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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: "This is happening when people …" 221 comments · Page 9 of 9
I live in a similar area in the UK. Many people can't see how communities are being destroyed. I feel for Canada. I visited Quebec and prefer there as the French language stops this from …
I live in a similar area in the UK. Many people can't see how communities are being destroyed. I feel for Canada. I visited Quebec and prefer there as the French language stops this from happening there!
Identity Attack0.022791367
Insult0.018258847
Profanity0.011970525
Threat0.010990778
Severe Toxicity0.0019550323
Low Tox 0.05750068 Constructive 0.838 Comparative_Framing
Jan 3, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
I don’t disagree that people on a student visa should go back once the visa expires. a lot of responsibility falls on IRCC and immigration/ government to actually have everything regulated and documented. IRCC is …
I don’t disagree that people on a student visa should go back once the visa expires. a lot of responsibility falls on IRCC and immigration/ government to actually have everything regulated and documented. IRCC is impossible to get a hold of. Applications open people apply.. they get in and then the government forgets about them… the students and work permit people once they land have no idea what is going on. No place to live.. mental health.. tons or restrictions. Don’t invite guest for a sleep over if there is not extra bed in your house. Say the guest then decides they can just sleep on floor or sofa and you keep letting it happen over and over with no boundaries but also just say that they are not welcome. So again it’s the person who invites the guest who is responsible for clear cut communication, deadlines etc
Identity Attack0.010433395
Insult0.026444806
Profanity0.017162729
Threat0.0071199946
Severe Toxicity0.0015640259
Low Tox 0.056016337 Constructive 0.766 Policy_Critique
Oct 1, 2025 IRCC Names India in Study …
I am a Korean international student studying in Canada. These types of news makes me really frustrated.. I heard that due to these reasons, immigration officers has been taking very long time to process study …
I am a Korean international student studying in Canada. These types of news makes me really frustrated.. I heard that due to these reasons, immigration officers has been taking very long time to process study visa permits. I 100% agree with immigration officers that they need to carefully review the applications, because I also think things like this shouldn’t happen in any countries. But, I’m getting frustrated because this is delaying innocent international students’ visa process as well. I’ve finished my undergraduate studies and I decided to pursue master’s under a professor i met in my current university. I was very excited to study the field, and i applied for study extension visa months ago, and still haven’t gotten any updates from IRCC. So I couldn’t get enrolled in Fall semester. I’m still waiting, and i really hope that i can continue studying.. luckily my professor understood this situation and he said he can hold a position for me, but i’m still very anxious about all the situation. I hope all people who come to Canada are honest and don’t do illegal things. I really want them to realize that they are affecting students who just want to study. They are taking away the opportunity for others to learn.
Identity Attack0.023595277
Insult0.022512967
Profanity0.016957775
Threat0.0077802283
Severe Toxicity0.001783371
Low Tox 0.055274166 Constructive 0.858 Personal_Narrative
Sep 29, 2025 3 likes IRCC Names India in Study …
As a Canadian who lives in an area with high immigration levels, this is not the sentiment of the majority. I work alongside many people who were trained abroad from a variety of cultures and …
As a Canadian who lives in an area with high immigration levels, this is not the sentiment of the majority. I work alongside many people who were trained abroad from a variety of cultures and my experience has been great. Immigration has brought a lot of positives to Canada. And at some point, majority of us or our families immigrated here. There’s a lot more to the story than these random conversational clips. I am not condoning smuggling, that should never happen. But in every people group you’ll find illegal activity, that doesn’t mean that’s how they all operate.
Identity Attack0.019475231
Insult0.0233509
Profanity0.016616182
Threat0.007249452
Severe Toxicity0.0016021729
Low Tox 0.05131592 Constructive 0.849 Solidarity
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
This is happening when people are dying on waiting lists for surgery
This is happening when people are dying on waiting lists for surgery
Identity Attack0.0062526376
Insult0.013782915
Profanity0.018187506
Threat0.011249693
Severe Toxicity0.0020694733
Low Tox 0.05131592 Moderate Con 0.361 Economic_Argument
Feb 26, 2026 3 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
And so, it's not surprising that many are angry at what's happening in the world, and even well-mannered people are fed up with it. What does this ultimately lead to? God only knows.
And so, it's not surprising that many are angry at what's happening in the world, and even well-mannered people are fed up with it. What does this ultimately lead to? God only knows.
Identity Attack0.011173353
Insult0.017614283
Profanity0.017367685
Threat0.006925808
Severe Toxicity0.0014400482
Low Tox 0.050573748 Moderate Con 0.486 Fear_Threat
Feb 24, 2026 1 likes Inside Canada's Indian Invasion...
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 …
Governments need to start thinking what to do when AI replaces most workers. Hundreds of thousands of people will be unemployed and this will happen sooner than we can imagine. Québec may need immigrants in …
Governments need to start thinking what to do when AI replaces most workers. Hundreds of thousands of people will be unemployed and this will happen sooner than we can imagine. Québec may need immigrants in the very short term, but it will need to deal with mass unemployment in 3 years from now, being very optimistic. Immigration in the AI era needs to be rethought. Being an immigrant myself, I advocate for skilled immigration, but we are on the brink of a social disruption. It's time to take it slow.
