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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 #}

Comment Explorer

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Active: "Canada immigration is a joke. …" 22 comments
Canada is fucking joke. End Immigration for the next 10 years and make Canada great again
Canada is fucking joke. End Immigration for the next 10 years and make Canada great again
Identity Attack0.47178617
Insult0.48569724
Profanity0.70864636
Threat0.026307223
Severe Toxicity0.24482845
Toxic 0.7570315 Low Con 0.181
Oct 1, 2025 IRCC Names India in Study …
THANK YOU SO MUCH FOR making this video.. the audacity of that rat looking dude to ask if he will refuse sharia law? What an idiot YOU LEFT YOUR OWN COUNTRY and have the nerve …
THANK YOU SO MUCH FOR making this video.. the audacity of that rat looking dude to ask if he will refuse sharia law? What an idiot YOU LEFT YOUR OWN COUNTRY and have the nerve to call us down for not accepting ur religion.... Piss off.. this government is a joke. How about Quebec take the over 1 million immigrants they took in this year alone, and we'll break off into our own country and make sure they can't BIDEN-IZE Canada. Don't stay quiet.. we need to be heard this is crazy.
Identity Attack0.3817989
Insult0.72868866
Profanity0.34099978
Threat0.013372798
Severe Toxicity0.16960317
Toxic 0.73663366 Moderate Con 0.432 Insult Identity_Assertion
Sep 7, 2025 Why Canadians Are Turning Against …
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...
hooray hooray Canada's gonna be safe!! we've deported 10 criminals and nine more are waiting trial… our immigration and justice system in Canada is a a fxcking joke!!!!!
hooray hooray Canada's gonna be safe!! we've deported 10 criminals and nine more are waiting trial… our immigration and justice system in Canada is a a fxcking joke!!!!!
Identity Attack0.2846865
Insult0.48399165
Profanity0.5013569
Threat0.01508414
Severe Toxicity0.06225512
Moderate 0.5721988 Moderate Con 0.381 Policy_Critique
Feb 18, 2026 23 likes Canadian immigration officers investigating hundreds …
Immigration has been a joke for years took my wife 10 months to get PR in 2017 now she is a Canadian citizen contributing to Canada trudope and his morons let in a boatload of …
Immigration has been a joke for years took my wife 10 months to get PR in 2017 now she is a Canadian citizen contributing to Canada trudope and his morons let in a boatload of unskilled multiple children asylum seekers??? Who now drive brand new cars b3cause trudope pays for their rent the food etc and what do they do ? Door dash skip the dishes drivers they are a drag on society BUT if u need a home care worker to look after our disabled people u can’t bring in foreigners, those agencies are in dire need of staff but trudope brings in door dash drivers thank god that drama queen resigned in disgrace
Identity Attack0.3817989
Insult0.54471385
Profanity0.26638454
Threat0.012181788
Severe Toxicity0.023505108
Moderate 0.509388 Constructive 0.541 Insult Policy_Critique
Jun 20, 2025 How Canada broke its immigration …
Canada immigration is a joke and a disgrace to America.
Canada immigration is a joke and a disgrace to America.
Identity Attack0.5135796
Insult0.4596616
Profanity0.068967216
Threat0.009359611
Severe Toxicity0.023076924
Moderate 0.4977744 Low Con 0.253 Identity Attack
Jan 9, 2026 Canada’s new rules in 2026
Well, I'll put it this way like I said for many, many, many years, while over 20 years, I already bought this s*** between what Trudeau did, and now, what, you know, art Kearney is …
Well, I'll put it this way like I said for many, many, many years, while over 20 years, I already bought this s*** between what Trudeau did, and now, what, you know, art Kearney is doing that piece of s***. He is turning Canada into a European nation. You watch once joined the European Union and then the richer get richer, there'll be no oil class, the poor be poor and guess what, when you look at the European Union, they are all about one ruled government. One world order wake up this whole entire immigration thing is a f****** joke. From my aunt's opinion and yes, that normally filters on. So it doesn't exactly say all the swear words, my apologies, but no born and raised canadian, and this is a d*** joke, they want to turn around and keep on pushing us and pushing us well.Maybe soon enough, they're real canadian people push back car needed, begets, sent back to the us and a box everybody else who came here.There's no want to fall at our rules.Arborgulations are way of culture.Get the f*** back, where'd ever held country?You came from him because guess what time is ticking tiktok?Tiktok, revenge, you can a snap, and when we do all you immigrants, carney, evernels fit in or f*** off
Identity Attack0.1508922
Insult0.44464502
Profanity0.45190978
Threat0.020954676
Severe Toxicity0.0394905
Moderate 0.46982017 Constructive 0.645 Call_To_Action
Sep 7, 2025 1 likes Why Canadians Are Turning Against …
The immigration policy in Canada is a joke. Justin has ruined it. I bet 80% of immigrants there have arrived on false pretence, be it studying or tourism or marriage. Its all big business in …
The immigration policy in Canada is a joke. Justin has ruined it. I bet 80% of immigrants there have arrived on false pretence, be it studying or tourism or marriage. Its all big business in India. I'll do the studying you pay the fees, let's get married on paper to gain entry.... Its an open secret. Canada is officially fooked.... 😂
Identity Attack0.36598656
Insult0.41767508
Profanity0.32965264
Threat0.00933372
Severe Toxicity0.023076924
Moderate 0.4398409 Moderate Con 0.457 Policy_Critique
Feb 26, 2026 Inside Canada's Indian Invasion...
