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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: "Its not the people who …" 4,268 comments · Page 85 of 171
Why do you do an accent while speaking English whenever u talk to forgien people. Your not helping them understand you any better and it just sounds annoying
Why do you do an accent while speaking English whenever u talk to forgien people. Your not helping them understand you any better and it just sounds annoying
Identity Attack0.050216515
Insult0.17237684
Profanity0.117874645
Threat0.007301235
Severe Toxicity0.008850098
Moderate 0.30502358 Moderate Con 0.308
Jan 27, 2026 Inside Canada's Indian Invasion...
We need to take care of our own first. I am tempted by the threat of sharia law to be against Muslim people, although I realize that most are not bad but the radicals and …
We need to take care of our own first. I am tempted by the threat of sharia law to be against Muslim people, although I realize that most are not bad but the radicals and their rate of reproducing scares me. We are losing Canada not just to trump but to the new immigrants. What should we do?
Identity Attack0.3817989
Insult0.08508729
Profanity0.020032106
Threat0.014566151
Severe Toxicity0.00869751
Moderate 0.3048984 Constructive 0.721 Fear_Threat
Aug 28, 2025 Why Canadians Are Turning Against …
Just a small word here. Khalistan sikh are not Indian Sikh. They are people who are wanted for various crimes even in India. They have criminal records and India has been requesting Canadian government to …
Just a small word here. Khalistan sikh are not Indian Sikh. They are people who are wanted for various crimes even in India. They have criminal records and India has been requesting Canadian government to deport some of these people to undergo trial in India but Trudeau govt under jagmeet Singh did not agree and so you have crimes happening in Canada but the bad name goes to India. As far as this oppression against minority is concerned all sikhs in India are free to do as they wish in their own land. They have a democratically elected leader and sikhs in India are very happy. Others in India love them and respect them a lot so much so that manmohan Singh became the prime minister of India with zero opposition to his leadership. Abdul kalam who is also a muslim became the president of India. This oppression story is fake. That is one of the ways for this khalistan punjabi apply for refugee status inside Canada. It’s a Canadian loophole they misuse and the worst part is even the govt knows that. They just won’t do anything about it.
Identity Attack0.37292135
Insult0.19967617
Profanity0.031641733
Threat0.017156094
Severe Toxicity0.01302678
Moderate 0.3048984 Constructive 0.674 Unverified_Claim
Feb 19, 2026 1 likes Inside Canada's Indian Invasion...
Brother brother brother all was good till you got to us Panjabi's please read the history same people you were being chased by in Paris and Minnesota we crushed them in battles protected other religions …
Brother brother brother all was good till you got to us Panjabi's please read the history same people you were being chased by in Paris and Minnesota we crushed them in battles protected other religions and are serving the USA in all armed forces I hope you do your research and you will see not one single Punjabi anywhere in the world begging on a street corner our religion is based on 3 main things do hard work make a honest living and then share your earnings with the needy maybe you gotta see the world's biggest community kitchen to find out how generous my people and religion is 100k people eat free at Sri Darbar Sahib.
Identity Attack0.28034934
Insult0.14874944
Profanity0.110447146
Threat0.1338057
Severe Toxicity0.023076924
Moderate 0.3048984 Constructive 0.76 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
As an indian living in canada im going to say this punjabis are not living in brampton because it feels like home most of them come to canada to flex and probably because the city …
As an indian living in canada im going to say this punjabis are not living in brampton because it feels like home most of them come to canada to flex and probably because the city is swamped with their people so they don’t have to communicate in english, i cant even count the number of times these people have talked to me punjabi while i tell them i don’t speak punjabi and they start getting offended ask me why i dont , like bro I’m from a different part of india , why don’t you speak my mother tongue or english to begin with , also the flexing culture they have is crazy , all i want to say is if you don’t know how to communicate in a language and still move to that country and complain you don’t have enough opportunities in your country you might be at fault not your country nor the new one that you moved into,most of them don’t even have papers , want a separate country for themselves, lack the skills and yet they are living like this, blame the government who let this happen not the rest of us.
Identity Attack0.30256465
Insult0.17486192
Profanity0.12286829
Threat0.016120117
Severe Toxicity0.01935331
Moderate 0.3048984 Constructive 0.585 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
"Racism" is the LEAST of our worries with people like this invading the west.
"Racism" is the LEAST of our worries with people like this invading the west.
