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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 #}

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Active: "If you're not the bike …" 22 comments
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 on the bike is full of shit. you're far more likely to be raped in Canada by a cacausian male than an African. the africans are trying to be on good behaviour so …
the guy on the bike is full of shit. you're far more likely to be raped in Canada by a cacausian male than an African. the africans are trying to be on good behaviour so that they can keep their visas. duh. And re: the number of Tims employees who are white: how many white Gen-Z Canadians do you see hoping to get a job at Tims vs. the number you can see who spend their entire day on their phones in their parents' basement?
Identity Attack0.6007182
Insult0.6149945
Profanity0.6001929
Threat0.34804323
Severe Toxicity0.35368225
Toxic 0.743089 Moderate Con 0.476 Identity Attack Insult Unverified_Claim
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
As a ‘Indian’ born in Canada I agree something needs to be done. The government is to be blamed for giving them false hope and not enforcing visa rules.. The guy on the bike however …
As a ‘Indian’ born in Canada I agree something needs to be done. The government is to be blamed for giving them false hope and not enforcing visa rules.. The guy on the bike however is insanely racist can we stop hyping up? He literally said we’re ‘lucky’ it’s Indians and not Africans or Muslims. Be so deadass what the fuck?
Identity Attack0.57957685
Insult0.62169385
Profanity0.6983885
Threat0.13815513
Severe Toxicity0.34993178
Toxic 0.743089 Constructive 0.567 Identity Attack Insult Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
BRO! Thanks for covering this f’n abomination! I live a few hours from there and my city’s jobs have been invaded by imported thrd wrld dirty, lazy Ind*@ns! They sh*t and piss in public in …
BRO! Thanks for covering this f’n abomination! I live a few hours from there and my city’s jobs have been invaded by imported thrd wrld dirty, lazy Ind*@ns! They sh*t and piss in public in front of families, on the beaches, on toilet seats, don’t flush or wash their hands or themselves, they stank up any place they’re in, they’re starting to form clans and sh**ting up neighbourhoods, these are just facts! We are sick and tired of imported low wage labourers taking f’n jobs so that corps can maximize profit! NEVER believe them when they lie and tell you “it’s because the citizens don’t want the jobs”, that’s a load a BS!! White dude on the bike is based af and spitting facts! Deport 70% of them and put a moratorium on immigration NOW!
Identity Attack0.57150364
Insult0.6120431
Profanity0.6242122
Threat0.09623027
Severe Toxicity0.38274905
Toxic 0.71760553 Constructive 0.615 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I WISH They would ALL take off to the U.S. Im sick of it. It's NOT RACISM, IT'S NUMBERS! There are FAR TOO MANY. They DON'T RESPECT OUR COUNTRY! THEY TREAT US LIKE SHIT. THEY …
I WISH They would ALL take off to the U.S. Im sick of it. It's NOT RACISM, IT'S NUMBERS! There are FAR TOO MANY. They DON'T RESPECT OUR COUNTRY! THEY TREAT US LIKE SHIT. THEY ONLY HIRE THEIR OWN! THEY DROVE UP THE RENTAL MARKET Cuz we DON'T HAVE THE ROOM For them, & they make it impossible to find a place. They're RUDE, ENTITLED & THE WORST THING THAT'S HAPPENED TO CANADA IN MY ENTIRE 47 YRS! Im TIRED OF BEING NICE & Keeping my mouth shut. We basically let them walk right in & take over. If it ain't them, it's the Africans & Muslims. The guy on the bike being interviewed is 100000% RIGHT! And WHO THE FU*K Gives them DRIVERS LICENCES? They drive like they're still in INDIA! Why TF COME here if they're ONLY GONNA MAKE IT Like INDIA? STAY IN INDIA IF u DON'T ASSIMILATE!
Identity Attack0.40351558
Insult0.6099415
Profanity0.4662011
Threat0.06658544
Severe Toxicity0.23224974
Moderate 0.6611249 Constructive 0.544 Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Notice How The Canadians There All Say They're Good People & That (Sihks) Are Not Eating & Throwing Their Own Sh!t (EVEN THE FKING BIKE GUY) 🤣💯
Notice How The Canadians There All Say They're Good People & That (Sihks) Are Not Eating & Throwing Their Own Sh!t (EVEN THE FKING BIKE GUY) 🤣💯
Identity Attack0.39207554
Insult0.5130944
Profanity0.6242122
Threat0.03649433
Severe Toxicity0.19455661
Moderate 0.6308517 Low Con 0.208 Insult Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
THANK YOU TYLER OLIVEIRA FOR MAKING THIS VIDEO!!! Bravo! We true Canadians have been saying this for years, and people think we're exaggerating about our Indian (and Muslim) invasion! Most Canadians are exactly like the …
THANK YOU TYLER OLIVEIRA FOR MAKING THIS VIDEO!!! Bravo! We true Canadians have been saying this for years, and people think we're exaggerating about our Indian (and Muslim) invasion! Most Canadians are exactly like the "bike guy," we're tired of mass immigration of these people who....ALL.....VOTE.....LIBERAL. This is how clowns like Justine Trudeau got into power. Immigrants keep voting for the "open border Liberals. DEPORT THEM ALL.
