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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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Search comment text, filter by category or toxicity level
Active: "I think this effect has …" 7 comments
15 years ago I was riding the sky train in Vancouver, I think I was in Surrey, and there were so many Punjabis. They smelled really bad. Filthy race. Canada has been effectively colonized and …
15 years ago I was riding the sky train in Vancouver, I think I was in Surrey, and there were so many Punjabis. They smelled really bad. Filthy race. Canada has been effectively colonized and the government allowed it in the name of social justice. Idiotic traitors.
Identity Attack0.5612457
Insult0.802824
Profanity0.39409557
Threat0.015602129
Severe Toxicity0.16960317
Toxic 0.8252207 Moderate Con 0.499 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
These guys think indians are their problem but they never gonna say a word about muslims who want to change everything about their country. Still it there loss none of indians get effected by these …
These guys think indians are their problem but they never gonna say a word about muslims who want to change everything about their country. Still it there loss none of indians get effected by these bullshit agenda’s
Identity Attack0.5203519
Insult0.5130944
Profanity0.6643082
Threat0.030278467
Severe Toxicity0.21290472
Toxic 0.743089 Low Con 0.193 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
the hindus don't denigrate anybody. ...except those untouchables over there. they're subhuman filth. i think most canadians aren't pissed off about the immigration, exactly, and are more annoyed by the shift in resources. it's a …
the hindus don't denigrate anybody. ...except those untouchables over there. they're subhuman filth. i think most canadians aren't pissed off about the immigration, exactly, and are more annoyed by the shift in resources. it's a pretty big country with a lot of empty space. they set up in a small town and didn't bother anyone. that's roughly in line with canadian values. however, during that time, we've seen a lot of cuts to systems that were intended to help people born in canada and a shift in resources to help people born elsewhere coming into the country. white canadians are correct in noticing that the government has picked a side, and is shifting it's resources to helping this one group at the expense of the other, and it's had visible results that you're helpfully documenting. it's relatively clear that, whatever the merit of that initial shift in resources, it's had some unexpected effects, and that policy needs to be reevaluated. it's relatively clear who needs government resources in brampton in 2025, and the answer is not the same as it was in 1995.
Identity Attack0.41222036
Insult0.5130944
Profanity0.2847897
Threat0.011974656
Severe Toxicity0.02444411
Moderate 0.47119883 Constructive 0.647 Insult Policy_Critique
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
Hindu castiest beliefs and it's effects are true Hindu fatigue 🚩🚩🚩 India is a great place but Those beliefs are dangerous Read about them Hindu castiest beliefs and the action done by each God , …
Hindu castiest beliefs and it's effects are true Hindu fatigue 🚩🚩🚩 India is a great place but Those beliefs are dangerous Read about them Hindu castiest beliefs and the action done by each God , I don't think even adult can read those verse What's ghe effect? Castiesm So corruption can be justified It's Ill effects world is seeing As it was within the country for thousand of years ,
Identity Attack0.37655997
Insult0.34032786
Profanity0.14402086
Threat0.064645745
Severe Toxicity0.02439716
Moderate 0.33255672 Constructive 0.547
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Thank you for this report on Brampton. For context, I am a 4th generation Canadian, my ancestors immigrated here a few years prior to confederation in 1867. I have worked in the tool and die …
Thank you for this report on Brampton. For context, I am a 4th generation Canadian, my ancestors immigrated here a few years prior to confederation in 1867. I have worked in the tool and die industry for decades and many of my associates work for or manage tool and die businesses in Brampton. Everyone in Brampton knows what is changing there. When I try to explain to my friends that what is happening in Brampton is not balanced, they do not understand, they think I am a racist. I told them that my Indian friends in Brampton feel the same way I do. They look at me like a deer in the headlights. Nothing has turned me against a politician so vehemently as Justin Trudeau's management of immigration. The man had no idea how to effectively manage immigration in a way which would integrate people into a culture and society such as Canada. That certainly is not creating a microcosm of one nation in a city.
Identity Attack0.07012023
Insult0.06512285
Profanity0.022013342
Threat0.0089712385
Severe Toxicity0.003566742
Low Tox 0.14429577 Constructive 0.874
Sep 26, 2025 59 likes Inside Canada's Indian Metropolis (Brampton)
I don’t think it’s tight enough, we need to reverse the mass immigration effects by the liberals
I don’t think it’s tight enough, we need to reverse the mass immigration effects by the liberals
Identity Attack0.06158508
Insult0.024124376
Profanity0.01627459
Threat0.009411395
Severe Toxicity0.0027656555
Low Tox 0.10956833 Moderate Con 0.357 Policy_Critique
Feb 13, 2026 1 likes Canada's tighter immigration policy divides …
Culture is a tricky thing. Is it not a known fact that one may not be all that interested in their culture and religion in their country of origin, but once immigrated to a different …
Culture is a tricky thing. Is it not a known fact that one may not be all that interested in their culture and religion in their country of origin, but once immigrated to a different land, these same people become more attached to their original culture and religion, even more orthodox in their beliefs. They try to recreate what is familar. Why are we surprised most are not assimilating? It takes, for most, many generations. And even then. Immigrants will always, in one way or another affect change in the general culture. Think of different cuisine, the arts, influences on our beliefs, etc. What is a Canadian anyways? One who lives here? Who pays taxes here? How long of roots do you need to have before you are no longer called an immigrant? We have a very large country and from one community to another there is a difference in the culture. Perhaps we need to be clearer on what is in fact our highest Canadian values and communicate them more effectively. I would also like to add that there is suffering in not being able to pass on your culture. Watching your children and grandchildren speaking a different language, not having them understand yours enough for you to enjoy signing traditional songs to, not being able to guide them in your religious beliefs, etc., in the name of them becoming assimilated. I am experiencing these and my roots go back over 400 years on this land.
Identity Attack0.07673789
Insult0.027730936
Profanity0.018734055
Threat0.006861079
Severe Toxicity0.0023174286
Low Tox 0.102626406 Constructive 0.861
Sep 10, 2025 1 likes Why Canadians Are Turning Against …

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.