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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: "What happened when a country …" 239 comments · Page 10 of 10
I don't know anyone who is "divided" on this issue. Many of my friends are 1st gen immigrants, a couple of them had to go back to their home country after their visa expired, they …
I don't know anyone who is "divided" on this issue. Many of my friends are 1st gen immigrants, a couple of them had to go back to their home country after their visa expired, they were bummed that they personally couldn't stay, but they also openly complained that the levels of immigration was unsustainable, competition for rent/jobs/healthcare too high and felt that some people would have to go back home and it happened to be them.
Identity Attack0.020580608
Insult0.017807651
Profanity0.020988565
Threat0.0066215824
Severe Toxicity0.0015068054
Low Tox 0.045873325 Constructive 0.787 Personal_Narrative
Feb 16, 2026 1 likes Canada's tighter immigration policy divides …
As a Canada who speaks both French and English and who follows politics quite closely, I have to say that the headline and some of the reporting here is quite misleading. A reduction in immigration …
As a Canada who speaks both French and English and who follows politics quite closely, I have to say that the headline and some of the reporting here is quite misleading. A reduction in immigration has broad support across Canada. I wouldn't say that notion is dividing the country in any significant way. You do have certain industry groups that disagree, but among the population these reductions have broad support. This is a historic change in public opinion in Canada, but it has been driven by the unprecedented increase in immigration under the last term of the Trudeau government. To put this in context, non-permanent residents in Canada numbered around 1.5 million on Q3 2023, but by Q3 2025, that number sat a just over 3 million. The previous government increased immigration targets by 3 or 4 times over what they had been for years, which caused a number of economic issues. Essentially, the volume was simply too high for the economy and society to support. This was unfair to both Canadians and new comers, many of which could not find employment or afford a decent place to live. The changes being suggested are largely bringing Canada back to what the targets were for over a decade before, though a bit lower to account for the sudden surge. Canada remains one of the most pro-immigration countries in the world. However, and this is where I think DW's reporting is misleading, there is a distinction to be made between policies at the federal level and policies at the provincial level. Immigration, per our constitution, is a federal matter, however, Quebec in particular is distinct from other provinces. I don't mean only culturally and linguistically, but also in the powers that have been devolved to it by the federal government. On the question of immigration, Quebec has more powers and more ability to set its immigration targets and programs than any of the other 9 provinces. The particular program discussed here, the Quebec Experience Program (PEQ), is a particular immigration stream that only existed in Quebec. So what is happening with that program cannot be labeled as a whole-of-Canada thing. Where the changes to the PEQ are controversial, unlike the general changes at the federal level, is that people who immigrated under that specific program were promised certain things. There was a multi-year time line to Permanent Residency and then Citizenship. Many of those people have been in Quebec for 5-8 years already. However, the changes made to the program were done in such a way where people who many years into the program, had gotten an education, started a career, had children, ect. are now being told they can't continue and must leave Canada. There are even stories of people who married Canadians, now have children, and the one parent who was under this program now faces the possibility of having to leave Canada and be separated from their family. All through no fault of their own. That is what many people see as unfair, and I agree, however limiting future applications under the program, to bring in less people, that is not controversial. Canada has no responsibility to bring in people who are not already in Canada, but Canada does have some responsibility towards people who uprooted their lives to move to Canada and built new lives here based on promises and representations made to them by the Canadian and Quebecois governments. We should no simply kick those people out of the country.
Identity Attack0.011099357
Insult0.022899706
Profanity0.013029462
Threat0.0067316215
Severe Toxicity0.0012397766
Low Tox 0.043399423 Constructive 0.821 Policy_Critique
Feb 11, 2026 29 likes Canada's tighter immigration policy divides …
Remember what happened in other countries like Italy for example men claiming to be young boys or students given ideas and fake visas. There was a group charged for all this in Ontario.
Remember what happened in other countries like Italy for example men claiming to be young boys or students given ideas and fake visas. There was a group charged for all this in Ontario.
Identity Attack0.015757138
Insult0.01838776
Profanity0.010706633
Threat0.0064468146
Severe Toxicity0.0012207031
Low Tox 0.043399423 Constructive 0.568 Unverified_Claim
Sep 28, 2025 1 likes IRCC Names India in Study …
We are born canadian and are thinking of Leaving the country. What happened to my beautiful country
We are born canadian and are thinking of Leaving the country. What happened to my beautiful country
Identity Attack0.018168874
Insult0.013630914
Profanity0.011236101
Threat0.007417747
Severe Toxicity0.00166893
Low Tox 0.040430736 Constructive 0.538
Sep 12, 2025 1 likes Why Canadians Are Turning Against …
Nice vid but this is all over the country not just one city. Not once was it mentioned that Bramptonistan is almost entirely paid for the by the Region of Peel. It's almost a welfare …
Nice vid but this is all over the country not just one city. Not once was it mentioned that Bramptonistan is almost entirely paid for the by the Region of Peel. It's almost a welfare state. As for why they let it happen because it's what they want.
