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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 #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "Can this guy be OUR …" 1,684 comments · Page 42 of 68
At 9:16, I just had to roll my eyes when the Indian guy said he sees no discrimination there in Brampton. Discrimination usually occurs when a person from one ethnic groups treats somebody from another …
At 9:16, I just had to roll my eyes when the Indian guy said he sees no discrimination there in Brampton. Discrimination usually occurs when a person from one ethnic groups treats somebody from another ethnic group differently, not sure if he knows that!
Identity Attack0.20483385
Insult0.04090862
Profanity0.041661996
Threat0.009799767
Severe Toxicity0.0059890747
Low Tox 0.200795 Constructive 0.596
Sep 24, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
You guys open your country for everyone and now u complaining about it smh
You guys open your country for everyone and now u complaining about it smh
Identity Attack0.059311368
Insult0.06424874
Profanity0.06395709
Threat0.0072753434
Severe Toxicity0.0049972534
Low Tox 0.20056234 Moderate Con 0.315 Moral_Argument
Mar 1, 2026 1 likes Inside Canada's Indian Invasion...
please fly the bike guy to america and protect him at all costs. he will no doubt be attacked by them now, or thrown in prison for saying whats on everyones mind. truth and bravery …
please fly the bike guy to america and protect him at all costs. he will no doubt be attacked by them now, or thrown in prison for saying whats on everyones mind. truth and bravery should be rewarded
Identity Attack0.010433395
Insult0.034451995
Profanity0.015693882
Threat0.24484909
Severe Toxicity0.007133484
Low Tox 0.20056234 Moderate Con 0.457 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada needs to get rid of their politicians and put the bike guy in charge for a few years.
Canada needs to get rid of their politicians and put the bike guy in charge for a few years.
Identity Attack0.028418748
Insult0.08434689
Profanity0.01535229
Threat0.07476458
Severe Toxicity0.004863739
Low Tox 0.20056234 Low Con 0.16 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
I would love to know the iq of the bike guy😢😢😢😢
I would love to know the iq of the bike guy😢😢😢😢
Identity Attack0.018269362
Insult0.06687108
Profanity0.057944927
Threat0.012492486
Severe Toxicity0.0066375732
Low Tox 0.20032968 Low Con 0.283 Humor_Satire
Feb 11, 2026 22 likes Inside Canada's Indian Invasion...
THAT WHITE GUY IS GREAT
THAT WHITE GUY IS GREAT
Identity Attack0.18158256
Insult0.03768798
Profanity0.059447967
Threat0.010265815
Severe Toxicity0.008163452
Low Tox 0.20009702 Low Con 0.263 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
A Portuguese guy goes to another country to berate its people.
A Portuguese guy goes to another country to berate its people.
Identity Attack0.17459276
Insult0.053205602
Profanity0.05017922
Threat0.013579931
Severe Toxicity0.005493164
Low Tox 0.19986437 Low Con 0.225 Identity_Assertion
Jan 28, 2026 4 likes Inside Canada's Indian Invasion...
guy at 8:00, no shirt, I'm thinking he must be polish. He Says" im coming from Poland". you could spot polish people a mile away...
guy at 8:00, no shirt, I'm thinking he must be polish. He Says" im coming from Poland". you could spot polish people a mile away...
Identity Attack0.18705739
Insult0.054962315
Profanity0.058445938
Threat0.016292779
Severe Toxicity0.00705719
Low Tox 0.19986437 Moderate Con 0.463 Comparative_Framing
Oct 17, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Bike guy must have got his bike stolen at some point 😂😂
Bike guy must have got his bike stolen at some point 😂😂
Identity Attack0.006992595
Insult0.07301756
Profanity0.030138692
Threat0.010188141
Severe Toxicity0.0037002563
Low Tox 0.1996317 Low Con 0.292 Humor_Satire
Jan 27, 2026 400 likes Inside Canada's Indian Invasion...