Only 18,000 deported out of 5 million illegals? That is a joke. Deportations cost money because the government is way too dumb. You don't need to chase the illegals on our dime instead a few …
Only 18,000 deported out of 5 million illegals? That is a joke. Deportations cost money because the government is way too dumb. You don't need to chase the illegals on our dime instead a few bureaucratic steps will help line up the immigrants across Canada towards airports to flee and here we go: 1- Introduce a 3 months grace period for illegals to depart with their lute, no questions asked 2- Establish a Black-List-Database for all illegals and anyone who makes that list will never get permanent residence no matter how long they stay or even if they apply from abroad down the road 3- Introduce daily fines for overstaying or being here illegal with no ceiling including assets seizure to cover fines 4- Abolish automatic birth citizenship unless both parents are fully legal, else contact your embassy for birth certificate and fetch healthcare, school etc ..on your own dime 5- Revoke driver licenses, bank accounts, temporary SIN numbers of all illegals 6- Mandate the RCMP, Local Police, Sheriffs to check immigration status of anyone who comes in contact with law enforcement including traffic stops 7- Establish new Driver License and other documents for citizens and legal people with specific design and color etc.. 8- Introduce a toll-free number so citizens can report illegals and illegal activities 9- Impose hefty fines and jail time on employers who hire illegals including business closures 10- Limit running to office on all levels to Canadian born citizens 11- No illegal owns, buys or sells any real estate or property Do these and the longest line will be the line leading to airports so our friends CBSA can sit in the ri comfy offices processing illegals at their own pace.
Identity Attack0.27171627
Insult0.47384647
Profanity0.10797132
Threat0.013217449
Severe Toxicity0.014511578
Moderate 0.42568782 Moderate Con 0.448
Dec 23, 2025 15 likes Deportations From Canada at Their …
Indian's look at Canada as a very easy to fooled country when it comes in immigration policy, all Indian's work together the one in India and the one who lives in Canada, opening a fraud …
Indian's look at Canada as a very easy to fooled country when it comes in immigration policy, all Indian's work together the one in India and the one who lives in Canada, opening a fraud school to sell course acceptance letter to be approved of student visa. They come not to study but to work and then later on apply for PR. Why do you think Indians are over populated in Canada? they flood the food bank and employment that is no longer available for the Canadian born youth. They are everywhere because they are preferable by greedy employer for cheap labour, the reason this people flood the food bank, theyre wages is not liveable in Canada. Canada becomes a joke since Trudeau took over the government, open border for fraudster to come in. Immigration policy will never be fix until the Liberal is kick out from power. I dont think we need more migrant for walmart tim horton, and uber!
Identity Attack0.46028158
Insult0.3486032
Profanity0.07255927
Threat0.010913103
Severe Toxicity0.020515325
Moderate 0.39231625 Constructive 0.653
Sep 29, 2025 IRCC Names India in Study …
Way too many Indians in Canada. The immigration system is a joke. It is not Immigration but Indianization. Time to stand out and fight back!
Way too many Indians in Canada. The immigration system is a joke. It is not Immigration but Indianization. Time to stand out and fight back!
