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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: "This is why I desperately …" 38 comments · Page 1 of 2
Trudeau wanted a lot of desperate and ignorant voters thus he imported the third world like an evil sack of sh*t.
Trudeau wanted a lot of desperate and ignorant voters thus he imported the third world like an evil sack of sh*t.
Identity Attack0.21668483
Insult0.7492263
Profanity0.6242122
Threat0.010602405
Severe Toxicity0.16960317
Toxic 0.7998551 Low Con 0.14 Insult Policy_Critique
Jun 20, 2025 1 likes How Canada broke its immigration …
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...
Sucks how we European - Canadians stole this land and desperately want to call it our land and only want Europeans here.
Sucks how we European - Canadians stole this land and desperately want to call it our land and only want Europeans here.
Identity Attack0.55044734
Insult0.5130944
Profanity0.41570562
Threat0.009204263
Severe Toxicity0.08595808
Moderate 0.60254884 Moderate Con 0.315 Identity Attack Insult Moral_Argument
Feb 23, 2026 3 likes Inside Canada's Indian Invasion...
Such a racist , biased untruthful borderline intolerant article 😡😡😡😡. People from India are highly skilled and your country desperately need them hence your country got them here on H1 and unlike those Islamic country …
Such a racist , biased untruthful borderline intolerant article 😡😡😡😡. People from India are highly skilled and your country desperately need them hence your country got them here on H1 and unlike those Islamic country immigrants who come and slowly invade and hate .. the locals.. Indians .. work hard , PAY TAX , Contribute to country’ s grand GDP , and try to build a life for themselves and families without hurting others !! If their prosperity and growth is sticking a thorn in your eye , you need to think whose fault it is !! Get the PERSPECTIVE right !! 😡😡😡
Identity Attack0.46028158
Insult0.49151286
Profanity0.07740857
Threat0.012337137
Severe Toxicity0.02406851
Moderate 0.509388 Moderate Con 0.476
Nov 26, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Vassy is not a stupid woman, however, she is being deliberately obtuse as she desperately tries to find fault with this proposed motion. Anyone with half a brain can see that it is specifically directed …
Vassy is not a stupid woman, however, she is being deliberately obtuse as she desperately tries to find fault with this proposed motion. Anyone with half a brain can see that it is specifically directed at proven, bogus asylum seekers and those whose Visas have expired and have no right to even remain in Canada. Also, I don't care what kind of a mess a legitimate asylum seeker is fleeing, I do not believe anyone "from away" is entitled to better health care benefits than Canadian citizens.
Identity Attack0.17381613
Insult0.56997263
Profanity0.22612886
Threat0.008789998
Severe Toxicity0.019998873
Moderate 0.509388 Constructive 0.621 Insult Policy_Critique
Feb 24, 2026 52 likes 'We do know that there's …
This is crazy. I am an Indian, and I fail to understand why so many Indians choose to live in other countries. For money? Don't they have any self respect or dignity? It us true …
This is crazy. I am an Indian, and I fail to understand why so many Indians choose to live in other countries. For money? Don't they have any self respect or dignity? It us true that Germans, Irish, Italians etc did migrate to USA en masse, but they did it out of desperation, to avoid famines. Indians must understand, western people despise the fact that so many Indians living in their countries. They don't like you. They why? Come back to your motherland, and serve the nation.
Identity Attack0.46028158
Insult0.41767508
Profanity0.1696208
Threat0.019055385
Severe Toxicity0.023076924
Moderate 0.46716887 Constructive 0.652
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
i want to claim unfair treatment to born 1st nations, CANADIANS and CANAIDIAN BORN IN GENEREAL. OVER 10 GENEREATIONS. treated like crap. they are now asking for paypal info, and if u have crypto coins, …
i want to claim unfair treatment to born 1st nations, CANADIANS and CANAIDIAN BORN IN GENEREAL. OVER 10 GENEREATIONS. treated like crap. they are now asking for paypal info, and if u have crypto coins, renter insurance. but give u nothing more to live on. good luck. i see why there's so much crime... gov't is getting desperate, now. pushing people from 30 to over 50, to get a job, and have old resumes. they gave put too much money, now looking for the more, from anything u have!!! not all people, have family support, to help them!
