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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: "Are they seriously trying to …" 8 comments
Cree here, it’s pretty common belief that we hate Ottawa and the political class for trying colonization 2.0 from the liberals. It seriously fucked over the country with pollution, crime, and opportunities. Many reservations still …
Cree here, it’s pretty common belief that we hate Ottawa and the political class for trying colonization 2.0 from the liberals. It seriously fucked over the country with pollution, crime, and opportunities. Many reservations still don’t have running water but at least we have armed foreigners adding to the human trafficking numbers. I will never forgive or forget what new canada has done to me and my people.
Identity Attack0.14019285
Insult0.24493282
Profanity0.34099978
Threat0.012026439
Severe Toxicity0.016641939
Moderate 0.3389984 Constructive 0.583 Personal_Narrative
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …
8:52 irony is that he is walking naked on the street and calling out on people walking naked at home. :). On a serious note, this is the same concern in UK. I was in …
8:52 irony is that he is walking naked on the street and calling out on people walking naked at home. :). On a serious note, this is the same concern in UK. I was in UK for 4 years and the reason I came back to India is there are just so many immigrants that locals their have developed an anti immigrants sentiment . You don't want to live in a place just for a bit more money where you don't feel you belong. I believe people should be free to go and work in any country but through legal channels and respect that country's culture and try to integrate
Identity Attack0.23998553
Insult0.123407245
Profanity0.1612468
Threat0.021472665
Severe Toxicity0.015673593
Moderate 0.30319387 Constructive 0.842 Personal_Narrative
Oct 15, 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 …
Are they seriously trying to include fresh immigrants as canadians, as if they've grown up here? No, they get no say.. Once your accent has been destroyed will canadians accept you as canadian.
Are they seriously trying to include fresh immigrants as canadians, as if they've grown up here? No, they get no say.. Once your accent has been destroyed will canadians accept you as canadian.
Identity Attack0.10221587
Insult0.039444692
Profanity0.014225035
Threat0.012026439
Severe Toxicity0.0035858154
Low Tox 0.15269235 Moderate Con 0.358 Identity_Assertion
Feb 17, 2026 Canada's tighter immigration policy divides …
Investigate India and the embassy. If, in Hardeep Singh Nijjar’s case, the Canadian government is willing to withhold “sensitive” information from the trial, then it is not being transparent, and this will lead to misinformation …
Investigate India and the embassy. If, in Hardeep Singh Nijjar’s case, the Canadian government is willing to withhold “sensitive” information from the trial, then it is not being transparent, and this will lead to misinformation and injustice. Sikhs know for a fact that the Indian government is fully involved, as the RCMP found in their investigation on transnational repression and extortion cases. But the biggest piece of evidence is just south of the border with Nikhil Gupta’s case. Mr. Gupta pleaded guilty to trying to hire a US undercover cop to assassinate Gurpatwant Singh Pannu, who is a human rights activist and lawyer who is spearheading the Khalistan movement. He showed the undercover cop photos of Hardeep Singh Nijjar’s body and said we just finished this job, and when you complete your job, we have a long list of others we need dead. Nikhil Gupta had placed a call with Indian RAW agents, who are named as C1 and C2, who said they will pay $100,000 for each hit. We have Sikh activists who have repeatedly told the media they have been hit on their heads, including Jagmeet Singh, the former leader of the NDP. If Canada refuses to take this seriously, the government officials are being traitors to their own country. Canada is now doing a disservice by withholding information from Canadians, and did so before, during the inquiry into the Air India incident, when the government asked the courts not to include it in their investigation of any Indian involvement. A Canadian- Norwegian spy who said India tried to hire him to place explosives in one of the planes. He warned our government, and they knew about this and still covered it up! Now, the government is doing the same to secure business deals with India. Like India has nothing to offer Canada except labour (with their billion population), and we Canadians cannot find jobs and don't need unskilled workers from India when we can educate our citizens and give them jobs here. There must be a full, transparent investigation into India and its embassy and agents.
