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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

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Active: "Indians trying to get to …" 54 comments · Page 3 of 3
In Canada, we imported almost 10% of our population is the last five years, the majority of whom came from India. There's no doubt that Indian culture is not the same as Canadian culture, and …
In Canada, we imported almost 10% of our population is the last five years, the majority of whom came from India. There's no doubt that Indian culture is not the same as Canadian culture, and importing such a massive number so quickly means we are far more likely to see those cultures bumping up against each other, rather than giving them a chance to assimilate and blend. Like any good cook, I know if you try to add the eggs too quickly and in too much of a hurry, you get scrambled eggs in weak sauce, not a thick creamy custard. Same principle applies to immigration. We need to give people the time and chance to learn and absorb our culture and values, else we end up with ghettos and a weakened society.
Identity Attack0.07921951
Insult0.034672357
Profanity0.020032106
Threat0.008401625
Severe Toxicity0.0031852722
Low Tox 0.11057663 Constructive 0.775 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I felt compelled to write this. I appreciate you getting both sides and also asking some "hard" hitting questions that would mostly be seen as a rhetorical with a lot of people who have a …
I felt compelled to write this. I appreciate you getting both sides and also asking some "hard" hitting questions that would mostly be seen as a rhetorical with a lot of people who have a distaste for Indians (You pay international student tuition, complain about it, why are you here in the first place?). However I really appreciate that you do show the beautiful side of a community just trying to keep each other safe and well fed, while unfortunately it's a bit more explicit in the Western world that we tend to be more 'figure it out by yourself. Life yourself by your bootstraps' type of mentality. There is an immigration issue, specifically a resesntement feeling within the country, but it's still important to humanize people and communities.
Identity Attack0.06704199
Insult0.037980765
Profanity0.03464781
Threat0.008026198
Severe Toxicity0.0029945374
Low Tox 0.1100022 Constructive 0.885 Moral_Argument
Oct 4, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
5:50 I agree, I'm thankful the government is starting to revoke / cancel visas to try to get a handle on things. This goes beyond just Indian people. It's for all people that immigrate to …
5:50 I agree, I'm thankful the government is starting to revoke / cancel visas to try to get a handle on things. This goes beyond just Indian people. It's for all people that immigrate to our country. I agree, I think if people come to my country, they need to assimilate. Learn our languages, understand our culture and integrate. I feel that they need to create another sector to follow up on visas, check in on people, monitor. I also feel the banks need to monitor the amount of money people are sending back home, I understand some money. But not everything.
Identity Attack0.08749158
Insult0.024640027
Profanity0.029596692
Threat0.00948907
Severe Toxicity0.0037956238
Low Tox 0.103060275 Constructive 0.852 Policy_Critique
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
I was going through college in southern Ontario about half a decade ago. The faculty was alright but the one that always stuck with me was an elderly Indian man who had a PHd (what …
I was going through college in southern Ontario about half a decade ago. The faculty was alright but the one that always stuck with me was an elderly Indian man who had a PHd (what he was doing teaching at a community college, I'm not sure). He immigrated from India sometime in the 70's, I think, and sometimes told us stories about how he'd never seen electricity until he was well into adulthood. This was at the early stages of Indian mass immigration to the province, but the international students were already becoming a known problem in the school. They never spoke to anyone else, hung out in big groups together on campus, I swear most of them couldn't even speak English. They constantly cheated on everything and shared answers, I heard like 7 of them got failed for submitting identical lab reports one time. Most people knew they were a problem, but no one was comfortable saying anything. Except the Indian professor. He would publicly call them out for shit in class, berate them, shit talk them openly to other students. I've literally never seen anyone more angry about those Indian students than that Indian professor. It's not hard to see why, he busted his ass to immigrate to Canada, get work and get into a good university. He completed a doctorate, for Christ's sake. He didn't see a street light until he was 25, and worked his way to the bleeding edge of digital science. Now there's a bunch of lazy assholes invited in by the government brazenly trying to cheat their way to a degree in his goddamn class. I'd crash out too.
Identity Attack0.04796442
Insult0.025800243
Profanity0.018597418
Threat0.007793174
Severe Toxicity0.002193451
Low Tox 0.06579731 Constructive 0.707 Personal_Narrative
Feb 3, 2026 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.