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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: "How did we get to …" 2,660 comments · Page 69 of 107
Hello from Canada. There is no labour shortage that is entirely a lie. A vicious evil lie when so many people are unemployed. There is no divide at all. Canadians overwhelming support much tighter immigration …
Hello from Canada. There is no labour shortage that is entirely a lie. A vicious evil lie when so many people are unemployed. There is no divide at all. Canadians overwhelming support much tighter immigration and for people overstaying visa holders to leave when they expire. Getting a student visa obviously doed not mean you get to stay. The previous immjgration system was a disaster and we are suffering for the damage done and will be for a long time.
Identity Attack0.052035484
Insult0.083359696
Profanity0.016342908
Threat0.007754337
Severe Toxicity0.0034713745
Low Tox 0.17718399 Constructive 0.75 Policy_Critique
Feb 14, 2026 Canada's tighter immigration policy divides …
talking about bad drivers while standing in the middle of a road blocking traffic is a wild choice. Also 6k to get smuggled into a country from a country to its north with the largest …
talking about bad drivers while standing in the middle of a road blocking traffic is a wild choice. Also 6k to get smuggled into a country from a country to its north with the largest unprotected border in the world seems a tad expensive lmao. Its so funny how every thing has to be on their terms even in a forging country
Identity Attack0.018068384
Insult0.06921569
Profanity0.06746418
Threat0.008427517
Severe Toxicity0.004558563
Low Tox 0.17631748 Moderate Con 0.328 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
We have people sleeping in tents outside during the winter -30c and even worse weather, we have a major housing crisis, we are short close to half a million homes. Young Canadians are not getting …
We have people sleeping in tents outside during the winter -30c and even worse weather, we have a major housing crisis, we are short close to half a million homes. Young Canadians are not getting hired because companies are hiring foreigners who are cheap labour, young people are not able to afford to move out of their parents homes. We are now seeing young Canadians looking for jobs and opportunities outside of Canada 🇨🇦, the Liberal government has destroyed this country.
Identity Attack0.08666438
Insult0.07238392
Profanity0.014805742
Threat0.009903334
Severe Toxicity0.0037765503
Low Tox 0.17545098 Constructive 0.576 Fear_Threat
Feb 11, 2026 26 likes Canada's tighter immigration policy divides …
It's Trudeau's fault! But it's strange that Canadians voted Liberal again! Canadians are going to get the same outcome with Carbon Tax Carney leading the country. Stop voting Liberals, they always leave the country in …
It's Trudeau's fault! But it's strange that Canadians voted Liberal again! Canadians are going to get the same outcome with Carbon Tax Carney leading the country. Stop voting Liberals, they always leave the country in shambles! Stephen Harper was a great leader! We need that again, forget about the Liberals!
Identity Attack0.068465814
Insult0.0838533
Profanity0.01402008
Threat0.0076637166
Severe Toxicity0.0031471252
Low Tox 0.17545098 Constructive 0.515
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
lol im a indian born n raised in canada, used to live in Brampton but moved since it was literally india 2.0 .. my entire family are born in canada except for my mom who …
lol im a indian born n raised in canada, used to live in Brampton but moved since it was literally india 2.0 .. my entire family are born in canada except for my mom who came in her 20’s, and obv my grandparents. brampton is genuinely just india, not canada. i don’t get y brampton js attracts every single travelling desi. my grandparents came to canada for a modern, safer world to raise and wtv, so whats the point lmao. 🫩✌️
Identity Attack0.11280017
Insult0.061101943
Profanity0.06796519
Threat0.006641001
Severe Toxicity0.0062179565
Low Tox 0.17458448 Constructive 0.597 Personal_Narrative
Feb 6, 2026 Inside Canada's Indian Metropolis (Brampton)
Yeah you NEVER take a knife or pointy items across the boarder. Unless you were really get into trouble. But we do not mess around with illegal drugs. And weapons. And some skin care, Lol
Yeah you NEVER take a knife or pointy items across the boarder. Unless you were really get into trouble. But we do not mess around with illegal drugs. And weapons. And some skin care, Lol
Identity Attack0.022188433
Insult0.04032305
Profanity0.022559889
Threat0.053007595
Severe Toxicity0.005493164
Low Tox 0.17371799 Moderate Con 0.453 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
Unfortunately they are not assimilating to Canadian traditions. I am now unable to feel sorry for the people who are being deported. They CANNOT become true CANADIANS if they don't follow Canadian ways. You cannot …
Unfortunately they are not assimilating to Canadian traditions. I am now unable to feel sorry for the people who are being deported. They CANNOT become true CANADIANS if they don't follow Canadian ways. You cannot get the benefits of Canada and demand your culture to be adhered to by Canadians. 🤬👿🤬👿🤬
Identity Attack0.15303208
Insult0.04442204
Profanity0.013576009
Threat0.0068287146
Severe Toxicity0.0037956238
Low Tox 0.17371799 Moderate Con 0.49
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Please us all get togather to get them out of canada
Please us all get togather to get them out of canada
Identity Attack0.09162762
Insult0.034341812
Profanity0.019280603
Threat0.029587816
Severe Toxicity0.0046539307
Low Tox 0.17371799 Low Con 0.279
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
I am shocked at the fact there are more dislikes than likes when the CBC provides facts and so many people say they are lies, and others agree! The negative sentiments about refugees and immigrants …
I am shocked at the fact there are more dislikes than likes when the CBC provides facts and so many people say they are lies, and others agree! The negative sentiments about refugees and immigrants are getting louder and people are happy to call fellow human beings “them”. They insinuate this is a huge burden, when the fact is we benefit from migration. It seems people think Canada will be over run by people from a foreign land, take all the resources and eliminate people born here, but that’s only happened once, when the British and the French arrived 400 years ago.
