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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 how close are we …" 232 comments · Page 7 of 10
The real problem is not just people, it’s the Canadian immigration system and the loopholes IRCC has left wide open. In Punjab and other parts of India, wealthy families are arranging marriages where a girl …
The real problem is not just people, it’s the Canadian immigration system and the loopholes IRCC has left wide open. In Punjab and other parts of India, wealthy families are arranging marriages where a girl with IELTS comes to Canada, then calls her husband here. Many of these are nothing more than contract marriages, where once the boy arrives, they go their separate ways. This is blatant abuse of the system and has created a wave of people entering Canada without even basic English skills. IRCC needs to wake up and fix this. Students on study or work visas must not be allowed to bring their spouses. If someone wants to come, let them take an English test themselves and prove they’re qualified. Study permits should only be issued for genuine university students, not random private colleges being used as back doors into the country. On top of that, no work permits should be given while on a study visa. Employers who hire students illegally on cash as cheap labour should face strict penalties, heavy fines, and blacklisting. Until these loopholes are closed, Canada’s immigration system will continue to be exploited and lose credibility. IRCC, this is not immigration — this is fraud facilitated by weak laws.
Identity Attack0.05089863
Insult0.045007613
Profanity0.015147334
Threat0.0071070488
Severe Toxicity0.0025558472
Low Tox 0.1104733 Constructive 0.664 Policy_Critique
Oct 4, 2025 IRCC Names India in Study …
Break down from a Canadian who moved to the US. Basically, Indians moved to Brampton because it was a cheaper area, yet close enough to Toronto. Immigrants drove taxi or drove truck usually were paid …
Break down from a Canadian who moved to the US. Basically, Indians moved to Brampton because it was a cheaper area, yet close enough to Toronto. Immigrants drove taxi or drove truck usually were paid in cash, leading to tax evaluation. So they were able to save more... They were able to buy a bigger house for cheaper basically. New immigrants move to Brampton probably cause it easier. They don't need to assimilate as much as they sued to. They can speak their own language, not have to learn another, etc. You can actually see certain immigrant groups take to certain cities for the reasons above. Vaughn is Italian, Etobicoke was multi cultural, now Somalian(last I visited), sauga is Arab, etc The universities are a big scam, and the govt is part of it. They don't care cause they get money.... People create these fake colleges and bring in students. Students have "online" classes and so they don't actually go in . In Canada ur allowed to work 20 hours as a student, but all work more under the table. And yes. As a Punjabi, there is too many Indians. It was too many when I left. Worse now.. don't even like visiting Canada anymore unless I go to Barrie or something.
Identity Attack0.08500996
Insult0.033239998
Profanity0.016342908
Threat0.0069516995
Severe Toxicity0.0026893616
Low Tox 0.11036996 Constructive 0.761 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I think we should help people. I’m an immigrant and my parents got their passage paid but also had to pay it back. Which we did, but still waiting for our $50,000 cheque. My Dad …
I think we should help people. I’m an immigrant and my parents got their passage paid but also had to pay it back. Which we did, but still waiting for our $50,000 cheque. My Dad got a job in a town which had low rent. We were a family of five not living in a hotel but part of an army barracks. We were out in the country which freedom for all the kids. Free schooling,dental and Dr and cheep food. Where was this? You ask. Burwash, ont. A self sufficient industrial prison farm. We had a great childhood there. But the govt closed it because it was out of the way for inmates relatives to visit.
