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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

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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: "How can all these refugees …" 390 comments · Page 6 of 16
I agree. Canadians are not getting jobs. All Canadians of every color. The govt is responsible for this epidemic. Cdn born students cannot get a job at any fast food joints. They are occupied by …
I agree. Canadians are not getting jobs. All Canadians of every color. The govt is responsible for this epidemic. Cdn born students cannot get a job at any fast food joints. They are occupied by fake students . Chalo, fresco, no frills, real cdn superstore , Costco, Amazon etc are only hiring Sikh punjabis. This is called discrimination against the Cdn citizens of ever colour. Our standard of living is down. Send these so-called student back. Not forgetting the refugees who are collecting free housing, free money for clothing shelter. We did not vote for these million of refugees to come to our country with all their hate for Canadians and our way of life. Close the borders. Especially Roxham in Quebec. Criminals, terrorist are entering Canada without being vetted. Home owners should have the right to defend themselves against home invasion.
Identity Attack0.31307843
Insult0.20201176
Profanity0.027273865
Threat0.010265815
Severe Toxicity0.01159668
Moderate 0.30502358 Constructive 0.679 Unverified_Claim
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
My family came to this country 35 years. My parents were educated, they brought over money and skill, we went through background checks to confirm we were not criminals. We paid taxes and we contributed …
My family came to this country 35 years. My parents were educated, they brought over money and skill, we went through background checks to confirm we were not criminals. We paid taxes and we contributed to the society. Now everything is different. The problem is not immigrants. The immigrants who come here properly are fine. They do not burden the society. The problems are illegals and refugees. They drain the society and create crimes. That’s what you gotta stop.
Identity Attack0.35624164
Insult0.1823172
Profanity0.020373698
Threat0.010239923
Severe Toxicity0.0119018555
Moderate 0.30502358 Constructive 0.659
Aug 26, 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...
stop refugees and international students .
stop refugees and international students .
Identity Attack0.36803186
Insult0.06302499
Profanity0.025770858
Threat0.027861187
Severe Toxicity0.010986328
Moderate 0.30464804 Low Con 0.299 Call_To_Action
Feb 20, 2026 1 likes LILLEY UNLEASHED: The fall of …
Yeah we can't afford more immigrants refugees asylum seekers... we're full
Yeah we can't afford more immigrants refugees asylum seekers... we're full
Identity Attack0.3072352
Insult0.100019015
Profanity0.029186781
Threat0.00866054
Severe Toxicity0.011672974
Moderate 0.30452284 Moderate Con 0.347 Fear_Threat
Nov 20, 2025 9 likes Quebec Ends Economic Immigration Program …
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 …
Trudeau has ruined Canada….he cannot stop bringing in immigrants and refugees that are costing tax payers billions of dollars. How early it is to spend …blow the tax payers money . Where are we now …
Trudeau has ruined Canada….he cannot stop bringing in immigrants and refugees that are costing tax payers billions of dollars. How early it is to spend …blow the tax payers money . Where are we now ? Canadians are sleeping in tents, Canadians are taxed into poverty to pay for all the freebies and hand outs and easy money. The demand on housing has made buying a home impossible in Canada and rents are skyrocketing along with the cost of food! Millions of Canadians no longer have a family Doctor….waiting lists are tremendous…people are not getting the healthcare like in the past. What is the solution to the problem?…the Trudeau government say we need to bring in millions more people to build homes……WHAT? Really? Would you buy 1000 horses or cows without a barn ? NO! Why not put the millions of people you already brought into this country to work building houses instead of working at Walmart or fast food joints or delivering trucks. Low income jobs to keep the companies here happy with cheap labour so they can made big profits instead of paying Canadians a living wage! It is all about moneymaking, greed, and votes, to hell with the taxpayers of Canada!
Identity Attack0.18158256
Insult0.24928534
Profanity0.023652986
Threat0.011638066
Severe Toxicity0.010147095
Moderate 0.30319387 Moderate Con 0.49
Aug 23, 2023 2 likes How much do refugees and …
Lol Brampton come over a bit to Belleville! There 4 to 1 here the town's locals are pushed out of work there homes its wacked. The town over the bay Picton has a Tim Hortons …
Lol Brampton come over a bit to Belleville! There 4 to 1 here the town's locals are pushed out of work there homes its wacked. The town over the bay Picton has a Tim Hortons under investigation for firing locals and only hiring east Indians. Hey I'm down for helping people in need like refugees but wene the government is putting everything and everyone before Canadians there a big F-ing problem
Identity Attack0.17925262
Insult0.17734702
Profanity0.25824076
Threat0.01052473
Severe Toxicity0.013736901
Moderate 0.30319387 Constructive 0.691 Fear_Threat
Mar 1, 2026 Inside Canada's Indian Invasion...
Lazy reporting, just bring in the president of the association of refugee lawyers for a non-biased opinion…sigh.
Lazy reporting, just bring in the president of the association of refugee lawyers for a non-biased opinion…sigh.