Identity Attack0.11860296
Insult0.4339631
Profanity0.35597226
Threat0.023371955
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.57
Jan 26, 2024 1 likes How much do refugees and …
There's no labor shortage. Companies don't want to pay white people what they are worth. Instead they import desperate third worlders willing to work for peanuts.
There's no labor shortage. Companies don't want to pay white people what they are worth. Instead they import desperate third worlders willing to work for peanuts.
Identity Attack0.45610145
Insult0.3388922
Profanity0.085167445
Threat0.010058682
Severe Toxicity0.016254602
Moderate 0.3977292 Low Con 0.226 Economic_Argument
Feb 13, 2026 Canada's tighter immigration policy divides …
Kenny is desperate, Albertans see through his lies!
Kenny is desperate, Albertans see through his lies!
Identity Attack0.024600167
Insult0.4378843
Profanity0.023516348
Threat0.007145886
Severe Toxicity0.0059509277
Moderate 0.39669925 Low Con 0.208 Policy_Critique
Feb 26, 2026 LILLEY UNLEASHED: The fall of …
The older whites in Brampton seem to be blaming others because they failed in life. Anyone in Brampton knows a lot of the whites are on drugs in the downtown area. People started getting annoyed …
The older whites in Brampton seem to be blaming others because they failed in life. Anyone in Brampton knows a lot of the whites are on drugs in the downtown area. People started getting annoyed about Brampton when the international student boom happened. This is different from families settling or people starting families. Young students who are basically poor and desperate take up all the jobs and they pack so much into one house. Indian international students have ruined Indian reputation in Canada. Indians figured how to game the system and flood Canada better than other nationalities. And it’s true they do not integrate. They leave their land and come to a place where it’s just like home. Where they can live work, and go to school and not interact with any other race, ethnicity probably can go weeks without speaking English. Chinese have similar places like this but they’re not frowned upon.
Identity Attack0.42615733
Insult0.26957804
Profanity0.11539881
Threat0.015947454
Severe Toxicity0.017997624
Moderate 0.36867723 Constructive 0.605 Unverified_Claim
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I don't blame the people. They're poor, destitute, desperate, etc. We must look at the ones who are directly benefitting from importing them. Those are the traitors. Without them, we'd be able to feed the …
I don't blame the people. They're poor, destitute, desperate, etc. We must look at the ones who are directly benefitting from importing them. Those are the traitors. Without them, we'd be able to feed the entire world to a point where no one would need to leave their homeland, because all the food and water would be there for them. Clean food and water, of course. Think about it.
Identity Attack0.10221587
Insult0.36798462
Profanity0.033144772
Threat0.009074804
Severe Toxicity0.0076675415
Moderate 0.3389984 Constructive 0.601 Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
i don’t get it, you leave your country to come here for a better life. why turn it into what you left from? why turn it into india if that’s what you so desperately want …
i don’t get it, you leave your country to come here for a better life. why turn it into what you left from? why turn it into india if that’s what you so desperately want to leave behind? smh. labeling patriotic canadians as racists for saying they want their country to be canada and not india.
Identity Attack0.2854555
Insult0.16780703
Profanity0.029050145
Threat0.0069646453
Severe Toxicity0.006828308
Low Tox 0.29953843 Moderate Con 0.415 Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
THE LIBERAL GOVERNMENT IS DESPERATELY ATTEMPTING TO DESTROY CANADA 🇨🇦.
THE LIBERAL GOVERNMENT IS DESPERATELY ATTEMPTING TO DESTROY CANADA 🇨🇦.
Identity Attack0.14875233
Insult0.07333439
Profanity0.024951037
Threat0.13815513
Severe Toxicity0.011062622
Low Tox 0.2922276 Low Con 0.193 Fear_Threat
Jan 11, 2026 Canada’s new rules in 2026
Name these experts please !!!! This is propaganda and lies ! The realities of allowing hundreds of thousands of illegal immigrant s and too many legitimant refugees into our country is devestating ! both to …
Name these experts please !!!! This is propaganda and lies ! The realities of allowing hundreds of thousands of illegal immigrant s and too many legitimant refugees into our country is devestating ! both to the citizens and to the refgees ... stretching our social services very very thin ..... up to 13 hours waiting in our ERs in my city ... i am not a professional reasercher on statistcs but i have a brain and sense enough to see the consequences of this portion of a hidden Trudeau agenda .... and that is desperation ... comming from ...food and shelter insecurities and discrimination against those of us who are citizens living on inadequate disability income ... most of us paid into these programs when we were working in good health .... i dont know what kind of dark ... delusional spell our federal ministers are under but this kind of melevolent disregard for those of us who are the most vulnerable in this country ...arent without courage to speak against the narcisim of this diabolical goverment ... I've lived long enough to know that the universe measures out to them what they give .... people like this always get their come-up-ins !!!! may the Good Lord Jesus have mercy on you political ministers of Canada !