Identity Attack0.4911651
Insult0.5723624
Profanity0.10240069
Threat0.11922921
Severe Toxicity0.023974609
Moderate 0.5721988 Constructive 0.556 Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
That white guy on a bike is so ignorant. "Africans cannot even operate a cashier..." Really? I guess they import all their pilots, doctors, engineers, nurses, etc... Also, Africa is 54 countries, and in each …
That white guy on a bike is so ignorant. "Africans cannot even operate a cashier..." Really? I guess they import all their pilots, doctors, engineers, nurses, etc... Also, Africa is 54 countries, and in each country you could literally find numerous cultures and languages. Even within the same culture or family, two people aren't alike. This is why I watch YouTube videos that showcase Africa, because ignorance exists and has real-world consequences. Imagine that guy in HR, he'll obviously deny you a job if he learns that you're from Africa because he believes you're not intelligent.
Identity Attack0.5135796
Insult0.5678696
Profanity0.17473823
Threat0.015256803
Severe Toxicity0.02406851
Moderate 0.56269526 Constructive 0.698 Identity Attack Insult Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
To see so many "likes" and "laughs" for the guy on the bike is despicable. He was not "speaking facts", he was simply being ignorant and racist, which you guys love to see, smh. I …
To see so many "likes" and "laughs" for the guy on the bike is despicable. He was not "speaking facts", he was simply being ignorant and racist, which you guys love to see, smh. I always find it so fascinating how much "hate" the world has for Africans/blacks. Claiming that they're "sooooo inferior/unintelligent"🙄😒 lol, we all know that IF that were honestly the case then the world wouldn't need to constantly try to put them at a disadvantage. IF you all honestly believed that "blacks are inferior", then you wouldn't constantly be obsessed with black people, you'd simply let them be. We all know it's a projection. People see the greatness and constant resilience of blacks, which pisses you guys off lol. Now argue amongst yourselves under my comment 😌✊🏽✊🏾✊🏿😝
Identity Attack0.5075293
Insult0.49389273
Profanity0.2659699
Threat0.014393489
Severe Toxicity0.02458496
Moderate 0.50759226 Constructive 0.545 Identity Attack Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Video about how unwanted Indians have taken over a Canadian city ends up being predominantly about bashing Africans, talking about how their IQ is lower than 70. Whatever that means. However, the poor, “you know …
Video about how unwanted Indians have taken over a Canadian city ends up being predominantly about bashing Africans, talking about how their IQ is lower than 70. Whatever that means. However, the poor, “you know what” thrash won’t acknowledge same low IQ Africans don’t have forged certificates, don’t get their degrees from diploma mills like these Indians and actually go to proper Universities. They’re also hardworking, respectful folks who are not in your face and haven’t tried to take over Canada. I was born in Nigeria. I don’t live in Canada not because of Indians, though I see far too many of them in Lagos (because believe it or not, they’re everywhere) but because of personal preferences. Notice how the bikey cr@ck$r was riding on a bike while those he insults are doctors, lawyers, pharmacists, professors, musicians, athletes etc. I know them because many are my friends and former university colleagues here in America. Africans, especially Nigerians are leading in academia, medicine, music, movies. Unlike Indians they also excel in sports the world over, not just pretentious degrees, most of which are cooked up. African is recognized or respected only when he’s white like Elon Musk and Peter Thiel. And yes, cr@ck$rs are mad everywhere bcos the world they thought belonged to them turns out doesn’t at all. They don’t want to work, want to sit in their mom’s basement smoking joint all day, then use their “you know what” privilege to get ahead just because of their skin color and place of birth lands that belonged to other groups which they forcibly stole and developed with unpaid labor & resources, which they also stole from Africa and Indian sub continent. Anyone of you praising bikey should show me your college degree and I’ll give you $100 real dollars. Remind me again when that smart Nigeria Prince wipes out your bank account in his/her internet scam, how stupid he is with low IQ under 70. LOSERS!
Identity Attack0.5498214
Insult0.5130944
Profanity0.22612886
Threat0.020609349
Severe Toxicity0.042180564
Moderate 0.5024724 Constructive 0.565 Identity Attack Insult Policy_Critique
Feb 9, 2026 Inside Canada's Indian Invasion...
the bike man hates africans cause they're not his slaves anymore...
the bike man hates africans cause they're not his slaves anymore...
Identity Attack0.55044734
Insult0.336253
Profanity0.22542313
Threat0.029069828
Severe Toxicity0.02411546
Moderate 0.47886392 Low Con 0.229 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Wtf bro the guy with the bike , he got it wrong about Eritrean, they're very hard working, you will never gonna find a homeless person maybe 1 out of 100, that's a maybe. But …
Wtf bro the guy with the bike , he got it wrong about Eritrean, they're very hard working, you will never gonna find a homeless person maybe 1 out of 100, that's a maybe. But definitely they don't speak a good English.
