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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: "It’s crazy these people move …" 8 comments
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...
I noticed a lot of these people move to the US and Canada and other countries to get away from their own people and then here they come. A lot of them don't like it …
I noticed a lot of these people move to the US and Canada and other countries to get away from their own people and then here they come. A lot of them don't like it or they would have stayed in their own country They are making the US and other countries and to their country They're bringing their same s***** ways to other people's country and cultures and I cannot believe the US and other countries are okay with this It's not just the Indians It's a Arabs the Mexicans the Asians Everybody leaves their country to come to better countries and still do the same s*** It's just crazy to me They should have stayed at home These people are nasty inside and out. 🤔🤨😔😷🤢🤮😡 And we know that white dude is just straight racist. Poor white trash. 👹
Identity Attack0.48915586
Insult0.40420914
Profanity0.40670946
Threat0.01750142
Severe Toxicity0.072789766
Moderate 0.45549932 Moderate Con 0.472 Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
they should've deported all these visa student immigrants...over 5million of them and 0 went to school!!! then on top of it people are making the same money from 10 years ago while the cost of …
they should've deported all these visa student immigrants...over 5million of them and 0 went to school!!! then on top of it people are making the same money from 10 years ago while the cost of living goes up and up and up they mock us because we don't want to have children because we simply cannot afford 2-3k childcare while making 3.5k/month after taxes and rent at 3k/month while they come here have a free house, free money, pop out kids like crazy because the government will pay for the extra kids shit...highschool kids cant even get a job these days...the jobs that used to be for kids like tim hortons mcdonalds etc...are literally taken by immigrants as full blown jobs then there's not even enough jobs for the people here and employers are paying less and less and if you don't like it move along there's 100 illegal immigrants on student visas behind you waiting for that job when they should've been out of this country already!! Vancouver full of crackheads on fentanyl...Toronto full of heroin addicts walking around like zombies truck drivers buying cdl's from vending machines... icing on the cake was a crackhead doing heroin on a bench in broad daylight right on king st w. we're talking about a main street not a slow street or a side street where nobody sees shit...its fucking KING AND PETER!! I got so pissed off I tried to confront the dude but he was so out of it he couldn't even function... now we're talking about a crackhead that if he opens his eyes and he's flipping out and sees you as the cookie monster he'll fucking stab you with a needle what if it has hiv? or some other messed up disease? what if its a kid? WHAT IF IT'S YOU? what will it take for people to finally care about the issues in the community?!? crackhead immigrant? deported... cdl's? 10mil government trust fund to either run your own truck or to open a company...this would end all of these bankruptcy runaways whenever shit happens... student WORK visas? revoke them all...if they can't afford to pay for their international studies they have no business being an international student... first you study...get your degree once COMPLETED if you want to come back because you liked Canada apply from OUTSIDE Canada for a visa/pr. we don't need people working 10 years saving up to study living in a condo bedroom like 6 people in there driving up the cost of living for everyone else then fucking off when shit gets tough...
Identity Attack0.28622448
Insult0.344702
Profanity0.09486605
Threat0.032695748
Severe Toxicity0.01825585
Moderate 0.3722269 Constructive 0.628 Economic_Argument
Aug 25, 2025 Why Canadians Are Turning Against …
The racism and sexism in Brampton is crazy, I have lived there basically my whole life and the fast rate this just kept on getting worse. So much my whole family had to move away …
The racism and sexism in Brampton is crazy, I have lived there basically my whole life and the fast rate this just kept on getting worse. So much my whole family had to move away because of this issue, and I legit have trauma from how people treated me at school.
Identity Attack0.24150419
Insult0.24287975
Profanity0.10611444
Threat0.010188141
Severe Toxicity0.011749268
Moderate 0.3250515 Constructive 0.597 Personal_Narrative
Feb 5, 2026 1 likes Inside Canada's Indian Invasion...
As an indian living in canada im going to say this punjabis are not living in brampton because it feels like home most of them come to canada to flex and probably because the city …
As an indian living in canada im going to say this punjabis are not living in brampton because it feels like home most of them come to canada to flex and probably because the city is swamped with their people so they don’t have to communicate in english, i cant even count the number of times these people have talked to me punjabi while i tell them i don’t speak punjabi and they start getting offended ask me why i dont , like bro I’m from a different part of india , why don’t you speak my mother tongue or english to begin with , also the flexing culture they have is crazy , all i want to say is if you don’t know how to communicate in a language and still move to that country and complain you don’t have enough opportunities in your country you might be at fault not your country nor the new one that you moved into,most of them don’t even have papers , want a separate country for themselves, lack the skills and yet they are living like this, blame the government who let this happen not the rest of us.
Identity Attack0.30256465
Insult0.17486192
Profanity0.12286829
Threat0.016120117
Severe Toxicity0.01935331
Moderate 0.3048984 Constructive 0.585 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at …
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at 2:50 was purhaps the most honest 'white' guy you will meet. The fact is Indians didn't take over, the upper class just decided to move north to Bolton or more west to the Halton area. Over time enough Indians replaced them to basically take over important roles like police officers and political positions. Eventually just like East Asians have Markham and parts of Scarborough, the south Asians had a high enough population for Brampton to be considered their home turf. Eventually though it was the student visas that drove Canadians crazy. Millions of students in record time and I believe there was an additional 4 million who came on temporary work visas during covid, eventually Canadians got annoyed. Personally I don't see any problem with it as long as we keep building apartments and homes for the new immigrants to rent and live it doesn't bother me. I would like to see three times more immigration especially from Europe as this country is super underpopulated and we need people to open factories and build companies that will strengthen Canada as a whole and employ our own not just send money back to their countries. So its not an invasion we just need come to a place of understanding and learn to work together. I will finish with the one negative; there truly is a massive lack of assimilation and this may prove to be more of a problem than we realize but I won't go into it. Stay strong my Punjabi friends 👳🏿
Identity Attack0.293411
Insult0.123407245
Profanity0.06596114
Threat0.012285355
Severe Toxicity0.009613037
Low Tox 0.25462922 Constructive 0.875 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
It’s crazy these people move from India to Canada and still don’t even want to stay in Canada 😭
It’s crazy these people move from India to Canada and still don’t even want to stay in Canada 😭
Identity Attack0.18002926
Insult0.08831572
Profanity0.03239325
Threat0.006861079
Severe Toxicity0.0051879883
Low Tox 0.23271075 Moderate Con 0.31 Identity_Assertion
Feb 26, 2026 1 likes 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...

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.