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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: "Canadian here. I agree with …" 58 comments · Page 3 of 3
Totally agreed. If you want to maintain your culture then do not migrate. But whose fault is this? Canada and some other western countries give too much freedom to immigrants to do whatever they want. …
Totally agreed. If you want to maintain your culture then do not migrate. But whose fault is this? Canada and some other western countries give too much freedom to immigrants to do whatever they want. So people started keep practicing their own culture instead of adopting the Canadian culture. It's not their fault. That's human nature. Government should have controlled the immigration not letting large ethnic groups created within Canada.
Identity Attack0.0376521
Insult0.01625293
Profanity0.009801413
Threat0.006479179
Severe Toxicity0.0013923645
Low Tox 0.050078966 Constructive 0.677 Policy_Critique
Sep 7, 2025 1 likes Why Canadians Are Turning Against …
My husband is an immigrant when he came nothing was given His family came over for a new life & new opportunities They integrated in the Canadian culture He does not agree that the new …
My husband is an immigrant when he came nothing was given His family came over for a new life & new opportunities They integrated in the Canadian culture He does not agree that the new immigrants get all the benefits & preferential treatment
Identity Attack0.035589635
Insult0.01625293
Profanity0.010757872
Threat0.006051969
Severe Toxicity0.0011396408
Low Tox 0.049089402 Constructive 0.709
Aug 25, 2025 15 likes Why Canadians Are Turning Against …
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 …
My parents immigrated in the early 90s and I was born in Canada. It’s very hard to relate to the new immigrants in the last 10 years because we’re so different. The families that immigrated …
My parents immigrated in the early 90s and I was born in Canada. It’s very hard to relate to the new immigrants in the last 10 years because we’re so different. The families that immigrated in the 80s and 90s had to assimilate and become “Canadian” which in hindsight was for the best. I learned about my culture and language at home, but my parents, emphasized the importance of being “Canadian first” and being a part of society and “fitting in.” This wasn’t at all a bad thing. I learned to ski, skate, make ice lollies with snow and syrup, went camping, played sports… I feel embarrassed when Indians are looked at in this light, but its true. 90% of this new wave of immigrants on “student visas,” dont intend to actually obtain any sort of an education, instead they use it as a pathway for permanent residency. I know this because I have relatives who say this out loud behind closed doors. I don’t agree with any of it, and quite frankly it’s very embarrassing, but most of us first generation Indian Canadians feel very upset about how its all played out and the negative light in which our people are now viewed under. Personally, I agree they arent interested in becoming culturally Canadian, they just want to be in Canada for financial reasons. They stay in their groups, dont integrate and think somehow this will play out well. It isnt discrimination when your own people also feel this way. I have yet to meet a first gen Canadian who disagrees
Identity Attack0.02138452
Insult0.017088935
Profanity0.014874061
Threat0.0066215824
Severe Toxicity0.0014781952
Low Tox 0.037577134 Constructive 0.762 Personal_Narrative
Feb 3, 2026 Inside Canada's Indian Metropolis (Brampton)
19:00. Thank you sir for becoming a Canadian while still keeping your love of your own culture. You sir are a true Canadian. I agree with what you say and feel the exact same way.
19:00. Thank you sir for becoming a Canadian while still keeping your love of your own culture. You sir are a true Canadian. I agree with what you say and feel the exact same way.
Identity Attack0.019173764
Insult0.014580919
Profanity0.009750174
Threat0.0059613483
Severe Toxicity0.0011348724
Low Tox 0.034748793 Constructive 0.761 Solidarity
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
I'm an immigrant, move here for 25 years and me and my kids adapted to the culture and I agree with all the Canadians.
I'm an immigrant, move here for 25 years and me and my kids adapted to the culture and I agree with all the Canadians.
Identity Attack0.011987305
Insult0.00813988
Profanity0.011816809
Threat0.0065827454
Severe Toxicity0.00094890594
Low Tox 0.01847211 Constructive 0.774
Aug 27, 2025 Why Canadians Are Turning Against …
I am a Canadian and I agree with this. We should also do the same
I am a Canadian and I agree with this. We should also do the same
Identity Attack0.00013110391
Insult0.00014484995
Profanity0.000022707774
Threat0.000032313368
Severe Toxicity0.0000022891045
Low Tox 0.00046760857
Dec 11, 2025
I agree with this policy because I know of people sponsor oring for their family and when some of them get here the put tax payers to pay the bill for medical and also when …
I agree with this policy because I know of people sponsor oring for their family and when some of them get here the put tax payers to pay the bill for medical and also when the family get here they stop supporting them and the Canadians has to maintain them. It also become a burden on
Identity Attack0.000053683372
Insult0.00012659596
Profanity0.000018385608
Threat0.000019574416
Severe Toxicity0.0000026482826
Low Tox 0.00028052746 Economic_Argument
Apr 14, 2025 21 likes

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.