Identity Attack0.2795294
Insult0.15769513
Profanity0.036401358
Threat0.013165667
Severe Toxicity0.011062622
Moderate 0.3047732 Low Con 0.292 Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
PISSED? Tell Mark Carney. I know of apartments that are owned by immigrants who became Canadians and they only rent to immigrants (their own people). It almost seems that the rental laws don't apply to …
PISSED? Tell Mark Carney. I know of apartments that are owned by immigrants who became Canadians and they only rent to immigrants (their own people). It almost seems that the rental laws don't apply to them.
Identity Attack0.22261032
Insult0.24171697
Profanity0.12727508
Threat0.007547205
Severe Toxicity0.010223389
Moderate 0.3047732 Constructive 0.636
Aug 25, 2025 88 likes Why Canadians Are Turning Against …
It’s so terrible I couldn’t watch. How can people with a super low iQ be a net asset to Canada? What about Canadians that need those jobs or services?
It’s so terrible I couldn’t watch. How can people with a super low iQ be a net asset to Canada? What about Canadians that need those jobs or services?
Identity Attack0.14661247
Insult0.25998658
Profanity0.020851927
Threat0.007301235
Severe Toxicity0.0059890747
Moderate 0.3047732 Moderate Con 0.417 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Atleast we are not like islam people trying to bring sharia law in Canada we just go there due to job shortage in India because india has huge population I think india should bring strict …
Atleast we are not like islam people trying to bring sharia law in Canada we just go there due to job shortage in India because india has huge population I think india should bring strict 1 child or 2 child law
Identity Attack0.38223284
Insult0.0816321
Profanity0.023652986
Threat0.009074804
Severe Toxicity0.0104522705
Moderate 0.3047732 Moderate Con 0.433
Jan 27, 2026 Inside Canada's Indian Invasion...
AMERICA IS DOOMED IF IMMIGRATION LETS PEOPLE IN HERE AND WE GET ANOTHER DEMOCRAT
AMERICA IS DOOMED IF IMMIGRATION LETS PEOPLE IN HERE AND WE GET ANOTHER DEMOCRAT
Identity Attack0.23846684
Insult0.089778624
Profanity0.045670103
Threat0.012337137
Severe Toxicity0.010375977
Moderate 0.30464804 Low Con 0.128 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Native canadian? U mean white people?
Native canadian? U mean white people?
Identity Attack0.3817989
Insult0.07555214
Profanity0.027820412
Threat0.00746953
Severe Toxicity0.008239746
Moderate 0.30464804 Low Con 0.288 Identity_Assertion
Feb 23, 2026 1 likes Inside Canada's Indian Invasion...
Yes blame everyone other than your own government to allow labour class immigrants into your country to fill votebanks!!! Even in India there is a social divide between people!! If the top 1% of India …
Yes blame everyone other than your own government to allow labour class immigrants into your country to fill votebanks!!! Even in India there is a social divide between people!! If the top 1% of India couldn't assimilate with them, u expect they would assimilate with you!!🤣🤣🤣🤣
Identity Attack0.28034934
Insult0.1378885
Profanity0.048425674
Threat0.010188141
Severe Toxicity0.011749268
Moderate 0.30464804 Moderate Con 0.341 Policy_Critique
Oct 15, 2025 Inside Canada's Indian Metropolis (Brampton)
It’s funny all the people that are doing drugs are 4-5 generation migrants from Europe.
It’s funny all the people that are doing drugs are 4-5 generation migrants from Europe.
Identity Attack0.32184324
Insult0.14331897
Profanity0.03765389
Threat0.008155655
Severe Toxicity0.008354187
Moderate 0.30464804 Low Con 0.196 Humor_Satire
Sep 30, 2025 Inside Canada's Indian Metropolis (Brampton)
Can I just remind you that the British empire took 45 trillion out of India, from being the richest nation in the world at that time, 25% of global gdp - why do you think …
Can I just remind you that the British empire took 45 trillion out of India, from being the richest nation in the world at that time, 25% of global gdp - why do you think the British came to India in the first place? Not cus they like a good curry! Robbed the place blind & now you have a problem with hard working people on your nation - you started it!! India didn’t invite you over!! Punjab had an empire before the British systematically took it apart piece by piece - but I’m sure that doesn’t interest you - very blinkered & one sided view
Identity Attack0.24150419
Insult0.24424846
Profanity0.08419759
Threat0.015429466
Severe Toxicity0.015221698
Moderate 0.30464804 Constructive 0.506 Moral_Argument
Feb 27, 2026 3 likes Inside Canada's Indian Invasion...
