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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.

Search & Filter

Search comment text, filter by category or toxicity level
Clear all | Quick: Toxic (>0.5) Most constructive High toxicity (>0.7) Most liked
Active: "Did you hear what he …" 163 comments · Page 7 of 7
"i came here as a student" you just hear that everywhere now, canada, usa, europe all the same
"i came here as a student" you just hear that everywhere now, canada, usa, europe all the same
Inside Canada's Indian Metropolis (Brampton) · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.006955597
Insult0.009545889
Profanity0.010996987
Threat0.006194372
Severe Toxicity0.00074863434
Low Tox 0.01859777 Moderate Con 0.344
Oct 29, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
*This is about our home Canada, not party lines.* If you have a job—feel the tremor beneath it. If you have children—hear the thin crack in tomorrow. If you will age—sense the cold wait in …
*This is about our home Canada, not party lines.* If you have a job—feel the tremor beneath it. If you have children—hear the thin crack in tomorrow. If you will age—sense the cold wait in crowded halls. We see it in tents against winter wind, we hear it in ER sirens that never sleep, we feel it in classrooms stretched past breath. This is not red or blue. It is heartbeat and shelter and future. Stand together. Guard the door. Restore the quiet strength of our home—now.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0034038029
Insult0.009279887
Profanity0.012551232
Threat0.00713294
Severe Toxicity0.00096797943
Low Tox 0.01633588 Constructive 0.599 Call_To_Action
Mar 1, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
I hear $224 per day for 2024.
I hear $224 per day for 2024.
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0034592997
Insult0.007911879
Profanity0.011970525
Threat0.0074954215
Severe Toxicity0.0011348724
Low Tox 0.0137598375 Low Con 0.263
Nov 16, 2024 2 likes How much do refugees and …
Let’s hear it for a global universal language that all nations adopt as either a primary or secondary language that is taught to everyone.
Let’s hear it for a global universal language that all nations adopt as either a primary or secondary language that is taught to everyone.
Why Canadians Are Turning Against Immigrants. · 44: Cluster #43
Close reading → Discourse → Video sentiment →
Identity Attack0.0043102503
Insult0.007721877
Profanity0.011184863
Threat0.006641001
Severe Toxicity0.00069618225
Low Tox 0.01237757 Low Con 0.293 Call_To_Action
Aug 24, 2025 2 likes Why Canadians Are Turning Against …
We need to hear investigating from the Canadian embassy in Abu Dhabi UAE .
We need to hear investigating from the Canadian embassy in Abu Dhabi UAE .
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0046987277
Insult0.007873878
Profanity0.010040528
Threat0.006912862
Severe Toxicity0.0006914139
Low Tox 0.012126249 Moderate Con 0.338
Sep 29, 2025 IRCC Names India in Study …
Where is ICE after this hearing?!?
Where is ICE after this hearing?!?
IRCC Names India in Study Permit Fraud | … · 126: Cluster #125
Close reading → Video sentiment →
Identity Attack0.0016001574
Insult0.0072658747
Profanity0.010194245
Threat0.0067769317
Severe Toxicity0.0007867813
Low Tox 0.011623607 Low Con 0.215
Sep 29, 2025 IRCC Names India in Study …
Also the most common place to hear on the news.
Also the most common place to hear on the news.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0027933381
Insult0.0075888764
Profanity0.01127026
Threat0.0068999166
Severe Toxicity0.00072956085
Low Tox 0.011372286 Low Con 0.273
Jan 7, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
Good to hear.
Good to hear.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.002293867
Insult0.007009373
Profanity0.0118338885
Threat0.007094103
Severe Toxicity0.0008869171
Low Tox 0.009613037 Moderate Con 0.475
Dec 25, 2025 2 likes Deportations From Canada at Their …
Pay no taxes? Id like to hear more about that please…
Pay no taxes? Id like to hear more about that please…
Inside Canada's Indian Metropolis (Brampton) · 38: Cluster #37
Close reading → Video sentiment →
Identity Attack0.0011654325
Insult0.0070663732
Profanity0.009348803
Threat0.005974294
Severe Toxicity0.00043153763
Low Tox 0.0077281278 Moderate Con 0.413
Dec 22, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Pierre Polivra ? did I hear this right ? Jee, howcome it is not pronounced correctly ? Oh man
Pierre Polivra ? did I hear this right ? Jee, howcome it is not pronounced correctly ? Oh man
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.00033437964
Insult0.00087073905
Profanity0.00022118427
Threat0.00014302811
Severe Toxicity0.000030028836
Low Tox 0.0021693697
Apr 14, 2025 2 likes
WHERE THE "ELBOWS UP" YOU VOTED FOR? DIDN'T HEAR FROM CARNEY COMPLAINT ABOUT IT.
WHERE THE "ELBOWS UP" YOU VOTED FOR? DIDN'T HEAR FROM CARNEY COMPLAINT ABOUT IT.
· 5: Cluster #4
Close reading → Video sentiment →
Identity Attack0.000038845297
Insult0.00031834535
Profanity0.000026460875
Threat0.000020540689
Severe Toxicity0.000001884749
Low Tox 0.00057148974
Dec 7, 2025 8 likes
I wouldn’t release my bank information etc, especially when we hear Americans information is misused. Just don’t go until it gets better.
I wouldn’t release my bank information etc, especially when we hear Americans information is misused. Just don’t go until it gets better.
· 15: Cluster #14
Close reading → Video sentiment →
Identity Attack0.00010748785
Insult0.0001569225
Profanity0.000020508904
Threat0.000041077186
Severe Toxicity0.0000024372614
Low Tox 0.0005314952
Dec 10, 2025 1 likes
Just comply is what i keep hearing from the authorities, lol. How else do you expect them to run a police state. both sides of the border.
Just comply is what i keep hearing from the authorities, lol. How else do you expect them to run a police state. both sides of the border.
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.000055248893
Insult0.00016995374
Profanity0.000020156895
Threat0.000028455946
Severe Toxicity0.0000020834289
Low Tox 0.0004196717
Dec 11, 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.