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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: "Bro if i go to …" 38 comments · Page 1 of 2
You are a Focking idiot bro! You are going to get hurt for focking with people
You are a Focking idiot bro! You are going to get hurt for focking with people
Identity Attack0.23163283
Insult0.89108896
Profanity0.90862066
Threat0.48617232
Severe Toxicity0.61260825
Toxic 0.96426713 Low Con 0.218 Insult Fear_Threat
Feb 8, 2026 Inside Canada's Indian Invasion...
Am glad you think that “Fat Cracker” joke is funny calling African illiterate and low IQ and saying “Rape” is part of African culture is crazy! Shame on you bro! And you stood there and …
Am glad you think that “Fat Cracker” joke is funny calling African illiterate and low IQ and saying “Rape” is part of African culture is crazy! Shame on you bro! And you stood there and laugh smh…! lol go on “EDP WATCH” see what “American are doing” fucking dumb ass!
Identity Attack0.57150364
Insult0.71027446
Profanity0.764141
Threat0.16067244
Severe Toxicity0.45895407
Toxic 0.8778702 Low Con 0.227 Identity Attack Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
😢Dude, you might be the worst "journalist" ever Like bro, go back to making Mr Beast videos But srsly, way to just piggyback off nick shirley in attempt that you can use your xenophobic/racist narratives …
😢Dude, you might be the worst "journalist" ever Like bro, go back to making Mr Beast videos But srsly, way to just piggyback off nick shirley in attempt that you can use your xenophobic/racist narratives to bait views "Inside Canada's Indian invasion", it's one fucking town in Canada.. Hate to break it to you there's thousands of towns across the world that have large ethnic communities Just shut your channel down, or go back to making more brain rot 🤦you're the problem in this world
Identity Attack0.38185352
Insult0.65129566
Profanity0.541926
Threat0.18597278
Severe Toxicity0.45895407
Toxic 0.82048255 Moderate Con 0.407 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians don't wanna live in India, wanna criticize Canadian values while implementing Indian ones yet refuse to go back. If you aren't gonna fully assimilate, please stay where you are. If you are coming to …
Indians don't wanna live in India, wanna criticize Canadian values while implementing Indian ones yet refuse to go back. If you aren't gonna fully assimilate, please stay where you are. If you are coming to another country respect THEIR values, THEIR culture and THEIR laws. There's a reason u left your country, think abt that shit bro. I'm Indian I was brought up in Ontario and Alberta and holy shit Im embarrassed of what Indians have become.
Identity Attack0.6487889
Insult0.5723624
Profanity0.70864636
Threat0.02250864
Severe Toxicity0.35040274
Toxic 0.7761081 Constructive 0.65 Identity Attack Insult Identity_Assertion
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
Bro fuck going to India to experience India, just go to Canada! You’ll get a clean India experience
Bro fuck going to India to experience India, just go to Canada! You’ll get a clean India experience
Identity Attack0.44690517
Insult0.37052566
Profanity0.7654259
Threat0.013424582
Severe Toxicity0.3492342
Toxic 0.76523775 Low Con 0.234 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
damn bro, this white dude with the vest is going crazy against africans 😂😂
damn bro, this white dude with the vest is going crazy against africans 😂😂
Identity Attack0.5913144
Insult0.47787863
Profanity0.5722072
Threat0.08396416
Severe Toxicity0.26766825
Toxic 0.7252971 Low Con 0.231 Identity Attack Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
4:10 bro all indian dont eat poop pls stop spreading that, and if you think I'm lying and prove it, go to India and show other people, except those people from that village eating poop
4:10 bro all indian dont eat poop pls stop spreading that, and if you think I'm lying and prove it, go to India and show other people, except those people from that village eating poop
Identity Attack0.46028158
Insult0.4339631
Profanity0.44431314
Threat0.06238277
Severe Toxicity0.34989303
Moderate 0.6989911 Moderate Con 0.376 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
So many cucks bro. Im born here and yeah it sucks so many of my ppl came here but they are getting deprorted and many are going home. It was good for ppl here for …
So many cucks bro. Im born here and yeah it sucks so many of my ppl came here but they are getting deprorted and many are going home. It was good for ppl here for a long time until the new ppl started showing up. Aside from that these videos make ppl who lived here for generations also look bad. A sikh solider on 1 stamp and everyone started freaking out without knowing context. Everyday i see ppl blaming the action of 1 person on everyone, culture, and etc. I see ppl actively lying and many ppl actaully believing in jt. These ppl highlight only the bad as the biggest picture leaving out the actual story.
