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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 9 of 17
What do black people have to do with the driving experience tho which I think is more important and is what determines livability.
What do black people have to do with the driving experience tho which I think is more important and is what determines livability.
Identity Attack0.3819294
Insult0.097093195
Profanity0.10116278
Threat0.008505191
Severe Toxicity0.0128976675
Moderate 0.3140926 Moderate Con 0.38
Jan 27, 2026 Inside Canada's Indian Invasion...
4:34 - this is because Indias economy is booming and they're shifting their wealth to the new world a.k.a. colonizing. And a huge part of making that work is the whiteguilt liberal narrative that anyone …
4:34 - this is because Indias economy is booming and they're shifting their wealth to the new world a.k.a. colonizing. And a huge part of making that work is the whiteguilt liberal narrative that anyone Not White must be a refugee from the war torn wastelands. It's actually Western/Canadian chauvinism making that very racist misunderstanding of the situation. These are not the huddled masses seeking a better life these are the exploiters who got rich off the labor of other Indians back in india and then bailed on India to be SUV drivers who cant drive here.
Identity Attack0.35948995
Insult0.19967617
Profanity0.04366605
Threat0.010990778
Severe Toxicity0.010986328
Moderate 0.30854854 Moderate Con 0.487 Unverified_Claim
Sep 29, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Yes and you have to take a bus and stand for an hour and a half to get into the food bank while immigrants drive up in brand new cars and they go in separately …
Yes and you have to take a bus and stand for an hour and a half to get into the food bank while immigrants drive up in brand new cars and they go in separately so they get more food than entitled they cut the line while inside the food bank they try to snatch items off your table so tired of this rude behavior 🇨🇦
Identity Attack0.28034934
Insult0.19225755
Profanity0.026727317
Threat0.009463178
Severe Toxicity0.008010864
Moderate 0.30854854 Constructive 0.559
Aug 28, 2025 2 likes Why Canadians Are Turning Against …
any deportations higher than zero deportations that have been happening......they give $10,000,000 to a convicted middle eastern murderer Omar Khadr....reward murderers and invite criminals in to freeload off Canadian tax payers.....they pay $50,000 for Canadian …
any deportations higher than zero deportations that have been happening......they give $10,000,000 to a convicted middle eastern murderer Omar Khadr....reward murderers and invite criminals in to freeload off Canadian tax payers.....they pay $50,000 for Canadian citizenship and the owners of the immigration agencies are involved and all drive G-Wagons.....CRA go look there!!!!!
Identity Attack0.18391247
Insult0.23704576
Profanity0.016957775
Threat0.053330876
Severe Toxicity0.011520386
Moderate 0.30716252 Low Con 0.203 Unverified_Claim
Dec 26, 2025 Deportations From Canada at Their …
Tyler needs to cover the Chinese invasion in Richmond, BC next. The driving in Richmond is worse than Brampton.
Tyler needs to cover the Chinese invasion in Richmond, BC next. The driving in Richmond is worse than Brampton.
Identity Attack0.28622448
Insult0.18355975
Profanity0.022559889
Threat0.010162249
Severe Toxicity0.00793457
Moderate 0.30527395 Low Con 0.21
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Not just brown town in Brampton it’s all over. Worst thing man is they are training ppl in Punjab at the local stores. Train ppl in English or French it’s Canada. I find it ignorant …
Not just brown town in Brampton it’s all over. Worst thing man is they are training ppl in Punjab at the local stores. Train ppl in English or French it’s Canada. I find it ignorant to train ppl in a language that Canadians don’t use. I go into Tim Hortons in a small town and they barely know English. Ask for cream get sugar everytime man. the culture sometimes is rude and short with ppl. Too many apartments and rentals are putting student immigrants first instead of Canada students. The driving is unreal saw immigrants driving in the middle of the road!! Like wtf. It’s out of control.
Identity Attack0.18705739
Insult0.27763805
Profanity0.04667213
Threat0.007883795
Severe Toxicity0.007019043
Moderate 0.30502358 Constructive 0.661 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I know several Indians who are professional and kind. But most are rude they run into you. Cut you off while walking and driving. Walmart is the worst now. So many employees are rude and …
I know several Indians who are professional and kind. But most are rude they run into you. Cut you off while walking and driving. Walmart is the worst now. So many employees are rude and disrespectful. I hate going anywhere that attracts a lot of tourists. They feel entitled, most do not try to be more Canadian. If I went to another country I would respect their ways and culture.
