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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: "Interviewing a man in the …" 12 comments
Tyler only interviewing white racist trash people about indians, and not taking in consideration other white ppls opinions... man that is just dissapointing ngl. A year ago this dude seemed interesting to subscribe to, but …
Tyler only interviewing white racist trash people about indians, and not taking in consideration other white ppls opinions... man that is just dissapointing ngl. A year ago this dude seemed interesting to subscribe to, but not.... I realize he is just a trumpified trumpet that wants to milk social problems and racism just for clicks, for money esentially. Very sad.
Identity Attack0.58354634
Insult0.6308392
Profanity0.27882218
Threat0.01086132
Severe Toxicity0.12809667
Moderate 0.63782936 Moderate Con 0.471 Identity Attack Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Interviewing racists (ignorant "low IQ" man on bike), will ALWAYS get you the clicks. And there will ALWAYS be racists.
Interviewing racists (ignorant "low IQ" man on bike), will ALWAYS get you the clicks. And there will ALWAYS be racists.
Identity Attack0.2949366
Insult0.65129566
Profanity0.13785136
Threat0.010602405
Severe Toxicity0.023076924
Moderate 0.61223894 Low Con 0.181 Insult Meta_Commentary
Feb 26, 2026 4 likes Inside Canada's Indian Invasion...
8:32 polish man, bro you are standing naked, and giving interview and calling other people dirty... bro's claim "they don't work" your uber driver was working lol. and wtf with the line "they all look …
8:32 polish man, bro you are standing naked, and giving interview and calling other people dirty... bro's claim "they don't work" your uber driver was working lol. and wtf with the line "they all look alike" lol, that's racism you can get sued on this btw.
Identity Attack0.29188538
Insult0.4534306
Profanity0.41194582
Threat0.05268431
Severe Toxicity0.16960317
Moderate 0.61223894 Constructive 0.526 Moral_Argument
Feb 28, 2026 Inside Canada's Indian Metropolis (Brampton)
Imagine if this same interview happened back 500 years ago, when people actually asked native Canadians about white man's immigration! On thier land, humans do migration for a better living, it called globalization, those who …
Imagine if this same interview happened back 500 years ago, when people actually asked native Canadians about white man's immigration! On thier land, humans do migration for a better living, it called globalization, those who don't understand this are not just uneducated, but also have a disgusting mindset, who only judge people based on their skin color!
Identity Attack0.41975367
Insult0.45135358
Profanity0.07514556
Threat0.008789998
Severe Toxicity0.017287504
Moderate 0.42985553 Constructive 0.601 Moral_Argument
Feb 4, 2026 2 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 have loved your channel for a while now, but i really do not like how you allowed the racist man in the safety vest to be in this video. I recognize Canada has huge …
I have loved your channel for a while now, but i really do not like how you allowed the racist man in the safety vest to be in this video. I recognize Canada has huge problems with excess immigration and we can't meet the demands we are insinuating we can meet to potential immigrants. I also recognize that there is a a huge problem with Indian students being lured here under false pretences and this issue needs to be exposed. However, I don't think you should have given an openly racist person a platform to share their views and you laughed when they said obviously racist things. He said "I'm as racist as the next person" and you laughed. Sorry but what?! He is normalizing his racism and you are playing along. Just pick a different person to interview. He said "better indians than muslims, africans, etc....." Canada hasn't been around that long relative to other places. This guy came from immigrants like 1-2 generations ago. You probably got a lot of footage to choose from. Why him?
Identity Attack0.20680901
Insult0.16758773
Profanity0.027410502
Threat0.008815889
Severe Toxicity0.0059127808
Low Tox 0.2524482 Constructive 0.805 Moral_Argument
Feb 28, 2026 1 likes Inside Canada's Indian Invasion...
Bruh it's so bad here you don't have to worry about losing your job for being called racist, the Indians have all the jobs. Young Canadians are applying for 500+ jobs to not get a …
Bruh it's so bad here you don't have to worry about losing your job for being called racist, the Indians have all the jobs. Young Canadians are applying for 500+ jobs to not get a call back or an interview. Also that lady who didn't want to be interviewed and the guy on the bike were based. Our Goverment has been pumping them into the country for 10 years without requiring them to speak English or french. Lastly before anyone attacks the man on the bike, check science...