Identity Attack0.06795148
Insult0.038566336
Profanity0.016616182
Threat0.010343489
Severe Toxicity0.0028038025
Low Tox 0.11067997 Constructive 0.743 Policy_Critique
Feb 21, 2026 Canadian immigration officers investigating hundreds …
Brampledesh…I knew it! I was there a few years ago and I didn’t see any other race.. I stayed at a friend’s small cottage ground. Which they are or we’re trying to take over the …
Brampledesh…I knew it! I was there a few years ago and I didn’t see any other race.. I stayed at a friend’s small cottage ground. Which they are or we’re trying to take over the land. It was so bizarre all these new houses and people then a street away a small entrance surrounded by trees and cottages. It’s good old Canadians hanging on to the sliver of their community that’s left. But seriously it was really strange and bizarre like I said. 🇨🇦
Identity Attack0.06795148
Insult0.029714199
Profanity0.013576009
Threat0.013372798
Severe Toxicity0.0037765503
Low Tox 0.10956833 Constructive 0.576
Oct 30, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I’m a proud Indian who is now a Canadian citizen, and I’ve made a conscious effort to assimilate into Canadian culture and values. What bothers me is how this conversation has been reduced to blaming …
I’m a proud Indian who is now a Canadian citizen, and I’ve made a conscious effort to assimilate into Canadian culture and values. What bothers me is how this conversation has been reduced to blaming one group. The reality is that the Canadian government failed first by not properly managing immigration volumes, not enforcing document verification, and not honestly assessing whether the country could support such rapid population growth. That policy failure created pressure on housing, jobs, and social systems long before resentment followed. We also need honesty within the Indian community. Some Indians struggle to adapt being overly loud, culturally rigid, and sometimes lacking empathy for Canadian norms and shared public spaces. I studied Canadian and Indigenous history in school, and respecting that history matters. Assimilation doesn’t mean abandoning your culture, but it does mean understanding and respecting the society you chose to join. Cultural education should be expected, not optional. That said, one Indian doing something wrong does not make all Indians bad. Most Indian students and workers I know are hardworking, punctual, and serious about contributing. I’ve personally worked minimum-wage jobs for years, and what I noticed was not jobs being “taken,” but fewer Canadian youth willing to stay in or commit to these roles long-term. Indians didn’t replace Canadians, they filled vacancies that already existed. I also briefly volunteered helping the homeless, and what I saw was honestly shocking. It’s not that the government isn’t trying to help there are rehabilitation programs and support systems in place. The difficult truth is that a significant portion of the homeless population struggles with substance abuse and refuses treatment because it requires giving up drugs. Over time, homelessness itself starts to function like a culture, where benefits and assistance unintentionally enable continued substance use rather than recovery. This is an uncomfortable reality people don’t like to talk about. None of this is simple. Immigration didn’t break Canada, and neither did one community. Poor policy, weak enforcement, lack of accountability, and refusal from governments and individuals to adapt responsibly is what brought us here. Blame is easy. Honest solutions are not.
Identity Attack0.023193322
Insult0.028832749
Profanity0.015010698
Threat0.0068869707
Severe Toxicity0.0016117096
Low Tox 0.06817148 Constructive 0.823 Personal_Narrative
Jan 27, 2026 22 likes Inside Canada's Indian Invasion...
Seriously you still don’t know why, try doing some research on the topic: how much international students pay as tuition fee. I read somewhere that it was about $50 billion. So when government is getting …
Seriously you still don’t know why, try doing some research on the topic: how much international students pay as tuition fee. I read somewhere that it was about $50 billion. So when government is getting that much money why would they say no to immigrants.
Identity Attack0.03919895
Insult0.019419061
Profanity0.011714331
Threat0.0065180166
Severe Toxicity0.0014209747
Low Tox 0.067380086 Moderate Con 0.367
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)

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.