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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: "As for the driving I …" 424 comments · Page 7 of 17
Somebody must've noticed what a torture it is driving around Montreal. Not to mention the ridiculous wait times for our universal health care.
Somebody must've noticed what a torture it is driving around Montreal. Not to mention the ridiculous wait times for our universal health care.
Identity Attack0.014350293
Insult0.40243408
Profanity0.06195303
Threat0.010343489
Severe Toxicity0.005874634
Moderate 0.37751234 Moderate Con 0.443
Nov 22, 2025 110 likes Quebec Ends Economic Immigration Program …
They drive just like the Hasidic Jews in upstate NY.
They drive just like the Hasidic Jews in upstate NY.
Identity Attack0.44690517
Insult0.24928534
Profanity0.12903778
Threat0.012492486
Severe Toxicity0.023076924
Moderate 0.37694603 Moderate Con 0.345 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
bruh im living in brampton rn as a white guy and i must say it is so bad. only benefit is driving a subaru in snow and smokin them all in the streets.
bruh im living in brampton rn as a white guy and i must say it is so bad. only benefit is driving a subaru in snow and smokin them all in the streets.
Identity Attack0.3817989
Insult0.16824563
Profanity0.20700185
Threat0.13633445
Severe Toxicity0.023076924
Moderate 0.37576625 Moderate Con 0.42
Jan 27, 2026 Inside Canada's Indian Invasion...
Dude, 12 years ago, I knew a girl who loved to screw illegal aliens, and one paid me $100 to drive him to 0 Avenue in Surrey, BC. He jumped the fence and was gone …
Dude, 12 years ago, I knew a girl who loved to screw illegal aliens, and one paid me $100 to drive him to 0 Avenue in Surrey, BC. He jumped the fence and was gone in a minute through a farmer's field. That's easy. Why pay 6K when you can do it for free? Thanks for showing the LIBERAL/NDP of Canada's third-world downfall.
Identity Attack0.2808415
Insult0.29383746
Profanity0.20483992
Threat0.10696311
Severe Toxicity0.023076924
Moderate 0.37576625 Constructive 0.55 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I'm not fed up with Immigrants for who they are but some can't drive to save their lives and are a hazard. I nearly got smoked a few times simply because the ones I mentioned …
I'm not fed up with Immigrants for who they are but some can't drive to save their lives and are a hazard. I nearly got smoked a few times simply because the ones I mentioned cannot drive. I will tell you I know this because I know driver examiners that have told me horror stories. Many STILL drive and with no insurance. It's insane.
Identity Attack0.34649673
Insult0.34548226
Profanity0.035148825
Threat0.008246276
Severe Toxicity0.009994507
Moderate 0.37340668 Constructive 0.717
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
This video says exactly what I've been saying for years. I've lived in Brampton my whole life and im 40 now so I'll tell you its changed and changed for the worse. My car has …
This video says exactly what I've been saying for years. I've lived in Brampton my whole life and im 40 now so I'll tell you its changed and changed for the worse. My car has been broken into atleast 20 times in 5 years and 3 months ago a older Indian man broke into our house and was wearing my sister's clothes sleeping in her bed. He went through all our stuff and even ate food out of the fridge. So violating and frustrating living in Brampton lately. I'm so ashamed to say im from Brampton and even indian people in other towns have made fun of me for living in Brampton and telling me how bad the driving is. Lol thanks buddy. 😢
Identity Attack0.36702603
Insult0.24287975
Profanity0.22592722
Threat0.054624002
Severe Toxicity0.023076924
Moderate 0.37340668 Constructive 0.805 Personal_Narrative
Sep 19, 2025 19 likes Inside Canada's Indian Metropolis (Brampton)
Brampton driving test centre needs to be shut down all employees are being paid on the side to pass these horrible drivers
Brampton driving test centre needs to be shut down all employees are being paid on the side to pass these horrible drivers
Identity Attack0.014149316
Insult0.40243408
Profanity0.055940874
Threat0.011974656
Severe Toxicity0.006904602
Moderate 0.3722269 Low Con 0.279 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
they should've deported all these visa student immigrants...over 5million of them and 0 went to school!!! then on top of it people are making the same money from 10 years ago while the cost of …
they should've deported all these visa student immigrants...over 5million of them and 0 went to school!!! then on top of it people are making the same money from 10 years ago while the cost of living goes up and up and up they mock us because we don't want to have children because we simply cannot afford 2-3k childcare while making 3.5k/month after taxes and rent at 3k/month while they come here have a free house, free money, pop out kids like crazy because the government will pay for the extra kids shit...highschool kids cant even get a job these days...the jobs that used to be for kids like tim hortons mcdonalds etc...are literally taken by immigrants as full blown jobs then there's not even enough jobs for the people here and employers are paying less and less and if you don't like it move along there's 100 illegal immigrants on student visas behind you waiting for that job when they should've been out of this country already!! Vancouver full of crackheads on fentanyl...Toronto full of heroin addicts walking around like zombies truck drivers buying cdl's from vending machines... icing on the cake was a crackhead doing heroin on a bench in broad daylight right on king st w. we're talking about a main street not a slow street or a side street where nobody sees shit...its fucking KING AND PETER!! I got so pissed off I tried to confront the dude but he was so out of it he couldn't even function... now we're talking about a crackhead that if he opens his eyes and he's flipping out and sees you as the cookie monster he'll fucking stab you with a needle what if it has hiv? or some other messed up disease? what if its a kid? WHAT IF IT'S YOU? what will it take for people to finally care about the issues in the community?!? crackhead immigrant? deported... cdl's? 10mil government trust fund to either run your own truck or to open a company...this would end all of these bankruptcy runaways whenever shit happens... student WORK visas? revoke them all...if they can't afford to pay for their international studies they have no business being an international student... first you study...get your degree once COMPLETED if you want to come back because you liked Canada apply from OUTSIDE Canada for a visa/pr. we don't need people working 10 years saving up to study living in a condo bedroom like 6 people in there driving up the cost of living for everyone else then fucking off when shit gets tough...
