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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

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "Here for the comments about …" 267 comments · Page 2 of 11
If you're not working by in group preferences by now you're part of the problem...prioritize your people or watch them be destroyed. And going through the comments its sad how many losers are proud to …
If you're not working by in group preferences by now you're part of the problem...prioritize your people or watch them be destroyed. And going through the comments its sad how many losers are proud to not be having kids...you are self deleting and literally giving up like a bunch of weak whinny selfish little babies...you are truly a pathetic bunch of weaklings smh
Identity Attack0.06294931
Insult0.72756535
Profanity0.26631543
Threat0.035803676
Severe Toxicity0.02449106
Moderate 0.6852916 Low Con 0.287 Insult
Aug 28, 2025 Why Canadians Are Turning Against …
This 🤡 is deleting comments. What a 💩head
This 🤡 is deleting comments. What a 💩head
Identity Attack0.04151922
Insult0.6677319
Profanity0.46460027
Threat0.011715741
Severe Toxicity0.16960317
Moderate 0.6827122 Low Con 0.098 Insult Meta_Commentary
Aug 25, 2025 Why Canadians Are Turning Against …
I see a lot of complete bullshit in the comments and in the comments from Canadians in the video. In what world do Indian immigrants not pay taxes? That's not a Canadian policy
I see a lot of complete bullshit in the comments and in the comments from Canadians in the video. In what world do Indian immigrants not pay taxes? That's not a Canadian policy
Identity Attack0.50515443
Insult0.5130944
Profanity0.57488567
Threat0.009955117
Severe Toxicity0.16960317
Moderate 0.6667219 Moderate Con 0.489 Identity Attack Insult
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Were to weak to speak up, we ban people for harsh words, We keep our heads burried in the sand then complain about how shitty things are. Too scared to point fingers in ANY direction …
Were to weak to speak up, we ban people for harsh words, We keep our heads burried in the sand then complain about how shitty things are. Too scared to point fingers in ANY direction out of fear, good job Canada! I hate my country I couldnt care less anymore, if we became the 51 state or not because who cares, were shit either way! Go ahead block this comment im just another racist right??? keep going down this path I dont mind becomming what you all want me to be... I was raised to believe in equality for all. I havent seen anything but a mass victimization of everything! Migration, Mental Health, Work place orrientation. People just gotta really start being honest with themselves first. in a society where its common to duisguise yourself with a "digital filter", I really think self honesty is going to be a very important tool for the future. learning to live with the "ugly truth" instead of trying to cover things up all the time, some people just suck no matter the race color or culture more realistically.
Identity Attack0.2964622
Insult0.5739874
Profanity0.596623
Threat0.04686524
Severe Toxicity0.20678867
Moderate 0.6588125 Constructive 0.644 Insult Policy_Critique
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
@pwila pjeetpoopeater... His restard brownhole read and understood all the comments graping him and his mom etc...🤣but incoherent copy-paste bot illiterate couldn't form a sentence to reply fast so ran away 🤣 his greped brownhole …
@pwila pjeetpoopeater... His restard brownhole read and understood all the comments graping him and his mom etc...🤣but incoherent copy-paste bot illiterate couldn't form a sentence to reply fast so ran away 🤣 his greped brownhole will comeback after using chatgpt but I will never be here only my channel bio will be, as reply🤣 bots liking their own restarted comments with their alts asusual 😂 Not gonna visit this comment section again 🤮🤮🤮 it st!!!nks 👳🏿‍♂️🤡🖕🏻🤡🤮🤮 so disgusting showing their culture in comments 🖕🏻🤡🤮🤮🤮🤮pos resrards Restarteds can get reply from my channel bio though always.