Identity Attack0.27340925
Insult0.24928534
Profanity0.04592061
Threat0.039256934
Severe Toxicity0.010223389
Moderate 0.3048984 Constructive 0.623 Identity_Assertion
Jan 28, 2026 9 likes Inside Canada's Indian Invasion...
If they didn't bring their culture of being rude, obnoxious and disregard Canadian laws and etiquette maybe it wouldn't be so bad, but they also mass imported them to give companies cheap labor so they've …
If they didn't bring their culture of being rude, obnoxious and disregard Canadian laws and etiquette maybe it wouldn't be so bad, but they also mass imported them to give companies cheap labor so they've taken a tonne of opportunity from Canadians, reduced the quality of our education system making domestic Canadians unlikely to get any employment and the students also exploit the system to work. They all need a place to live and many are exploiting the government for benefits on top of driving up housing prices because of the scarcity they're actively causing.
Identity Attack0.10409598
Insult0.30326313
Profanity0.026863953
Threat0.007948523
Severe Toxicity0.0074386597
Moderate 0.3048984 Constructive 0.649 Economic_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
I live in Brampton it's bad, at least I live in the southern part where it's not quite as infested, but it's still bad. We used to play spot the white guy driving up the …
I live in Brampton it's bad, at least I live in the southern part where it's not quite as infested, but it's still bad. We used to play spot the white guy driving up the 410, and that was like 15 years ago.
Identity Attack0.32768643
Insult0.15485314
Profanity0.09292633
Threat0.014048163
Severe Toxicity0.013091337
Moderate 0.30464804 Constructive 0.653 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Everybody in Canada that are real Canadians born here know this is a scam people buying tractor-trailer licenses people buying jobs people buying citizenships by marrying people for money families hiding relatives working in family …
Everybody in Canada that are real Canadians born here know this is a scam people buying tractor-trailer licenses people buying jobs people buying citizenships by marrying people for money families hiding relatives working in family businesses we all know it go to your corner store you see it people that can't speak English convenience stores people are driving for Uber can't speak English people working at Tim Hortons can't speak English and it's really funny that even when I go to Tim Hortons they play Indian music they talk behind the counter in Indian why this is not rocket science we know what's going on we know it started with the liberal government this is all just a scam by Jeemeet Trudeau he even dressed up as an Indian what does that tell you he makes special trips to India what does that tell you and our borders are opened up to anybody from India to come in as a temporary foreign worker yeah just think about it Canada and don't forget elbows up elbows up 💪
Identity Attack0.13163337
Insult0.24928534
Profanity0.058445938
Threat0.008414571
Severe Toxicity0.010604858
Moderate 0.30319387 Constructive 0.578 Unverified_Claim
Sep 30, 2025 IRCC Names India in Study …
The Canadians call Brampton , Bramledesh . I can't stand when I get sent there for work, I can't stand the smell of curry. I would love to have my country back to the way …
The Canadians call Brampton , Bramledesh . I can't stand when I get sent there for work, I can't stand the smell of curry. I would love to have my country back to the way it used to be in the 80's. I got rear ended by an Indian woman while driving down the road, I'm not sure how she got her license ( I know how she got it... $$$). There is no laws in India for driving a car so they don't know how to drive.
Identity Attack0.37012735
Insult0.1640896
Profanity0.035900343
Threat0.00951496
Severe Toxicity0.01083374
Moderate 0.30319387 Constructive 0.628 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
I lived in Brampton when its populations was 16,000 and it had a wooden bridge that crossed the Etobicoke Creek that ran across Hwy10 south at Meadowland park. It was washed away in 1965 flood. …
I lived in Brampton when its populations was 16,000 and it had a wooden bridge that crossed the Etobicoke Creek that ran across Hwy10 south at Meadowland park. It was washed away in 1965 flood. Small town, very 'orange', ie. Scottish protestant. Zero ethnics. Heck, they even hated the Catholics and wouldn't let them build the first Catholic church without a battle. It had one cinema downtown that charged .25cents for kids and .50cents for an adult ticket. It had a public pool that all the kids peed in during the summer and a red brick library which we went to religiously, every Friday to change our books. That town has completely disappeared. I used to drive to Brampton once a month for a meeting but decided driving into Brampton was such a risky behaviour especially on Bovaird, that I stopped going. Brampton has lost it character and exploded into a monstrous tract of cookie cutter box houses and strip malls. No one knows anyone else and there are no real neighbourhoods. If this is progress, give me the good old days when we could ride our bikes up and along Kennedy Road to Heart Lake conservation and go wading in the creek looking for tadpoles all day.
