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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 live in New York …" 8 comments
I wonder why these traitors to Canada haven't been dragged out of office and hung from the nearest tree... They did this on purpose with malice and forethought... Read agenda 2030 proudly written by circus …
I wonder why these traitors to Canada haven't been dragged out of office and hung from the nearest tree... They did this on purpose with malice and forethought... Read agenda 2030 proudly written by circus clown carney where he plans to invite a total of 65 million muslims from africa, middle east and the third world making our population 100,000,000. we will be outnumbered by indians from india, middle east, and Africans. The problem with any immigration is when we only take the best and the brightest we are stealing away the future from those nations, when we take in the illeterate we are burden by their tribal backward ideologies, and have to care for these people from cradle to grave as they will never be able to compete in an open job market where every grade three student has a better education than they. We MUST send them all home. ALL OF THEM. Why are we allowing a man who hasn't lived in Canada for over thirty years, a man whos primary residence is in New York state to be leader? He's not truly Canadian, and shouldn't have been allowed to enter public office.
Identity Attack0.44690517
Insult0.5130944
Profanity0.1413768
Threat0.49142194
Severe Toxicity0.15443328
Moderate 0.52007306 Moderate Con 0.431 Insult Unverified_Claim
Feb 24, 2026 1 likes LILLEY UNLEASHED: The fall of …
Where are you in brampton? Because that's Browntown is what we call it and it's f****** insane. I'm so glad I live up north. But it doesn't matter where you are just like that podcast. …
Where are you in brampton? Because that's Browntown is what we call it and it's f****** insane. I'm so glad I live up north. But it doesn't matter where you are just like that podcast. You did with buddy, from New York or Chicago. I loved that podcast so good one. And you're right on everything you said about them and the way they get in
Identity Attack0.10221587
Insult0.25602314
Profanity0.46460027
Threat0.011120236
Severe Toxicity0.02416241
Moderate 0.4269174 Constructive 0.791 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
You claim not to be racist, yet you zoom in on a man wearing slides as if he’s committing a crime? You cut to videos of only filthy street food and people doing disgusting things, …
You claim not to be racist, yet you zoom in on a man wearing slides as if he’s committing a crime? You cut to videos of only filthy street food and people doing disgusting things, generalizing an entire country based on hateful reels that I know you make as well. This adds fuel to the fire. By your logic, you probably live in a crack den, surviving on canned beans and food I wouldn’t even feed my farm animals, doped up on speed, living the American dream? I should make a video showing Tyler Oliveira’s homeland and cut to montages of Kensington, Philadelphia, Skidrow, and all those poor homeless communities you visit and antagonize for views and money. I should show all the weirdos that you know wander the streets of the country you call home, hurting and killing people in the name of beef or some ridiculously moronic bullshit. At least I don’t have to worry about getting shot or kidnapped by masked men in my country, but go on, bro, focus on the poop slingers and beggars. I’m absolutely not against you making videos on such topics, highlighting the abuse of the immigration system in both countries is important and above that, is your right to express yourself or report on. However, adding these unwanted tangents for clout and view baiting is not the definition of “independent journalism” that you claim to do. I was a huge fan of yours, but ever since you started making content about immigrants in New York City, you’ve gone down a very dark path. I hope you reflect on your actions and reconsider your outlook on the world.
Identity Attack0.12556632
Insult0.44126466
Profanity0.1308005
Threat0.02613456
Severe Toxicity0.023076924
Moderate 0.42349213 Constructive 0.686 Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
I think the driving in Canada and the United States has gotten crazy because of the massive amounts of immigrants that are pouring into the countries. I live in a small town in upstate New …
I think the driving in Canada and the United States has gotten crazy because of the massive amounts of immigrants that are pouring into the countries. I live in a small town in upstate New York and it’s gotten so bad to drive here. It is outrageous. We also have a extremely diverse community. Looks like a Third World country where I live no joke.
Identity Attack0.29035977
Insult0.25205973
Profanity0.06946823
Threat0.007857903
Severe Toxicity0.01083374
Moderate 0.32397532 Constructive 0.563 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
Im a black American who lives here in Buffalo. Im 15 minutes from Fort Erie Ontario, and im starting to see what you're dealing with in Ontario here in Western New York
Im a black American who lives here in Buffalo. Im 15 minutes from Fort Erie Ontario, and im starting to see what you're dealing with in Ontario here in Western New York
Identity Attack0.2028587
Insult0.034562174
Profanity0.04141149
Threat0.009023022
Severe Toxicity0.0051879883
Low Tox 0.18079062 Constructive 0.662
Sep 21, 2025 1 likes Why Canadians Are Turning Against …
Ok I live right next to Brampton and I would just like to clarify that it does have a big Indian population but honestly anywhere else Ive been to in Ontario it’s not the same …
Ok I live right next to Brampton and I would just like to clarify that it does have a big Indian population but honestly anywhere else Ive been to in Ontario it’s not the same many live in Brampton because it’s next to Toronto where everyone goes to work and it’s honestly not a big deal think of it as Chinatown in New York.
Identity Attack0.07177465
Insult0.022061773
Profanity0.016957775
Threat0.006647474
Severe Toxicity0.0022792816
Low Tox 0.083999306 Constructive 0.631 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Most Americans living in the U.S. today aren’t originally from there — their ancestors migrated from Europe just a few centuries ago. Yet documentaries like this make it seem as if others are ‘taking over’ …
Most Americans living in the U.S. today aren’t originally from there — their ancestors migrated from Europe just a few centuries ago. Yet documentaries like this make it seem as if others are ‘taking over’ their land. The same story exists in places like Australia, where the original Indigenous population is now a small minority. Over time, migration changes every country’s demographics — it’s a global reality, not an invasion. Even cities like London, Toronto, or New York are built by immigrants from across the world. So before calling it a ‘takeover,’ remember that every nation today stands on layers of migration, adaptation, and cultural exchange.
Identity Attack0.030433474
Insult0.024511116
Profanity0.01627459
Threat0.007353018
Severe Toxicity0.0018596649
Low Tox 0.06263174 Constructive 0.602 Comparative_Framing
Oct 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
¿It is New York? ICE is living there, SOS.
¿It is New York? ICE is living there, SOS.
Identity Attack0.005771666
Insult0.014808921
Profanity0.015557245
Threat0.006925808
Severe Toxicity0.0013256073
Low Tox 0.029799197 Low Con 0.257 Question
Feb 9, 2026 1 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.