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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: "There was not a need …" 2,035 comments · Page 55 of 82
Tell those expired visa holders there's no need to worry. Our liberal government has no way of tracking them to remove them. Canada will continue to suffer until the Liberals are out.
Tell those expired visa holders there's no need to worry. Our liberal government has no way of tracking them to remove them. Canada will continue to suffer until the Liberals are out.
Identity Attack0.03223813
Insult0.033019636
Profanity0.012277958
Threat0.017328756
Severe Toxicity0.0025749207
Low Tox 0.10870059 Moderate Con 0.317 Policy_Critique
Feb 9, 2026 3 likes 2.9 million Canadian temporary visas …
I explained this a while ago technically he’s not trafficking people across the boarder it’s a loop hole. He drives you as if a uber would and you illegally cross yourself it’s just a punjab …
I explained this a while ago technically he’s not trafficking people across the boarder it’s a loop hole. He drives you as if a uber would and you illegally cross yourself it’s just a punjab scheme. This is how this has been operating at a large scale for so long. If you want more info feel free to get in touch. They essentially give you guidance on how to do so, orchestrate most of it by setting up a temporary air b&b “the safe house” etc. everything has reasoning behind it where it falls in that grey area. In the end you cross the boarder by yourself they don’t help you cross and all the risk is on you. They delete the chats and point the finger saying “this guy just needed a ride and a place to stay”
Identity Attack0.020882076
Insult0.04383647
Profanity0.03915693
Threat0.009230154
Severe Toxicity0.0036811829
Low Tox 0.10826672 Constructive 0.711
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Who could have known that immigrants need housing?
Who could have known that immigrants need housing?
Identity Attack0.09328204
Insult0.020579277
Profanity0.01261955
Threat0.006576272
Severe Toxicity0.002155304
Low Tox 0.10826672 Moderate Con 0.314
Jun 22, 2025 How Canada broke its immigration …
Early immigrants does not want new immigrants. Canadian population are decreasing so Canada needs more people.
Early immigrants does not want new immigrants. Canadian population are decreasing so Canada needs more people.
Identity Attack0.08087392
Insult0.027476108
Profanity0.010945748
Threat0.0068416605
Severe Toxicity0.0023460388
Low Tox 0.10783285 Low Con 0.214
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Without immigration Canada would fall... Canadians on their own do not have enough children to sustain the numbers to keep our economy stable. That's why the process is supposed to take awhile, have checks and …
Without immigration Canada would fall... Canadians on their own do not have enough children to sustain the numbers to keep our economy stable. That's why the process is supposed to take awhile, have checks and applications, so we are not just bringing in people, we are bringing in a sustainable number of people that will embrace being Canadian. We need to continue that. What we don't need is an influx of people who have not gone through the process, who do not understand they are being giving an opportunity to join us, and who are willing to be Canadian. No one wants to strip people of their history, but if you are leaving your country, you are doing it because you want something better, something different... the only way you get that is if you embrace where you are, not try and change it to what you left.
Identity Attack0.053854458
Insult0.03511308
Profanity0.014088398
Threat0.0079873605
Severe Toxicity0.0030517578
Low Tox 0.10739898 Constructive 0.669
Aug 26, 2025 Why Canadians Are Turning Against …
Canada has such a small population especially compared their less friendly neighbors to the south. Hope they figure out how to retain the skilled people they need to grow strong enough to fend off any …
Canada has such a small population especially compared their less friendly neighbors to the south. Hope they figure out how to retain the skilled people they need to grow strong enough to fend off any threats.
Identity Attack0.044612918
Insult0.045593183
Profanity0.011441057
Threat0.008556974
Severe Toxicity0.002336502
Low Tox 0.10739898 Moderate Con 0.424 Economic_Argument
Feb 24, 2026 Canada's tighter immigration policy divides …
Too many were let in from one country; 195 countries in the world and 50% entry was given to one country. This has truly ruined the cultural mosaic of Canada. They all need to go …
Too many were let in from one country; 195 countries in the world and 50% entry was given to one country. This has truly ruined the cultural mosaic of Canada. They all need to go back when their Visas expire.
