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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: "Who is the man on …" 545 comments · Page 11 of 22
As a Brampton resident, the newer Indians, are giving the good ones a bad reputation. It used to be more multicultural city and immigrants actually assimilated with the customs of, Canada. It’s pretty much 90% …
As a Brampton resident, the newer Indians, are giving the good ones a bad reputation. It used to be more multicultural city and immigrants actually assimilated with the customs of, Canada. It’s pretty much 90% Indian now and about half of those don’t show signs of assimilating. Drivers here are so bad man! I’m convinced that a lot of them just pay for it. 😭 Their cuisine is good though, so, I’m grateful for that. 😅
Identity Attack0.3908055
Insult0.24928534
Profanity0.04742365
Threat0.0074954215
Severe Toxicity0.012283325
Moderate 0.3389984 Constructive 0.665 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
4:00 This man is brutally and savagely honest. He calls it like he sees it. 😄
4:00 This man is brutally and savagely honest. He calls it like he sees it. 😄
Identity Attack0.02721288
Insult0.21602537
Profanity0.12991914
Threat0.033386398
Severe Toxicity0.014447021
Moderate 0.3389984 Moderate Con 0.373 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
It’s all on the white man not wanting to take care of the women and children. This is the outcome of not wanting kids and calling your women gold digger when they ask for support …
It’s all on the white man not wanting to take care of the women and children. This is the outcome of not wanting kids and calling your women gold digger when they ask for support for their children. Look at these men, hate them or not. They are family members and looking after their families.
Identity Attack0.38238457
Insult0.16795322
Profanity0.075468846
Threat0.009955117
Severe Toxicity0.013155893
Moderate 0.3389984 Moderate Con 0.398
Oct 24, 2025 Inside Canada's Indian Metropolis (Brampton)
Whole America doesn't belong it a white man. It belongs to all immigrants.
Whole America doesn't belong it a white man. It belongs to all immigrants.
Identity Attack0.41975367
Insult0.09855611
Profanity0.06495911
Threat0.008789998
Severe Toxicity0.0126394415
Moderate 0.3389984 Moderate Con 0.346
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Bike guy is spitting facts lol. Thats a brave white man to say all that. Guy has nothing to lose lol.
Bike guy is spitting facts lol. Thats a brave white man to say all that. Guy has nothing to lose lol.
Identity Attack0.36598656
Insult0.19734058
Profanity0.10240069
Threat0.012233571
Severe Toxicity0.014188796
Moderate 0.3389984 Moderate Con 0.385 Meta_Commentary
Jan 28, 2026 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...
22:02 👹:::Because of 🤦‍♀️ the gift 🎁 of 🤦‍♀️ Imperialism and Multiculturalism: it’s not perfect 👌… actually quite hard to control all 🛂 LIVE after 🛬… but it’s ☝️ 🆒 opportunity for sustainable 🪝 inside …
22:02 👹:::Because of 🤦‍♀️ the gift 🎁 of 🤦‍♀️ Imperialism and Multiculturalism: it’s not perfect 👌… actually quite hard to control all 🛂 LIVE after 🛬… but it’s ☝️ 🆒 opportunity for sustainable 🪝 inside other countries 🌑💸 and infractionality infrastructures… you don’t want to have spontaneous gangs inside your own home, so you better let them cluster the generation they are welcomed….C’mon, man‼️…🧐…😃…😀…🤫…🤷‍♀️🧮🤦‍♀️…😿🌁⌛️⚕️🗽🎡🧘‍♀️
Identity Attack0.2839175
Insult0.16773392
Profanity0.16264248
Threat0.05430072
Severe Toxicity0.02383376
Moderate 0.3389984 Moderate Con 0.368 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
They don't want to talk about the stalking, harassment and sexual assaults against women. Even our news is covering for them, a punjabi sikh man literally threatened some girl with a replica gun and when …
They don't want to talk about the stalking, harassment and sexual assaults against women. Even our news is covering for them, a punjabi sikh man literally threatened some girl with a replica gun and when he got arrested, his bag had 3 bundles of rope, 2 carving knives, and 2 rolls of duck tape. Make sure people learn the actual truth, this surface level journalism always leaves these questions unanswered. I will tell you the answer, and it is a Yes!
