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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: "Thumbnail 😂😂😂😂" 53 comments · Page 1 of 3
Fu mf tf was that thumbnail son of bish go put that stereotype garbage up your mom assh
Fu mf tf was that thumbnail son of bish go put that stereotype garbage up your mom assh
Identity Attack0.2331515
Insult0.78565484
Profanity0.8117245
Threat0.122295745
Severe Toxicity0.59390724
Toxic 0.9391453 Low Con 0.166 Insult Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
Dude these thumbnails are racist as fuck lmfao
Dude these thumbnails are racist as fuck lmfao
Identity Attack0.37655997
Insult0.5678696
Profanity0.84995824
Threat0.018537397
Severe Toxicity0.44787344
Toxic 0.9248995 Low Con 0.159 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Your thumbnail is racist disgusting 🤮🤮💩💩💩💩💩💩 It is being shown as if it is not Pakistani Muslims but Indian Hindus who are raping Christian girls and converting their religion. Who can be such a disgusting …
Your thumbnail is racist disgusting 🤮🤮💩💩💩💩💩💩 It is being shown as if it is not Pakistani Muslims but Indian Hindus who are raping Christian girls and converting their religion. Who can be such a disgusting and vulgar person who, for the sake of attention, is portraying other communities who always have to face racism in this manner because no one is going to stop him.
Identity Attack0.57150364
Insult0.6120431
Profanity0.43554106
Threat0.34804323
Severe Toxicity0.45895407
Toxic 0.76523775 Moderate Con 0.383 Identity Attack Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
So fucking based, especially the thumbnail haha. As an Indian myself, I don't like seeing too many Indians either. For example, just watch all the different "Indians litter" and "India sucks" videos and shorts out …
So fucking based, especially the thumbnail haha. As an Indian myself, I don't like seeing too many Indians either. For example, just watch all the different "Indians litter" and "India sucks" videos and shorts out there. Too many Indians bring their bad habits and couldn't care less about Western values and basic, humane principles. Also, my also Indian Mom recently told me about how she could never be left alone in India because there are a lot of "nasty people" over there. And I've heard those horror stories and seen various clips of that, it's insanity. Thank God I was born in the West.
Identity Attack0.57957685
Insult0.5130944
Profanity0.7107322
Threat0.046541955
Severe Toxicity0.35368225
Toxic 0.74954444 Constructive 0.766 Identity Attack Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians are recognized as the highest-earning or wealthiest ethnic group in the United States, the United Kingdom, and Germany, driven by high representation in STEM, medicine, and management roles. Their success is attributed to high …
Indians are recognized as the highest-earning or wealthiest ethnic group in the United States, the United Kingdom, and Germany, driven by high representation in STEM, medicine, and management roles. Their success is attributed to high education levels, strong professional skills, "cannada" allowed the uneducated khalistani, criminal and retarded ones who cant speak basic english shame on tyler olivera for the video thumbnail fu*k you rascist bastard you upload videos the the same platform whose ceo is indian when a country is failing the easiest thing to do is throw a minority group under the bus and put all the blame on them thats what the nazis did thats what trump is doing thats what you are on your way to become 😊 cannada imported the criminals and idiots the indian foreign minister warned the cannadian govt already but the govt policy sucks so yeah to the hell with that
Identity Attack0.6007182
Insult0.6336687
Profanity0.6001929
Threat0.13717735
Severe Toxicity0.45895407
Toxic 0.71760553 Moderate Con 0.335 Identity Attack Insult Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Why is there garbage in thumbnail, it shows you're clearly racist , like in this video there is literally no place where there is garbage , and i don't live in Canada, so I don't …
Why is there garbage in thumbnail, it shows you're clearly racist , like in this video there is literally no place where there is garbage , and i don't live in Canada, so I don't know anything but as what I have seen video , you're just a racist guy
Identity Attack0.34324843
Insult0.6149945
Profanity0.26937544
Threat0.009981008
Severe Toxicity0.14126498
Moderate 0.6852916 Moderate Con 0.36 Insult Meta_Commentary
Feb 7, 2026 Inside Canada's Indian Invasion...