Identity Attack0.2795294
Insult0.16853803
Profanity0.24631839
Threat0.013631714
Severe Toxicity0.015157142
Moderate 0.30136615 Constructive 0.714 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
It's hard to drive when you have a bobblehead.
It's hard to drive when you have a bobblehead.
Identity Attack0.009434453
Insult0.25602314
Profanity0.10549548
Threat0.012026439
Severe Toxicity0.008010864
Low Tox 0.29953843 Moderate Con 0.347 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Driving in India is worse. Motorbike accidents happen every day
Driving in India is worse. Motorbike accidents happen every day
Identity Attack0.316
Insult0.081261896
Profanity0.08355101
Threat0.012337137
Severe Toxicity0.012833111
Low Tox 0.295883 Moderate Con 0.318 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Bruh the comment section is filled with racist people not minding india's population and seeing the not so big size of the country and still criticizing it for its poor infrastructure or people. The people …
Bruh the comment section is filled with racist people not minding india's population and seeing the not so big size of the country and still criticizing it for its poor infrastructure or people. The people also forgot how rich India was before united kingdoms invasion and how the British empire stole all the valuable resources from India like gold and used it for the development of London. So pls I am respectful don't be racist towards other countries. All are equal made by god just separated by borders of countries but live in the same soil which is our earth. It's also a fact that the people who have enough money or are rich in India live a good life where the infrastructure is good the people are good like the system in upper castes. Whereas the poor people are the ones which have to suffer as generally they are low castes and don't get jobs offered in India as they face caste discrimination and so they get involved in illegal activities like scam call centres and robbery to get some money. The foreigners only see the bad side of India and the bad people who are poor and have to earn something for their family to survive. So pls I know that the things these are doing are illegal or bad but still don't blame whole India for it as those people are very poor have nothing to eat and so they get lured by strangers into doing these things. I can easily say tyler is racist because it's just bad things about India that he shows like the photo of punjab he shows like a random street in punjab a person is driving in motorcycle and there is garbage all around and not showing the golden temple or beautiful places there. I know the people should point out the mistakes of a country like dirty places there but like all the images shown of the country are dirty and not a single picture is good about it even though there are many. That clearly racist and the motive is clearly here to disrespect the countrys image
Identity Attack0.25478655
Insult0.18604483
Profanity0.056441884
Threat0.00933372
Severe Toxicity0.010223389
Low Tox 0.2922276 Constructive 0.76 Moral_Argument
Feb 3, 2026 4 likes Inside Canada's Indian Invasion...
What about Trudeau's Syrian whitehelmets who got $50,000 cheques if they were single and $80,000 for those with families, don't listen to these lies just look at the houses they are living in and the …
What about Trudeau's Syrian whitehelmets who got $50,000 cheques if they were single and $80,000 for those with families, don't listen to these lies just look at the houses they are living in and the cars they are driving
Identity Attack0.10221587
Insult0.25998658
Profanity0.016137952
Threat0.008116818
Severe Toxicity0.005645752
Low Tox 0.29039988 Moderate Con 0.322
Jun 16, 2020 How much do refugees and …
When I lived in Toronto I never had any problems except for the bad drivers. At least Toronto streets are cleaned and paved... It's not literally India yet. Brampton is the worst for driving though …
When I lived in Toronto I never had any problems except for the bad drivers. At least Toronto streets are cleaned and paved... It's not literally India yet. Brampton is the worst for driving though seriously.
Identity Attack0.22631748
Insult0.24928534
Profanity0.029888187
Threat0.007029374
Severe Toxicity0.0051879883
Low Tox 0.29039988 Constructive 0.671 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
God! Please, i don,t want help from this medical personal..... I don,t understant 70% of his indian english. What WHY, i did switch dental office in my area, because, owner( specialist from india) , ALL …
God! Please, i don,t want help from this medical personal..... I don,t understant 70% of his indian english. What WHY, i did switch dental office in my area, because, owner( specialist from india) , ALL dentist assistants from the same country, 99% patients from the same country( india). Now i have to drive for dental help almost 40 min, all dental offices close to me, owners the same. Euqual opportunities? NO, whey didn,t hear about this. Where is canadian,english speaking specialists, pharmasy personal?
