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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: "As a brown guy who …" 17 comments
the guy with the bike l, who spoke with brown jacket, his apartment probably smells like shit, his definitely a loser He can talk shit as much as he wants but he didnt even get …
the guy with the bike l, who spoke with brown jacket, his apartment probably smells like shit, his definitely a loser He can talk shit as much as he wants but he didnt even get accepted by white ppl
Identity Attack0.55044734
Insult0.7090544
Profanity0.7785769
Threat0.02924249
Severe Toxicity0.35368225
Toxic 0.85850734 Low Con 0.265 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Nobody tells that to your fucking govt. Before they issue visas like food stamps? It's not only the brown's or a particular race it's your govt. that has failed. See downtown Toronto, vancouver or probably …
Nobody tells that to your fucking govt. Before they issue visas like food stamps? It's not only the brown's or a particular race it's your govt. that has failed. See downtown Toronto, vancouver or probably any other province or city you got homeless white canadian's smoking phentanyl. I hope that's not canadian culture. Blame your system and not only immigrants. A lot of people from outside are the reasons you guys are surviving today, infact 90% of your country's economy based on immigration. Canada only has false hopes, joblessness and homelessness for everybody because the government has completely failed and is only running sham schemes to fill their pockets.
Identity Attack0.55011386
Insult0.6051471
Profanity0.64657205
Threat0.045572113
Severe Toxicity0.3532795
Toxic 0.7252971 Constructive 0.524 Identity Attack Insult Policy_Critique
Aug 26, 2025 Why Canadians Are Turning Against …
This is bull shit. Indians are some of the nicest groups of immigrants! In the history of time, there were different periods where mass immigration happened, and non-Indian immigration. If we were to compare the …
This is bull shit. Indians are some of the nicest groups of immigrants! In the history of time, there were different periods where mass immigration happened, and non-Indian immigration. If we were to compare the groups of immigrants in history, Indians are the most peaceful. Christianity and Islam was forced upon the natives of most countries, depending on which part of the world you focus. These religions and cultures didn't just spread in peace. Even today, new sites are discovered of native children's remains. The minute these morons see a brown person, they go on hate mode, forgetting their own history. Brown people are just requesting for some peace, some respect and equality. You guys judge people based on skin color and not their character. That actually speaks volumes about the kind of people you are.
Identity Attack0.48915586
Insult0.47384647
Profanity0.70384485
Threat0.01940071
Severe Toxicity0.23224114
Moderate 0.6827122 Constructive 0.594 Moral_Argument
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
These racists cowards would rather stay silent and let their communities be overrun by muslim immigrants who forms gangs, deal drugs and groom poor young women, than live around and look at brown people. The …
These racists cowards would rather stay silent and let their communities be overrun by muslim immigrants who forms gangs, deal drugs and groom poor young women, than live around and look at brown people. The guy who said he faced discrimination standing in a line while a lady was served first (lol) should know mostly Indians dont run butcher shops, those must be Pakistani or smth
Identity Attack0.5983441
Insult0.56997263
Profanity0.3122265
Threat0.085497424
Severe Toxicity0.16960317
Moderate 0.60254884 Moderate Con 0.479 Identity Attack Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
I’m gonna get a lot of hate for this comment and death threats, but I would rather have Pakistani and Indian people then have Isis and radical Islamic terror because if people know how to …
I’m gonna get a lot of hate for this comment and death threats, but I would rather have Pakistani and Indian people then have Isis and radical Islamic terror because if people know how to act then it’s fine if they build their culture hair, don’t forget Europeans and white people built their culture all over the world and killed everyone that wasn’t what they wanted and got rid of their religions in their ancestors and they got rid of their culturewhite people have killed billions of people, but nobody seems to care about that as soon as you see some brown people moving into your country, that’s under 1 million you guys flip out it’s weird
Identity Attack0.5135796
Insult0.34237885
Profanity0.2801717
Threat0.5195707
Severe Toxicity0.17009245
Moderate 0.5140397 Constructive 0.558 Identity Attack Threat
Oct 8, 2025 Inside Canada's Indian Metropolis (Brampton)
White people always cry about things that has no relation with the indian people They don't work and are homeless meanwhile we indians are flourishing in every part of canada , you can rarely see …
White people always cry about things that has no relation with the indian people They don't work and are homeless meanwhile we indians are flourishing in every part of canada , you can rarely see any homeless indian person but almost all homless people in a brown town like brampton are whites That old ugly guy was saying that they(browms) don't work and these(white) people also say that indians have taken over the jobs 😂 Dude we are not going anywhere , i live in Brampton ❤
Identity Attack0.53446084
Insult0.4339631
Profanity0.15724123
Threat0.010032792
Severe Toxicity0.023076924
Moderate 0.47772613 Constructive 0.569 Identity Attack Identity_Assertion
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
This video is aimed and targeted to profile and promote racial hatred. Canada is an immigrant country with diverse ethnic cultures. There are more than 500 mosques and a lot of synagogues, ukrainian churches as …
This video is aimed and targeted to profile and promote racial hatred. Canada is an immigrant country with diverse ethnic cultures. There are more than 500 mosques and a lot of synagogues, ukrainian churches as well. I cannot believe people are choosing to ignore the fact that a guy spews hatred towards black and brown people. It’s the governments job to take care of the mess they made, you don’t go calling a country’s citizens “they eat poop” white dude. Yes there can be shady people, just like some white shady dudes in LA and NYC. Let’s not forget Peter’s videos on the appalachians of the white lowlifes. A sikh cultural centre is NOT a temple. punjabis are not hindus. If you are taking documentaries atleast take it right, not biased.
