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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: "Can this guy be OUR …" 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...
On the Khalistan poster, the guy on the right was the one that got killed in Surrey BC, by the Indian government. In the parking lot of a Sikh temple.
On the Khalistan poster, the guy on the right was the one that got killed in Surrey BC, by the Indian government. In the parking lot of a Sikh temple.
Identity Attack0.22063516
Insult0.053791173
Profanity0.02932342
Threat0.2836219
Severe Toxicity0.012435913
Low Tox 0.25462922 Moderate Con 0.459 Personal_Narrative
Feb 11, 2026 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...
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...
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...
Bike guy is gonna get arrested for sure
Bike guy is gonna get arrested for sure
Identity Attack0.029402243
Insult0.06250052
Profanity0.050680235
Threat0.22120713
Severe Toxicity0.008506775
Low Tox 0.25462922 Low Con 0.213 Meta_Commentary
Jan 27, 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...
"In India, life is easier for us. In India, if one person works and earns, the whole family can eat. Here, everyone has to work". Well said, Indian guy. But, if you don't like Canada, …
"In India, life is easier for us. In India, if one person works and earns, the whole family can eat. Here, everyone has to work". Well said, Indian guy. But, if you don't like Canada, because they force you to work, why don't you go back to India?
Identity Attack0.29798782
Insult0.06826523
Profanity0.016479544
Threat0.0078449575
Severe Toxicity0.0065231323
Low Tox 0.25462922 Constructive 0.66
Oct 6, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Most have become a burden on the average Canadian tax payers. The 1 guy India was better but yet they come here lmfao
Most have become a burden on the average Canadian tax payers. The 1 guy India was better but yet they come here lmfao
Identity Attack0.18546575
Insult0.12702756
Profanity0.07191269
Threat0.008893564
Severe Toxicity0.008125305
Low Tox 0.25462922 Low Con 0.265 Economic_Argument
Sep 28, 2025 Inside Canada's Indian Metropolis (Brampton)
12:45 so why you guys don't like when the women married different coulter? a fried of mine got married to a Indian woman and her day do not talk to her 11yrs now.
12:45 so why you guys don't like when the women married different coulter? a fried of mine got married to a Indian woman and her day do not talk to her 11yrs now.
Identity Attack0.27340925
Insult0.06023245
Profanity0.08064143
Threat0.010214032
Severe Toxicity0.009422302
Low Tox 0.25462922 Constructive 0.632
Sep 28, 2025 Inside Canada's Indian Metropolis (Brampton)
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)
In the late 70s, when i was in high school, there was only one black guy in the whole school. He was a funny cool kid but how things have changed in such a short …
In the late 70s, when i was in high school, there was only one black guy in the whole school. He was a funny cool kid but how things have changed in such a short time eh ?.
Identity Attack0.316
Insult0.07301756
Profanity0.058946952
Threat0.008323951
Severe Toxicity0.008163452
Low Tox 0.25462922 Constructive 0.593 Personal_Narrative
Feb 26, 2026 2 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
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 …
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...
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...
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...
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 …
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...
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...
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...
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)
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.