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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

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Active: "lol @ "Do I run …" 10 comments
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...
TIME TO GET " OVE IT!", LOL, U " VOTE THES FKERS IN, THEN U WHINE AND ..LMAO .RY! ,YOUR " BROKE?"😂😂😂😂😂😂😂. YET, EVERY DAY CASTROL JUNIOR KEPT BRINGINGVTTM IN STEALING YOUR " JOBS!", AND …
TIME TO GET " OVE IT!", LOL, U " VOTE THES FKERS IN, THEN U WHINE AND ..LMAO .RY! ,YOUR " BROKE?"😂😂😂😂😂😂😂. YET, EVERY DAY CASTROL JUNIOR KEPT BRINGINGVTTM IN STEALING YOUR " JOBS!", AND RUNNING ALLBTYE BUSINESSES!!😂😂😂😂😂😂. ..U DONT EVEN " UNDERSTAND HOW THE " FINANCIAL SYSTEM WORKS( IE. HOW MONEY IS PRINTED AND WHY) , DUH INFLATION..DID U NOT UM REALIZE COVID WAS JUST A LIE AND A " CATALYST " TO PRINT MORE " FIAT CURRENCY!?????"😂😂😂😂
Identity Attack0.099899694
Insult0.4339631
Profanity0.37993968
Threat0.038911607
Severe Toxicity0.16960317
Moderate 0.47886392 Low Con 0.177
Aug 27, 2025 Why Canadians Are Turning Against …
When I lived in SW PA, we saw more and more convenience stores being run by Indians. I went into a 7-11 once, and there was what looked like a family in the office, and …
When I lived in SW PA, we saw more and more convenience stores being run by Indians. I went into a 7-11 once, and there was what looked like a family in the office, and when the guy that worked there was serving me, I asked him, why don't I ever see any Americans working there? He said, because Americans are lazy, and especially the black ones. He said Americans always want days off. Days off because you're sick, or days off because it's a holiday, days off for everything. They don't want to work. This is all because of Clinton. He made a deal where Indians could come to the US, and they were given money to "start" a company. The idea was, they would BUILD a company, and hire Americans to work it. Instead, they bought stores and motels and used those to import their family and friends from India to here, for work. When I went back to school, I had no choice but to work at a gas station. I was off on payday once, and went in to get my check. There was a new guy at the counter, an Indian. I asked for my check, and wanted him to cash it for me. We always did that if there was enough money in the register. He told me to move, customers waiting. He didn't speak English very well. I went to the office to see the work schedule, and he yelled at me to get out of there! I told him what I was doing, he said "You work no!! I work! You boss no own, my boss own! Leave now! After a little more back and forth yelling, I found out my boss sold the gas station the night before and we were all out of a job. I blew up in front of all the customers! They started to walk out. Lol. That station didn't even last a year, and they had to close down. If they had a drive off (back in the days of a pump and run) they would call the police, but couldn't speak English very well. So they would tell police robbery! After a few times of that, the police told them to never call again. This was a very small town in SW PA, and word got around, and no one went to that station any more. This is the same area that was featured in Tyler's and others videos about all the Haitians that were shipped in by Biden. Bell Vernon PA, right across the river from Charleroi PA. The area is still FULL of Haitians, scaring all the native people away. Taking over the Walmart that is right across the street from where this gas station used to be. One of the many reasons I live in TX now.
Identity Attack0.4911651
Insult0.40243408
Profanity0.2327678
Threat0.030623792
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.79 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
This is lowkey racist cause what do you mean “why?” Canada is run like USA not the Northern European countries. The population size it’s too small to sustain that so Immigration is needed literally. And …
This is lowkey racist cause what do you mean “why?” Canada is run like USA not the Northern European countries. The population size it’s too small to sustain that so Immigration is needed literally. And Desis just happen to be the people willing to migrate and “create” a city out of nothing as you say. This is not showing both sides of anything. The Polish guy was just racist lol “ they all look the same” We are other-ized by the average Canadian and face bias often, at work or in regular social situations. Then the nice Canadian wonders why we hang out amongst ourselves and prefer employing each other lol
Identity Attack0.28034934
Insult0.24928534
Profanity0.056441884
Threat0.008285114
Severe Toxicity0.011444092
Moderate 0.31963667 Constructive 0.681
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
14:25 runs millions of possibilities in his head. Then sits in the front seat lol
14:25 runs millions of possibilities in his head. Then sits in the front seat lol
Identity Attack0.01274247
Insult0.11978693
Profanity0.085167445
Threat0.071698055
Severe Toxicity0.01302678
Moderate 0.30993456 Low Con 0.224 Meta_Commentary
Feb 27, 2026 Inside Canada's Indian Invasion...