Identity Attack0.27798235
Insult0.16773392
Profanity0.060951006
Threat0.008427517
Severe Toxicity0.012283325
Low Tox 0.2855005 Constructive 0.592
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
My dad grew up in Brampton, it was a blue collar biker town. Hell's Angels ran it. Now it's Browntown aka Bramladesh I grew up in Milton just down Steeles Rd. There was an HA …
My dad grew up in Brampton, it was a blue collar biker town. Hell's Angels ran it. Now it's Browntown aka Bramladesh I grew up in Milton just down Steeles Rd. There was an HA clubhouse until it got fire bombed when i was a kid. Plaid and Mullets is what i grew up in... Now its mostly Indian. They've pretty much connected through growth.... *cough cough ....Indian invasion. Going to my hometown is like a different place all together, when i left the was only 1 Indian takeout and it was expensive. Brownchode told me because he was the only 1 unless you wanted to drive to Brampton, he laughed. Now when i go back all the places i used to know are all Indian. From grocery to take out our dine in. It's actually gross to see the complete takeover, thanks federal govt and the pos liberals
Identity Attack0.33675182
Insult0.110259406
Profanity0.20262444
Threat0.03787563
Severe Toxicity0.02167734
Low Tox 0.2855005 Constructive 0.626 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
When the Asian lady is complaining about their driving…
When the Asian lady is complaining about their driving…
Identity Attack0.35299334
Insult0.083359696
Profanity0.053435806
Threat0.008919456
Severe Toxicity0.0073623657
Low Tox 0.2854971 Moderate Con 0.354 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Driving is bad because they are scamming people with insurance fraud.
Driving is bad because they are scamming people with insurance fraud.
Identity Attack0.02037963
Insult0.24561718
Profanity0.114160895
Threat0.010602405
Severe Toxicity0.007286072
Low Tox 0.2854937 Low Con 0.185 Unverified_Claim
Feb 5, 2026 Inside Canada's Indian Invasion...
The huge issue is that most white people have got advantage of centuries of colonisation of african, asian countries and they never ever want to talk about it. Now when they bring globalisation and get …
The huge issue is that most white people have got advantage of centuries of colonisation of african, asian countries and they never ever want to talk about it. Now when they bring globalisation and get people from developing countries, they have their first world complaints like crowding, driving problems... Before colonization, Many asian countries were richest and most advanced in their public systems of sewage, trade, education.. So how did these countries became developing nations now?? Centuries of colonization where wealth was stolen, people were made to be slaves, mass genocides, destruction of local industries, education system, all of these pulled the countries down. So white people if you cannot adjust to a little overcrowding, culture differences... Then pay back reparations to all former colonies with interest and none of the people from these countries will come into your country
Identity Attack0.35299334
Insult0.10440776
Profanity0.075792134
Threat0.0101363575
Severe Toxicity0.011138916
Low Tox 0.2854835 Constructive 0.617 Moral_Argument
Mar 3, 2026 1 likes Inside Canada's Indian Invasion...
Watch old episodes of "canadas worst driver" even the natives are not that bright, driving takes a type of intelligence.
Watch old episodes of "canadas worst driver" even the natives are not that bright, driving takes a type of intelligence.
Identity Attack0.11396073
Insult0.25800487
Profanity0.017026093
Threat0.008000307
Severe Toxicity0.005607605
Low Tox 0.28548008 Moderate Con 0.366 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Governments are driving down our wages by bringing in tons of immigrants their completely destroying housing for the people of the country jobs. No longer pay enough to live on.
Governments are driving down our wages by bringing in tons of immigrants their completely destroying housing for the people of the country jobs. No longer pay enough to live on.
Identity Attack0.2854555
Insult0.089778624
Profanity0.018597418
Threat0.011922873
Severe Toxicity0.008506775
Low Tox 0.28548008 Moderate Con 0.401
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
As a Canadian born Chinese guy, i couldn't agree more with the people who said they refuse to assimilate. It's honestly embarrassing for people like my parents who immigrated and assimilated properly to Canada many …
As a Canadian born Chinese guy, i couldn't agree more with the people who said they refuse to assimilate. It's honestly embarrassing for people like my parents who immigrated and assimilated properly to Canada many years ago. Same can be said about the mainland Chinese people in Vancouver. Like the whole driving thing...people dont follow the rules and have patience, gee, i wonder where tf that came from, b/c it was never like that when I got my license 20 years ago. Tbh blue coat man was legit a lot like my dad
Identity Attack0.18468912
Insult0.16751462
Profanity0.28708664
Threat0.008362788
Severe Toxicity0.013672344
Low Tox 0.2854699 Constructive 0.751
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...

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.