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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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Active: "I can't help but notice …" 9 comments
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)
I've bin doing alot of sales on Facebook marketplace and can't help but notice a pattern of the Indians being the least reliable and most Scammy I wasn't racist until a few year ago when …
I've bin doing alot of sales on Facebook marketplace and can't help but notice a pattern of the Indians being the least reliable and most Scammy I wasn't racist until a few year ago when they started flooding into this country they're just plain and simple not as respectful.
Identity Attack0.46050715
Insult0.40243408
Profanity0.21348765
Threat0.015429466
Severe Toxicity0.02373986
Moderate 0.42568782 Constructive 0.626 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Horrific - just imagine you meet such a person in the workplace, you immediately notice they are in over their head ... you spend a lot of hours of your own time trying to help …
Horrific - just imagine you meet such a person in the workplace, you immediately notice they are in over their head ... you spend a lot of hours of your own time trying to help them learn, and then you fall behind in your own assignments. That is my reality, always getting into trouble for trying to help the ungrateful.
Identity Attack0.006622616
Insult0.27763805
Profanity0.055940874
Threat0.008349842
Severe Toxicity0.004272461
Moderate 0.30464804 Constructive 0.657
Sep 29, 2025 IRCC Names India in Study …
What an excellent video! As an immigrant, I embarrassed de culture and costumes, but I noticed that many immigrants just repeat here the same things they hated back home. It makes no sense! And it …
What an excellent video! As an immigrant, I embarrassed de culture and costumes, but I noticed that many immigrants just repeat here the same things they hated back home. It makes no sense! And it makes even less sense, that the government uses taxpayer money to help everyone else but Canadians.
Identity Attack0.116281845
Insult0.06687108
Profanity0.018665737
Threat0.0069646453
Severe Toxicity0.003566742
Low Tox 0.17631748 Constructive 0.718
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
I just noticed ... after writting two lengthy comments ...that this site of propaganda ..... is 7 years old .... God help us !!!!
I just noticed ... after writting two lengthy comments ...that this site of propaganda ..... is 7 years old .... God help us !!!!
Identity Attack0.0054756827
Insult0.04149419
Profanity0.015079016
Threat0.0068416605
Severe Toxicity0.0016880035
Low Tox 0.11119666 Moderate Con 0.304
Nov 11, 2024 How much do refugees and …
What I noticed in this video is the people from Indian community respects and helped the interviewer as their own and heard no negative nonsense. Hope we can all live together in harmony and respect …
What I noticed in this video is the people from Indian community respects and helped the interviewer as their own and heard no negative nonsense. Hope we can all live together in harmony and respect each other with no hate.
Identity Attack0.036878675
Insult0.027605021
Profanity0.053435806
Threat0.008181547
Severe Toxicity0.0023555756
Low Tox 0.09351514 Constructive 0.768 Solidarity
Nov 27, 2025 78 likes Inside Canada's Indian Metropolis (Brampton)
Immigration isnt bad...its good. But open borders and a very flast influx of foreigners isnt. It doesn't make them assimilate nor does it help canadians assimilate to them. They just avoid eachother until they can't. …
Immigration isnt bad...its good. But open borders and a very flast influx of foreigners isnt. It doesn't make them assimilate nor does it help canadians assimilate to them. They just avoid eachother until they can't. Immigration is supposed to be a process/privilege, not to be taken for granted. Do it slow and nobody will even notice.
Identity Attack0.057492398
Insult0.021288296
Profanity0.012141321
Threat0.007547205
Severe Toxicity0.0020122528
Low Tox 0.085582085 Moderate Con 0.419
Jan 27, 2026 Inside Canada's Indian Invasion...
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...
Does anyone notice that these folks only help their own??
Does anyone notice that these folks only help their own??
Identity Attack0.006030651
Insult0.014960921
Profanity0.012004685
Threat0.00636914
Severe Toxicity0.0008583069
Low Tox 0.030977672 Low Con 0.256
Nov 8, 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.