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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: "What is the solution to …" 91 comments · Page 4 of 4
This is a direct result of Liberal policies, but there's a very simple solution. Vote conservative!
This is a direct result of Liberal policies, but there's a very simple solution. Vote conservative!
Identity Attack0.011099357
Insult0.014580919
Profanity0.011526455
Threat0.007081157
Severe Toxicity0.0011968613
Low Tox 0.032391842 Moderate Con 0.379
Aug 25, 2025 3 likes Why Canadians Are Turning Against …
Will the right people actually step up and do the job? Because right now, all we see are endless debates with zero real solutions. When will Canadians finally realize that these so-called leaders or people …
Will the right people actually step up and do the job? Because right now, all we see are endless debates with zero real solutions. When will Canadians finally realize that these so-called leaders or people in these positions can’t (or won’t) do their jobs properly? They need more pressure, more accountability and if they still can’t deliver, then they should be replaced by Canadians who will get the job done.
Identity Attack0.013948337
Insult0.014390918
Profanity0.009733095
Threat0.006925808
Severe Toxicity0.0009441376
Low Tox 0.03109552 Moderate Con 0.396
Oct 1, 2025 1 likes IRCC Names India in Study …
You can complain about it or blame the newcomers many of which have contributed to these problems but the real solution is to force change in government policy so things can eventually start getting better
You can complain about it or blame the newcomers many of which have contributed to these problems but the real solution is to force change in government policy so things can eventually start getting better
Identity Attack0.009545447
Insult0.012642908
Profanity0.012892825
Threat0.0073789097
Severe Toxicity0.0010538101
Low Tox 0.02873857 Moderate Con 0.461 Policy_Critique
Sep 14, 2025 How Canada broke its immigration …
People don't have kids because they can't afford it. Make life affordable and Canadians will have more kids. That's the best solution.
People don't have kids because they can't afford it. Make life affordable and Canadians will have more kids. That's the best solution.
Identity Attack0.0093974555
Insult0.012338906
Profanity0.009570839
Threat0.006537435
Severe Toxicity0.0010299683
Low Tox 0.028149333 Moderate Con 0.395 Economic_Argument
Aug 25, 2025 672 likes Why Canadians Are Turning Against …
Create problems, offer solutions that strap us all down further. Nothing is new under the sun.
Create problems, offer solutions that strap us all down further. Nothing is new under the sun.
Identity Attack0.0020533812
Insult0.010818896
Profanity0.011936366
Threat0.010654188
Severe Toxicity0.0011920929
Low Tox 0.027913637 Low Con 0.202 Policy_Critique
Oct 21, 2025 IRCC Names India in Study …
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 …
Lowkey the best Solution: $1= Rs1 😅
Lowkey the best Solution: $1= Rs1 😅
Identity Attack0.0058456613
Insult0.011578901
Profanity0.022764845
Threat0.009929225
Severe Toxicity0.0021743774
Low Tox 0.02449606 Moderate Con 0.305 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Vigilante justice only solution
Vigilante justice only solution
Identity Attack0.0035887922
Insult0.017485369
Profanity0.010125926
Threat0.0071199946
Severe Toxicity0.0022697449
Low Tox 0.023317585 Low Con 0.289 Call_To_Action
Feb 18, 2026 Canadian immigration officers investigating hundreds …
There must be a solution. Don't give up on your country guys. The most beautiful country is Canada with kindest and most nicest people.
There must be a solution. Don't give up on your country guys. The most beautiful country is Canada with kindest and most nicest people.
Identity Attack0.008398513
Insult0.009982891
Profanity0.010621235
Threat0.006330303
Severe Toxicity0.0008392334
Low Tox 0.022256956 Constructive 0.541
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
The only solution ÜMİT ÖZDAĞ ❤
The only solution ÜMİT ÖZDAĞ ❤
Identity Attack0.0027933381
Insult0.008994885
Profanity0.016103793
Threat0.0082074385
Severe Toxicity0.0020313263
Low Tox 0.017466826 Low Con 0.174 Call_To_Action
Feb 16, 2026 Inside Canada's Indian Invasion...
In 2015, seniors (65+) were ~16–17% of Canada’s population. In 2024–25, they are ~19–20%. After 10 years and 3.6+ million permanent immigrants, aging was not solved. Immigration didn’t fix aging — it was used as …
In 2015, seniors (65+) were ~16–17% of Canada’s population. In 2024–25, they are ~19–20%. After 10 years and 3.6+ million permanent immigrants, aging was not solved. Immigration didn’t fix aging — it was used as justification, not a solution.
Identity Attack0.007214582
Insult0.008557882
Profanity0.008998672
Threat0.0059775305
Severe Toxicity0.0006079674
Low Tox 0.015581916 Moderate Con 0.445 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
If we actually want solutions, we should be talking about things like real-time tracking for overstays, linking federal/provincial systems, funding enforcement properly, and setting penalties that are predictable and enforced. Bring in experts not random …
If we actually want solutions, we should be talking about things like real-time tracking for overstays, linking federal/provincial systems, funding enforcement properly, and setting penalties that are predictable and enforced. Bring in experts not random paper pushers for “gotcha” moments. Sessions like this aren’t about fixing the system, they’re about stoking outrage. And more often than not, it ends up targeting vulnerable groups instead of creating policy that actually works.
Identity Attack0.0013596712
Insult0.009146886
Profanity0.010467518
Threat0.006641001
Severe Toxicity0.00061035156
Low Tox 0.013948329 Constructive 0.599 Policy_Critique
Oct 3, 2025 IRCC Names India in Study …
honestley just let both sides make a agreement so that the both sides can be happy about this brampton city. thats my solution thanks
honestley just let both sides make a agreement so that the both sides can be happy about this brampton city. thats my solution thanks
Identity Attack0.003089321
Insult0.007873878
Profanity0.012141321
Threat0.006861079
Severe Toxicity0.0007343292
Low Tox 0.012440401 Moderate Con 0.495 Call_To_Action
Jan 29, 2026 Inside Canada's Indian Invasion...
So ... what's the solution?
So ... what's the solution?
Identity Attack0.0020811295
Insult0.0074368757
Profanity0.012004685
Threat0.006912862
Severe Toxicity0.00089645386
Low Tox 0.01225191 Low Con 0.262
Jun 19, 2025 1 likes How Canada broke its immigration …
No more Trudo....he Coulden't find solutions for housing crisis ..this is a such a big country with plenty of lands available ?????
No more Trudo....he Coulden't find solutions for housing crisis ..this is a such a big country with plenty of lands available ?????
Identity Attack0.0000727142
Insult0.00037980633
Profanity0.000039586117
Threat0.000041426913
Severe Toxicity0.00000211046
Low Tox 0.0008641412
Apr 18, 2025 1 likes
No jobs and no housing? Why not build more small, affordable homes while expanding your cities? Why not create more jobs? Don't you want to grow and focus less on the USA and Trump? Expelling …
No jobs and no housing? Why not build more small, affordable homes while expanding your cities? Why not create more jobs? Don't you want to grow and focus less on the USA and Trump? Expelling immigrants who genuinely want to live in Canada shouldn't be your solution to these problems. After all, Canada came into existence thanks to immigrants, right? Reclaiming houses bought by foreigners who don't even reside in your country could be a better approach. Only citizens or permanent residents should have the right to buy or build real estate.
Identity Attack0.00021986593
Insult0.00016915216
Profanity0.000015848518
Threat0.0000326271
Severe Toxicity0.0000023333337
Low Tox 0.00056050584 Policy_Critique
May 16, 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.