Skip to content
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

click to expand

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.

Search & Filter

Search comment text, filter by category or toxicity level
Active: "This does nothing for actual …" 20 comments
This s*** is why Americans and America are treating us so piss poorly our government was told to secure our border and what does our government do? it ignores the ever-living s*** out of the …
This s*** is why Americans and America are treating us so piss poorly our government was told to secure our border and what does our government do? it ignores the ever-living s*** out of the issue. Now we've got hey dude video taping himself being smuggled into the US. And then moron Canadians go on and say well the tariffs are this the tariffs are that, the tariffs wouldn't have happened if our government had done its damned job. What's happening right now between Canada and the US has everything to do with our governments incompetency and moronism and absolutely nothing to do with the Americans trying to take over or do some other evil bulshit.... And all of it could have been avoided if our government had actually listened to the US and secured our f****** borders
Identity Attack0.5135796
Insult0.6370372
Profanity0.68353343
Threat0.03856628
Severe Toxicity0.35368225
Toxic 0.7675452 Moderate Con 0.371 Identity Attack Insult Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
Carney makes sure he puts the dumbest people on immigration. Because he knows the dumbest people support the Liberal Party. So it doesn't matter how bad they break everything. They're gonna get still gonna get …
Carney makes sure he puts the dumbest people on immigration. Because he knows the dumbest people support the Liberal Party. So it doesn't matter how bad they break everything. They're gonna get still gonna get supported. Because for some reason, people think Carney is king and walks on water and was the first man on the moon and everything else he takes credit for that. He didn't do. He left nothing but chaos in his wake anywhere. He's been just asked the slaves in the Amazon rainforest. What they thought of him in Brookfield, management asked the United Kingdom what they thought about his stint there and now he's in Canada. He wrecked things for 5 years as Trudeau's advisor and now he's the big shot, loser, screwing Canada even worse. I'm willing to bet if anyone actually cared enough to follow the money. I think canadian taxpayers are paying for not only his trips around to these other countries for deals, but I think were accommodating Brookfield management as well!
Identity Attack0.13377325
Insult0.6677319
Profanity0.2347036
Threat0.012596053
Severe Toxicity0.023076924
Moderate 0.60311776 Moderate Con 0.488 Insult Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
DISGUSTING Liberals and their treasonous policies strike again! There is NOTHING that has destroyed this country (not unified it) more than EVERY SINGLE LIBERAL POLICY! There's never been a SINGLE Liberal policy to date that …
DISGUSTING Liberals and their treasonous policies strike again! There is NOTHING that has destroyed this country (not unified it) more than EVERY SINGLE LIBERAL POLICY! There's never been a SINGLE Liberal policy to date that has ACTUALLY made Canada better in any way/shape/form! They all need to be charged for treason, tried for treason, and sentenced for treason. They have killed hundreds of thousands of Canadians with their policies, and it's nothing short of a modern-day genocide: gun deaths, crime deaths, narcotic overdose deaths, vaccine mandates, fentanyl deaths, homelessness death by cold/weather, massive fires from church burnings, and mental health & suicide rates are ALL through the ROOF under the liberals! So, these Liberals can all go to hell where they came from. They are a death cult.
Identity Attack0.36702603
Insult0.6261769
Profanity0.13961408
Threat0.2566701
Severe Toxicity0.056527592
Moderate 0.6027529 Moderate Con 0.368 Insult
Oct 6, 2025 IRCC Names India in Study …
As a indian🇮🇳 ....if u feel disgusted mainly canadians why u r voting ndp....and after electing your own party ...tell them to kick...btw i dont think they are illegal immigrants...they went there legally..and they behave …
As a indian🇮🇳 ....if u feel disgusted mainly canadians why u r voting ndp....and after electing your own party ...tell them to kick...btw i dont think they are illegal immigrants...they went there legally..and they behave nothing like immigrants of Europe ....yes indians are dirty...but i think that tax paying blame is actually false..indian do pay taxes...
Identity Attack0.5707127
Insult0.5130944
Profanity0.22429734
Threat0.34804323
Severe Toxicity0.14126498
Moderate 0.5532103 Constructive 0.668 Identity Attack Insult Personal_Narrative
Dec 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Crying white europeans. Nothing new, time for you to go home to Europe - where you actually belong
Crying white europeans. Nothing new, time for you to go home to Europe - where you actually belong
Identity Attack0.5680164
Insult0.42367843
Profanity0.19155724
Threat0.063999176
Severe Toxicity0.06101104
Moderate 0.54325575 Low Con 0.174 Identity Attack Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
The immigrants just don't integrate to Canadian morals. That is the problem. This is why we are losing our culture. (if Canada didn't take migrants I'd bet we'd have more kids and we are just …
The immigrants just don't integrate to Canadian morals. That is the problem. This is why we are losing our culture. (if Canada didn't take migrants I'd bet we'd have more kids and we are just adjusting to a population size that reflects our needs) Maybe ACTUAL Canadians should flip the fuck out like we do in war. I am hating how much worse Canada has gotten and I feel that if I put in more effort there will be the opposite of a reward at the end. Paying families to have kids means that women won't go to their corpo daycare. The more people you bring with NOTHING, takes away from those who paid for it and everyone suffers.
