Skip to content
Canadian Immigration Dashboard [ CID ]
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

click to expand

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 #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

Search & Filter

Search comment text, filter by category or toxicity level
Active: "I would like to have …" 284 comments · Page 1 of 12
Jason Kenny? Why would I want to listen to this sack of shit? He's a fake conservative and more like a liberal with his authoritarian way fuck him and fuck you too
Jason Kenny? Why would I want to listen to this sack of shit? He's a fake conservative and more like a liberal with his authoritarian way fuck him and fuck you too
Identity Attack0.44690517
Insult0.7775208
Profanity0.8690192
Threat0.17964768
Severe Toxicity0.50703704
Toxic 0.9288007 Low Con 0.292 Insult Identity_Assertion
Feb 18, 2026 LILLEY UNLEASHED: The fall of …
Wish they would bathe more, you all smell like shit
Wish they would bathe more, you all smell like shit
Identity Attack0.10221587
Insult0.71120167
Profanity0.8449782
Threat0.016120117
Severe Toxicity0.23340854
Toxic 0.9061063 Low Con 0.202 Insult Fear_Threat
Feb 7, 2026 Inside Canada's Indian Invasion...
Why would u laugh at the racist white dudes racist/bigoted remarks about minorities like Muslims/Indians or Africans??? Ur channel sucks man.
Why would u laugh at the racist white dudes racist/bigoted remarks about minorities like Muslims/Indians or Africans??? Ur channel sucks man.
Identity Attack0.6682205
Insult0.6991143
Profanity0.5722072
Threat0.0287245
Severe Toxicity0.4379392
Toxic 0.8778702 Low Con 0.241 Identity Attack Insult Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
Tyler is a pos and a scumbag. Using words like invasion. He goes around making cultures look goofy. I would love to kick his ass and I prey the day I bump into him
Tyler is a pos and a scumbag. Using words like invasion. He goes around making cultures look goofy. I would love to kick his ass and I prey the day I bump into him
Identity Attack0.3043136
Insult0.71120167
Profanity0.71218073
Threat0.6601249
Severe Toxicity0.45895407
Toxic 0.8696708 Moderate Con 0.403 Insult Threat Meta_Commentary
Feb 7, 2026 2 likes Inside Canada's Indian Invasion...
Stupid guy "there's they don't have focus, other things distracting them" like that's a valid reason. Excusing homicidal sociopathic behavior. Everyone giggling - would you find it funny if you got hit and paralyzed by …
Stupid guy "there's they don't have focus, other things distracting them" like that's a valid reason. Excusing homicidal sociopathic behavior. Everyone giggling - would you find it funny if you got hit and paralyzed by this thug psycho driving?
Identity Attack0.038425524
Insult0.8012121
Profanity0.34536663
Threat0.44235477
Severe Toxicity0.16960317
Toxic 0.8115627 Moderate Con 0.368 Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
I am so sick of this shit... you guys act like white people didn't do this exact same thing years ago but because they aren't white and have a different culture then "most" Canadians it …
I am so sick of this shit... you guys act like white people didn't do this exact same thing years ago but because they aren't white and have a different culture then "most" Canadians it becomes a problem. Canada accepts a lot of immigrants more then the US but if the US had a less strict immigration policy it would probably look very similar. Canada is super under populate comparing it to other countries of the same exact size. Hey Canadians can we not be as racist as the flipping Americas. Saying that they're is an invasion of people who have proper documentation and are allowed to live in Canada is racist. To say you want people of a different race or culture is flipping racist no matter what way you spin it. It makes me so angry that fucking youtuber with no fucking degree gets to shit on others people lives and profit off of it. And the sad part is Tyler is not the only one doing this but many other youtubers are straight up doing bad journalism and taking random peoples word for it...with zero degrees in the matter they are speaking about. Yes sometime he gets people who actually know what they are talking about but most the time they are super bias or have something to gain from talking about it. Anyways, I just tired of "Scary" propaganda most the time it's not an actually issue. What we as Canadians should be focused on why you need 10+ years of experience to work a minimum wage job (And it isn't Indian immigrants fault but greedy corporations)
Identity Attack0.55044734
Insult0.57787937
Profanity0.70384485
Threat0.03304107
Severe Toxicity0.3529199
Toxic 0.78711975 Constructive 0.734 Identity Attack Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Bitches be saying that people in India being surprressed , these khalistanins are brainwashed and should be imprisoned for life for ever advocating as indians or referencing themselves as indians ! 99% of people there …
Bitches be saying that people in India being surprressed , these khalistanins are brainwashed and should be imprisoned for life for ever advocating as indians or referencing themselves as indians ! 99% of people there in Brampton are less literate than 99% of the people I've met here in India North to South. (P.S khalistanins are brainwashed terrorists like many Pakistani , even bloody pakistani are better off tf (never would've said it but these people are embarassment) !- From a true indian and a punjabi.