Identity Attack0.10221587
Insult0.0816321
Profanity0.020442016
Threat0.013476364
Severe Toxicity0.0051116943
Low Tox 0.17371799 Constructive 0.765
Aug 14, 2019 1 likes How much do refugees and …
Just so you know, lots of indians, punjabis come to canada because its cheap ans easy too get too from the punjab region.
Just so you know, lots of indians, punjabis come to canada because its cheap ans easy too get too from the punjab region.
Identity Attack0.22261032
Insult0.053791173
Profanity0.020988565
Threat0.0068287146
Severe Toxicity0.004081726
Low Tox 0.17371799 Moderate Con 0.44 Economic_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
Cant wait to see the stories of Tyler getting threatened for freedom of speech
Cant wait to see the stories of Tyler getting threatened for freedom of speech
Identity Attack0.009545447
Insult0.026831545
Profanity0.019485557
Threat0.13751452
Severe Toxicity0.005340576
Low Tox 0.17371799 Low Con 0.283 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I mean… u really don’t confirm anything at all. You had not gotten to the part where u pay. These people are only into one profession, and that’s scamming. “Please get a gift card for …
I mean… u really don’t confirm anything at all. You had not gotten to the part where u pay. These people are only into one profession, and that’s scamming. “Please get a gift card for 6,000$ and whatever you do, DO NOT REDEEM IT”.
Identity Attack0.0027933381
Insult0.0811385
Profanity0.040409464
Threat0.006861079
Severe Toxicity0.002374649
Low Tox 0.17285149 Moderate Con 0.314 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
This need to stop get the Fawk out carney and let’s gets order in our country it’s already out of control
This need to stop get the Fawk out carney and let’s gets order in our country it’s already out of control
Identity Attack0.012441003
Insult0.06267534
Profanity0.11911256
Threat0.008945347
Severe Toxicity0.00579834
Low Tox 0.17198499 Low Con 0.164
Sep 30, 2025 IRCC Names India in Study …
100 Yrs ago we could help-people by setting them on their feet at home or letting them emigrate. But since then Africa Sth America and the ME each multiplied >1,000 times and there's no way …
100 Yrs ago we could help-people by setting them on their feet at home or letting them emigrate. But since then Africa Sth America and the ME each multiplied >1,000 times and there's no way we can solve their problems now. And blaming people who helped them and wasted their money and efforts and blood only to get maliciously defamed and spat on, hasn't helped their case.
Identity Attack0.10221587
Insult0.0573046
Profanity0.029050145
Threat0.025271246
Severe Toxicity0.005874634
Low Tox 0.17198499 Constructive 0.522
Dec 29, 2025 Deportations From Canada at Their …
I work with someone Sikh. He happens to live in Brampton. So what? He's a great guy and he works hard. He's probably first generation, and he's as Canadian as anyone else I know. Everything …
I work with someone Sikh. He happens to live in Brampton. So what? He's a great guy and he works hard. He's probably first generation, and he's as Canadian as anyone else I know. Everything I'm reading here is exactly what people once said about Irish and Italians. Give everyone some time to learn what being Canadian is all about. For the record I'm white and I've lived all my life, but I don't live in Barampton. I'm also first generation in this country, but I get a pass because my parents came here from Scotland, not India. That's not fair.
Identity Attack0.16587129
Insult0.054376744
Profanity0.058946952
Threat0.008893564
Severe Toxicity0.0062561035
Low Tox 0.17111848 Constructive 0.847 Moral_Argument
Sep 20, 2025 8 likes Inside Canada's Indian Metropolis (Brampton)
Oh please. Canadians rarely talk to other people anyway. They are reserved and standoffish. And even with their friends and relatives never do they get very close. Nothing wrong with that but THAT is how …
Oh please. Canadians rarely talk to other people anyway. They are reserved and standoffish. And even with their friends and relatives never do they get very close. Nothing wrong with that but THAT is how the culture is. These are new immigrants and it will take time to integrate.
