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: "When she says ‘they’ promised …" 7 comments
15:50 Bro if he gets through the border ima be so mad. The ONE thing, the ONE promise Trump has delivered on, at least so he says. Haha I will edit this comment at the …
15:50 Bro if he gets through the border ima be so mad. The ONE thing, the ONE promise Trump has delivered on, at least so he says. Haha I will edit this comment at the end of my watch EDIT: HE ROACHED OUT 🤣🤣 Ehhh tbh I dont blame him
Identity Attack0.09245483
Insult0.33998606
Profanity0.26555094
Threat0.06205949
Severe Toxicity0.023076924
Moderate 0.4421347 Moderate Con 0.384
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
as a child of immigrants from south east asia that was born and raised in brampton i have to say these indians have ruined this city, and i do feel bad for the good ones …
as a child of immigrants from south east asia that was born and raised in brampton i have to say these indians have ruined this city, and i do feel bad for the good ones that came here because they were scammed by thier own kind and promised a bunch of lies, n then getting scammed once again when they r here by thier kind. really shows u what kind of people they are.
Identity Attack0.5135796
Insult0.41530323
Profanity0.17706433
Threat0.023371955
Severe Toxicity0.023106033
Moderate 0.4421347 Constructive 0.528 Identity Attack
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
They left their country because they were promised a better life….once they arrive I am wondering if they are told differently. Are they told what to do what to say. Are the well connected immigrants …
They left their country because they were promised a better life….once they arrive I am wondering if they are told differently. Are they told what to do what to say. Are the well connected immigrants getting the jobs? Not all immigrants have jobs. I am sure the ones who don’t have jobs are worried wondering if they should go back to their country even if it means being shamed. Darn if they do darn if they don’t. The Liberal made this mess and they should fix it! If they can’t then they should step aside and let the Conservatives try fixing what’s wrong with our Country! There needs to be a revival in Canada. We need things reformed, re-established. We need new standards in place and bring alignment back to where things have gone off. To the Liberal voters… ”I hope you have realized by now what you have done by voting for the Liberals. It’s up to you now to step out of your safe zone, your cocoon and protest and demand that Mark Carney put aside his stupid idea of net zero policy before he goes further in destroying Canada as we know it.
Identity Attack0.33060804
Insult0.40243408
Profanity0.41081807
Threat0.016292779
Severe Toxicity0.02373986
Moderate 0.43230394 Constructive 0.671
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
1:55 I have no words except to say this… Push to far and see what happens! Canadians are going to rise up and destroy these foul beasts Y’all are going to regret whats coming I …
1:55 I have no words except to say this… Push to far and see what happens! Canadians are going to rise up and destroy these foul beasts Y’all are going to regret whats coming I promise LONG LIVE THE REAL CANADA 🇨🇦 THE TRUE NORTH STRONG AND FREE!!! 💪🏼
Identity Attack0.22631748
Insult0.36709076
Profanity0.10178173
Threat0.34804323
Severe Toxicity0.023076924
Moderate 0.38434127 Moderate Con 0.39
Aug 27, 2025 Why Canadians Are Turning Against …
Look how peaceful they are. They are model citizens. Your issue with them stems from their skin color and different culture which is just racism. The real problem is the government allowing too many people …
Look how peaceful they are. They are model citizens. Your issue with them stems from their skin color and different culture which is just racism. The real problem is the government allowing too many people in. It’s not an Indian issue. Racists want you to think that way but Indians are not a problem. There is a entire ecosystem benefits from illegal immigration: 1) Fake schools and colleges who promise fake degrees 2) Vote-bank politicians on both sides 3) Companies that steal their identities, cram them into small apartments, and use these undocumented immigrants as modern slaves 4) Agencies that forge fake documents for illegals in exchange of money 5) Even legal colleges benefits, because legal immigrants pay a premium on top of college fees, and students also pay rent. 6) There is whole lobby who is funded by all of these Here’s a simple solution: Why not vote for someone who will reduce immigration, rather than being a racist? The whole world is watching. Pakistani saying Indian don't assimilate is f&^king funny. This is prime example how white people are just clueless. Pakistan and India are enemies. we had a 3 day war 4 months ago. Why are you asking pakistani anything about Indians ?
