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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: "I think what this is …" 951 comments · Page 33 of 39
I saw these videos before my trip to Toronto in September … it made me think Brampton would be run down … it’s not Brampton is quite affluent and the south asians of Toronto are …
I saw these videos before my trip to Toronto in September … it made me think Brampton would be run down … it’s not Brampton is quite affluent and the south asians of Toronto are much more generous than their USA counterparts … I was pleasantly surprised
Identity Attack0.0440973
Insult0.021288296
Profanity0.013780965
Threat0.008505191
Severe Toxicity0.0019931793
Low Tox 0.07054565 Constructive 0.682 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Well, I'm gonna give you Canada Immigration an advice on how to catch these people and all those in other countries who has the same situation. These people are doing jobs like delivery like Uber, …
Well, I'm gonna give you Canada Immigration an advice on how to catch these people and all those in other countries who has the same situation. These people are doing jobs like delivery like Uber, Skip, Doordash, etc., BUT...they are not using their legal name to apply for that instead they are using another person's account to do that job, whose account is legal and had been in the job for so many years. The connection between those people is not relevant to any gang or organizations but they operate like one, the advantage is both parties earn money while in their eyes is "legal". This is normal settings in my country(3rd world country), you have several taxis and you need to hire drivers to operate, its up to you if you're gonna hire legit drivers or not, the only difference is that the undocumented driver is cheaper. And how do I know these things, I work in a fastfood chain in Waterloo, you need to identify which order the driver will pickup and the delivery driver need to verify the order by the order number through the app but sometimes you can see the Account's photo is different from the delivery driver, so yeah, that's the gist of it. I have no idea why modern countries like Canada and America are so "dumb" or lack of critical thinking when it comes to crimes like this, but I guess people and politicians are the same all over the world. And now, they are bringing more people without checking their background, if there's any criminal record or such, oh yeah, speaking of that, how do you verify those records from another country if those records can be produced with 3rd party company in which an employee from a government institution is behind it to make it more look like it is legit.
Identity Attack0.025203101
Insult0.028392024
Profanity0.016889455
Threat0.0076119336
Severe Toxicity0.0020217896
Low Tox 0.07054565 Constructive 0.755
Sep 29, 2025 IRCC Names India in Study …
It does work… In the end, after 10 years, the liberals won again. I don’t see any reason for them to change their ways if it brings them success in our democracy. The new immigrants …
It does work… In the end, after 10 years, the liberals won again. I don’t see any reason for them to change their ways if it brings them success in our democracy. The new immigrants make a powerful voting block and as your numbers increase, their power will also increase… And I do think Canada is a very attractive destination, given all the government subsidies… Healthcare, dental care, child care, Pharma care… Subsidized, housing… To say nothing of the special refugee and immigrant programs…
Identity Attack0.030175667
Insult0.027841117
Profanity0.015557245
Threat0.0067316215
Severe Toxicity0.001964569
Low Tox 0.069754265 Constructive 0.68 Policy_Critique
Jun 20, 2025 How Canada broke its immigration …
I know alot Canadian love the mass immigrants, even if it impacts their own life. They still think they can be changed and improve
I know alot Canadian love the mass immigrants, even if it impacts their own life. They still think they can be changed and improve
Identity Attack0.050443888
Insult0.02012808
Profanity0.011680172
Threat0.0068999166
Severe Toxicity0.0017261505
Low Tox 0.06896287 Constructive 0.583
Jan 27, 2026 Inside Canada's Indian Invasion...
I think we should provide more help and support for Canadians. I am an immigrant but it came be overwhelmingly. As long immigrants don’t break the law, it is OK. But I do believe our …
I think we should provide more help and support for Canadians. I am an immigrant but it came be overwhelmingly. As long immigrants don’t break the law, it is OK. But I do believe our Canadian people are not treated fairly, they do feel left out.
Identity Attack0.052944973
Insult0.019483518
Profanity0.0113215
Threat0.007081157
Severe Toxicity0.0014591217
Low Tox 0.06896287 Constructive 0.814 Moral_Argument
Nov 11, 2025 Inside Canada's Indian Metropolis (Brampton)
Sikhs are generally good people. I think you focused on the wrong demographic here.
Sikhs are generally good people. I think you focused on the wrong demographic here.
Identity Attack0.04177703
Insult0.019870255
Profanity0.018734055
Threat0.007534259
Severe Toxicity0.0022411346
Low Tox 0.06817148 Constructive 0.603 Solidarity
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Stop thinking of every one around the world and start thinking of protecting what we have here before its all given away . I feel like the rug is being pulled out beneath me .
