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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 #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "What are the rules for …" 288 comments · Page 9 of 12
I found it telling that Michelle confidently quoted the wrong number (79,000) and, when Aiesha corrected her with the accurate figure (47,000), she immediately switched gears to “Where are they?” rather than owning the mistake. …
I found it telling that Michelle confidently quoted the wrong number (79,000) and, when Aiesha corrected her with the accurate figure (47,000), she immediately switched gears to “Where are they?” rather than owning the mistake. That dodge makes me question her judgment. It feels like she’s leaning into fear‑mongering language that easily panics people who aren’t paying attention to nuance — which, sadly, describes most of this comment section. Also, did you see the reply to the Filipino student who voiced frustration? “You guys make up some of the most cleanest restaurants I’ve ever been to.” That kind of response speaks to a lack of respect for international students. To many in the Canadian workforce, international students and migrants are treated as disposable labor — steered toward low‑ and middle‑income jobs. Yes, fraud should be dealt with, but it’s lazy and unfair to claim that all Indians or international students come here through fraud. If that logic ruled, we’d have to start deporting every non‑Indigenous person — which ignores the whole reality of colonization.
Identity Attack0.0052166977
Insult0.0573046
Profanity0.016035475
Threat0.0066798385
Severe Toxicity0.0014972687
Low Tox 0.104361884 Constructive 0.804 Policy_Critique
Oct 9, 2025 IRCC Names India in Study …
Quebecer here who has lived all over the world. Never received or demanded help from any foreign country. Today's youth are very entitled. Give the important sector jobs to Canadians who are being bypassed. Immigration …
Quebecer here who has lived all over the world. Never received or demanded help from any foreign country. Today's youth are very entitled. Give the important sector jobs to Canadians who are being bypassed. Immigration used to be fair and well vetted. Time to stop the woke / Lib rules
Identity Attack0.039714564
Insult0.036545437
Profanity0.012141321
Threat0.006304411
Severe Toxicity0.0016880035
Low Tox 0.10175867 Constructive 0.634
Nov 23, 2025 12 likes Quebec Ends Economic Immigration Program …
😟 Proverbs 29:2 KJV: "When the righteous are in authority, the people rejoice: but when the wicked beareth rule, the people mourn"😂
😟 Proverbs 29:2 KJV: "When the righteous are in authority, the people rejoice: but when the wicked beareth rule, the people mourn"😂
Identity Attack0.00776955
Insult0.03158728
Profanity0.02344803
Threat0.007081157
Severe Toxicity0.001964569
Low Tox 0.0926474 Moderate Con 0.323 Moral_Argument
Nov 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
You should check out Australia and New Zealand. Same thing is happening. Yesterday was Australia's national day "Australia day" but many members of the ruling party only posted messages celebrating Indian nationalism.
You should check out Australia and New Zealand. Same thing is happening. Yesterday was Australia's national day "Australia day" but many members of the ruling party only posted messages celebrating Indian nationalism.
Identity Attack0.06704199
Insult0.020901557
Profanity0.015420608
Threat0.008039144
Severe Toxicity0.0023937225
Low Tox 0.091913216 Constructive 0.563
Jan 27, 2026 Inside Canada's Indian Invasion...
New rules favouring 'new citizens' whilst 'old stock' Canadians struggle.
New rules favouring 'new citizens' whilst 'old stock' Canadians struggle.