Identity Attack0.034558404
Insult0.035333443
Profanity0.047173142
Threat0.009048914
Severe Toxicity0.004119873
Low Tox 0.1100022 Constructive 0.745
Aug 7, 2018 1 likes How much do refugees and …
the close up on the flip flops :D
the close up on the flip flops :D
Identity Attack0.004920715
Insult0.021803947
Profanity0.079025
Threat0.010964886
Severe Toxicity0.0050735474
Low Tox 0.10913446 Moderate Con 0.304 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
11:33 THATS THE ONE I GO TOO!!! ITS ON GORE AND ITS REALLY CLOSE CB
11:33 THATS THE ONE I GO TOO!!! ITS ON GORE AND ITS REALLY CLOSE CB
Identity Attack0.00776955
Insult0.019032324
Profanity0.054437835
Threat0.0116639575
Severe Toxicity0.006904602
Low Tox 0.10870059 Moderate Con 0.415
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
close winniepeg next as well
close winniepeg next as well
Identity Attack0.010137413
Insult0.028832749
Profanity0.027410502
Threat0.018537397
Severe Toxicity0.0040245056
Low Tox 0.10609736 Moderate Con 0.372 Call_To_Action
Nov 21, 2025 1 likes Quebec Ends Economic Immigration Program …
The problem seems started with the liberal’s opening our borders to immigrants bringing in 400+ a year. No housing or jobs for them, so the government (liberals) gave them a free ride on the backs …
The problem seems started with the liberal’s opening our borders to immigrants bringing in 400+ a year. No housing or jobs for them, so the government (liberals) gave them a free ride on the backs of Canadian taxpayers. Time to close the borders for at least 5yrs.
Identity Attack0.062039822
Insult0.027730936
Profanity0.011133623
Threat0.008272167
Severe Toxicity0.0025749207
Low Tox 0.104795754 Moderate Con 0.393 Policy_Critique
Sep 27, 2025 2 likes Why Canadians Are Turning Against …
Too many people from India immigrated over the last 5 years. It's an inconvenient truth that people are scared to talk about outside of their home or close friend group , but every Canadian has …
Too many people from India immigrated over the last 5 years. It's an inconvenient truth that people are scared to talk about outside of their home or close friend group , but every Canadian has had this conversation
Identity Attack0.1007269
Insult0.024382202
Profanity0.012038844
Threat0.0060778605
Severe Toxicity0.0018978119
Low Tox 0.104361884 Constructive 0.606 Identity_Assertion
Jul 10, 2025 24 likes How Canada broke its immigration …
Globalism. Remove borders, remove regulations. Stuff use ok. Crime. Whatever. Ball for all. Nationalism. Close borders, clamp down on drugs, manufacture inside the country. You said that you wanted to see why. That's why.
Globalism. Remove borders, remove regulations. Stuff use ok. Crime. Whatever. Ball for all. Nationalism. Close borders, clamp down on drugs, manufacture inside the country. You said that you wanted to see why. That's why.
Identity Attack0.01656105
Insult0.02373764
Profanity0.019690514
Threat0.017674083
Severe Toxicity0.003490448
Low Tox 0.103060275 Moderate Con 0.358
Sep 28, 2025 Inside Canada's Indian Metropolis (Brampton)
Nope were closed go back
Nope were closed go back
Identity Attack0.0042917514
Insult0.025542418
Profanity0.025634222
Threat0.011405042
Severe Toxicity0.0032424927
Low Tox 0.10089093 Moderate Con 0.334
Jan 5, 2026 43 likes Migrants cross into Canada near …
Close the border
Close the border
Identity Attack0.031722516
Insult0.01617693
Profanity0.020646973
Threat0.014393489
Severe Toxicity0.0040245056
Low Tox 0.10089093 Moderate Con 0.348
Jan 15, 2026 Canada’s new rules in 2026
Close the border
Close the border
Identity Attack0.031722516
Insult0.01617693
Profanity0.020646973
Threat0.014393489
Severe Toxicity0.0040245056
Low Tox 0.10089093 Moderate Con 0.348 Call_To_Action
Dec 25, 2025 1 likes Deportations From Canada at Their …
closing the barn door after the horse has bolted
closing the barn door after the horse has bolted
Identity Attack0.0049577127
Insult0.017012933
Profanity0.028640235
Threat0.025616571
Severe Toxicity0.0040626526
Low Tox 0.09741997 Low Con 0.22 Policy_Critique
Jan 19, 2026 42 likes Why Canada’s immigration system has …
In the dim glow of his rented basement apartment, Marc stared at the latest rent increase notice and whispered to himself, “Why is every square foot in Canada worth more than my future?” He scrolled …
In the dim glow of his rented basement apartment, Marc stared at the latest rent increase notice and whispered to himself, “Why is every square foot in Canada worth more than my future?” He scrolled through forums, government reports, and angry comment threads, zoning laws, all pieces of a puzzle that refused to assemble. Each explanation felt true yet insufficient, like a single brick pretending to be a house; the deeper he dug, the more the reasons multiplied without ever adding up to certainty. By dawn he closed the laptop, still ignorant, still paying, and still murmuring the same unanswerable question into the expensive silence.