Identity Attack0.013546381
Insult0.017872108
Profanity0.011253181
Threat0.0076507707
Severe Toxicity0.0012207031
Low Tox 0.038991302 Constructive 0.75
Nov 21, 2025 Quebec Ends Economic Immigration Program …
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 …
This is happening everywhere… Is a globalist agenda… after exhausting the economy and values of the people they try to fix it by bringing digital ID and severe restrictions
This is happening everywhere… Is a globalist agenda… after exhausting the economy and values of the people they try to fix it by bringing digital ID and severe restrictions
Identity Attack0.005512681
Insult0.013706914
Profanity0.010911589
Threat0.0067898775
Severe Toxicity0.0010204315
Low Tox 0.031331215 Low Con 0.26 Unverified_Claim
Oct 26, 2025 41 likes Inside Canada's Indian Metropolis (Brampton)
I certainly don’t have any problems with most of these people on an individual level. However when the demographic radically change and there is not enough infrastructure to support people and assimilation is not happening …
I certainly don’t have any problems with most of these people on an individual level. However when the demographic radically change and there is not enough infrastructure to support people and assimilation is not happening it becomes a severe impediment to a flourishing nation.
Identity Attack0.011987305
Insult0.011084898
Profanity0.012585391
Threat0.0069387536
Severe Toxicity0.0012207031
Low Tox 0.029092113 Moderate Con 0.474 Policy_Critique
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
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)
People work and spend and bring up economy. All this will eventually catch up and shrink the economy. Seen it happen one example is UK , Japan and USA. In a few years it will …
People work and spend and bring up economy. All this will eventually catch up and shrink the economy. Seen it happen one example is UK , Japan and USA. In a few years it will show
Identity Attack0.006363631
Insult0.010020891
Profanity0.011902207
Threat0.008466354
Severe Toxicity0.0011491776
Low Tox 0.02449606 Moderate Con 0.324 Economic_Argument
Nov 21, 2025 Quebec Ends Economic Immigration Program …
Why do the people let this happen?
Why do the people let this happen?
Identity Attack0.0022568693
Insult0.007968879
Profanity0.012482914
Threat0.0074436385
Severe Toxicity0.0009393692
Low Tox 0.01847211 Low Con 0.295 Question
Jan 29, 2026 Inside Canada's Indian Invasion...
these governments allow it to happen because these are the type of people they can and will pay less for the same amount of work.
these governments allow it to happen because these are the type of people they can and will pay less for the same amount of work.
Identity Attack0.003607291
Insult0.00971689
Profanity0.011236101
Threat0.006375613
Severe Toxicity0.00066280365
Low Tox 0.017843807 Low Con 0.21 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
So what happens to the people that get all of these services and they feel it is an entitlement until their last child turns 18. I thought government assistance is to get you on your …
So what happens to the people that get all of these services and they feel it is an entitlement until their last child turns 18. I thought government assistance is to get you on your feet, not support you until your last child is no longer eligible for services.
Identity Attack0.0022198714
Insult0.008937885
Profanity0.0103992
Threat0.0071717775
Severe Toxicity0.00064849854
Low Tox 0.017718147 Constructive 0.514
Jun 5, 2019 1 likes How much do refugees and …
People who arrived to the land 150 years ago having issue with the people arriving 50 years ago. Growup we need new minds to keep city going thats what happened 150, 50yrs ago and now …
People who arrived to the land 150 years ago having issue with the people arriving 50 years ago. Growup we need new minds to keep city going thats what happened 150, 50yrs ago and now today.
Identity Attack0.0034777985
Insult0.009906891
Profanity0.009716015
Threat0.0063432488
Severe Toxicity0.000705719
Low Tox 0.016838523 Constructive 0.518
Jan 8, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
Compare the way people drive over there, as fast as possible and absolutely zero rules. It's happening in the US as well, so many non drivers that attempt it every day.
Compare the way people drive over there, as fast as possible and absolutely zero rules. It's happening in the US as well, so many non drivers that attempt it every day.
Identity Attack0.0027748393
Insult0.008918885
Profanity0.009767254
Threat0.006265574
Severe Toxicity0.0005698204
Low Tox 0.014953613 Moderate Con 0.498 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
A grandfather clause is the equivalent of amnesty. Once you give amnesty, your doors will remain open, attracting people worldwide. Look at what has happened to the US after a general amnesty was passed in …
A grandfather clause is the equivalent of amnesty. Once you give amnesty, your doors will remain open, attracting people worldwide. Look at what has happened to the US after a general amnesty was passed in 1986.
Identity Attack0.002885833
Insult0.00815888
Profanity0.010228404
Threat0.006641001
Severe Toxicity0.000603199
Low Tox 0.014073989 Moderate Con 0.425 Comparative_Framing
Feb 11, 2026 2 likes Canada's tighter immigration policy divides …
As a montrealer i appreciate you doing this because most people would never believe this was happening otherwise. Ty and stay safe!
As a montrealer i appreciate you doing this because most people would never believe this was happening otherwise. Ty and stay safe!
Identity Attack0.0021366263
Insult0.007322875
Profanity0.009733095
Threat0.0066345283
Severe Toxicity0.00057697296
Low Tox 0.009801528 Constructive 0.615 Personal_Narrative
Jan 27, 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.