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: "You should have stopped it …" 863 comments · Page 32 of 35
I was the lawyer invited to this interview, and after reading some comments celebrating the end of the PEQ, I feel the need to clarify a few things. The people affected by this are not …
I was the lawyer invited to this interview, and after reading some comments celebrating the end of the PEQ, I feel the need to clarify a few things. The people affected by this are not “abusing the system.” this was the program for people that came here legally and are working. To qualify for the PEQ, they had to be working full time, they pay taxes, they speak the language. They’re fixing our roads, keeping hospitals running, welding, machining, doing the jobs most of us take for granted every single day. The hard truth is that Canadians have stopped having enough children, and we simply don’t have enough young people with the skills to fill these roles. Yes, we absolutely should invest more in education and trade programs for our youth — my employer clients are begging young people to become mechanics, welders, skilled workers, often in the regions. Most don’t take those jobs, and even when they do, training takes two to three years. Our industries need people now, or parts of the economy will stall, and that affects all of us as Quebecers and Canadians. These workers are not asking for charity. They are already on the front lines keeping key sectors alive. Ending programs like the PEQ doesn’t punish “illegals” or “free riders”; it punishes people who are already integrated, working, and contributing to the society we all share. Also, all they are asking is for the new rules to not be applied to them retroactively, only for those coming new into the country, otherwise it is rug pulling those already here that played by the rules, and when the government does it to us we don't like, on principle of fairness, whatever you think of the numbers, too high too low, doesn't matters, it is the least we can all get behind as humans.
Identity Attack0.008583503
Insult0.028281843
Profanity0.01893901
Threat0.007197669
Severe Toxicity0.0017166138
Low Tox 0.058737632 Constructive 0.841 Personal_Narrative
Nov 22, 2025 Quebec Ends Economic Immigration Program …
Stop temporary work visas and International students.
Stop temporary work visas and International students.
Identity Attack0.031206898
Insult0.015948927
Profanity0.010365041
Threat0.008065036
Severe Toxicity0.0015354156
Low Tox 0.058737632 Low Con 0.177
Jan 9, 2026 New rules, regulations take effect …
My Granparents, parents, settled the homestead in 1896 near Rossland BC. How it used to work, how things are supposed to work, is the Government serves the needs and demands of the people. The people …
My Granparents, parents, settled the homestead in 1896 near Rossland BC. How it used to work, how things are supposed to work, is the Government serves the needs and demands of the people. The people don't serve the Government nor any Corporation or Public/Private Partnership. This means that the Government doesn't prevent people from doing what they do and they don't use force to extort the fruit of everyone's labor to the point of enslavement. In 1896 and throughout my Grandfather's life from 1902 to 1976, one would do for themselves if they weren't working for someone else. In other words, you found something needed be done, something the community around you required or was lacking, you opened shop and got after it. You can't work today because you require licensing for everything, you require permission for everything, everything is regulated. People have it in their minds that it's so much better today then it was then, that it's "safer". But it's not, that's a lie. My family, although never wealthy, ate good food, always had a roof over their heads, plenty of family around and always had something to do or at least could always find something to work at. Most importantly, they always had hope because they had freedom. No one has any hope anymore and the people coming here aren't just bringing their culture to overtake our culture, they are coming with anger. With envy, resentment and malice. My family didn't come here with those things, they came to Canada with hope and determination to integrate and prosper with freedom. The other side of my family fled Bolshevism when they left Russia and came here and that side had the exact same hope in freedom to work hard and prosper. Now all generational wealth, freedom, prosperity and hope is all but completely stolen. We don't need more regulations. We don't need more benefits. We don't need more Government. We need less, we need it all to go away because I know for a fact, you give people the freedom to go about their lives, the society or community they form, always tends towards peaceful, prosperous organization. You give people the freedom to build and produce and they'll get after it immediately and