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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: "they drive bad because they …" 60 comments · Page 1 of 3
I can’t be the only one who plays the game “spot a white person” while driving through Brampton 😂😂 shit is so bad now
I can’t be the only one who plays the game “spot a white person” while driving through Brampton 😂😂 shit is so bad now
Identity Attack0.5135796
Insult0.43450394
Profanity0.67055607
Threat0.34804323
Severe Toxicity0.33047765
Toxic 0.7570315 Moderate Con 0.378 Identity Attack Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
So the worst thing Indians did was come to Brampton and drive bad? 😂 Poor white trash dude needs a cultural education about people from other county. Doesn't know shit about Indians or Africans. Does …
So the worst thing Indians did was come to Brampton and drive bad? 😂 Poor white trash dude needs a cultural education about people from other county. Doesn't know shit about Indians or Africans. Does he not know that people can be Indian and Muslim as well?
Identity Attack0.6853638
Insult0.6308392
Profanity0.59166485
Threat0.05688698
Severe Toxicity0.35368225
Toxic 0.7570315 Moderate Con 0.393 Identity Attack Insult Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
It's true - they buy the franchises for a song - employ their own - push out other hard working immigrants - run the quality of the products into the ground - and then call …
It's true - they buy the franchises for a song - employ their own - push out other hard working immigrants - run the quality of the products into the ground - and then call us racists when the business goes to shit. I'd rather have four million Philippines and south American refugees - than a bunch of entitled Khalistanis, Muslims and jihadists. Any fucking day! We actually don't go thru drive thru anymore - we go inside and see who is working before we order anything. Absolutely sick of shitty food and bad service.
Identity Attack0.55044734
Insult0.6306599
Profanity0.70864636
Threat0.053330876
Severe Toxicity0.35368225
Toxic 0.74954444 Constructive 0.528 Identity Attack Insult Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Canadian here born and raised in Ontario... Canada is not Canada anymore its a shithole, they shit on the beaches throw bags of trash wherever they want. they cant drive they definitely cannot drive transport …
Canadian here born and raised in Ontario... Canada is not Canada anymore its a shithole, they shit on the beaches throw bags of trash wherever they want. they cant drive they definitely cannot drive transport trucks and they cant do the easiest jobs like take an order from fast food. Miserable quality of life and I'm not even in Brampton i feel bad for the people there.
Identity Attack0.5075293
Insult0.57566804
Profanity0.6370159
Threat0.019228047
Severe Toxicity0.23340854
Moderate 0.687436 Constructive 0.557 Identity Attack Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
MOST INDIANS ARE SCAMMERS THEY HAVE SCAMMED STOLE ME 2800$ THEY MADE FAKE TRUCK DRIVING SCHOOL IN BRAMPTON AND STEAL MONEY FROM PEOPLE ,THE CANADIAN GOVERNMENT HAS SHUTDOWN SOME OF THESE FAKE INDIAN TRUCK DRIVING …
MOST INDIANS ARE SCAMMERS THEY HAVE SCAMMED STOLE ME 2800$ THEY MADE FAKE TRUCK DRIVING SCHOOL IN BRAMPTON AND STEAL MONEY FROM PEOPLE ,THE CANADIAN GOVERNMENT HAS SHUTDOWN SOME OF THESE FAKE INDIAN TRUCK DRIVING SCHOOL,BUT THESE SCHOOL DON'T GIVE BACK MONEY TO THE STUDENT,THEY ALSO DRIVE BAD TO SCAM AND STEAL MONEY FROM INSURANCE COMPAGNIES
Identity Attack0.60238177
Insult0.58196646
Profanity0.2659699
Threat0.042985857
Severe Toxicity0.2391185
Moderate 0.68408644 Moderate Con 0.401 Identity Attack Insult Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
EU just signed a deal with India to bring more Indians into Europe. Get ready Europe. Here comes the trash, poop, scams, perverts, bad driving, and ungodly smells.
EU just signed a deal with India to bring more Indians into Europe. Get ready Europe. Here comes the trash, poop, scams, perverts, bad driving, and ungodly smells.
