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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: "The guy with the vest …" 38 comments · Page 1 of 2
So damn gullible these people, you see a white person with a mic and camera. And you help him trash your own people. As for the white poor guy on the bike wearing the vest. …
So damn gullible these people, you see a white person with a mic and camera. And you help him trash your own people. As for the white poor guy on the bike wearing the vest. You said it best buddy. you're nothing but a trash. WHITE trash.
Identity Attack0.7426507
Insult0.755201
Profanity0.6370159
Threat0.061089642
Severe Toxicity0.45895407
Toxic 0.8696708 Low Con 0.287 Identity Attack Insult Identity_Assertion
Feb 9, 2026 Inside Canada's Indian Invasion...
The guy is the orange vest is an idiot!
The guy is the orange vest is an idiot!
Identity Attack0.10221587
Insult0.8685752
Profanity0.4819111
Threat0.01187109
Severe Toxicity0.07805709
Toxic 0.8696708 Low Con 0.138 Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
There may be truth un his words but that guy wearing the safety vest on the bike is an asshole.
There may be truth un his words but that guy wearing the safety vest on the bike is an asshole.
Identity Attack0.061130337
Insult0.7775208
Profanity0.7673477
Threat0.009618527
Severe Toxicity0.16960317
Toxic 0.85173553 Moderate Con 0.385 Insult Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Reflective vest guy is fucking based
Reflective vest guy is fucking based
Identity Attack0.030691283
Insult0.34782293
Profanity0.84506536
Threat0.00899713
Severe Toxicity0.16960317
Toxic 0.76197964 Low Con 0.277 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
The guy in the safety vest is usually clueless, entitled, prejudiced, and just trash. He looks up everything on Google and actually thinks he knows what he's talking about, which is infuriating.
The guy in the safety vest is usually clueless, entitled, prejudiced, and just trash. He looks up everything on Google and actually thinks he knows what he's talking about, which is infuriating.
Identity Attack0.026207991
Insult0.62169385
Profanity0.21132572
Threat0.008272167
Severe Toxicity0.017997624
Moderate 0.5559701 Moderate Con 0.309 Insult Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Tyler, great video. I'm a born African man. Our culture is beautiful. What fluorescent snowbunny vest dude is saying is bullshit of the highest rank!! We do not have low intelligence as the guy with …
Tyler, great video. I'm a born African man. Our culture is beautiful. What fluorescent snowbunny vest dude is saying is bullshit of the highest rank!! We do not have low intelligence as the guy with the fluorenscent vest claims!!! We have African brothers and sisters who are basically geniuses. We have that, too, better than whites. Inventions made by Blacks but, the white man wanted the credit so bad for it. That's your story, anything Africans/Blacks create, y'all want to steal and, "make it ours" and you alter history books and other storytelling materials for that. You people have a serious issue and he claims whites as being the good ones? 😂😂 Seriously, this bullshit boils my blood, it makes me sick. No one is good except God! Just because you do not understand another man's culture, it doesn't mean he's of low intelligence. Same language dialects. I can't believe he said such bullshit about my people! Does he mingle with us or know us?! He looks like he's probably stayed in Canada all his life until now. This is pathetic but I know you whites are just afraid and terrified of us. I'll never forget the way we suffered and still are.
Identity Attack0.55044734
Insult0.48484445
Profanity0.48510036
Threat0.06863153
Severe Toxicity0.23225832
Moderate 0.5532103 Constructive 0.654 Identity Attack Moral_Argument
Feb 17, 2026 2 likes Inside Canada's Indian Invasion...
The guy is the vest looks re-tarded but is based.
The guy is the vest looks re-tarded but is based.
