Skip to content
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

click to expand

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.

Search & Filter

Search comment text, filter by category or toxicity level
Active: "There is no negotiating with …" 9 comments
0:12 Nepal just forced a change in government. So are they Indian or Nepali? But I do hope it's televised when they try this man and arrest him or we finally get to watch his …
0:12 Nepal just forced a change in government. So are they Indian or Nepali? But I do hope it's televised when they try this man and arrest him or we finally get to watch his get the ahh whooping he deserves. Bro does 3 videos on real journalism exposes real issues but runs back to his roots. RACISM 😂😂😂😂😂😂. I couldn't imagine flying around the world can't possibly be enjoying yourself cause he is too busy doing rat shit. And bothering people trying to assimilate into the country. But because a few are causing issues we have to make it look 👀👀 like it's bigger so the big guy can do some more of that negotiating he been doing. Everywhere he goes bullshit follows 😡😡😡
Identity Attack0.50515443
Insult0.5130944
Profanity0.46460027
Threat0.3203622
Severe Toxicity0.35368225
Moderate 0.6744087 Moderate Con 0.438 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Liberal academia has FLOPPED! Immigration policy-FLOP environmental policy-FLOP Economics-FLOP Trade negotiations-FLOP Foreign policy-FLOP ...O, and trans are killing people. Liberals are devils. Accept it.
Liberal academia has FLOPPED! Immigration policy-FLOP environmental policy-FLOP Economics-FLOP Trade negotiations-FLOP Foreign policy-FLOP ...O, and trans are killing people. Liberals are devils. Accept it.
Identity Attack0.5516043
Insult0.5723624
Profanity0.2761231
Threat0.31721663
Severe Toxicity0.14389864
Moderate 0.6342749 Low Con 0.131 Identity Attack Insult Policy_Critique
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
Don't negotiate with terrorists....walk away from america
Don't negotiate with terrorists....walk away from america
Identity Attack0.2772088
Insult0.28997475
Profanity0.05393682
Threat0.053330876
Severe Toxicity0.013995127
Moderate 0.37751234 Low Con 0.181 Call_To_Action
Jan 3, 2026 New rules, regulations take effect …
It's hard for Carney to soar with the eagles when he's surrounded by turkeys, retreads, incompetents and Liberals clearly in over their depth. Are they not even utilizing all these consultants we're being billed for …
It's hard for Carney to soar with the eagles when he's surrounded by turkeys, retreads, incompetents and Liberals clearly in over their depth. Are they not even utilizing all these consultants we're being billed for ? I'd say put Sean Fraser in, he's got good hair, but he's already botched the immigration file once. You three pundits are right on the money with all your points. In the spirit of cooperation why doesn't Carney just put Michelle into the portfolio ? These Liberals are botching everything they touch. In an ideal world Carney should cross the floor, become the Conservative's lead Trump negotiator and we could dump the rest of the Liberal party in recycling, where the vast majority of them belong....including you Fanjoy
Identity Attack0.23239216
Insult0.40243408
Profanity0.051431753
Threat0.009722093
Severe Toxicity0.010299683
Moderate 0.3625127 Constructive 0.546 Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
O…M…G…! I did not realize, until I read these comments, how many nincompoops we also have in Canada! 1) we are ALL IMMIGRANTS with the First Nations being here first.* * since "time immemorial," a …
O…M…G…! I did not realize, until I read these comments, how many nincompoops we also have in Canada! 1) we are ALL IMMIGRANTS with the First Nations being here first.* * since "time immemorial," a concept referring to First Nations presence on the land long before recorded history. Archeological and genetic evidence suggests migration from northeastern Asia, likely via the Bering Strait, with research pointing to human arrival 30,000 years ago or even earlier. 2) we have welcomed immigrants to settle our lands since more inhabitants equals more revenues for infrastructure. Yes, restructuring of the process is a good idea. 3) Poilievre is a thin skinned man of the pointy finger and blame game with little to offer in actual plans or programs. He plays to people’s gripes, whining, and general b*tch*ness. He IS very similar to the blow-hart down south although more literate. 