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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

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Active: "Dude , you have no …" 384 comments · Page 9 of 16
I wanna see more of the white dude on the bike 😂
I wanna see more of the white dude on the bike 😂
Identity Attack0.36702603
Insult0.076819435
Profanity0.110447146
Threat0.057856824
Severe Toxicity0.01644827
Moderate 0.32128486 Moderate Con 0.355 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
20:05 some real breaking bad el Camino shit going on here dude 😂😅
20:05 some real breaking bad el Camino shit going on here dude 😂😅
Identity Attack0.0051797
Insult0.12521741
Profanity0.48510036
Threat0.00713294
Severe Toxicity0.009918213
Moderate 0.32128486 Low Con 0.287
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Dude on the bike is genuinely racist and he accurately illustrates how majority of the population in Canada, America, and Europe think and believe. There is much racialization and generalization going on in the video.
Dude on the bike is genuinely racist and he accurately illustrates how majority of the population in Canada, America, and Europe think and believe. There is much racialization and generalization going on in the video.
Identity Attack0.25140062
Insult0.2469859
Profanity0.024199532
Threat0.007353018
Severe Toxicity0.008087158
Moderate 0.32020867 Constructive 0.567 Meta_Commentary
Feb 19, 2026 Inside Canada's Indian Invasion...
just last month i took a speedy to get an appointment and the dude had to call someone else to translate, how the hell can someone who cant speak/understand basic english get a canadian drivers …
just last month i took a speedy to get an appointment and the dude had to call someone else to translate, how the hell can someone who cant speak/understand basic english get a canadian drivers license and somehow he was driver a very expensive car. someone explain how that works? either be canadian or even alittle canadian just as long as ur not someone who simply lives here and has no intention of ever even understanding what it means to be canadian.
Identity Attack0.1444726
Insult0.16897665
Profanity0.29209393
Threat0.008026198
Severe Toxicity0.013349563
Moderate 0.31686464 Constructive 0.532 Policy_Critique
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
Dude, I’m glad u take on money and go to bed at night. U laugh about the poor. Dude, look me up and we can talk
Dude, I’m glad u take on money and go to bed at night. U laugh about the poor. Dude, look me up and we can talk
Identity Attack0.02238941
Insult0.1823172
Profanity0.094542764
Threat0.011741633
Severe Toxicity0.011749268
Moderate 0.31547862 Moderate Con 0.394 Personal_Narrative
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Polish dude spitting facts
Polish dude spitting facts
Identity Attack0.27171627
Insult0.18604483
Profanity0.12727508
Threat0.012647836
Severe Toxicity0.013091337
Moderate 0.31132057 Moderate Con 0.315 Meta_Commentary
Feb 23, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
Honestly, the only problem I see here…. is Tyler. The dude is constantly “investigating” people of color and exposing their “wrongdoings”. Why aren’t there videos of him exposing white people taking over Bali, Mexico City, …
Honestly, the only problem I see here…. is Tyler. The dude is constantly “investigating” people of color and exposing their “wrongdoings”. Why aren’t there videos of him exposing white people taking over Bali, Mexico City, Costa Rica and the issues it causes for the locals who cant afford their rent anymore? Why not investigate what really happened to our food prices when the tariffs were implemented? Or how corporate profits are at all time highs when the middle class is struggling. Or maybe expose the real data behind the ICE arrests and how 70%+ of those being captured/deported have never committed a crime in the US… His videos re-enforce a narrative that is incredibly toxic and dangerous for the United States and world as a whole. Let me set this straight, immigration isn’t inherently a bad thing, people of color aren’t the only ones that do wrong things, do your own independent research and stop watching this guys videos.
Identity Attack0.32184324
Insult0.17486192
Profanity0.035148825
Threat0.009618527
Severe Toxicity0.008964539
Moderate 0.30854854 Constructive 0.681 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Dude in yellow vest is a member of the kkk Canada chapter
Dude in yellow vest is a member of the kkk Canada chapter
Identity Attack0.22631748
Insult0.17858955
Profanity0.06746418
Threat0.011508608
Severe Toxicity0.012962224
Moderate 0.30854854 Low Con 0.184
Jan 27, 2026 Inside Canada's Indian Invasion...