Identity Attack0.44690517
Insult0.42367843
Profanity0.29209393
Threat0.020609349
Severe Toxicity0.023317307
Moderate 0.44002727 Constructive 0.534
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
i-m from Romania and i have a friend who moved to Canada 15 years ago after finishing highschool, for a better life. He had a business there, married a girl (from Canada) and had kids. …
i-m from Romania and i have a friend who moved to Canada 15 years ago after finishing highschool, for a better life. He had a business there, married a girl (from Canada) and had kids. Last month they all moved back to Romania after selling the business, i asked him why, he told me it-s because he was the only white guy in the hood, only browns and trash, pooping on the streets, etc, i did not belive him but now i see this video!! i-m sharing this with him hahahah
Identity Attack0.45348886
Insult0.36798462
Profanity0.2661772
Threat0.011042561
Severe Toxicity0.023076924
Moderate 0.40614098 Constructive 0.626 Personal_Narrative
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
I'm dying reading these comments I just want to let you guys now the guy in the camera flipping off the camera is the whitest brown person you can ever meet
I'm dying reading these comments I just want to let you guys now the guy in the camera flipping off the camera is the whitest brown person you can ever meet
Identity Attack0.44690517
Insult0.16795322
Profanity0.174273
Threat0.13815513
Severe Toxicity0.023076924
Moderate 0.4014846 Moderate Con 0.412 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
It's hilarious that even now Canadians will not say a word against these majority white politicians and bureaucrats. Even at this table, there are 2 whites, 1 East Asian and 1 South Asian. Yet the …
It's hilarious that even now Canadians will not say a word against these majority white politicians and bureaucrats. Even at this table, there are 2 whites, 1 East Asian and 1 South Asian. Yet the entire country just wants the South Asians out. You will not hold a single one of your kind responsible for what is predominantly a white political and bureaucratic body. And then you wonder why you're being called racists. You people ARE. It's so much easier to direct your anger towards the brown guy than the white guy isn't it? Because then you'd have to admit that the white guy is the one holding the gun and the brown guy is the one whose shoulder is being used to rest the gun on. Good luck fixing the roots of your problems Canadians. You just carry on shouting at the symptoms.
Identity Attack0.4508763
Insult0.3388922
Profanity0.06345607
Threat0.011974656
Severe Toxicity0.017158391
Moderate 0.39021665 Constructive 0.506
Sep 28, 2025 IRCC Names India in Study …
First off, the host is asking BS question from people who look they are on unemployment benefits. Second, getting ONE brown guy to says racist stuff doesn't makes the video less racist.
First off, the host is asking BS question from people who look they are on unemployment benefits. Second, getting ONE brown guy to says racist stuff doesn't makes the video less racist.
Identity Attack0.3908055
Insult0.25602314
Profanity0.12158839
Threat0.008738215
Severe Toxicity0.015802706
Moderate 0.37751234 Moderate Con 0.44 Meta_Commentary
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Dude, you could show something bad as a result of this. All you showed are some disgruntled white people. Like, how is this having a negative impact? So far the biggest complaint seems to be …
Dude, you could show something bad as a result of this. All you showed are some disgruntled white people. Like, how is this having a negative impact? So far the biggest complaint seems to be “they trade among themselves”. And that “themselves” include anyone who trade with them as the Pakistani guy said. So white people used to trade among themselves and having a system tilted towards them was “great” but brown people doing the same is bad? So just pure and simple xenophobia? Or is it “bad” in any measurable outcome? Economy, crime, employment?
