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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: "So it's just Canada's version …" 17 comments
Thats fucking sad to see, I'm french, when I was a kid and used to picture Canada, I used to think about white guy speaking french with a weird quebec accent, great and spotless cities, …
Thats fucking sad to see, I'm french, when I was a kid and used to picture Canada, I used to think about white guy speaking french with a weird quebec accent, great and spotless cities, Top 1 HDI, the good version of America. Sad to see how it turned out, same shit for Australia, glad we don't have this in france yet
Identity Attack0.46028158
Insult0.4339631
Profanity0.78491896
Threat0.011430934
Severe Toxicity0.24482845
Moderate 0.68408644 Constructive 0.624 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
We need Canada version of ICE. These thugs doing extortion deserve to be deported.
We need Canada version of ICE. These thugs doing extortion deserve to be deported.
Identity Attack0.18546575
Insult0.48627716
Profanity0.09260304
Threat0.13717735
Severe Toxicity0.017674843
Moderate 0.44393396 Low Con 0.203 Call_To_Action
Feb 18, 2026 9 likes Canadian immigration officers investigating hundreds …
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 they didn’t want Indians to be in their country, then probably the British, French and Portuguese shouldn’t have forced their way into India. Especially Britain, stealing around £38 Trillion from India. Actions have reactions.😂😂😂😂 …
If they didn’t want Indians to be in their country, then probably the British, French and Portuguese shouldn’t have forced their way into India. Especially Britain, stealing around £38 Trillion from India. Actions have reactions.😂😂😂😂 And if people want to UNDERSTAND why people from mostly Punjab move to Canada, they need to learn history. The short version is - Sikh Regiment, business in the 19th and 20th century. For a longer version why the migration exploded in the late 20th and 21st century, the seeds were sown back in the early 20th century - Brits favouring a handful of Khalistanis to weaken Indian National movement before Indian Independence (read Sanjiv Sanyal’s book - “Revolutionaries”) and keep the Jewel (India) in the crown. Post the assassination of Indian PM Indira Gandhi by the Khalistani Terrorists (concentrated in Punjab) in 1984 and the Indian government crackdown on them - many found refuge in Canada aided by Pakistan’s Intelligence Service Agency and off course the USA and Canada 🫡🫡🫡 Indian government repeatedly pleaded the West to hand over the terrorists but surprise surprise, the West wants to use these elements to keep India in check and support its ally Pakistan. Fast forward, Khalistani sympathisers (Khalistan was a violent separatist movement in Punjab)find their refuge in Canada. Their relatives move in shortly and encourage others from Punjab to do so. Why ?? To build the base for Khalistan movement in Canada against India (all this being supported by the West while India cries its lungs out) 😢😢😢. Canada becomes a mini Punjab for the Khalistani terrorists/sympathisers. The Punjabi culture takes root courtesy of the Khalistanis - brings in more migration. Fast forward to today, the movement is now a tsunami with people from Punjab moving in large numbers. Why ? Because of the Khalistan movement, Punjab got destroyed economically (it was the richest state in India) as a result people are forced to move out. And the best place is their second Punjabi 🫣🫣 ie. Khalistani homeland Canada.
Identity Attack0.2816105
Insult0.12521741
Profanity0.026590679
Threat0.0091524795
Severe Toxicity0.008621216
Low Tox 0.26859093 Constructive 0.685 Comparative_Framing
Feb 11, 2026 4 likes Inside Canada's Indian Invasion...
Americans have been in shock over the last few weeks after all the Somalian corruption that has been exposed in Minnesota, Brampton is Canada's version of the Minnesota case except it's so much worse, the …
Americans have been in shock over the last few weeks after all the Somalian corruption that has been exposed in Minnesota, Brampton is Canada's version of the Minnesota case except it's so much worse, the corruption in Brandon is in its own league and i highly suggest anyone who's interested to do some of your own research, most of this stuff is hidden in plain sight yet the government doesn't react or do a single thing about it, and in some cases they are literally part of the corruption. The downfall of canada enabled by its greedy corrupted politicians will be studied by future generations and i'm glad that history will not be kind to them.
Identity Attack0.06567776
Insult0.08212569
Profanity0.021945024
Threat0.008466354
Severe Toxicity0.003604889
Low Tox 0.16158698 Constructive 0.536
Jan 27, 2026 Inside Canada's Indian Invasion...
In the United States, Canada, Australia, and Europe, ethnic populations are being replaced. Within the next two decades, people with roots in these regions will become a minority. The worst part is that you will …
In the United States, Canada, Australia, and Europe, ethnic populations are being replaced. Within the next two decades, people with roots in these regions will become a minority. The worst part is that you will be walking on eggshells due to cultural differences. All of this can be blamed on liberal politicians who allowed such population replacement. This is a real-world version of the Hunger Games. Good luck, everyone—as Effie from the Hunger Games always says: “May the odds be ever in your favor!
Identity Attack0.0440973
Insult0.0573046
Profanity0.023311393
Threat0.0091524795
Severe Toxicity0.003376007
Low Tox 0.11388343 Constructive 0.514 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Brit, my perception of Canada only ten years ago was of lumberjacks, pine forrests, maple syrup and generally just being a cleaner, more orderly version of America. Now when I think of Canada …
As a Brit, my perception of Canada only ten years ago was of lumberjacks, pine forrests, maple syrup and generally just being a cleaner, more orderly version of America. Now when I think of Canada I think of Sikhs and Hindus. Mindblowing how quickly things can change (if the powers that be facilitate it!)