Identity Attack0.23467018
Insult0.6099415
Profanity0.4163752
Threat0.13498579
Severe Toxicity0.45293763
Moderate 0.6544696 Low Con 0.251 Insult Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
The bike guy is a hero for every racist retard on the comments
The bike guy is a hero for every racist retard on the comments
Identity Attack0.46050715
Insult0.6308392
Profanity0.40878695
Threat0.01750142
Severe Toxicity0.16960317
Moderate 0.6544696 Low Con 0.26 Insult Meta_Commentary
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Oh shit, I can just tell what this comment section is gonna be. Not even scrolled down to the comments yet, I wonder if I'll be right?
Oh shit, I can just tell what this comment section is gonna be. Not even scrolled down to the comments yet, I wonder if I'll be right?
Identity Attack0.014551271
Insult0.24928534
Profanity0.776286
Threat0.009540852
Severe Toxicity0.048457388
Moderate 0.6426206 Moderate Con 0.304
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Not all african are bad though ,i think i think he was a percimistic. But who am i to be surprised most white people hate black people just for existing as a South African i …
Not all african are bad though ,i think i think he was a percimistic. But who am i to be surprised most white people hate black people just for existing as a South African i can tell when i see a white racist prick and most of the comment section agrees with him which is very disgusting.
Identity Attack0.6007182
Insult0.58196646
Profanity0.44431314
Threat0.03407705
Severe Toxicity0.16960317
Moderate 0.6407703 Constructive 0.592 Identity Attack Insult Identity_Assertion
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
I like how this comment section is a safe space for racist losers who drool over Tyler's dishonest videos...
I like how this comment section is a safe space for racist losers who drool over Tyler's dishonest videos...
Identity Attack0.18705739
Insult0.65129566
Profanity0.18786818
Threat0.009256045
Severe Toxicity0.023076924
Moderate 0.6342749 Low Con 0.229 Insult Meta_Commentary
Feb 16, 2026 14 likes Inside Canada's Indian Invasion...
Shame on all you "Canadians" in the comments. Real Canadians do not claim you racists. Disgusting video spreading misinfo, and hate. people like you are worsening the hate and racism in this country. "The greatest …
Shame on all you "Canadians" in the comments. Real Canadians do not claim you racists. Disgusting video spreading misinfo, and hate. people like you are worsening the hate and racism in this country. "The greatest illusion of this world is the illusion of separation. Things you think are separate and different are actually one and the same. We are all one people. but live as if divided." Again shame on all you blatant racists and bigots in the comments!!
Identity Attack0.48915586
Insult0.6120431
Profanity0.091633186
Threat0.010343489
Severe Toxicity0.023927659
Moderate 0.60254884 Moderate Con 0.428 Insult Moral_Argument
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
The guy on the bike that the losers in the comment section said should be the PM for Canada is a white inferiorist who knows nothing of history. And it’s unbeknownst to him that the …
The guy on the bike that the losers in the comment section said should be the PM for Canada is a white inferiorist who knows nothing of history. And it’s unbeknownst to him that the IQ for the average white man today is much less than the IQ of the average white man say in the 1950s but wants to talk about the IQ of black people in Africa. And he says that he’s a racist but hes also a broke loser thats why he’s in the state that he’s in. The fact that you have a bunch of low IQ people in the comments butt hurt about the immigration saying that the guy on the bike should be the PM of Canada tells me what I need to know about them as well.
Identity Attack0.5135796
Insult0.6306599
Profanity0.17055123
Threat0.012285355
Severe Toxicity0.024866661
Moderate 0.5972042 Moderate Con 0.306 Identity Attack Insult Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
WOW so disappointed by the comment section... I'm Canadian and I know it's completely stupid to blame the faults of our governments on immigrants
WOW so disappointed by the comment section... I'm Canadian and I know it's completely stupid to blame the faults of our governments on immigrants
Identity Attack0.2823795
Insult0.61794597
Profanity0.29168049
Threat0.008090926
Severe Toxicity0.019611536
Moderate 0.5972042 Constructive 0.591 Insult Moral_Argument
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
I love reading the white rage in the comments. Bigoted pond scum seething about people looking for a better life. Seethe more whites.
