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Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

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All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

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Active: "Why not!…. Isn’t that a …" 318 comments · Page 2 of 13
This man is spewing absolute nonsense. “Rape is not against their culture” whose culture? Africa is a continent with 54 countries and well over 3,000 ethnic groups and tribes. Most, if not all, African nations …
This man is spewing absolute nonsense. “Rape is not against their culture” whose culture? Africa is a continent with 54 countries and well over 3,000 ethnic groups and tribes. Most, if not all, African nations have legal penalties for rape. Africans are “stupid” and “can’t keep a job at McDonald’s”? But somehow Nigerians are some of the smartest, most accomplished people I’ve met in my life. The ones I know are doctors, lawyers, engineers, work in tech, living in mansions and driving cars this miserable white trash of a man would only dream of. The irony of someone with such a limited worldview calling other people “low IQ” is wild. Education isn’t just about what you think you know, it’s knowing when you’re completely out of your depth. Instead of blaming entire populations for why you think they’re beneath you, maybe ask yourself why tearing others down is the only way you know how to feel superior.
Identity Attack0.48990932
Insult0.57787937
Profanity0.33453682
Threat0.13815513
Severe Toxicity0.16960317
Moderate 0.5972042 Moderate Con 0.478 Insult Moral_Argument
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Isn't that sick 2 people? 7 or 8 years in jail for peaceful protest. I hope so many Canadians come out to defend them. I'll be one of them. Government. Pretty d*** disgusting, Trudeau. Made …
Isn't that sick 2 people? 7 or 8 years in jail for peaceful protest. I hope so many Canadians come out to defend them. I'll be one of them. Government. Pretty d*** disgusting, Trudeau. Made that happen telling my neighbors when they had an extra person in the house. Go to hell. I can't stand none of you. I totally agree with that woman speaking about this. I refused to totally hate myself for my opinion. I see. What's going on? It's a takeover.
Identity Attack0.15945168
Insult0.5678696
Profanity0.46460027
Threat0.056563694
Severe Toxicity0.16960317
Moderate 0.5921536 Constructive 0.656 Insult Moral_Argument
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
It isn't the Canadian dream anymore, it's ridiculous.
It isn't the Canadian dream anymore, it's ridiculous.
Identity Attack0.2823795
Insult0.61794597
Profanity0.1612468
Threat0.008013252
Severe Toxicity0.018449519
Moderate 0.5885171 Moderate Con 0.307 Insult
Aug 26, 2025 Why Canadians Are Turning Against …
"the country they live in was a shit hole"? Really? So only white Europeans paid their dues to be in Brampton? So they saturate and elect their own politicians eh? Isn't that what Canada has …
"the country they live in was a shit hole"? Really? So only white Europeans paid their dues to be in Brampton? So they saturate and elect their own politicians eh? Isn't that what Canada has done federally, provincially, and municipally since inception? There is still no black person sitting in the supreme Court of Canada. There has never been a black, Indian, or indigenous prime minister.
Identity Attack0.5612457
Insult0.5130944
Profanity0.48510036
Threat0.011819307
Severe Toxicity0.16960317
Moderate 0.5885171 Moderate Con 0.462 Identity Attack Insult Moral_Argument
Dec 16, 2025 Inside Canada's Indian Metropolis (Brampton)
Indians are in fact not nice people, as a Canadian I can confirm this and I'm not sure why everyone disagrees. They only hire each other, they are extremely rude and refuse to interact with …
Indians are in fact not nice people, as a Canadian I can confirm this and I'm not sure why everyone disagrees. They only hire each other, they are extremely rude and refuse to interact with anyone who isn't them, and they bring their class system they have in India here as well. They are some of the worst people I have ever had the displeasure of dealing with.
Identity Attack0.6220118
Insult0.5130944
Profanity0.20700185
Threat0.012854968
Severe Toxicity0.104393706
Moderate 0.57271194 Constructive 0.656 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
this isn’t funny it’s racist. calling out issues doesn’t mean insulting all indians. canada isn’t a white country so asking only checking for white employees is wild. i’m african and that biker pissed me off. …
this isn’t funny it’s racist. calling out issues doesn’t mean insulting all indians. canada isn’t a white country so asking only checking for white employees is wild. i’m african and that biker pissed me off. I'm probably smarter than him. some africans being illiterate doesn't make them stupid and indians don't eat poop. leaving what he said in the video without calling it out looks like you agree. every group has bad drivers. every group has bad people- like the biker guy. stop the stereotype. imagine judging all white people off the biker guy. that’s what you’re doing. it’s not fair.