Identity Attack0.039972372
Insult0.03489272
Profanity0.010655395
Threat0.0086087575
Severe Toxicity0.0023937225
Low Tox 0.10739898 Constructive 0.513
Jun 18, 2025 172 likes How Canada broke its immigration …
It’s a problem here in Canada. They aren’t heading to the USA basically all of them stay cause it’s just easy. Nobody would have a problem if they made an effort to assimilate and some …
It’s a problem here in Canada. They aren’t heading to the USA basically all of them stay cause it’s just easy. Nobody would have a problem if they made an effort to assimilate and some do but the ones who don’t ruin the image for the rest of them. Other obvious problem is we’ve let in too many people in in general like more people have come than living units have been built making many problems just right there and then and it’s not really the people who immigrates fault it’s the government. I know restricting imagination and making the test to get in harder so they actually have to know something about Canadas history and our culture and realistically we need to apply more pressure on the expectation that immigrants eventually assimilate.
Identity Attack0.055673428
Insult0.03588435
Profanity0.020578653
Threat0.0075083673
Severe Toxicity0.0030326843
Low Tox 0.10696511 Constructive 0.619 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
On point! He should be back as Minister of IRCC. He understands that people are gaming the system. Canada’s immigration system is being exploited by many international students, temporary workers, illegal immigrants, and even tourist …
On point! He should be back as Minister of IRCC. He understands that people are gaming the system. Canada’s immigration system is being exploited by many international students, temporary workers, illegal immigrants, and even tourist visa holders. IRCC is now granting repeated extensions on tourist visas. Why are they allowing these extensions? What are these individuals expected to do in Canada for years? Many tourist visa holders have been in Canada for several years — not necessarily because they refuse to leave, but because IRCC keeps extending their status. Some of these individuals end up working illegally, taking jobs from Canadian youth and citizens, and adding pressure to the housing market. The increasing numbers of asylum claimants, international students, temporary work permit holders, tourist visa holders, and undocumented individuals are placing strain on Canada and its citizens. IRCC needs to strictly follow the law and enforce regulations. If not, Canada’s immigration system will continue to be exploited, and abusive individuals or even criminals could find it easier to enter the country.
Identity Attack0.036105253
Insult0.043250903
Profanity0.014327513
Threat0.007340072
Severe Toxicity0.0023555756
Low Tox 0.10696511 Constructive 0.818 Policy_Critique
Feb 17, 2026 9 likes LILLEY UNLEASHED: The fall of …
I live in Brampton. And all I can say is thanks for visiting and spreading the word on this problem. I was born in Brampton, and my mother tells me about how much it's changed. …
I live in Brampton. And all I can say is thanks for visiting and spreading the word on this problem. I was born in Brampton, and my mother tells me about how much it's changed. Many of my friends and family friends have moved to other neighborhoods POST mosques being put up near their homes. And let's not talk about employment and foreign "students". I was lucky to get a job last summer at a family owned small business Ice Cream store right after high school. We even got a review saying we weren't diverse enough despite us being a group of White, East Asian and Black employees lol. And many people say if your not Indian and your getting your drivers test, you go out of Brampton to do the test because you'll likely get discriminated by who is running the test. It's absolutely absurd. It sounds like tin foil hat sh*t, but if you live here like me everything comes full circle. But ofc there are good ones, but they are typically the westernized ones, who have assimilated, they play or watch hockey and have developed a Canadian accent. But the majority haven't assimilated, they are likely first generation, and they do things like stuff 15+ people in one suburban home. And just small things like staring at you in public (idk why their community stares you down), they spit on sidewalks, and they use some crazy a$$ spices when they cook. The smell carries over for blocks and you know your in deep Brampton territory when your driving and that smell of spicy curry hits you and you gotta roll up them windows lol. It's a nasty smell. This mass migration is a huge issue and needs awareness.
Identity Attack0.06476828
Insult0.033460364
Profanity0.03690237
Threat0.008077981
Severe Toxicity0.0038528442
Low Tox 0.10696511 Constructive 0.818 Personal_Narrative
Jan 27, 2026 8 likes Inside Canada's Indian Invasion...
thank you for this video. if you want to come to canada and be a part of canada you are welcome. but if you want to come and turn it into the country you came …
thank you for this video. if you want to come to canada and be a part of canada you are welcome. but if you want to come and turn it into the country you came from you need to go back to that country.
Identity Attack0.056582913
Insult0.026058068
Profanity0.012722028
Threat0.007262398
Severe Toxicity0.002298355
Low Tox 0.10653123 Moderate Con 0.494 Identity_Assertion
Nov 25, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Canada needs to stop immigration
Canada needs to stop immigration
Identity Attack0.08666438
Insult0.017356457
Profanity0.014805742
Threat0.010472948
Severe Toxicity0.002822876
Low Tox 0.10653123 Low Con 0.169 Policy_Critique
Jul 27, 2025 Canadian Citizenship Test 2025 – …
Where are the pest specialists when you need them?!