Identity Attack0.6649212
Insult0.67735565
Profanity0.64080805
Threat0.34839883
Severe Toxicity0.45895407
Toxic 0.7761081 Moderate Con 0.498 Identity Attack Insult Identity_Assertion
Feb 10, 2026 Inside Canada's Indian Invasion...
This white trash talking about African don't know anything he's talking about.. you can see he prefer the curry culture and unfortunately most white people think like him they just hate black people so much …
This white trash talking about African don't know anything he's talking about.. you can see he prefer the curry culture and unfortunately most white people think like him they just hate black people so much that they would prefer anything other than black
Identity Attack0.7426507
Insult0.6308392
Profanity0.4370703
Threat0.03407705
Severe Toxicity0.35368225
Toxic 0.7761081 Low Con 0.275 Identity Attack Insult Identity_Assertion
Feb 8, 2026 Inside Canada's Indian Invasion...
I would never want my country too be like india. They are ridiculously dirty and proud
I would never want my country too be like india. They are ridiculously dirty and proud
Identity Attack0.69783735
Insult0.6149945
Profanity0.39409557
Threat0.01698343
Severe Toxicity0.24482845
Toxic 0.7252971 Moderate Con 0.393 Identity Attack Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
enough with the bullshit myth that we had/have a great immigration system, we haven't for decades, only a complete moron would say so, like Ivison who keeps lying saying there was "CONSENSUS" among who? the …
enough with the bullshit myth that we had/have a great immigration system, we haven't for decades, only a complete moron would say so, like Ivison who keeps lying saying there was "CONSENSUS" among who? the politicians? the greedy businesses that want slave labour, cheap labour, the NDP zealots? cause in almost 60 yrs, I've never once, ever, never heard anyone say that they wanted more immigrants in Canada, ever
Identity Attack0.2808415
Insult0.6308392
Profanity0.58072567
Threat0.011715741
Severe Toxicity0.16960317
Moderate 0.6989911 Moderate Con 0.486 Insult Policy_Critique
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
I WISH They would ALL take off to the U.S. Im sick of it. It's NOT RACISM, IT'S NUMBERS! There are FAR TOO MANY. They DON'T RESPECT OUR COUNTRY! THEY TREAT US LIKE SHIT. THEY …
I WISH They would ALL take off to the U.S. Im sick of it. It's NOT RACISM, IT'S NUMBERS! There are FAR TOO MANY. They DON'T RESPECT OUR COUNTRY! THEY TREAT US LIKE SHIT. THEY ONLY HIRE THEIR OWN! THEY DROVE UP THE RENTAL MARKET Cuz we DON'T HAVE THE ROOM For them, & they make it impossible to find a place. They're RUDE, ENTITLED & THE WORST THING THAT'S HAPPENED TO CANADA IN MY ENTIRE 47 YRS! Im TIRED OF BEING NICE & Keeping my mouth shut. We basically let them walk right in & take over. If it ain't them, it's the Africans & Muslims. The guy on the bike being interviewed is 100000% RIGHT! And WHO THE FU*K Gives them DRIVERS LICENCES? They drive like they're still in INDIA! Why TF COME here if they're ONLY GONNA MAKE IT Like INDIA? STAY IN INDIA IF u DON'T ASSIMILATE!
