Skip to content
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

click to expand

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.

Search & Filter

Search comment text, filter by category or toxicity level
Active: "Canada has all the necessary …" 11 comments
A minimum of 95% of the Indians in Canada MUST be sent home. Revoked visas, revoked citizenship, whatever is necessary. They do not contribute, they do not assimilate, they do not belong here. Remigration is …
A minimum of 95% of the Indians in Canada MUST be sent home. Revoked visas, revoked citizenship, whatever is necessary. They do not contribute, they do not assimilate, they do not belong here. Remigration is inevitable.
Identity Attack0.53446084
Insult0.3388922
Profanity0.046171114
Threat0.060443077
Severe Toxicity0.02430326
Moderate 0.45703048 Low Con 0.278 Identity Attack Fear_Threat
Jan 29, 2026 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 …
Very well done video & Thank YOU for showcasing the point of view from "real Canadians". As an immigrant who came to this country & fell in love with its culture 40 years ago, it's …
Very well done video & Thank YOU for showcasing the point of view from "real Canadians". As an immigrant who came to this country & fell in love with its culture 40 years ago, it's appalling to see how our beautiful first world country is quickly becoming a gutter. The newcomers these days are the privileged ones. All of us need to speak up, especially those of us immigrants who retain our original accents &/ non-white because our white fellow Canadians are accused of being racist whenever they do (though many could learn to be more eloquent. ie. go back to your country does NOT help)! I see it as my Canadian duty to remind "misbehaving" newcomers the reason they left their country in the first place. ie. You chose Canada for a better life, so why try to change it into the one you left? ie. Help me understand your logic? Why not leave your hate & war at the border; just like normal folks won't bring stinky garbage into their new homes. Life is challenging enough when you uprooted to a new country (especially our unforgiving cold Winter). So, just focus on the positive things in your new country & leave all your miseries behind... ie. Learn to adapt & enjoy your new country. Canada is a great country because of the love & effort of those before you, so now you are the beneficiary. Join the legacy by enhancing this beautiful country & its culture, so you can pass on this century old legacy for later newcomers to enjoy, like you do now. What dignity do you have & what kind of life lessons to your children by bullying your culture & religion into Canada at the expense of other Canadians? This will fracture Canada if everyone does that. Do you want this country to become so fractured & terrible that your descendants have to leave for a better country, like you did? Is that what your religion teaches you? Does it state it's perfectly fine to satisfy all your whims & wishes at the expense of others? Are you striving for Canadians to think badly of your race/culture? Are you being a good ambassador to your race/community/culture/religion? Canadians are so friendly & helpful, if you need help, just ask, please don't demand. Learn the language & it's ok to speak broken/pigeon English with gestures to communicate. No one expects you to be an English scholar; you gain respect for trying. Apply some basic Canadians manners, which goes a long way... Please & Thank You, Smile doesn't cost you anything, besides it's good exercise for your facial muscles. I worked my entire career with the public, I very seldom encounter negative feedback when I do the above. If they get nasty, I tell them that's definitely not the Canadian way to make friends & wish them Good Luck! I also make a point in telling the wealthy ones "Tax Avoidance is legal (I'm more than happy to show them), but Tax Evasion is not! Then reminding them....Canada will be bankrupt eventually if everyone don't pay their fair share of taxes. ie. You may not suffer, but your children/grandchildren will. Worst Case scenario, you didn't get the necessary medical care when you most needed it!!! We should lobby for a mandatory course that all newcomers have to take & PASS a test about Canadian culture & expectations. If they fail, no citizenship for sure! But that would be another hornets nest because our parliament will debate over definition of "Canadian Culture" for decades. Welcome to Canada!😂
Identity Attack0.29798782
Insult0.1669316
Profanity0.028776871
Threat0.008039144
Severe Toxicity0.008392334
Low Tox 0.28547668 Constructive 0.831
Sep 12, 2025 Why Canadians Are Turning Against …
Immigrants are necessary, BUT ONLY TO POINT. We need to shut our borders to new immigrants and begin working around what we have. As a man who has grown up in Canada, I have seen …
Immigrants are necessary, BUT ONLY TO POINT. We need to shut our borders to new immigrants and begin working around what we have. As a man who has grown up in Canada, I have seen us morph from an economic powerhouse to wasted potential. Add in strict criteria for being able to come to Canada, incentivize construction of new infrastructure, and add in new laws for all these immigrants that dictate what they can and cannot do in Canada. This ain't no free ride, people! Get off the government gravy train and start working in places OTHER than entry-level work! Leave that for teens and twentiers!