Identity Attack0.38185352
Insult0.24493282
Profanity0.14666493
Threat0.015774792
Severe Toxicity0.020257099
Moderate 0.3561489 Constructive 0.63 Policy_Critique
Sep 20, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
As a Canada who speaks both French and English and who follows politics quite closely, I have to say that the headline and some of the reporting here is quite misleading. A reduction in immigration …
As a Canada who speaks both French and English and who follows politics quite closely, I have to say that the headline and some of the reporting here is quite misleading. A reduction in immigration has broad support across Canada. I wouldn't say that notion is dividing the country in any significant way. You do have certain industry groups that disagree, but among the population these reductions have broad support. This is a historic change in public opinion in Canada, but it has been driven by the unprecedented increase in immigration under the last term of the Trudeau government. To put this in context, non-permanent residents in Canada numbered around 1.5 million on Q3 2023, but by Q3 2025, that number sat a just over 3 million. The previous government increased immigration targets by 3 or 4 times over what they had been for years, which caused a number of economic issues. Essentially, the volume was simply too high for the economy and society to support. This was unfair to both Canadians and new comers, many of which could not find employment or afford a decent place to live. The changes being suggested are largely bringing Canada back to what the targets were for over a decade before, though a bit lower to account for the sudden surge. Canada remains one of the most pro-immigration countries in the world. However, and this is where I think DW's reporting is misleading, there is a distinction to be made between policies at the federal level and policies at the provincial level. Immigration, per our constitution, is a federal matter, however, Quebec in particular is distinct from other provinces. I don't mean only culturally and linguistically, but also in the powers that have been devolved to it by the federal government. On the question of immigration, Quebec has more powers and more ability to set its immigration targets and programs than any of the other 9 provinces. The particular program discussed here, the Quebec Experience Program (PEQ), is a particular immigration stream that only existed in Quebec. So what is happening with that program cannot be labeled as a whole-of-Canada thing. Where the changes to the PEQ are controversial, unlike the general changes at the federal level, is that people who immigrated under that specific program were promised certain things. There was a multi-year time line to Permanent Residency and then Citizenship. Many of those people have been in Quebec for 5-8 years already. However, the changes made to the program were done in such a way where people who many years into the program, had gotten an education, started a career, had children, ect. are now being told they can't continue and must leave Canada. There are even stories of people who married Canadians, now have children, and the one parent who was under this program now faces the possibility of having to leave Canada and be separated from their family. All through no fault of their own. That is what many people see as unfair, and I agree, however limiting future applications under the program, to bring in less people, that is not controversial. Canada has no responsibility to bring in people who are not already in Canada, but Canada does have some responsibility towards people who uprooted their lives to move to Canada and built new lives here based on promises and representations made to them by the Canadian and Quebecois governments. We should no simply kick those people out of the country.
Identity Attack0.011099357
Insult0.022899706
Profanity0.013029462
Threat0.0067316215
Severe Toxicity0.0012397766
Low Tox 0.043399423 Constructive 0.821 Policy_Critique
Feb 11, 2026 29 likes Canada's tighter immigration policy divides …
When she says ‘they’ promised a better life, she’s talking about her immigration agent. Canada only ever issued her and millions like her a ‘temporary’ visa. I’m empathetic, I came with a temporary visa originally …
When she says ‘they’ promised a better life, she’s talking about her immigration agent. Canada only ever issued her and millions like her a ‘temporary’ visa. I’m empathetic, I came with a temporary visa originally but I did not ‘invest’ anything into my life but the bare minimum until my status was permanent.
Identity Attack0.0071775843
Insult0.016632931
Profanity0.010826191
Threat0.006051969
Severe Toxicity0.0008535385
Low Tox 0.03192045 Constructive 0.668 Personal_Narrative
Feb 11, 2026 Canada's tighter immigration policy divides …

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.