Identity Attack0.43896464
Insult0.27558193
Profanity0.12286829
Threat0.012181788
Severe Toxicity0.017803956
Moderate 0.37751234 Constructive 0.539
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Folks....(1) If there are no immigrants We will be eating boring Fish & Chips all the time (2) If immigrants are not here it will be difficult to guard this massive country against Russian threats …
Folks....(1) If there are no immigrants We will be eating boring Fish & Chips all the time (2) If immigrants are not here it will be difficult to guard this massive country against Russian threats from the north (3) If immigrants didn't buy our inflated GTA houses from us then we might not have had the Golden Retirements (4) The Dutch in South Africa lost their colony because they didn't have adequate immigrants to help them hold the massive land they captured (5) When someone is uprooted and brought here, they work 150 % than the lazy locals to reestablish their lives this is a fact supported by various economic studies and this is what becomes the engine propelling the country's economic growth (6) When the Chinese came from Hong Kong the locals blamed the Chinese for everything. When the Italians out grew locals in Woodbridge the locals blamed them for everything and called them as Mafia . Now you guys are painting the same thing on to Brown People .This is hypocrisy and not a fact !!! ALL OF YOU ARE SETTLER DESENDANTS OR IMMIGRANTS IN CANADA UNLESS YOU ARE A NATIVE MIND THAT !!! and be grateful for this beautiful world and the life you have . Another fact is Second world war was won by English & Allies using massive African and Indian armies. So the freedom we enjoy today in Canada was helped by African and Indian soldiers as well !!! The English simply don't have the numbers win by themselves . BE GREATFUL AND LOVE THIS COUNTRY AND IT'S DIVERSITY PERIOD !!! BELOW IS A SAMPLE OF WHAT IMMIGRANTS ARE DOING TO HELP THE ANGLOSAXONS : Immigrant Oppenheimer - Enabled America win Second World War Immigrant Frank Stronach - Founded Magna Corp Immigrant Andrew Carnegie - Founded United Steel Immigrant Albert Einstein - Enabled America win Second World War Immigrant Shiva Ayyadurai- Invented Email Kevin O'Leary - Irish / Lebanese immigrant Elon Musk- South African immigrant AMERICA RUNS ON IMMIGRANT POWER !!! BE GREATFUL !!!
Identity Attack0.28034934
Insult0.1378885
Profanity0.10549548
Threat0.02682521
Severe Toxicity0.015350811
Low Tox 0.2855005 Constructive 0.716 Moral_Argument
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
As a brown guy who is born and raised here, not every brown person is Indian. There are Guyanese, Trinidadians, Sri Lankans, Bengali, Nepali etc people that are in no way related, linguistically, culturally or …
As a brown guy who is born and raised here, not every brown person is Indian. There are Guyanese, Trinidadians, Sri Lankans, Bengali, Nepali etc people that are in no way related, linguistically, culturally or religiously to people from Punjab that have been here decades and respect the land, the culture and learn English. The majority of the mass migration as of late has come from one state in India. Many are good people, but many try to make Canada the home they left. Too bad the rest of us south asians and west indians are painted with this broad brush.
Identity Attack0.29188538
Insult0.07967083
Profanity0.035900343
Threat0.008401625
Severe Toxicity0.006904602
Low Tox 0.25084448 Constructive 0.762 Personal_Narrative
Feb 24, 2026 Inside Canada's Indian Invasion...
Guys just wanna clarify all Indians not punjabis and all brown people are from Indian they can be from srilanka ,Pakistan,Bangladesh
Guys just wanna clarify all Indians not punjabis and all brown people are from Indian they can be from srilanka ,Pakistan,Bangladesh
Identity Attack0.28883415
Insult0.11616662
Profanity0.10301965
Threat0.021127338
Severe Toxicity0.01896597
Low Tox 0.23523538 Moderate Con 0.382 Question
Mar 1, 2026 Inside Canada's Indian Invasion...
Bro I'm Punjabi and I'm born in Brampton. Many people in my generation are integrated and we do more "Canadian" things that "Punjabi" things. People scapegoat Brampton and immigrants for the government failing to build …
Bro I'm Punjabi and I'm born in Brampton. Many people in my generation are integrated and we do more "Canadian" things that "Punjabi" things. People scapegoat Brampton and immigrants for the government failing to build and honour housing or infrastructure for the last 30 years. Of course there needs to be reforms on immigration but for the everyday person It’s way easier to blame a random brown guy for high rent than to admit the system is, and has been, broken by design. People have been moving, trading, and mixing for thousands of years.
Identity Attack0.21668483
Insult0.076819435
Profanity0.036401358
Threat0.009074804
Severe Toxicity0.005569458
Low Tox 0.2028889 Constructive 0.804
Jan 27, 2026 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)

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.