Identity Attack0.4830652
Insult0.43450394
Profanity0.46460027
Threat0.04201601
Severe Toxicity0.11756202
Moderate 0.50789946 Constructive 0.636 Identity_Assertion
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh …
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh no no Indians can't be in the government even though they have been living in the Brampton and GTA area for generations they are overlooked as real citizens but now that things have changed social media pages and channels like this have been for the past 3-4 years spreading propaganda about Indians ruining Canada or some stupid shit like that. This video is just highlighting how easy it is to make this divisive content. This is in similar lines to those Instagram reel pages that post every little mistake Indian people do and get recorded and shamed for it online. Other races do the same shit but those pages only post about Indians. Target a specific group, even though all races have people like that. Racism needs a target race, it's like a hate group that's now festering online. I don't see these racists outside, but I know they are there silently judging me sitting in a public place. As for the amount of Immigrants, complain to your government. Actually try to make a change instead of being racist and divisive. This is not a solution, in fact it's the opposite of an actual solution that would work. All I see is Indian people especially in Brampton are hard workers that work 10+ hour shifts for minimum pay living paycheck to paycheck, and they are getting exploited by the companies that are Canadian but no one wants to talk about that, let's just complain about an ethnic group instead. Damn schizos.
Identity Attack0.48915586
Insult0.47787863
Profanity0.4001375
Threat0.06658544
Severe Toxicity0.16960317
Moderate 0.47173777 Constructive 0.706
Oct 4, 2025 16 likes Inside Canada's Indian Metropolis (Brampton)
Good luck but you are bit late…..There is a big difference between Sikh and Khalistani ….Khalistanis are extrimist groups they live along with good Sikhs…. They both wear Turban…this khalistanis thwy Come to canada they …
Good luck but you are bit late…..There is a big difference between Sikh and Khalistani ….Khalistanis are extrimist groups they live along with good Sikhs…. They both wear Turban…this khalistanis thwy Come to canada they fake asylum seekers…recently khalistanis in Canada has attacked Hindu communities in canada and police has done nothing to stop protect them ….they have attacked Hindu Temples and police were just watching them…they also burned down Indian consulate in San Francisco two years back they constantly threatened Indian embassy Indian consulate ambassador….if you think they have just attacked Indian or Hindus they don’t attacked Canadian…but you might be living in delusion they can turn around on actual Canadian also if you think you are red neck they are 10 time more red neck than you …so you are late they are all over places in your Government , they have formed political parties too they are in yoyr country airport security,Government offices,Border security all over so Good luck…There are millions and millions good Sikhs In India who Loves India and serve India too with pride,…just search for Gurupatwant singh pannun he runs khalistanis extrimist movement from your country Canada and also from America
Identity Attack0.48915586
Insult0.37960073
Profanity0.085167445
Threat0.13815513
Severe Toxicity0.02373986
Moderate 0.41168427 Constructive 0.634
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I've been saying for the last 6 years the whole problem with Canada is immigration it's got nothing to do with housing hospitals Healthcare schools and especially welfare it's because always new immigrants don't actually …
I've been saying for the last 6 years the whole problem with Canada is immigration it's got nothing to do with housing hospitals Healthcare schools and especially welfare it's because always new immigrants don't actually do anything they've been bad for Canada and will never be any good they hate the country but yet they want to be citizens give me a break our country is full of protesters and criminals
Identity Attack0.33675182
Insult0.37846634
Profanity0.027547138
Threat0.009256045
Severe Toxicity0.012962224
Moderate 0.37751234 Constructive 0.602 Identity_Assertion
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
These comments are jokes … I’m a born and raised Canadian who’s parents came here in the 1960 to British Columbia , Brampton is beautiful city a lot of this hate towards it is just …
These comments are jokes … I’m a born and raised Canadian who’s parents came here in the 1960 to British Columbia , Brampton is beautiful city a lot of this hate towards it is just racism .. go to Markham filled with Chinese’s who’s stores names are written in their language they even had police station setup , go to Mississauga area filled with Arabs, go to parkdale filled with Philippines and Tibetan … every city in this country has sub section of communities and if people have issue with immigration go and complain to the government that’s allowing it to happen by selling false dreams … immigration is open to anyone as long as you have the money to support your stay here along with the necessary paperwork… plus half of the people complaining about jobs go and ask manager why they hire international kids .. cause they actually show up to work since they gotta work had to pay for high cost of living.. unlike most of the Canadian born kids that will call in sick cause they stayed up until 3 playing video games , it has nothing to do with skin color but work ethics
Identity Attack0.26325142
Insult0.16989174
Profanity0.03715288
Threat0.008841781
Severe Toxicity0.009727478
Low Tox 0.28547668 Constructive 0.686
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
😂😂😂 I never thought you’d actually do a video on Brampton. The “Doctors and Engineers” offer nothing good to us. Everyone used to live there, used to be a good prominent neighbourhood. Thankfully I got …
😂😂😂 I never thought you’d actually do a video on Brampton. The “Doctors and Engineers” offer nothing good to us. Everyone used to live there, used to be a good prominent neighbourhood. Thankfully I got out in 2002. Since the influx of Jeets, our insurance rates have sky rocketed, it’s impossible to get a decent job anywhere because they lie on their resume and scam the system, all while the government is giving them money. They also infect any place/city you want to go to. In 2017 it was a bad time to be in college/university, fast forward to now and how much more our government has imported, all of Ontario is doomed. Hope you went to Singh Hortons while you were here, it used to be good, now you’re lucky if you don’t get sick because of their hygienic standards. The only thing they’re good for is delivering us food when we don’t want to leave our house. The worst part is these people think they’re needed here and think they’re better than us Canadians because the government pushed them here. Useless people that infected and ruined everything we had, the jeet fatigue is real.