WOW VERY DANGEROUS SIR 😠😠 BUT SIR MY INDIA IS THE REAL SUPERPOWER 🤗🇮🇳 WE HAVE THE BEST INFRASTRUCTURE AND HIGHSPEED RAIL 🤗🇮🇳 THIS WHY IM SO LUCKY LIVE IN SUPER INDIA THE CLEANEST COUNTRY …
WOW VERY DANGEROUS SIR 😠😠 BUT SIR MY INDIA IS THE REAL SUPERPOWER 🤗🇮🇳 WE HAVE THE BEST INFRASTRUCTURE AND HIGHSPEED RAIL 🤗🇮🇳 THIS WHY IM SO LUCKY LIVE IN SUPER INDIA THE CLEANEST COUNTRY IN THE WORLD 🇮🇳🤗 , WE NEVER SCAM! WE GIVE RESPECT TO ALL WOMEN THEY CAN WALK SAFELY ALONE AT NIGHT AND WE HAVE CLEAN FOOD AND TOILET EVERYWHERE 🇮🇳🤗🚽, I KNOW MANY MORE PEOPLE JEALOUS WITH SUPER RICH INDIA 🤗🇮🇳🤗🇮🇳🤗🇮🇳🤗🇮🇳🤗🇮🇳🤗🇮🇳🤗🇮🇳 INDIA SUPER CLEAN
Identity Attack0.1294935
Insult0.1087965
Profanity0.124631
Threat0.021472665
Severe Toxicity0.023076924
Moderate 0.30452284 Constructive 0.558 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
At this point, I don't want them to be deported. I want to give them eternal sleep. Wake the f. up, people. Multiculturalism is not our strength; 40 cents per immigrant is all that's needed; …
At this point, I don't want them to be deported. I want to give them eternal sleep. Wake the f. up, people. Multiculturalism is not our strength; 40 cents per immigrant is all that's needed; provide them with some lead. Why do I even pay taxes? Imagine our grandfather who fought WW2 if they could see this... I really think that the wrong side won the war...
Identity Attack0.23618884
Insult0.10148193
Profanity0.2687007
Threat0.03718498
Severe Toxicity0.017481172
Moderate 0.30452284 Constructive 0.533 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
What invasion? We all came here legally with passports and valid visas. WE work jobs, help our community, isnt that canadian enough? The temples and gurudwaras of Brapmton literally offer free food and drinks to …
What invasion? We all came here legally with passports and valid visas. WE work jobs, help our community, isnt that canadian enough? The temples and gurudwaras of Brapmton literally offer free food and drinks to anyone and everyone, regardless of their race, sexuality, gender. We're not like the mexicans of the usa where we come here illegally.WE COME HERELEGALLY, do legal jobs, and live peacefully. Do we have our fair share of problems? Yeah, sure. But that really doesnt overcome all the good that we do not only brampton but canada as a whole. If you wanna blame anyone, blame your government for letting in so many people, not us, we are simply ppl who are seeking a better life. Im a 18 year indian canadian teenager and im sorrounded by other indian canadian teenagers as well and we're all here to do good to the country and city, we're planning on becoming lawyers engineers, doctors, etc, yet yall think that we're here to destroy the country that we ourselves keep close to our heart. this video is racist, and nothing else.
Identity Attack0.36598656
Insult0.1640896
Profanity0.04065997
Threat0.00814271
Severe Toxicity0.012833111
Moderate 0.30452284 Constructive 0.791 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Now, we officially declare: the prime minister of Canada - Narendra Modi. I think it's a good idea for Indian people to run Canada instead of European descendents because Indians are not as aggressive as …
Now, we officially declare: the prime minister of Canada - Narendra Modi. I think it's a good idea for Indian people to run Canada instead of European descendents because Indians are not as aggressive as Europeans.
Identity Attack0.3817989
Insult0.16053712
Profanity0.023174755
Threat0.009100696
Severe Toxicity0.008392334
Moderate 0.30452284 Moderate Con 0.488 Humor_Satire
Oct 11, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Look, Richmond, Vancouver is like over 40% Chinese, it’s a pretty wealthy and safe city. I think white people are just realizing people like to stick to their own circle. Now, as long as you …
Look, Richmond, Vancouver is like over 40% Chinese, it’s a pretty wealthy and safe city. I think white people are just realizing people like to stick to their own circle. Now, as long as you are not actively discriminating, I don’t see why that’s a problem. People never said black neighbourhoods are racist, yea?
Identity Attack0.37730414
Insult0.107333586
Profanity0.035900343
Threat0.00756015
Severe Toxicity0.008926392
Moderate 0.30452284 Constructive 0.658
Jan 27, 2026 Inside Canada's Indian Invasion...
