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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

click to expand

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: "This is how we deal …" 166 comments · Page 7 of 7
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 …
This is a multifaceted problem for us. Firstly we keep emigrating people in, to deal with a declining population, instead of addressing the issues directly resulting in declining population, like the housing problem, cost of …
This is a multifaceted problem for us. Firstly we keep emigrating people in, to deal with a declining population, instead of addressing the issues directly resulting in declining population, like the housing problem, cost of living, under paying jobs, and astronomical Post secondary prices to get basic diplomas I know for a fact that 90's babies will be the last generation to have more then one child. Another issue is the recruitment centers in India, funded by Canadian corporations looking for cheap labor, promising the world to struggling Indians only to back out of every promise they made, and put the burden on the government and Canadians. This plus a lack of population control in India, is set that to have Indians to be over 25% of the global population in the next 50 years.
Identity Attack0.012061302
Insult0.016784932
Profanity0.0128245065
Threat0.0067186756
Severe Toxicity0.0013065338
Low Tox 0.03357032 Constructive 0.641 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
When Justin Trudeau went to India and played dress up a few years ago I can only imagine what sort of deals he was making for Canadian corporations
When Justin Trudeau went to India and played dress up a few years ago I can only imagine what sort of deals he was making for Canadian corporations
Identity Attack0.010581387
Insult0.015416925
Profanity0.010911589
Threat0.0061425893
Severe Toxicity0.000872612
Low Tox 0.029327808 Moderate Con 0.309 Unverified_Claim
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada, Australia, and the UK are all dealing with the same.
Canada, Australia, and the UK are all dealing with the same.
Identity Attack0.009212466
Insult0.011768902
Profanity0.010365041
Threat0.0063367756
Severe Toxicity0.0007009506
Low Tox 0.022728346 Low Con 0.281
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
big deal😄😄
big deal😄😄
Identity Attack0.0028118372
Insult0.010134893
Profanity0.0166845
Threat0.007534259
Severe Toxicity0.0016784668
Low Tox 0.022021262 Moderate Con 0.395
Jan 4, 2026 New rules, regulations take effect …
EU trade deal announced today. The same thing will happen to Germany very soon.
EU trade deal announced today. The same thing will happen to Germany very soon.
Identity Attack0.008435511
Insult0.008709883
Profanity0.012312118
Threat0.008155655
Severe Toxicity0.0010967255
Low Tox 0.021903414 Low Con 0.141 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
We can't solve the problems in other countries, or the world, by simply opening our borders to all. A large percentage of refugee claimants are fleeing economic poverty, not political persecution. Its unfortunate that Trudeaus …
We can't solve the problems in other countries, or the world, by simply opening our borders to all. A large percentage of refugee claimants are fleeing economic poverty, not political persecution. Its unfortunate that Trudeaus promises/actions have compounded our problems and are costing us a great deal in deportation management, but the alternative would be much worse. Lets change the system for the better, and develop ways to increase our birthrates internally.
Identity Attack0.00899048
Insult0.010362893
Profanity0.009681856
Threat0.0068028234
Severe Toxicity0.0008773804
Low Tox 0.021667719 Constructive 0.719 Policy_Critique
Dec 24, 2025 1 likes Deportations From Canada at Their …
In Japan many people work as temporary workers They sign contracts, when the contract is up they leave and get paid a big chunk of the money the company was keeping for them and a …
In Japan many people work as temporary workers They sign contracts, when the contract is up they leave and get paid a big chunk of the money the company was keeping for them and a bonus, to make sure they leave. Sometimes they extend their contract , but they do have to leave for for a month to get the money. Japan is making sure everybody is keeping their part of the deal. Why can't we have it here? Why TEMPORARY workers demand to stay?
Identity Attack0.00932346
Insult0.009336887
Profanity0.011201942
Threat0.006045496
Severe Toxicity0.0007581711
Low Tox 0.018849092 Constructive 0.726 Comparative_Framing
Feb 11, 2026 15 likes Canada's tighter immigration policy divides …
soon in the EU with the new "trade deal". I'm curious who voted for this...
soon in the EU with the new "trade deal". I'm curious who voted for this...