Identity Attack0.053399716
Insult0.24171697
Profanity0.07934829
Threat0.009307829
Severe Toxicity0.008506775
Low Tox 0.28425202 Constructive 0.564 Fear_Threat
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
I live in brampton, and it is actually wild. Every single business has been bought and turned indian. Go to Walmart, im.the only white guy. I have nothing against indian. I would feel the same …
I live in brampton, and it is actually wild. Every single business has been bought and turned indian. Go to Walmart, im.the only white guy. I have nothing against indian. I would feel the same if it was any race , including white people. There should be diversity it should just be equal. They let way to many people into canada way to easy
Identity Attack0.34000012
Insult0.06774519
Profanity0.05268429
Threat0.009592636
Severe Toxicity0.009918213
Low Tox 0.27750343 Constructive 0.591 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
I agree with over percent with what the white women said at th e beginning.. The part that she actually does have to hear and accept is the truth..Her ancestors were and are colonizers, those …
I agree with over percent with what the white women said at th e beginning.. The part that she actually does have to hear and accept is the truth..Her ancestors were and are colonizers, those are basic truths.. But the Government must turn the taps down on immigration right away, it is totally out of control.. Things are at the point where no one Zero more immigrants from India and Pakistan should be allowed to enter the country, for at least the next few years , until the government can get a true handle on things.. I really don't think the government officials have any idea of the pace at which Canada is rapidly changing.. It is mind boggling the rapid changes and that's from every single nook and cranny of this once beautiful country you will see new immigrants.. There are places i went to as a child with my folks, where you would never have seen nothing but white people, maybe a few native people, a couple of black and oriental folks and that was it.. Now there are car loads of east Indians running around some actually living in those communities.. I am not a racist person, but that's my own observation on the ground.. I think every single Canadian in this country would have the exact reaction..
Identity Attack0.2964622
Insult0.086852804
Profanity0.07643871
Threat0.019746035
Severe Toxicity0.012833111
Low Tox 0.2667042 Constructive 0.822
Aug 25, 2025 Why Canadians Are Turning Against …
They are definitely gaming the system. It's waaaaay too permissive. It's rough. Systems based on honor and lack of corruption get used when people used to bribery and corruption (most Indian politics, policies, taxes, etc) …
They are definitely gaming the system. It's waaaaay too permissive. It's rough. Systems based on honor and lack of corruption get used when people used to bribery and corruption (most Indian politics, policies, taxes, etc) will use the hell out of it. That's why it works in places like Denmark, Finland, etc. They don't let just ANYONE in, it's actually quite difficult. Nothing wrong with Immigration as long as the immigrants assimilate and do so legally.
