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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: "honestly the guy on the …" 57 comments · Page 1 of 3
“The guy with the bike was so honest” fucking hell?!?!? Saying Africans have an average iq <70/rape is part of their culture is genuinely retarded and spewing racist bs. Idk what honesty that is
“The guy with the bike was so honest” fucking hell?!?!? Saying Africans have an average iq <70/rape is part of their culture is genuinely retarded and spewing racist bs. Idk what honesty that is
Identity Attack0.6458014
Insult0.61794597
Profanity0.70864636
Threat0.28890648
Severe Toxicity0.45895407
Toxic 0.78855824 Moderate Con 0.323 Identity Attack Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
8:25 this guy was honest lmao I can agree. Africans are not good!
8:25 this guy was honest lmao I can agree. Africans are not good!
Identity Attack0.7426507
Insult0.47787863
Profanity0.29279903
Threat0.03856628
Severe Toxicity0.23226519
Toxic 0.7105462 Moderate Con 0.435 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
eating poo😂😂 Indians from South Africa are clean to be honest wow that guy just said African grape is their culture how many white grape black people during slavery ?😂
eating poo😂😂 Indians from South Africa are clean to be honest wow that guy just said African grape is their culture how many white grape black people during slavery ?😂
Identity Attack0.55044734
Insult0.46625584
Profanity0.4177144
Threat0.054624002
Severe Toxicity0.35058254
Moderate 0.6863638 Low Con 0.215 Identity Attack Humor_Satire
Feb 24, 2026 Inside Canada's Indian Invasion...
We struggle with Muslims & Afrikans a shit ton lmao, meanwhile our Indian workers are genuinely kind people. Thank you bike guy for being honest.
We struggle with Muslims & Afrikans a shit ton lmao, meanwhile our Indian workers are genuinely kind people. Thank you bike guy for being honest.
Identity Attack0.6007182
Insult0.49389273
Profanity0.62717754
Threat0.061089642
Severe Toxicity0.30192792
Moderate 0.68408644 Constructive 0.645 Identity Attack Identity_Assertion
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
5:13 “I love dudes honestly”. I’m as racist as the next guy. SAME BRO SAME. IF IT LOOKS LIKE A DUCK AND WALKS LIKE A DUCK… it’s a duck. Don’t wait for it to fing …
5:13 “I love dudes honestly”. I’m as racist as the next guy. SAME BRO SAME. IF IT LOOKS LIKE A DUCK AND WALKS LIKE A DUCK… it’s a duck. Don’t wait for it to fing quack lol
Identity Attack0.3817989
Insult0.4339631
Profanity0.29209393
Threat0.091630474
Severe Toxicity0.16960317
Moderate 0.5885171 Moderate Con 0.356
Jan 27, 2026 12 likes Inside Canada's Indian Invasion...
That bike guy is just an honest dude. He’s not even bashing, proof: “All the good white people have moved out, we only have us poor white trash left over.”
That bike guy is just an honest dude. He’s not even bashing, proof: “All the good white people have moved out, we only have us poor white trash left over.”
Identity Attack0.57554024
Insult0.5130944
Profanity0.26607355
Threat0.0130621
Severe Toxicity0.02449106
Moderate 0.568186 Moderate Con 0.471 Identity Attack Insult Personal_Narrative
Feb 27, 2026 Inside Canada's Indian Invasion...
honestly the guy on the bike said it best: sure there are some street shitters here but hey so do the chinese. and the majority of Indians are good people who don't cause problems like …
honestly the guy on the bike said it best: sure there are some street shitters here but hey so do the chinese. and the majority of Indians are good people who don't cause problems like the Muslims and Africans in Dearborn MI. furthermore they actually do contribute to the economy unlike Somalis
Identity Attack0.5548181
Insult0.489133
Profanity0.48510036
Threat0.020782012
Severe Toxicity0.16960317
Moderate 0.56269526 Constructive 0.655 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Boy I was working with so many Indian guy I’m going to be honest with you they are lazy when you tell them do to one thing all of a sudden they can’t understand you …
Boy I was working with so many Indian guy I’m going to be honest with you they are lazy when you tell them do to one thing all of a sudden they can’t understand you that why I always say I love working with white peoples n other races people but not with Indian people here in Canada what I mean Indian people I mean from Asia I hate them so bad they need to go please they are ruined Canada 🇨🇦
Identity Attack0.57150364
Insult0.46476576
Profanity0.22552395
Threat0.06238277
Severe Toxicity0.15443328
Moderate 0.54823303 Moderate Con 0.491 Identity Attack Identity_Assertion
Aug 26, 2025 Why Canadians Are Turning Against …
"im as racist as the next guy" like dude you have a camera in your face you didnt have to be THAT honest🥀🥀🥀
"im as racist as the next guy" like dude you have a camera in your face you didnt have to be THAT honest🥀🥀🥀
Identity Attack0.35948995
Insult0.3388922
Profanity0.22889622
Threat0.13228847
Severe Toxicity0.109661035
Moderate 0.52272606 Moderate Con 0.309 Humor_Satire
Jan 27, 2026 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...