Identity Attack0.55803186
Insult0.62169385
Profanity0.36302176
Threat0.014566151
Severe Toxicity0.16960317
Moderate 0.6544696 Low Con 0.152 Identity Attack Insult Unverified_Claim
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
When they talk about how bad the Punjabis drive, all I could think about was that idi0t in the truck who killed 4 people in FL, trying to cross to the over side of the …
When they talk about how bad the Punjabis drive, all I could think about was that idi0t in the truck who killed 4 people in FL, trying to cross to the over side of the highway in a 18 wheeler from a middle lane
Identity Attack0.4453683
Insult0.65865606
Profanity0.36230123
Threat0.13599728
Severe Toxicity0.05025077
Moderate 0.6308517 Moderate Con 0.41 Insult Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Don't feel bad for we Californians feel the same towards the Indians here. They drive like MANIACS.
Don't feel bad for we Californians feel the same towards the Indians here. They drive like MANIACS.
Identity Attack0.55044734
Insult0.6109131
Profanity0.23857519
Threat0.010058682
Severe Toxicity0.0394905
Moderate 0.6027529 Moderate Con 0.429 Identity Attack Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Tyler, They have had saber fights in the parking lot (iirc Sheridan College Davis campus). There's conflicts between hindus and sikhs every fucking diwali due to the khalistan bullshit. These indians love shooting fireworks up …
Tyler, They have had saber fights in the parking lot (iirc Sheridan College Davis campus). There's conflicts between hindus and sikhs every fucking diwali due to the khalistan bullshit. These indians love shooting fireworks up until 3am, and disturb all the folks trying to sleep, and terrorize dogs kept outside. Diwali has gotten so bad one year, the city had to issue air pollution warnings due to the amount of fireworks. They've also found out some time ago that there was a basement where they had 30+ different individuals living there, packed like a can of sardines. The sikhs are absolute ass at driving, and they run the trucking industry. Accidents everywhere. Brampton has developed a real bad name over the years. Absolute shit city.
Identity Attack0.55044734
Insult0.5130944
Profanity0.55356324
Threat0.28031203
Severe Toxicity0.34938923
Moderate 0.5885171 Constructive 0.595 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
The bad drivers are definitely Indian. Just look back how they drive at home. Terrible
The bad drivers are definitely Indian. Just look back how they drive at home. Terrible
Identity Attack0.57554024
Insult0.45135358
Profanity0.17055123
Threat0.013476364
Severe Toxicity0.024866661
Moderate 0.52811706 Low Con 0.263 Identity Attack Unverified_Claim
Feb 19, 2026 Inside Canada's Indian Invasion...
It would be fine if they weren’t so dirty. They would come through my town to go to the beach and left garbage, food, and random ass things all over the store without a care. …
It would be fine if they weren’t so dirty. They would come through my town to go to the beach and left garbage, food, and random ass things all over the store without a care. They have shut down 66 illegal driving schools in Brampton in 2025 most were Indian that’s why they are such bad drivers. It’s so hard to get a job as a teen it’s fine if they want to learn our culture that’s fine but this is not India .
Identity Attack0.46028158
Insult0.48484445
Profanity0.42990944
Threat0.017156094
Severe Toxicity0.13073033
Moderate 0.51980776 Constructive 0.614 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
they drive bad because they got fake permit and same for the truck driver theey have fake cdl and they flood the trucking market , just a bunch of scammer.
they drive bad because they got fake permit and same for the truck driver theey have fake cdl and they flood the trucking market , just a bunch of scammer.