Identity Attack0.0046247323
Insult0.0094128875
Profanity0.010740792
Threat0.0069516995
Severe Toxicity0.0008010864
Low Tox 0.018723432 Moderate Con 0.422 Comparative_Framing
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Very good report. The labour shortage will only grow as the population gets older. The Trudeau government tried to deal with it but may have gone too far. The Carney government is scaling back but …
Very good report. The labour shortage will only grow as the population gets older. The Trudeau government tried to deal with it but may have gone too far. The Carney government is scaling back but eventually the reality of the labour shortage will dictate the direction. Is it dividing the country? Not sure but there are definitely two camps with business supporting immigration.
Identity Attack0.006622616
Insult0.010134893
Profanity0.009271945
Threat0.006155535
Severe Toxicity0.00062942505
Low Tox 0.01834645 Constructive 0.725 Policy_Critique
Feb 15, 2026 Canada's tighter immigration policy divides …
Bernier was probably the closest thing to a chance to deal with this democraticly that we had. And I didn't think he had a chance in FPTP from the get go. Anyone remember Trudeau's promise …
Bernier was probably the closest thing to a chance to deal with this democraticly that we had. And I didn't think he had a chance in FPTP from the get go. Anyone remember Trudeau's promise to end FPTP? Yeah I had a little hope for that, that could have saved Canada.
Identity Attack0.0027378413
Insult0.012186904
Profanity0.010433359
Threat0.0063108844
Severe Toxicity0.0006580353
Low Tox 0.01834645 Constructive 0.654 Policy_Critique
Jun 21, 2025 1 likes How Canada broke its immigration …
can we gift Brampton to Trump for better trade deal?
can we gift Brampton to Trump for better trade deal?
Identity Attack0.0022846176
Insult0.009355888
Profanity0.010518758
Threat0.0067898775
Severe Toxicity0.00066280365
Low Tox 0.015079274 Low Con 0.245 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Anytime I go it's for a couple weeks max, so no big deal. Trump isn't requiring anything that wasn't required for any other country visiting for more than 30 days or more.
Anytime I go it's for a couple weeks max, so no big deal. Trump isn't requiring anything that wasn't required for any other country visiting for more than 30 days or more.
Identity Attack0.00006602047
Insult0.00037631864
Profanity0.00002430585
Threat0.000021382153
Severe Toxicity0.0000019071622
Low Tox 0.00076238293
Dec 8, 2025 10 likes
Nothing wrong that they doing it all over the world so what’s the deal
Nothing wrong that they doing it all over the world so what’s the deal
Identity Attack0.00007336691
Insult0.00018026022
Profanity0.000029441104
Threat0.000028547329
Severe Toxicity0.000002170073
Low Tox 0.0005108144
Dec 8, 2025 5 likes
Big deal, this is how it is just about everywhere now.
Big deal, this is how it is just about everywhere now.
Identity Attack0.00005993563
Insult0.0001555067
Profanity0.000023221091
Threat0.000022528659
Severe Toxicity0.0000022550041
Low Tox 0.0003817249
Dec 10, 2025
No big deal. If you've really travelled anywhere else in the world, there's more stringent and expensive measures when crossing into other countries. We're in FL for the season. Not a problem driving over. Took …
No big deal. If you've really travelled anywhere else in the world, there's more stringent and expensive measures when crossing into other countries. We're in FL for the season. Not a problem driving over. Took @ 5 mins at the inside counter with maybe 2 minutes wait. The CBP folks were polite. We did the i94 online before, so they took our finger prints on a small scanner and took our picture matched to our passport photo. We gave them our destination address as normal and how long we are staying. We were informed of our expected exit before date. If you have Nexis already, nothing really different that what you do now, just print your i94.
Identity Attack0.000040068124
Insult0.00012499224
Profanity0.000019785251
Threat0.000019371739
Severe Toxicity0.0000029470918
Low Tox 0.00025541594
Dec 12, 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.