Identity Attack0.17769934
Insult0.07301756
Profanity0.17055123
Threat0.008259222
Severe Toxicity0.0077819824
Low Tox 0.22445217 Constructive 0.689 Policy_Critique
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Please pin this comment Tyler, please go back and do a whole series about the Trucking Scandal 1. Please search the tragic Humboldt crash. The driver failed to read a stop sign 2. You actually …
Please pin this comment Tyler, please go back and do a whole series about the Trucking Scandal 1. Please search the tragic Humboldt crash. The driver failed to read a stop sign 2. You actually ended up speaking with a possible "mule" who again is there "temporarily" 3. Please look up the free documentary CBC put out in regards to the E Indian community "handing out" commercial driving licenses 4. Please search all the recent arrests inbound and outbound Detroit and Port Huron borders. 98% east Indian and the names are always written in the articles. These are facts 5. The "mules" get a slap on the wrist for the contraband and end up getting deported 6. The company starts the process again and claims they know nothing 7. Their company owners all drive exotic vehicles and fancy homes Please look into this, it's been happening for years and years
Identity Attack0.024198212
Insult0.071750276
Profanity0.024199532
Threat0.0101363575
Severe Toxicity0.0039863586
Low Tox 0.15103401 Constructive 0.747 Call_To_Action
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
It’s getting harder and harder for people to watch what happens in the House of Commons without feeling downright furious. Every day, Canadians work long hours, pay crushing taxes, and deal with rising costs — …
It’s getting harder and harder for people to watch what happens in the House of Commons without feeling downright furious. Every day, Canadians work long hours, pay crushing taxes, and deal with rising costs — and for what? To watch elected officials sit in Parliament and turn Canadian issues into a circus. It feels like half the time they’re more interested in scoring cheap political points than actually solving anything. The constant bickering, yelling, and rehearsed “outrage” looks less like leadership and more like a never‑ending performance meant to distract us from how little actually gets done. How much do you think each of them makes just sitting there doing nothing all day, and calling it a job. THE REAL CROOKS OF CANADA Politicians. Blame the Indians who come to work in Canada when send billions to Ukraine. WAKE UP CANADA TO REAL PROBLEM
Identity Attack0.026609946
Insult0.07016616
Profanity0.020168742
Threat0.008077981
Severe Toxicity0.0027656555
Low Tox 0.12867521 Moderate Con 0.49 Policy_Critique
Feb 5, 2026 Inside Canada's Indian Invasion...
The sad reality is that if our government wasn't taxing our young Canadians to death from the moment they get started at attempting to build a future for themselves, the young Canadians would actually be …
The sad reality is that if our government wasn't taxing our young Canadians to death from the moment they get started at attempting to build a future for themselves, the young Canadians would actually be putting thought into having children and starting families. But the reality is they can't afford it and everyone knows that our young Canadians don't make the list of government handouts. As a child immigrant to Canada, I am absolutely disgusted with what we've turned into and how easy it is for today's immigrants to come here, it's like spitting in the faces of immigrants like my parents and many others who had to work their asses off to be here and make a life for themselves and their kids. Every older generation immigrant I have spoken with says they feel like all of their sacrifice was for nothing. When we immigrated here, we kept our traditions, but we also embraced Canadian traditions and I passed our traditions onto my child, but she was raised Canadian and she embraces both. Our whole family has been proudly Canadian since the day we came here and it breaks our hearts to see what our Canada has become. Love that you put this out on YouTube so more people can wake up to the realities of the state of Canada. Great work!! 🙌
Identity Attack0.042550452
Insult0.05086332
Profanity0.025770858
Threat0.01119791
Severe Toxicity0.0037765503
Low Tox 0.11419344 Constructive 0.837 Personal_Narrative
Aug 25, 2025 18 likes Why Canadians Are Turning Against …
I just watched Tucker’s interview with the man that made the documentary “Replacing Europe” and it was very eye opening! Even if you are not a fan, I encourage you to watch. This is happening …
I just watched Tucker’s interview with the man that made the documentary “Replacing Europe” and it was very eye opening! Even if you are not a fan, I encourage you to watch. This is happening all over!! Apparently, many places in Europe can’t even build a military because they don’t have anyone to actually fight for Europe due to them all being migrants. Lots of other interesting things I didn’t know. Honestly, it’s kind of heartbreaking to see such beautiful places changed so drastically and becoming so dangerous for everyone. Nothing against the good people, but unfortunately it is not the majority. So much corruption exposed and it goes all the way to the top in every government involved! 💔💔💔
Identity Attack0.057492398
Insult0.034562174
Profanity0.034146797
Threat0.009877442
Severe Toxicity0.004005432
Low Tox 0.11036996 Constructive 0.758
Jan 27, 2026 Inside Canada's Indian Invasion...
So....nothing that actually puts real dollars in canadians pockets. Surprise Surprise. Keep voting liberal!
So....nothing that actually puts real dollars in canadians pockets. Surprise Surprise. Keep voting liberal!
Identity Attack0.026207991
Insult0.032138187
Profanity0.012107162
Threat0.0062849927
Severe Toxicity0.0015544891
Low Tox 0.08637348 Low Con 0.164 Economic_Argument
Jan 15, 2026 Canada’s new rules in 2026
This does nothing for actual canadians. Nothing!
This does nothing for actual canadians. Nothing!
Identity Attack0.04435511
Insult0.021159383
Profanity0.011611853
Threat0.006356194
Severe Toxicity0.0014972687
Low Tox 0.07608539 Low Con 0.217 Policy_Critique
Jan 23, 2026 Canada’s new rules in 2026

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.