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Canadian Immigration Dashboard [ CID ]
Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

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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: "Canadians are clear we want …" 9 comments
GOING SET THE PHONE CALLS EACH PLANET ROCK EACH WORLD ONLY NEED CLEAN AND CLEAR GET THE HUMANOIDS AND THEE UP DATED ON THE PHONE TODAY BEEN WORKING ON THIS THY SOURCE ONE SOURCE/ ANY …
GOING SET THE PHONE CALLS EACH PLANET ROCK EACH WORLD ONLY NEED CLEAN AND CLEAR GET THE HUMANOIDS AND THEE UP DATED ON THE PHONE TODAY BEEN WORKING ON THIS THY SOURCE ONE SOURCE/ ANY IN CANADA MAKE THEM CANADIAN AS YOU WAS TOLD TWO US THE PRESTON MANNING PLAN MAKE SURE THE JOB WAITING YOU ARE SKILLED WORKERS AS THE WHITE AND DARK SIN ARE LAZY WANT BIG JOB WITH THEY KNOW HURK AND THE HOE CREW ON TAXES. THIS WAS MOVED AS THE WORKERS START AT THE BOTTOM LEARN THE JOB WORK KNOWING IF THEY IN THE NATION HIS GIVES ALL THE TIME MOVE FORWARD .. THEY KNOW ABOUT MY CLASS EACH WORLD THE CANADIAN EXPERIENCE . IF ANY SAYING THY ALLAH SOURCE TIMOTHY CAMERON DREW DOES KNOW .. YOUR IGNORANCE AS FRAMED THEM SELFS AS ANY WITH MIND FUNCTION THINKING THEY STEALING AS IT ONLY ONE GUY . BUY BY STOOGES ....THIS WHY YOU CANT' READ SAME AS THY CANT WRITE THAT THE PUNK's JOKE ABOUT THY SPELLING WHY PAY ANY THEM HUMP's WRITE SPELL READ THE MINDS OF THEM ARE RUDE STOOGE WITH NOT ANY COMPREHENSION AS LOOK AT ART OF CHINA WRITING LOOK AT MY SPEAKING WAYS WANTS ARABIC AS WORDS NOT IN THE ENG LISH THE REAL TERRORIST THAT THINK THEY BETTER STEALING FROM MY LIFE THY COMPANYS THEN CLAIMS THAT DUMBEST HOE HANDLE HURK's ANY EVER SEEN . THINK TIMOTHY ONLY READ GRADE 5 WHY EVERY NEW PAPER EVER MADE ANY NATION GRADE 5 HURK's OF STEALING PISS ANT's .!!!! SPELLING READING COVERED VIDEO EASY SPEAKING COMPTERS GOT THAT WHY ANY NEED SPIRIT FAT CAT CRIME FAMILY WITH THE R THY TIMOTHY MOUTH THEY HAVE ACTORS AND HOE's WITH MALL COP SUCKER's PROTECTING FOOL's >>>> MOVING FORWARD WITH OUT THE PASSED AS THE JEWISH SAY PASSED OVER ARMY OF REMOVE THIS ISREAL ZOINIST DEVIL FAMILY FRAME BLAME GAME LOOK AT THE USELESS IDIOTs . STARTING FIGHTS WHY THE FAT CAT THINK NO OTHERS COULD WATCH THEM STEALING FROM WHO THE OE FRAMED THE FOOL'S ... THINK YOUR TRAPPED FROM WHAAT YOU DID AND SAID ... WHO CARES ABOUT WHO SAID THAT HUSTLERS THAT TRAPPED YOU FOOL's THAT WHO THEY ARE. YOU LEARN YOU JUST BECOME DUST STONE THAT EASY .... THINK ABOUT THE NATION THAT YOU ARMY KILLED ???? TAX STEALING PAY YOUR ROYAL FOIL DEVIL FAMILY's WHO FAT CATS GOVERNMENTS EXP AND WAGES EARNING RETIREMENT FUND'S ... THE CREW OF CONVICT DEMON SALES ON STOOGE'S YOU LEARN DID THIS ON EVERY FORM YOUR JUST MIND ARE AND OR HAS BEEN LOST IN THEM SELF'S . HAVE JOB GOING FOR THE FUTURE AS AND AS CLEAN AND CLEAR !!!! GET THIS EARTH GARDEN AS HUB HEAR IN CALL ANY HUMAN AND OTHERS FORMS PLANETS ROCK's EACH WORLD . THEY WATCH CALL THE PLANET WITH NEWS OUT LET THEY COULD NOT CALL MESSAGE THEY WANT TALK WRONG PLANET
Identity Attack0.14007242
Insult0.93425286
Profanity0.018247532
Threat0.0069734706
Severe Toxicity0.0021460403
Toxic 0.93778807 Insult Meta_Commentary
Apr 16, 2025
Recent polls suggest 70% of Canadians don't want more immigration. That *alone* should be enough for the government to stop doing what its doing. And when India's Foreign Affairs Minister warns Canada that they're bringing …
Recent polls suggest 70% of Canadians don't want more immigration. That *alone* should be enough for the government to stop doing what its doing. And when India's Foreign Affairs Minister warns Canada that they're bringing in criminals and not adequately checking those who arrive - you've got a clear indication that the entire system is complete garbage.