Identity Attack0.40713623
Insult0.5270482
Profanity0.55356324
Threat0.045895394
Severe Toxicity0.35058254
Moderate 0.6544696 Constructive 0.59 Insult Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Dayum tyler went and was going to go and do the deal, that was wild man.You've got big balls bro
Dayum tyler went and was going to go and do the deal, that was wild man.You've got big balls bro
Identity Attack0.031980325
Insult0.26957804
Profanity0.47435758
Threat0.01698343
Severe Toxicity0.02604016
Moderate 0.6027529 Moderate Con 0.439 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Bro Becareful with indian people. The majority are full of drama, scammer and fraud, dirty smell body Nasty, and also thier english accent is very annoying to hear sorry to say. The whole world now …
Bro Becareful with indian people. The majority are full of drama, scammer and fraud, dirty smell body Nasty, and also thier english accent is very annoying to hear sorry to say. The whole world now know whats going on in their drama. Many of them now kick them out, before getting so late. They are really very dangerous.
Identity Attack0.55044734
Insult0.5678696
Profanity0.357228
Threat0.17964768
Severe Toxicity0.20067264
Moderate 0.5885171 Constructive 0.511 Identity Attack Insult Unverified_Claim
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
Bro go to islamic country not here in Canada… You came here in Canada just follow the rule of law here not canada follow you .. what heck
Bro go to islamic country not here in Canada… You came here in Canada just follow the rule of law here not canada follow you .. what heck
Identity Attack0.5051609
Insult0.4339631
Profanity0.37854016
Threat0.010783645
Severe Toxicity0.056527592
Moderate 0.5532103 Low Con 0.199 Identity Attack Identity_Assertion
Sep 3, 2025 Why Canadians Are Turning Against …
okay the white guy on the bike lost me when he said " google the average iq of africa" bro have you seen the average american iq? it's going higher bcz it's boosted by immigrants …
okay the white guy on the bike lost me when he said " google the average iq of africa" bro have you seen the average american iq? it's going higher bcz it's boosted by immigrants from not america. also africa isn't a country
Identity Attack0.50515604
Insult0.26957804
Profanity0.16636424
Threat0.012492486
Severe Toxicity0.023076924
Moderate 0.4269174 Moderate Con 0.457 Identity Attack Unverified_Claim
Feb 5, 2026 3 likes Inside Canada's Indian Invasion...
You claim not to be racist, yet you zoom in on a man wearing slides as if he’s committing a crime? You cut to videos of only filthy street food and people doing disgusting things, …
You claim not to be racist, yet you zoom in on a man wearing slides as if he’s committing a crime? You cut to videos of only filthy street food and people doing disgusting things, generalizing an entire country based on hateful reels that I know you make as well. This adds fuel to the fire. By your logic, you probably live in a crack den, surviving on canned beans and food I wouldn’t even feed my farm animals, doped up on speed, living the American dream? I should make a video showing Tyler Oliveira’s homeland and cut to montages of Kensington, Philadelphia, Skidrow, and all those poor homeless communities you visit and antagonize for views and money. I should show all the weirdos that you know wander the streets of the country you call home, hurting and killing people in the name of beef or some ridiculously moronic bullshit. At least I don’t have to worry about getting shot or kidnapped by masked men in my country, but go on, bro, focus on the poop slingers and beggars. I’m absolutely not against you making videos on such topics, highlighting the abuse of the immigration system in both countries is important and above that, is your right to express yourself or report on. However, adding these unwanted tangents for clout and view baiting is not the definition of “independent journalism” that you claim to do. I was a huge fan of yours, but ever since you started making content about immigrants in New York City, you’ve gone down a very dark path. I hope you reflect on your actions and reconsider your outlook on the world.
