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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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Search comment text, filter by category or toxicity level
Clear all | Quick: Toxic (>0.5) Most constructive High toxicity (>0.7) Most liked
Active: "you do not stand for …" 188 comments · Page 8 of 8
Unfortunately, collateral damage is expected. The country is not divided. Some may not admit it but this is the direction most of the Canadians want the government to take. I stand with my prime minister.
Unfortunately, collateral damage is expected. The country is not divided. Some may not admit it but this is the direction most of the Canadians want the government to take. I stand with my prime minister.
Canada's tighter immigration policy divides the country • … · 8: Cluster #7
Close reading → Discourse → Video sentiment →
Identity Attack0.007029593
Insult0.013516913
Profanity0.009630617
Threat0.008738215
Severe Toxicity0.0010681152
Low Tox 0.030859824 Constructive 0.662 Policy_Critique
Feb 13, 2026 1 likes Canada's tighter immigration policy divides …
Alberta sovereignty! If you don't stand for this move to Alberta we will need you people like you.
Alberta sovereignty! If you don't stand for this move to Alberta we will need you people like you.
Inside Canada's Indian Invasion... · 140: Cluster #139
Close reading → Discourse → Video sentiment →
Identity Attack0.0041067624
Insult0.014162917
Profanity0.010074687
Threat0.0076507707
Severe Toxicity0.0009536743
Low Tox 0.029092113 Moderate Con 0.43 Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
🎶 Dare to be a Daniel Dare to stand alone Dare to have porpose true Dare to make it known 🎶
🎶 Dare to be a Daniel Dare to stand alone Dare to have porpose true Dare to make it known 🎶
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.004846719
Insult0.011008898
Profanity0.019280603
Threat0.008065036
Severe Toxicity0.0016212463
Low Tox 0.024967449 Moderate Con 0.31 Meta_Commentary
Aug 25, 2025 Why Canadians Are Turning Against …
Biggest earners around the world. We stand with you Indian👏🏼
Biggest earners around the world. We stand with you Indian👏🏼
Inside Canada's Indian Invasion... · 240: Cluster #239
Close reading → Video sentiment →
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...
Offer still stands
Offer still stands
Canada’s new rules in 2026 · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0040142676
Insult0.00971689
Profanity0.015147334
Threat0.007819066
Severe Toxicity0.0011539459
Low Tox 0.021667719 Moderate Con 0.349
Jan 15, 2026 Canada’s new rules in 2026
Dear Canada, I admire your politeness, can do attitude to acquire better business with other countries and your stand for”Elbows Up”! I am sorry the U.S.A. is not a better and respectful neighbor through our …
Dear Canada, I admire your politeness, can do attitude to acquire better business with other countries and your stand for”Elbows Up”! I am sorry the U.S.A. is not a better and respectful neighbor through our current shameless government administration. Be well and do what you must.
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.00013077578
Insult0.015129442
Profanity0.00017793183
Threat0.000048101545
Severe Toxicity0.0000022707145
Low Tox 0.019032147
Dec 10, 2025
Ok Ontario we need to start standing up
Ok Ontario we need to start standing up
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.005105704
Insult0.009507888
Profanity0.0113044195
Threat0.008129764
Severe Toxicity0.0013542175
Low Tox 0.01847211 Moderate Con 0.349
Nov 27, 2025 Quebec Ends Economic Immigration Program …
*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 …
A stand needs to be taken b4 it’s too late. We are still the majority for NOW. But we are becoming less with every passing month and year.
A stand needs to be taken b4 it’s too late. We are still the majority for NOW. But we are becoming less with every passing month and year.
Why Canadians Are Turning Against Immigrants. · 45: Cluster #44
Close reading → Discourse → Video sentiment →
Identity Attack0.0023863618
Insult0.009165886
Profanity0.010792031
Threat0.0068287146
Severe Toxicity0.0007247925
Low Tox 0.015833238 Constructive 0.51 Fear_Threat
Sep 14, 2025 1 likes Why Canadians Are Turning Against …
Tyler Oliver, thanks for covering this story because Ben Bankas, one of the best stand-up comedians from Canada, has been doing great jokes about this situation, and I honestly didn't know anything about it until …
Tyler Oliver, thanks for covering this story because Ben Bankas, one of the best stand-up comedians from Canada, has been doing great jokes about this situation, and I honestly didn't know anything about it until now. Thanks again, brother.
Inside Canada's Indian Invasion... · 72: Cluster #71
Close reading → Video sentiment →
Identity Attack0.0017851467
Insult0.009184887
Profanity0.010160086
Threat0.00598724
Severe Toxicity0.00045776367
Low Tox 0.012126249 Constructive 0.754
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canada has to stand up and enforce the law.
Canada has to stand up and enforce the law.
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.004994711
Insult0.0074368757
Profanity0.00995513
Threat0.007029374
Severe Toxicity0.000705719
Low Tox 0.011372286 Low Con 0.202 Call_To_Action
Feb 18, 2026 135 likes Canadian immigration officers investigating hundreds …
Finally Canada is doing something about this long-standing problem. I hope this number increases dramatically in the near future.
Finally Canada is doing something about this long-standing problem. I hope this number increases dramatically in the near future.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.003144818
Insult0.007151874
Profanity0.009297565
Threat0.006977591
Severe Toxicity0.00064373016
Low Tox 0.009990019 Moderate Con 0.486
Dec 24, 2025 14 likes Deportations From Canada at Their …
Don't go.. but, stand at the gates.. in case...
Don't go.. but, stand at the gates.. in case...
· 7: Cluster #6
Close reading → Video sentiment →
Identity Attack0.00039975636
Insult0.00046737952
Profanity0.00005748229
Threat0.0021025455
Severe Toxicity0.000006090799
Low Tox 0.0043487344
Jan 12, 2026

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.