Identity Attack0.4911651
Insult0.5130944
Profanity0.40878695
Threat0.049451493
Severe Toxicity0.16960317
Moderate 0.57271194 Constructive 0.661 Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canada isn’t even sovereign look at there money Clowns 🤡
Canada isn’t even sovereign look at there money Clowns 🤡
Identity Attack0.2772088
Insult0.6308392
Profanity0.13961408
Threat0.008272167
Severe Toxicity0.020386212
Moderate 0.568186 Low Con 0.105 Insult Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
They are constantly on their phones especially when they're driving. They are a danger to other drivers. This isn't India, please put the damn phone down while driving. If you're going to stay on cmaafa, …
They are constantly on their phones especially when they're driving. They are a danger to other drivers. This isn't India, please put the damn phone down while driving. If you're going to stay on cmaafa, follow our laws. If not, you're more than welcome to go back to your country.
Identity Attack0.44690517
Insult0.47357693
Profanity0.4989438
Threat0.030278467
Severe Toxicity0.067522444
Moderate 0.568186 Constructive 0.52
Jan 27, 2026 Inside Canada's Indian Invasion...
The men don't seem too worried like the women are. India is the rape capital of the world, bringing millions of them here isn't safe for us women!
The men don't seem too worried like the women are. India is the rape capital of the world, bringing millions of them here isn't safe for us women!
Identity Attack0.57150364
Insult0.45135358
Profanity0.31402156
Threat0.13397428
Severe Toxicity0.16960317
Moderate 0.56269526 Moderate Con 0.383 Identity Attack Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Even the 2nd generation info Canadians I grew up hate these new fucking wave it isn't a white vs brown it's Canadians vs those who won't adapt My wife's Russian speaks Russian my kids speak …
Even the 2nd generation info Canadians I grew up hate these new fucking wave it isn't a white vs brown it's Canadians vs those who won't adapt My wife's Russian speaks Russian my kids speak Russian So I'm not against immigration People saying they can't find work just aren't willing to look around in my city I can think of 10 plus company's hiring but it's construction but immigrants look down on it as it was low paying not respected etc back home Prime example is central america
Identity Attack0.49032792
Insult0.4302003
Profanity0.5188411
Threat0.02250864
Severe Toxicity0.16960317
Moderate 0.5559701 Constructive 0.797 Identity_Assertion
Aug 27, 2025 Why Canadians Are Turning Against …
The Truth is: "PEOPLE ARE HYPOCRITE". People have double standards. People live in cognitive dissonance. "I came from Portugal or Poland but I don't like the new immigrants" isn't this funny. Canada has a short …
The Truth is: "PEOPLE ARE HYPOCRITE". People have double standards. People live in cognitive dissonance. "I came from Portugal or Poland but I don't like the new immigrants" isn't this funny. Canada has a short history, it was founded a couple of centuries ago, in that sense, every Canadian was an immigrant at some point. For them, the white people, the problem is not immigration, but the brown people. "We hindus don't say Christianity or islam is bad" liar......here in india majority of hindus hate muslims to their core, hindus don't like sikhs, they dont like Christians, hindus don't even like fellow hindus, that are so-called lower caste. And here in punjab some portion of punjabis are furious about the migration of workers, labourers that come from UP & Bihar provinces. In their mind, the migration is an existential threat to the punjabi identity and community. But those hypocrites don't think like that when they move to abroad.
Identity Attack0.46028158
Insult0.56997263
Profanity0.1067334
Threat0.00899713
Severe Toxicity0.023076924
Moderate 0.53579444 Constructive 0.545 Insult
Oct 10, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
As an Indian, i should say that the Canadian politicians are brain dead or something. Over immigration will ruin any country. This is isn't any positive to Indian interest either. The Panjabi population in Canada …
As an Indian, i should say that the Canadian politicians are brain dead or something. Over immigration will ruin any country. This is isn't any positive to Indian interest either. The Panjabi population in Canada is an influential vote bank there and as a result Canada become a safe heaven for Sikh criminals and Khalistan terrorist groups.
Identity Attack0.5124616
Insult0.54525656
Profanity0.16217725
Threat0.038911607
Severe Toxicity0.02402156
Moderate 0.52811706 Moderate Con 0.498 Identity Attack Insult Policy_Critique
Feb 27, 2026 4 likes Inside Canada's Indian Invasion...