Identity Attack0.28622448
Insult0.344702
Profanity0.09486605
Threat0.032695748
Severe Toxicity0.01825585
Moderate 0.3722269 Constructive 0.628 Economic_Argument
Aug 25, 2025 Why Canadians Are Turning Against …
In my corner of my million+ city, I’m SHOCKED 😮 when I see a white person, or “normal, legal, safe” driving knowledge and abilities
In my corner of my million+ city, I’m SHOCKED 😮 when I see a white person, or “normal, legal, safe” driving knowledge and abilities
Identity Attack0.40351558
Insult0.13064787
Profanity0.10178173
Threat0.012751401
Severe Toxicity0.02077355
Moderate 0.37073207 Moderate Con 0.366 Fear_Threat
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Indians crossing illegally to the US passing by mexicans crossing illegally to Canada like that meme of the 2 people driving by each other 😅
Indians crossing illegally to the US passing by mexicans crossing illegally to Canada like that meme of the 2 people driving by each other 😅
Identity Attack0.44690517
Insult0.16989174
Profanity0.032643758
Threat0.008246276
Severe Toxicity0.014253352
Moderate 0.37073207 Low Con 0.242 Humor_Satire
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Yep we are screwed big time, here in Moncton New Brunswick we only used to have a small number of Immigrants usually a mix of francophone students and refugees properly vetted by immigration. Jobs were …
Yep we are screwed big time, here in Moncton New Brunswick we only used to have a small number of Immigrants usually a mix of francophone students and refugees properly vetted by immigration. Jobs were available for everyone, a small example is the taxi cab drivers who were usually a mix of older semi retired Canadians, Sudanese and Syrian refugees who communicated well and tried to adapt to their new home, Canada. COVID hit and we started seeing Punjabi’s coming in unprecedented numbers, they say as students, from Brampton Ontario?Overnight all Walmart, Taxi/Truck Driving jobs, Tim Hortons, McDonalds were Punjabi jobs who do we blame? Rents are high, jobs once available are unavailable life has become hard where do we run same people voted again for the same government that has destroyed us 😢😢😢.
Identity Attack0.27662867
Insult0.28791866
Profanity0.33453682
Threat0.010550622
Severe Toxicity0.023076924
Moderate 0.36867723 Constructive 0.792
Jun 18, 2025 33 likes How Canada broke its immigration …
Lmfao when the Asians are complaining about the driving you know there’s a problem. 😆
Lmfao when the Asians are complaining about the driving you know there’s a problem. 😆
Identity Attack0.40158966
Insult0.15414265
Profanity0.14578357
Threat0.01101667
Severe Toxicity0.018707745
Moderate 0.36867723 Low Con 0.172 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
As usual so many racist comments. Canada is a melting pot. Do you think most of the white people are Canadian for 1000 years and not first/2nd/3rd generation immigrant themselves like from Italy, Greece, Portugal, …
As usual so many racist comments. Canada is a melting pot. Do you think most of the white people are Canadian for 1000 years and not first/2nd/3rd generation immigrant themselves like from Italy, Greece, Portugal, Ireland, etc.? Anyway, I enjoyed the video. Brampton seems like a mini Punjab/ mini India. And driving over there is bad is true but why do the police and authorities don't do anything about it? Easy money from fines.