Identity Attack0.458714
Insult0.25007802
Profanity0.028503597
Threat0.0113014765
Severe Toxicity0.015867263
Moderate 0.37955463 Low Con 0.294
Aug 29, 2025 Why Canadians Are Turning Against …
Canada is a joke - and over 50% are so brainwashed they support what is going on. It's a sad state of affairs in Canada right now. Glad this is going to have global views …
Canada is a joke - and over 50% are so brainwashed they support what is going on. It's a sad state of affairs in Canada right now. Glad this is going to have global views - This is a CANADA WIDE issue not just specific to Brampton. Calgary's NE - Brampton - Surrey Etc. If we are going to have such massive immigration I'd like to know why we can't bring in Filipinos, Japanese, and Koreans - They respect culture and work hard! Side note - why does our government support foreigners over supporting our own domestic couples to have children? - Modern day slave labour is the system Canada is running on right now. But you won't see liberals talking about that :)
Identity Attack0.3072352
Insult0.36365277
Profanity0.058946952
Threat0.009074804
Severe Toxicity0.012833111
Moderate 0.36867723 Constructive 0.63 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
If a Canadian speaks facts about whats happening in Canada we are called racist and held accountable. Theres no freedom of speech anymore. I get banned for 24 hrs for speaking the truth on social …
If a Canadian speaks facts about whats happening in Canada we are called racist and held accountable. Theres no freedom of speech anymore. I get banned for 24 hrs for speaking the truth on social media. Canada has become a joke. Canadians are moving away and migrants keep coming in. Because we can't get the support from our government and costs r sky high and jobs r no longer givin to Canadians only immigrants. Migrants come in with smiles but have a plan to destroy us and take over. Same as greedy liberals
Identity Attack0.3817989
Insult0.30326313
Profanity0.039407436
Threat0.016638106
Severe Toxicity0.016964722
Moderate 0.36095104 Constructive 0.559
Sep 11, 2025 2 likes Why Canadians Are Turning Against …
Laughing my head off, immigration officer rounding up criminals and some of them are here illegally, what are the immigration officer going to do when they all demand refugee status or claim asylum seekers, I …
Laughing my head off, immigration officer rounding up criminals and some of them are here illegally, what are the immigration officer going to do when they all demand refugee status or claim asylum seekers, I guess they will be given lodging, food and healthcare, all on the taxpayers dime, Canada is a joke
Identity Attack0.32184324
Insult0.33964422
Profanity0.027410502
Threat0.008000307
Severe Toxicity0.009307861
Moderate 0.36095104 Moderate Con 0.363 Fear_Threat
Feb 18, 2026 Canadian immigration officers investigating hundreds …
I think the driving in Canada and the United States has gotten crazy because of the massive amounts of immigrants that are pouring into the countries. I live in a small town in upstate New …
I think the driving in Canada and the United States has gotten crazy because of the massive amounts of immigrants that are pouring into the countries. I live in a small town in upstate New York and it’s gotten so bad to drive here. It is outrageous. We also have a extremely diverse community. Looks like a Third World country where I live no joke.
Identity Attack0.29035977
Insult0.25205973
Profanity0.06946823
Threat0.007857903
Severe Toxicity0.01083374
Moderate 0.32397532 Constructive 0.563 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
We dont need a single international student or study permit type of fellow. Get them all out and close the doors to new entries. The indians who have done this process illegaly , you have …
We dont need a single international student or study permit type of fellow. Get them all out and close the doors to new entries. The indians who have done this process illegaly , you have ruined the reputation of all south asians all around canada with your behaviour and lack of care for this country. You used to need to be fully educated and have money in hand to be CONsIDERED for immigration in the past. Its a joke now
Identity Attack0.36702603
Insult0.17361937
Profanity0.022901481
Threat0.010447056
Severe Toxicity0.011444092
Moderate 0.32182294 Moderate Con 0.433
Oct 6, 2025 IRCC Names India in Study …
Canada is turning into INDIA 2.0. This country is literally unrecognizable in the past few years. The immigration system is a joke.
Canada is turning into INDIA 2.0. This country is literally unrecognizable in the past few years. The immigration system is a joke.
Identity Attack0.2700233
Insult0.2469859
Profanity0.02392626
Threat0.0069646453
Severe Toxicity0.007171631
Moderate 0.30527395 Low Con 0.294 Identity_Assertion
Feb 14, 2026 3 likes Inside Canada's Indian Invasion...
Canada immigration is a joke. How many millions are you still allowing in?
Canada immigration is a joke. How many millions are you still allowing in?