Identity Attack0.008028535
Insult0.04852104
Profanity0.016889455
Threat0.007094103
Severe Toxicity0.0019454956
Low Tox 0.09438288 Constructive 0.503 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Atleast now, they opened their EYES🙄🙄🙄🙄🙄🙄......no affordable homes, high rents, high grocery cost, unemployment, poor emergency medical, even over crowded universities, closing factories due to tariffs......Everything on tipping point😑😑😑😑😑😑😑😑😑😑😑😑😑😑😑😑😑😑😑😑😑😑
Atleast now, they opened their EYES🙄🙄🙄🙄🙄🙄......no affordable homes, high rents, high grocery cost, unemployment, poor emergency medical, even over crowded universities, closing factories due to tariffs......Everything on tipping point😑😑😑😑😑😑😑😑😑😑😑😑😑😑😑😑😑😑😑😑😑😑
Identity Attack0.003385304
Insult0.032138187
Profanity0.013712646
Threat0.006537435
Severe Toxicity0.0024414062
Low Tox 0.09438288 Moderate Con 0.421 Economic_Argument
Jan 20, 2026 1 likes Why Canada’s immigration system has …
Iam indo canadian from mississauga. We need to crack down on drugs, government should close cannbis stores. Help addicts to deaddict, probide food
Iam indo canadian from mississauga. We need to crack down on drugs, government should close cannbis stores. Help addicts to deaddict, probide food
Identity Attack0.025605056
Insult0.02567133
Profanity0.017572641
Threat0.012699619
Severe Toxicity0.0026512146
Low Tox 0.09394901 Constructive 0.642
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
There are alot of churches in Canada that have a food bank as well. I got frustrated at your narrative on this vid. It seemed very one sided. Is all about money and power. And …
There are alot of churches in Canada that have a food bank as well. I got frustrated at your narrative on this vid. It seemed very one sided. Is all about money and power. And what is going on behind closed govt doors. How do you live in a broken system. We all need to stand as one and say and do no more. But you only know what you know till you learn more. Stay strong and groovy.
Identity Attack0.014048826
Insult0.035333443
Profanity0.012038844
Threat0.00636914
Severe Toxicity0.0012969971
Low Tox 0.0926474 Constructive 0.762 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I am suspicious about this fake restaurant or fast food place near my neighborhood. There is a place near my house that looks like a restaurant. The building is beside a shawarma place and the …
I am suspicious about this fake restaurant or fast food place near my neighborhood. There is a place near my house that looks like a restaurant. The building is beside a shawarma place and the pictures of food do look good. My aunt called the phone number because she wanted to order food from there, but she heard strange voices in the background and the person on the phone kept saying they are closed. This place even has a drive thru and menu, but is never open. I've seen quite a few cars in the parking lot at night. Idk, but I think something sketchy is going on there because the people there are all indians.
Identity Attack0.008953481
Insult0.029493837
Profanity0.032643758
Threat0.0077672824
Severe Toxicity0.0022888184
Low Tox 0.09033044 Constructive 0.66 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Marginally higher…not even close to the increase to population
Marginally higher…not even close to the increase to population
Identity Attack0.006622616
Insult0.029714199
Profanity0.019758832
Threat0.006925808
Severe Toxicity0.0017166138
Low Tox 0.083999306 Low Con 0.157
Dec 28, 2025 1 likes Deportations From Canada at Their …
Canada is closing the loopholes
Canada is closing the loopholes
Identity Attack0.034300596
Insult0.024511116
Profanity0.022628209
Threat0.007870848
Severe Toxicity0.0024604797
Low Tox 0.08083374 Low Con 0.183 Policy_Critique
Feb 11, 2026 281 likes Canada's tighter immigration policy divides …
They need to close immigration immediately for many years we are feed up. This is over deportation will start we won’t take this for much longer.