Identity Attack0.21075934
Insult0.5678696
Profanity0.17055123
Threat0.0072235605
Severe Toxicity0.014382465
Moderate 0.5140397 Moderate Con 0.483 Insult Unverified_Claim
Jun 21, 2025 How Canada broke its immigration …
I am living in a tourist town in East Kootenay, British Columbia. They are coming, they own now gas stations, pizza chains, restaurants with a Canadian tradition fasade, Tim Hortons, McDonalds, they drive like nuts, …
I am living in a tourist town in East Kootenay, British Columbia. They are coming, they own now gas stations, pizza chains, restaurants with a Canadian tradition fasade, Tim Hortons, McDonalds, they drive like nuts, they are arrogant and males are disrespectful. Sad, very sad, Invermere is slowly becoming Punjabmere. At 4:03 "...we live by our own rules, they don't learn, I don't learn..." crystal clear, they are detached from Canadian culture and want us to integrate to their culture.
Identity Attack0.36702603
Insult0.45758462
Profanity0.072882555
Threat0.008026198
Severe Toxicity0.01825585
Moderate 0.41445592 Constructive 0.615 Identity_Assertion
Sep 30, 2025 17 likes Inside Canada's Indian Metropolis (Brampton)
I am a Canadian and I am absolutely sick and tired of these Indians, I’m married at 22 with a child on the way and buying a house seems like an impossible task because all …
I am a Canadian and I am absolutely sick and tired of these Indians, I’m married at 22 with a child on the way and buying a house seems like an impossible task because all these Indians are literally being given free houses from the government send all of them back to there so called paradise and never let them come back. I want Canadians in Canada and that’s it. They are not a net positive, they’re a net negative and it’s clear as day.
Identity Attack0.46028158
Insult0.3493834
Profanity0.082581155
Threat0.010731863
Severe Toxicity0.023076924
Moderate 0.39987978 Constructive 0.525 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Just so we are clear, bro I just moved to Brampton myself. I am a Canadian born citizen, but also Hindu Punjabi but i recently got baptized into Christianity. However, I wanted to state that …
Just so we are clear, bro I just moved to Brampton myself. I am a Canadian born citizen, but also Hindu Punjabi but i recently got baptized into Christianity. However, I wanted to state that the poo eating is only in one part of India more or less which you already went to and The rest of India does not condone the eating of deh poo poo. Thank you and yes their are a lot of dirty ppl also unfortunately. Facts are facts. A lot of us dont like being clean for some reason. A shower a day would be nice. Some Deodorant also would be great cuz the purchasing of deodorant seems to be quite low over here. Wish i ran into you man i would have enjoyed talking to u. Big fan.
Identity Attack0.28034934
Insult0.34314156
Profanity0.16496858
Threat0.008272167
Severe Toxicity0.01502803
Moderate 0.34328604 Constructive 0.818 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 …
I dont know about anywhere else in canada but ive noticed that a growing number of men lurking around playgrouds trying to lure children are east indian males in their 20's-30s. These cultures in their …
I dont know about anywhere else in canada but ive noticed that a growing number of men lurking around playgrouds trying to lure children are east indian males in their 20's-30s. These cultures in their own countries had arranged marriages where they married children and is something they are bringing to our country except we dont allow that here so we are taking in these preditors who clearly want a young child and shielding them because if we point this out were racist. And to be clear i know theres other races that are preditors canadians included . But its a scary number of them that are young imigrant males who marry children in their own country
Identity Attack0.28034934
Insult0.16795322
Profanity0.03239325
Threat0.01086132
Severe Toxicity0.010299683
Low Tox 0.27412915 Constructive 0.672 Unverified_Claim
Aug 30, 2025 1 likes Why Canadians Are Turning Against …
Pretty clear the mango moron doesn't want his neighbours in his country. Just a matter of time before it's completely shut down to Canadians. Spend your money in Canada if you have any to spend …
Pretty clear the mango moron doesn't want his neighbours in his country. Just a matter of time before it's completely shut down to Canadians. Spend your money in Canada if you have any to spend better value no exchange rate.
Identity Attack0.0046557887
Insult0.15017739
Profanity0.0022990184
Threat0.00050246605
Severe Toxicity0.000007764708
Low Tox 0.18352273
Dec 8, 2025
Canadians are clear we want deportations and clear locked border policy
Canadians are clear we want deportations and clear locked border policy
Identity Attack0.06795148
Insult0.021417208
Profanity0.012414595
Threat0.01187109
Severe Toxicity0.0030708313
Low Tox 0.11192002 Low Con 0.242 Identity_Assertion
Feb 12, 2026 6 likes Canada's tighter immigration policy divides …

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.