that opens the door for all other manner of trades and skills that just fill any hole in a community or society. And that's a fact about the organizational tendencies of human beings. There's nothing stopping us from providing for ourselves but a cartel Government in the business of extortion and human enslavement. They foment chaos and division in order to justify the revoking of more freedoms to enslave more people. People themselves, they look to get along, get to work, raise families and, as best they can, enjoy life. Once we start expecting a Government to take care of us we've institutionalized prisoners who have lost all human dignity. When you "buy in" to all the rhetoric of so called autonomy, ask yourself, how autonomous are you without a family? Just because you're alone in a box in a city, stacked one on top of the other, weighted down by a landslide of rules, collecting benefits from the Government, doesn't make you autonomous. People say, "no one can afford a family". Yet those coming in have large families and they seem to be making out just fine. It's the brainwashing of our culture that set us up. Over time we've convinced the proper way to do things is everyone to grow up and go their own way, leaving each other relying on benefits from the government in old age or illness or whatever calamity might strike in life. There's always something that comes along. With family you have human resource, a plethora of skills and you have your "insurance", free of extortion. Everything that comes from a government is conditional and sooner or later their conditions rule over our condition, even though it's our labor that provides for them. The answer isn't more benefits, as I've said. The answer is simply less government, so we can all get to the business of providing for ourselves and helping our communities prosper. We need to do this with family because alone, we are all isolated and powerless. No one stands alone and a house divided cannot stand.
Identity Attack0.008768492
Insult0.027841117
Profanity0.016821137
Threat0.007249452
Severe Toxicity0.0016498566
Low Tox 0.057748068 Constructive 0.801
Aug 25, 2025 6 likes Why Canadians Are Turning Against …
Mass deportation by STOP government funding. Would welcome help from U.S. with I.C.E.
Mass deportation by STOP government funding. Would welcome help from U.S. with I.C.E.
Identity Attack0.018369852
Insult0.013820915
Profanity0.00995513
Threat0.008919456
Severe Toxicity0.0015735626
Low Tox 0.05750068 Moderate Con 0.472 Call_To_Action
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
I live in a similar area in the UK. Many people can't see how communities are being destroyed. I feel for Canada. I visited Quebec and prefer there as the French language stops this from …
I live in a similar area in the UK. Many people can't see how communities are being destroyed. I feel for Canada. I visited Quebec and prefer there as the French language stops this from happening there!
Identity Attack0.022791367
Insult0.018258847
Profanity0.011970525
Threat0.010990778
Severe Toxicity0.0019550323
Low Tox 0.05750068 Constructive 0.838 Comparative_Framing
Jan 3, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
Stop tracking
Stop tracking
Identity Attack0.0051427023
Insult0.016936934
Profanity0.018529098
Threat0.008867673
Severe Toxicity0.0017261505
Low Tox 0.05725329 Moderate Con 0.422 Call_To_Action
Dec 11, 2025 IRCC Names India in Study …
It has to ✋ stop. No more
It has to ✋ stop. No more
Identity Attack0.0052166977
Insult0.015264924
Profanity0.022969801
Threat0.011741633
Severe Toxicity0.0026893616
Low Tox 0.057005897 Low Con 0.247 Call_To_Action
Oct 10, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Great discussion ! This is a big issue and should be resolved quickly ( it wont) but would be nice to and thank you for not attributing Michelle Ruempel Garner as being Trump like , …
Great discussion ! This is a big issue and should be resolved quickly ( it wont) but would be nice to and thank you for not attributing Michelle Ruempel Garner as being Trump like , we need to stop looking south and start cleaning up our own mess , or someone else is going to do it for us and it wont be pretty.
Identity Attack0.008546505
Insult0.025155678
Profanity0.013849284
Threat0.007417747
Severe Toxicity0.0012588501
Low Tox 0.056758508 Constructive 0.653 Meta_Commentary
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
The smashing of Canada has to stop. This open border BS has to come to an end .DEPORTATIONS From 10 years back to now , must , must , take place .Trump is healing his …
The smashing of Canada has to stop. This open border BS has to come to an end .DEPORTATIONS From 10 years back to now , must , must , take place .Trump is healing his land , Canada is destroying its lands with its own hands . India as example is not a poor country ,yet their shipping people over flooding canada to no end . Can Canadaians do the same flooding India , hardly.
