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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 #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "refugees, the word is refugees." 4 comments
Scamming their way into the West is an industry to India. Not wanting your country to turn into India is not "racist"- that word lost all meaning. You know what's hateful? The massive theft and …
Scamming their way into the West is an industry to India. Not wanting your country to turn into India is not "racist"- that word lost all meaning. You know what's hateful? The massive theft and car-jackings, taking jobs from our youth and causing a job crisis, taking advantage of our refugee system and taking advantage of our food banks. How about the insane amount of SA crimes on children, and bringing their turf wars here. They gotta go, we're so bloody sick of India. India and China needs to leave our country. Lock the doors
Identity Attack0.46028158
Insult0.40975618
Profanity0.2188925
Threat0.064969026
Severe Toxicity0.023645958
Moderate 0.4274071 Constructive 0.65 Fear_Threat
Feb 19, 2026 2 likes LILLEY UNLEASHED: The fall of …
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...
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 lived in Canada for 11 years, 2008 - 2019, went to university and worked in Toronto. I come from an upper-middle class family in China, went to a top university in Canada, landed good …
I lived in Canada for 11 years, 2008 - 2019, went to university and worked in Toronto. I come from an upper-middle class family in China, went to a top university in Canada, landed good jobs and I speak English like a native. I got my PR in 2015 and I remember the painful uphill battle I had to go through just get that. All the bureaucracy, redtape, unnecessarily rigid rules, high cost and long wait I received from CIC/IRCC felt like a humiliation to me. Every document was scrutinized and every step had obstacle that fealt unreasonable (my TOEFL examiner ask me why I had to do the language test required by CIC, and I had to visit a notary to validate my Chinese national ID card). It felt uneasy but I understood that these were the rules that everyone had to go through, and moving and integrating into a new society was never meant to be easy. I went back to Canada in 2021 and 2024, and it was evident that the country I once called home had gone down the hill. The streets were screaming crime, unemployment, inflation, drug and filth, it's total social rot. As someone who went through the whole immigration process (and many of my friends who went through the same have left Canada for good, like myself), I attribute much of this to failed immigration policy. I cannot help but feel confused, angry, betrayed and humiliated when I look at the recent immigration policies of Canada and their results, and compare with what I had to go through. The feeling sums up to: Canada penalizes the hard-working and law-abiding people, and rewards the undeserved and the cheaters. Example: when the US creates wars in the Middle East, why does CANADA bear the cost of bringing in refugees? I never regretted moving back to China and East Asia, and I feel bad for those who still truly think of Canada as home, as I am one myself. When the leadership of a country deviates from pragmatism, reason and common sense, and instead embraces idealogies, hypocrisy and political optics, this is what happens. The prices are paid by everyone, immigrant or not. For this, Trudeau deserves a court trial for his incompetence and dereliction of duty; and the people of Canada need some honest and serious retrospection. I will share some words of wisdom by the late Lee Kwan Yew: “Whoever governs Singapore (LKY was the PM and founding father of Singapore) must have that iron in him. Or give it up. This is not a game of cards, this is your life and mine. I've spent a whole lifetime building this and as long as I'm in charge, nobody is going to knock it down.” I hope the clownish weakling politicians in Canada (and, in much of the western world nowadays) can be enlightened a little bit.
Identity Attack0.01465176
Insult0.03158728
Profanity0.018187506
Threat0.0072235605
Severe Toxicity0.0019073486
Low Tox 0.07371122 Constructive 0.819
Oct 8, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)

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.