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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: "Who want to cross that …" 11 comments
Who want to cross that border anymore, a total piece of crap country, with even worse leadership
Who want to cross that border anymore, a total piece of crap country, with even worse leadership
Identity Attack0.012611309
Insult0.92108315
Profanity0.66630256
Threat0.0012754737
Severe Toxicity0.00020931811
Toxic 0.9787394 Insult Identity_Assertion
Dec 11, 2025 1 likes
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 …
if you want a fun game of spot the white man, check out cross iron mills on boxing day.
if you want a fun game of spot the white man, check out cross iron mills on boxing day.
Identity Attack0.22859548
Insult0.06529768
Profanity0.069969244
Threat0.10696311
Severe Toxicity0.010604858
Low Tox 0.24282593 Low Con 0.279 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Cross country strike until they step down . Don't be confused Sheer., you guys need to be way more conservative, we've had enough. You all voted for destructive policies. Why aren't you filing court challenges? …
Cross country strike until they step down . Don't be confused Sheer., you guys need to be way more conservative, we've had enough. You all voted for destructive policies. Why aren't you filing court challenges? Why aren't you talking about the bioweapon injections?? Did you make money on pcr's? PPs wifey too? Both sides have been compromised for decades. CSIS Report. China, India. Canadians never wanted immigration from any of these 3rd world countries. This is treason.
Identity Attack0.089973204
Insult0.1342682
Profanity0.017777596
Threat0.012751401
Severe Toxicity0.0051116943
Low Tox 0.2330714 Moderate Con 0.346 Call_To_Action
Feb 18, 2026 2 likes LILLEY UNLEASHED: The fall of …
So I reside in Ontario, I live in a city they call the armpit of Ontario. And everytime I come to this restaurant (I dont want to say what restaurant but if u ask id …
So I reside in Ontario, I live in a city they call the armpit of Ontario. And everytime I come to this restaurant (I dont want to say what restaurant but if u ask id tell you) - I would see a lot of them coming in by groups and they wear clothes like they still live back to whatever country they are from and would sit on their chairs cross legged as other people eat their food. Every hour theres dozens of them coming and I came to think are these people even legally here. It is just crazy to me as a legal immigrant where me and my family waited for 8 years for the application process, spent hundreds of thousands of money meanwhile I see people that arent from here and not even try to assimilate to Canadian culture. It is just infuriating.
Identity Attack0.055673428
Insult0.09124154
Profanity0.05168226
Threat0.00866054
Severe Toxicity0.004634857
Low Tox 0.18269104 Constructive 0.652
Oct 1, 2025 IRCC Names India in Study …
Dude, you haven't been "human-trafficked". You voluntarily hired the services of a smuggler -- just like everyone else who wants to cross a border illegally.
Dude, you haven't been "human-trafficked". You voluntarily hired the services of a smuggler -- just like everyone else who wants to cross a border illegally.
Identity Attack0.031206898
Insult0.07491849
Profanity0.015932998
Threat0.007741391
Severe Toxicity0.0032424927
Low Tox 0.16331999 Moderate Con 0.366 Policy_Critique
Feb 19, 2026 Inside Canada's Indian Invasion...
refugees or someone who comes into this country due to a disaster and they have nowhere to live what she's talking about is somebody requesting a visa. I've been through this system not me but …
refugees or someone who comes into this country due to a disaster and they have nowhere to live what she's talking about is somebody requesting a visa. I've been through this system not me but I've looked it all up and yes if somebody wants to come here to America on a visa somebody hast to be willing to take care of them. But when somebody crosses the border that has no one here We pay for them. When Cuba had that hurricane all those people came here because they had nowhere to live they are citizens but yeah that's what you would call a refugee
Identity Attack0.08087392
Insult0.047349896
Profanity0.043165036
Threat0.008298059
Severe Toxicity0.0039482117
Low Tox 0.13388206 Constructive 0.806
Feb 15, 2020 How much do refugees and …
I explained this a while ago technically he’s not trafficking people across the boarder it’s a loop hole. He drives you as if a uber would and you illegally cross yourself it’s just a punjab …
I explained this a while ago technically he’s not trafficking people across the boarder it’s a loop hole. He drives you as if a uber would and you illegally cross yourself it’s just a punjab scheme. This is how this has been operating at a large scale for so long. If you want more info feel free to get in touch. They essentially give you guidance on how to do so, orchestrate most of it by setting up a temporary air b&b “the safe house” etc. everything has reasoning behind it where it falls in that grey area. In the end you cross the boarder by yourself they don’t help you cross and all the risk is on you. They delete the chats and point the finger saying “this guy just needed a ride and a place to stay”
Identity Attack0.020882076
Insult0.04383647
Profanity0.03915693
Threat0.009230154
Severe Toxicity0.0036811829
Low Tox 0.10826672 Constructive 0.711
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I don't get it. Why do they want to cross illegally to the USA? Isn't Canada already a great country? What is better?
I don't get it. Why do they want to cross illegally to the USA? Isn't Canada already a great country? What is better?
Identity Attack0.04435511
Insult0.01819439
Profanity0.011560614
Threat0.006317357
Severe Toxicity0.0017547607
Low Tox 0.069754265 Moderate Con 0.323 Question
Feb 11, 2026 Inside Canada's Indian Invasion...
OMG that lady's story scares me. My father had Cancer. They told him 9 months. He had to cross the border and pay out of pocket. We didn't want to take a chance with his …
OMG that lady's story scares me. My father had Cancer. They told him 9 months. He had to cross the border and pay out of pocket. We didn't want to take a chance with his life🙏
Identity Attack0.007473567
Insult0.017227544
Profanity0.024267852
Threat0.008556974
Severe Toxicity0.0023460388
Low Tox 0.06065326 Constructive 0.71 Personal_Narrative
Aug 25, 2025 3 likes Why Canadians Are Turning Against …
It's getting more and more difficult to want to go on a nice trip. Between the long line ups to enter the countries, filling out paperwork, being treated like a criminal at the border it's …
It's getting more and more difficult to want to go on a nice trip. Between the long line ups to enter the countries, filling out paperwork, being treated like a criminal at the border it's not worth it. I can remember crossing a few years back before COVID my stomach would do flip flops waiting in the line and it should never be like that
Identity Attack0.00007683819
Insult0.00023573764
Profanity0.000022703574
Threat0.000026121497
Severe Toxicity0.0000022189006
Low Tox 0.00061102543 Personal_Narrative
Dec 8, 2025

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.