14:48 - uh, what now? hasnt Modi been running on Hindu Nationalism and has specifically targeted the Muslim population? Lol this guy is doing a good job when a camera is on him.
14:48 - uh, what now? hasnt Modi been running on Hindu Nationalism and has specifically targeted the Muslim population? Lol this guy is doing a good job when a camera is on him.
Identity Attack0.2949366
Insult0.123407245
Profanity0.03915693
Threat0.039602257
Severe Toxicity0.011978149
Moderate 0.30514878 Low Con 0.268 Moral_Argument
Oct 3, 2025 7 likes Inside Canada's Indian Metropolis (Brampton)
at 12:13 driver holding a drink lol 🤣you shure your not from Brampton ? more jobs since the great economic world wide downfall back in the 2000`s ? pardon the pun, thats the problem i …
at 12:13 driver holding a drink lol 🤣you shure your not from Brampton ? more jobs since the great economic world wide downfall back in the 2000`s ? pardon the pun, thats the problem i dont see indians causing acidents i see other ethencities driving wild from increased traffic but theres a sign near Toronto ``all roads lead to Bramton inst it a fact the roads in canada are all conected to brampton . but every ethenicity throughout the years has run brampton look at populations from the past its a brampton thing, only drivers have issues with are intiled people the wealthy in brampton drive way too fast ! not any others its simple people got to drive slower thats all especialy morning traffic they go nuts. the people born in canada are being too agressive as they drive thats what i have seen ! new drivers are making too many mistakes and experienced drivers are driving any ways they want thats the issues ! Cool video dude .....
Identity Attack0.10699738
Insult0.10148193
Profanity0.043415543
Threat0.009696201
Severe Toxicity0.008354187
Low Tox 0.23415339 Constructive 0.692 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
I live in Brampton. And all I can say is thanks for visiting and spreading the word on this problem. I was born in Brampton, and my mother tells me about how much it's changed. …
I live in Brampton. And all I can say is thanks for visiting and spreading the word on this problem. I was born in Brampton, and my mother tells me about how much it's changed. Many of my friends and family friends have moved to other neighborhoods POST mosques being put up near their homes. And let's not talk about employment and foreign "students". I was lucky to get a job last summer at a family owned small business Ice Cream store right after high school. We even got a review saying we weren't diverse enough despite us being a group of White, East Asian and Black employees lol. And many people say if your not Indian and your getting your drivers test, you go out of Brampton to do the test because you'll likely get discriminated by who is running the test. It's absolutely absurd. It sounds like tin foil hat sh*t, but if you live here like me everything comes full circle. But ofc there are good ones, but they are typically the westernized ones, who have assimilated, they play or watch hockey and have developed a Canadian accent. But the majority haven't assimilated, they are likely first generation, and they do things like stuff 15+ people in one suburban home. And just small things like staring at you in public (idk why their community stares you down), they spit on sidewalks, and they use some crazy a$$ spices when they cook. The smell carries over for blocks and you know your in deep Brampton territory when your driving and that smell of spicy curry hits you and you gotta roll up them windows lol. It's a nasty smell. This mass migration is a huge issue and needs awareness.
Identity Attack0.06476828
Insult0.033460364
Profanity0.03690237
Threat0.008077981
Severe Toxicity0.0038528442
Low Tox 0.10696511 Constructive 0.818 Personal_Narrative
Jan 27, 2026 8 likes Inside Canada's Indian Invasion...
lol @ "Do I run from the police?" ..... "Ya" 🤣😂🤣😂🤣
lol @ "Do I run from the police?" ..... "Ya" 🤣😂🤣😂🤣
Identity Attack0.0045137387
Insult0.021997316
Profanity0.017914234
Threat0.022163315
Severe Toxicity0.00333786
Low Tox 0.09741997 Moderate Con 0.308 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Just comply is what i keep hearing from the authorities, lol. How else do you expect them to run a police state. both sides of the border.
Just comply is what i keep hearing from the authorities, lol. How else do you expect them to run a police state. both sides of the border.
Identity Attack0.000055248893
Insult0.00016995374
Profanity0.000020156895
Threat0.000028455946
Severe Toxicity0.0000020834289
Low Tox 0.0004196717
Dec 11, 2025

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.