERAL MEDIA CONSPIRACY BY THE THOUGHT CONTROL POLICE. I DIDENT SPEND 30 YEARS MIXING CONCRETE TO LET AMERICA FALL TO THE COMMIES. THE TAXES HERE ARE SO HIGH I CANT EVEN AFFORD A KEYBOARD WITH A WORKING CAPS LOCK. PORTLAND HAS BEEN GOING DOWNHILL FOR YEARS, NO WONDER THE TEA PARTY IS MAKING A ...	0.166667	0.166667	civil_comments	train
I haven't seen the kind of comments you're mentioning. I'm interested in where this system works and where it's having problems. Do you have a link you could share that has comments like you mentioned?	0	0	civil_comments	train
I'm crazy about that illustration! I never would have thought to pitch everything so yellow and orange.	0.2	0.2	civil_comments	train
wmcelha, there are several new and exciting vegan and gluten free options on the new menu! Buffalo tostones are a fun, vegan, gluten free, soy free option. Not to mention a killer new veggie burger, vegan tacos, and several nice salads. Hope to see you there soon!	0	0	civil_comments	train
Thank you, thank you, thank you! I love WW content but the comment section has polluted for far too long. The lack of community moderation gave a loud megaphone to a small number of right wing trolls.	0.2	0.2	civil_comments	train
Probably because they consistently waste funds on trendy projects like green bike boxes -- which cost a fortune and have to be repainted every couple of years. Oy.	0	0	civil_comments	train
The system is set up so if traffic is slow, an algorithm takes over until it picks up.	0	0	civil_comments	train
Because the people who drive cars more are the ones who cause more wear and tear on the roads? Pretty fair and straightforward.	0	0	civil_comments	train
Affordable housing gets built pursuant to tax #3, immediately becomes less affordable pursuant to tax #2. Brilliant!	0	0	civil_comments	train
Tried this out on another post. Having to rate three other comments and then my own - is the lead designer a big Foucault fan? Feels like panopticomments. I suspect you won't go back, but I prefer Disqus because of the ubiquity and notifications system.	0	0	civil_comments	train
"winning arguments against any member of diversity" You may have inadvertently given Civil Comments an idea for the 2.0 version of their system. 1. Is this a good comment? 2. Is this comment civil? 3. Did this comment totally just win the argument???	0	0	civil_comments	train
I had a little trouble getting signed up, but after a brief email exchange with the folks at Civil everything appears to be working now. If they're successful in their goal, I'll be extremely pleased.	0	0	civil_comments	train
Are you taxed as a resident of the state you were in when you bought the ticket, or as a resident of the state you are in when you claim the ticket? If it's the latter, I suppose a theoretical lucky Oregonian will have to decide whether it's worth $90m in exchange for being stuck with the hated "Californian" moniker.	0	0	civil_comments	train
The letter writing campaign to get livestock off of Malheur Refuge started in the late '70's. The death threat phoned in to Nancy and Denzel's home was in 1979; along with two other friends I was hired a bodyguard to help protect N&D that weekend. The Hammond's ejection of the Ferguson's from the Diamond Dance was the ...	0	0	civil_comments	train
Mormons have had a complicated relationship with federal law.	0.3	0.3	civil_comments	train
Send more dildos, STAT.	0.361111	0.361111	civil_comments	train
I've been loosely following Civil Comments since it was announced late last year; I even tried a beta demonstration. One thing I've been wondering is: will users will have to sign up for new profiles on any site that uses Civil, or do you have one Civil profile that you'd use on any partner site?	0	0	civil_comments	train
My sign-up just now couldn't have been smoother!	0	0	civil_comments	train
I couldn't be more pleased. Comments on many sites too often get overtaken by trolls. It's the first I've heard of Civil, but I like its intent and encourage other publications in town to consider comments as a platform for engagement rather than a troll-driven click driver intended to boost online ad rates.	0.3	0.3	civil_comments	train
Thanks so much for following our progress and helping to test the software, David! To answer your question: you'll have one over-arching Civil account where you can manage different profiles for different sites. Of course, you're welcome to use the same information across all sites! We decided that it'd be best to be a...	0	0	civil_comments	train
Enterprise licenses are available now, and we'll have tiered small business plans available very soon! We will also have a free, public version out later this year.	0	0	civil_comments	train
This is certainly not good journalism by any stretch of the imagination, but they are words, and if this is the metric by which Willamette Week chooses to publish a journalist, then by all means publish Brace Belden.	0.166667	0.166667	civil_comments	train
This was completely fascinating. But it left me with a question I haven't seen reported elsewhere either: These guys identify as ranchers, so who are their customers? What are the economics of their situation -- are they in the same situation as chicken farmers, where they have had their livelihoods squeezed away ... I...	0	0	civil_comments	train
Thanks so much for your input, and for giving us a chance! We do have user following (and blocking!) as well as more notifications in the works for future versions. I hope you'll stick around and let us know what you think! And yes, the software architect, Aja, is a Foucault fan.	0	0	civil_comments	train
I think you left out one very important organization who help the mentally ill over 18. NAMI Multnomah. They help people with mental distress find within or without NAMI to find them the services that can be most beneficial to them. I am a volunteer for NAMI Multnomah in their Connection program. It is a walk-in group...	0	0	civil_comments	train
Thanks for the info! One other thing I just noticed: in the email I got about your reply, the link to view it didn't work (at least not from Mail.app on OS X). Looks like it came through as x-webdoc:// and probably doesn't know how to deal with that scheme. Really love what you're doing with Civil Comments, though! Ca...	0	0	civil_comments	train
Interesting idea. I tend to use content blockers on sites that I know don't moderate comments very well. If they adopted a system like this I might stop doing that.	0	0	civil_comments	train
This was quite a comprehensive list. Goody for the writers and the people that researched for this guide.	0	0	civil_comments	train
