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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

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: "If only discussion will take …" 5 comments
Punjabis take offence when they are called indians and demand a separate country. But they are called Indians as soon as all of their crimes, their illegal immigration scams and their only hiring other punjabi …
Punjabis take offence when they are called indians and demand a separate country. But they are called Indians as soon as all of their crimes, their illegal immigration scams and their only hiring other punjabi students scams or their diploma mill scams are being discussed. then it is "Indian Invasion" even though 95% of them are Punjabis
Identity Attack0.5135796
Insult0.4196762
Profanity0.22602804
Threat0.06939816
Severe Toxicity0.07542343
Moderate 0.4394682 Moderate Con 0.419 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The problem is not the immigrants. The problem is with Canadian leaders, and the Canadians who elected and reelected them to office. I lived in Nova Scotia for just over 2 decades. I attempted to …
The problem is not the immigrants. The problem is with Canadian leaders, and the Canadians who elected and reelected them to office. I lived in Nova Scotia for just over 2 decades. I attempted to have many discussions about these issues and was shocked by the generally vapid responses I'd get. Much more to say, but the main point is that Canadians have destroyed their own country's quality of life and from what I can see, Canada is not worthy of respect as a nation. I take ZERO pleasure in saying this. However, the country should have provided the United States with a up close example of what a well run social democratic nation looks like. Instead, Canada is a joke to the far right and in fact fuels the far right in the US. Now with the global south amassing on the US's northern border (visit Halifax, NS if you have any questions about this), I view Canada as a threat to the USA - which is a nation with more than enough problems. A note to immigrants reading this: I respect many of you individually, and I do not in the least mind having you in my community. You as an individual are not the problem per se. The problem is that policy makers are simply using migrants to increase Canada's population to 100M by end of century. Google "Canadian House of Commons Century Initiative" to see how Canadian lawmakers voted in support of this policy. Best, Patrick Moan goodhumanhabitat.org
Identity Attack0.28034934
Insult0.16053712
Profanity0.021808386
Threat0.010421164
Severe Toxicity0.008583069
Low Tox 0.26293078 Constructive 0.759 Policy_Critique
Dec 16, 2025 1 likes Why Canadians Are Turning Against …
I'm surprised no liberal voters are calling this dude a "racist" because it involves Indians. He is literally interviewing both sides of this issue. In my opinion, if the liberal government stays in power, and …
I'm surprised no liberal voters are calling this dude a "racist" because it involves Indians. He is literally interviewing both sides of this issue. In my opinion, if the liberal government stays in power, and more and more liberal voters use the racism card on people who point out these issues just to make themselves feel like a good person, more and more major cities in Canada will be filled of them who either entered as an international student, or as an asylum seeker. It is not "multiculturalism" or "diversity" if there is only people from one culture coming to Canada? Where are the people from countries like Italy? Germany? Ukraine? Mexico? It is not racist to point out how in very few homes, most notably in Brampton, around 7 or more people live in one house. It is not racist to point out how these Indians need to learn to write and speak proper English. It is not racist to point out how they need to adapt to our civilized way of life here in Canada. It is not racist to point out the rise in crime done by people of Indian descent. It is not racist to point out how, coincidentally, the quality in Tim Hortons has dropped lately, when in a majority of them have workers of Indian descent, which are usually in major cities. How so? The liberal-imposed foreign worker plan, plus a little bit of corporate greed. It is not racist to point out that Indian "international students" are getting their food from food banks, which are supposed to be for the poor, and how some places of work only hire Indians, because they are run by Indians. Why is this discussion even about Indians? Because they make up HUGE majority of people coming to live in Canada. Matter of fact, this does not apply to Indians coming to Canada, but to whoever goes to live in another country. It does not take much out of you to at least adapt to the way of life in which ever country you go to. The conservative party sees this in a way that the liberals do not. Come back to this comment in another 10-20 years when the liberals are still in power. You'll see the difference.
Identity Attack0.27759558
Insult0.110259406
Profanity0.02303812
Threat0.008065036
Severe Toxicity0.005645752
Low Tox 0.2540519 Constructive 0.705
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
I wonder if they discussed how when Indian students who unalive themselves in Canada, the deaths are not treated as such. There are many families who have the remains of their kids (usually young males) …
I wonder if they discussed how when Indian students who unalive themselves in Canada, the deaths are not treated as such. There are many families who have the remains of their kids (usually young males) repatriated and the death is left unclear. The gov’t of Canada has been obfuscating many such deaths. Was it the Canadian govt fully at fault for the deaths? Not quite… these students are often met with predatory individuals who take advantage of their vulnerable situations: such as predatory landlords who have sometimes 15 or more students renting one house, or unjust working conditions because the employer knows that the immigrants citizenship hopes are tied to the job, etc etc. Ultimately, it’s the Canadian government turning a blind eye to these realities and trying to make the deaths appear due to things other than unalive attempts. This shouldn’t be surprising considering the way the Canadian government has been pushing dystopian legislation around their medically assisted dying program (MAiD). Canada’s medically assisted dying program has the least guardrails of any program of that type in other countries. Not just this, but the legislation for MAiD comes at a time when Canada’s healthcare and mental healthcare systems are collapsing. Trudeau said he would address this with one his re-election promises in 2021: he promised 5 billion for mental health programs. I’ve worked in the field for almost 20 years with youth and that money never arrived, nor has any serious attempt to fund programs occurred since the brutal Canadian pandemic policies massively exacerbated the youth mental health crisis. Perhaps one day someone will be able to trace how the 5 Billion promised was send off in provincial transfers that did not benefit any programs and likely only helped pay for all the upper management, because Canada’s healthcare, education and mental health care systems are absurdly top-heavy. Canada becomes moral dystopian by the day, with regular folks (working class, blue collar, low-income) bearing the burden. Everyday more people join the rank of the oppressed regular people while a few who work in the government or favored industries are overpaid and the stats around all of this corruption are further obfuscated and buried. And as all this occurs, you see bureaucrats like the on in this video smug in their knowledge that most Canadians will never learn how dark the truth is.
Identity Attack0.10221587
Insult0.06722072
Profanity0.018734055
Threat0.024235269
Severe Toxicity0.004386902
Low Tox 0.165053 Constructive 0.679
Sep 30, 2025 1 likes IRCC Names India in Study …
If only discussion will take place, nothing in this matter is going to change. We need action from the government.
If only discussion will take place, nothing in this matter is going to change. We need action from the government.
Identity Attack0.0030708222
Insult0.00817788
Profanity0.011355659
Threat0.007935578
Severe Toxicity0.00081062317
Low Tox 0.01608456 Low Con 0.26 Call_To_Action
Aug 26, 2025 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.