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: "Some of the worst drivers …" 27 comments · Page 1 of 2
Indian drivers are the worst. They are always the ones aggressively swerving between lanes as if their tiny penis will fall off if another driver was in front of them.
Indian drivers are the worst. They are always the ones aggressively swerving between lanes as if their tiny penis will fall off if another driver was in front of them.
Identity Attack0.6007182
Insult0.61794597
Profanity0.5722072
Threat0.043955702
Severe Toxicity0.23224974
Toxic 0.78711975 Low Con 0.208 Identity Attack Insult Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Bro they are the WORST TRUCK DRIVERS! THE INDIANS ARABS AND AFRICANS ARE TERRIFYING TO DRIVE AROUND!
Bro they are the WORST TRUCK DRIVERS! THE INDIANS ARABS AND AFRICANS ARE TERRIFYING TO DRIVE AROUND!
Identity Attack0.6728028
Insult0.54471385
Profanity0.27342406
Threat0.039256934
Severe Toxicity0.2847981
Toxic 0.718943 Moderate Con 0.314 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians and asians are the worst drivers. Next african american and all females. Sorry just saying lol
Indians and asians are the worst drivers. Next african american and all females. Sorry just saying lol
Identity Attack0.71678543
Insult0.48228607
Profanity0.27747265
Threat0.029069828
Severe Toxicity0.20984669
Moderate 0.6744087 Moderate Con 0.353 Identity Attack Unverified_Claim
Mar 3, 2026 Inside Canada's Indian Invasion...
I WISH They would ALL take off to the U.S. Im sick of it. It's NOT RACISM, IT'S NUMBERS! There are FAR TOO MANY. They DON'T RESPECT OUR COUNTRY! THEY TREAT US LIKE SHIT. THEY …
I WISH They would ALL take off to the U.S. Im sick of it. It's NOT RACISM, IT'S NUMBERS! There are FAR TOO MANY. They DON'T RESPECT OUR COUNTRY! THEY TREAT US LIKE SHIT. THEY ONLY HIRE THEIR OWN! THEY DROVE UP THE RENTAL MARKET Cuz we DON'T HAVE THE ROOM For them, & they make it impossible to find a place. They're RUDE, ENTITLED & THE WORST THING THAT'S HAPPENED TO CANADA IN MY ENTIRE 47 YRS! Im TIRED OF BEING NICE & Keeping my mouth shut. We basically let them walk right in & take over. If it ain't them, it's the Africans & Muslims. The guy on the bike being interviewed is 100000% RIGHT! And WHO THE FU*K Gives them DRIVERS LICENCES? They drive like they're still in INDIA! Why TF COME here if they're ONLY GONNA MAKE IT Like INDIA? STAY IN INDIA IF u DON'T ASSIMILATE!
Identity Attack0.40351558
Insult0.6099415
Profanity0.4662011
Threat0.06658544
Severe Toxicity0.23224974
Moderate 0.6611249 Constructive 0.544 Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Indians can't drive 😂 the worst drivers in the world
Indians can't drive 😂 the worst drivers in the world
Identity Attack0.6458014
Insult0.47384647
Profanity0.26937544
Threat0.020782012
Severe Toxicity0.16960317
Moderate 0.6588125 Low Con 0.136 Identity Attack Unverified_Claim
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Indians are the worst drivers I live in northern va and they are terrible
Indians are the worst drivers I live in northern va and they are terrible
Identity Attack0.6413409
Insult0.5130944
Profanity0.3158166
Threat0.014220826
Severe Toxicity0.16960317
Moderate 0.6544696 Moderate Con 0.403 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
INDIAN THE WORST DRIVER
INDIAN THE WORST DRIVER
Identity Attack0.55044734
Insult0.46625584
Profanity0.25001678
Threat0.013631714
Severe Toxicity0.1465323
Moderate 0.52811706 Low Con 0.153 Identity Attack Identity_Assertion
Feb 22, 2026 Inside Canada's Indian Invasion...
As a truck driver these people are the very worst drivers and they stink up the truck stops
As a truck driver these people are the very worst drivers and they stink up the truck stops
Identity Attack0.06613251
Insult0.5130944
Profanity0.2453505
Threat0.010887212
Severe Toxicity0.022452017
Moderate 0.5140397 Moderate Con 0.386 Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
They took the title of the WORST aggressive, careless, rude drivers.
They took the title of the WORST aggressive, careless, rude drivers.
Identity Attack0.013847848
Insult0.5130944
Profanity0.03389629
Threat0.008582866
Severe Toxicity0.010757446
Moderate 0.45396814 Moderate Con 0.33 Insult Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
When Asians aren't the worst drivers.
When Asians aren't the worst drivers.
Identity Attack0.50125694
Insult0.35016364
Profanity0.15283443
Threat0.00951496
Severe Toxicity0.022322904
Moderate 0.4269174 Low Con 0.233 Identity Attack Humor_Satire
Jan 27, 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...
Bro just exposed the whole Brampton 😂😂😂.... Those drivers are worst-ever...
Bro just exposed the whole Brampton 😂😂😂.... Those drivers are worst-ever...
Identity Attack0.023796257
Insult0.40243408
Profanity0.053435806
Threat0.009644418
Severe Toxicity0.0077056885
Moderate 0.37751234 Low Con 0.227 Humor_Satire
Feb 14, 2026 Inside Canada's Indian Invasion...