Identity Attack0.16587129
Insult0.06442356
Profanity0.013405213
Threat0.006155535
Severe Toxicity0.0036239624
Low Tox 0.17111848 Constructive 0.534 Comparative_Framing
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Lets put Canadians who are canadian citizens to put first and help to get educated instead of wasting time money 💴 efforts on people who god knows what their intentions are invading canada 🇨🇦 and …
Lets put Canadians who are canadian citizens to put first and help to get educated instead of wasting time money 💴 efforts on people who god knows what their intentions are invading canada 🇨🇦 and canadians safety security
Identity Attack0.10221587
Insult0.06529768
Profanity0.015898837
Threat0.007741391
Severe Toxicity0.0037384033
Low Tox 0.17025198 Low Con 0.287 Policy_Critique
Sep 30, 2025 2 likes IRCC Names India in Study …
You guys just complain too much about everything yall live in Canada everything is available around you but yet can't get it, what about the people in Gaza that is starving to death and Yemen …
You guys just complain too much about everything yall live in Canada everything is available around you but yet can't get it, what about the people in Gaza that is starving to death and Yemen and Sudan what they can say about it
Identity Attack0.10221587
Insult0.053205602
Profanity0.018597418
Threat0.030278467
Severe Toxicity0.0060653687
Low Tox 0.17025198 Moderate Con 0.469 Moral_Argument
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
The Indian people are nice dont get me wrong, but the issue is there are to many of them and alot of them dont want to lwarn our language after moving here and they start …
The Indian people are nice dont get me wrong, but the issue is there are to many of them and alot of them dont want to lwarn our language after moving here and they start businesses but only hire other Indians because of the language barrier. They are also buying up all the houses and alot of them will only rent to their own making it very difficult for Canadians to find houses to rent. Even half the realtors are indian. We have no jobs left very few houses and its makkng Canadians go homeless
Identity Attack0.22707681
Insult0.037980765
Profanity0.014225035
Threat0.0069646453
Severe Toxicity0.0036811829
Low Tox 0.17025198 Constructive 0.646 Economic_Argument
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
Solution? Embrace global multiculturism. If every national marries to other national without any form of backlash or rejection from the society then the world will be good, first dinosaurs live then homo sapiens came then …
Solution? Embrace global multiculturism. If every national marries to other national without any form of backlash or rejection from the society then the world will be good, first dinosaurs live then homo sapiens came then natives came then Europeans came now Indians are coming. You can't be rigid about your identity to the point you're self-force drowning yourself into these beliefs. I get your point but we're humans are after all. Compromise without compromising yourself. Identity, race, ethnicity, religion, etc will always bound you in chains.
Identity Attack0.10221587
Insult0.06372428
Profanity0.03489832
Threat0.011741633
Severe Toxicity0.005722046
Low Tox 0.17025198 Constructive 0.674
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I don’t get why she said she doesn’t feel any racism in Canada. Like do you feel it in Punjab or smth that’s why you had to move?
I don’t get why she said she doesn’t feel any racism in Canada. Like do you feel it in Punjab or smth that’s why you had to move?
Identity Attack0.10221587
Insult0.0623257
Profanity0.05017922
Threat0.006848133
Severe Toxicity0.00415802
Low Tox 0.17025198 Moderate Con 0.463 Question
Feb 8, 2026 2 likes Inside Canada's Indian Invasion...
Get them out the door as fast as possible.
Get them out the door as fast as possible.
Identity Attack0.006178642
Insult0.030154925
Profanity0.020510335
Threat0.14960353
Severe Toxicity0.00579834
Low Tox 0.17025198 Low Con 0.258
Dec 28, 2025 3 likes Deportations From Canada at Their …
Simple answer to all of your questions: pos WEF government that was elected by VERY low information voters is destroying the country. People will revolt when it gets bad enough but will it be too …
Simple answer to all of your questions: pos WEF government that was elected by VERY low information voters is destroying the country. People will revolt when it gets bad enough but will it be too late by that time like the UK?
Identity Attack0.027413858
Insult0.07523532
Profanity0.022286616
Threat0.012906751
Severe Toxicity0.0037002563
Low Tox 0.1693855 Moderate Con 0.334
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
These smash and grabs are a problem, some of these stores are hit multiple times. Perhaps tthese store owners should get a few trained police dogs for protection. Another problem is the.leniency of the courts …
These smash and grabs are a problem, some of these stores are hit multiple times. Perhaps tthese store owners should get a few trained police dogs for protection. Another problem is the.leniency of the courts for these immigrants. Special laws for immigrants is not how to deal with problems.
Identity Attack0.1007269
Insult0.053205602
Profanity0.021398475
Threat0.053007595
Severe Toxicity0.005493164
Low Tox 0.1693855 Constructive 0.658
Aug 26, 2025 Why Canadians Are Turning Against …
Well, the people have the power, either through the political system, or otherwise. Ironically, an Afghan man told me years ago that when an Indian guy gets in charge, they fill their businesses with Indians …
Well, the people have the power, either through the political system, or otherwise. Ironically, an Afghan man told me years ago that when an Indian guy gets in charge, they fill their businesses with Indians only. He was right.
Identity Attack0.21075934
Insult0.033901088
Profanity0.017845914
Threat0.0077802283
Severe Toxicity0.003528595
Low Tox 0.1693855 Constructive 0.516
Oct 14, 2025 Inside Canada's Indian Metropolis (Brampton)

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.