People are calling the bike guy honest or funny, but if you actually listen to him, he’s just exposing how racist and uneducated he is.
People are calling the bike guy honest or funny, but if you actually listen to him, he’s just exposing how racist and uneducated he is.
Identity Attack0.18158256
Insult0.54471385
Profanity0.07223598
Threat0.008453408
Severe Toxicity0.016125489
Moderate 0.4850187 Low Con 0.261 Insult Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
LOVE THE WHITE GUY ON THE BIKE HONEST ABOUT WHY WE HAVE BECOME RACIST!!!! 😂😂😂😂 ALL TRUE!!!👌🏻👌🏻
LOVE THE WHITE GUY ON THE BIKE HONEST ABOUT WHY WE HAVE BECOME RACIST!!!! 😂😂😂😂 ALL TRUE!!!👌🏻👌🏻
Identity Attack0.48915586
Insult0.25007802
Profanity0.17566866
Threat0.030623792
Severe Toxicity0.029626917
Moderate 0.47886392 Moderate Con 0.314 Identity_Assertion
Feb 4, 2026 2 likes Inside Canada's Indian Invasion...
Whats not fair is that they came here for a better life and now our quality of life has suffered. Every person will tell you how things have changed negatively because of the Indians, Punjabi's …
Whats not fair is that they came here for a better life and now our quality of life has suffered. Every person will tell you how things have changed negatively because of the Indians, Punjabi's and Pakistanis. None of them aligns with Canadian values. I feel its very rude and nerve-racking of them to come here and then try to change our culture to look like what they just came from. They are a dirty people. They have no rules when it comes to cleanliness in their food factories. They literally use their filthy feet to help in the preparation of food that is shipped to Western countries. Its a common agreement that we dont want them here. Even natural-born Indians dont want them here. They know how disgusting their hygiene practises are. I went to an indian resteraunt with a friend of mine and i could see into the kitchen and the guy who was cooking was barefooted and as he came to deliver the food he slid into a pair of slippers. I asked him if he was cooking in bare feet and he lied saying OHHH no maam and then he lifted his foot. I looked at my friend and said this is grose and im going to McDonalds. And everyone in Mcdonalds was Indian too. FUCC that. Canada doesnt even look Canadian anymore. We honestly look Asian and its the Liberals who are doing it. Get rid of White Canadians. Bring in Dumb down indians and they will never lose another election
Identity Attack0.48990932
Insult0.48313886
Profanity0.18049006
Threat0.01254427
Severe Toxicity0.023552058
Moderate 0.45921504 Constructive 0.639
Jan 27, 2026 Inside Canada's Indian Invasion...
yo safety vest is honest as phuck i like that guy
yo safety vest is honest as phuck i like that guy
Identity Attack0.035074018
Insult0.40243408
Profanity0.46460027
Threat0.0115345
Severe Toxicity0.03321367
Moderate 0.45757914 Moderate Con 0.362 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Guy on the bikes, diabolically honest that that’s how I like my racism. Upfront and not hidden.
Guy on the bikes, diabolically honest that that’s how I like my racism. Upfront and not hidden.
Identity Attack0.3758158
Insult0.29855028
Profanity0.33808854
Threat0.039602257
Severe Toxicity0.023129508
Moderate 0.4421347 Moderate Con 0.434 Humor_Satire
Feb 28, 2026 1 likes Inside Canada's Indian Invasion...
They love their country but don't want to live there and refuse to go back. Respect for the guy on the bike for being honest, most people don't have the balls to say it. It's …
They love their country but don't want to live there and refuse to go back. Respect for the guy on the bike for being honest, most people don't have the balls to say it. It's not racism, just pattern recognition.
Identity Attack0.14661247
Insult0.26957804
Profanity0.38343847
Threat0.010705971
Severe Toxicity0.019224197
Moderate 0.4394682 Constructive 0.704 Identity_Assertion
Mar 2, 2026 Inside Canada's Indian Invasion...
The guy with the bike is so honest he seems racist 😅😅😅
The guy with the bike is so honest he seems racist 😅😅😅
Identity Attack0.31307843
Insult0.27146968
Profanity0.16450337
Threat0.012181788
Severe Toxicity0.023076924
Moderate 0.4269174 Moderate Con 0.312 Humor_Satire
Feb 7, 2026 Inside Canada's Indian Invasion...
Funny ! How this guy is calling it as a " INVASION " when all of these indian people entered canada legally and assimilated into canadian culture . I reguard this vlog as an disgusting …
Funny ! How this guy is calling it as a " INVASION " when all of these indian people entered canada legally and assimilated into canadian culture . I reguard this vlog as an disgusting attempt to smear and tarnish the reputation of Good honest and hard working south asians .
Identity Attack0.4482637
Insult0.39743927
Profanity0.07708528
Threat0.00933372
Severe Toxicity0.018449519
Moderate 0.41910073 Constructive 0.573 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
He's just as racist as the next guy? He's honest unlike most.