Identity Attack0.39870077
Insult0.25602314
Profanity0.031641733
Threat0.007547205
Severe Toxicity0.013414118
Moderate 0.3625127 Constructive 0.747 Moral_Argument
Feb 7, 2026 1 likes Inside Canada's Indian Invasion...
Maybe scamming someone while driving 😂
Maybe scamming someone while driving 😂
Identity Attack0.011321344
Insult0.10587067
Profanity0.22693542
Threat0.2836219
Severe Toxicity0.020902663
Moderate 0.3625127 Low Con 0.266 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
You know the driving is bad when the Asians are laughing at them.
You know the driving is bad when the Asians are laughing at them.
Identity Attack0.43256098
Insult0.16846494
Profanity0.09744903
Threat0.010214032
Severe Toxicity0.013349563
Moderate 0.3625127 Low Con 0.153
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Don't believe 5:35 whatever this guy said if that's true why do we not have driving problems in Africa only in places with asain people and south asains 😅
Don't believe 5:35 whatever this guy said if that's true why do we not have driving problems in Africa only in places with asain people and south asains 😅
Identity Attack0.39334553
Insult0.08434689
Profanity0.087430455
Threat0.013528148
Severe Toxicity0.01935331
Moderate 0.36095104 Moderate Con 0.444 Unverified_Claim
Jan 27, 2026 9 likes Inside Canada's Indian Invasion...
Everywhere you go now is Indians trying to scam every system, break every rule to suit themselves. Just today - I couldn't even buy butter without an Indian being halted at the checkout for ignoring …
Everywhere you go now is Indians trying to scam every system, break every rule to suit themselves. Just today - I couldn't even buy butter without an Indian being halted at the checkout for ignoring the "six pounds or less" limit per customer the store had imposed. Went to drive thru - couldn't understand the person on other end of speaker. It's everywhere and politicians are all the same. 3000 more Indians into Canada, every day without fail.
Identity Attack0.44690517
Insult0.24493282
Profanity0.038906425
Threat0.011586283
Severe Toxicity0.013349563
Moderate 0.36095104 Constructive 0.564 Unverified_Claim
Sep 19, 2025 11 likes Inside Canada's Indian Metropolis (Brampton)
People who drive in countries like India don’t just switch up how they drive overnight, they are going to bring their bad driving habits like has anyone seen how they drive out there it’s crazy.
People who drive in countries like India don’t just switch up how they drive overnight, they are going to bring their bad driving habits like has anyone seen how they drive out there it’s crazy.
Identity Attack0.30256465
Insult0.34101152
Profanity0.099305905
Threat0.010032792
Severe Toxicity0.011444092
Moderate 0.36095104 Moderate Con 0.301 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
All these comments are correct. We are all sick and bloody tired of what is going on in once a beautiful country here in cal Gary Alberta Canada, especially the Northeast quadrant of the city. …
All these comments are correct. We are all sick and bloody tired of what is going on in once a beautiful country here in cal Gary Alberta Canada, especially the Northeast quadrant of the city. It is nothing but people from India. They're Punjab, people from Nigeria, Africa, and the Philippines, and in my experience. I am a blind, white single woman who owns my condo and a perfect parking spot for 8 years. I have bean horrifically harassed, buy these people. Because I would not bow down to their demands to give them my parking stall. They used the Calgary city police as weapons against me. Calling them and telling them I am a child molester, because I was Videoing in public videoing, taking evidence Of what is going on around here? Witches, my constitutional right? They called the cops telling them, I am a racist, a drug dealer, and a killer. They almost we're successful in having my nephew arrested telling the police that he hit their little cockroaches. With his car, the black cop that I invited into my home stupidly. Was Very hot and waning arrest both of us, but there was no damage on the car. No damage on their little cockroaches, no charges, but the black cop 2 hours later cold because he wanted my nephew's license plate number. He was probably trying to catch him driving dirty, but never called back. So he didn't find anything. These people have threatened to shoot me. They have threatened big consequences. They have threatened to slap the f out of me. They have threatened to pop the pimples out of my eyes. And when they found out that I was blind, that's when they ramped up the harassment, the cops did nothing about the threats towards me when they told the cops that we I threatened to kill them. They are the ones that threaten to chop my nephew and his dog up. The cops never did anything about their threats. They told me to stay in my unit for safety or move for my safety. The condo corporation refuses to do anything as well. So if anyone nose a good civil rights lawyer, please reply to me. Because I fear for my life, this is no joke and because I have to move. I will have a good case to sue the condo corporation as I feel unsafe. These people from these countries do not like people. With disabilities, they believe that we are a curse and that we are a waste of society.
