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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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Search comment text, filter by category or toxicity level
Active: "We love the guy on …" 101 comments · Page 3 of 5
I have loved your channel for a while now, but i really do not like how you allowed the racist man in the safety vest to be in this video. I recognize Canada has huge …
I have loved your channel for a while now, but i really do not like how you allowed the racist man in the safety vest to be in this video. I recognize Canada has huge problems with excess immigration and we can't meet the demands we are insinuating we can meet to potential immigrants. I also recognize that there is a a huge problem with Indian students being lured here under false pretences and this issue needs to be exposed. However, I don't think you should have given an openly racist person a platform to share their views and you laughed when they said obviously racist things. He said "I'm as racist as the next person" and you laughed. Sorry but what?! He is normalizing his racism and you are playing along. Just pick a different person to interview. He said "better indians than muslims, africans, etc....." Canada hasn't been around that long relative to other places. This guy came from immigrants like 1-2 generations ago. You probably got a lot of footage to choose from. Why him?
Identity Attack0.20680901
Insult0.16758773
Profanity0.027410502
Threat0.008815889
Severe Toxicity0.0059127808
Low Tox 0.2524482 Constructive 0.805 Moral_Argument
Feb 28, 2026 1 likes Inside Canada's Indian Invasion...
I love the only guy defending them is a guy smoking inside a bus shelter! Makes sense he likes them! He'd fit right in
I love the only guy defending them is a guy smoking inside a bus shelter! Makes sense he likes them! He'd fit right in
Identity Attack0.011543332
Insult0.110259406
Profanity0.040910475
Threat0.04201601
Severe Toxicity0.007247925
Low Tox 0.2524482 Moderate Con 0.34 Humor_Satire
Feb 28, 2026 Inside Canada's Indian Invasion...
Canada has lost itself allowing all this mass immigration to happen. I can assure you that there are millions of expired visas and fraudulent visas that the government claims to be checking on...but canadians know …
Canada has lost itself allowing all this mass immigration to happen. I can assure you that there are millions of expired visas and fraudulent visas that the government claims to be checking on...but canadians know that's a lie. So many don't want to learn english, assimilate to Canadian cultures and their entitlement is next level. They think they are above the law. If they love their culture so much and don't want to change...don't come to a better country like Canada just to make our country shit. The first guy speaking truth, even knows it's too much and out of control. And I can assure you all these so called doctors and engineers and so forth aren't the majority of immigrants coming in - being an amazon driver, working at Tim's or a gas station isn't a special skill set. And the smuggler guy - yeah those are exactly the type of people we want in our countries...they are shady, dangerous and break law as like it's a proper day job.
Identity Attack0.1808059
Insult0.1469393
Profanity0.02030538
Threat0.008013252
Severe Toxicity0.0063323975
Low Tox 0.2412222 Constructive 0.593 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
I would love to know the iq of the bike guy😢😢😢😢
I would love to know the iq of the bike guy😢😢😢😢
Identity Attack0.018269362
Insult0.06687108
Profanity0.057944927
Threat0.012492486
Severe Toxicity0.0066375732
Low Tox 0.20032968 Low Con 0.283 Humor_Satire
Feb 11, 2026 22 likes Inside Canada's Indian Invasion...
As a Brampton raised kid, I lived there from 97' till about 2023, I'm caribbean and we have a large indian/muslim/hindu population too on our island. (Trinidad) and the issue with Brampton is: Indian people …
As a Brampton raised kid, I lived there from 97' till about 2023, I'm caribbean and we have a large indian/muslim/hindu population too on our island. (Trinidad) and the issue with Brampton is: Indian people will gladly intergrade, but Canadian borns won't welcome it. Walk with me- I'll use food for an example. Every other grocery store is middle eastern/asian/african in Brampton and its becomes harder finding more western style food. I love international food, I cook it often but if you're used to burgers and pizza and only know how to make spaghetti it feels like a 'take over' These people want what they want and even though all these places are free for you to also enjoy they don't like it cause it's too 'foreign' to them. It doesn't mean there isnt still a No Frills or a Walmart or Metro, but because the african and halal store are closer and more frequent it seems like more of a convenience to others and not to you. When people say we're multi-cultural, they mean 'yeah he's brown or black but he keeps it to himself' They aren't going to go to that Sikh temple giving free food, and only go to the church at the beginning even though they're welcome to both. It's the same for Diwali and other things, white people dont care to be interested in those things, and just wonder why they get to have it at all. I do agree with that indian lady at the beginning though, with lax immigration you come in feeling like you don't need to do anything to assimilate. They're doing themselves a disservice by only helping themselves. I hate stereotypes being perpetuated onto people but like that Pakistani guy said too, you live in a bubble and you don't pay attention to that. You can go days without speaking english to someone. You can't immigrate somewhere and shut out everyone already there. I get you may not feel welcome by the white people like the ones in the beginning and so you dont mess with them, and its easy not to. But there needs to be openness with helping everyone benefit from multi-culturalism and not just some of us. There are issues with immigrants not wanting to go outside their bubble and for canadians not to want to either, It'll be hard to (with the current issues we're facing as a country) to actually blend together more.