4) There is no possible way he, especially being of like behaviour, could deal with The Felon. He is NOT a negotiator. He is not calm; he’s bombastic. He’s waaaaaaaay to the right, and will trample equal rights for women, and other valued communities. He has no interest in listening to other positions, views, or suggestions. His way or the highway. Again like the Fascist down south. 4) Our provincial leaders (except a few traitors to Canada’s sovereignty) are behind the extremely difficult work Carney is doing for our country. 67% of Canadians are cheering him on, including the Conservative playground scrapper, Doug Ford, plus Stephen Harper. So, put your bile on hold and support the positive. We’re in a really difficult, daily changing, coming at us from all sides, battle with the POS south of us. Carney is giving it his all. Can’t imagine he gets much sleep. How ‘bout break with the party-love, and have some respect for someone working so hard. Fighting for YOU! ❤️🇨🇦❤️
Identity Attack0.18903255
Insult0.3388922
Profanity0.10425757
Threat0.00746953
Severe Toxicity0.014253352
Moderate 0.33338684 Constructive 0.737
Aug 26, 2025 Why Canadians Are Turning Against …
The thing about India is they only focus on white collar work and this is enforced in their culture and education system. This country of ~1.45 BILLION people (India) vs a population of ~41.3 million …
The thing about India is they only focus on white collar work and this is enforced in their culture and education system. This country of ~1.45 BILLION people (India) vs a population of ~41.3 million people (Canada) looks at white collar work as the only respectable work, sometimes because of their caste system. That's why a lot of poor Indians bathe in contaminated waste water and you see garbage all over the streets. Yet India has some remarkable engineers and mathematicians out of the human species and their billionaires living ~100 meters from the poorest. Second, Indians worship bartering or negotiating for everything even with a set price. saw a group of Indians upset with the price of entry in apple orchard and start arguing with the cashier trying to negotiate the price (my most recent experience). It's just a very different culture that only wants their own from education to even marriage. It's not gonna work with Western values
Identity Attack0.36733335
Insult0.25602314
Profanity0.0741757
Threat0.007832011
Severe Toxicity0.012574885
Moderate 0.3286776 Constructive 0.741
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
As a Canadian, we are being overrun by Indian gangs who have shootouts with each other or they exhort thousands of dollars from people, and don't even get me started on the cartels and our …
As a Canadian, we are being overrun by Indian gangs who have shootouts with each other or they exhort thousands of dollars from people, and don't even get me started on the cartels and our ports. At this point, we can only pray that Trump sends the Apache negotiation team to the Hill.
Identity Attack0.2854555
Insult0.10440776
Profanity0.023584666
Threat0.075531214
Severe Toxicity0.009841919
Low Tox 0.27750343 Constructive 0.618 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
The hated immigrants are the ones that make it possible for the government checks to arrive on time. / It was Mulroney who opened the country up to immigrants from Hong Kong and India. He …
The hated immigrants are the ones that make it possible for the government checks to arrive on time. / It was Mulroney who opened the country up to immigrants from Hong Kong and India. He negotiated the NAFTA agreement, and our population was too small to make it workable.
Identity Attack0.24150419
Insult0.097093195
Profanity0.019348921
Threat0.007301235
Severe Toxicity0.0044822693
Low Tox 0.25084448 Constructive 0.592 Moral_Argument
Aug 25, 2025 Why Canadians Are Turning Against …
If you work work in any retail store you know how difficult it is with Indians . They will constantly ask you for discounts and try to bargain prices. I have to tell them multiple …
If you work work in any retail store you know how difficult it is with Indians . They will constantly ask you for discounts and try to bargain prices. I have to tell them multiple times that Target isn't the Bazaar, I can't just negotiate paying tax lol.
Identity Attack0.14019285
Insult0.061626412
Profanity0.03189224
Threat0.0072365063
Severe Toxicity0.0042152405
Low Tox 0.15766735 Constructive 0.704 Unverified_Claim
Nov 12, 2025 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.