Identity Attack0.28034934
Insult0.5101222
Profanity0.39409557
Threat0.010835429
Severe Toxicity0.023927659
Moderate 0.4838166 Low Con 0.18 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
I swear the guy with the bike in the yellow vest you found a veteran of Brampton, the old straight racist
I swear the guy with the bike in the yellow vest you found a veteran of Brampton, the old straight racist
Identity Attack0.46028158
Insult0.4339631
Profanity0.17803068
Threat0.018192071
Severe Toxicity0.023076924
Moderate 0.47323486 Moderate Con 0.342 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
yo safety vest is honest as phuck i like that guy
yo safety vest is honest as phuck i like that guy
Identity Attack0.035074018
Insult0.40243408
Profanity0.46460027
Threat0.0115345
Severe Toxicity0.03321367
Moderate 0.45757914 Moderate Con 0.362 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Ahh they found the end boss groyper lol vest bike guy is unhinged
Ahh they found the end boss groyper lol vest bike guy is unhinged
Identity Attack0.038425524
Insult0.40420914
Profanity0.3158166
Threat0.012751401
Severe Toxicity0.022839356
Moderate 0.41690505 Low Con 0.139 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
That white guy with the orange vest stokes violence. I think everyone should just get over it, evolution of human migration is a fact. Nothing ever remains the same.
That white guy with the orange vest stokes violence. I think everyone should just get over it, evolution of human migration is a fact. Nothing ever remains the same.
Identity Attack0.46028158
Insult0.24928534
Profanity0.12286829
Threat0.0824309
Severe Toxicity0.023076924
Moderate 0.40336934 Moderate Con 0.48 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
I just want to clarify the dude in a worker vest with his bicycle.. is a homeless guy.. He's a very bad representative of canadien population.. I wonder tho, if he's a drunk or a …
I just want to clarify the dude in a worker vest with his bicycle.. is a homeless guy.. He's a very bad representative of canadien population.. I wonder tho, if he's a drunk or a schyzo.
Identity Attack0.1808059
Insult0.47357693
Profanity0.05243378
Threat0.0072882893
Severe Toxicity0.010528564
Moderate 0.4014846 Constructive 0.509 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
WTG Tyler. You probably just got that orange vest bike guy stabbed
WTG Tyler. You probably just got that orange vest bike guy stabbed
Identity Attack0.024198212
Insult0.10587067
Profanity0.09195647
Threat0.44942492
Severe Toxicity0.022710243
Moderate 0.37751234 Moderate Con 0.426 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
So many fraudsters with ZERO RESPECT for Canada! I hope CBSA is watching the guy at @2:14 before he overstays his welcome! Also, can we get a compilation of just the guy in the high …
So many fraudsters with ZERO RESPECT for Canada! I hope CBSA is watching the guy at @2:14 before he overstays his welcome! Also, can we get a compilation of just the guy in the high viz vest? He's a rock star! Just call him High viz Harry if he doesn't want his name used... Pretty sad when the long time Indian immigrant doesn't even like the new comers🤣 As for the smuggler - I hope an anonymous tip was made...
Identity Attack0.31307843
Insult0.37279442
Profanity0.030890211
Threat0.009100696
Severe Toxicity0.010910034
Moderate 0.37751234 Constructive 0.661 Call_To_Action
Feb 9, 2026 Inside Canada's Indian Invasion...
The white guy saying Africans can’t be cashiers at McDonald’s meanwhile there is McDonald’s in Africa, this is why he’s riding and wearing a safety vest
The white guy saying Africans can’t be cashiers at McDonald’s meanwhile there is McDonald’s in Africa, this is why he’s riding and wearing a safety vest
Identity Attack0.40713623
Insult0.16897665
Profanity0.08581402
Threat0.0113014765
Severe Toxicity0.016706496
Moderate 0.3666224 Low Con 0.253 Humor_Satire
Feb 24, 2026 1 likes Inside Canada's Indian Invasion...
We need to give goofy helmet, safety vest Guy a permanent visa to the USA ASAP
We need to give goofy helmet, safety vest Guy a permanent visa to the USA ASAP
Identity Attack0.10221587
Insult0.3406697
Profanity0.19032755
Threat0.029933142
Severe Toxicity0.01683561
Moderate 0.36043653 Low Con 0.161 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
I'm with the guy in the vest...I can deal with an Indian invasion over Muslim/African any day! We've had a huge Indian influx in our area and though they usually group together, they at last …
I'm with the guy in the vest...I can deal with an Indian invasion over Muslim/African any day! We've had a huge Indian influx in our area and though they usually group together, they at last largely assimilate even if their yards don't say it! Not to mention do this same interview in a largely Muslim area and see how the people react if you don't have a body guard!