Identity Attack0.14233272
Insult0.076502606
Profanity0.022218296
Threat0.010835429
Severe Toxicity0.0059509277
Low Tox 0.1996317 Constructive 0.669 Policy_Critique
Aug 26, 2025 Why Canadians Are Turning Against …
I welcome diversity in Canada but people here illegally and breaking laws (usually against their own community) should be removed from Canada in an expedited fashion. Special courts and changes to the law may be …
I welcome diversity in Canada but people here illegally and breaking laws (usually against their own community) should be removed from Canada in an expedited fashion. Special courts and changes to the law may be necessary to expedite removals.
Identity Attack0.048480038
Insult0.02618698
Profanity0.011099464
Threat0.025271246
Severe Toxicity0.0031280518
Low Tox 0.103494145 Constructive 0.656 Policy_Critique
Feb 20, 2026 Canadian immigration officers investigating hundreds …
Canada is beyond repair. No political party will do what is necessary to fix the economy or the culture. If such a party existed, citizens who just voted the architects of decline to a 4th …
Canada is beyond repair. No political party will do what is necessary to fix the economy or the culture. If such a party existed, citizens who just voted the architects of decline to a 4th term would not elect it. If you can, do as I did, and leave Canada permanently. (No, the door did not hit me on my way out.)
Identity Attack0.010211408
Insult0.021159383
Profanity0.0113215
Threat0.009204263
Severe Toxicity0.0014019012
Low Tox 0.051563308 Moderate Con 0.478 Personal_Narrative
Jun 19, 2025 3 likes How Canada broke its immigration …
Canada has to take these money from board officers, who allowed them to come in Canada, from immigration and refugees workers who allowed them to stay in Canada, from immigration lawyers. But not from our …
Canada has to take these money from board officers, who allowed them to come in Canada, from immigration and refugees workers who allowed them to stay in Canada, from immigration lawyers. But not from our money. People hard working every day and pay taxes not for mistakes of immigration and refugee workes. If this ministry so expensive- it is necessary to close this ministry.
Identity Attack0.016460562
Insult0.014238917
Profanity0.009545219
Threat0.0063626673
Severe Toxicity0.0009870529
Low Tox 0.033334624 Constructive 0.573
Dec 25, 2025 Deportations From Canada at Their …
Canada has all the necessary conditions to establish real manufacturing industries and increase production. With the presence of migrant labor such as workers from India—who are willing to accept lower wages than Canadian workers and …
Canada has all the necessary conditions to establish real manufacturing industries and increase production. With the presence of migrant labor such as workers from India—who are willing to accept lower wages than Canadian workers and others—the equation becomes clear: lower costs, higher output, and greater profitability. This workforce represents a real investment for those who know how to manage human resources and the economy intelligently.
Identity Attack0.011099357
Insult0.010210892
Profanity0.009417122
Threat0.0059548756
Severe Toxicity0.0007867813
Low Tox 0.019226074 Constructive 0.517 Economic_Argument
Feb 27, 2026 Inside Canada's Indian Invasion...
ICE baby ICE in Canada is necessary!!
ICE baby ICE in Canada is necessary!!
Identity Attack0.0045322375
Insult0.00971689
Profanity0.010638315
Threat0.007573096
Severe Toxicity0.0014877319
Low Tox 0.01847211 Low Con 0.226 Call_To_Action
Dec 2, 2025 1 likes IRCC Names India in Study …
If Canadians don't like it, just don't go. Entering another country is a privilege not a right. Canada can impose the same on visitors from other countries if we think it is necessary.
If Canadians don't like it, just don't go. Entering another country is a privilege not a right. Canada can impose the same on visitors from other countries if we think it is necessary.
Identity Attack0.0023125063
Insult0.00042345727
Profanity0.000029053697
Threat0.00006308459
Severe Toxicity0.0000027806877
Low Tox 0.0024623123
Dec 7, 2025 69 likes
Maybe with a new, and NOT Liberal, government, family breadwinners can earn enough so that Canadians can affort to have the children that will make it not so necessary to import workers. It wouldn't be …
Maybe with a new, and NOT Liberal, government, family breadwinners can earn enough so that Canadians can affort to have the children that will make it not so necessary to import workers. It wouldn't be so bad if immigrants (not all - I know) didn't bring all their frustrations and anger from their home with them into our society. Currently immigration causes way too much friction and divisivness in Canada. They bring their problems with them They need to solve those issues in their home countries. We don't need those problems to be faught here in our peaceful country.
Identity Attack0.00075307256
Insult0.0003533653
Profanity0.000024432342
Threat0.000047496353
Severe Toxicity0.0000027140154
Low Tox 0.0014553746 Policy_Critique
Apr 14, 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.