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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 11 of 17
You cannot get a better standard of living by driving our country into a Third World that you just left to get a better life
You cannot get a better standard of living by driving our country into a Third World that you just left to get a better life
Identity Attack0.16373143
Insult0.06757036
Profanity0.029888187
Threat0.009540852
Severe Toxicity0.008964539
Low Tox 0.24763705 Low Con 0.208
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
30% of Canadian children in Edmonton are starving, in conditions of depravity. Yet the grocery stores are packed with new Canadians, toting thier broods of children with them. We pay these people to come here …
30% of Canadian children in Edmonton are starving, in conditions of depravity. Yet the grocery stores are packed with new Canadians, toting thier broods of children with them. We pay these people to come here and support them in a lifestyle better than most working Canadians. Because if thier skin color, they get preferential hiring, the best and easiest jobs. And worst of all these people shoplift like crazy. Driving prices higher and higher. Trudeau and the French government are hell bent on destroying us.
Identity Attack0.07175373
Insult0.07263579
Profanity0.0016954069
Threat0.003412404
Severe Toxicity0.000019071576
Low Tox 0.24720275
Apr 23, 2025 1 likes
There is some kind of fraud going on with uber/delivery drivers and indians. So many of them are driving seriously nice cars that they could never afford on that kind of pay check.
There is some kind of fraud going on with uber/delivery drivers and indians. So many of them are driving seriously nice cars that they could never afford on that kind of pay check.
Identity Attack0.24970764
Insult0.09124154
Profanity0.03189224
Threat0.0072365063
Severe Toxicity0.005264282
Low Tox 0.24442963 Moderate Con 0.385 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
We drove to Brampton from Alberta. While driving through the city to our destination, we saw no white skinned people. Good to visit with our family, but we were so glad to leave.
We drove to Brampton from Alberta. While driving through the city to our destination, we saw no white skinned people. Good to visit with our family, but we were so glad to leave.
Identity Attack0.2816105
Insult0.055547886
Profanity0.020646973
Threat0.009722093
Severe Toxicity0.0074005127
Low Tox 0.24442963 Constructive 0.659
Oct 4, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
It’s not just Brampton. All the surrounding cities also. You can’t find anyone other than indias at all fast food , retail, gas stations etc. take a look at the Pearson Airport. Looks like you …
It’s not just Brampton. All the surrounding cities also. You can’t find anyone other than indias at all fast food , retail, gas stations etc. take a look at the Pearson Airport. Looks like you have arrived in India. I got rear ended by a drunk Indian driver last November , he tried to drive away. Got caught and arrested. This was at 7:00 pm on a Wednesday.
Identity Attack0.28034934
Insult0.08484049
Profanity0.02023706
Threat0.012699619
Severe Toxicity0.0059890747
Low Tox 0.2412222 Constructive 0.598 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
there are 10 indian "students" living next door in a single family dwelling of 3 bedrooms. they share 3 cars and do uber eats delivery (and or other food delivery) around the clock -- reason …
there are 10 indian "students" living next door in a single family dwelling of 3 bedrooms. they share 3 cars and do uber eats delivery (and or other food delivery) around the clock -- reason i know this is because they often pull into my drive way during ungodly hours for extended period of time and triggers my surveilance camera (aimed only at my drive way set to trigger more during night times for movements and noise), since they just park there, and blast music so loud 100 feet radius ground is shaking, the surveillance cam picks up their shift change all the time. i did try to go over twice to voice my concern, and guess what, they either dont speak english or pretend to not speak english. ok i guess. and the reason they park on my drive way is because, well, they dont shovel theirs. lol. so its easier to just use my drive way and walk to their side door. but hey i mean good for them for making a living. but its just weird and disrespectful. and i have to worry about salting my own fking drive way because if they fall, they can sue the shit out of me and i cant complain about their trespassing. bless the canadian law. so i guess for me. they dont bug me, except the fact they just use my drive way because its convenient for them, and the blasting of music middle of the night. lol also i stopped going to tim hortons a few years ago after a few consecutive diarrhea immediately after morning coffee visits. good times
Identity Attack0.23770751
Insult0.089778624
Profanity0.069969244
Threat0.019573374
Severe Toxicity0.009994507
Low Tox 0.23812068 Constructive 0.68 Personal_Narrative
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
coming to Canada and driving like theyre still in India smh
coming to Canada and driving like theyre still in India smh
Identity Attack0.25309357
Insult0.0817555
Profanity0.045670103
Threat0.0078449575
Severe Toxicity0.008010864
Low Tox 0.23739935 Low Con 0.224
Jan 27, 2026 23 likes Inside Canada's Indian Invasion...