Identity Attack0.08500996
Insult0.03136692
Profanity0.015864678
Threat0.007197669
Severe Toxicity0.0030708313
Low Tox 0.11078331 Constructive 0.56 Identity_Assertion
Oct 3, 2025 97 likes Inside Canada's Indian Metropolis (Brampton)
Liberal is like Democrats when it comes to immigration, we need trump version to save Canada heritage because the foreign countries are slowly changing the culture, religion, businesses, jobs and etc. They do not need …
Liberal is like Democrats when it comes to immigration, we need trump version to save Canada heritage because the foreign countries are slowly changing the culture, religion, businesses, jobs and etc. They do not need a military forces to take over Canada, it's already been invaded from "WITHIN" and some Canadian are worried about the US invading this country.
Identity Attack0.05612817
Insult0.02657372
Profanity0.0117997285
Threat0.008052089
Severe Toxicity0.0021839142
Low Tox 0.09828771 Moderate Con 0.473 Fear_Threat
Nov 22, 2025 Quebec Ends Economic Immigration Program …
Where is Canada's version of Gandhi?
Where is Canada's version of Gandhi?
Identity Attack0.016360072
Insult0.024382202
Profanity0.0113044195
Threat0.0062914654
Severe Toxicity0.0014019012
Low Tox 0.050821137 Low Con 0.285 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
As an immigrant to Canada (in 1982), my family and I integrated into Canadian culture. That is what immigrants used to do. Yes, you can keep aspects of your own culture, but the expectation was …
As an immigrant to Canada (in 1982), my family and I integrated into Canadian culture. That is what immigrants used to do. Yes, you can keep aspects of your own culture, but the expectation was that you become Canadians first and foremost. I don't see that with many new immigrants today. They just milk Canada for all it is worth and try to make it a version of their country of origin. I love diversity and multiculturalism, but it has gone way too far IMO.
Identity Attack0.035589635
Insult0.017936565
Profanity0.01127026
Threat0.006259101
Severe Toxicity0.0015068054
Low Tox 0.04735767 Constructive 0.774
Aug 26, 2025 Why Canadians Are Turning Against …
The problem is, if the immigrants keep coming in, it would change canada so much that it ceases to be a liberal democratic country that values people's rights; it's easy enough for immigrants to "roll …
The problem is, if the immigrants keep coming in, it would change canada so much that it ceases to be a liberal democratic country that values people's rights; it's easy enough for immigrants to "roll back" their beliefs to a previous version, if even one or two charismatic new immigrants start fomenting those beliefs. The very thing could undermine itself, so there should be tighter bordres. The people who've been there since 1979 don't have to leave.
Identity Attack0.028886627
Insult0.016860934
Profanity0.010245483
Threat0.0067186756
Severe Toxicity0.0012588501
Low Tox 0.044636376 Constructive 0.551 Fear_Threat
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
So it's just Canada's version of Bradford UK 😂
So it's just Canada's version of Bradford UK 😂
Identity Attack0.015455672
Insult0.014808921
Profanity0.012687869
Threat0.0063885585
Severe Toxicity0.0013828278
Low Tox 0.032627538 Low Con 0.255 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
is it time to bring a version of ice to canada?
is it time to bring a version of ice to canada?
Identity Attack0.006696612
Insult0.0107048955
Profanity0.010689554
Threat0.009929225
Severe Toxicity0.0017738342
Low Tox 0.026970858 Low Con 0.225 Fear_Threat
Oct 2, 2025 1 likes IRCC Names India in Study …
Is this Canada's version of ICE 👀
Is this Canada's version of ICE 👀
Identity Attack0.0055496786
Insult0.010210892
Profanity0.010894509
Threat0.006647474
Severe Toxicity0.0011205673
Low Tox 0.017215505 Low Con 0.225 Question
Feb 20, 2026 Canadian immigration officers investigating hundreds …
Canada needs its own version of ICE!
Canada needs its own version of ICE!
Identity Attack0.0061416444
Insult0.009279887
Profanity0.009920971
Threat0.0072882893
Severe Toxicity0.001077652
Low Tox 0.016964182 Low Con 0.188 Call_To_Action
Jan 15, 2026 2 likes 2.9 million Canadian temporary visas …
Here comes Canadas version of ICE! 👋
Here comes Canadas version of ICE! 👋
Identity Attack0.0054756827
Insult0.010248893
Profanity0.009716015
Threat0.0066798385
Severe Toxicity0.0011444092
Low Tox 0.016712861 Low Con 0.181 Comparative_Framing
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Canada needs its own version of ICE. An ICE that does its job but at the meantime doesn't go unchecked.
Canada needs its own version of ICE. An ICE that does its job but at the meantime doesn't go unchecked.
Identity Attack0.0030153254
Insult0.007987879
Profanity0.009493981
Threat0.0065050707
Severe Toxicity0.0006198883
Low Tox 0.010806813 Low Con 0.282 Call_To_Action
Feb 21, 2026 2.9 million Canadian temporary visas …

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.