Identity Attack0.12556632
Insult0.44126466
Profanity0.1308005
Threat0.02613456
Severe Toxicity0.023076924
Moderate 0.42349213 Constructive 0.686 Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
Brother, you should come to the biggest slum in Europe. The gypsy slum here in Bulgaria. Bro I want you to come and see what's going with those indians are not the same as these …
Brother, you should come to the biggest slum in Europe. The gypsy slum here in Bulgaria. Bro I want you to come and see what's going with those indians are not the same as these in canada!
Identity Attack0.4931391
Insult0.34392178
Profanity0.1184936
Threat0.014566151
Severe Toxicity0.023076924
Moderate 0.41690505 Constructive 0.525 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
Thank you for documenting this bro… seeing Brampton turn to the hellhole “Bramladesh” (nickname we call it) has been incredibly sad, I use to go to Bramladesh to watch Brampton Battalion (OHL Hockey) games and …
Thank you for documenting this bro… seeing Brampton turn to the hellhole “Bramladesh” (nickname we call it) has been incredibly sad, I use to go to Bramladesh to watch Brampton Battalion (OHL Hockey) games and the city was a great blue collar town to spend time in… ever since the Indian invasion I almost never go, seeing people defaecate and urinate frequently in public, the abhorrent driving, the dirtiness, & the incredible rudeness of the Indian population has made me not visit in yrs now. It’s getting worse in other areas like Niagara as well, where the same problem is occurring. What kills me is that if anyone who’s white speaks up about this the pathetic liberals instantly call you a “bigot” or a “Racist” for simply stating facts and expressing how MANY of us are feeling. A vast majority of Canadians had NO problem with the initial influx of Indians moving here in the early 2000’s they came over we’re very respectful, assimilated, became Canadians, & respected Canada and Canadians… this last 15 yrs has been the exact opposite.
Identity Attack0.4453683
Insult0.40243408
Profanity0.26735115
Threat0.030623792
Severe Toxicity0.023927659
Moderate 0.41168427 Constructive 0.738 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
It wasn’t that scary bro. They said without any stress go have a pizza outside. So why didn’t you go all the way down. You know very well they treated you with ease. In a …
It wasn’t that scary bro. They said without any stress go have a pizza outside. So why didn’t you go all the way down. You know very well they treated you with ease. In a normal family house. So actually you failed to show to scary side from them. You expected something like cartel side action. 😂😂😂😂 . Did the food tasted good at least. Indians not Africans which you met in Rome or Paris. Punjabi are human threating religion. You should have know that. Or atleast read about Sikh religion. Maybe then you will realize the real deal!!!
Identity Attack0.44690517
Insult0.32211447
Profanity0.19524631
Threat0.038220957
Severe Toxicity0.023458159
Moderate 0.39021665 Moderate Con 0.381 Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
I don’t understand like you bring it 4 million of them in four years. This is too much you change the whole system in Canada and most of them are getting free healthcare freeform free …
I don’t understand like you bring it 4 million of them in four years. This is too much you change the whole system in Canada and most of them are getting free healthcare freeform free apartments look the Canadian total debt increased by like $300 billion in a couple years because of those people I’m not against Indian. I have Indian friends but this kind of Indian people like you go there like you’re built like 50 call what the hell is wrong with you like you have to understand that’s a Christian country or they believe in God in one car they don’t believe in paganism and 20k kids. Still 4 million people is not normal to move in 4 years Is not fair Even im albanian u bring 4 million albanian in cannada i dont agree with it Is like increasing popullation 15 percent in 3-5 years Indian people drive bad than the cannadian people pay high insurance rates So you called me in Canada and you use free houses free renting free stuff and taking the other people money it’s not good that’s why you need to make your government India to develop your country better and not to attack the Muslim and be racist against the Muslims and the Indian Muslims Here we go with pagan gods looks ugly statue, bro the God is the creator of everything there’s no human gods stop leaving in fairytale paganism
Identity Attack0.36273825
Insult0.30797598
Profanity0.3320008
Threat0.012596053
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.521 Policy_Critique
Feb 26, 2026 Inside Canada's Indian Invasion...