Identity Attack0.011099357
Insult0.013516913
Profanity0.019758832
Threat0.007534259
Severe Toxicity0.0017642975
Low Tox 0.039462693 Constructive 0.624 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
It's happening all over. We are being made to feel like we are guest in our own country. I wonder if the roles were switched, if they would have the same feelings a lot.of us …
It's happening all over. We are being made to feel like we are guest in our own country. I wonder if the roles were switched, if they would have the same feelings a lot.of us have
Identity Attack0.01666154
Insult0.012224905
Profanity0.014259194
Threat0.0066798385
Severe Toxicity0.0012302399
Low Tox 0.036634352 Constructive 0.623 Identity_Assertion
Feb 7, 2026 Inside Canada's Indian Invasion...
Unlike other countries, Canada is honest about the saturation that is happening over the time. They are objective about it. If citizens feel insecure about their future, it is time for them to halt immigration …
Unlike other countries, Canada is honest about the saturation that is happening over the time. They are objective about it. If citizens feel insecure about their future, it is time for them to halt immigration for some time. AI Coming, people are loosing jobs. Rents are increasing etc.
Identity Attack0.015958117
Insult0.014884921
Profanity0.009716015
Threat0.00704232
Severe Toxicity0.0011777878
Low Tox 0.03592727 Moderate Con 0.432 Policy_Critique
Feb 12, 2026 Canada's tighter immigration policy divides …
I wouldn't say Canada is the only Western country to break it's immigration system. Have you seen what is happening in the UK?
I wouldn't say Canada is the only Western country to break it's immigration system. Have you seen what is happening in the UK?
Identity Attack0.018972786
Insult0.012528907
Profanity0.010433359
Threat0.0068416605
Severe Toxicity0.0010585785
Low Tox 0.034277402 Constructive 0.525 Comparative_Framing
Jun 20, 2025 4 likes How Canada broke its immigration …
I'll tell you how it happened. Because we're too nice. We've let this happen because we didn't want to speak up against it. But now our back is against the wall in our own country. …
I'll tell you how it happened. Because we're too nice. We've let this happen because we didn't want to speak up against it. But now our back is against the wall in our own country. We need to stand up eventually.
Identity Attack0.009434453
Insult0.012680908
Profanity0.011902207
Threat0.0078449575
Severe Toxicity0.0011539459
Low Tox 0.034041706 Moderate Con 0.472
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
Happening all over the world. Everyone loves there country but does not want to stay.
Happening all over the world. Everyone loves there country but does not want to stay.
Identity Attack0.009619443
Insult0.010856897
Profanity0.0113727385
Threat0.0067834044
Severe Toxicity0.0011301041
Low Tox 0.030270588 Moderate Con 0.469 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
An Uber driver was upset while telling me that he has family who have lived in the country for over 10 years but still refuse to learn English. They seem to want the benefits of …
An Uber driver was upset while telling me that he has family who have lived in the country for over 10 years but still refuse to learn English. They seem to want the benefits of living here, but not to embrace the culture that makes this country great. It feels like we’re losing a battle most people didn’t even realize was happening. A government is meant to serve its people, yet it often feels like ours is working against us.
Identity Attack0.0063266335
Insult0.015644927
Profanity0.010774951
Threat0.0063367756
Severe Toxicity0.0007343292
Low Tox 0.029092113 Constructive 0.718 Personal_Narrative
Sep 19, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
this happens in every country and for centuries, nothing new and yes we can do better to those that comment here, provide support when you can, come up with solutions and do something about rather …
this happens in every country and for centuries, nothing new and yes we can do better to those that comment here, provide support when you can, come up with solutions and do something about rather than complain about it.
Identity Attack0.001655654
Insult0.013174911
Profanity0.00998929
Threat0.006039023
Severe Toxicity0.0005245209
Low Tox 0.024849601 Constructive 0.601 Moral_Argument
Feb 18, 2026 1 likes Canadian immigration officers investigating hundreds …
This happens in every single country they go to
This happens in every single country they go to
Identity Attack0.0076585566
Insult0.008519882
Profanity0.014634945
Threat0.008052089
Severe Toxicity0.0013446808
Low Tox 0.024260364 Low Con 0.205
Oct 12, 2025 11 likes Inside Canada's Indian Metropolis (Brampton)
Same thing is happening to all commonwealth countries. You should see Australia
Same thing is happening to all commonwealth countries. You should see Australia
Identity Attack0.0060676485
Insult0.008044879
Profanity0.010552917
Threat0.007029374
Severe Toxicity0.000872612
Low Tox 0.0154562555 Moderate Con 0.346 Comparative_Framing
Jan 28, 2026 1 likes 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.