Ai thumbnail sucks
Ai thumbnail sucks
Identity Attack0.04023018
Insult0.4339631
Profanity0.542788
Threat0.008401625
Severe Toxicity0.11492836
Moderate 0.68408644 Moderate Con 0.307 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
And why trash on the thumbnail? Racist
And why trash on the thumbnail? Racist
Identity Attack0.35624164
Insult0.6051471
Profanity0.27882218
Threat0.010705971
Severe Toxicity0.024866661
Moderate 0.6407703 Low Con 0.275 Insult Moral_Argument
Feb 20, 2026 Inside Canada's Indian Invasion...
Now I'm unsubscribe you because of your thumbnail,, you and other influencers are showing india and Indians as dirty
Now I'm unsubscribe you because of your thumbnail,, you and other influencers are showing india and Indians as dirty
Identity Attack0.4774257
Insult0.47384647
Profanity0.27882218
Threat0.014048163
Severe Toxicity0.05025077
Moderate 0.5885171 Moderate Con 0.382 Personal_Narrative
Feb 9, 2026 Inside Canada's Indian Invasion...
What with that thumbnail? You are literally a racist.
What with that thumbnail? You are literally a racist.
Identity Attack0.28034934
Insult0.5678696
Profanity0.17566866
Threat0.009437286
Severe Toxicity0.023076924
Moderate 0.57271194 Low Con 0.187 Insult Meta_Commentary
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
bro how racist can you be why is the thumbnail like that
bro how racist can you be why is the thumbnail like that
Identity Attack0.25817248
Insult0.37392882
Profanity0.17520344
Threat0.009644418
Severe Toxicity0.023076924
Moderate 0.45549932 Low Con 0.232 Meta_Commentary
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
The adoption of Mr Beastification of YouTube thumbnails by lying racists like Tyler Oliveira is tragic . No Tim Hortons looks like what you depict in the thumbnail. Tyler , you look part Jewish or …
The adoption of Mr Beastification of YouTube thumbnails by lying racists like Tyler Oliveira is tragic . No Tim Hortons looks like what you depict in the thumbnail. Tyler , you look part Jewish or even part Mexican with those almond shaped eyes and dark features. Before you know it , you’ll be next on the KKK’s menu .
Identity Attack0.3817989
Insult0.4555076
Profanity0.10363861
Threat0.023889944
Severe Toxicity0.023076924
Moderate 0.44039994 Low Con 0.282 Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
So whose fault is it? Shouldnt the Canadian government expel people who cheat their visa? and why being so racist in showing Indians as dirty in the thumbnail. .. i do agree there are people …
So whose fault is it? Shouldnt the Canadian government expel people who cheat their visa? and why being so racist in showing Indians as dirty in the thumbnail. .. i do agree there are people who have zero Civic sense...
Identity Attack0.4508763
Insult0.43450394
Profanity0.07320584
Threat0.008634649
Severe Toxicity0.015867263
Moderate 0.43475235 Constructive 0.514 Policy_Critique
Mar 3, 2026 Inside Canada's Indian Invasion...
Hmm let's talk about the thumbnail and the cluckbait in video of trash we were showen 😊
Hmm let's talk about the thumbnail and the cluckbait in video of trash we were showen 😊
Identity Attack0.025404079
Insult0.3393024
Profanity0.2356715
Threat0.010395273
Severe Toxicity0.01896597
Moderate 0.4014846 Low Con 0.186 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
Be brave and use Sikhs on thumbnail
Be brave and use Sikhs on thumbnail
Identity Attack0.3817989
Insult0.2469859
Profanity0.16729468
Threat0.34804323
Severe Toxicity0.05832097
Moderate 0.37458646 Moderate Con 0.328 Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Can you Tell me that why is the Trash and homeless people in the Thumbnail i mean why❓‼️
Can you Tell me that why is the Trash and homeless people in the Thumbnail i mean why❓‼️
Identity Attack0.043581683
Insult0.36798462
Profanity0.10425757
Threat0.008168601
Severe Toxicity0.0104522705
Moderate 0.36043653 Low Con 0.231 Meta_Commentary
Feb 13, 2026 1 likes Inside Canada's Indian Invasion...