Identity Attack0.25140062
Insult0.061101943
Profanity0.02392626
Threat0.008181547
Severe Toxicity0.0060272217
Low Tox 0.1883923 Constructive 0.849
Oct 4, 2025 6 likes Inside Canada's Indian Metropolis (Brampton)
Please tell the guy on bike: I'm a black person from Africa. I speak French, English and Mandarin and two other local dialects from my country, I hold a PhD, and I know several like …
Please tell the guy on bike: I'm a black person from Africa. I speak French, English and Mandarin and two other local dialects from my country, I hold a PhD, and I know several like me from Africa. And despite his hate I LOVE him as a human being.
Identity Attack0.17925262
Insult0.035443626
Profanity0.073529124
Threat0.009955117
Severe Toxicity0.006713867
Low Tox 0.17631748 Constructive 0.763 Solidarity
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I love the poor guy on his bike... is the heart of this show
I love the poor guy on his bike... is the heart of this show
Identity Attack0.01565665
Insult0.054962315
Profanity0.025497584
Threat0.015429466
Severe Toxicity0.005264282
Low Tox 0.15656179 Moderate Con 0.473 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
I love this! Guys, let's be uncensored yet not rude.
I love this! Guys, let's be uncensored yet not rude.
Identity Attack0.010655383
Insult0.0350029
Profanity0.046171114
Threat0.011638066
Severe Toxicity0.0032615662
Low Tox 0.119997114 Constructive 0.532
Jan 27, 2026 Inside Canada's Indian Invasion...
I love that guy with the bikee
I love that guy with the bikee
Identity Attack0.013546381
Insult0.028612386
Profanity0.06145202
Threat0.011560392
Severe Toxicity0.00541687
Low Tox 0.104795754 Moderate Con 0.418
Jan 27, 2026 Inside Canada's Indian Invasion...
Asmon is gonna love the bike guy
Asmon is gonna love the bike guy
Identity Attack0.0103594
Insult0.02425329
Profanity0.04667213
Threat0.010654188
Severe Toxicity0.003929138
Low Tox 0.1013248 Low Con 0.212 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
GET THE GUY ON THE BIKE & VEST ON SOMEONES PODCAST.....NOW! FOR THE LOVE OF ALL THAT IS HONEST
GET THE GUY ON THE BIKE & VEST ON SOMEONES PODCAST.....NOW! FOR THE LOVE OF ALL THAT IS HONEST
Identity Attack0.0040142676
Insult0.026058068
Profanity0.02023706
Threat0.01187109
Severe Toxicity0.003490448
Low Tox 0.09958932 Low Con 0.219 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Love the Polish guy with his honesty 😂😂😂😂😂😂
Love the Polish guy with his honesty 😂😂😂😂😂😂
Identity Attack0.052035484
Insult0.020772645
Profanity0.034397304
Threat0.009851551
Severe Toxicity0.0051498413
Low Tox 0.09872158 Moderate Con 0.33
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I understand. Cause you guys were living in an authentic cultures since young schools work everything. But now. And Trump said like he bought Canada 51 States. Maybe it's a solution. I have no idea. …
I understand. Cause you guys were living in an authentic cultures since young schools work everything. But now. And Trump said like he bought Canada 51 States. Maybe it's a solution. I have no idea. Unless there's a leader in your country exactly expertised capitalism and figures that way a new economic model which determines a soul of New Canada? And that extremely justice a fair communication English profiles in Canadian community which everyone loves and accepts in conditions every races old residents new immigrants feel that comfortable no one argues about.
Identity Attack0.020781586
Insult0.035443626
Profanity0.016821137
Threat0.006757513
Severe Toxicity0.0021839142
Low Tox 0.09033044 Constructive 0.712 Comparative_Framing
Oct 13, 2025 Inside Canada's Indian Metropolis (Brampton)
I love that guy on the bike he's honest 😭😭😭 😂😂😂
I love that guy on the bike he's honest 😭😭😭 😂😂😂
Identity Attack0.009619443
Insult0.018645585
Profanity0.04065997
Threat0.016638106
Severe Toxicity0.0062179565
Low Tox 0.09033044 Moderate Con 0.468 Meta_Commentary
Jan 27, 2026 7 likes Inside Canada's Indian Invasion...