Identity Attack0.28034934
Insult0.16795322
Profanity0.073529124
Threat0.13815513
Severe Toxicity0.015931819
Moderate 0.3389984 Constructive 0.668 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
The man who complained about naked people was not wearing anything lol
The man who complained about naked people was not wearing anything lol
Identity Attack0.0543092
Insult0.0836065
Profanity0.22321637
Threat0.008919456
Severe Toxicity0.01322045
Moderate 0.3389984 Low Con 0.239
Sep 30, 2025 23 likes Inside Canada's Indian Metropolis (Brampton)
The man says Indians abuse every system this country offers them. In Australia and In America the White Australian Building Engineers and Building Certifiers make up false pass Building Passes and about 50% of the …
The man says Indians abuse every system this country offers them. In Australia and In America the White Australian Building Engineers and Building Certifiers make up false pass Building Passes and about 50% of the Domestic housing apartment and houses have mild and severe building faults, so isn't that ABUSE by White Fellars and there's nothing the home owner can do because legal and Court costs are so so expensive
Identity Attack0.3958119
Insult0.19500497
Profanity0.07126612
Threat0.010369381
Severe Toxicity0.015415368
Moderate 0.3389984 Constructive 0.572 Unverified_Claim
Oct 15, 2025 Inside Canada's Indian Metropolis (Brampton)
Man on the bike is based af. Its a serious problem here and a lot of us are feeling the fatigue. I work with many and even when handling food they do not wash their …
Man on the bike is based af. Its a serious problem here and a lot of us are feeling the fatigue. I work with many and even when handling food they do not wash their hands it's absolutely disgusting.
Identity Attack0.009989422
Insult0.34392178
Profanity0.15019037
Threat0.007961469
Severe Toxicity0.0060272217
Moderate 0.3389984 Constructive 0.741 Fear_Threat
Jan 29, 2026 5 likes Inside Canada's Indian Invasion...
I went to college there, first time i've ever been a minority. I saw like 3 other white dudes my whole 3 years there, it was crazy man. They got whole neighbourhoods and zip's together …
I went to college there, first time i've ever been a minority. I saw like 3 other white dudes my whole 3 years there, it was crazy man. They got whole neighbourhoods and zip's together ;-;
Identity Attack0.37361985
Insult0.18604483
Profanity0.22602804
Threat0.01238892
Severe Toxicity0.015479924
Moderate 0.3389984 Constructive 0.594 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
At 15:01, he talks about food equality, but this man is blind to reality. When he reached India, people were being killed for eating beef, and Christian churches, priests, and mosques were attacked... https://www.youtube.com/watch?v=ZmluOfaiv0A
At 15:01, he talks about food equality, but this man is blind to reality. When he reached India, people were being killed for eating beef, and Christian churches, priests, and mosques were attacked... https://www.youtube.com/watch?v=ZmluOfaiv0A
Identity Attack0.36702603
Insult0.15627414
Profanity0.07047026
Threat0.17964768
Severe Toxicity0.015802706
Moderate 0.3389984 Moderate Con 0.383 Comparative_Framing
Nov 20, 2025 Inside Canada's Indian Metropolis (Brampton)
The Bike guy is spewing objectively false things about Africans using Richard Lynn IQ data which is disproven: Why "National IQ" Data is Fraudulent 1. The Data is Factually Fraudulent (Sample Bias) Richard Lynn did …
The Bike guy is spewing objectively false things about Africans using Richard Lynn IQ data which is disproven: Why "National IQ" Data is Fraudulent 1. The Data is Factually Fraudulent (Sample Bias) Richard Lynn did not use representative samples. For example, he famously assigned Equatorial Guinea an average IQ of 59 based on a group of children in a Spanish home for the developmentally disabled, then claimed that score represented the entire country. Peer-reviewed studies by researchers like Jelte Wicherts proved that Lynn systematically ignored higher-scoring African studies (some in the 80s and 90s) to keep his "averages" artificially low. If you judge a country’s intelligence by testing its hospitals and orphanages, you aren't a scientist—you're a fraud. 2. Nutrition is the "Hardware" of the Brain Intelligence cannot develop without biological fuel. As of 2026, roughly 30% of children in Sub-Saharan Africa suffer from stunting due to chronic malnutrition. Science proves that iodine and iron deficiencies alone can drop a population's IQ by 10–15 points. You aren't measuring "race"; you are measuring starvation. 3. The Education Gap (Abstract Reasoning) IQ tests do not measure "raw brain power." They measure Western-style schooling. Studies show that for every single year of formal education, a person’s IQ score increases by 1 to 5 points. Comparing the scores of people in countries with 30% literacy rates to people with PhDs in the West is like comparing the "athletic ability" of a runner to someone who has never been given shoes. 4. The "Age and War" Factor The median age in many African nations is under 20, compared to over 40 in Europe. These tests are often administered to children and adolescents in areas plagued by toxic stress from war and displacement. Peer-reviewed research confirms that trauma and PTSD physically impair the parts of the brain responsible for the logic puzzles found on IQ tests. 5. The Flynn Effect (The Death of the Racial Argument) If IQ were "innate" and "racial," it would never change. However, as nutrition and education improved in the West over the last 100 years, average IQ scores jumped by nearly 30 points. This is called the Flynn Effect. African scores are currently rising at the same rate as they develop. The "gap" is a development gap, not a genetic one. Conclusion: Using Richard Lynn’s data doesn't make you a "truth-teller"; it means you fell for a man so biased that his own university revoked his emeritus status for scientific or incompetence and racism. You are confusing privilege—access to food, safety, and a classroom—with innate ability.
