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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: "This is the same guy …" 1,684 comments · Page 38 of 68
As a white guy from Brampton, it's so odd walking around now lol
As a white guy from Brampton, it's so odd walking around now lol
Identity Attack0.26494437
Insult0.0638991
Profanity0.07805514
Threat0.009178371
Severe Toxicity0.008201599
Low Tox 0.25462922 Moderate Con 0.473 Personal_Narrative
Feb 14, 2026 2 likes Inside Canada's Indian Invasion...
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at …
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at 2:50 was purhaps the most honest 'white' guy you will meet. The fact is Indians didn't take over, the upper class just decided to move north to Bolton or more west to the Halton area. Over time enough Indians replaced them to basically take over important roles like police officers and political positions. Eventually just like East Asians have Markham and parts of Scarborough, the south Asians had a high enough population for Brampton to be considered their home turf. Eventually though it was the student visas that drove Canadians crazy. Millions of students in record time and I believe there was an additional 4 million who came on temporary work visas during covid, eventually Canadians got annoyed. Personally I don't see any problem with it as long as we keep building apartments and homes for the new immigrants to rent and live it doesn't bother me. I would like to see three times more immigration especially from Europe as this country is super underpopulated and we need people to open factories and build companies that will strengthen Canada as a whole and employ our own not just send money back to their countries. So its not an invasion we just need come to a place of understanding and learn to work together. I will finish with the one negative; there truly is a massive lack of assimilation and this may prove to be more of a problem than we realize but I won't go into it. Stay strong my Punjabi friends 👳🏿
Identity Attack0.293411
Insult0.123407245
Profanity0.06596114
Threat0.012285355
Severe Toxicity0.009613037
Low Tox 0.25462922 Constructive 0.875 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Obviously we need the guy with bicycle to go to prison.
Obviously we need the guy with bicycle to go to prison.
Identity Attack0.012139536
Insult0.071433455
Profanity0.021330157
Threat0.13815513
Severe Toxicity0.008430481
Low Tox 0.25462922 Low Con 0.171
Jan 27, 2026 Inside Canada's Indian Invasion...
The bike guy is funny asf🤣🤣🤣
The bike guy is funny asf🤣🤣🤣
Identity Attack0.01274247
Insult0.07555214
Profanity0.2761231
Threat0.008841781
Severe Toxicity0.014253352
Low Tox 0.25462922 Moderate Con 0.311 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
4:52 i like this guy, spittings facts
4:52 i like this guy, spittings facts
Identity Attack0.019676208
Insult0.06953252
Profanity0.17101645
Threat0.021990653
Severe Toxicity0.012207031
Low Tox 0.25462922 Moderate Con 0.328 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
As a caucasian, its no point complaining because most of the new age kids are playing games, doing weed and staying indoors while the immigrants deliver them pizza... So what is the point of complaining …
As a caucasian, its no point complaining because most of the new age kids are playing games, doing weed and staying indoors while the immigrants deliver them pizza... So what is the point of complaining that you see other colours around when the nation's commerce must go on... The guy saying no taxes doesnt look like our regular tax payer either... Seems to me the only work he does is buying synthetic drugs and sleeping on benches...
Identity Attack0.18313584
Insult0.12521741
Profanity0.018665737
Threat0.009385503
Severe Toxicity0.005340576
Low Tox 0.25462922 Constructive 0.604
Sep 19, 2025 93 likes Inside Canada's Indian Metropolis (Brampton)
lmaooo the guy on the bike gotta be a paid actor
lmaooo the guy on the bike gotta be a paid actor
Identity Attack0.015757138
Insult0.0813853
Profanity0.16915557
Threat0.012958534
Severe Toxicity0.012283325
Low Tox 0.25462922 Low Con 0.186 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
when these guys talk about assimilation how can I be sure they're not talking about druggie and homeless culture 😂
when these guys talk about assimilation how can I be sure they're not talking about druggie and homeless culture 😂
Identity Attack0.16587129
Insult0.12159709
Profanity0.077731855
Threat0.008103873
Severe Toxicity0.0077056885
Low Tox 0.25462922 Low Con 0.269
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Bro that guy on the bike was nuclear 😂😂
Bro that guy on the bike was nuclear 😂😂
Identity Attack0.018872296
Insult0.047349896
Profanity0.08096472
Threat0.13815513
Severe Toxicity0.016319158
Low Tox 0.25462922 Moderate Con 0.314 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Shirtless poland guy teaching ethics good
Shirtless poland guy teaching ethics good
Identity Attack0.17925262
Insult0.14150882
Profanity0.08452088
Threat0.010395273
Severe Toxicity0.009918213
Low Tox 0.25462922 Low Con 0.217 Humor_Satire
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
The old white guy with the bike is a real hero!
The old white guy with the bike is a real hero!
Identity Attack0.27510223
Insult0.06984934
Profanity0.056441884
Threat0.014393489
Severe Toxicity0.010910034
Low Tox 0.25462922 Moderate Con 0.395 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
0:36 That guy is saying that ....they sell and buy among themselves..... The fact is that they eat rice and lentils with spices kind of food ...so obviously they will buy that stuff from those …
0:36 That guy is saying that ....they sell and buy among themselves..... The fact is that they eat rice and lentils with spices kind of food ...so obviously they will buy that stuff from those people who sell it. The Canadian white people should focus on doing South Asian business and stuff rather than complaining.