Because the liberals allow it. Corporations love the influx of cheap disposable labor. Best part is that so many people have this idea that voting liberal is voting for The Good Guys. Feels so good …
Because the liberals allow it. Corporations love the influx of cheap disposable labor. Best part is that so many people have this idea that voting liberal is voting for The Good Guys. Feels so good to virtue signal and then complain how you struggle to feed your kids while corporations have been making record profits year after year.
Identity Attack0.01274247
Insult0.032468732
Profanity0.012073003
Threat0.0062914654
Severe Toxicity0.0013160706
Low Tox 0.08083374 Moderate Con 0.376 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
I love how straight up this guy is
I love how straight up this guy is
Identity Attack0.012139536
Insult0.025542418
Profanity0.05393682
Threat0.009929225
Severe Toxicity0.0040626526
Low Tox 0.079250954 Moderate Con 0.331 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
bike guy has no filter and i love it
bike guy has no filter and i love it
Identity Attack0.011765319
Insult0.022512967
Profanity0.025907494
Threat0.0086087575
Severe Toxicity0.0032615662
Low Tox 0.07608539 Moderate Con 0.387 Meta_Commentary
Feb 24, 2026 1 likes Inside Canada's Indian Invasion...
I love the bike guy lol
I love the bike guy lol
Identity Attack0.007288578
Insult0.02173949
Profanity0.034397304
Threat0.009281937
Severe Toxicity0.0034713745
Low Tox 0.07608539 Moderate Con 0.437 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
I love the bike guy 😂😂
I love the bike guy 😂😂
Identity Attack0.008361516
Insult0.018774498
Profanity0.03339528
Threat0.010913103
Severe Toxicity0.00415802
Low Tox 0.067380086 Moderate Con 0.416 Humor_Satire
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
Love the guy in the safety vest
Love the guy in the safety vest
Identity Attack0.008398513
Insult0.020901557
Profanity0.026863953
Threat0.009411395
Severe Toxicity0.0031471252
Low Tox 0.06579731 Moderate Con 0.338 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
5:45 I LOVE this guy! Or more of him in the government ‼️‼️‼️‼️‼️
5:45 I LOVE this guy! Or more of him in the government ‼️‼️‼️‼️‼️
Identity Attack0.012541492
Insult0.017743196
Profanity0.025770858
Threat0.01101667
Severe Toxicity0.0045204163
Low Tox 0.06263174 Moderate Con 0.348 Meta_Commentary
Mar 2, 2026 Inside Canada's Indian Invasion...
Love that Guy, i am buying a bike lol
Love that Guy, i am buying a bike lol
Identity Attack0.0065486208
Insult0.018967867
Profanity0.029050145
Threat0.0104988385
Severe Toxicity0.0033569336
Low Tox 0.062236045 Moderate Con 0.461 Solidarity
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Love bike guy we need more of him 😂
Love bike guy we need more of him 😂
Identity Attack0.0059936526
Insult0.02122384
Profanity0.027820412
Threat0.009903334
Severe Toxicity0.0034332275
Low Tox 0.059727192 Moderate Con 0.408 Humor_Satire
Feb 6, 2026 Inside Canada's Indian Invasion...
I like that guy on the bike ❤. He has some "cajones" got to love it!
I like that guy on the bike ❤. He has some "cajones" got to love it!
Identity Attack0.0064006294
Insult0.019483518
Profanity0.026454043
Threat0.010369381
Severe Toxicity0.0029754639
Low Tox 0.059479803 Constructive 0.542 Solidarity
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Well...we all see it, we all live it, we all know what the problem is, we all know how it came about, and we all know what has to happen...An example, can be seen, by …
Well...we all see it, we all live it, we all know what the problem is, we all know how it came about, and we all know what has to happen...An example, can be seen, by looking to the South.. We know it takes us goin out to the poles by the millions, to vote, in order to elect, who we think is best for the country,..but then we expect small groups, of only a few100, to be capable of affecting change, with such major, post electoral issues, as this. Make no mistake, this, Canada, has already become a completely different place,..it's no longer the home we knew and loved, as it was. All those aspects are gone. And this is just the beginning. Wars Will Happen, in our cities.. Yes I'm just some guy that was born here in Canada, 61yrs ago. What I'm saying, is what I've been seeing, for decades. Rules and guidelines, and laws, need to passed. If you come to a foreign country, to live,..you practice, and learn their ways, and become one with them. None of this Social Separation B.S...If you want to live as you did in the country you left, find a secluded island, or go back to where you came from. It,s not just illegals that are being a problem.
Identity Attack0.011839314
Insult0.028832749
Profanity0.01579636
Threat0.0069387536
Severe Toxicity0.001707077
Low Tox 0.058737632 Constructive 0.793 Fear_Threat
Sep 10, 2025 1 likes Why Canadians Are Turning Against …

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.