Identity Attack0.27914262
Insult0.25404143
Profanity0.16357292
Threat0.025098583
Severe Toxicity0.018836858
Moderate 0.33836752 Constructive 0.527 Unverified_Claim
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
⚠️⚠️⚠️ LEARN THE TRUTH ABOUT HITLER. GO LISTEN TO SOME OF HIS SPEECHES NOW THAT WE HAVE AI TO TRANSLATE THEM FOR US. YOU WILL BE SHOCKED. HE WAS NOT THE MAN WE WERE TAUGHT …
⚠️⚠️⚠️ LEARN THE TRUTH ABOUT HITLER. GO LISTEN TO SOME OF HIS SPEECHES NOW THAT WE HAVE AI TO TRANSLATE THEM FOR US. YOU WILL BE SHOCKED. HE WAS NOT THE MAN WE WERE TAUGHT HE WAS. DON'T BELIEVE ME? GO LISTEN. ⚠️⚠️⚠️
Identity Attack0.13805299
Insult0.06984934
Profanity0.078378424
Threat0.03373172
Severe Toxicity0.023076924
Moderate 0.33421695 Moderate Con 0.321
Aug 29, 2025 Why Canadians Are Turning Against …
O…M…G…! I did not realize, until I read these comments, how many nincompoops we also have in Canada! 1) we are ALL IMMIGRANTS with the First Nations being here first.* * since "time immemorial," a …
O…M…G…! I did not realize, until I read these comments, how many nincompoops we also have in Canada! 1) we are ALL IMMIGRANTS with the First Nations being here first.* * since "time immemorial," a concept referring to First Nations presence on the land long before recorded history. Archeological and genetic evidence suggests migration from northeastern Asia, likely via the Bering Strait, with research pointing to human arrival 30,000 years ago or even earlier. 2) we have welcomed immigrants to settle our lands since more inhabitants equals more revenues for infrastructure. Yes, restructuring of the process is a good idea. 3) Poilievre is a thin skinned man of the pointy finger and blame game with little to offer in actual plans or programs. He plays to people’s gripes, whining, and general b*tch*ness. He IS very similar to the blow-hart down south although more literate. 4) There is no possible way he, especially being of like behaviour, could deal with The Felon. He is NOT a negotiator. He is not calm; he’s bombastic. He’s waaaaaaaay to the right, and will trample equal rights for women, and other valued communities. He has no interest in listening to other positions, views, or suggestions. His way or the highway. Again like the Fascist down south. 4) Our provincial leaders (except a few traitors to Canada’s sovereignty) are behind the extremely difficult work Carney is doing for our country. 67% of Canadians are cheering him on, including the Conservative playground scrapper, Doug Ford, plus Stephen Harper. So, put your bile on hold and support the positive. We’re in a really difficult, daily changing, coming at us from all sides, battle with the POS south of us. Carney is giving it his all. Can’t imagine he gets much sleep. How ‘bout break with the party-love, and have some respect for someone working so hard. Fighting for YOU! ❤️🇨🇦❤️
Identity Attack0.18903255
Insult0.3388922
Profanity0.10425757
Threat0.00746953
Severe Toxicity0.014253352
Moderate 0.33338684 Constructive 0.737
Aug 26, 2025 Why Canadians Are Turning Against …
the old indian man is the only one who should stay
the old indian man is the only one who should stay
Identity Attack0.381025
Insult0.09270445
Profanity0.07514556
Threat0.038911607
Severe Toxicity0.019611536
Moderate 0.33255672 Low Con 0.262 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
This is going to sound super cruel but in American its just as bad, over the last 8 years over 30 family owned businesses or small restaurants have been taken over and bought out by …
This is going to sound super cruel but in American its just as bad, over the last 8 years over 30 family owned businesses or small restaurants have been taken over and bought out by Indian people in my area alone, the food quality dips, quality in general dips, they're rude, they get mad if THEY mess up at you which is super disrespectful. I come from a Hispanic culture do be respectful to other human beings if you enter another person's country. Your laws no longer apply here and people who are foreign seem to think that is not the case. I hate seeing local grocery stores get bought out because nothing feels the same. Its not a community anymore its an infestation of rude, self centered obnoxious foreigners who treat everyone like crap because they're miserable. Many don't last because American's aren't going to go to a place that isn't really local anymore its not the same faces they're used to its a cheap old Indian man who is too lazy to fix anything and gets mad when you order too much and by too much like 4 things....
