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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: "I feel that white guy …" 14 comments
That guy with the reflector jacket is dumb as a bicker of dead shrimp. So dumb all he can be is racist 😂😂😂. Just so he doesn't feel left out😂😂😂. Foreigners, please go to USA, …
That guy with the reflector jacket is dumb as a bicker of dead shrimp. So dumb all he can be is racist 😂😂😂. Just so he doesn't feel left out😂😂😂. Foreigners, please go to USA, Canada, Europe etc and claim what these whit colonizing bastards stole from ur ancestors and land to build theirs. 😂😂😂 Please rush to claim and kick them out 😂😂😂 Uhmm, who said America is the greatest country in the world?😂😂😂 Shit hole that place. Oh wait, they steal and plunder from others for money and wealth. White people in power I tell u😂😂😂😂
Identity Attack0.6487889
Insult0.7804726
Profanity0.64460015
Threat0.4902736
Severe Toxicity0.48355904
Toxic 0.85333383 Low Con 0.264 Identity Attack Insult Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The indian guy acting like he dosent know its so popular for indians to move to Brampton is crazy. I know why lol, its bc they want to be around their own people, feel like …
The indian guy acting like he dosent know its so popular for indians to move to Brampton is crazy. I know why lol, its bc they want to be around their own people, feel like their in india, speak their own lanaguage while taking all the free benefits canada has to offer meanwhile they dont want to integrate or deal with us disgusting white people lol
Identity Attack0.61901736
Insult0.6051471
Profanity0.28249276
Threat0.01187109
Severe Toxicity0.101760045
Moderate 0.6342749 Moderate Con 0.487 Identity Attack Insult Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Guy with the bike calls himself and other white people 'trash,' yet feels qualified to rank African immigrants as less intelligent than people he accused of defecating on buses just weeks ago and eating feces. …
Guy with the bike calls himself and other white people 'trash,' yet feels qualified to rank African immigrants as less intelligent than people he accused of defecating on buses just weeks ago and eating feces. Make it make sense.
Identity Attack0.57150364
Insult0.5739874
Profanity0.36230123
Threat0.013113883
Severe Toxicity0.13863131
Moderate 0.61223894 Low Con 0.299 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Wow super racist white guy on the bike! I am white and he made me feel bad dang!
Wow super racist white guy on the bike! I am white and he made me feel bad dang!
Identity Attack0.5548181
Insult0.48313886
Profanity0.28708664
Threat0.036149003
Severe Toxicity0.08595808
Moderate 0.5885171 Moderate Con 0.444 Identity Attack Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
I feel that white guy around 8:21 is not very clever. Afrains at least do not take a lot of power, whilst Indians will manipulate you white guys and treate you as a slave once …
I feel that white guy around 8:21 is not very clever. Afrains at least do not take a lot of power, whilst Indians will manipulate you white guys and treate you as a slave once they become majority, play with your vote system game and maitrise the power. Also, rape is in the gene, read the lizard story. Good luck, anglosaxons.
Identity Attack0.5548181
Insult0.4718924
Profanity0.36230123
Threat0.2836219
Severe Toxicity0.17009245
Moderate 0.55739564 Moderate Con 0.368 Identity Attack Identity_Assertion
Feb 18, 2026 1 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...
😮the guy with the bike is very basic…. Not an ounce of intelligence in there👀…. He’s an immigrant….I feel for the native Canadians having to see their beloved country experience a second wave of colonisation …
😮the guy with the bike is very basic…. Not an ounce of intelligence in there👀…. He’s an immigrant….I feel for the native Canadians having to see their beloved country experience a second wave of colonisation … the white Canadians are immigrants just like the Indians 🙄
Identity Attack0.46028158
Insult0.34782293
Profanity0.037904397
Threat0.008582866
Severe Toxicity0.01935331
Moderate 0.41168427 Moderate Con 0.394 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not …
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not everyone is like that in my experience, I'm not from brampton but I'm sikh and I have sikh friends who are white and indigenous as well. One thing people don't realise is a lot of Canadians are actually really racist. You clearly saw that from the interview of the guy and his wife who was an RN, they passed the exam fair and square but I feel like his lack of understanding of the English language didn't get his point across right. The point he missed was the quality of life is higher in Canada, In India it's way easier, the cost of living is way cheaper, there's tons of cheap labour to hire maids for all your house work for example which is common in their culture, but as you've probably seen online, India isn't the cleanest or friendliest place to be, and if he was a nurse in India he would probably be broke without a good job, and having the opportunity to find good high paying jobs in something that Canadians also do when they travel to the US if a position in their field isn't available in whatever local city they grew up in. The main issue stems from international students from like after covid, regardless of country, India is in the spotlight because there's just more indians compared to other countries international students but its all the same stuff, you have kids from all over the world that might not have learned the same cultural practices, fresh 16-18 year olds living alone for the first time that have to do all their own chores and don't even know how to take care of themselves in some cases or do laundry or anything like that and it doesn't mean they were illegal immigrants or anything, just that they never put in the effort to learn because they were too entitled, its the same with entitled kids that go to Korea or Japan from north America as well that don't learn their culture and customs and misbehave because they are too entitled, and once you understand that you can see the bigger picture more clearly instead of just defaulting to racism. Also I'm not saying they can't be frustrated, its frustrating for everyone, even for me but racism isn't the answer.