Ryan Bundy seems like a nice, responsible human being who has been sold a bill of goods by his intellectually domineering brother, who he idolizes. Ammon has a bunch of other similarly situated nutters following him as well. Where? No one quite knows. And, unless you live in Burns no one cares. Personally, I am glad...	0	0	civil_comments	train
All the framed boxes must take up extra code and bandwidth usage to send all the extra code to our browsers.. Then there is all the "2 more replies" buttons to click on - that is amazingly annoying - I don't want to have to click on half a dozen "more replies" buttons to see what is being said. And really, you have t...	0	0	civil_comments	train
Ah, so part of the "back end" and "algorithms" - automatic comment rejection if you don't vote on the 3 random comments in a way that is conforming enough to the way other users vote - or if you vote too fast, as I assumed many would do - just clicking a random button too quickly means that you're unwilling to "partici...	0	0	civil_comments	train
To anyone reading this article. That's me and my friends in this picture. I would like to point out this "journalist" asked us zero questions. She just snapped our picture and left. And then writes an article trashing us, with no background? That's some real class A journalism. Kigurmi run by Sazac is a European compan...	0.166667	0.166667	civil_comments	train
Thanks, David! And yes, that's a known issue, new to installing on WW. Working on it! :)	0	0	civil_comments	train
Hey i5guy, that's a good point about "more replies" appearing too soon in the thread. What do you think about changing it so that, say, it takes four comments before that button shows up?	0	0	civil_comments	train
They're providing a service to the sites they're on, I assume those sites pay for that service.	0	0	civil_comments	train
let me some up the heavy vibers feelings: GO BACK TO CALIFORNIA.	0	0	civil_comments	train
I thought Willamette week was better than this. Using weasel wording and referring to a vanity fair hit piece to spread a misinformed view what furriers are. We all do not obsessed about and or dress up. Only 10% 15% furs dress up in costume; you find a great ratio of costumers (cosplay) at Kumoricon and New Con ...	0	0	civil_comments	train
One more drink related item you missed IPA (that is looking at my grocery store beer cooler). I like a good IPA but there is more to beer than IPA.	0	0	civil_comments	train
Tuesday Jan. 13, members of this socalled 'militia' traveled to John Day,Or to try to enlist the sherif there to come to Malheur and support them. He refused to go without the approval of the local sheriff in Burns, Dave Ward. Sheriff Ward said he only wanted The John Day sheriff to come to Burns if he would be wil...	0.4	0.4	civil_comments	train
AND Left wing trolls! Just because someone agrees with you politically doesn't mean they're doing so civilly!	0.4	0.4	civil_comments	train
Tuesday Jan. 13, members of this socalled 'militia' traveled to John Day,Or to try to enlist the sherif there to come to Malheur and support them. He refused to go without the approval of the local sheriff in Burns, Dave Ward. Sheriff Ward said he only wanted The John Day sheriff to come to Burns if he would be wil...	0.5	0.5	civil_comments	train
Kay's is one of the best bars in the city, but you don't have a section for the neighborhood.	0	0	civil_comments	train
Did you even go on Hawthorne, or only Yelp it? What is this? The only thing to do is go to Float On? Seriously? I am very sorry for you.	0	0	civil_comments	train
Has anyone in LDS leadership expressed their denial of support for the terrorists or called them out on the seditious, illegal actions???? NO! So could the cult be supporting that action of the Bundy clan and their minions?	0	0	civil_comments	train
I think Wweek is in a strange spot with that. Their comments can be active, but they're nowhere near as busy as say, OregonLive. Forcing the writers or other staff to monitor comments might be overkill. I definitely get a newspaper not wanting outsiders handling that, for fear of confusion and accusations of bias. ...	0	0	civil_comments	train
I saw @christa_m mention this a little below, but I'm curious how the system combats the echo chamber effect, especially on contentious issues? I can imagine many stories where opinions which run against the (Portland) mainstream are viewed as inherently uncivil, such as supporting Trump's position on...well pretty mu...	0.166667	0.166667	civil_comments	train
Get rid of the "more messages". Especially within a thread.	0	0	civil_comments	train
If they offered a Gluten Free Crust we would be impressed, but when we asked about it, they were pretty dismissive of the idea. Thanks Papa Murphy's down the street and Pizzicato in Hillsdale for GF options. We'll stick with them.	0	0	civil_comments	train
Happy to see that the folks "in the room" are themselves from varying backgrounds. .	0	0	civil_comments	train
Hopefully there will be enough commenters who are honestly here to have a civil discussion to allow civil comments that challenge conventional wisdom. The posts that challenge conventional wisdom yet aren't civil won't hit the thread, and, sure, some folks will always try and scam the system by not allowing comments th...	0	0	civil_comments	train
Nice. :) Although it's a shame the resolution on the files make some of the lettering tough to read. I'm not sure what the last word in the lower right strip is. I like the design of the 2000s guy in the third strip. That's a guy who grew up watching Kevin Smith movies.	0.166667	0.166667	civil_comments	train
If it is effective in slowing us down in order to reflect upon how we engage with others and draws attention to the humanity of each recipient, then I approve.	0	0	civil_comments	train
Hi David, we did consider all of these possibilities when building our system! In fact, we assume people will try to game it; that's why we have a lot going on behind the scenes algorithmically. The commenter-facing part of the app is very straightforward, but there are a lot of checks and balances on the backend to pr...	0	0	civil_comments	train
But I want to be MrWhiskers!	0	0	civil_comments	train
I'm so glad Portland Development Commission, Kate Brown, and Business Oregon are taking direct action to correct the gap in participation! I think Elevate is going to do great things over the next five years. The Portland startup scene has the chance to set itself apart here, and this is definitely a step in the right ...	0	0	civil_comments	train
Sorry, Rod, you'll have to be Mr_Whiskers or MrWhiskers1. Gotta act fast on those usernames! Cat Enthusiast Digest is no place to dilly-dally.	0	0	civil_comments	train