Identity Attack0.10221587
Insult0.2469859
Profanity0.019007329
Threat0.009411395
Severe Toxicity0.0065612793
Low Tox 0.2854903 Constructive 0.64
Nov 11, 2024 How much do refugees and …
They destroyed the country. You cannot even afford to rent an apartment or even move around for a job. If you leave Toronto for a contract job outside of the city and move somewhere else …
They destroyed the country. You cannot even afford to rent an apartment or even move around for a job. If you leave Toronto for a contract job outside of the city and move somewhere else for a little while, you will be homeless when you come back. To we are pretty much screwed in every moving around to try and gain experience to get ahead. And there are profession where you have to move outside of the GTA to get experience. Canadian students can barely get a entry level job with a two year diploma, yet they allow International students to study things like a 2 year diploma in Business, which no one can ever get a job with, and on top of that, they told them they can apply to become permanent resident . How does that even make any sense? Does any politician in this country have two working brain cells? I'm so sick of this country, I desperately want to leave ...I'm a immigrant and my parents came here in the glory days of the 70s, where people from other English speaking countries were given priority and were expected to fully integrate into Canadian society
Identity Attack0.049761772
Insult0.23704576
Profanity0.20916378
Threat0.010032792
Severe Toxicity0.010223389
Low Tox 0.2854869 Constructive 0.684
Jun 17, 2025 173 likes How Canada broke its immigration …
We desperately need deports
We desperately need deports
Identity Attack0.22935481
Insult0.054376744
Profanity0.05393682
Threat0.058826666
Severe Toxicity0.011444092
Low Tox 0.28425202 Low Con 0.283
Sep 28, 2025 IRCC Names India in Study …
immigration as the US shutdown is active times frame result of politicians desperately seeking new voters, always always the shame game, these politicians never planned to do good for the immigrants, they dumped them in …
immigration as the US shutdown is active times frame result of politicians desperately seeking new voters, always always the shame game, these politicians never planned to do good for the immigrants, they dumped them in the country for votes!
Identity Attack0.19298288
Insult0.16266862
Profanity0.02126184
Threat0.009100696
Severe Toxicity0.005340576
Low Tox 0.2648175 Moderate Con 0.318
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Even the Indians resent Indian migration because they left India to get away from Indians. Mass immigration doesn't work for anybody. Eventually it even destroys the businesses so desperate for cheap labor because their revenue …
Even the Indians resent Indian migration because they left India to get away from Indians. Mass immigration doesn't work for anybody. Eventually it even destroys the businesses so desperate for cheap labor because their revenue stream inevitably collapses. Rising waters raises ships, rising sewage just poisons the sea.
Identity Attack0.2816105
Insult0.08558089
Profanity0.024404489
Threat0.010214032
Severe Toxicity0.007286072
Low Tox 0.25727063 Constructive 0.542 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
The rich have stolen everything and blame the “other”for our problems in order to divide us. They also use immigration to lower wages and dilute the labour pool. In many cases the immigrants have been …
The rich have stolen everything and blame the “other”for our problems in order to divide us. They also use immigration to lower wages and dilute the labour pool. In many cases the immigrants have been lied to and sacrificed for this false opportunity. We all need to fight the big money monopolies that choke us all and make the desperation that leads to hate. As a Canadian I’ll point out that people are people, the Canadians I know don’t treat “Canada”well.