Stop thinking of every one around the world and start thinking of protecting what we have here before its all given away . I feel like the rug is being pulled out beneath me .
Identity Attack0.0035887922
Insult0.024124376
Profanity0.017436003
Threat0.008026198
Severe Toxicity0.0015544891
Low Tox 0.06817148 Moderate Con 0.486
Nov 22, 2025 83 likes Quebec Ends Economic Immigration Program …
I'm a proud Canadian Immigrant of Indian origin. I came here to do specialized studies in Game Development. I took my time, and studied 6 years as an international student, paying 3x the tuition, sank …
I'm a proud Canadian Immigrant of Indian origin. I came here to do specialized studies in Game Development. I took my time, and studied 6 years as an international student, paying 3x the tuition, sank $200,000 of hard earned money into the Canadian Education system — Not as a fast track gimmick to immigrate, but so I could achieve my dream as a Game Developer. This money was family income, earned on 1/4th the salary, taking 4x longer to save. I was a great privileged to me. Today 15 years later, no one would ever think I'm from India. I sound Canadian, I behave Canadian, I have Canadian values, and I am Canadian. I came here because I loved Canada. I would watch hours upon hours of indigenous history, and on my Citizenship day, I watched Juno Beach to celebrate. However I must say this... I suffered through s*icidal depression here for 8 years, because I had far less leverage here than in a developing country, and it's really telling what sort of situation we're all in... Rent caps in Canada were removed... The housing market was open to foreign investors / and real estate monopolies with a 20% year-on-year rise... Rents went from 1000$ to 2100$ MINIMUM for a 1 bedroom through Trudeau's term and the govt said "It's not a federal responsibility"... Auto insurance is like 2.5-3.5k a year in Ontario and if you get a dent, you pay a deductable... I was quoted 8500$ for two wisdom teeth surgeries while it costed me 260$ abroad... During Covid - property owners, banks, and grocery stores exploited our misery and made record profits!... The govt stopped filtering through it's immigrants with "interviews", and it's operating like a scam — "Bring all your foreign money, convert it to CAD, and keep our GDP stable.. while we neither have the infrastructure, nor the job market to support these numbers". I think some accountability is due... these issues are "symptoms", not the problem — The problem is our Liberal govt / policies, and our wonderful voting body who voted Liberal term after term after term while complaining. Why does this govt safeguard extremism, foreign politics, foreign separatism? Khalistanis are as much of a threat / nuance to India than it is to Canada, but in Canada they actually have a unrestricted platform. Instead of resenting immigrants, we need to start resenting how mismanaged Canada is by our govt, and hold our voting body accountable. We had a chance to vote differently, but once again a repackaged and rebranded Liberal term. Because my ethnicity is Indian, I've become an object of collective resentment / hatred, and I don't think that's fair.. Please direct it at your vote, and govt level policies. Why should I (and other's like me) be crucified with the sins of other immigrants? It's like hating all your neighbors in a burning building, when the management has been lighting the fire.
Identity Attack0.026810925
Insult0.027218282
Profanity0.022354934
Threat0.0074436385
Severe Toxicity0.0024795532
Low Tox 0.0665887 Constructive 0.817 Personal_Narrative
Aug 28, 2025 Why Canadians Are Turning Against …
I was going through college in southern Ontario about half a decade ago. The faculty was alright but the one that always stuck with me was an elderly Indian man who had a PHd (what …
I was going through college in southern Ontario about half a decade ago. The faculty was alright but the one that always stuck with me was an elderly Indian man who had a PHd (what he was doing teaching at a community college, I'm not sure). He immigrated from India sometime in the 70's, I think, and sometimes told us stories about how he'd never seen electricity until he was well into adulthood. This was at the early stages of Indian mass immigration to the province, but the international students were already becoming a known problem in the school. They never spoke to anyone else, hung out in big groups together on campus, I swear most of them couldn't even speak English. They constantly cheated on everything and shared answers, I heard like 7 of them got failed for submitting identical lab reports one time. Most people knew they were a problem, but no one was comfortable saying anything. Except the Indian professor. He would publicly call them out for shit in class, berate them, shit talk them openly to other students. I've literally never seen anyone more angry about those Indian students than that Indian professor. It's not hard to see why, he busted his ass to immigrate to Canada, get work and get into a good university. He completed a doctorate, for Christ's sake. He didn't see a street light until he was 25, and worked his way to the bleeding edge of digital science. Now there's a bunch of lazy assholes invited in by the government brazenly trying to cheat their way to a degree in his goddamn class. I'd crash out too.