Identity Attack0.40351558
Insult0.6099415
Profanity0.4662011
Threat0.06658544
Severe Toxicity0.23224974
Moderate 0.6611249 Constructive 0.544 Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
I've lived in Edmonton for years and they dont assimilate into Canadian culture or hire Canadians when they start businesses. Entire blocks of edmonton would smell like shit where they lived it was disgusting. You …
I've lived in Edmonton for years and they dont assimilate into Canadian culture or hire Canadians when they start businesses. Entire blocks of edmonton would smell like shit where they lived it was disgusting. You goto a public pool and its literally overflowing with Indians. I hated it
Identity Attack0.6007182
Insult0.5177041
Profanity0.541926
Threat0.018710058
Severe Toxicity0.1762085
Moderate 0.6491204 Constructive 0.54 Identity Attack Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Oh, Tyler Oliveira—you sniveling, camera-clutching clown from the States, desperately chasing clicks by dunking on India like it's your ticket to relevance. You slither into our sacred festivals, twist them into your racist freak shows, …
Oh, Tyler Oliveira—you sniveling, camera-clutching clown from the States, desperately chasing clicks by dunking on India like it's your ticket to relevance. You slither into our sacred festivals, twist them into your racist freak shows, and call it "content"? That Gorehabba video where you mocked an ancient Karnataka ritual as the "sh***iest experience" of your life? Pathetic. You got roasted so hard by millions of Indians that you cried uncle, doxxed and threatened, begging for mercy while scrapping your whole "documentary." Then you pivot to whining about "Canada's Indian Invasion," painting hardworking Indians as some horde overwhelming your precious borders—only for YouTube to smack it down before you reuploaded your bile. Newsflash, you bottom-feeding provocateur: India's not your punchline. We're the eternal empire that's outlasted losers like you for millennia. Time to school your ignorant ass on why you should've stayed in your mom's basement—India, the unstoppable tiger that could crush your entire "career" without noticing. Let's start with the obvious: scale, you microscopic meme. India's a juggernaut with 1.45 billion souls, a population exploding with talent and tenacity, projected to dominate the world demo while your declining West scrambles for immigrants to wipe its ass. We're bigger than your wildest fever dreams—3.287 million square kilometers of epic diversity, from Himalayan fortresses to tech hubs that power the globe. You? A solo YouTuber with a few million subs, hiding behind a mic, peddling poop jokes because real journalism's too hard. Your "exposés" on cow dung rituals or urine therapy? Cherry-picked trash from one village, ignoring that India's the cradle of civilization— inventors of zero, yoga, and chess when your ancestors were grunting in caves. You sensationalize our extremes to feed your racist fanbase, but guess what? We own the narrative now; your videos get mass-reported and buried because 1.5 billion of us don't play. Economy? You love ranting about H-1B visas and Indians "invading" jobs—cry harder, Tyler. India's GDP is blasting past $4 trillion, eyeing $10 trillion by 2030, with 7% growth that laps your stagnant economy. We're the world's startup unicorn factory, with giants like Reliance and Tata that could buy your channel for chump change. Indian CEOs run Google, Microsoft, and half of Silicon Valley—your tech overlords are us, bro. And those "invasions" you fear? We're the brains keeping Canada and the US afloat; without Indian talent, your countries would crumble into irrelevance. Your anti-Indian rants on visas? Just salty jealousy from a guy whose "content" relies on AI-generated slop and hate bait. Keep mocking; we'll keep innovating and out-earning you. Power? Don't make me laugh. India's military is a nuclear-armed beast: $80+ billion budget, 1.4 million troops, hypersonic missiles, and carriers that could sail circles around your non-existent army. We're ranked top 4 globally in firepower, staring down real threats while you play pretend journalist in safe suburbs. You "fight" with a camera; we'd "eat you up" with one viral backlash—remember how we turned your life into "a living hell" with reports and threats? That's just a taste; cross us again, and your channel's toast. But we're merciful giants—unlike you, we don't need to stoop to your level. Our people? Unbreakable legends. A mosaic of 2,000+ ethnic groups, 22 languages, and faiths that birthed Buddhism, Hinduism, and the world's largest democracy. Bollywood crushes your Hollywood knockoffs; our cuisine, from biryani to butter chicken, rules global menus while you gag on sensationalized "poop" stories. We've conquered empires—the Mughals, British—and risen stronger, while you're just another white dude profiting off exoticism. Racist? Check your mirror; your videos drip with disdain for "third-world" vibes, but India's soft power—cricket, curry, tech—owns the planet. You called our festival "humanity's extinction" risk? Nah, that's your career after we expose your bigotry. So, Tyler, tuck your tail and run. Apologize for your propaganda, delete your trash, and stick to interviewing rednecks. India's not your playground; we're the big daddy that broke you once and can do it again. Stay scared, clown. Jai Hind!