He's just as racist as the next guy? He's honest unlike most.
Identity Attack0.22261032
Insult0.36798462
Profanity0.06596114
Threat0.0079873605
Severe Toxicity0.011138916
Moderate 0.37751234 Moderate Con 0.371 Meta_Commentary
Jan 27, 2026 19 likes Inside Canada's Indian Invasion...
I honestly don’t know what the bike guy has against all Africans 😂he left how the Indians have taken over his county and focused on Africans 😂 I respect the hate😂 As a Nigerian African, …
I honestly don’t know what the bike guy has against all Africans 😂he left how the Indians have taken over his county and focused on Africans 😂 I respect the hate😂 As a Nigerian African, I also hate when people don’t assimilate into the country they are opportune to be part.
Identity Attack0.38445538
Insult0.16480011
Profanity0.14049543
Threat0.016120117
Severe Toxicity0.021806452
Moderate 0.37458646 Constructive 0.63 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
the honestly of that white guy on a bike... i appreciate that
the honestly of that white guy on a bike... i appreciate that
Identity Attack0.37730414
Insult0.110259406
Profanity0.094219476
Threat0.114629425
Severe Toxicity0.023076924
Moderate 0.34757367 Moderate Con 0.415 Solidarity
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Dude this was so risky meetint up with that guy bro im honestly thanking god you didnt get mugged by some down bad punjabi dude
Dude this was so risky meetint up with that guy bro im honestly thanking god you didnt get mugged by some down bad punjabi dude
Identity Attack0.23998553
Insult0.18977246
Profanity0.20916378
Threat0.056563694
Severe Toxicity0.020515325
Moderate 0.33836752 Moderate Con 0.426 Fear_Threat
Feb 14, 2026 Inside Canada's Indian Invasion...
I a, Pakistani let me tell why won’t assimilate it’s cuz you guys make fun of our accent and culture so we say is they can look down on us even if we assimilate why …
I a, Pakistani let me tell why won’t assimilate it’s cuz you guys make fun of our accent and culture so we say is they can look down on us even if we assimilate why assimilate at all honestly it feels so good no need to speak French or English I only speak English at school even that is interrupted by speaking desi languages like Punjabi Hindi Urdu and others like we can integrate but never assimilate and also not to mention stereotypes you guys do on us so we just say if they gonna treat us negatively why not just take jobs and business we aren’t gonna be treated any better so why not make most out of it and why you guys mad other people have their own communities culture and language you guys were also immigrants not even immigrants but colonizers who literally gcided the natives also why you mad like they are successful and made their own community and support eachother that’s why they aren’t homeless they support eachother and are willing to compromise
Identity Attack0.29951343
Insult0.14150882
Profanity0.17987521
Threat0.045895394
Severe Toxicity0.023076924
Moderate 0.31825066 Constructive 0.747 Personal_Narrative
Oct 11, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Honestly, the only problem I see here…. is Tyler. The dude is constantly “investigating” people of color and exposing their “wrongdoings”. Why aren’t there videos of him exposing white people taking over Bali, Mexico City, …
Honestly, the only problem I see here…. is Tyler. The dude is constantly “investigating” people of color and exposing their “wrongdoings”. Why aren’t there videos of him exposing white people taking over Bali, Mexico City, Costa Rica and the issues it causes for the locals who cant afford their rent anymore? Why not investigate what really happened to our food prices when the tariffs were implemented? Or how corporate profits are at all time highs when the middle class is struggling. Or maybe expose the real data behind the ICE arrests and how 70%+ of those being captured/deported have never committed a crime in the US… His videos re-enforce a narrative that is incredibly toxic and dangerous for the United States and world as a whole. Let me set this straight, immigration isn’t inherently a bad thing, people of color aren’t the only ones that do wrong things, do your own independent research and stop watching this guys videos.
Identity Attack0.32184324
Insult0.17486192
Profanity0.035148825
Threat0.009618527
Severe Toxicity0.008964539
Moderate 0.30854854 Constructive 0.681 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
As a white Canadian in a skilled trade who has lost 100's of thousands in work to lower bids from East Indians it honestly makes me wanna apply for M.A.I.D I worked for four years …
As a white Canadian in a skilled trade who has lost 100's of thousands in work to lower bids from East Indians it honestly makes me wanna apply for M.A.I.D I worked for four years In a apprenticeship to get my redseal these guys come work for three months at the union's an they leave start their own company it's only 150$ for a business license in Canada and than they cut my throat a job worth 80 a sheet for hang tape an paint they come an bid at 15$ a sheet! HOW CAN WE COMPETE? Anyways I just wanted to comment because I may legit just give up an self delete here rather soon :( I'm 26 btw been in the trades since 15
Identity Attack0.27759558
Insult0.15627414
Profanity0.084844165
Threat0.01254427
Severe Toxicity0.01393057
Low Tox 0.2854699 Constructive 0.71 Economic_Argument
Jan 27, 2026 1 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.