Identity Attack0.40713623
Insult0.11464815
Profanity0.08549073
Threat0.043309137
Severe Toxicity0.018320406
Moderate 0.33255672 Constructive 0.763 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
the orange vest guy was Tylers greatest wet dream come true lol
the orange vest guy was Tylers greatest wet dream come true lol
Identity Attack0.025404079
Insult0.110259406
Profanity0.16822512
Threat0.010472948
Severe Toxicity0.013543231
Moderate 0.3048984 Low Con 0.275 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
I have loved your channel for a while now, but i really do not like how you allowed the racist man in the safety vest to be in this video. I recognize Canada has huge …
I have loved your channel for a while now, but i really do not like how you allowed the racist man in the safety vest to be in this video. I recognize Canada has huge problems with excess immigration and we can't meet the demands we are insinuating we can meet to potential immigrants. I also recognize that there is a a huge problem with Indian students being lured here under false pretences and this issue needs to be exposed. However, I don't think you should have given an openly racist person a platform to share their views and you laughed when they said obviously racist things. He said "I'm as racist as the next person" and you laughed. Sorry but what?! He is normalizing his racism and you are playing along. Just pick a different person to interview. He said "better indians than muslims, africans, etc....." Canada hasn't been around that long relative to other places. This guy came from immigrants like 1-2 generations ago. You probably got a lot of footage to choose from. Why him?
Identity Attack0.20680901
Insult0.16758773
Profanity0.027410502
Threat0.008815889
Severe Toxicity0.0059127808
Low Tox 0.2524482 Constructive 0.805 Moral_Argument
Feb 28, 2026 1 likes Inside Canada's Indian Invasion...
Also that guy on the bike with the high vis vest is spittin.
Also that guy on the bike with the high vis vest is spittin.
Identity Attack0.006696612
Insult0.1469393
Profanity0.096482486
Threat0.016638106
Severe Toxicity0.0065612793
Low Tox 0.24924077 Low Con 0.269 Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Patriot Alert for the guy in the orange vest
Patriot Alert for the guy in the orange vest
Identity Attack0.041003603
Insult0.06858205
Profanity0.021535112
Threat0.013165667
Severe Toxicity0.0043678284
Low Tox 0.17285149 Low Con 0.284 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Hahaha the guy in the safety vest jus spiting facts.
Hahaha the guy in the safety vest jus spiting facts.
Identity Attack0.004994711
Insult0.0808917
Profanity0.026454043
Threat0.0071070488
Severe Toxicity0.0026893616
Low Tox 0.1641865 Low Con 0.208 Humor_Satire
Feb 5, 2026 1 likes Inside Canada's Indian Invasion...
Safety Vest Guy should run for Prime Minister. If Minnesota Somalians can get their ringers elected, all Safety Vest Guy needs to do is team up with the Punjabi's.
Safety Vest Guy should run for Prime Minister. If Minnesota Somalians can get their ringers elected, all Safety Vest Guy needs to do is team up with the Punjabi's.
Identity Attack0.09410924
Insult0.06599696
Profanity0.020100424
Threat0.00967031
Severe Toxicity0.0037002563
Low Tox 0.1537979 Low Con 0.227
Jan 27, 2026 Inside Canada's Indian Invasion...
Work vest guy saying the truths I can't even say in public in the US without everyone screaming at me.
Work vest guy saying the truths I can't even say in public in the US without everyone screaming at me.
Identity Attack0.015757138
Insult0.05086332
Profanity0.024199532
Threat0.009359611
Severe Toxicity0.0024604797
Low Tox 0.11652588 Moderate Con 0.458
Jan 27, 2026 Inside Canada's Indian Invasion...
The reflective vest guy is unfathomably based.
The reflective vest guy is unfathomably based.
Identity Attack0.008879486
Insult0.058475737
Profanity0.025497584
Threat0.0077284453
Severe Toxicity0.002374649
Low Tox 0.1140901 Low Con 0.249 Meta_Commentary
Feb 26, 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.