End of preview. Expand in Data Studio

toxicity-probability

Technical Description

A unified dataset for text toxicity classification, aggregated from three source datasets. The raw toxicity scores from each source were normalized independently (using a separate min-max range per source dataset) to a common float scale in the range [0.0, 1.0].

Data Schema

column	type	description
`text`	`string`	comment/utterance text
`toxicity_score`	`float64`	raw, original toxicity score from the source
`toxicity_probability`	`float64`	`toxicity_score` value min-max normalized to `[0.0, 1.0]` within its respective source
`source`	`string`	source dataset identifier (`civil_comments`, `measuring_hate_speech`, `jigsaw_toxicity`)
`split`	`string`	original split in the source dataset

Data Sources

`source`	source dataset	text column	score column
`civil_comments`	google/civil_comments	`text`	`toxicity`
`measuring_hate_speech`	ucberkeley-dlab/measuring-hate-speech	`text`	`hate_speech_score`
`jigsaw_toxicity`	tasksource/jigsaw_toxicity	`comment_text`	`toxic`

Normalization Ranges (min-max per source)

`source`	min (raw)	max (raw)
`civil_comments`	0.000000	1.000000
`measuring_hate_speech`	-8.340000	6.300000
`jigsaw_toxicity`	0.000000	1.000000

Normalization: toxicity_probability = (toxicity_score - min) / (max - min), clipped to [0.0, 1.0].

Splits and Dataset Size

split	row count
`train`	2,100,001
`validation`	97,320
`test`	97,320
total	2,294,641

File Format

Data saved as partitioned Parquet, with files named according to the convention data/{split}-{index:05d}-of-{total:05d}.parquet, maximum of 200,000 rows per shard.

Use Case

Text Classification (text toxicity classification / regression)

License

CC-BY-4.0.

Downloads last month: 75