Identity Attack0.16373143
Insult0.07967083
Profanity0.018392462
Threat0.009385503
Severe Toxicity0.0048446655
Low Tox 0.2028889 Constructive 0.68 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I KNOW. Its hard. Our host, trying, trying, straining to comprehend the big picture. This was a decent logical interview. Kenney called out 'post nationalist' the death of history insane ideology. And the two of …
I KNOW. Its hard. Our host, trying, trying, straining to comprehend the big picture. This was a decent logical interview. Kenney called out 'post nationalist' the death of history insane ideology. And the two of you showed how it has been rejigged, a lot of the details. Good job. Honestly, excellent interview. I saved it to my PC. Here is the hard part. Excepting the US, the entire west, UK, Germany, France, Spain, Canada, Australia etc, is engaging the same precise nation wrecking migration policies. Ponder the concept - its a global plan. THAT is the hard part. Stretch your mind Lilley, you can do it. You would start to wonder whether its one arm of an overall decline of the west actual plan. Wreck energy, agriculture, public finances, flood the place with unvetted migrants to swamp the place, deride the history, promote shame, wreck the very concept of a family, de-industralize. Make us all poor, dependent, minorities in our own homeland. Keep gnawing away at free speech, arrest grandmas for posting why is the local hotel full of migrants who dont speak english? Just how it is man. I know, its hard to comprehend. Facts are facts however.
Identity Attack0.045901958
Insult0.06984934
Profanity0.02433617
Threat0.009074804
Severe Toxicity0.0031661987
Low Tox 0.15213956 Constructive 0.797 Unverified_Claim
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
Man should have interviewed me I lived in Brampton and moved out born and raised. I would have given you all the corruptions that’s happening
Man should have interviewed me I lived in Brampton and moved out born and raised. I would have given you all the corruptions that’s happening
Identity Attack0.009434453
Insult0.047935467
Profanity0.02249157
Threat0.007353018
Severe Toxicity0.0019836426
Low Tox 0.11357342 Constructive 0.538 Personal_Narrative
Jan 27, 2026 5 likes Inside Canada's Indian Invasion...
Man wish you interviewed me. The areas where you met non Punjabis is where i grew up and I'm Punjabi
Man wish you interviewed me. The areas where you met non Punjabis is where i grew up and I'm Punjabi
Identity Attack0.10221587
Insult0.027218282
Profanity0.03489832
Threat0.00951496
Severe Toxicity0.0037002563
Low Tox 0.1104733 Constructive 0.697
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
I just watched Tucker’s interview with the man that made the documentary “Replacing Europe” and it was very eye opening! Even if you are not a fan, I encourage you to watch. This is happening …
I just watched Tucker’s interview with the man that made the documentary “Replacing Europe” and it was very eye opening! Even if you are not a fan, I encourage you to watch. This is happening all over!! Apparently, many places in Europe can’t even build a military because they don’t have anyone to actually fight for Europe due to them all being migrants. Lots of other interesting things I didn’t know. Honestly, it’s kind of heartbreaking to see such beautiful places changed so drastically and becoming so dangerous for everyone. Nothing against the good people, but unfortunately it is not the majority. So much corruption exposed and it goes all the way to the top in every government involved! 💔💔💔
Identity Attack0.057492398
Insult0.034562174
Profanity0.034146797
Threat0.009877442
Severe Toxicity0.004005432
Low Tox 0.11036996 Constructive 0.758
Jan 27, 2026 Inside Canada's Indian Invasion...
Interviewing a man in the middle of the road asking about bad drivers…
Interviewing a man in the middle of the road asking about bad drivers…
Identity Attack0.0041067624
Insult0.024897853
Profanity0.013063621
Threat0.00746953
Severe Toxicity0.0012302399
Low Tox 0.055521555 Low Con 0.296 Meta_Commentary
Jan 27, 2026 241 likes Inside Canada's Indian Invasion...

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.