Identity Attack0.3780483
Insult0.32682732
Profanity0.14402086
Threat0.02250864
Severe Toxicity0.019998873
Moderate 0.36095104 Constructive 0.759 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
First it was the Irish immigrants they hated; now we celebrated St Patrick's Day. Then it was the Germans; now we celebrated Oktoberfest. Then the Italians 'invaded' New York; now it's pizza and pasta in …
First it was the Irish immigrants they hated; now we celebrated St Patrick's Day. Then it was the Germans; now we celebrated Oktoberfest. Then the Italians 'invaded' New York; now it's pizza and pasta in Little Italy. Then it was the Chinese; now every city has a Chinatown. Then it was the Japanese who we sent to camps in the 40s; now we drive their cars. Then it was the Vietnamese they hated because they were fleeing war; now we get a $15 haircut from the woman at the mall. Then it was the Mexicans; now we eat the food from the farms they work at. Then it was the Arabs; now we're fighting for their statehood. Then it was the Koreans; now we have their appliances in our kitchens and cell phones in our hands. Now it's the South East Asian's turn at discrimination and the labelling of those "very dirty people." You'll get over it soon enough and become friends with the Pakistani restaurant owner down the street, or you'll move to Woodstock and enjoy your cultural homogeneity, before the next wave of "others" from some new place around the world threatens your sense of 'I was here first' mentality and ownership of being Canadian. FFS!
Identity Attack0.39966375
Insult0.24928534
Profanity0.14225815
Threat0.039602257
Severe Toxicity0.023076924
Moderate 0.36095104 Constructive 0.613 Moral_Argument
Sep 20, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Many come with fake study visa, then go to downtown Toronto and do uber eats on their moped/ebikes. They drive extremely recklessly, often without lights at night or stopping in the middle of the bike …
Many come with fake study visa, then go to downtown Toronto and do uber eats on their moped/ebikes. They drive extremely recklessly, often without lights at night or stopping in the middle of the bike lanes glued to their phone. Its absolutely ridiculous the amount of close calls i have had with them, going down the wrong way, running stop signs and red lights.
Identity Attack0.017867407
Insult0.37506318
Profanity0.06596114
Threat0.008052089
Severe Toxicity0.0050354004
Moderate 0.34757367 Constructive 0.57 Unverified_Claim
Sep 19, 2025 1,553 likes Inside Canada's Indian Metropolis (Brampton)
You just have to watch how people drive in India! It is not a no brainer! The Canadian government t needs to make sure they make these bad drivers to be accountable. The liberal government …
You just have to watch how people drive in India! It is not a no brainer! The Canadian government t needs to make sure they make these bad drivers to be accountable. The liberal government is responsible because of their laws. Criminals running rampant and doing what they want, because there is no consequences! THANK YOU LIBERALS🤡🤡🤡🤡
Identity Attack0.24074486
Insult0.33896056
Profanity0.02795705
Threat0.009540852
Severe Toxicity0.010147095
Moderate 0.34328604 Moderate Con 0.305 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Living in canada my experience is that Indian women are a lot nicer than Indian men. Women are more respectful and polite and the men are just MEAN and dont get me started about the …
Living in canada my experience is that Indian women are a lot nicer than Indian men. Women are more respectful and polite and the men are just MEAN and dont get me started about the driving
Identity Attack0.4006267
Insult0.22770336
Profanity0.07223598
Threat0.007974415
Severe Toxicity0.014447021
Moderate 0.3389984 Constructive 0.537 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
And to answer your question from a Canadian 🇨🇦 , we can not stand this infestation , this will go down in the history books as the biggest mistake are country ever made . Literally …
And to answer your question from a Canadian 🇨🇦 , we can not stand this infestation , this will go down in the history books as the biggest mistake are country ever made . Literally picked the slowest shmelliest breed to flood are country with , these guys can’t even handle a job at SINGH HORTONS they struggle to make a double double … never mind drive a car , they are the worst drivers too ffs . We want them all gone now
Identity Attack0.22783615
Insult0.344702
Profanity0.051431753
Threat0.02250864
Severe Toxicity0.015479924
Moderate 0.3389984 Moderate Con 0.323 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Jst tell your family members overseas to change their names to SINGH and BHUPINDER and you can come to canada im so ashamed to be a Canadian,in the 90’s and early 2000’s how hard it …
Jst tell your family members overseas to change their names to SINGH and BHUPINDER and you can come to canada im so ashamed to be a Canadian,in the 90’s and early 2000’s how hard it was to come into this lovely country but now Indians with all these fake abandoned mall colleges and truck driving schools bring everyone from Mumbai and Punjabi province
Identity Attack0.3817989
Insult0.2679134
Profanity0.02973333
Threat0.008686432
Severe Toxicity0.015802706
Moderate 0.3389984 Moderate Con 0.448
Sep 30, 2025 1 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.