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: "As someone who is planning …" 7 comments
Lmao putting up a picture of someone’s god to just share them . The real problem is Islam ☪️ where the guy was planning to blow up a Jewish synagogue. Try stopping em first
Lmao putting up a picture of someone’s god to just share them . The real problem is Islam ☪️ where the guy was planning to blow up a Jewish synagogue. Try stopping em first
Identity Attack0.49584505
Insult0.23704576
Profanity0.26098207
Threat0.34804323
Severe Toxicity0.048457388
Moderate 0.45757914 Low Con 0.264 Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
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 …
As someone who is planning to study abroad in merit from India,, i would def not plan on going to canada bcs of Indians themselves
As someone who is planning to study abroad in merit from India,, i would def not plan on going to canada bcs of Indians themselves
Identity Attack0.40713623
Insult0.0838533
Profanity0.033144772
Threat0.007857903
Severe Toxicity0.010299683
Moderate 0.32074678 Moderate Con 0.484 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
For someone who presents himself as a “journalist,” this is a deeply dishonest piece of work. The framing is not subtle: loaded titles, racial counting, selective locations, and deliberately uneven questioning all push the same …
For someone who presents himself as a “journalist,” this is a deeply dishonest piece of work. The framing is not subtle: loaded titles, racial counting, selective locations, and deliberately uneven questioning all push the same conclusion. Immigrants are interrogated about their presence and legality, while others are invited to pass judgment on them. When racial stereotypes are voiced, you don’t challenge them — you laugh. That’s not an accident, and it’s not neutral. You clearly understand that housing shortages, sanitation issues, and infrastructure strain are the result of policy failures and poor planning. Yet you repeatedly avoid those causes because blaming systems doesn’t generate clicks the way racial implication does. Reducing complex, structural problems to identity isn’t investigative — it’s lazy, cynical, and intellectually shallow. When a city worker gives a grounded response that doesn’t fit the narrative you’re pushing, it’s brushed aside. When visuals can be used to imply blame, they’re highlighted. That pattern makes the “just asking questions” defense ring hollow. This isn’t exposing truth — it’s manufacturing outrage and calling it journalism. With your reach, that’s not just irresponsible, it’s embarrassing. You're not a journalist but just a racist. That's all
Identity Attack0.1064171
Insult0.123407245
Profanity0.022354934
Threat0.007961469
Severe Toxicity0.004272461
Low Tox 0.22043827 Constructive 0.527 Policy_Critique
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
How are these people getting there? In the 1990s, as a white European from Slovakia, I wanted to visit Canada purely as a tourist. I had no intention of staying, working, or immigrating. At that …
How are these people getting there? In the 1990s, as a white European from Slovakia, I wanted to visit Canada purely as a tourist. I had no intention of staying, working, or immigrating. At that time, we still needed a visa to enter Canada. To obtain a visitor visa, I had to provide: A valid passport A completed visa application form Passport photos Payment of the visa fee A letter of invitation (if visiting someone) or a basic travel plan Proof of sufficient financial funds (bank statements for several months) Proof of employment (employment letter confirming my job and approved leave) Pay slips or proof of regular income If self-employed: business registration and tax documents Proof of property ownership (if applicable) Evidence of strong ties to Slovakia (family, job, studies, business) Sometimes a criminal record check Confirmation that I had no prior immigration violations
Identity Attack0.10221587
Insult0.033019636
Profanity0.020783609
Threat0.0070552654
Severe Toxicity0.003566742
Low Tox 0.123468354 Constructive 0.594 Comparative_Framing
Feb 27, 2026 Inside Canada's Indian Invasion...
Cultural clustering is a natural phenomenon. Even within India, if someone moves from the North to the South (or vice versa), they often seek out people from their own region/religion/community to feel a sense of …
Cultural clustering is a natural phenomenon. Even within India, if someone moves from the North to the South (or vice versa), they often seek out people from their own region/religion/community to feel a sense of familiarity and comfort. Brampton’s story reflects this same human instinct to find community and preserve traditions in a new place without disturbing the territorial harmony(but that didn't go well). At the same time, Indian culture and values are inherently inclusive, with a long history of adapting and coexisting with diverse communities. The real challenge lies not in immigrants forming close-knit groups, but in how well both newcomers and longtime residents accept and integrate with each other. When mutual respect and openness exist, diversity becomes a strength rather than a division. That said, the scale and pace of Brampton’s demographic change raise important policy questions. The Canadian government should have anticipated and planned for this transformation much earlier. Whether they did not act, or could not act, is a question only they can answer but it is central to understanding today’s challenges.
Identity Attack0.031464707
Insult0.018323302
Profanity0.016172111
Threat0.0072882893
Severe Toxicity0.0016307831
Low Tox 0.042657252 Constructive 0.725 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
If you can't find a local person to work at your fast food restaurant, try increasing the wage, improving work conditions, providing benefits, having a retention bonus, etc Flying someone 10000 km to an urban …
If you can't find a local person to work at your fast food restaurant, try increasing the wage, improving work conditions, providing benefits, having a retention bonus, etc Flying someone 10000 km to an urban center to work at Tim Hortons only makes economic sense if you plan to exploit them.
Identity Attack0.0029228306
Insult0.015872927
Profanity0.012004685
Threat0.01086132
Severe Toxicity0.0013542175
Low Tox 0.03828422 Moderate Con 0.483
Jan 15, 2026 1 likes 2.9 million Canadian temporary visas …

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.