Identity Attack0.28034934
Insult0.16788013
Profanity0.01941724
Threat0.00814271
Severe Toxicity0.0076293945
Low Tox 0.29771072 Low Con 0.199 Policy_Critique
Dec 24, 2025 1 likes Deportations From Canada at Their …
Its very bad here in Canada. All jobs that used to go to the youth now go to immigrants. Tyler, its no joke to say you'll pray to other gods. Keep your heart and mind …
Its very bad here in Canada. All jobs that used to go to the youth now go to immigrants. Tyler, its no joke to say you'll pray to other gods. Keep your heart and mind pure, otherwise you will be snared.
Identity Attack0.27701542
Insult0.110259406
Profanity0.024951037
Threat0.028897164
Severe Toxicity0.008125305
Low Tox 0.28312725 Constructive 0.513 Economic_Argument
Feb 24, 2026 1 likes Inside Canada's Indian Invasion...
The problem is not the immigrants. The problem is with Canadian leaders, and the Canadians who elected and reelected them to office. I lived in Nova Scotia for just over 2 decades. I attempted to …
The problem is not the immigrants. The problem is with Canadian leaders, and the Canadians who elected and reelected them to office. I lived in Nova Scotia for just over 2 decades. I attempted to have many discussions about these issues and was shocked by the generally vapid responses I'd get. Much more to say, but the main point is that Canadians have destroyed their own country's quality of life and from what I can see, Canada is not worthy of respect as a nation. I take ZERO pleasure in saying this. However, the country should have provided the United States with a up close example of what a well run social democratic nation looks like. Instead, Canada is a joke to the far right and in fact fuels the far right in the US. Now with the global south amassing on the US's northern border (visit Halifax, NS if you have any questions about this), I view Canada as a threat to the USA - which is a nation with more than enough problems. A note to immigrants reading this: I respect many of you individually, and I do not in the least mind having you in my community. You as an individual are not the problem per se. The problem is that policy makers are simply using migrants to increase Canada's population to 100M by end of century. Google "Canadian House of Commons Century Initiative" to see how Canadian lawmakers voted in support of this policy. Best, Patrick Moan goodhumanhabitat.org
Identity Attack0.28034934
Insult0.16053712
Profanity0.021808386
Threat0.010421164
Severe Toxicity0.008583069
Low Tox 0.26293078 Constructive 0.759 Policy_Critique
Dec 16, 2025 1 likes Why Canadians Are Turning Against …
The rest of Canada needs to hear this! Our immigration system is a joke
The rest of Canada needs to hear this! Our immigration system is a joke
Identity Attack0.11860296
Insult0.15982662
Profanity0.020578653
Threat0.0072365063
Severe Toxicity0.004425049
Low Tox 0.25462922 Low Con 0.286
Sep 30, 2025 2 likes IRCC Names India in Study …
This is what gets me, I’m an immigrant. I came from a place where we speak a broken dialect of English. As part of my processing, I had to demonstrate my ability to speak the …
This is what gets me, I’m an immigrant. I came from a place where we speak a broken dialect of English. As part of my processing, I had to demonstrate my ability to speak the queen’s english. To work, the expectation is you’re able to communicate effectively with whoever you’re interfacing. These folks come here, make zero attempt to improve or learn English or French - the national languages. They go home after the day is done, revert to their native tongue. How would you ever perfect something like a language without some degree practice and immersion? And they do this with their generations. The 1st and sometimes 2nd generation kids will speak their native tongue first, before learning English or French. It’s like the language they should speak to effectively work and live in Canada is an accessory. The govt at all levels encourage this by having driving tests and forms in other languages. And don’t get me started on the pockets - Brampton for example. The politicians kowtow to the voters and give in to them having huge temples, and nonstandard shopping complexes. It’s a running joke how many Indians will be living in the same house, renting from other Indians collecting money under the table in completely unsanctioned and illegal rental scenarios. Companies set up by Indians, to service Indians. So they don’t even care to present as Canadian business with English / French. I’m in the midst of charting my family’s exit from Canada. It’s become something entirely unrecognizable. Where those who know how to game the system get ahead, those of us who play the rules - stay behind. I’ve worked my way up to being upper middle class. I’m about done paying for Indian “students” who later claim to be refugees. Who are now claiming to be in gay relationships, to support their refugee cases. It’s all a joke.
Identity Attack0.06431354
Insult0.035443626
Profanity0.026317406
Threat0.0073789097
Severe Toxicity0.0031089783
Low Tox 0.11161 Constructive 0.681 Personal_Narrative
Jan 27, 2026 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.