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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: "All of a sudden. Everyone …" 7 comments
You see a lot of Indian people it's not a people they all Indian students you know how much money the Canada has robbed before they come to the Canada you know you're not going …
You see a lot of Indian people it's not a people they all Indian students you know how much money the Canada has robbed before they come to the Canada you know you're not going to believe it that much money they've been paying before they come to the Canada they've not came free there or they not immigrant they are a student visa students from India so stop talking about Indians and punjabis seems where they are Indian your country who use the punjabis against India throwing a storms and bomb the planes Air India back in the '80s or I think 85 they blow one plane out and they are the innocent people right Make up your mind is those people are innocent punjabis and your country are human right champion and now suddenly everyone talking s*** about Indians
Identity Attack0.4830652
Insult0.36798462
Profanity0.10920923
Threat0.122295745
Severe Toxicity0.02383376
Moderate 0.4269174 Constructive 0.562 Identity_Assertion
Aug 26, 2025 Why Canadians Are Turning Against …
The comments on this video makes me sick. As a Canadian it genuinely disturbs me to read all the extremely racist rhetoric from people who I think better of. None of this video had any …
The comments on this video makes me sick. As a Canadian it genuinely disturbs me to read all the extremely racist rhetoric from people who I think better of. None of this video had any facts or anything. He just interviewed a racist guy on a bike and suddenly everyone thinks that is fact? If you actually did any real research, immigration has stimulated the Canadian economy immensely whether or not people want to believe it. And multiculturalism and sharing cultures will never be a bad thing. Racism will never be okay for Canadians. Stop it.
Identity Attack0.25309357
Insult0.3388922
Profanity0.057944927
Threat0.009204263
Severe Toxicity0.013285006
Moderate 0.36095104 Constructive 0.708 Moral_Argument
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
The sudden wave of immigrants coming to Canada was too much all at once. Them not respecting the Canadian ways doesn't help the fact that they are taking over our country. If they respected public …
The sudden wave of immigrants coming to Canada was too much all at once. Them not respecting the Canadian ways doesn't help the fact that they are taking over our country. If they respected public places and spoke English like everyone else (or at least tries their darnest) maybe people who were born and raised in Canada wouldn't have this collective thoughts on them.
Identity Attack0.25986546
Insult0.24928534
Profanity0.174273
Threat0.007935578
Severe Toxicity0.010681152
Moderate 0.32020867 Constructive 0.627 Identity_Assertion
Oct 8, 2025 Inside Canada's Indian Metropolis (Brampton)
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 …
No doubt about it, Canada is for Canadians. If you wanted to, you could deport millions of immigrants, but let's be real about the cost. The Canadian economy, its pensions, its farms, and its health …
No doubt about it, Canada is for Canadians. If you wanted to, you could deport millions of immigrants, but let's be real about the cost. The Canadian economy, its pensions, its farms, and its health sector all rely on immigrants to pay taxes and fill jobs. It's not some big conspiracy about population replacement; it's just about the economy. You can't have one without the other. Canadians aren't the only ones dealing with this. In Asia and Africa, it's a different kind of immigrant, the ones with money who buy up land and property, driving locals out of the market. They're not given an ear either, because money talks. It’s always been about the money and the power, and Canadians should understand that perspective too. The culture or religion of a few bad apples shouldn’t be used to tarnish every immigrant. We do need to do a better job screening people, but it’s not fair to paint everyone with the same brush. In the U.S., Indian immigrants are top earners and incredibly successful, but people still complain that they’re "taking their jobs." So, if an Indian person is a failure, they're a problem. If they're a success, they're still a problem. They can't win. This old colonial mindset is alive and well. It's tough for some people to process that a person of color can outsmart them and rise up by their own bootstrap. But when those same folks go to Asia or Africa, suddenly they feel that old nostalgia and are much more comfortable with the social hierarchy there. It would be ideal if no one had to leave their home country for a better life. When we have more justice in the world for everyone, maybe we won't have to keep having these conversations.