Identity Attack0.28034934
Insult0.07491849
Profanity0.025907494
Threat0.0074306927
Severe Toxicity0.0051879883
Low Tox 0.25462922 Constructive 0.533 Identity_Assertion
Oct 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
This guy didn't do his research, toronto/ontario has many neighbours that might look dominated by one ethnic group.. I think we have more Asian deep pockets here than just Brampton has indians. U get bad …
This guy didn't do his research, toronto/ontario has many neighbours that might look dominated by one ethnic group.. I think we have more Asian deep pockets here than just Brampton has indians. U get bad apples in every single group in all levels and stages of life. Crime is worse from the up down.. next doc should be on the government ped stuff!!
Identity Attack0.27914262
Insult0.107333586
Profanity0.023106437
Threat0.0089712385
Severe Toxicity0.0062942505
Low Tox 0.2540519 Constructive 0.663 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
White bicycle guy based AF
White bicycle guy based AF
Identity Attack0.24970764
Insult0.07808672
Profanity0.12096943
Threat0.0138755
Severe Toxicity0.01302678
Low Tox 0.2540519 Low Con 0.298 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Trudeau let every Tom, Dick & Harry from every flea bitten country on the planet into Canada and now we have problems .Now Trudeau quits takes his 7 million dollar pension and says i created …
Trudeau let every Tom, Dick & Harry from every flea bitten country on the planet into Canada and now we have problems .Now Trudeau quits takes his 7 million dollar pension and says i created the problem now let the next guy fix it.
Identity Attack0.08252834
Insult0.16846494
Profanity0.089693464
Threat0.008945347
Severe Toxicity0.0090789795
Low Tox 0.2540519 Low Con 0.238
Jun 23, 2025 How Canada broke its immigration …
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...
I love the only guy defending them is a guy smoking inside a bus shelter! Makes sense he likes them! He'd fit right in
I love the only guy defending them is a guy smoking inside a bus shelter! Makes sense he likes them! He'd fit right in
Identity Attack0.011543332
Insult0.110259406
Profanity0.040910475
Threat0.04201601
Severe Toxicity0.007247925
Low Tox 0.2524482 Moderate Con 0.34 Humor_Satire
Feb 28, 2026 Inside Canada's Indian Invasion...
Coolies can't drive. Even the other chilli pips realize this. Bike Guy needs to run for office. 👌🏻🤣
Coolies can't drive. Even the other chilli pips realize this. Bike Guy needs to run for office. 👌🏻🤣
Identity Attack0.023796257
Insult0.21836096
Profanity0.073529124
Threat0.008427517
Severe Toxicity0.0062561035
Low Tox 0.25084448 Low Con 0.257 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
I had a phillaphino guy tell me the other day he works full time and his women collects welfare but they claim single its bs
I had a phillaphino guy tell me the other day he works full time and his women collects welfare but they claim single its bs
Identity Attack0.09659086
Insult0.08410009
Profanity0.21024476
Threat0.008505191
Severe Toxicity0.00919342
Low Tox 0.25084448 Constructive 0.518
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
As a brown guy who is born and raised here, not every brown person is Indian. There are Guyanese, Trinidadians, Sri Lankans, Bengali, Nepali etc people that are in no way related, linguistically, culturally or …
As a brown guy who is born and raised here, not every brown person is Indian. There are Guyanese, Trinidadians, Sri Lankans, Bengali, Nepali etc people that are in no way related, linguistically, culturally or religiously to people from Punjab that have been here decades and respect the land, the culture and learn English. The majority of the mass migration as of late has come from one state in India. Many are good people, but many try to make Canada the home they left. Too bad the rest of us south asians and west indians are painted with this broad brush.
Identity Attack0.29188538
Insult0.07967083
Profanity0.035900343
Threat0.008401625
Severe Toxicity0.006904602
Low Tox 0.25084448 Constructive 0.762 Personal_Narrative
Feb 24, 2026 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...
back to early 2000s, "bad guy label" was definatly on Chinese. How did Indians take over that labe so fast?
back to early 2000s, "bad guy label" was definatly on Chinese. How did Indians take over that labe so fast?
Identity Attack0.28034934
Insult0.08558089
Profanity0.03489832
Threat0.008738215
Severe Toxicity0.0059890747
Low Tox 0.24924077 Moderate Con 0.333 Identity_Assertion
Feb 3, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
Lined up in Indian supermarket my turn come up was completely ignored they served an Indian guy behind me 😂
Lined up in Indian supermarket my turn come up was completely ignored they served an Indian guy behind me 😂
Identity Attack0.23922618
Insult0.06669625
Profanity0.0887236
Threat0.017674083
Severe Toxicity0.010223389
Low Tox 0.24924077 Moderate Con 0.488 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
Bike guy the 🐐
Bike guy the 🐐
Identity Attack0.016058605
Insult0.15840563
Profanity0.196476
Threat0.011767523
Severe Toxicity0.014640691
Low Tox 0.24763705 Moderate Con 0.377 Humor_Satire
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Why is it that every leftist who VEHEMENTHLY hates this guy cant watch a minute of his videos? You are overwhelmingly fair in the face of evil.
Why is it that every leftist who VEHEMENTHLY hates this guy cant watch a minute of his videos? You are overwhelmingly fair in the face of evil.
Identity Attack0.05089863
Insult0.13607834
Profanity0.026590679
Threat0.008259222
Severe Toxicity0.004119873
Low Tox 0.24603334 Moderate Con 0.38 Meta_Commentary
Jan 27, 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.