Identity Attack0.013043936
Insult0.28586254
Profanity0.020578653
Threat0.007598988
Severe Toxicity0.0030708313
Low Tox 0.29771072 Low Con 0.175 Meta_Commentary
Dec 24, 2025 1 likes Deportations From Canada at Their …
Time to follow the US lead and start deporting refugees especially Chinese and East Indians. They do not give they take. HOW DO IMMIGRANTS GET 80,000 JUST FOR COMING TO CANADA WHILE CANADIANS GET NOTHING …
Time to follow the US lead and start deporting refugees especially Chinese and East Indians. They do not give they take. HOW DO IMMIGRANTS GET 80,000 JUST FOR COMING TO CANADA WHILE CANADIANS GET NOTHING AT ALL
Identity Attack0.36702603
Insult0.082866095
Profanity0.0166845
Threat0.010964886
Severe Toxicity0.010299683
Low Tox 0.295883 Moderate Con 0.374 Unverified_Claim
Jan 21, 2026 1 likes 2.9 million Canadian temporary visas …
tell the truth, why have them here in the first place in give them assistant,their are no jobs,no housing for them, they put them in hotels for $200 a night, every thing is free for …
tell the truth, why have them here in the first place in give them assistant,their are no jobs,no housing for them, they put them in hotels for $200 a night, every thing is free for them ,but if you are canadian you dont qualify.if your kid is over 18 in cant find work and lives at home ,he does not qualify for assistance,he has to be living else where for 1 year, what a country we live in, refugees ,have more rights then some one living in canada their whole life,this country has gone to pot,,,,,,,,,,,,,,,
Identity Attack0.24970764
Insult0.19734058
Profanity0.06044999
Threat0.008841781
Severe Toxicity0.012703998
Low Tox 0.2855005 Moderate Con 0.47
Oct 19, 2018 How much do refugees and …
A refugee here. Through my job as an engineer, I'm probably giving back more than what half Canadian born do. Many Canadians just live off of interest in money they inhereted while we work to …
A refugee here. Through my job as an engineer, I'm probably giving back more than what half Canadian born do. Many Canadians just live off of interest in money they inhereted while we work to uplift the economy. Refugees would still rather go back to their countries as soon as the war is over. We're not here to steal your money or anything. I bet the guys with negative comments never had to know a refugee in person. Shame.
Identity Attack0.25817248
Insult0.1798321
Profanity0.019280603
Threat0.008375733
Severe Toxicity0.0061035156
Low Tox 0.2854971 Constructive 0.77
Aug 21, 2019 How much do refugees and …
This refugees is don't like to work just for enjoying government money
This refugees is don't like to work just for enjoying government money
Identity Attack0.2854555
Insult0.100019015
Profanity0.04065997
Threat0.008155655
Severe Toxicity0.008087158
Low Tox 0.2854971 Low Con 0.258
Jan 29, 2018 2 likes How much do refugees and …
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 …
Refugee does nor exist , when you have unrest in your country you stay to fight for better life I am not going to fight for you or give you my money to make you …
Refugee does nor exist , when you have unrest in your country you stay to fight for better life I am not going to fight for you or give you my money to make you wealthy and my kids poor just get out
Identity Attack0.16993292
Insult0.12521741
Profanity0.04065997
Threat0.012958534
Severe Toxicity0.009536743
Low Tox 0.2854903 Moderate Con 0.37 Moral_Argument
Dec 25, 2025 1 likes Deportations From Canada at Their …
Immigrants and refugees don’t go to another country waving their country’s flag - invaders do.
Immigrants and refugees don’t go to another country waving their country’s flag - invaders do.
Identity Attack0.2949366
Insult0.10148193
Profanity0.020578653
Threat0.007857903
Severe Toxicity0.0073242188
Low Tox 0.2854903 Low Con 0.18 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I was called a racist every time I said those coming from the U.S. are not real refugees since the U.S. IS a safe country. JT sent out the tweet just so he could look …
I was called a racist every time I said those coming from the U.S. are not real refugees since the U.S. IS a safe country. JT sent out the tweet just so he could look better than Trump. He did not care about Canadians, just about how HE looked to the world. Unbelievable.
Identity Attack0.22935481
Insult0.17486192
Profanity0.023721304
Threat0.007262398
Severe Toxicity0.006790161
Low Tox 0.2854835 Constructive 0.529 Policy_Critique
Feb 17, 2026 35 likes LILLEY UNLEASHED: The fall of …
you see every imigrants were not indian,hindu,sikh there are few europeans too but they're christians and white they will never get hate just like brown people and yes the influx of imigrant is huge now....canada …
you see every imigrants were not indian,hindu,sikh there are few europeans too but they're christians and white they will never get hate just like brown people and yes the influx of imigrant is huge now....canada has always welcomed imigrants and refugees now its their time to do it in a limit and moderate
Identity Attack0.36873037
Insult0.0816321
Profanity0.022218296
Threat0.008181547
Severe Toxicity0.008964539
Low Tox 0.28548008 Constructive 0.637 Identity_Assertion
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
They lyin, not refugees
They lyin, not refugees
Identity Attack0.15303208
Insult0.17858955
Profanity0.054437835
Threat0.008427517
Severe Toxicity0.005607605
Low Tox 0.2854699 Low Con 0.236
Nov 22, 2025 1 likes Thousands of refugees allowed into …
Lies! When a citizen sponsors a refugee, govt or private sponsors-- health care free you said it. Canadian don't fall for these lies, yeah after 1 year they go underground and work under the table. …
Lies! When a citizen sponsors a refugee, govt or private sponsors-- health care free you said it. Canadian don't fall for these lies, yeah after 1 year they go underground and work under the table. What is provincial social assistance? Kids go to public school if they have an address. So see Canada, refugees get free education for their kids, and who pays those taxes, that's right Canada also, they get free medical. That video was pooh!
