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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 hate this guy but …" 66 comments · Page 3 of 3
Brampton is great, Indian/pakistani community is wonderful. You really shouldn't platform hate without checks and balances, makes it seem like you support them. That polish guy just sounds like a hater.
Brampton is great, Indian/pakistani community is wonderful. You really shouldn't platform hate without checks and balances, makes it seem like you support them. That polish guy just sounds like a hater.
Identity Attack0.34324843
Insult0.28791866
Profanity0.0913099
Threat0.008556974
Severe Toxicity0.01083374
Moderate 0.36095104 Constructive 0.695
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Yall hating on the bike guy because he didnt tell a single lie
Yall hating on the bike guy because he didnt tell a single lie
Identity Attack0.05794714
Insult0.15698463
Profanity0.14313951
Threat0.01119791
Severe Toxicity0.013607788
Moderate 0.36095104 Low Con 0.274 Solidarity
Jan 28, 2026 Inside Canada's Indian Invasion...
Bike guy is a bike guy no wonder hes got so much hate
Bike guy is a bike guy no wonder hes got so much hate
Identity Attack0.07094744
Insult0.24630153
Profanity0.1067334
Threat0.009230154
Severe Toxicity0.010910034
Moderate 0.3317266 Low Con 0.253 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
That guy explained what they think and not respecting our religion, then easier go in the country of your religion and no more need for hating Christian or other religions 🤔😥
That guy explained what they think and not respecting our religion, then easier go in the country of your religion and no more need for hating Christian or other religions 🤔😥
Identity Attack0.3780483
Insult0.09124154
Profanity0.049678206
Threat0.009566744
Severe Toxicity0.011291504
Moderate 0.3281604 Moderate Con 0.405 Moral_Argument
Aug 26, 2025 Why Canadians Are Turning Against …
Now i dont mean to incite violence, but @1:39 this phrase makes a guy do some thinking. Something something, one bad apple to ruin the bunch... Something something, they would have us beheaded in their …
Now i dont mean to incite violence, but @1:39 this phrase makes a guy do some thinking. Something something, one bad apple to ruin the bunch... Something something, they would have us beheaded in their country... Something something, they despise us for not accepting their fake god... I dont mean to say there is a limit the people can take before they start opposing those protests and riots in the streets. but as Somebody who has never had or wanted to have a hateful bone in my body. Why do these cultists spark so much (and it pains me to even say this but) hatred in me.
Identity Attack0.17226285
Insult0.24835461
Profanity0.21781154
Threat0.13178273
Severe Toxicity0.01935331
Moderate 0.3260917 Constructive 0.624 Fear_Threat
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
You guys can’t respect Canada and have the same values like Canada, wanting to change our wonderful country then please do Canadian a favor and go back to your country. I hate to see how …
You guys can’t respect Canada and have the same values like Canada, wanting to change our wonderful country then please do Canadian a favor and go back to your country. I hate to see how our lovely country is going down hill because of the mistakes of our government not screening the immigrants coming to this country. We’re sick and tired of the mess this has done to our country. My son is almost 40, born in Canada and is facing the sane dilemma as our fellow Canadians. We must do some reform with our immigration.
Identity Attack0.27991617
Insult0.24928534
Profanity0.035649836
Threat0.009747985
Severe Toxicity0.011367798
Moderate 0.31132057 Constructive 0.597 Identity_Assertion
Sep 15, 2025 Why Canadians Are Turning Against …
Lol ik you're mad my guy and i am from India the people attacking you were most likely bought and paid for people by the current government or some bots. Plus I assure you Punjab …
Lol ik you're mad my guy and i am from India the people attacking you were most likely bought and paid for people by the current government or some bots. Plus I assure you Punjab and Sikhs had nothing to do with any hate you got.
Identity Attack0.11512129
Insult0.24424846
Profanity0.13785136
Threat0.011327368
Severe Toxicity0.014705247
Low Tox 0.29405528 Constructive 0.522 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
Why is it that every leftist who VEHEMENTHLY hates this guy cant watch a minute of his videos? You are overwhelmingly fair in the face of evil.
Why is it that every leftist who VEHEMENTHLY hates this guy cant watch a minute of his videos? You are overwhelmingly fair in the face of evil.