Identity Attack0.11860296
Insult0.056133457
Profanity0.027820412
Threat0.01187109
Severe Toxicity0.004310608
Low Tox 0.15987846 Constructive 0.711 Economic_Argument
Aug 26, 2025 Why Canadians Are Turning Against …
Let’s take it one lie at a time. First the video opens saying over 850k inhabitants, within a minute or two all of a sudden the population is now 750k. Meanwhile the actual population is …
Let’s take it one lie at a time. First the video opens saying over 850k inhabitants, within a minute or two all of a sudden the population is now 750k. Meanwhile the actual population is 650k. Brampton has not been a city of 18k or 28 k as many for at least 60 years. In 1980 the population of Brampton was over 200k, so very far above the supposed 28k. Slightly over 150k are from India or of Indian ancestry, so not a majority. A little under a third of Brampton inhabitants are immigrants. Again not a majority. Homeless shelters are usually found in churches, especially ones with homeless centers in them like the one visited by the video crew. 4 bigots in the streets is what was interviewed to present a bigoted view of a city. Everyone of then deserve a serious beating. Asshole content creators. Reported.
Identity Attack0.051808115
Insult0.059061307
Profanity0.023789622
Threat0.007922632
Severe Toxicity0.0033569336
Low Tox 0.1269396 Moderate Con 0.466 Policy_Critique
Oct 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I'm Canadian. I've spend my entire adult life involved with everything immigration. I have no problem with immigration which to me is people moving. It offers great people and great things. I have a problem …
I'm Canadian. I've spend my entire adult life involved with everything immigration. I have no problem with immigration which to me is people moving. It offers great people and great things. I have a problem with women and children abused, in violence and almost killed and our resources which are suppose to help protect the men coming here doing this because as immigrants they have value and so support anything they do to innocent people here because they have more worth as human beings than people born, raised and who lived here all their lives. Two lives viciously destroyed to protect someone sick with hate who is chronic woman hater and abuser but he must be respected for it. As someone immersed all their life in "culture" domestic violence is not culture as in immigration it's abuse and a crisis brought here and then force by law respect for it when it is already here bc it is a planet problem. For people without a lifetime of knowledge you would be shocked if knew what people think and say about us living here and what they believe from complete ignorance. It is a belief everything is owed to make lives bigger and better for them above everyone else bc they suffered somewhere else but the assumption is every person in Canada had the opportunity born here that all people should be rich and if anyone is under that standard they deserve nothing and it should be given to everyone coming in. It is understood in some groups the purpose and wants of Canadian women is providing free services to immigrant men because this is how all Canadian women chose to live as women. The expectation of women is back to the stone age to obey, speak when given permission and respect abuse. Our authorities now back that up. Don't believe me you can see evidence. We are being forced by law to change. How many persons with criminal records are here in past decade was that recent news report? There's good and bad but if you don't respect the bad then see what happens to you because suddenly you will the bad one as a Canadian so be prepared to respect and appreciate everything you spent a lifetime believing you didn't have to. Some people could write an encyclopedia of wild and bizarre things and opinions and expectations of the views others have of life here and it would make most here all their lives want to flee and leave. There are two opposite meanings of what respect is. It amounts to respect them and everything bad and disrespectful to us or we have no respect any other names. This includes not one specific culture but numerous ones and I am referring to a different one than referenced in this video. Respect divided into two opposite meanings, ignorance, lack of care, abuse, hate and so many things which our government is permitting to happen and people are losing their physical lives and becoming physically and mentally ill and it is directly related to destroying Canadians living here, killing them to force a message of change of respects and persons need to die to force it.
Identity Attack0.07673789
Insult0.03599453
Profanity0.028230323
Threat0.045895394
Severe Toxicity0.00579834
Low Tox 0.115658075 Constructive 0.83
Aug 28, 2025 Why Canadians Are Turning Against …

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.