I love reading the white rage in the comments. Bigoted pond scum seething about people looking for a better life. Seethe more whites.
Identity Attack0.58354634
Insult0.5678696
Profanity0.33317488
Threat0.018192071
Severe Toxicity0.067522444
Moderate 0.5921536 Low Con 0.299 Identity Attack Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Same thing is happening America too because of the H1B. India Fatigue is is everywhere. Heck even in YouTube comments, they always have to announce themself as being Indian. It’s pathetic.
Same thing is happening America too because of the H1B. India Fatigue is is everywhere. Heck even in YouTube comments, they always have to announce themself as being Indian. It’s pathetic.
Identity Attack0.4830652
Insult0.5678696
Profanity0.35848376
Threat0.010705971
Severe Toxicity0.023364257
Moderate 0.5885171 Moderate Con 0.378 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
So many racist comments from non native white Canadian 🐖 who are acting like they are inuits the original natives of the land!! Furthermore being British born and watching from England I can tell you …
So many racist comments from non native white Canadian 🐖 who are acting like they are inuits the original natives of the land!! Furthermore being British born and watching from England I can tell you one Damm thing, not one of these Indians are on governments benefits, they are working their socks off unlike others from a certain religion such as the recent Minnesota problem. Furthermore how many own a house there as compared to what you people call a Canadian white person, it will be interesting to know the facts. And no the heavens didn’t open up on them with gold coins raining on their heads 😂. Here in London you get the same occasional problem where non educated white people start to moan and can’t tell the difference between an Indian person or Pakistani, by the way Indians own the most homes in London have a think why!! They actually go out and work and want to achieve something In life!!
Identity Attack0.57150364
Insult0.54471385
Profanity0.39409557
Threat0.013528148
Severe Toxicity0.16960317
Moderate 0.5885171 Constructive 0.635 Identity Attack Insult Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Most of the comment are racist but let's take those white supremacist to muslim ghettos
Most of the comment are racist but let's take those white supremacist to muslim ghettos
Identity Attack0.6106996
Insult0.45135358
Profanity0.26735115
Threat0.05753354
Severe Toxicity0.09385906
Moderate 0.5885171 Low Con 0.204 Identity Attack Moral_Argument
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
What the bike guy is actually ssying is pure hate like ehat the f did the Muslim did or the afticans the question was about india and why he treats Islam as a race by …
What the bike guy is actually ssying is pure hate like ehat the f did the Muslim did or the afticans the question was about india and why he treats Islam as a race by saying the muslims? It's wierd that everyone in the comments is okay with what he said ( racism)
Identity Attack0.50515443
Insult0.47357693
Profanity0.5013569
Threat0.027170537
Severe Toxicity0.22207877
Moderate 0.5885171 Moderate Con 0.468 Identity Attack Moral_Argument
Feb 21, 2026 Inside Canada's Indian Invasion...
Ba qu'ils aillent au kalistan ils serviront a déstabiliser le kalistan en Inde voilà comment des communautarisme servent des intérêts occidentaux de déstabilisation l'Inde c'est pas le régime de pilote qu'ils arrêtent leurs conneries c'est …
Ba qu'ils aillent au kalistan ils serviront a déstabiliser le kalistan en Inde voilà comment des communautarisme servent des intérêts occidentaux de déstabilisation l'Inde c'est pas le régime de pilote qu'ils arrêtent leurs conneries c'est comme pour l'Iran trop de fouteur de merde dans l'émigration il y a de tout il n'est pas normal que des états accueille des voyous qui détruisent des vie paisible
Identity Attack0.4774257
Insult0.6109131
Profanity0.58072567
Threat0.046541955
Severe Toxicity0.45895407
Moderate 0.57271194 Moderate Con 0.309 Insult Fear_Threat
Feb 11, 2026 Inside Canada's Indian Invasion...