Identity Attack0.05089863
Insult0.13607834
Profanity0.026590679
Threat0.008259222
Severe Toxicity0.004119873
Low Tox 0.24603334 Moderate Con 0.38 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
I've had both good and bad experiences with Indians, I worked with one guy at the local supermarket, he literally had the entire department hating on him, he was disrespectful, constantly tried to avoid doing …
I've had both good and bad experiences with Indians, I worked with one guy at the local supermarket, he literally had the entire department hating on him, he was disrespectful, constantly tried to avoid doing his job, the rest of my department had to rally together to tell management to get rid of him, on the other hand, I've also worked with Indians that were the complete opposite, very respectful, kind and hard working. One guy lived in one city, went to school (College/University) in another and worked in my small city, it blew my mind at how busy his life was. They're not all bad but it does feel a little odd to see so many in BC
Identity Attack0.23922618
Insult0.082372494
Profanity0.14490221
Threat0.029587816
Severe Toxicity0.012574885
Low Tox 0.22445217 Constructive 0.859 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
If some guy handed you an invitation to a party at his house, and there, after an hour, someone approaches saying , 'I hate to tell you, but you WERE'NT actually invited and your invitation …
If some guy handed you an invitation to a party at his house, and there, after an hour, someone approaches saying , 'I hate to tell you, but you WERE'NT actually invited and your invitation is fake, and although the guy who invited you DOES HALF OWN the house, but it is HIS BROTHER hosting the party, and your friend, whenever his brother holds a party prints out fake invitations. And then after being told to just STAY PUT, after thinking that you would like to just leave, the guy who explained this comes over to tell you that since your friend IS half owner of the house, that you are ALLOWED TO STAY, but preferably if you could just walk a long narrow hallway in sit in the large roomy storage closet. Maybe then, you think it preferable to just leave, but IT MIGHT BE CONSTRUED that you are making A BIG FUSS about leaving, and this would be BEING RUDE to the people WHO TOOK QUITE A BIT OF TIME to help you sort out YOUR DILEMMA, and IF you DO leave, you might NOT EVER be invited back again, and if you AREN'T invited back, MAYBE someone who saw you AT THE PARTY: LIKES YOU, and will go around LOOKING FOR YOU, even to the points of looking through people's windows to find you, and WHAT IF this would happen at like 3am, and maybe you should JUST TRY TO enjoy your stay in the broom closet BECAUSE someone who DOES LIKE YOU would wait and be able to SPOT YOU and say 'hi' AS YOU EXIT the main entrance, if that is the only exit.
Identity Attack0.014249804
Insult0.0816321
Profanity0.10982819
Threat0.011767523
Severe Toxicity0.008277893
Low Tox 0.20335422 Constructive 0.667 Humor_Satire
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
Don’t know about Canada, but in US, Indians are the richest ethnic groups. Canada does attract lesser skilled Indians. However, pretty sure Indians contribute more than their share of taxes. You guys can keep on …
Don’t know about Canada, but in US, Indians are the richest ethnic groups. Canada does attract lesser skilled Indians. However, pretty sure Indians contribute more than their share of taxes. You guys can keep on hating but all the western countries need Indians as that’s where the population is. And people work hard. They are invited. >99% Indians immigrate legally. They’re abiding by rules laid by these countries. Up to these countries to decide the rules.
Identity Attack0.25309357
Insult0.054962315
Profanity0.017094411
Threat0.006925808
Severe Toxicity0.0044441223
Low Tox 0.19599396 Constructive 0.615
Oct 3, 2025 3 likes 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)
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...
These immigrants are working hard and are proud of their culture..why hate when they donot interfere with your freedom.. compete with them or ask yr politicians s . Btw with 20 plus bodycount what ethics …
These immigrants are working hard and are proud of their culture..why hate when they donot interfere with your freedom.. compete with them or ask yr politicians s . Btw with 20 plus bodycount what ethics u guys have any how 😢
Identity Attack0.1007269
Insult0.059061307
Profanity0.017982552
Threat0.007340072
Severe Toxicity0.0032615662
Low Tox 0.16591948 Constructive 0.534
Sep 8, 2025 1 likes Why Canadians Are Turning Against …
In Europe the bike guy with helmet would get in trouble because of hate speach... how is it in canada?
In Europe the bike guy with helmet would get in trouble because of hate speach... how is it in canada?
Identity Attack0.06795148
Insult0.059061307
Profanity0.014600786
Threat0.008103873
Severe Toxicity0.0027275085
Low Tox 0.14429577 Moderate Con 0.339 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
Im a Canadian and honestly I've NEVER had a problem finding a job, I don't even have my highschool... I think it has to do with *which* jobs they are applying for. I get that …
Im a Canadian and honestly I've NEVER had a problem finding a job, I don't even have my highschool... I think it has to do with *which* jobs they are applying for. I get that theres an "immigration" problem, the refusal to adapt and assimilate feels like a slap in the face especially when the same few will talk I'll of the same system they benefit from. HOWEVER I don't think it's good to lump all of these problems together and dump collective blame on immigrants. For 1, all this immigration and policies have happened under a liberal government and y'all voted then in, AGAIN. - clearly you're not THAT desperate for change. 2nd. Are the ones saying they can't find work willing to work in trades? General laborers making $25-$30+++ No experience required. Tradespeople are glad to teach people willing to work hard and learn.. What about warehouse work? Apply to your 5 closest warehouses, I guarantee youll get in 1.. ALSO the government IS willing to help Canadians get little certifications like forklift, smartserve, CPR.. Career colleges can help with training (e.g - computer) as well as soft skills. So yeah, I wonder if it's people being just as picky as they were when Canada wasn't in the economical shitter it is in rn? Maybe Im far luckier or fortunate than most? Maybe expectations are too high? Maybe some stubbornly refuse assistance they are entitled to? Im not sure, but I do sympathize/empathize with you guys, I hope you all can "get through". I pray we can find solutions to this insane cost of living / broken housing market / price gouging / tiny group of business owners having a complete market control and a monopoly on everything thing we need to survive - without competition, limitations or government regulation🫩. Stay strong Canada! 💙Don't let the hate consume you!❤️ 🇨🇦We will overcome🇨🇦
Identity Attack0.09410924
Insult0.04383647
Profanity0.04867618
Threat0.009799767
Severe Toxicity0.004501343
Low Tox 0.11429678 Constructive 0.869 Personal_Narrative
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.