Good for Canada, rash driving, no respecting Canada and its citizens.
Good for Canada, rash driving, no respecting Canada and its citizens.
Identity Attack0.16587129
Insult0.11172232
Profanity0.017982552
Threat0.010913103
Severe Toxicity0.007133484
Low Tox 0.23667802 Low Con 0.3 Fear_Threat
Jan 17, 2026 2.9 million Canadian temporary visas …
Not just Brampton, even Mississauga. Drive down Milton and you’ll see it, too. Oakville might be the only city that doesn’t have them. If you’ve read this far… yes, I am making fun of sheep …
Not just Brampton, even Mississauga. Drive down Milton and you’ll see it, too. Oakville might be the only city that doesn’t have them. If you’ve read this far… yes, I am making fun of sheep who think it’s a flex to be Canadian and signal it to the herd by mentioning the cities.
Identity Attack0.11047905
Insult0.16802633
Profanity0.024267852
Threat0.009256045
Severe Toxicity0.0050735474
Low Tox 0.2359567 Moderate Con 0.452 Humor_Satire
Feb 26, 2026 Inside Canada's Indian Invasion...
This cannot happen soon enough. Canadians are dieing in vast numbers on our highways from these folks unable to drive in our systems. Cars are stolen in large numbers, extortion is rampant, home invasion is …
This cannot happen soon enough. Canadians are dieing in vast numbers on our highways from these folks unable to drive in our systems. Cars are stolen in large numbers, extortion is rampant, home invasion is at an all time high. These folks obviously are not responsible for all of it but they play a big part in the problem. The obvious protesters that are interfering with everyday life and the obvious hatred towards certain groups needs to be dealt with. Send them home since they do not appreciate being canadian.
Identity Attack0.13591312
Insult0.14331897
Profanity0.01982715
Threat0.0347677
Severe Toxicity0.0077819824
Low Tox 0.2359567 Constructive 0.574 Fear_Threat
Feb 19, 2026 2.9 million Canadian temporary visas …
They drive bicycles and tuktuks in their country but come here and get behind the wheel.
They drive bicycles and tuktuks in their country but come here and get behind the wheel.
Identity Attack0.17381613
Insult0.07903719
Profanity0.046171114
Threat0.015429466
Severe Toxicity0.007820129
Low Tox 0.2359567 Moderate Con 0.331 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Listen they act like they are starving or need assistance then they go back in their fancy cars and drive off after getting free food
Listen they act like they are starving or need assistance then they go back in their fancy cars and drive off after getting free food
Identity Attack0.025002124
Insult0.08508729
Profanity0.056441884
Threat0.021990653
Severe Toxicity0.0074386597
Low Tox 0.23523538 Low Con 0.213 Unverified_Claim
Aug 25, 2025 Why Canadians Are Turning Against …
i live in dubai, indians are smart, hardworking, reliable we love them. but its true the driving is horrible.
i live in dubai, indians are smart, hardworking, reliable we love them. but its true the driving is horrible.