The comment section stinks of poopjeets
The comment section stinks of poopjeets
Identity Attack0.08831879
Insult0.4962726
Profanity0.4370703
Threat0.009566744
Severe Toxicity0.14389864
Moderate 0.5721988 Low Con 0.168 Identity_Assertion
Feb 24, 2026 2 likes Inside Canada's Indian Invasion...
you and your cuck gang crying in comments is so funny lol
you and your cuck gang crying in comments is so funny lol
Identity Attack0.10221587
Insult0.48675314
Profanity0.40929472
Threat0.015947454
Severe Toxicity0.14916596
Moderate 0.568186 Low Con 0.15 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
If these racist, useless Europeans go back to Europe than Indians, native Canadian, good Europeans & other immigrants can make Canada many times better and prosperous and no racism, no drug’s, no hatred, no violence, …
If these racist, useless Europeans go back to Europe than Indians, native Canadian, good Europeans & other immigrants can make Canada many times better and prosperous and no racism, no drug’s, no hatred, no violence, safe, secure and welcoming nation. So many Indians in Brampton because they have to live together for safety. They can avoid, racism, hatred, violence that way but still they can’t escape. Now it became favorite place for racist people, racist YouTubers etc. Indians are works in low wage jobs because they are not getting jobs according to their degrees, qualifications they have to do low wage jobs and even getting low wage jobs is very difficult. At least 12% Indians are jobless. Only some Indians help them and that’s why you find some place only indians. You can find many well educated even doctors, master degree engineers etc working in low wage jobs. You can just imagine lives of Those Indians who working with racist Canadians. Many people committed and committing suicide. This is state sponsored racism top to bottom so They are getting no help from anywhere. Canada making billions by international student and that way they getting low wage labourers still those young students getting racism, hatred like they are the problem of all problems of Canada. Racism, discrimination, hatred, violence against Indians is so normalise people don’t even hesitate. Really it’s horrible situation for Indians in Canada. Just look at the comments. Those racist, hateful people will going to get special place in hell. ( plz don’t delete comments.)
Identity Attack0.57150364
Insult0.5543018
Profanity0.13785136
Threat0.013528148
Severe Toxicity0.048457388
Moderate 0.568186 Constructive 0.579 Identity Attack Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Tyler has to be the racist mainstream youtuber in recent times. You guys might say "Wanting your country to not turn into India is not racist" and yes you are damn right but I am …
Tyler has to be the racist mainstream youtuber in recent times. You guys might say "Wanting your country to not turn into India is not racist" and yes you are damn right but I am specifically talking about the youtuber here. This dude goes to India, to a remote village which people dont even know of, makes a video on "poop throwing festival in India" as his Title and then says Oh hey I havent said anything racist, umm well you havent (even if I ignore the word play you do) but you had several other topics that you could have covered in "India" and you exactly knew what was gonna happen when you would upload this video but you anyways did, so yes you are a racist, a smart one. And for the people saying "Indians are so proud of India but they don't want to live there", I mean people making this kinda comment can't even wrap their head around the fact that 1.5 B people are from India. So even a small fraction of that population would contribute towards a large migration, so no "Indians are so proud of India but they don't want to live there" is absolute bullshit. Now does that mean its a perfect country? Absolute Not and Neither is the country Developed, we are a developing economy and we have a long way to go. We have our own issue in this country and we are dealing with it. As for as people living in your countries are concerned, I would ask you to be as objective as possible in situation rather than being stereotypical. If you see a person doing bad thing, call them out, it doesnt matter whether they are "Indian" or otherwise.