They're not stupid. If a first-world country offers you guarantees just for living there and having children, who would be foolish enough to say "No"? The problem isn't them; the problem is the government for …
They're not stupid. If a first-world country offers you guarantees just for living there and having children, who would be foolish enough to say "No"? The problem isn't them; the problem is the government for allowing their culture to be replaced in order to get quick results.
Identity Attack0.09162762
Insult0.56997263
Profanity0.31402156
Threat0.008272167
Severe Toxicity0.016383713
Moderate 0.51980776 Moderate Con 0.421 Insult Policy_Critique
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Isn't this the same clown who took away your rights and hsd pastures arrested during covid,?
Isn't this the same clown who took away your rights and hsd pastures arrested during covid,?
Identity Attack0.010581387
Insult0.58196646
Profanity0.098377466
Threat0.0082074385
Severe Toxicity0.010604858
Moderate 0.51980776 Low Con 0.264 Insult Identity_Assertion
Feb 17, 2026 9 likes LILLEY UNLEASHED: The fall of …
Yes. Fund the CBSA. I’d rather it go to border security than to free housing and benefits to foreigners. Deport the misery. Canada isn’t the garbage bin of the third world.
Yes. Fund the CBSA. I’d rather it go to border security than to free housing and benefits to foreigners. Deport the misery. Canada isn’t the garbage bin of the third world.
Identity Attack0.41222036
Insult0.5393265
Profanity0.13432594
Threat0.010032792
Severe Toxicity0.023076924
Moderate 0.51869136 Moderate Con 0.46 Insult
Dec 23, 2025 13 likes Deportations From Canada at Their …
Round up and fly them out immediately! This country is spiralling out of control. There isn‘t even a language requirement to be met either, it‘s disgusting.
Round up and fly them out immediately! This country is spiralling out of control. There isn‘t even a language requirement to be met either, it‘s disgusting.
Identity Attack0.10221587
Insult0.5130944
Profanity0.104876526
Threat0.1368402
Severe Toxicity0.022064678
Moderate 0.5024724 Low Con 0.2 Insult Call_To_Action
Oct 30, 2025 IRCC Names India in Study …
Well we know the government isn't gonna do a damn thing as they're the ones that let them come here
Well we know the government isn't gonna do a damn thing as they're the ones that let them come here
Identity Attack0.073429056
Insult0.31740165
Profanity0.5188411
Threat0.010084574
Severe Toxicity0.023076924
Moderate 0.4977744 Low Con 0.243 Policy_Critique
Feb 18, 2026 1 likes Canadian immigration officers investigating hundreds …
Tell me it isn't true! Indians scamming the system!😂
Tell me it isn't true! Indians scamming the system!😂
Identity Attack0.55044734
Insult0.41530323
Profanity0.25367188
Threat0.017328756
Severe Toxicity0.023927659
Moderate 0.48141238 Low Con 0.212 Identity Attack
Sep 29, 2025 IRCC Names India in Study …
I use to live in a beautiful little neighborhood. Then the Somolians moved here . I swear they let the worst criminals immigrate here . They are thieves they fight and then run and hide …
I use to live in a beautiful little neighborhood. Then the Somolians moved here . I swear they let the worst criminals immigrate here . They are thieves they fight and then run and hide from the police in the Mosque. The Immam refused to let the police in to arrest them . Then we were hit by a load of Roma Gypsy's. They are absolute animals . No home was safe from they're breaking in . They break into cars , trucks and steal whatever isn't nailed down . Now tell me why I should be nice to these people and not be racist ?????😮😮😮😮😮😮😮
Identity Attack0.55011386
Insult0.47384647
Profanity0.30161268
Threat0.16383497
Severe Toxicity0.16960317
Moderate 0.48021027 Constructive 0.521 Identity Attack Unverified_Claim
Aug 31, 2025 1 likes Why Canadians Are Turning Against …
So when the guy said "today 1 in 4 people in Canada is immigrant" LOL 100% of people in Canada are immigrants there aren't much Native people left. So if anyone thinks they came before …
So when the guy said "today 1 in 4 people in Canada is immigrant" LOL 100% of people in Canada are immigrants there aren't much Native people left. So if anyone thinks they came before so they have the right? That's bullshit. Problem isn't immigration, problem is illegal immigration. People coming and not contributing to the growth. that's the problem. But Old European migrants thinking that it;s their ancestors land is also a problem. Fix that too.