Identity Attack0.16587129
Insult0.08484049
Profanity0.09868695
Threat0.00780612
Severe Toxicity0.005722046
Low Tox 0.23415339 Constructive 0.54 Solidarity
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
at 12:13 driver holding a drink lol 🤣you shure your not from Brampton ? more jobs since the great economic world wide downfall back in the 2000`s ? pardon the pun, thats the problem i …
at 12:13 driver holding a drink lol 🤣you shure your not from Brampton ? more jobs since the great economic world wide downfall back in the 2000`s ? pardon the pun, thats the problem i dont see indians causing acidents i see other ethencities driving wild from increased traffic but theres a sign near Toronto ``all roads lead to Bramton inst it a fact the roads in canada are all conected to brampton . but every ethenicity throughout the years has run brampton look at populations from the past its a brampton thing, only drivers have issues with are intiled people the wealthy in brampton drive way too fast ! not any others its simple people got to drive slower thats all especialy morning traffic they go nuts. the people born in canada are being too agressive as they drive thats what i have seen ! new drivers are making too many mistakes and experienced drivers are driving any ways they want thats the issues ! Cool video dude .....
Identity Attack0.10699738
Insult0.10148193
Profanity0.043415543
Threat0.009696201
Severe Toxicity0.008354187
Low Tox 0.23415339 Constructive 0.692 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
@tyleroliveira. You should come to New Brunswick sometime! It’s mini Brampton, you can’t go to a restaurant and get good food or quality service anywhere. They leer at our woman and children at parks and …
@tyleroliveira. You should come to New Brunswick sometime! It’s mini Brampton, you can’t go to a restaurant and get good food or quality service anywhere. They leer at our woman and children at parks and litter everywhere they go. Let alone the amount of people driving the WRONG WAY on roads and in traffic cycles and this is including transport trucks! Companies only hiring Indians to get a tax cut. It’s a great time - come on by!
Identity Attack0.22783615
Insult0.081508696
Profanity0.01893901
Threat0.008129764
Severe Toxicity0.00579834
Low Tox 0.2312681 Constructive 0.585 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
I drive to work thru Brampton everyday. I play a game called spot the white person. I have been doing this for over a year and still haven't won the game.
I drive to work thru Brampton everyday. I play a game called spot the white person. I have been doing this for over a year and still haven't won the game.
Identity Attack0.23998553
Insult0.04442204
Profanity0.053435806
Threat0.02803385
Severe Toxicity0.008659363
Low Tox 0.22311419 Moderate Con 0.494 Humor_Satire
Jan 28, 2026 804 likes Inside Canada's Indian Invasion...
I don't see an invasion but a small town that has a lot of Punjabi migrants that are fleeing the persecution and discrimination but bring money and skills not driving skills and the majority do …
I don't see an invasion but a small town that has a lot of Punjabi migrants that are fleeing the persecution and discrimination but bring money and skills not driving skills and the majority do not want to go to US except that have family there. But the county could issue stricter rules for drivers. The town was less hectic before but having economic uncertainty. The punjabis are not known to be criminals nor lazy people not wanting to live with handy overs from the government. They are family, community and business oriented. Many other punjabis in Central Canada since long a go. They prefer Canada to US most of the times.
Identity Attack0.18546575
Insult0.12702756
Profanity0.030890211
Threat0.009074804
Severe Toxicity0.005607605
Low Tox 0.21241048 Constructive 0.772 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
I have to travel to Montreal for work relatively often. Driving in Montreal is insane, it’s like nothing I’ve ever seen in the US. You see those videos from India where there are cars everywhere …
I have to travel to Montreal for work relatively often. Driving in Montreal is insane, it’s like nothing I’ve ever seen in the US. You see those videos from India where there are cars everywhere forcing their way in and everyone is driving like 5mph - that’s like every Montreal on-ramp…
Identity Attack0.078392304
Insult0.123407245
Profanity0.033645786
Threat0.0077284453
Severe Toxicity0.0044059753
Low Tox 0.2043827 Constructive 0.548
Jan 27, 2026 Inside Canada's Indian Invasion...