This guy never even been to India. He doesn't appreciate it the other way. Sophisticated British dude because he's a farmer man that had to come all the way to nowhere to exist
This guy never even been to India. He doesn't appreciate it the other way. Sophisticated British dude because he's a farmer man that had to come all the way to nowhere to exist
Identity Attack0.18235919
Insult0.24767025
Profanity0.08710717
Threat0.009437286
Severe Toxicity0.011062622
Moderate 0.30716252 Moderate Con 0.394 Meta_Commentary
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
lol 1:01 dude in tanktop and black hat is homeless ? at least the shelter feeds him well..
lol 1:01 dude in tanktop and black hat is homeless ? at least the shelter feeds him well..
Identity Attack0.1232452
Insult0.10587067
Profanity0.10116278
Threat0.019746035
Severe Toxicity0.014705247
Moderate 0.30502358 Moderate Con 0.421 Humor_Satire
Dec 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Dude! Did someone unalive you? Where you at?
Dude! Did someone unalive you? Where you at?
Identity Attack0.009915425
Insult0.16824563
Profanity0.050429728
Threat0.06690872
Severe Toxicity0.01121521
Moderate 0.30464804 Moderate Con 0.323 Meta_Commentary
Feb 23, 2026 1 likes Inside Canada's Indian Invasion...
That dude with the bike is correct about Africa intelligence holy moly
That dude with the bike is correct about Africa intelligence holy moly
Identity Attack0.27991617
Insult0.16839184
Profanity0.09868695
Threat0.010265815
Severe Toxicity0.014576134
Moderate 0.30319387 Low Con 0.231 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Dang Bike dude kept it REAL mucho respect for his honest take rather than stepping around the subject. Also the favoritism Indians give to there people regardless of if there qualified is insane
Dang Bike dude kept it REAL mucho respect for his honest take rather than stepping around the subject. Also the favoritism Indians give to there people regardless of if there qualified is insane
Identity Attack0.25478655
Insult0.24928534
Profanity0.12991914
Threat0.009722093
Severe Toxicity0.009689331
Moderate 0.30319387 Constructive 0.593 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
white dude is so based
white dude is so based
Identity Attack0.2869935
Insult0.083359696
Profanity0.09098661
Threat0.010214032
Severe Toxicity0.011138916
Low Tox 0.295883 Moderate Con 0.31 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Dude i mean they better than the druggies in vancouver. I like them
Dude i mean they better than the druggies in vancouver. I like them
Identity Attack0.06795148
Insult0.26957804
Profanity0.07385241
Threat0.0086087575
Severe Toxicity0.0060653687
Low Tox 0.29039988 Moderate Con 0.346 Solidarity
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Dude, you're lucky you got out of there. They would have robbed you. No way you wouldn't be a massive red flag to any legit smugglers. They wanted your phone and your knife. The only …
Dude, you're lucky you got out of there. They would have robbed you. No way you wouldn't be a massive red flag to any legit smugglers. They wanted your phone and your knife. The only reason they kept going with you was because they planned to rob you.
Identity Attack0.010951365
Insult0.09563028
Profanity0.04516909
Threat0.16383497
Severe Toxicity0.00869751
Low Tox 0.2854971 Constructive 0.504
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
That dude on the bike inn the high viz is a real one speaking truth but the libs would call him racist for spitting facts
That dude on the bike inn the high viz is a real one speaking truth but the libs would call him racist for spitting facts
Identity Attack0.10815793
Insult0.19967617
Profanity0.078378424
Threat0.009955117
Severe Toxicity0.008049011
Low Tox 0.2854937 Moderate Con 0.38 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Dude on the bike is a fk'n legend. Protect him. You may have actually gotten him in some serious legal trouble. Canada does not have the first amendment. I am only a couple of hours …
Dude on the bike is a fk'n legend. Protect him. You may have actually gotten him in some serious legal trouble. Canada does not have the first amendment. I am only a couple of hours over the border, he is nore than welcome to "seek asylum" at my place.