Identity Attack0.04796442
Insult0.025800243
Profanity0.018597418
Threat0.007793174
Severe Toxicity0.002193451
Low Tox 0.06579731 Constructive 0.707 Personal_Narrative
Feb 3, 2026 Inside Canada's Indian Invasion...
I'm a Brampton resident. My family immigrated in the late 90s. I grew up on YTV, TVO kids, Fox Kids, Treehouse TV. I also still grew up knowing my own native culture and religion. I …
I'm a Brampton resident. My family immigrated in the late 90s. I grew up on YTV, TVO kids, Fox Kids, Treehouse TV. I also still grew up knowing my own native culture and religion. I attend one of these temples of worship. Despite this, I still made friends with different races of people. I think my community needs to branch out a little more and learn about other cultures that live amongst us. Maybe we need to have a little less pride on where we come from? I don't know what the exact answer is. One thing I know is we can definitely get along. Just need the community to adapt more and actually learn Canadian culture. Maybe go see a Blue Jays game at the Skydom? Maybe know who Wayne Gretzky is?? LOL.
Identity Attack0.042292643
Insult0.020385906
Profanity0.025360947
Threat0.0075083673
Severe Toxicity0.0024414062
Low Tox 0.06579731 Constructive 0.864 Personal_Narrative
Oct 8, 2025 Inside Canada's Indian Metropolis (Brampton)
Trudeau said Canada's going to get a tan. Have you been asleep for the last ten years? What did you think that means.?
Trudeau said Canada's going to get a tan. Have you been asleep for the last ten years? What did you think that means.?
Identity Attack0.00449524
Insult0.02982438
Profanity0.012995303
Threat0.007327127
Severe Toxicity0.0014305115
Low Tox 0.06500591 Low Con 0.3
Jan 20, 2026 Why Canada’s immigration system has …
14:52 as a Catholic in Toronto, I greatly appreciate what this man says about faith. I have strong reservations about immigration, but it's guys like him who make me think twice
14:52 as a Catholic in Toronto, I greatly appreciate what this man says about faith. I have strong reservations about immigration, but it's guys like him who make me think twice
Identity Attack0.038167715
Insult0.02425329
Profanity0.011543535
Threat0.006149062
Severe Toxicity0.0012397766
Low Tox 0.06500591 Constructive 0.788
Sep 19, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Like the video but please don't use the ai slop for visualizing I think we got the driving part of the video pretty well
Like the video but please don't use the ai slop for visualizing I think we got the driving part of the video pretty well
Identity Attack0.009693438
Insult0.018452216
Profanity0.028776871
Threat0.011741633
Severe Toxicity0.0034332275
Low Tox 0.06381883 Moderate Con 0.433 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Many new immigrants face difficulties in finding a job. They often have to go back to school at their own expense. They hope for job opportunities, only to discover in the end that it is …
Many new immigrants face difficulties in finding a job. They often have to go back to school at their own expense. They hope for job opportunities, only to discover in the end that it is hard to find work that matches their qualifications. This is the reality. Most immigrants end up doing physically demanding jobs, for low pay and often part-time, and this situation can last for years. Eventually, some start thinking about returning to their home country.This is what you need to know as a Canadian immigrant: this is the truth.
Identity Attack0.038683333
Insult0.023479814
Profanity0.012482914
Threat0.006641001
Severe Toxicity0.0016498566
Low Tox 0.063027434 Constructive 0.579 Personal_Narrative
Feb 6, 2026 1 likes Why Canada’s immigration system has …
I think the majority of students from India are using study permits as a way to circumvent going through regular immigration channels.
I think the majority of students from India are using study permits as a way to circumvent going through regular immigration channels.
Identity Attack0.055673428
Insult0.017872108
Profanity0.019075647
Threat0.0074048014
Severe Toxicity0.002155304
Low Tox 0.063027434 Moderate Con 0.43
Oct 7, 2025 IRCC Names India in Study …
Many new immigrants face difficulties in finding a job. They often have to go back to school at their own expense. They hope for job opportunities, only to discover in the end that it is …
Many new immigrants face difficulties in finding a job. They often have to go back to school at their own expense. They hope for job opportunities, only to discover in the end that it is hard to find work that matches their qualifications. This is the reality. Most immigrants end up doing physically demanding jobs, for low pay and often part-time, and this situation can last for years. Eventually, some start thinking about returning to their home country.This is what you need to know as a Canadian immigrant: this is the truth.