Identity Attack0.018771807
Insult0.5739874
Profanity0.10301965
Threat0.008259222
Severe Toxicity0.012283325
Moderate 0.51869136 Low Con 0.19 Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Old Father Brampton 😂 Totally Indian! No offence Drivers are not too bad as on Turkye streets. All who says it’s awful to drive in Brampton mostly those crazy drivers 😂
Old Father Brampton 😂 Totally Indian! No offence Drivers are not too bad as on Turkye streets. All who says it’s awful to drive in Brampton mostly those crazy drivers 😂
Identity Attack0.4482637
Insult0.48484445
Profanity0.22542313
Threat0.012440704
Severe Toxicity0.023176458
Moderate 0.48021027 Constructive 0.547 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
My mom and I were truck drivers but the Muslim truck drivers would go in groups to woman truck drives we know what happens when that happens because we had a Muslim friend and we …
My mom and I were truck drivers but the Muslim truck drivers would go in groups to woman truck drives we know what happens when that happens because we had a Muslim friend and we asked him about his culture before truck driving so that is why u don’t see many woman because the Muslim are raping and killing people and nothing being done about it check and country after the mass migration a few years ago I know not all are bad but the ones that are those people are hurting their own culture people rep
Identity Attack0.5135796
Insult0.40243408
Profanity0.29209393
Threat0.29205206
Severe Toxicity0.16960317
Moderate 0.47886392 Constructive 0.738 Identity Attack
Sep 1, 2025 Why Canadians Are Turning Against …
6:00 DRIVING IS BAD EVERY WHERE COME TO ORLANDO THE i4 HIGHWAY IS KNOW FOR BAD DRIVERS ITS NOT ABOUT RACE. ITS SAD YOU MAKING THIS RACE RAGE BAIT YOU ARE PART OF THE PROBLEM …
6:00 DRIVING IS BAD EVERY WHERE COME TO ORLANDO THE i4 HIGHWAY IS KNOW FOR BAD DRIVERS ITS NOT ABOUT RACE. ITS SAD YOU MAKING THIS RACE RAGE BAIT YOU ARE PART OF THE PROBLEM SMH. YOU ARE THE REASON WHY THEIRS RACE TENSION.
Identity Attack0.2764353
Insult0.36798462
Profanity0.13697
Threat0.020436687
Severe Toxicity0.023270357
Moderate 0.47119883 Moderate Con 0.304
Jan 27, 2026 Inside Canada's Indian Invasion...
You know its bad when the old asian woman is calling you out on your driving lmao
You know its bad when the old asian woman is calling you out on your driving lmao
Identity Attack0.46028158
Insult0.25800487
Profanity0.22693542
Threat0.018019408
Severe Toxicity0.023076924
Moderate 0.43720075 Low Con 0.286 Humor_Satire
Feb 27, 2026 Inside Canada's Indian Invasion...
How much Canadian tax payer money goes to them ??? Probably as bad as the somalis in the usa. All the ones around me own everything, McDs, Timmies,Subways,Burgerking,popeyes,kfc,corners stores and I know Im missing some. …
How much Canadian tax payer money goes to them ??? Probably as bad as the somalis in the usa. All the ones around me own everything, McDs, Timmies,Subways,Burgerking,popeyes,kfc,corners stores and I know Im missing some. They wont hire people that arent family They all drive BMWs and Mercedes. Outside of work they are rude AF.
Identity Attack0.38215697
Insult0.47273466
Profanity0.096805766
Threat0.009307829
Severe Toxicity0.017416617
Moderate 0.42985553 Constructive 0.51 Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
All the suffering I see by my fellow Canadians while new immigrants flash unlimited gift cards, drive spanking new, high end vehicles, and go home to paid for homes is very hard to stomach. I …
All the suffering I see by my fellow Canadians while new immigrants flash unlimited gift cards, drive spanking new, high end vehicles, and go home to paid for homes is very hard to stomach. I have never felt bad feelings toward any group of people, but that is changing by the day. The garbage on the ground and the filthy public restrooms are disgusting. The shoplifting is off the charts…I literally witnessed a group of black young women walk slowly out of a Winners store while the alarms blared and the staff just shrugged. Canadians cannot get jobs, the service has tanked in the last few years due to an entitled workforce with a bad attitude. wtf?
Identity Attack0.42615733
Insult0.4339631
Profanity0.12035047
Threat0.01238892
Severe Toxicity0.021806452
Moderate 0.4269174 Constructive 0.575 Fear_Threat
Aug 27, 2025 42 likes Why Canadians Are Turning Against …
Why Indians so bad at driving 😂?
Why Indians so bad at driving 😂?