Identity Attack0.35948995
Insult0.19734058
Profanity0.16915557
Threat0.018019408
Severe Toxicity0.01825585
Moderate 0.3302291 Constructive 0.729 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
This man on his bicycle making blatent comments on intelligence from Africa 😢 really 😮
This man on his bicycle making blatent comments on intelligence from Africa 😢 really 😮
Identity Attack0.3043136
Insult0.25205973
Profanity0.05168226
Threat0.009747985
Severe Toxicity0.017222947
Moderate 0.32919475 Low Con 0.256 Moral_Argument
Feb 21, 2026 Inside Canada's Indian Invasion...
The man with the bicycle isn't trueful about African
The man with the bicycle isn't trueful about African
Identity Attack0.37361985
Insult0.16195811
Profanity0.08775374
Threat0.010421164
Severe Toxicity0.01322045
Moderate 0.3281604 Low Con 0.24 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
So bike man is a racist because he laid out cold facts.
So bike man is a racist because he laid out cold facts.
Identity Attack0.23618884
Insult0.25998658
Profanity0.07611542
Threat0.007534259
Severe Toxicity0.0090789795
Moderate 0.3281604 Low Con 0.171 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
ITS EVERYWHERE HERE MAN, IM FROM A SMALL TOWN OF 32,000 - 1 HOUR NORTH OF TORONTO, NOW I LIVE IN THE GREATER TORONTO AREA, IN OSHAWA.. INSANE MAN. CAN'T WAIT UNTIL I CAN MOVE …
ITS EVERYWHERE HERE MAN, IM FROM A SMALL TOWN OF 32,000 - 1 HOUR NORTH OF TORONTO, NOW I LIVE IN THE GREATER TORONTO AREA, IN OSHAWA.. INSANE MAN. CAN'T WAIT UNTIL I CAN MOVE TO TEXAS OR FLORIDA
Identity Attack0.04641757
Insult0.29855028
Profanity0.08581402
Threat0.008103873
Severe Toxicity0.008659363
Moderate 0.32712606 Moderate Con 0.42 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
rip western countries man we gotta do something
rip western countries man we gotta do something
Identity Attack0.28034934
Insult0.06617179
Profanity0.14313951
Threat0.34804323
Severe Toxicity0.023076924
Moderate 0.3260917 Low Con 0.284 Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
As a canadian man. It is evil. They should be back home at a minimum.
As a canadian man. It is evil. They should be back home at a minimum.
Identity Attack0.28034934
Insult0.17486192
Profanity0.027683776
Threat0.012078222
Severe Toxicity0.008506775
Moderate 0.32397532 Moderate Con 0.348 Moral_Argument
Mar 2, 2026 Inside Canada's Indian Invasion...
A good part of me doesn't like this video and thinks tyler just capitalizes off what people want to hear. There's so many nice brown people why do we have to divide ourselves idk man.
A good part of me doesn't like this video and thinks tyler just capitalizes off what people want to hear. There's so many nice brown people why do we have to divide ourselves idk man.
Identity Attack0.33352965
Insult0.08212569
Profanity0.12220735
Threat0.013579931
Severe Toxicity0.013672344
Moderate 0.3234372 Constructive 0.642 Policy_Critique
Feb 5, 2026 12 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.