Identity Attack0.2331515
Insult0.15556364
Profanity0.016752819
Threat0.008466354
Severe Toxicity0.005340576
Low Tox 0.2524482 Constructive 0.64
Sep 22, 2025 Why Canadians Are Turning Against …
I’m 49 years old and grew up in the UK. I was always proud of our multiculturalism growing up about 1/5 of the classrooms were of another country/race. Everyone loved the immigrants they came in …
I’m 49 years old and grew up in the UK. I was always proud of our multiculturalism growing up about 1/5 of the classrooms were of another country/race. Everyone loved the immigrants they came in worked hard and didn’t cause trouble, most importantly they intergrated. But something changed with this new wave of immigration. They don’t integrate, they don’t work, they want to cha ge the country and religion. They don’t seem to even like Brit’s 😂. It’s a sad situation. Govt has clearly done this on purpose so the natives have to fight for scraps by bringing in desperate people
Identity Attack0.2331515
Insult0.0836065
Profanity0.08840031
Threat0.008440462
Severe Toxicity0.010375977
Low Tox 0.23198941 Constructive 0.753 Identity_Assertion
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
Sorry folks, Canada cant save every desperate person in the world! Most refugee claims are fake anyways!
Sorry folks, Canada cant save every desperate person in the world! Most refugee claims are fake anyways!
Identity Attack0.11163961
Insult0.1087965
Profanity0.018734055
Threat0.00666042
Severe Toxicity0.0032043457
Low Tox 0.22177623 Low Con 0.271
Dec 23, 2025 172 likes Deportations From Canada at Their …
Desperately need a funny mustache man
Desperately need a funny mustache man
Identity Attack0.012541492
Insult0.034341812
Profanity0.064458095
Threat0.13815513
Severe Toxicity0.01159668
Low Tox 0.21776234 Moderate Con 0.333 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Immigrant here, we got vetted and the condition to get into Canada was that we were WANTED by a employer so desperately that they paid crazy money to get us in. We speak English in …
Immigrant here, we got vetted and the condition to get into Canada was that we were WANTED by a employer so desperately that they paid crazy money to get us in. We speak English in public and we did pretty good here. Well until the libs took over and everything goes downhill now for 10 consecutive years. What's coming now is going to change the country to the worse.
Identity Attack0.06158508
Insult0.1469393
Profanity0.036401358
Threat0.0068028234
Severe Toxicity0.0033187866
Low Tox 0.21374844 Constructive 0.634
Aug 31, 2025 Why Canadians Are Turning Against …
Across both Alberta and British Columbia, when in a large center, it is quite easy to believe you are in India not Canada. Thanks Eastern Canada for continuing to elect Governments who in a desperate …
Across both Alberta and British Columbia, when in a large center, it is quite easy to believe you are in India not Canada. Thanks Eastern Canada for continuing to elect Governments who in a desperate attempt to hide their miserable economic performance have relied on immigration to falsely boost the numbers. Albertans want out.
Identity Attack0.099899694
Insult0.113185234
Profanity0.016172111
Threat0.006835188
Severe Toxicity0.0033187866
Low Tox 0.20149297 Moderate Con 0.486 Policy_Critique
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
One thing that always surprises me is that a lot of immigrants actually don't like mass immigration. I worked with a polish lady who complained more than anyone about the amount of polish people. I've …
One thing that always surprises me is that a lot of immigrants actually don't like mass immigration. I worked with a polish lady who complained more than anyone about the amount of polish people. I've met a lot of Turkish people and a few of them weren't best pleased with the amount of turkish people, and in this video an Indian man says there's too much of it too. Its not an uncommon sentiment among immigrants that they specifically came here for a change in culture, only for it to follow them here. Specifically surrounding politics, a lot of them leave because of the politics where they were, only to find its just as much of a problem here because so many bring those problems over with them rather than leaving them behind. Just to clarify though while I think immigration is obviously a big problem in its current state, I'm not at all against the idea of immigration in general. I care more about where people are going than where they're from. Its just very odd when you hear a strong accented polish lady walk passed complaining and swearing about all the polish people. I guess it does make sense though, if i imagine desperately wanting to leave home for Australia, it would obviously be disappointing to arrive after packing up my life savings to find out all of the people and all of the things were exactly the same as back home. Pretty sad when you think about it.
Identity Attack0.2127345
Insult0.054962315
Profanity0.07126612
Threat0.009981008
Severe Toxicity0.0062942505
Low Tox 0.17891699 Constructive 0.838 Personal_Narrative
Jan 27, 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.