Identity Attack0.48915586
Insult0.26957804
Profanity0.17380778
Threat0.01052473
Severe Toxicity0.023076924
Moderate 0.4269174 Low Con 0.241 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Indians dont live in Miami because they would get a beat down for bad driving
Indians dont live in Miami because they would get a beat down for bad driving
Identity Attack0.46028158
Insult0.21368977
Profanity0.19155724
Threat0.3630133
Severe Toxicity0.023880709
Moderate 0.42129645 Low Con 0.207 Humor_Satire
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Who is the driving instructor that is passing all these bad Indian drivers? He needs to be fired.
Who is the driving instructor that is passing all these bad Indian drivers? He needs to be fired.
Identity Attack0.4054415
Insult0.34237885
Profanity0.10797132
Threat0.2836219
Severe Toxicity0.022064678
Moderate 0.41690505 Low Con 0.2
Jan 27, 2026 Inside Canada's Indian Invasion...
We have a ton of drug crime, gangs now all run by Indians. Alot of street shooting and drive by- never had that before the mass migration started...as soon as we say anything we are …
We have a ton of drug crime, gangs now all run by Indians. Alot of street shooting and drive by- never had that before the mass migration started...as soon as we say anything we are targeted as racists. I was fired from a government contract for catching corruption. They litter a ton - never had litter across canada so bad. It is destroying our cities they live like it is a slum when the concentrate in specific neighborhoods. Right now we have about 2 million illegal students who came on a student visa - but stayed after the expiry. Many took over the smaller trucking businesses and fast food franchises - those 2 industries became SO CORRUPT! They don't get car insurance - I know several people who got hit in Alberta - NO COVERAGE and no accountability. 75% of Canadians want them gone!...every industry they get involved in in large numbers gets corrupted and becomes problematic, because it is just part of their culture/way of life.
Identity Attack0.46028158
Insult0.36798462
Profanity0.07934829
Threat0.122295745
Severe Toxicity0.023076924
Moderate 0.40336934 Constructive 0.675 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
So sad this made all Indians look bad! They all have to work together to make it a better place to live! Improvement is necessary! Calgary is getting worst too. They drive BMW and Mercedes …
So sad this made all Indians look bad! They all have to work together to make it a better place to live! Improvement is necessary! Calgary is getting worst too. They drive BMW and Mercedes and many of them did 50-100km over the speed limit. I wish there are more cameras around to catch these ugly drivers. Too much freedom is going to create more criminal!
Identity Attack0.3758158
Insult0.40243408
Profanity0.098377466
Threat0.017156094
Severe Toxicity0.016383713
Moderate 0.4013387 Constructive 0.626 Identity_Assertion
Feb 27, 2026 Inside Canada's Indian Invasion...
Immediately check that racist guy’s hard drive. That being said. It is disheartening to see some bad immigrants ruining it for the majority immigrants who are genuinely working hard to have a better life.
Immediately check that racist guy’s hard drive. That being said. It is disheartening to see some bad immigrants ruining it for the majority immigrants who are genuinely working hard to have a better life.
Identity Attack0.37292135
Insult0.36939126
Profanity0.037904397
Threat0.009644418
Severe Toxicity0.011291504
Moderate 0.38601747 Moderate Con 0.481 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Ok now come to Texas to Frisco, Plano and see the indian takeover here. Go hit up Ikea youll forget where you are!!! My husband is a contract worker that puts him in the Chase …
Ok now come to Texas to Frisco, Plano and see the indian takeover here. Go hit up Ikea youll forget where you are!!! My husband is a contract worker that puts him in the Chase Bank main headquarters quite a bit out there and he said its RUN OVER with indians. Chase brings them all here, gets them these work visas youll see every car in the parking lot says student driver on the bumper stickers. They cannot drive. My husband also says the floors they have them all working on stink so bad people gag having to walk in there straight off the elevator. They will just piss on the floor IN THE BATHROOMS they just go wherever they want. These people are their supposed tech smart people and they are stinking and pissing on the floor so imagine the lower IQ ones! They wipe with their barw hand!!!;One hand for wiping no toilet paper and one hand for eating. Thats why they only shake hands with their eating hand. They are disgusting!!!!
Identity Attack0.3802808
Insult0.34548226
Profanity0.20592089
Threat0.05559385
Severe Toxicity0.023076924
Moderate 0.3811502 Constructive 0.594 Unverified_Claim
Jan 28, 2026 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.