Identity Attack0.04332388
Insult0.028722567
Profanity0.010621235
Threat0.007689608
Severe Toxicity0.0018310547
Low Tox 0.08637348 Low Con 0.28 Policy_Critique
Jan 18, 2026 37 likes Canada’s new rules in 2026
I am from India came to Canada legally (gone through 7 months of processing and waiting , submitted countless documents , photos , chat history to prove relation status and professional experience, literally submitted all …
I am from India came to Canada legally (gone through 7 months of processing and waiting , submitted countless documents , photos , chat history to prove relation status and professional experience, literally submitted all my life story) to obtain PR and come to Canada just to realize that people without any of these come from different parts of the world especially India bypassing the system and living better life working cash jobs and doing random stuff. When i went to take driving license first time, An Indian origin guy rejected my application saying that my Indian License wasn't looking original enough , where I have seen people who couldn't even speak basic English were applying to get license to drive trucks. It is sad to see how many of our people are bringing a lot of 'Indianness' to this country and live like it is their own turf. I have met many young and middle aged individuals who call themselves students who doesn't even have a clue of what they are studying. It is unbelievable how people of certain status live their life partying and enjoying breaking all sort of rules , dropping out of college etc. when people who are here legally and many Canadians struggling to pay rent / mortgages / insurances etc. Don't even want to talk about job security , its a joke. Finally happy to see someone raising voice.
Identity Attack0.034300596
Insult0.02982438
Profanity0.02208166
Threat0.007197669
Severe Toxicity0.0025367737
Low Tox 0.08241652 Constructive 0.741
Oct 22, 2025 IRCC Names India in Study …
This hurts literally everybody. Everybody, except for the ruling elite that siphon taxes at ever-increasing rates to pay for "social services".
This hurts literally everybody. Everybody, except for the ruling elite that siphon taxes at ever-increasing rates to pay for "social services".
Identity Attack0.005771666
Insult0.027476108
Profanity0.017982552
Threat0.007883795
Severe Toxicity0.001411438
Low Tox 0.08083374 Moderate Con 0.302 Policy_Critique
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
More liberal rules that obliterate Canada
More liberal rules that obliterate Canada
Identity Attack0.028418748
Insult0.025026767
Profanity0.012346277
Threat0.009463178
Severe Toxicity0.0017738342
Low Tox 0.08004235 Low Con 0.284 Policy_Critique
Jan 11, 2026 Canada’s new rules in 2026
Why don’t you get such people out of Canada who don’t follow the rules you gotta be strict
Why don’t you get such people out of Canada who don’t follow the rules you gotta be strict
Identity Attack0.024600167
Insult0.024640027
Profanity0.0118680475
Threat0.008440462
Severe Toxicity0.0018024445
Low Tox 0.079250954 Low Con 0.269 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Y have canada government allow such things. U should make the rules strick for foreigners
Y have canada government allow such things. U should make the rules strick for foreigners
Identity Attack0.057492398
Insult0.018774498
Profanity0.01220964
Threat0.007417747
Severe Toxicity0.00166893
Low Tox 0.07371122 Low Con 0.226 Policy_Critique
Oct 21, 2025 Inside Canada's Indian Metropolis (Brampton)
I lived in Canada for 11 years, 2008 - 2019, went to university and worked in Toronto. I come from an upper-middle class family in China, went to a top university in Canada, landed good …
I lived in Canada for 11 years, 2008 - 2019, went to university and worked in Toronto. I come from an upper-middle class family in China, went to a top university in Canada, landed good jobs and I speak English like a native. I got my PR in 2015 and I remember the painful uphill battle I had to go through just get that. All the bureaucracy, redtape, unnecessarily rigid rules, high cost and long wait I received from CIC/IRCC felt like a humiliation to me. Every document was scrutinized and every step had obstacle that fealt unreasonable (my TOEFL examiner ask me why I had to do the language test required by CIC, and I had to visit a notary to validate my Chinese national ID card). It felt uneasy but I understood that these were the rules that everyone had to go through, and moving and integrating into a new society was never meant to be easy. I went back to Canada in 2021 and 2024, and it was evident that the country I once called home had gone down the hill. The streets were screaming crime, unemployment, inflation, drug and filth, it's total social rot. As someone who went through the whole immigration process (and many of my friends who went through the same have left Canada for good, like myself), I attribute much of this to failed immigration policy. I cannot help but feel confused, angry, betrayed and humiliated when I look at the recent immigration policies of Canada and their results, and compare with what I had to go through. The feeling sums up to: Canada penalizes the hard-working and law-abiding people, and rewards the undeserved and the cheaters. Example: when the US creates wars in the Middle East, why does CANADA bear the cost of bringing in refugees? I never regretted moving back to China and East Asia, and I feel bad for those who still truly think of Canada as home, as I am one myself. When the leadership of a country deviates from pragmatism, reason and common sense, and instead embraces idealogies, hypocrisy and political optics, this is what happens. The prices are paid by everyone, immigrant or not. For this, Trudeau deserves a court trial for his incompetence and dereliction of duty; and the people of Canada need some honest and serious retrospection. I will share some words of wisdom by the late Lee Kwan Yew: “Whoever governs Singapore (LKY was the PM and founding father of Singapore) must have that iron in him. Or give it up. This is not a game of cards, this is your life and mine. I've spent a whole lifetime building this and as long as I'm in charge, nobody is going to knock it down.” I hope the clownish weakling politicians in Canada (and, in much of the western world nowadays) can be enlightened a little bit.