I respect your work, Tyler, but why edit a thumbnail that isn’t even in the video? That’s kinda lame, man. Still, props to you for bringing light on the brown invasion of our homelands.
I respect your work, Tyler, but why edit a thumbnail that isn’t even in the video? That’s kinda lame, man. Still, props to you for bringing light on the brown invasion of our homelands.
Identity Attack0.37655997
Insult0.24928534
Profanity0.09066332
Threat0.020436687
Severe Toxicity0.01483436
Moderate 0.3389984 Constructive 0.567 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
That thumbnail is diabolical 😂
That thumbnail is diabolical 😂
Identity Attack0.012240025
Insult0.09124154
Profanity0.240511
Threat0.011638066
Severe Toxicity0.015996376
Moderate 0.33836752 Low Con 0.276
Jan 27, 2026 Inside Canada's Indian Invasion...
Change the racist thumbnail.
Change the racist thumbnail.
Identity Attack0.20680901
Insult0.24561718
Profanity0.068967216
Threat0.0100069
Severe Toxicity0.010986328
Moderate 0.3367073 Low Con 0.098 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
The thumbnail is racist
The thumbnail is racist
Identity Attack0.23467018
Insult0.16780703
Profanity0.15107171
Threat0.009023022
Severe Toxicity0.014382465
Moderate 0.33421695 Low Con 0.23 Moral_Argument
Feb 3, 2026 Inside Canada's Indian Invasion...
Tim Hortons thumbnail is crazy lol ❤
Tim Hortons thumbnail is crazy lol ❤
Identity Attack0.013345404
Insult0.24928534
Profanity0.13873272
Threat0.008712323
Severe Toxicity0.009384155
Moderate 0.3234372 Moderate Con 0.328 Meta_Commentary
Feb 8, 2026 9 likes Inside Canada's Indian Invasion...
Oh man, as soon I saw the title and the thumbnail, I just knew the comments were going to be insane 😂 As much as Canada is lauded as a nice and welcoming country, it's …
Oh man, as soon I saw the title and the thumbnail, I just knew the comments were going to be insane 😂 As much as Canada is lauded as a nice and welcoming country, it's open season when it comes to Indians. I work in a typical corporate environment, where all conversations are filtered through a layer of professionalism, and just the other day my director made a joke about how he's glad we don't have Indians on our team. Everyone laughed and we moved on as if it was a completely normal thing to say about an ethnic group. You know it's bad when both the conservative boomers and the liberal millenials/gen Z all agree we have too many Indians.
Identity Attack0.34324843
Insult0.2435641
Profanity0.0961592
Threat0.010369381
Severe Toxicity0.013414118
Moderate 0.3127066 Constructive 0.709
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
I understand he is addressing the real situation but the thumbnail is obviously racist lol
I understand he is addressing the real situation but the thumbnail is obviously racist lol
Identity Attack0.21075934
Insult0.15698463
Profanity0.11168506
Threat0.008556974
Severe Toxicity0.011749268
Moderate 0.30716252 Moderate Con 0.312 Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Why the long face on the thumbnail 💀
Why the long face on the thumbnail 💀
Identity Attack0.023595277
Insult0.10294484
Profanity0.17566866
Threat0.019573374
Severe Toxicity0.017610285
Moderate 0.3048984 Moderate Con 0.313 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
The thumbnail is wrong. It shows the Canadian flag, it should be the lgbt flag. We don’t fly the Canadian flag anymore. The rot is too deep
The thumbnail is wrong. It shows the Canadian flag, it should be the lgbt flag. We don’t fly the Canadian flag anymore. The rot is too deep
Identity Attack0.28034934
Insult0.15485314
Profanity0.06646215
Threat0.01086132
Severe Toxicity0.010681152
Moderate 0.3048984 Moderate Con 0.365 Identity_Assertion
Feb 6, 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.