Wow, the conservative party has been saying this for years and you guys are acting like this is some big epiphany that this is happening. Shame on you for not reporting this properly and digging …
Wow, the conservative party has been saying this for years and you guys are acting like this is some big epiphany that this is happening. Shame on you for not reporting this properly and digging into the real issue at hand and that that is 10 years of liberal failure when it comes to immigration policy. Why not try doing some real journalism for once
Identity Attack0.018269362
Insult0.10587067
Profanity0.01941724
Threat0.007365964
Severe Toxicity0.0029182434
Low Tox 0.1996317 Low Con 0.269 Policy_Critique
Feb 23, 2026 Canadian immigration officers investigating hundreds …
Wow only 100 views. I think this guy fell off
Wow only 100 views. I think this guy fell off
Identity Attack0.010433395
Insult0.061451588
Profanity0.058445938
Threat0.017846745
Severe Toxicity0.005531311
Low Tox 0.19789438 Low Con 0.263 Meta_Commentary
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Just a technical term but that guy is a human smuggler not a trafficker. trafficking is when you are taken somewhere against your will. smuggling is when you are willfully being moved into the other …
Just a technical term but that guy is a human smuggler not a trafficker. trafficking is when you are taken somewhere against your will. smuggling is when you are willfully being moved into the other area.
Identity Attack0.0073255757
Insult0.1378885
Profanity0.022149978
Threat0.009359611
Severe Toxicity0.003566742
Low Tox 0.19694418 Constructive 0.575 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
sihk church gives you food and shelter, american churchs call the police and say "this guy is tresspasing in the church idk he wants like charity or something wierd"
sihk church gives you food and shelter, american churchs call the police and say "this guy is tresspasing in the church idk he wants like charity or something wierd"
Identity Attack0.1508922
Insult0.06564732
Profanity0.04792466
Threat0.008556974
Severe Toxicity0.004463196
Low Tox 0.19694418 Moderate Con 0.398 Comparative_Framing
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Seeing these videos as a Canadian is always very weird. "Guys, I went to Brampton and everyone was Indian!" guys, I went to the Apple store and all they had was Apple products
Seeing these videos as a Canadian is always very weird. "Guys, I went to Brampton and everyone was Indian!" guys, I went to the Apple store and all they had was Apple products
Identity Attack0.22261032
Insult0.05027775
Profanity0.034146797
Threat0.006576272
Severe Toxicity0.005455017
Low Tox 0.19694418 Moderate Con 0.43
Oct 30, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
is someone going to tell the guy at 15:00 that Hinduism has more then 1 god.....
is someone going to tell the guy at 15:00 that Hinduism has more then 1 god.....
Identity Attack0.22631748
Insult0.039444692
Profanity0.024541125
Threat0.009307829
Severe Toxicity0.005874634
Low Tox 0.19599396 Low Con 0.246
Nov 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Don’t know about Canada, but in US, Indians are the richest ethnic groups. Canada does attract lesser skilled Indians. However, pretty sure Indians contribute more than their share of taxes. You guys can keep on …
Don’t know about Canada, but in US, Indians are the richest ethnic groups. Canada does attract lesser skilled Indians. However, pretty sure Indians contribute more than their share of taxes. You guys can keep on hating but all the western countries need Indians as that’s where the population is. And people work hard. They are invited. >99% Indians immigrate legally. They’re abiding by rules laid by these countries. Up to these countries to decide the rules.
Identity Attack0.25309357
Insult0.054962315
Profanity0.017094411
Threat0.006925808
Severe Toxicity0.0044441223
Low Tox 0.19599396 Constructive 0.615
Oct 3, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
It's very unfortunate what that guy claims about Islam, I am Muslim being in canada for 15 years, I integrated very well while I respect my religion and others. What he said we do not …
It's very unfortunate what that guy claims about Islam, I am Muslim being in canada for 15 years, I integrated very well while I respect my religion and others. What he said we do not claim it being Muslims. In Rome do like the Romans. Period!
Identity Attack0.26325142
Insult0.042665333
Profanity0.01627459
Threat0.0066927844
Severe Toxicity0.0037765503
Low Tox 0.19504376 Constructive 0.85 Personal_Narrative
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
The guy that has a proper Canadian accent but is Asian knows what he’s talking about, proper informed
The guy that has a proper Canadian accent but is Asian knows what he’s talking about, proper informed
Identity Attack0.21866
Insult0.05964688
Profanity0.02167175
Threat0.0064597605
Severe Toxicity0.0042533875
Low Tox 0.19219314 Moderate Con 0.364 Identity_Assertion
Feb 7, 2026 Inside Canada's Indian Invasion...
The bike guy spitzing facts
The bike guy spitzing facts
Identity Attack0.006696612
Insult0.09270445
Profanity0.07385241
Threat0.0076507707
Severe Toxicity0.0037193298
Low Tox 0.19029272 Low Con 0.277 Meta_Commentary
Feb 12, 2026 Inside Canada's Indian Invasion...
The Indians in toronto are great people as a white guy. I have hired and worked with many.
The Indians in toronto are great people as a white guy. I have hired and worked with many.