Identity Attack0.38699543
Insult0.2817503
Profanity0.06646215
Threat0.015256803
Severe Toxicity0.016771052
Moderate 0.36867723 Constructive 0.855 Moral_Argument
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
What the 'polish' guy is saying and the 'redneck' guy is saying is pure bias!! If a 3000 sq ft home has 3 generations living then that would easily be anywhere from 5-12 people depending …
What the 'polish' guy is saying and the 'redneck' guy is saying is pure bias!! If a 3000 sq ft home has 3 generations living then that would easily be anywhere from 5-12 people depending on the number of children or sibling the earning member(s) have. The only problem is when these homes are converted to rooming units. Otherwise it is perfectly legal for extended families to live under one roof as first immigrants to gain foothold and then move on!! The fore fathers of the current white population did this as well !! Also, these immigrants and students are NOT housed in hotels and such, it is the refugees from Syria, Palestine and Ukraine (and other war torn countries) that Liberals brought in that are housed in hotels. So this is misinformation. What I do notice is that these losers are jealous of the hard work that the indian immigrants are capable of doing and feel intimidated. If this is any comfort, many indians are actually choosing to go back to India as opportunities are better and more and they have seen what Canada has to offer. There needs to be responsible reporting happening not just interview any guy on the streets who has 0 knowledge of the current political scenario.
Identity Attack0.36702603
Insult0.21368977
Profanity0.07255927
Threat0.011327368
Severe Toxicity0.013672344
Moderate 0.3266089 Constructive 0.746
Jan 7, 2026 Inside Canada's Indian Metropolis (Brampton)
"Let's see how many white people work here" . Tyler..you Americans are a land made of immigrants. You guys been mixed from the very beginning, what does it matter to you that others want to …
"Let's see how many white people work here" . Tyler..you Americans are a land made of immigrants. You guys been mixed from the very beginning, what does it matter to you that others want to go to America too? Why does the colour of their skin matter to you? Do you really believe that all your ancestors who came to America from different countries didn’t bring their culture with them? And don’t you think that all these different cultures shaped America into what it is today? I am not American, and I would never leave my country for America. As an outsider, it feels strange to watch Americans portray other people—who want to immigrate to the country just like your own ancestors did—as inferior. In my eyes, you are exactly the same, no one is better than the other. It surprises me that a country like America shows hostility toward others who, just like them, are immigrants. And then you go to a other country with that very same mindset. No matter if Canada or America, remember that your not a native, so why judge people so hard, for trying to do the same thing like you did. You are not a native either.
Identity Attack0.36702603
Insult0.16195811
Profanity0.05243378
Threat0.008919456
Severe Toxicity0.012833111
Moderate 0.31963667 Constructive 0.763 Moral_Argument
Feb 8, 2026 Inside Canada's Indian Invasion...
I live in brampton, and it is actually wild. Every single business has been bought and turned indian. Go to Walmart, im.the only white guy. I have nothing against indian. I would feel the same …
I live in brampton, and it is actually wild. Every single business has been bought and turned indian. Go to Walmart, im.the only white guy. I have nothing against indian. I would feel the same if it was any race , including white people. There should be diversity it should just be equal. They let way to many people into canada way to easy
Identity Attack0.34000012
Insult0.06774519
Profanity0.05268429
Threat0.009592636
Severe Toxicity0.009918213
Low Tox 0.27750343 Constructive 0.591 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
I actually worked at Tim Hortons(I'm a white guy), and there were literally so many Indians that they'd order each other around in Hindi. They'd only speak English to me and the customers. I had …
I actually worked at Tim Hortons(I'm a white guy), and there were literally so many Indians that they'd order each other around in Hindi. They'd only speak English to me and the customers. I had a shift coordinator in fact who would reflexively give me orders in Hindi, and would get a little ticked off and repeat it in Hindi, and then when it clicked that I'm the only non-Hindi speaker there, he'd give 1 word orders like "Garbage" or "Sinks". The owner of the Tim Hortons also said that if I was a little slow or needed extra training, they wouldn't fire me because they don't like to keep rotating workers around, and instead would rather just retrain them. I was a tad bit slow(only because I was precise and not violating health and safety standards), and they fired me in like 10 seconds. Like my second monthly review, I was fired. I have a feeling it largely had to do with the fact that I was not Indian and didn't speak Hindi, so therefore the shift coordinators had less tolerance for me.
Identity Attack0.27914262
Insult0.16831873
Profanity0.20483992
Threat0.015429466
Severe Toxicity0.014059683
Low Tox 0.2763787 Constructive 0.757 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
It’s very interesting because Indians seem to be more thick skinned than Canadians in general, so even white ppl’s reservations or microaggressions don’t register to them and they just keep expanding on positivity. I’ve met …
It’s very interesting because Indians seem to be more thick skinned than Canadians in general, so even white ppl’s reservations or microaggressions don’t register to them and they just keep expanding on positivity. I’ve met many Indian people in Canada and it almost seems like they’re so positive and community minded that they think it’s small minded to be stingy about sharing space, which can clash with the general reserved nature of Canadians but also make you feel embarrassed in a way about being judgmental. You even see it in this video with the white guy asking judgey questions to Indians but he gets showered with food and hospitality from the Indians. No matter how you fight it you kind of get overpowered by their positivity…
Identity Attack0.316
Insult0.15485314
Profanity0.062454045
Threat0.008815889
Severe Toxicity0.008468628
Low Tox 0.27412915 Constructive 0.76 Moral_Argument
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
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.