Identity Attack0.015817782
Insult0.004627596
Profanity0.0002377164
Threat0.004450154
Severe Toxicity0.0000114144605
Low Tox 0.05491646
Apr 14, 2025
I stopped calling the OPP about abandoned boats, trailers, and 20 foot boats full to the brim with over 20 people crossing the St Lawrence, now when I see it I call US border patrol …
I stopped calling the OPP about abandoned boats, trailers, and 20 foot boats full to the brim with over 20 people crossing the St Lawrence, now when I see it I call US border patrol and they actually respond with an actual gun boat.
Identity Attack0.004994711
Insult0.014504919
Profanity0.012312118
Threat0.030969119
Severe Toxicity0.002746582
Low Tox 0.054037213 Constructive 0.577 Personal_Narrative
Jan 29, 2026 4 likes Inside Canada's Indian Invasion...
bout to go to Toronto in a couple weeks lol might have to stop in Brampton !
bout to go to Toronto in a couple weeks lol might have to stop in Brampton !
Identity Attack0.011469335
Insult0.019161236
Profanity0.01893901
Threat0.008090926
Severe Toxicity0.0020217896
Low Tox 0.05354243 Moderate Con 0.486 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
A 3.8% decrease is not a slash. Stop exaggerating!
A 3.8% decrease is not a slash. Stop exaggerating!
Identity Attack0.0014706649
Insult0.024768941
Profanity0.011150704
Threat0.0062396824
Severe Toxicity0.00084877014
Low Tox 0.05280026 Low Con 0.174
Jan 5, 2026 New rules, regulations take effect …
Stop the money. They will go away.
Stop the money. They will go away.
Identity Attack0.0031818156
Insult0.015796926
Profanity0.013302735
Threat0.013269233
Severe Toxicity0.0014400482
Low Tox 0.05255287 Low Con 0.109 Fear_Threat
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
I think we all shut the nation down, and protest until they stop.
I think we all shut the nation down, and protest until they stop.
Identity Attack0.006437627
Insult0.012072904
Profanity0.01535229
Threat0.018882722
Severe Toxicity0.0019359589
Low Tox 0.05205809 Moderate Con 0.315
Nov 20, 2025 109 likes Thousands of refugees allowed into …
People need to accept the truth. Canada was doing well until it stopped being European only. Europeans of all cultures built successful, clean stable advanced nations. We then let in the rest and the country …
People need to accept the truth. Canada was doing well until it stopped being European only. Europeans of all cultures built successful, clean stable advanced nations. We then let in the rest and the country fell apart.
Identity Attack0.030433474
Insult0.018645585
Profanity0.010911589
Threat0.0066927844
Severe Toxicity0.0013446808
Low Tox 0.051810697 Moderate Con 0.409 Identity_Assertion
Oct 8, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
It is time to scrap All the fancy initials such as UN, WEF, NGO, COP, Etc. And use the constitution and elected government to run the country. There must also be a loyal opposition to …
It is time to scrap All the fancy initials such as UN, WEF, NGO, COP, Etc. And use the constitution and elected government to run the country. There must also be a loyal opposition to hold the government to account. We need transparency and accountability to stop corruption,
Identity Attack0.005512681
Insult0.025800243
Profanity0.01127026
Threat0.0071717775
Severe Toxicity0.0009727478
Low Tox 0.051563308 Moderate Con 0.372 Policy_Critique
Feb 22, 2026 1 likes LILLEY UNLEASHED: The fall of …
This worldwide invasion will stop when laws change. Uk is having the Denmark immigration policy i hope this works if not we will improve it. And our law will get better. Things are about to …
This worldwide invasion will stop when laws change. Uk is having the Denmark immigration policy i hope this works if not we will improve it. And our law will get better. Things are about to change in the uk. It takes time though.