Identity Attack0.01465176
Insult0.03158728
Profanity0.018187506
Threat0.0072235605
Severe Toxicity0.0019073486
Low Tox 0.07371122 Constructive 0.819
Oct 8, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Yeah, that means nothing. Rules don’t apply to illegal Liberal votes.
Yeah, that means nothing. Rules don’t apply to illegal Liberal votes.
Identity Attack0.032753747
Insult0.024382202
Profanity0.012585391
Threat0.006440342
Severe Toxicity0.0013160706
Low Tox 0.06896287 Low Con 0.179
Jan 15, 2026 1 likes 2.9 million Canadian temporary visas …
All high trust societies around the world are being destroyed. Division and strife is being cultivate by design. A population divided can not come together to oppose the government. The trucker convoys in Canada is …
All high trust societies around the world are being destroyed. Division and strife is being cultivate by design. A population divided can not come together to oppose the government. The trucker convoys in Canada is EXACTLY what they are trying to prevent. That's why the Canadian govt came down so hard on the truckers. It's happening to all western countries at the same time for the same reason. We are the greatest threat to the globalist powers maneuvering to rule the world.
Identity Attack0.014752249
Insult0.02373764
Profanity0.01309778
Threat0.011223801
Severe Toxicity0.0019836426
Low Tox 0.0665887 Constructive 0.526
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
Same in Australia: Taxi company stated: Most of our drivers know the road rules. Well you can see we are heading towards Indian rules...
Same in Australia: Taxi company stated: Most of our drivers know the road rules. Well you can see we are heading towards Indian rules...
Identity Attack0.056582913
Insult0.01929015
Profanity0.013610168
Threat0.006977591
Severe Toxicity0.0018692017
Low Tox 0.06421452 Moderate Con 0.445 Comparative_Framing
Nov 3, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
The first thing that needs to happen is to take the multiculturalism rule out of the charter of rights. Go ahead, be multi cultural but within the 4 walls of your house. If you are …
The first thing that needs to happen is to take the multiculturalism rule out of the charter of rights. Go ahead, be multi cultural but within the 4 walls of your house. If you are unable to assimilate and learn the language and adopt the culture of the place you'd like to potentially call home then perhaps it isn't quite home then is it?
Identity Attack0.036878675
Insult0.018129934
Profanity0.012722028
Threat0.007857903
Severe Toxicity0.0016403198
Low Tox 0.06263174 Moderate Con 0.473 Policy_Critique
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
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 …
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 …
Madame when ppl say you have no culture… respond with our architectural achievements, rule of law, lifestyle, our language our artwork, our medical advances, our railways and then go on and on and they might …
Madame when ppl say you have no culture… respond with our architectural achievements, rule of law, lifestyle, our language our artwork, our medical advances, our railways and then go on and on and they might learn something.