Where are the pest specialists when you need them?!
Identity Attack0.0057346676
Insult0.035774168
Profanity0.017572641
Threat0.007909686
Severe Toxicity0.002336502
Low Tox 0.10609736 Low Con 0.208 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Canadas immigration system has been in the gutter since JT. It needs to change along with asylum criteria.
Canadas immigration system has been in the gutter since JT. It needs to change along with asylum criteria.
Identity Attack0.037394293
Insult0.032799274
Profanity0.018734055
Threat0.0074565844
Severe Toxicity0.002193451
Low Tox 0.10566349 Moderate Con 0.412 Policy_Critique
Feb 18, 2026 46 likes Canadian immigration officers investigating hundreds …
Canadians need to be trained. Where are the jobs for Canadians. There are no real higher paying jobs available now
Canadians need to be trained. Where are the jobs for Canadians. There are no real higher paying jobs available now
Identity Attack0.0775651
Insult0.026831545
Profanity0.0113385795
Threat0.006770459
Severe Toxicity0.0022125244
Low Tox 0.10522962 Low Con 0.223 Economic_Argument
Jan 20, 2026 Why Canada’s immigration system has …
They are hiding in Quebec......WE need Immigration to do follow up here....They are taking over housing and using Food Banks...HELP.
They are hiding in Quebec......WE need Immigration to do follow up here....They are taking over housing and using Food Banks...HELP.
Identity Attack0.05612817
Insult0.026444806
Profanity0.010928668
Threat0.007068211
Severe Toxicity0.0023651123
Low Tox 0.104795754 Constructive 0.549 Fear_Threat
Nov 13, 2025 IRCC Names India in Study …
I grew up being told multiculturalism is our strength. Seeing it now as an adult, I can see all its done is created cities that have no actual Canadians, English or our culture. Raised crime, …
I grew up being told multiculturalism is our strength. Seeing it now as an adult, I can see all its done is created cities that have no actual Canadians, English or our culture. Raised crime, destroyed the housing market, lower the standard of living and quality of life. We need to go back to 1990's Canada and undo all that the last 35 years have done to our once great country.
Identity Attack0.06249457
Insult0.028502205
Profanity0.010757872
Threat0.007689608
Severe Toxicity0.0029182434
Low Tox 0.104361884 Constructive 0.607 Identity_Assertion
Feb 17, 2026 2 likes LILLEY UNLEASHED: The fall of …
I went to Canada and back on accident when hiking in the PNW you probably don't need a smuggler.
I went to Canada and back on accident when hiking in the PNW you probably don't need a smuggler.
Identity Attack0.021987455
Insult0.034562174
Profanity0.016889455
Threat0.009437286
Severe Toxicity0.0025177002
Low Tox 0.104361884 Moderate Con 0.494 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
As an immigrant who came 10 yrs ago , I dont recognize this country anymore!! We need to stand up and fight for Canadians' values, culture, and language, Immigration has to change NOW !!!
As an immigrant who came 10 yrs ago , I dont recognize this country anymore!! We need to stand up and fight for Canadians' values, culture, and language, Immigration has to change NOW !!!
Identity Attack0.068465814
Insult0.023093075
Profanity0.011765569
Threat0.006848133
Severe Toxicity0.002374649
Low Tox 0.104361884 Constructive 0.625
Aug 31, 2025 258 likes Why Canadians Are Turning Against …
Police CAN NOT PROTECT YOU FROM CRIMINALS. SELF DEFENSE LAWS NEED TO CHANGE!!! CASTLE LAW!!!!!!
Police CAN NOT PROTECT YOU FROM CRIMINALS. SELF DEFENSE LAWS NEED TO CHANGE!!! CASTLE LAW!!!!!!
