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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: "Around the world all the …" 86 comments · Page 4 of 4
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 …
THANK YOU people need to see this. Trying to get people around the world to understand this has been so exhausting.
THANK YOU people need to see this. Trying to get people around the world to understand this has been so exhausting.
Identity Attack0.0036997858
Insult0.017743196
Profanity0.01354185
Threat0.0068999166
Severe Toxicity0.0010728836
Low Tox 0.03875561 Constructive 0.538
Jan 27, 2026 52 likes Inside Canada's Indian Invasion...
I think immigration would result in assimilation if you had small numbers of people from all countries. But many countries around the world have millions of immigrants from only a few countries like India etc.
I think immigration would result in assimilation if you had small numbers of people from all countries. But many countries around the world have millions of immigrants from only a few countries like India etc.
Identity Attack0.025806036
Insult0.010476895
Profanity0.014600786
Threat0.0070164283
Severe Toxicity0.0014591217
Low Tox 0.034748793 Moderate Con 0.495 Policy_Critique
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Guess what, people born in Canada are ALSO people and with the job shortages they need the jobs more than people who are able to spend thousands to fly half way around the world. The …
Guess what, people born in Canada are ALSO people and with the job shortages they need the jobs more than people who are able to spend thousands to fly half way around the world. The only "tragedy" will be the people who really NEED the jobs will once again have access to them..
Identity Attack0.008657498
Insult0.013364912
Profanity0.010706633
Threat0.0059095654
Severe Toxicity0.0008249283
Low Tox 0.02685301 Constructive 0.563 Moral_Argument
Nov 21, 2025 9 likes Quebec Ends Economic Immigration Program …
The overwhelming problem that people struggle to realize is Canada with its roughly 40,000,000 people are going to notice an influx from a country that has over 1 billion and is quickly modernizing which is …
The overwhelming problem that people struggle to realize is Canada with its roughly 40,000,000 people are going to notice an influx from a country that has over 1 billion and is quickly modernizing which is allowing families to leave their country and immigrant around the world just like they should. Localization is only prompted by friendly circumstances. It is seen everywhere with cultural neighborhoods
Identity Attack0.014852738
Insult0.011730902
Profanity0.00952814
Threat0.005919275
Severe Toxicity0.0008583069
Low Tox 0.026617315 Constructive 0.573 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Biggest earners around the world. We stand with you Indian👏🏼
Biggest earners around the world. We stand with you Indian👏🏼
Identity Attack0.012943448
Insult0.010438894
Profanity0.016479544
Threat0.008298059
Severe Toxicity0.0019741058
Low Tox 0.02308189 Moderate Con 0.469
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
Canada is the most friendly country in the world, they should accept alll the refugees all around thr world! That's they responsibility, and they are glad to do so😊😊😊😊Make the world a better place
Canada is the most friendly country in the world, they should accept alll the refugees all around thr world! That's they responsibility, and they are glad to do so😊😊😊😊Make the world a better place
Identity Attack0.010211408
Insult0.009127886
Profanity0.011902207
Threat0.006589218
Severe Toxicity0.001115799
Low Tox 0.020960633 Constructive 0.627
Nov 26, 2025 1 likes Thousands of refugees allowed into …
The greatest country has greatest debt in world around $38 trillion
The greatest country has greatest debt in world around $38 trillion
Identity Attack0.0038107792
Insult0.008329881
Profanity0.012414595
Threat0.00636914
Severe Toxicity0.0008583069
Low Tox 0.015016444 Low Con 0.201 Economic_Argument
Feb 8, 2026 1 likes Inside Canada's Indian Invasion...
Anyone surprised. Under the Liberals, Canada let’s in thousands of unvetted persons from around the world!
Anyone surprised. Under the Liberals, Canada let’s in thousands of unvetted persons from around the world!
Identity Attack0.0002600431
Insult0.0009480462
Profanity0.000028287086
Threat0.000049987124
Severe Toxicity0.0000018092055
Low Tox 0.0023935167
Dec 7, 2025 38 likes
yeah...not for a while. So many other cool places around the world to see and without the hassle
yeah...not for a while. So many other cool places around the world to see and without the hassle
Identity Attack0.000059105987
Insult0.00032602556
Profanity0.000029315594
Threat0.000020379386
Severe Toxicity0.0000019348618
Low Tox 0.0006949049 Personal_Narrative
Dec 8, 2025 6 likes
Not worried . Never going down there again. Lots to do and see here in Canada and other places around the world.
Not worried . Never going down there again. Lots to do and see here in Canada and other places around the world.
Identity Attack0.00009102059
Insult0.0001617528
Profanity0.000017906594
Threat0.000023141307
Severe Toxicity0.0000020821756
Low Tox 0.00041384067 Personal_Narrative
Dec 21, 2025

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.