Identity Attack0.031464707
Insult0.013858915
Profanity0.015659723
Threat0.008013252
Severe Toxicity0.0019931793
Low Tox 0.051563308 Constructive 0.644 Fear_Threat
Nov 16, 2025 Inside Canada's Indian Metropolis (Brampton)
Canadians are united on this issue, not divided. Please stop it with the misinformation.
Canadians are united on this issue, not divided. Please stop it with the misinformation.
Identity Attack0.009212466
Insult0.02373764
Profanity0.010245483
Threat0.006712203
Severe Toxicity0.0008583069
Low Tox 0.050573748 Moderate Con 0.455 Moral_Argument
Mar 1, 2026 Canada's tighter immigration policy divides …
It's not a tragedy. Stop playing this like we are responsible for the well-being of the third world. If they have no path to permanent residency then they go home. This may be a radical …
It's not a tragedy. Stop playing this like we are responsible for the well-being of the third world. If they have no path to permanent residency then they go home. This may be a radical notion in the present political climate, but just because you want to come to Canada doesn't mean you can. Actual native born Canadian citizens have a say in this and we say No !
Identity Attack0.02238941
Insult0.018710041
Profanity0.0108774295
Threat0.006653947
Severe Toxicity0.0014400482
Low Tox 0.050573748 Constructive 0.542 Identity_Assertion
Nov 22, 2025 97 likes Quebec Ends Economic Immigration Program …
How about spending the tax dollars on the old age pension for pensioners who cannot now even put food on the table... Stop the handouts
How about spending the tax dollars on the old age pension for pensioners who cannot now even put food on the table... Stop the handouts
Identity Attack0.0035332954
Insult0.026315894
Profanity0.010911589
Threat0.0064079775
Severe Toxicity0.0010633469
Low Tox 0.050573748 Moderate Con 0.367
Nov 26, 2025 Quebec Ends Economic Immigration Program …
$78.25 million? Stop flying them out in business class!
$78.25 million? Stop flying them out in business class!
Identity Attack0.0042917514
Insult0.020643732
Profanity0.012277958
Threat0.008440462
Severe Toxicity0.0013256073
Low Tox 0.050078966 Low Con 0.129 Policy_Critique
Dec 25, 2025 Deportations From Canada at Their …
We need to stop this
We need to stop this
Identity Attack0.006696612
Insult0.011882903
Profanity0.01982715
Threat0.015774792
Severe Toxicity0.0021839142
Low Tox 0.049336795 Moderate Con 0.314 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Why should they cost Canadians anything, stop people polution.
Why should they cost Canadians anything, stop people polution.
Identity Attack0.019073274
Insult0.016784932
Profanity0.010518758
Threat0.008738215
Severe Toxicity0.0016021729
Low Tox 0.049089402 Low Con 0.262
Dec 25, 2018 How much do refugees and …
Big mistake, the only thing saved the Canadian economy after the tariffs, is the massive Trudeau’s immigration, immigrants are consumers as well. If Canada stops immigration then it will be no doubt an American state …
Big mistake, the only thing saved the Canadian economy after the tariffs, is the massive Trudeau’s immigration, immigrants are consumers as well. If Canada stops immigration then it will be no doubt an American state before the next 30 years end.
Identity Attack0.027413858
Insult0.017356457
Profanity0.009442741
Threat0.006375613
Severe Toxicity0.0012207031
Low Tox 0.048842013 Moderate Con 0.437 Economic_Argument
Nov 21, 2025 1 likes Quebec Ends Economic Immigration Program …
No wonder Cannadia has stopped visas now😂
No wonder Cannadia has stopped visas now😂
Identity Attack0.023193322
Insult0.016784932
Profanity0.012141321
Threat0.006602164
Severe Toxicity0.0014305115
Low Tox 0.04785245 Low Con 0.235 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...

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.