Some do equate European = legality and when it comes to illegality they look at non white. Specially those who say in the comments “people think Canadian are racist”. When they shine their projectors on …
Some do equate European = legality and when it comes to illegality they look at non white. Specially those who say in the comments “people think Canadian are racist”. When they shine their projectors on other and away from them of course.
Identity Attack0.36702603
Insult0.15485314
Profanity0.019348921
Threat0.006977591
Severe Toxicity0.007286072
Moderate 0.30452284 Moderate Con 0.353 Meta_Commentary
Oct 1, 2025 IRCC Names India in Study …
Well, the ELECTED of BRAMPTON, Ontario should REALY GET THEIR ACTS TOGETHER. Many, many accidents in the province of Quebec from ILLEGAL INDIAN TRUCK DRIVERS causing deaths! Big time URGENT issue! Thanks for the people …
Well, the ELECTED of BRAMPTON, Ontario should REALY GET THEIR ACTS TOGETHER. Many, many accidents in the province of Quebec from ILLEGAL INDIAN TRUCK DRIVERS causing deaths! Big time URGENT issue! Thanks for the people who spoke up against this phenomena of the "new immigration" (that want everything for free with no effort) - probably at their own risk.
Identity Attack0.35299334
Insult0.14150882
Profanity0.017504321
Threat0.04233929
Severe Toxicity0.012833111
Moderate 0.30452284 Constructive 0.654 Unverified_Claim
Sep 19, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
Having lived in an apartment complex that was primarily Indian I learned that we had different standards for trash mgmt. Besides that it was fine. Most had not really assimilated and kept to themselves. The …
Having lived in an apartment complex that was primarily Indian I learned that we had different standards for trash mgmt. Besides that it was fine. Most had not really assimilated and kept to themselves. The smell of the food was a bit much at times, it would make its way in to my apartment and my clothes would smell like their food the next day. Nice people but inconvenient neighbors
Identity Attack0.2774022
Insult0.24928534
Profanity0.10982819
Threat0.0069387536
Severe Toxicity0.009613037
Moderate 0.30439767 Constructive 0.77 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Pierre Poilievre’s Immigration Hypocrisy: A Study in Convenient Principles Disguised as Conviction Pierre Poilievre has never met a border he did not want to fortify, a refugee claim he did not want to scrutinize, or …
Pierre Poilievre’s Immigration Hypocrisy: A Study in Convenient Principles Disguised as Conviction Pierre Poilievre has never met a border he did not want to fortify, a refugee claim he did not want to scrutinize, or an irregular crossing he did not want to turn into a national morality play. For years, he has warned Canadians that the country is being overrun by “illegal border crossers,” “queue jumping asylum seekers,” and “abusers of the system.” He delivers these warnings with the solemnity of a man announcing a biblical plague, not a handful of exhausted families walking across a ditch in Quebec. In Poilievre’s political universe, Roxham Road is not a rural footpath. It is a symbol of national decline. It is chaos incarnate. It is the place where the rule of law goes to die. It is, in short, the perfect stage upon which he can perform his favorite role: the lone defender of order in a world gone soft. At least, that is the story he tells the public. The private story, as publicly reported, is considerably less heroic. The Public Record That Refuses to Behave: According to reporting from The Breach and the National Observer, someone described as the uncle of Poilievre’s spouse has an immigration history that reads like a greatest hits compilation of everything Poilievre claims to oppose. The reporting outlines that he entered Canada and made a refugee claim. That claim was refused. A deportation order was issued. He later re-entered Canada through Roxham Road. He then filed a humanitarian and compassionate application. Poilievre’s spouse reportedly helped prepare that application. This is not fringe gossip. This is what journalists documented through correspondence, interviews, and immigration records. In other words, the exact pathway Poilievre condemns as “abuse of the system” is the same pathway publicly reported to have been used by someone connected to him. And suddenly, the man who treats Roxham Road like a national security breach becomes quieter than a library at midnight. The slogans stop. The outrage evaporates. The border, once a sacred line, becomes a flexible suggestion. The Rhetoric: A Symphony of Outrage: Poilievre’s immigration rhetoric is a carefully orchestrated performance. He warns that irregular border crossings undermine the rule of law. He insists humanitarian and compassionate applications are loopholes. He claims the system is being gamed. He declares that Canada must “take back control.” He delivers these lines with the moral certainty of a man who believes compassion is a gateway drug. In his speeches, asylum seekers are not people. They are symbols. They are props. They are the raw material from which he fashions his political identity. He is the sheriff. They are the threat. The border is the battleground. And Canada is the