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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: "The people are outraged in …" 10 comments
When white people were brutally converting indians into christian and built huge numbers of churches in india then no one said a single word but when a single statue of Hindu god was built there …
When white people were brutally converting indians into christian and built huge numbers of churches in india then no one said a single word but when a single statue of Hindu god was built there then why is this outrage. Even hypocrisy has a limit.
Identity Attack0.48915586
Insult0.42881694
Profanity0.08904689
Threat0.019746035
Severe Toxicity0.020127986
Moderate 0.45757914 Moderate Con 0.349 Comparative_Framing
Feb 14, 2026 110 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 …
Canada, Us, Aus, Nz they were at a time white colonies. But they aren't any more. That's not changing. Trying to reverse engineer multiculturalism is going to be brutal. Which is what many people are …
Canada, Us, Aus, Nz they were at a time white colonies. But they aren't any more. That's not changing. Trying to reverse engineer multiculturalism is going to be brutal. Which is what many people are advocating. One has to wonder about white european migrants who become outraged when non white customs and culture begin to be visible. Its like they are offended by the results of what they themselves created. I get it , the mind frame of now we have developed these countries and technology has improved, now let's dial this down. This is racism making a come back. And I think most of these places began in a purely racist fashion and will try to maintain themselves in a similar way. So long as there is predatory population around. These folks want to benefit of migrants and their labour but then get offended by their presence. I have heard of gulf Arab racism and maybe that's the track these countries are willing to adopt. Who knows but the future appears to be grim unless a way forward of co existing is carved out.
Identity Attack0.33352965
Insult0.083359696
Profanity0.05268429
Threat0.013528148
Severe Toxicity0.009422302
Low Tox 0.27236435 Constructive 0.675 Moral_Argument
Feb 22, 2026 1 likes Inside Canada's Indian Invasion...
I am shocked to hear this from a CBC reporter saying IMMIGRANTS get money from the government!! Where on earth did you get this ,outrageous information!! People who apply to come to Canada as legal …
I am shocked to hear this from a CBC reporter saying IMMIGRANTS get money from the government!! Where on earth did you get this ,outrageous information!! People who apply to come to Canada as legal immigrants , have to go through a strict points system.that can take years . Plus medical and security checks. They have to speak English or French , be educated and most of all have a skill ,trade or profession that Canada needs!as Canada does not have enough highly skilled workers. Like IT professionals, doctors ,engineers, nurses etc. They have to have a job offer .etc etc .They have to have the means to support themselves and their family . It is appalling to hear this nonsense and misinformation. Secondly when talking about refugees the ones who come across the border with no documentation, come on their own and do not fall in the 3 categories you mention? How outrageous are you to say the ones coming in illegally across the border are 1 privately sponsored, 2 government sponsored 3 or mix of both! This sort of wrong , I’ll informed information from CBC Reporter like you that causes racism, you should be ashamed-of yourself to do this outrageous, misleading and wrong information.CBC should apologize and remove this misinformation.
Identity Attack0.11047905
Insult0.09855611
Profanity0.13432594
Threat0.0074048014
Severe Toxicity0.008087158
Low Tox 0.24282593 Constructive 0.636
Jun 14, 2024 How much do refugees and …
time to stop listening to the apoligists for mass immigrtion, and start listening to the people of Canada. Neo-liberal mass immigration policies have exploited Canadians support for immigration to implement such a broken, destructive immigration …
time to stop listening to the apoligists for mass immigrtion, and start listening to the people of Canada. Neo-liberal mass immigration policies have exploited Canadians support for immigration to implement such a broken, destructive immigration policy that Canadians support for immigration was exhausted and then inverted. This is entirely the fault of the mass immigration zealots who prioritized vast numbers over every rational consideration like housing capacity, healthcare capacity, community safety, and social cohesion, These policies have turned Canada from a society highly supportive of immigration into a society outraged by the utter failure of government to vett immigrants, remove criminals or plan to provide services that correlate with the number of immigrants.
