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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

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.

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Active: "The contrast between immigrants, many …" 3 comments
The contrast between immigrants, many from India, and the rhetoric of those who now feel like a new minority was striking. It should not surprise me that racism appears anywhere humans are, but what stood …
The contrast between immigrants, many from India, and the rhetoric of those who now feel like a new minority was striking. It should not surprise me that racism appears anywhere humans are, but what stood out was how some speakers treated all Indians as a single people, despite hundreds of cultures, and accused them of failing to assimilate to ‘their way.’ Many of those voices were themselves descendants of immigrants who were once pressured to abandon Norwegian or other identities in the name of assimilation. Yet there was little evidence they had actually spent time getting to know their Indian neighbors, their cultures, friendships, or daily realities. Instead, the focus was fear and a narrative of societal collapse, rather than honest engagement that separates real local issues from blanket blame. Of course, any local community can have problems, and some groups can be unwelcoming. But the argument presented implied there is only one way to be Canadian. That echoes xenophobic rhetoric in the US about who counts as ‘American,’ often while ignoring the reality of Indigenous peoples entirely. I do not deny the importance of shared commitments like the rule of law, freedom, and evidence based policy rooted in the Enlightenment and scientific thinking. But culture and learning can coexist with those values. What troubled me most was how poverty and discrimination were replaced with racial generalizations, and how victim language was used to deflect responsibility, something that resembles DARVO. Given the same conditions, these problems could arise in any group, regardless of race.
Identity Attack0.22063516
Insult0.06826523
Profanity0.022969801
Threat0.00899713
Severe Toxicity0.004711151
Low Tox 0.19219314 Constructive 0.817 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Metropolis (Brampton)
You should come to Portland OR and Vancouver WA, Seattle area too - compare and contrast these communities to the Russians that moved here in the 90s. Still only one generation, but very assimilated, just …
You should come to Portland OR and Vancouver WA, Seattle area too - compare and contrast these communities to the Russians that moved here in the 90s. Still only one generation, but very assimilated, just with old foods and some customs of the old land. Like Germans, Scandinavians, English, Scottish, Polish, Italians, French immigrants. 2nd gen is already thoroughly Americanized. By 3rd generation, impossible to tell the difference. We do tend to be much more conservative, very Protestant actually in the PNW. Ilya Malinin, a memeber of our US figure skating team, is ethnically Russian. Looks like a Russian, but Russians look very American generally. Many such cases. And then the Mexis, Somalis, Indians... Even the fresh Ukrainians are a little uh... but I think at least the Ukies will adapt quickly
Identity Attack0.06249457
Insult0.030044744
Profanity0.016616182
Threat0.0069646453
Severe Toxicity0.0025177002
Low Tox 0.09872158 Constructive 0.79 Comparative_Framing
Feb 25, 2026 Inside Canada's Indian Invasion...
Employers should be aware of SINs before hiring people. I am also an immigrant, but my dad worked hard as a skilled worker to bring us here to Canada. I pay my duly taxes monthly …
Employers should be aware of SINs before hiring people. I am also an immigrant, but my dad worked hard as a skilled worker to bring us here to Canada. I pay my duly taxes monthly and yearly. So I find it unfair when people work under the table. However, I've noticed that some students, who never attend their classes, end up in high positions with well-paying jobs at big companies. Meanwhile, I can't count how many refugees and immigrants are in low-income brackets, receiving 100% coverage for their medication and a monthly allowance from the government. In contrast, Canadian senior citizens still have to pay 20-30% of their medication costs and don't get the same privileges when it comes to their essentials. It frustrates me that the government makes our senior citizens suffer at retirement age, even after they've worked so hard for so many years. Yet they still struggle to pay for their own medication and necessities. I've encountered many rude refugees and people on income support from other countries who feel entitled to special treatment just because they are under government programs. Ironically, some of them come wearing luxury clothes and bags—like Gucci and Louis Vuitton. As I said, I am an immigrant too, but my heart goes out to those who have fully earned the support and benefits they deserve.
Identity Attack0.027011903
Insult0.024768941
Profanity0.01402008
Threat0.006543908
Severe Toxicity0.0014591217
Low Tox 0.05725329 Constructive 0.87 Personal_Narrative
Sep 29, 2025 IRCC Names India in Study …

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.