Identity Attack0.025203101
Insult0.15414265
Profanity0.36230123
Threat0.008246276
Severe Toxicity0.010986328
Low Tox 0.2854903 Constructive 0.777
Jan 27, 2026 Inside Canada's Indian Invasion...
Dude at 9:05 is wearing a knock off Nike shirt bought at an Indian bazaar store lol
Dude at 9:05 is wearing a knock off Nike shirt bought at an Indian bazaar store lol
Identity Attack0.1294935
Insult0.086852804
Profanity0.13168186
Threat0.012492486
Severe Toxicity0.014317908
Low Tox 0.28548008 Low Con 0.253 Humor_Satire
Nov 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Dang the dude 4:13
Dang the dude 4:13
Identity Attack0.023997234
Insult0.070799805
Profanity0.22612886
Threat0.13815513
Severe Toxicity0.01896597
Low Tox 0.2854699 Low Con 0.262 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Dude looks like he's freezing all along the video, and those indians are in sandals causualy talking to him... I think they assimilated the cold at least
Dude looks like he's freezing all along the video, and those indians are in sandals causualy talking to him... I think they assimilated the cold at least
Identity Attack0.2831485
Insult0.09563028
Profanity0.12158839
Threat0.012492486
Severe Toxicity0.014511578
Low Tox 0.2853768 Moderate Con 0.49 Humor_Satire
Feb 7, 2026 Inside Canada's Indian Invasion...
Omg. White dude on the bike is hilarious. He tells it like it is. I love it. Not fake at all. He's keeping it real. As for the accidents. You cannot just give an Indian …
Omg. White dude on the bike is hilarious. He tells it like it is. I love it. Not fake at all. He's keeping it real. As for the accidents. You cannot just give an Indian or a Vietnamese person a driver's licence. They drive a car like they drive a motorcycle. Canada has rules and stuff. Red lights means stop. Signalling. Lanes. Passenger right of way. They need to learn this before the DMV gives them a pass
Identity Attack0.316
Insult0.0808917
Profanity0.033645786
Threat0.009825659
Severe Toxicity0.009536743
Low Tox 0.28312725 Constructive 0.658 Identity_Assertion
Feb 24, 2026 1 likes Inside Canada's Indian Invasion...
I honestly love talking to the Indian dudes in my town but it does have me wondering like will there be more Indian folk here one day then white folk? Like it’s kinda scary in …
I honestly love talking to the Indian dudes in my town but it does have me wondering like will there be more Indian folk here one day then white folk? Like it’s kinda scary in a way
Identity Attack0.34000012
Insult0.06984934
Profanity0.10797132
Threat0.011638066
Severe Toxicity0.01121521
Low Tox 0.27975297 Moderate Con 0.461 Fear_Threat
Feb 6, 2026 1 likes Inside Canada's Indian Invasion...
White dude with the bike was saying every quiet part out loud haha! Based.
White dude with the bike was saying every quiet part out loud haha! Based.
Identity Attack0.28034934
Insult0.07808672
Profanity0.07255927
Threat0.011456826
Severe Toxicity0.009498596
Low Tox 0.27750343 Moderate Con 0.407 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
15:58 Yeah should be happy its Indians honestly. And I cant fualt that community for not having homless, they probably take care of their own. But is at fualt for this, is the level in …
15:58 Yeah should be happy its Indians honestly. And I cant fualt that community for not having homless, they probably take care of their own. But is at fualt for this, is the level in which the people coming sometimes do know the fruad going on through the government and seem to tihnk they are entitled. But not their fualt at the end of the day.. And the only thing I would be angry about is, one if I was already living there and there wasnt some vote to let it happen. And in that case, if there was, then its really on the community for not saying no. But no, the trouble is when we hear and they pay no taxes, but this 3 times disabled dude whos worked 20 years already and paid, doesnt get any help. Yeah, thats appearantly here in America and Canada. Is their a reason our governments cannot do this proper and with class?
Identity Attack0.28034934
Insult0.10148193
Profanity0.16078159
Threat0.031314444
Severe Toxicity0.014511578
Low Tox 0.27525392 Constructive 0.832 Policy_Critique
Dec 27, 2025 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.