Identity Attack0.10221587
Insult0.19500497
Profanity0.032643758
Threat0.007598988
Severe Toxicity0.006713867
Low Tox 0.2853768 Constructive 0.675
Nov 19, 2018 How much do refugees and …
Just drive out the English Canadians as they've brought the Indians to there. Canada is a French-Speaking Red country. How are overall treated refugees from Ukraine, Palestine, Syria and Sudan in this City?
Just drive out the English Canadians as they've brought the Indians to there. Canada is a French-Speaking Red country. How are overall treated refugees from Ukraine, Palestine, Syria and Sudan in this City?
Identity Attack0.36702603
Insult0.0808917
Profanity0.01893901
Threat0.012285355
Severe Toxicity0.0104522705
Low Tox 0.28425202 Moderate Con 0.48
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
All muslims have to say is they want to be Christian and theyre here as a refugee. Met many in Thornhill. I mean Thornhillistan.
All muslims have to say is they want to be Christian and theyre here as a refugee. Met many in Thornhill. I mean Thornhillistan.
Identity Attack0.36873037
Insult0.06984934
Profanity0.059447967
Threat0.009126588
Severe Toxicity0.011444092
Low Tox 0.2820025 Moderate Con 0.414 Unverified_Claim
Nov 21, 2025 Thousands of refugees allowed into …
In your video, you are unfairly targeting Indians and even showing Hindu Gods’ idols in a disrespectful way, which is highly inappropriate. What you failed to show is how other communities, including certain refugee groups, …
In your video, you are unfairly targeting Indians and even showing Hindu Gods’ idols in a disrespectful way, which is highly inappropriate. What you failed to show is how other communities, including certain refugee groups, have also influenced Canadian society in ways that often go unquestioned. Indians – especially Hindus – come to Canada by investing huge amounts of money, and they quietly contribute to the economy and culture without creating disturbances. Hindus rarely do anything other than celebrate their festivals peacefully in parks. Yes, the job market is tough – but it’s the same for everyone. I myself served as a Director in a Canadian supermarket chain and have been without a job for 13 years. My kids face the same struggle. But instead of talking about real issues, your video paints Indians in a very negative light. Why? Even leaders like Donald Trump tried this path of targeting communities, and it led only towards division and disaster. Please don’t create mental agony and hatred against Indian Hindus. These are the very people who generate jobs, run businesses, and quietly support society. I rate your video as a disgusting attempt to twist personal frustrations into a community-blaming narrative, even bringing in Indians who, sadly, criticize their own background. Targeting Indians and showing Hindu Gods’ idols is shameful and disrespectful. Hindus come to Canada by investing heavily, live peacefully, and contribute to society without disturbing anyone. The job market is tough for everyone – blaming Indians is nonsense. Your video spreads hate instead of facts and creates unnecessary division. Indians, especially Hindus, are job creators, not destroyers. This video is nothing but a disgusting attempt to twist personal frustration into hate against a community.
Identity Attack0.3072352
Insult0.12883772
Profanity0.029186781
Threat0.009696201
Severe Toxicity0.008850098
Low Tox 0.27975297 Constructive 0.824
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
It is Canadian Govt which is facilitating this. These immigrants are mostly Sikhs from Punjab. Many come with Refugee status, citing a fake persecution. Canadian government, with its own Hinduphobic agenda, tries to legitimise this …
It is Canadian Govt which is facilitating this. These immigrants are mostly Sikhs from Punjab. Many come with Refugee status, citing a fake persecution. Canadian government, with its own Hinduphobic agenda, tries to legitimise this persecution story to further its foreign Agenda.
Identity Attack0.30103904
Insult0.1342682
Profanity0.015967157
Threat0.007961469
Severe Toxicity0.0062179565
Low Tox 0.27975297 Moderate Con 0.365
Sep 21, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Liberal voters are really poor at math. One woman said it cost $2 a week for a family of 4 in health care costs for refugees. She was off by $985 million for all refugees.
Liberal voters are really poor at math. One woman said it cost $2 a week for a family of 4 in health care costs for refugees. She was off by $985 million for all refugees.
Identity Attack0.12440576
Insult0.24903896
Profanity0.019963788
Threat0.006809296
Severe Toxicity0.0041007996
Low Tox 0.27750343 Moderate Con 0.452 Policy_Critique
Feb 19, 2026 LILLEY UNLEASHED: The fall of …

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.