They need to close immigration immediately for many years we are feed up. This is over deportation will start we won’t take this for much longer.
Identity Attack0.042292643
Insult0.016100928
Profanity0.011782649
Threat0.009955117
Severe Toxicity0.0023555756
Low Tox 0.079250954 Moderate Con 0.388 Call_To_Action
Aug 26, 2025 Why Canadians Are Turning Against …
Then stop voting lieberals and vote conservative it's that simple guys carney has until about april next year and there will be a non confidence vote then we can finally get these lieberals out of …
Then stop voting lieberals and vote conservative it's that simple guys carney has until about april next year and there will be a non confidence vote then we can finally get these lieberals out of here we were literally 8k votes off in close ridings to win a conservative minority with how the polls are 41% conservative vs 39% lieberals that would be 172 seats for the conservative just barely a majority and carney is falling just as fast as trudope.
Identity Attack0.0076215584
Insult0.033901088
Profanity0.017367685
Threat0.006815769
Severe Toxicity0.0015544891
Low Tox 0.07845957 Constructive 0.525
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
Unplanned immigration policy of present government is causing problems like employment housing and also in some extent in culture. * Government is not encouraging entrepreneurs in creating labor oriented manufacturing companies. Companies those employing more …
Unplanned immigration policy of present government is causing problems like employment housing and also in some extent in culture. * Government is not encouraging entrepreneurs in creating labor oriented manufacturing companies. Companies those employing more labor should be less taxed. BYE CANADIAN Only. HI TAX for imported goods. * Build thousands condominiums by government and rent them to low income people. Decentralized from major cities. * Lower the TAX like USA * Implement Health insurance like USA. Easy Medical loan who needed. * Women should be encouraged to take babies and raise kids for population growth. Increase child benefits and handsome pregnancy award to give birth. Maternity benefits for 3 years. * Culture is freedom of choice on one hand and it should be practiced in private places or in closed boundaries. There should not be any national culture or majority culture. All should respect each other and don't try to impose anything to others. So no public display or disturbances by culture issues. * Omitting bilingual system of English French. It's very stupidity. In office or workplaces ONLY English Please. Quebec only French. Not both. Government language only English. In private places you speak anything but outside only English. It could be broken English but English. It's important. The solutions are in front of us, government don't want to act
Identity Attack0.0233943
Insult0.028171662
Profanity0.014054239
Threat0.0067186756
Severe Toxicity0.002298355
Low Tox 0.075294 Constructive 0.684 Policy_Critique
Sep 15, 2025 Why Canadians Are Turning Against …
It's easy. You have their local and international address. Just place them on a wanted list and arrested when caught. All business found to be sheltering them will be charged and business closed.
It's easy. You have their local and international address. Just place them on a wanted list and arrested when caught. All business found to be sheltering them will be charged and business closed.
Identity Attack0.005438685
Insult0.016024929
Profanity0.011628932
Threat0.042662576
Severe Toxicity0.002632141
Low Tox 0.07212844 Moderate Con 0.4 Call_To_Action
Sep 29, 2025 1 likes IRCC Names India in Study …
Close the borders. Nobody seems to be employing canadians under 24 anymore
Close the borders. Nobody seems to be employing canadians under 24 anymore
Identity Attack0.04796442
Insult0.01632893
Profanity0.011082385
Threat0.009256045
Severe Toxicity0.0022506714
Low Tox 0.069754265 Low Con 0.15 Economic_Argument
Aug 2, 2025 How Canada broke its immigration …

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.