Identity Attack0.23011416
Insult0.04207976
Profanity0.032643758
Threat0.007754337
Severe Toxicity0.005874634
Low Tox 0.1893425 Constructive 0.67 Solidarity
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Canadians are too nice to tell the truth... you're wasting your time asking them LOL Bike guy kept it real though! A rarity
Canadians are too nice to tell the truth... you're wasting your time asking them LOL Bike guy kept it real though! A rarity
Identity Attack0.10221587
Insult0.0808917
Profanity0.020100424
Threat0.0065827454
Severe Toxicity0.0038146973
Low Tox 0.1893425 Moderate Con 0.433 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
5:27 The bike guy is going after everybody, the Canadian Trump
5:27 The bike guy is going after everybody, the Canadian Trump
Identity Attack0.060675595
Insult0.07460167
Profanity0.023652986
Threat0.012751401
Severe Toxicity0.0049591064
Low Tox 0.1893425 Low Con 0.184 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
The guy on the bike talking about iq when he clearly didn’t make it to college otherwise he wouldn’t be delivering on a bike 😂
The guy on the bike talking about iq when he clearly didn’t make it to college otherwise he wouldn’t be delivering on a bike 😂
Identity Attack0.00621564
Insult0.08434689
Profanity0.027683776
Threat0.0071588317
Severe Toxicity0.003414154
Low Tox 0.1883923 Low Con 0.216 Humor_Satire
Jan 27, 2026 11 likes Inside Canada's Indian Invasion...
There was a group of middle eastern men at a local gas station a few years ago, and they were getting loud and rude with one of the locals (smaller town,) They weren't long finding …
There was a group of middle eastern men at a local gas station a few years ago, and they were getting loud and rude with one of the locals (smaller town,) They weren't long finding somewhere else to be when the local guy made a call and twenty plus guys showed up and advised these men that they were outnumbered and might want to remember that in the future, As they were leaving one of them said, you'll find out when we are the majority in this country. They don't want integration, they want to conquer the country and bring in sharia law and their religion based government.
Identity Attack0.10221587
Insult0.08434689
Profanity0.043916557
Threat0.011482717
Severe Toxicity0.005607605
Low Tox 0.1883923 Constructive 0.591 Unverified_Claim
Sep 8, 2025 1 likes Why Canadians Are Turning Against …
As a Brampton raised kid, I lived there from 97' till about 2023, I'm caribbean and we have a large indian/muslim/hindu population too on our island. (Trinidad) and the issue with Brampton is: Indian people …
As a Brampton raised kid, I lived there from 97' till about 2023, I'm caribbean and we have a large indian/muslim/hindu population too on our island. (Trinidad) and the issue with Brampton is: Indian people will gladly intergrade, but Canadian borns won't welcome it. Walk with me- I'll use food for an example. Every other grocery store is middle eastern/asian/african in Brampton and its becomes harder finding more western style food. I love international food, I cook it often but if you're used to burgers and pizza and only know how to make spaghetti it feels like a 'take over' These people want what they want and even though all these places are free for you to also enjoy they don't like it cause it's too 'foreign' to them. It doesn't mean there isnt still a No Frills or a Walmart or Metro, but because the african and halal store are closer and more frequent it seems like more of a convenience to others and not to you. When people say we're multi-cultural, they mean 'yeah he's brown or black but he keeps it to himself' They aren't going to go to that Sikh temple giving free food, and only go to the church at the beginning even though they're welcome to both. It's the same for Diwali and other things, white people dont care to be interested in those things, and just wonder why they get to have it at all. I do agree with that indian lady at the beginning though, with lax immigration you come in feeling like you don't need to do anything to assimilate. They're doing themselves a disservice by only helping themselves. I hate stereotypes being perpetuated onto people but like that Pakistani guy said too, you live in a bubble and you don't pay attention to that. You can go days without speaking english to someone. You can't immigrate somewhere and shut out everyone already there. I get you may not feel welcome by the white people like the ones in the beginning and so you dont mess with them, and its easy not to. But there needs to be openness with helping everyone benefit from multi-culturalism and not just some of us. There are issues with immigrants not wanting to go outside their bubble and for canadians not to want to either, It'll be hard to (with the current issues we're facing as a country) to actually blend together more.
Identity Attack0.25140062
Insult0.061101943
Profanity0.02392626
Threat0.008181547
Severe Toxicity0.0060272217
Low Tox 0.1883923 Constructive 0.849
Oct 4, 2025 6 likes Inside Canada's Indian Metropolis (Brampton)

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.