Identity Attack0.00828752
Insult0.03885912
Profanity0.0127903465
Threat0.0100069
Severe Toxicity0.002231598
Low Tox 0.104361884 Low Con 0.193 Policy_Critique
Feb 18, 2026 1 likes Canadian immigration officers investigating hundreds …
If we really see the forest for the trees... This is a worldwide agenda... To.. create a helplessness around the socio economic politics.. to even out the playing field of... Everyone.. & the lack of …
If we really see the forest for the trees... This is a worldwide agenda... To.. create a helplessness around the socio economic politics.. to even out the playing field of... Everyone.. & the lack of judicial reform.. to ensure Chaos.. & the eventual Militarized police officers... & The acceptance of law and...Dis. order..... . This really ruins it for the people who appreciate the opportunity for Canadian citizens who really do wish to be legitimate taxpayers & actually work.... ... Just another example of how the government is utterly COMPLICIT in denigrating the Judicial SYSTEM... ... .... This is not a Party Partisanship issue... . It is the.. weakening of our system as a whole... ... As we have seen... The demographics of crime... Is an extreme issue... Not to be taken lightly.... This is beyond sad... It is sheer Apathy.. of the Canadian government to... Protect against outside influences.... Perhaps we might consider that.... ... Some people don't have a creed of .. Civil obedience... Our laws must change... & Radically... As .. some are just given to the thoughts of... Scamming the system... & Trying to get away with.. whatever they can... We need actual... Teeth in our Judicial SYSTEM.. 😮...
Identity Attack0.01139534
Insult0.05144889
Profanity0.01764096
Threat0.007521313
Severe Toxicity0.0023174286
Low Tox 0.103494145 Moderate Con 0.496 Fear_Threat
Dec 24, 2025 Deportations From Canada at Their …
Those drivers NEED Chinese EVs to do driving for them!
Those drivers NEED Chinese EVs to do driving for them!
Identity Attack0.06929302
Insult0.024124376
Profanity0.0157622
Threat0.00948907
Severe Toxicity0.002937317
Low Tox 0.103494145 Low Con 0.121 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
5:50 I agree, I'm thankful the government is starting to revoke / cancel visas to try to get a handle on things. This goes beyond just Indian people. It's for all people that immigrate to …
5:50 I agree, I'm thankful the government is starting to revoke / cancel visas to try to get a handle on things. This goes beyond just Indian people. It's for all people that immigrate to our country. I agree, I think if people come to my country, they need to assimilate. Learn our languages, understand our culture and integrate. I feel that they need to create another sector to follow up on visas, check in on people, monitor. I also feel the banks need to monitor the amount of money people are sending back home, I understand some money. But not everything.
Identity Attack0.08749158
Insult0.024640027
Profanity0.029596692
Threat0.00948907
Severe Toxicity0.0037956238
Low Tox 0.103060275 Constructive 0.852 Policy_Critique
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
I do not agree to keep immigrants who are not abiding by the immigration laws. If its expired, you need to go. No excuses. I am ok with enforcing the laws. You know all those …
I do not agree to keep immigrants who are not abiding by the immigration laws. If its expired, you need to go. No excuses. I am ok with enforcing the laws. You know all those immigrants from US are fleeing to Canada now because we don't enforce. Look at our crime rate. Has Canada offered any statistics on Immigrant Crime rates?
Identity Attack0.07673789
Insult0.024897853
Profanity0.010996987
Threat0.00746953
Severe Toxicity0.0022125244
Low Tox 0.103060275 Constructive 0.698 Policy_Critique
Jan 16, 2026 2.9 million Canadian temporary visas …
Culture is a tricky thing. Is it not a known fact that one may not be all that interested in their culture and religion in their country of origin, but once immigrated to a different …
Culture is a tricky thing. Is it not a known fact that one may not be all that interested in their culture and religion in their country of origin, but once immigrated to a different land, these same people become more attached to their original culture and religion, even more orthodox in their beliefs. They try to recreate what is familar. Why are we surprised most are not assimilating? It takes, for most, many generations. And even then. Immigrants will always, in one way or another affect change in the general culture. Think of different cuisine, the arts, influences on our beliefs, etc. What is a Canadian anyways? One who lives here? Who pays taxes here? How long of roots do you need to have before you are no longer called an immigrant? We have a very large country and from one community to another there is a difference in the culture. Perhaps we need to be clearer on what is in fact our highest Canadian values and communicate them more effectively. I would also like to add that there is suffering in not being able to pass on your culture. Watching your children and grandchildren speaking a different language, not having them understand yours enough for you to enjoy signing traditional songs to, not being able to guide them in your religious beliefs, etc., in the name of them becoming assimilated. I am experiencing these and my roots go back over 400 years on this land.
Identity Attack0.07673789
Insult0.027730936
Profanity0.018734055
Threat0.006861079
Severe Toxicity0.0023174286
Low Tox 0.102626406 Constructive 0.861
Sep 10, 2025 1 likes Why Canadians Are Turning Against …

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.