All of the indian and middle eastern truck drivers that come from.Canada. these guys drive in the united states. And they are some of the worst truck drivers i've ever seen out here. They follow …
All of the indian and middle eastern truck drivers that come from.Canada. these guys drive in the united states. And they are some of the worst truck drivers i've ever seen out here. They follow too close. They run over curbs and hit poles.All the time. They never slow down to allow anyone to pass.
Identity Attack0.3817989
Insult0.3393024
Profanity0.053435806
Threat0.02181799
Severe Toxicity0.017481172
Moderate 0.37751234 Moderate Con 0.466 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
These people are literally the worst drivers on the face of the Earth. They will look right at you going 50 miles an hour and blow the stop sign and then stop for no reason. …
These people are literally the worst drivers on the face of the Earth. They will look right at you going 50 miles an hour and blow the stop sign and then stop for no reason. Edit: I've seen them go around the bend in the road and turn on their turn signal just because the road curves a little bit. Mind blown
Identity Attack0.021786476
Insult0.37052566
Profanity0.084844165
Threat0.011456826
Severe Toxicity0.00919342
Moderate 0.37576625 Moderate Con 0.389 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Im tired of being hit almost every day on my ebike every day. Literally got hit on friday by one in edmonton and I have to taxi and we all know taxi drivers are indian …
Im tired of being hit almost every day on my ebike every day. Literally got hit on friday by one in edmonton and I have to taxi and we all know taxi drivers are indian and they are some of the worst drivers I dont how they come to canada get there license and how they come to our country and our eay richer than us white people the government helped them way too much while they dont help the people that lived here there whole lives. We got to struggle and watch these people that just move here and way more richer than us and pisses me off. We just keep getting flooded with more and more. I could ramble all day about it but its becoming a joke
Identity Attack0.3817989
Insult0.2659317
Profanity0.12220735
Threat0.13127698
Severe Toxicity0.020386212
Moderate 0.36095104 Constructive 0.563 Personal_Narrative
Feb 25, 2026 Inside Canada's Indian Invasion...
Some of the worst drivers out on the road and the littering is insane
Some of the worst drivers out on the road and the littering is insane
Identity Attack0.011839314
Insult0.35849577
Profanity0.07643871
Threat0.009126588
Severe Toxicity0.007133484
Moderate 0.34757367 Moderate Con 0.339 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Better known as bramladesh. Some of the worst drivers ever.
Better known as bramladesh. Some of the worst drivers ever.
Identity Attack0.04177703
Insult0.34237885
Profanity0.038655918
Threat0.009048914
Severe Toxicity0.005760193
Moderate 0.3389984 Low Con 0.265
Oct 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
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...
Also in Scarborough worst driver ever
Also in Scarborough worst driver ever
Identity Attack0.023193322
Insult0.3486032
Profanity0.045419596
Threat0.007819066
Severe Toxicity0.006942749
Moderate 0.3389984 Moderate Con 0.346 Personal_Narrative
Feb 22, 2026 Inside Canada's Indian Invasion...
Im an Albertan indo and i found Brampton driver so worst ..
Im an Albertan indo and i found Brampton driver so worst ..
Identity Attack0.057492398
Insult0.2817503
Profanity0.04065997
Threat0.007586042
Severe Toxicity0.0049209595
Moderate 0.3047732 Constructive 0.514 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
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...
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...
I visited my friend in Toronto. He warned me about Brampton, Ontario. One of the worst drivers in Canada. They drive like they drive back home. The guy on the bike really speak his minds. …
I visited my friend in Toronto. He warned me about Brampton, Ontario. One of the worst drivers in Canada. They drive like they drive back home. The guy on the bike really speak his minds. I wouldn’t call him racist. He doesn’t recognize Canada anymore.
Identity Attack0.20878418
Insult0.21602537
Profanity0.020373698
Threat0.0076507707
Severe Toxicity0.005722046
Low Tox 0.2854699 Constructive 0.685 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
This is happening all over California. Especially if Fresno. There are thousands from Punjab and haryana. They are the worst drivers. They’re always on the phone. They can get a California state I’d and drivers …
This is happening all over California. Especially if Fresno. There are thousands from Punjab and haryana. They are the worst drivers. They’re always on the phone. They can get a California state I’d and drivers license with only providing one name. Most of the I.d.s will actually say “no first name” or “no name given”where first or last name goes but will have just one name on i.d.
Identity Attack0.10221587
Insult0.08582769
Profanity0.02119352
Threat0.00823333
Severe Toxicity0.0049591064
Low Tox 0.19409354 Constructive 0.55 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Here in Edmonton Canada the worst drivers are on the Indian part of the city and it’s not even close. I have to drive through that area everyday to get to work and at least …
Here in Edmonton Canada the worst drivers are on the Indian part of the city and it’s not even close. I have to drive through that area everyday to get to work and at least 4 times a week I nearly get into car accidents on the highway because people don’t know how to drive. I have to assume people just will switch lanes randomly or merge in really really fast or go extremely slow on the highways. I have seen people reverse backwards on the on ramp because they took the wrong turn
Identity Attack0.14019285
Insult0.08030447
Profanity0.020100424
Threat0.008103873
Severe Toxicity0.0046539307
Low Tox 0.19314334 Constructive 0.564 Personal_Narrative
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.