Identity Attack0.44690517
Insult0.67254376
Profanity0.4177144
Threat0.10542984
Severe Toxicity0.34942797
Moderate 0.64447093 Constructive 0.512 Insult Meta_Commentary
Feb 25, 2026 1 likes Inside Canada's Indian Invasion...
To all those f0000ls who say that Indians are very polite, I would like to say that, they are polite until they are a minority and once they are majority, you will be tortured if …
To all those f0000ls who say that Indians are very polite, I would like to say that, they are polite until they are a minority and once they are majority, you will be tortured if you are not a Hindu.
Identity Attack0.57150364
Insult0.54525656
Profanity0.4840093
Threat0.44185185
Severe Toxicity0.35148153
Moderate 0.6027529 Moderate Con 0.409 Identity Attack Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
My thing is the people who want to hate on white ppl but then they move to white countries or the people who were born in America tht jus talk shit like they cant move …
My thing is the people who want to hate on white ppl but then they move to white countries or the people who were born in America tht jus talk shit like they cant move somewhere else sure America has its problems but compared to anywhere else we have it amazing not saying it couldnt improve but i damn sure wouldnt wanna live no where else and nether do these ppl tht talk shit cuz they dont leave cuz if they did they would find out how good we have it in America and how blessed we are to be Americans
Identity Attack0.48949075
Insult0.46625584
Profanity0.57236236
Threat0.060119797
Severe Toxicity0.232236
Moderate 0.6020386 Constructive 0.561 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada is so screwed 😭 I would like to visit Canada some day but the "kangz" and "saars" are turning Canada into their home countries
Canada is so screwed 😭 I would like to visit Canada some day but the "kangz" and "saars" are turning Canada into their home countries
Identity Attack0.5135796
Insult0.5208188
Profanity0.40670946
Threat0.010084574
Severe Toxicity0.16960317
Moderate 0.5885171 Moderate Con 0.46 Identity Attack Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Canada..America..Australia seems like NOBODYS land.Coz if anybody was to claim it...I mean just bare with them.Immigration is same shit different times.The Natives would have complained if they were to be interviewed when the white people …
Canada..America..Australia seems like NOBODYS land.Coz if anybody was to claim it...I mean just bare with them.Immigration is same shit different times.The Natives would have complained if they were to be interviewed when the white people arrived and changed stuff too.
Identity Attack0.50917345
Insult0.46327567
Profanity0.541926
Threat0.012285355
Severe Toxicity0.09912638
Moderate 0.5885171 Constructive 0.502 Identity Attack Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
As an Indian living in India this was so embarrassing. I didn't know Canada was this fucked..like I always heard some racism faced by Indians from the Canadian ppl now I understand why. I mean …
As an Indian living in India this was so embarrassing. I didn't know Canada was this fucked..like I always heard some racism faced by Indians from the Canadian ppl now I understand why. I mean imagine this happened to India, prolly Indians would react the same or even worst than that. And on top of that, some Khalistani terrorists are set free in Canada.
Identity Attack0.5203519
Insult0.48313886
Profanity0.5318404
Threat0.025443908
Severe Toxicity0.16960317
Moderate 0.5885171 Constructive 0.589 Identity Attack Personal_Narrative
Feb 11, 2026 Inside Canada's Indian Invasion...
I went to Toronto and Niagara Falls for the first time last year. Both places were filled with Indians. Didn’t even look like Canada. Looked like a third world country. The people were very loud, …
I went to Toronto and Niagara Falls for the first time last year. Both places were filled with Indians. Didn’t even look like Canada. Looked like a third world country. The people were very loud, rude, and dirty. Would not go back.