wondering who is doing their nursing exams??? are they just passing them, maybe the same as driving exams, all cheating
wondering who is doing their nursing exams??? are they just passing them, maybe the same as driving exams, all cheating
Identity Attack0.0075845607
Insult0.13245803
Profanity0.027137227
Threat0.0067834044
Severe Toxicity0.0029754639
Low Tox 0.2043827 Low Con 0.208 Unverified_Claim
Oct 27, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I get a lot of mail for my job. Over the past year, all of the delivery guys in my area (Nova Scotia) have slowly been swapped for Indian men. I try to interact with …
I get a lot of mail for my job. Over the past year, all of the delivery guys in my area (Nova Scotia) have slowly been swapped for Indian men. I try to interact with them on friendly terms as I did with all of the folks that used to deliver my packages. They generally completely disregard me, don't look at me, don't smile, act completely aloof and cold, throw the package on my deck, sit in their truck on their phone for 10-15 minutes, and then rip out (generally driving over my grass) and speed down the road texting all the while. It is a drastic, drastic change we are being forced to swallow. I'm sure CBC would call me alt-right just for daring to ponder that fact, but it is the reality of the situation. Gas on the flames of a housing/ inflation crisis. It is absolute unchecked insanity.
Identity Attack0.18313584
Insult0.082866095
Profanity0.12727508
Threat0.03373172
Severe Toxicity0.011367798
Low Tox 0.2043827 Constructive 0.687
Nov 16, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
These immigrants are making life harder for regular Canadians in multiple ways. They often live and work without any legal documentation, supported by landlords and employers who are complicit in these illegal arrangements. This leads …
These immigrants are making life harder for regular Canadians in multiple ways. They often live and work without any legal documentation, supported by landlords and employers who are complicit in these illegal arrangements. This leads to unsafe housing conditions and unregulated workplaces. On the roads, many pay Indian-owned driving schools to bypass the proper tests, and then drive without registration or insurance, contributing to hit-and-runs, unsafe roads, and higher insurance premiums for everyone. In housing, the high number of newcomers increases demand, driving up prices and making it harder for Canadians to afford homes. In employment, corporations like "Singh" Hortons prefer hiring these workers who will accept lower pay, no benefits, and longer, illegal shifts, leaving Canadian youth with fewer job opportunities. Overall, these practices are making life significantly harder for regular Canadians.
Identity Attack0.21866
Insult0.0818789
Profanity0.01846078
Threat0.008259222
Severe Toxicity0.005836487
Low Tox 0.20335422 Constructive 0.642 Economic_Argument
Sep 30, 2025 IRCC Names India in Study …
They even brought the Indian street driving culture into Brampton … lol
They even brought the Indian street driving culture into Brampton … lol
Identity Attack0.19890837
Insult0.06250052
Profanity0.045419596
Threat0.010447056
Severe Toxicity0.0065231323
Low Tox 0.2028889 Low Con 0.176 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Shut down All the private colleges , schools including fake truck driving schools
Shut down All the private colleges , schools including fake truck driving schools
Identity Attack0.031464707
Insult0.082866095
Profanity0.02836696
Threat0.012181788
Severe Toxicity0.0050735474
Low Tox 0.20265625 Low Con 0.11 Call_To_Action
Sep 28, 2025 578 likes IRCC Names India in Study …
6:10 66 ILLEGAL DRIVING schools shut down in Brampton my moms Indian friend moved to my small town and literally told us half her family bought there license
6:10 66 ILLEGAL DRIVING schools shut down in Brampton my moms Indian friend moved to my small town and literally told us half her family bought there license
Identity Attack0.11163961
Insult0.034341812
Profanity0.055940874
Threat0.014220826
Severe Toxicity0.010299683
Low Tox 0.20242359 Moderate Con 0.453 Unverified_Claim
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
no way this man went to brampton lmfao how was the driving?
no way this man went to brampton lmfao how was the driving?
Identity Attack0.011839314
Insult0.06250052
Profanity0.11663672
Threat0.009178371
Severe Toxicity0.009002686
Low Tox 0.20056234 Low Con 0.266 Humor_Satire
Jan 27, 2026 1 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.