Identity Attack0.3780483
Insult0.40243408
Profanity0.46460027
Threat0.010783645
Severe Toxicity0.023645958
Moderate 0.48021027 Constructive 0.529
Oct 24, 2025 Inside Canada's Indian Metropolis (Brampton)
For the Indians living there they can't be driving in Canada like they in India. If they continue, their license needs to be revoked. They also can't be taking over a Goddamn city like why …
For the Indians living there they can't be driving in Canada like they in India. If they continue, their license needs to be revoked. They also can't be taking over a Goddamn city like why isn't the government doing anything? I support embracing diversity however, there's a fine line with respect.
Identity Attack0.44690517
Insult0.4125297
Profanity0.4681068
Threat0.018192071
Severe Toxicity0.026936848
Moderate 0.47900817 Constructive 0.687 Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Canada isn’t broken because of the people who come here—it’s broken because of the people who run it. We demand a government that puts citizens first, restores law and order, and builds an economy that …
Canada isn’t broken because of the people who come here—it’s broken because of the people who run it. We demand a government that puts citizens first, restores law and order, and builds an economy that rewards hard work, not political optics. Im an immigrant and this place sucks now. Everyone needs to get together, immigrants and citizens need to step up and toss this government out. And when it comes to the garbage and pathetic justice system, No more revolving doors. Every judge who releases repeat offenders must be held publicly and legally accountable for the crimes committed under their rulings. If you enable violence, you share responsibility for its consequences. I am an immigrant of 22 years and I will not put up with this disgusting mistreatment of MY COUNTRY. MY PEOPLE. OUR CULTURE. I will never stay silent. I will always back Canada.
Identity Attack0.18391247
Insult0.5130944
Profanity0.2664882
Threat0.011275585
Severe Toxicity0.023076924
Moderate 0.47886392 Constructive 0.587 Insult Policy_Critique
Sep 9, 2025 8 likes Why Canadians Are Turning Against …
I guess this can and should be considered as retribution for 300 years of British occupation and plundering and raping of the Indians in India. Isn't it hypocrite to just overlook this historical event?! I …
I guess this can and should be considered as retribution for 300 years of British occupation and plundering and raping of the Indians in India. Isn't it hypocrite to just overlook this historical event?! I mean, how does Indian even speak English?!!! Lol
Identity Attack0.46050715
Insult0.41767508
Profanity0.2659008
Threat0.14327845
Severe Toxicity0.03680043
Moderate 0.47886392 Moderate Con 0.316 Moral_Argument
Feb 9, 2026 Inside Canada's Indian Invasion...
2:30 typical rage bait content creator troll who calls himself a "journalist" showing some obscure street in a slum with trash on the side of the street isn't representative of Punjab or India kid. It's …
2:30 typical rage bait content creator troll who calls himself a "journalist" showing some obscure street in a slum with trash on the side of the street isn't representative of Punjab or India kid. It's funny how foreigners mostly w8tes will travel to India and purposely go to the worst places to travel (old delhi, varanasi, Calcutta) which is common knowledge not only amongst Indians themselves but amongst travelers globally, just so they can make negative videos for sensation and views and then assume the entire country looks like that. When the fact of the matter is India has beautiful beaches, resorts in the south (kerela goa etc ie tourist areas) beautiful mountains and snowy areas in the north like Shimla, Risikesh in states like himachal pradesh and uttarkhand, theres ther north east which has arunachal pradesh etc. Yet despite common knowledge amongst those who travel to India these vloggers choose to avoid such places for the former just for content and to make videos such as this. Channels like Chris Lewis, Alfonso and Jessica, Daily Max, Van Boys, GallivanterDom, Dunney Travels are much more honest and unbiased with their vlogs on India showing both the good and bad side of the country. Both the beautiful luxurious sides as well as the slums and poverty. Unlike vloggers like this who only show the negative sides of India for the sake of views, content and engagement farming. Positive videos on India never go as viral as the negative ones. The algorithm always pushes negativity over positivity
Identity Attack0.37655997
Insult0.44126466
Profanity0.29209393
Threat0.0347677
Severe Toxicity0.052940834
Moderate 0.47473195 Constructive 0.728 Policy_Critique
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
Why isn't Canada checking their visas. This is why this is happening. They should not be here. They can build up their country better if they're in their country. This is disgusting
Why isn't Canada checking their visas. This is why this is happening. They should not be here. They can build up their country better if they're in their country. This is disgusting
Identity Attack0.36702603
Insult0.48569724
Profanity0.08322773
Threat0.008686432
Severe Toxicity0.016060932
Moderate 0.47119883 Moderate Con 0.401 Policy_Critique
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.