Identity Attack0.36702603
Insult0.3388922
Profanity0.47435758
Threat0.0138755
Severe Toxicity0.024866661
Moderate 0.47323486 Constructive 0.505 Identity_Assertion
Feb 20, 2026 Inside Canada's Indian Invasion...
Hate to say it, but bike guy is right. I work in a (genuinely) diverse area and African men are by far the worst customers. Incredibly condescending, interrupt me constantly, and if they have a …
Hate to say it, but bike guy is right. I work in a (genuinely) diverse area and African men are by far the worst customers. Incredibly condescending, interrupt me constantly, and if they have a wife/girlfriend with them, they're constantly berating her. I've found Indians are cheap but generally polite, the biggest problem is that there's just too damn many of them and they don't assimilate, so you become a stranger in your own hometown when they move in. I remember looking for a place to get takeout around my boyfriend's house and it was literally 90% Indian food, 10% pizza with butter chicken and tandoori toppings.
Identity Attack0.5135796
Insult0.4339631
Profanity0.4113413
Threat0.035113025
Severe Toxicity0.09649272
Moderate 0.46716887 Constructive 0.798 Identity Attack Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I have to say to bike guy, bro.. you need to relax your racist remarks, if you actually meet africans, they're the opposite of the black americans. They have system just like filipinos.
I have to say to bike guy, bro.. you need to relax your racist remarks, if you actually meet africans, they're the opposite of the black americans. They have system just like filipinos.
Identity Attack0.4774257
Insult0.33154017
Profanity0.11477985
Threat0.008582866
Severe Toxicity0.018836858
Moderate 0.4014846 Constructive 0.556 Moral_Argument
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
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...
Canadians are too nice to tell the truth... you're wasting your time asking them LOL Bike guy kept it real though! A rarity
Canadians are too nice to tell the truth... you're wasting your time asking them LOL Bike guy kept it real though! A rarity
Identity Attack0.10221587
Insult0.0808917
Profanity0.020100424
Threat0.0065827454
Severe Toxicity0.0038146973
Low Tox 0.1893425 Moderate Con 0.433 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
5:30 minutes in guy on the bike is right in some aspects as I’ve worked with a few and they’re slow and take longer to pick things up they do eventually get the hang of …
5:30 minutes in guy on the bike is right in some aspects as I’ve worked with a few and they’re slow and take longer to pick things up they do eventually get the hang of things but their work ethic is very low. However with the IQ he is SPOT ON. I’ve literally tested this in and shown immigrants in Canada a picture of Adolf Hitler swastika armband in sight and all and asked them if they knew who he was and I’ve only had ONE immigrant answer correctly, and most of the people I asked were here in Canada on student visas!
Identity Attack0.07425626
Insult0.07396803
Profanity0.03715288
Threat0.00967031
Severe Toxicity0.0051116943
Low Tox 0.1641865 Constructive 0.711 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Buddy on the bike spike truthfully. Thanks for coming to Canada and exposing how we're being invaded. I don't know about this human smuggling exposure, you should prob be safer than this for content!
Buddy on the bike spike truthfully. Thanks for coming to Canada and exposing how we're being invaded. I don't know about this human smuggling exposure, you should prob be safer than this for content!
Identity Attack0.037909906
Insult0.036325075
Profanity0.012687869
Threat0.008168601
Severe Toxicity0.002784729
Low Tox 0.1104733 Constructive 0.738 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
If you're not the bike guy already, you will be very soon
If you're not the bike guy already, you will be very soon
Identity Attack0.005364689
Insult0.024640027
Profanity0.019895468
Threat0.010447056
Severe Toxicity0.0023841858
Low Tox 0.06896287 Moderate Con 0.366 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I wanna be friends with the Bike guy because I feel him! We’re all tired!
I wanna be friends with the Bike guy because I feel him! We’re all tired!
Identity Attack0.006696612
Insult0.017549826
Profanity0.025770858
Threat0.009722093
Severe Toxicity0.0023078918
Low Tox 0.05255287 Constructive 0.526 Solidarity
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
They’re in Brampton Caledon …. Dancing by the their temples🎉😂 , on scooter bikes around the GTA🎉😂
They’re in Brampton Caledon …. Dancing by the their temples🎉😂 , on scooter bikes around the GTA🎉😂
Identity Attack0.013847848
Insult0.016784932
Profanity0.016957775
Threat0.008815889
Severe Toxicity0.002336502
Low Tox 0.04785245 Low Con 0.249
Sep 29, 2025 IRCC Names India in Study …
Doug Ford is gonna re-think his anti-bike policies after seeing this.
Doug Ford is gonna re-think his anti-bike policies after seeing this.
Identity Attack0.0023863618
Insult0.014048916
Profanity0.010194245
Threat0.007327127
Severe Toxicity0.0007915497
Low Tox 0.028031485 Low Con 0.218 Humor_Satire
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.