Identity Attack0.004606233
Insult0.0279513
Profanity0.011133623
Threat0.005945166
Severe Toxicity0.0009441376
Low Tox 0.057005897 Moderate Con 0.344
Sep 17, 2025 1 likes Why Canadians Are Turning Against …
Not one law or rule in 15 years has helped.the masses only politicians and corporations when will we wake up
Not one law or rule in 15 years has helped.the masses only politicians and corporations when will we wake up
Identity Attack0.0048837173
Insult0.026960457
Profanity0.01220964
Threat0.007353018
Severe Toxicity0.0012588501
Low Tox 0.057005897 Low Con 0.299 Policy_Critique
Jan 20, 2026 Canada’s new rules in 2026
That is the reason I think AI should rule the country, not the politicians. Politicians clearly make wrong decisions one after the other. Their only concern is to save their seats. 😊
That is the reason I think AI should rule the country, not the politicians. Politicians clearly make wrong decisions one after the other. Their only concern is to save their seats. 😊
Identity Attack0.007954539
Insult0.025284592
Profanity0.010587076
Threat0.0066927844
Severe Toxicity0.0009393692
Low Tox 0.054531995 Moderate Con 0.5 Policy_Critique
Aug 26, 2025 Why Canadians Are Turning Against …
If you Canadians do nothing for that I’m telling you from experience you done the next years. I’m from Greece I move to Canada 2012 I didn’t speak English I go to college to learn …
If you Canadians do nothing for that I’m telling you from experience you done the next years. I’m from Greece I move to Canada 2012 I didn’t speak English I go to college to learn English I follow the rules pay tax respect. in greece same thing happened, and rest of ther Europe (do something or you done)
Identity Attack0.0376521
Insult0.018774498
Profanity0.0118680475
Threat0.0065697995
Severe Toxicity0.0015640259
Low Tox 0.054284602 Constructive 0.601
Aug 27, 2025 2 likes Why Canadians Are Turning Against …
As a indo-canadian born here something needs to be done. We need to make More noise. We all need to pressure the government more and get them to change the rules now and not slowly …
As a indo-canadian born here something needs to be done. We need to make More noise. We all need to pressure the government more and get them to change the rules now and not slowly 😢.
Identity Attack0.021183543
Insult0.017163089
Profanity0.01261955
Threat0.010731863
Severe Toxicity0.0016784668
Low Tox 0.05280026 Constructive 0.612
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
22years ago a family of four newcomers - mom, dad and two kids, from Pakistan, moved in next door to us in a small south west Ontario city. Beautiful neighbourhood with lovely homes. Within 18 …
22years ago a family of four newcomers - mom, dad and two kids, from Pakistan, moved in next door to us in a small south west Ontario city. Beautiful neighbourhood with lovely homes. Within 18 months there were 21 family members - parents, aunts, uncles, cousins, etc - packed in there and the government cheques were pouring in; surprise, surprise; suddenly they were able to start buying businesses and investment properties. Don’t get me wrong, they were nice and only took advantage of everything the government was offering but they certainly flaunted rules and what I’d call Canadian conventions. Their house and property was turning into a complete shithole and we did the “white flight” shortly afterwards. Make no mistake, whether it’s India or Pakistan, we are slowly, or maybe not so slowly, be colonized by those countries…and those are not nice countries.
Identity Attack0.018972786
Insult0.023221988
Profanity0.01982715
Threat0.0071717775
Severe Toxicity0.0020885468
Low Tox 0.049831573 Constructive 0.676 Personal_Narrative
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Canada’s government needs to check also about issuing the driver license. because i’ve heard that you can pay now to pass the driving test even all this people doesn’t know the rules or even following …
Canada’s government needs to check also about issuing the driver license. because i’ve heard that you can pay now to pass the driving test even all this people doesn’t know the rules or even following all the signs on the road. I’ve never seen so much car accident and too much car on the road. Why it is easy for them now to get a license. We need to remember driving in other country is not the same here. Also even your credit score is bad, even your salary is not good the car company gives you a car easily with hight interest. Thats also need to be check
Identity Attack0.007806548
Insult0.027218282
Profanity0.013131939
Threat0.0071588317
Severe Toxicity0.0016307831
Low Tox 0.049336795 Constructive 0.614 Policy_Critique
Sep 30, 2025 2 likes IRCC Names India in Study …

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.