Identity Attack0.038683333
Insult0.023479814
Profanity0.012482914
Threat0.006641001
Severe Toxicity0.0016498566
Low Tox 0.063027434 Constructive 0.579 Personal_Narrative
Feb 6, 2026 1 likes How Canada broke its immigration …
2:59 I think this is Indian English 😅
2:59 I think this is Indian English 😅
Identity Attack0.04203484
Insult0.017227544
Profanity0.028093686
Threat0.009074804
Severe Toxicity0.0033569336
Low Tox 0.06184035 Moderate Con 0.332 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Let me guess, the Canadian Immigration Lawyers Association, doesn't think there's enough immigration. 😂
Let me guess, the Canadian Immigration Lawyers Association, doesn't think there's enough immigration. 😂
Identity Attack0.034300596
Insult0.017807651
Profanity0.012243799
Threat0.0066086366
Severe Toxicity0.0016212463
Low Tox 0.061444655 Low Con 0.203 Humor_Satire
Jan 20, 2026 77 likes Why Canada’s immigration system has …
I think you have missed the point: People DO NOT actually TRUST ONE-ANOTHER VERY MUCH. So people sit down TRYING YO DEVISE "PLANS" such that the think that they are MINIMIZING the risks inherent in …
I think you have missed the point: People DO NOT actually TRUST ONE-ANOTHER VERY MUCH. So people sit down TRYING YO DEVISE "PLANS" such that the think that they are MINIMIZING the risks inherent in INTERACTING WITH PEOPLE THAT YOU DO NOT TRUST, AS IF YOU CAN TRUST THEM. This NEVER WORKS and always makes a big bizarre mess.
Identity Attack0.0029783275
Insult0.028392024
Profanity0.013678487
Threat0.0062914654
Severe Toxicity0.0012683868
Low Tox 0.06065326 Moderate Con 0.489 Moral_Argument
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
Anyone else think the use of “ai slop visualization” during the car ride into USA counts as yellow journalism? I think that’s a textbook example.
Anyone else think the use of “ai slop visualization” during the car ride into USA counts as yellow journalism? I think that’s a textbook example.
Identity Attack0.025404079
Insult0.021417208
Profanity0.013200258
Threat0.0079873605
Severe Toxicity0.0021266937
Low Tox 0.06025757 Low Con 0.248 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
65 million years ago, dinosaurs strutted around thinking they owned this place—right up until the asteroid sent the eviction notice. The history repeats
65 million years ago, dinosaurs strutted around thinking they owned this place—right up until the asteroid sent the eviction notice. The history repeats
Identity Attack0.0051427023
Insult0.025929155
Profanity0.015283971
Threat0.0074954215
Severe Toxicity0.0014209747
Low Tox 0.059727192 Low Con 0.187 Humor_Satire
Oct 3, 2025 IRCC Names India in Study …
In all fairness guy at 2:27 I think was confused by the language.
In all fairness guy at 2:27 I think was confused by the language.
Identity Attack0.008620501
Insult0.02122384
Profanity0.021535112
Threat0.008103873
Severe Toxicity0.0018882751
Low Tox 0.05898502 Moderate Con 0.483
Jan 27, 2026 Inside Canada's Indian Invasion...
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 …
Well...we all see it, we all live it, we all know what the problem is, we all know how it came about, and we all know what has to happen...An example, can be seen, by …
Well...we all see it, we all live it, we all know what the problem is, we all know how it came about, and we all know what has to happen...An example, can be seen, by looking to the South.. We know it takes us goin out to the poles by the millions, to vote, in order to elect, who we think is best for the country,..but then we expect small groups, of only a few100, to be capable of affecting change, with such major, post electoral issues, as this. Make no mistake, this, Canada, has already become a completely different place,..it's no longer the home we knew and loved, as it was. All those aspects are gone. And this is just the beginning. Wars Will Happen, in our cities.. Yes I'm just some guy that was born here in Canada, 61yrs ago. What I'm saying, is what I've been seeing, for decades. Rules and guidelines, and laws, need to passed. If you come to a foreign country, to live,..you practice, and learn their ways, and become one with them. None of this Social Separation B.S...If you want to live as you did in the country you left, find a secluded island, or go back to where you came from. It,s not just illegals that are being a problem.
Identity Attack0.011839314
Insult0.028832749
Profanity0.01579636
Threat0.0069387536
Severe Toxicity0.001707077
Low Tox 0.058737632 Constructive 0.793 Fear_Threat
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
Liberals are doing a great job just look at how much they have spent. That's the metric that the liberals think matters.
Liberals are doing a great job just look at how much they have spent. That's the metric that the liberals think matters.
Identity Attack0.021585498
Insult0.025542418
Profanity0.012073003
Threat0.0061878995
Severe Toxicity0.001115799
Low Tox 0.057748068 Low Con 0.273 Humor_Satire
Feb 26, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …

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.