Bro walk into a brown town and wonder why there's so many brown people. Well. duhh bro lol. Go to Chinatown. Who do you see most there?
Bro walk into a brown town and wonder why there's so many brown people. Well. duhh bro lol. Go to Chinatown. Who do you see most there?
Identity Attack0.41222036
Insult0.15911613
Profanity0.09992486
Threat0.011327368
Severe Toxicity0.01644827
Moderate 0.3666224 Low Con 0.291
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
bro go to hoboken NJ, its literally all indians and africans
bro go to hoboken NJ, its literally all indians and africans
Identity Attack0.40447855
Insult0.14150882
Profanity0.11539881
Threat0.013476364
Severe Toxicity0.02077355
Moderate 0.3389984 Low Con 0.177 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
bro to be honest with u as an Indian most of them even don't know what is civic sense , if u go to Delhi u see more horrible roads and worst bad driving peoples …
bro to be honest with u as an Indian most of them even don't know what is civic sense , if u go to Delhi u see more horrible roads and worst bad driving peoples and also they export that culture across the globe.
Identity Attack0.36733335
Insult0.2679134
Profanity0.10735235
Threat0.023371955
Severe Toxicity0.019095084
Moderate 0.3281604 Constructive 0.504 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
Bro your asking the crack heads downtown about this? Literally go anywhere else and ask the normal people 😅
Bro your asking the crack heads downtown about this? Literally go anywhere else and ask the normal people 😅
Identity Attack0.015958117
Insult0.27763805
Profanity0.14402086
Threat0.011068452
Severe Toxicity0.010375977
Moderate 0.32557452 Low Con 0.206 Humor_Satire
Nov 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
bro goes to China town and wonders why there's Chinese, that's the equivalate of going to Brampton and being shock to see Indians.
bro goes to China town and wonders why there's Chinese, that's the equivalate of going to Brampton and being shock to see Indians.
Identity Attack0.38185352
Insult0.08484049
Profanity0.069969244
Threat0.013631714
Severe Toxicity0.012207031
Moderate 0.3127066 Moderate Con 0.348 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
Yeah they talk about Pakistan And Bangladesh like their country is cleaner than Switzerland,like bro when you are proud of your country that much so why you go abroad to get better life,stay in your …
Yeah they talk about Pakistan And Bangladesh like their country is cleaner than Switzerland,like bro when you are proud of your country that much so why you go abroad to get better life,stay in your country
Identity Attack0.2816105
Insult0.15485314
Profanity0.078378424
Threat0.015774792
Severe Toxicity0.017739398
Moderate 0.3048984 Moderate Con 0.353 Identity_Assertion
Feb 27, 2026 4 likes Inside Canada's Indian Invasion...
As an indian living in canada im going to say this punjabis are not living in brampton because it feels like home most of them come to canada to flex and probably because the city …
As an indian living in canada im going to say this punjabis are not living in brampton because it feels like home most of them come to canada to flex and probably because the city is swamped with their people so they don’t have to communicate in english, i cant even count the number of times these people have talked to me punjabi while i tell them i don’t speak punjabi and they start getting offended ask me why i dont , like bro I’m from a different part of india , why don’t you speak my mother tongue or english to begin with , also the flexing culture they have is crazy , all i want to say is if you don’t know how to communicate in a language and still move to that country and complain you don’t have enough opportunities in your country you might be at fault not your country nor the new one that you moved into,most of them don’t even have papers , want a separate country for themselves, lack the skills and yet they are living like this, blame the government who let this happen not the rest of us.
Identity Attack0.30256465
Insult0.17486192
Profanity0.12286829
Threat0.016120117
Severe Toxicity0.01935331
Moderate 0.3048984 Constructive 0.585 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
Go to Surrey bro...it's even much worse than brampton. Surrey and Brampton belong to Punjab.
Go to Surrey bro...it's even much worse than brampton. Surrey and Brampton belong to Punjab.
Identity Attack0.26325142
Insult0.22770336
Profanity0.06946823
Threat0.013165667
Severe Toxicity0.010757446
Moderate 0.30452284 Moderate Con 0.46 Identity_Assertion
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.