Identity Attack0.44690517
Insult0.48228607
Profanity0.4131548
Threat0.063675895
Severe Toxicity0.20067264
Moderate 0.56269526 Constructive 0.714
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
After watching this video, and then reading the comments i think I know what the problem is, its RACISM, people just dont like seeing so many people of different color, ofcourse mass immigration will bring …
After watching this video, and then reading the comments i think I know what the problem is, its RACISM, people just dont like seeing so many people of different color, ofcourse mass immigration will bring a lot of people, in this case it was Indians/pakistanis/bangladeshis, and its true out of so many immigrants some will choose wrong things to do(there are bad fishes in every pond), but isnt it true for everyone, even white people do the same shit, but the issue here which is concerning to everybody why a different race is here, the feel like its no more like canada used to be cuz brown people are here, but they forget white people also immigrated at one point of time to these lands. And also is nobody seeing the second part of the video where these people have temples giving out free food to so so many people. In my honest opinion, this rant of people is just glorified wrapper of RACISM which people dont wanna say out loud.
Identity Attack0.5051593
Insult0.40698266
Profanity0.4894185
Threat0.04718852
Severe Toxicity0.16960317
Moderate 0.5532103 Constructive 0.668 Identity Attack
Sep 22, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Couple of things to say!! 1. Thank you for putting this video as people and pupil in India and Canada will know the current status of the country. And Govt also lowered the percentage of …
Couple of things to say!! 1. Thank you for putting this video as people and pupil in India and Canada will know the current status of the country. And Govt also lowered the percentage of offering the student visa. 2. I really don’t give a shit about your content Idk what’s exactly the problem with you, your life, or your parents that raised you in a way that you just complain about things. Your every video is either about drug capital / murder capital or invasion of blah blah country in blah blah city. 3. Let me simplify for you Indian didn’t just show up here over night it’s your governments who is fuckin greedy these people pay 3-4x amount of tuition fees and each and every student pay 20k ( formerly 10k) as GIC which is invested in your govt bonds and resturn of these shits is not even 1%. 4. There are flaws in each and every community and everywhere. When govt just getting people here blindly students, refugees and what not then it is nothing but obvious that people will not have jobs and no jobs mean yes crime! 5. Better to question your fuckin greedy GOVERNMENT, but you can’t bcs you also don’t give a damn you just wanna post these shit and get the comments from anti Indian people which is kinda cool now a days online but who cares they built their businesses and what not. You just can hate Indians they are everywhere ! Well it’s fine too when you can’t defeat only thing you can do is hate 6. They really don’t need any recommendations from the community of people whose young boys are busy in finding either they are gay or cats or what and their girls are busy selling their nasty pictures online. And their old males are busy in tailgating with their shity Ford F150 and the old females with their nth bf and pregnant with ,even they don’t know, with whom. 7. They are respectful and helping to work on low wages ( idk why). As you mentioned the Tim will you quit spreading hate and working at that place I’ll get you a job! 8. It’s much better rather than hating have good government who will offer visa to really the qualified ones not to just random white refugees with their 19 people family and feeding them! 8. You know what is more fucked up the muslims everywhere begging while they get help from UN as welfare. And even worst your people in Downtown high on even your JC don’t know. 9. There are real reasons to worry! Don’t create that doesn’t even exist! 10. If someone from across the world with not good English speaking and minimal education come here and take over your nation then you are right crying is the only option left bcs your lazy ass didn’t wanna do anything so, now you are crying and posting online
Identity Attack0.27682206
Insult0.48228607
Profanity0.41570562
Threat0.07093142
Severe Toxicity0.16960317
Moderate 0.5532103 Constructive 0.673 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
Who is this schmuck Tyler Oliveira, and why is he here in Canada. Almost 9m subs?! The very title, subject matter, interview questions and presentation are racist. Just read the comments, and … surprise! You …
Who is this schmuck Tyler Oliveira, and why is he here in Canada. Almost 9m subs?! The very title, subject matter, interview questions and presentation are racist. Just read the comments, and … surprise! You get 24K people liking this comment: “Wanting your country not to turn into India is not racist.” Whoosh. 🙄
Identity Attack0.32476485
Insult0.57566804
Profanity0.11230402
Threat0.008103873
Severe Toxicity0.023076924
Moderate 0.54325575 Moderate Con 0.322 Insult Meta_Commentary
Feb 3, 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.