Identity Attack0.5203519
Insult0.5739874
Profanity0.1067334
Threat0.009256045
Severe Toxicity0.023076924
Moderate 0.5721988 Constructive 0.538 Identity Attack Insult Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
i wish the government would stop confiscating my money to pay for all this crap - even like CBC
i wish the government would stop confiscating my money to pay for all this crap - even like CBC
Identity Attack0.015757138
Insult0.5130944
Profanity0.44431314
Threat0.009644418
Severe Toxicity0.023076924
Moderate 0.56269526 Low Con 0.296 Insult
Dec 11, 2017 55 likes How much do refugees and …
Ind fatigue is real Has to be condenmed ,again Inds you dont teach or advice You have those inner racist castiest beliefs inside you Leave it to others Or some really good minded Inds I …
Ind fatigue is real Has to be condenmed ,again Inds you dont teach or advice You have those inner racist castiest beliefs inside you Leave it to others Or some really good minded Inds I used to enjoy jamcan ❤ Videos But it's not only sharing Fatigue and other videos But also hate on religion Just like that idiot @Reality fake Alex Quite disgusting to see him speaking Like the other guy Kachina Your aim is not to promote fatigue only or some insane stupid things done by people Just to promote hate on other religions Just like many missionaries would do Don't assume you guys to be very perfect , Look at his speech Come to Canada ,learn culture Adopt, Talks like 💩💩💩 Of course we have follow the rules Respect the people If we can't each other At least don't Trouble others Do your promotion somewhere
Identity Attack0.38246045
Insult0.5678696
Profanity0.37503055
Threat0.100830056
Severe Toxicity0.21902075
Moderate 0.5559701 Constructive 0.548 Insult
Aug 25, 2025 Why Canadians Are Turning Against …
3:59 I would want to know who paid for those statues. I bet it was the city from your money guys. Just a guess. Also I dont think that Indians are bad people, that we …
3:59 I would want to know who paid for those statues. I bet it was the city from your money guys. Just a guess. Also I dont think that Indians are bad people, that we cant live with each other I respect them. What I dont respect is mass African migration like un EU, that is crazy stuff. I would rather live in a acity with 100000 Indians than 10000 Africans because they are a fk ticking bomb, you never know if they stab someone or rap*. Indians are working, Africans cant do anything other than crimes IDK how some people still dont see this, just look at any country that took them, its same everywhere. I live in Czech Republic and we have like 10% of Vietnamese people and you dont even know they are here, all of them work, they are very polite and fit into our society very well...
Identity Attack0.5498214
Insult0.46173862
Profanity0.43669638
Threat0.3203622
Severe Toxicity0.23224458
Moderate 0.53579444 Constructive 0.713 Identity Attack
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Just be happy they are not muslims. Other wise u would end up like britian where 1 million of white daughters have faced sexual harassement and grooming.
Just be happy they are not muslims. Other wise u would end up like britian where 1 million of white daughters have faced sexual harassement and grooming.
Identity Attack0.55044734
Insult0.36365277
Profanity0.2263305
Threat0.18281023
Severe Toxicity0.030523606
Moderate 0.52139956 Moderate Con 0.411 Identity Attack
Dec 10, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
All the White Canadians blaming Indians for immigrating while their own Government is the one who put them in this mess. Not a single Indian would be in Canada if it wasn't for your own …
All the White Canadians blaming Indians for immigrating while their own Government is the one who put them in this mess. Not a single Indian would be in Canada if it wasn't for your own Government allowing them in. You don't want Indians, go change your freaking Government instead of recording videos of immigrants living in an immigrant enclave like every other immigrant community does. At the end of the day, you get the Government you deserve.
Identity Attack0.5502601
Insult0.4794537
Profanity0.39207047
Threat0.018364733
Severe Toxicity0.06488878
Moderate 0.51980776 Moderate Con 0.347 Identity Attack
Oct 8, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
We would only be lucky if all our immigrants came from India because in my 30 plus years of interactions with them I'd say bring more of them and stop bringing in Islamic terrorists Pakistani …
We would only be lucky if all our immigrants came from India because in my 30 plus years of interactions with them I'd say bring more of them and stop bringing in Islamic terrorists Pakistani at that, you never hear of a suicide bomber from India blowing himself up on our buses subways schools etc as Muslims do yes we had a air India bombing from infighting but that's so rare because their religion doesn't teach them to convert or kill like piss lam does and that thing Muslims do because their Quran teaches them its okay you know sexually enslaving our infidels girls, another good point is they will fight side by side with us once the Muslims start following their qurans and wage jihad on our asses
Identity Attack0.56445944
Insult0.47357693
Profanity0.36230123
Threat0.3733964
Severe Toxicity0.27908814
Moderate 0.51869136 Constructive 0.607 Identity Attack Unverified_Claim
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.