Identity Attack0.06613251
Insult0.0811385
Profanity0.015010698
Threat0.008311004
Severe Toxicity0.0035095215
Low Tox 0.15987846 Constructive 0.599 Policy_Critique
Dec 30, 2025 1 likes Deportations From Canada at Their …
I truly hope people will take the time to see the Canadian Indian content on YouTube, there is a culture of bragging about taking over, they celebrate the outrage. These are not people who were …
I truly hope people will take the time to see the Canadian Indian content on YouTube, there is a culture of bragging about taking over, they celebrate the outrage. These are not people who were raised to share the values of Canadians, and they can't ever be taught, certainly not if they're allowed to take over entire cities.
Identity Attack0.10221587
Insult0.061451588
Profanity0.014874061
Threat0.008000307
Severe Toxicity0.0032615662
Low Tox 0.15711457 Constructive 0.616 Identity_Assertion
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
It’s getting harder and harder for people to watch what happens in the House of Commons without feeling downright furious. Every day, Canadians work long hours, pay crushing taxes, and deal with rising costs — …
It’s getting harder and harder for people to watch what happens in the House of Commons without feeling downright furious. Every day, Canadians work long hours, pay crushing taxes, and deal with rising costs — and for what? To watch elected officials sit in Parliament and turn Canadian issues into a circus. It feels like half the time they’re more interested in scoring cheap political points than actually solving anything. The constant bickering, yelling, and rehearsed “outrage” looks less like leadership and more like a never‑ending performance meant to distract us from how little actually gets done. How much do you think each of them makes just sitting there doing nothing all day, and calling it a job. THE REAL CROOKS OF CANADA Politicians. Blame the Indians who come to work in Canada when send billions to Ukraine. WAKE UP CANADA TO REAL PROBLEM
Identity Attack0.026609946
Insult0.07016616
Profanity0.020168742
Threat0.008077981
Severe Toxicity0.0027656555
Low Tox 0.12867521 Moderate Con 0.49 Policy_Critique
Feb 5, 2026 Inside Canada's Indian Invasion...
This past summer, a group of these people were shooting live rounds off of a bridge in Muskoka... Police did absolutely nothing to them until public outrage grew. They had video evidence complete with clear …
This past summer, a group of these people were shooting live rounds off of a bridge in Muskoka... Police did absolutely nothing to them until public outrage grew. They had video evidence complete with clear faces, vehicles and license plates ....
Identity Attack0.0042732526
Insult0.015568925
Profanity0.014361672
Threat0.12996206
Severe Toxicity0.0040245056
Low Tox 0.10696511 Moderate Con 0.449 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
‘In the first place, we should insist that if the immigrant who comes here in good faith becomes a Canadian and assimilates himself to us, he shall be treated on an exact equality with everyone …
‘In the first place, we should insist that if the immigrant who comes here in good faith becomes a Canadian and assimilates himself to us, he shall be treated on an exact equality with everyone else, for it is an outrage to discriminate against any such man because of creed, or birthplace, or origin.. But this is predicated upon the person’s becoming in every facet a Canadian, and nothing but a Canadian… There can be no divided allegiance here. Any man who says he is a Canadian, but something else also, isn’t a Canadian at all. We have room for but one flag, the Canadian flag… And we have room for but one sole loyalty and that is a loyalty to the Canadian people.’ Wilfrid Laurier 1907
Identity Attack0.060675595
Insult0.03335018
Profanity0.017026093
Threat0.007974415
Severe Toxicity0.0024986267
Low Tox 0.104361884 Constructive 0.515 Identity_Assertion
Sep 8, 2025 1 likes Why Canadians Are Turning Against …
Let's put it another way... I was born in Canada and I had moved abroad at 30 for work and was gone for about 10 years. When I got back, it happened to be the …
Let's put it another way... I was born in Canada and I had moved abroad at 30 for work and was gone for about 10 years. When I got back, it happened to be the same year our PM was waiting at the airport for the arrival of some refugees with winter coats for them and their Medicare cards, as well as housing provided for them. I had to run around for a full month trying to get my drivers license renewed since it had expired, and had to wait a full 6 months to get a probationary Medicare card, p-r-o-b-a-t-i-o-n-a-r-y....I felt outraged. I am not saying that many don't have a valid reason to flee their country, but when they know that they will receive housing and cash, of course people will flock to Canada, even if they aren't fleeing something.
Identity Attack0.020681098
Insult0.032248367
Profanity0.018392462
Threat0.0070552654
Severe Toxicity0.0022792816
Low Tox 0.08004235 Constructive 0.839
Feb 15, 2018 19 likes How much do refugees and …

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.