damsel in distress. It is a compelling narrative. It is also a narrative that collapses the moment it becomes personally inconvenient. The Reality: A Study in Elastic Principles: When someone connected to Poilievre uses the very same system he condemns, the rules change with breathtaking speed. Irregular border crossings are no longer a crisis. They are a misunderstanding. A technicality. A regrettable but understandable choice. Humanitarian and compassionate applications are no longer loopholes. They are legitimate pathways. Necessary tools. Evidence of a compassionate system. The border is no longer a sacred line. It is a suggestion. A guideline. A flexible concept open to interpretation. It is a remarkable transformation, like watching a man insist that jaywalking is a crime against humanity until his friend does it, at which point it becomes a misunderstood act of civic expression. The Political Convenience of Shifting Standards: Poilievre’s political identity is built on the idea that he alone will restore order. He alone will enforce the rules. He alone will protect Canada from the chaos of irregular migration. But the moment the rules become inconvenient, they are no longer rules. They are preferences. They are vibes. They are whatever he needs them to be in the moment. This is not a minor contradiction. It is a fundamental collapse of the moral architecture he has built his political brand upon. If irregular crossings are a crisis, then they are a crisis for everyone. If humanitarian applications are loopholes, then they are loopholes for everyone. If the system is broken, then it is broken for everyone. But Poilievre’s version of justice is not universal. It is conditional. It is situational. It is deeply, profoundly personal. The Broader Pattern: Institutions Are Sacred Until They Are Not: This is not the first time Poilievre’s principles have proven to be more flexible than advertised. He has attacked the Supreme Court of Canada when its rulings do not align with his political needs. He has accused the justice system of being too lenient when it suits him and too harsh when it does not. He has framed himself as the defender of institutions while undermining them whenever they become inconvenient. It is a pattern. It is a habit. It is a worldview. And it reveals something essential about his politics. For Poilievre, institutions are not pillars of democracy. They are tools. They are props. They are instruments to be used when helpful and discarded when not. The Satirical Truth: A Philosophy in One Sentence: Pierre Poilievre’s immigration philosophy can now be summarized with clinical precision: Canada must crack down on irregular border crossings, except for the ones that are fine. And he will decide which ones are fine. It is a stance that bends so far backward it could qualify for a gymnastics medal. It is a stance that reveals more about political convenience than national security. It is a stance that exposes the gap between what Poilievre says and what Poilievre does. And it is a stance that makes one thing abundantly clear. Polievre's Hypocrisy
Identity Attack0.10221587
Insult0.28586254
Profanity0.023379711
Threat0.00866054
Severe Toxicity0.007209778
Moderate 0.30439767 Constructive 0.557 Policy_Critique
Feb 23, 2026 LILLEY UNLEASHED: The fall of …
Tbh its alot more saturated than you would think, I live in B.C and do alot of uber deliveries, 2400 alone last year. Id say 70% of the people in houses, and some really nice …
Tbh its alot more saturated than you would think, I live in B.C and do alot of uber deliveries, 2400 alone last year. Id say 70% of the people in houses, and some really nice houses are Indian. Also most fast food restaurants are run by indian managers and staff, I was in a KFC the other day that had 1 younger white male at the counter, and 5 punjab behind the counter. The workers were all yelling at eachother about orders in their language and the white guy looked so confused. English is the first language in Canada so it should be learned especially when it comes to a business context, does our government care tho? Nope.
Identity Attack0.36702603
Insult0.15485314
Profanity0.18786818
Threat0.013631714
Severe Toxicity0.017997624
Moderate 0.30427247 Constructive 0.753 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
When I go to work building new homes, I am almost always the only person that speaks English. You ask someone to move their vehicle to get a truck in or something and they look …
When I go to work building new homes, I am almost always the only person that speaks English. You ask someone to move their vehicle to get a truck in or something and they look at you like a Taxidermized fish. DONT let them eat lunch in the house, you'll never get the curry smell out. I've seen people drop out of buying new houses cause they just stink like India, the walls are already that yellow grease color and once that happens its ruined, like having a smoker live in the house but greasier.
Identity Attack0.2795294
Insult0.20901857
Profanity0.15985115
Threat0.010628296
Severe Toxicity0.016771052
Moderate 0.30427247 Constructive 0.638
Sep 16, 2025 1 likes How Canada broke its immigration …

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.