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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: "Liberals have destroyed our nation" 7 comments
I haven’t watched the video, it would just make me angry. Canadians are so f..king slow and stupid, it is pitiful. No one to blame, other than themselves. You allow and continue to allow your …
I haven’t watched the video, it would just make me angry. Canadians are so f..king slow and stupid, it is pitiful. No one to blame, other than themselves. You allow and continue to allow your Government to screw you, destroy Canada, and make Canada the national joke on the World stage. Talk about a lesson in self destruction, just look at the people you interview, they are all weak, Liberal pushovers. And now in pure Canadian tradition, they whine and complain.
Inside Canada's Indian Metropolis (Brampton) · 96: Cluster #95
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.71120167
Profanity0.39026237
Threat0.030278467
Severe Toxicity0.16960317
Toxic 0.71760553 Moderate Con 0.301 Identity Attack Insult Call_To_Action
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Liberals have destroyed our nation
Liberals have destroyed our nation
How Canada broke its immigration system · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.37292135
Insult0.24928534
Profanity0.15371579
Threat0.071698055
Severe Toxicity0.016190045
Moderate 0.39231625 Low Con 0.268 Policy_Critique
Jul 17, 2025 1 likes How Canada broke its immigration …
It's not just Brampton. It's sll of Canada. Indians are getting handed 99% of 6 figure jobs while being absolutely clueless on how to do those jobs and make zero effort to learn their job …
It's not just Brampton. It's sll of Canada. Indians are getting handed 99% of 6 figure jobs while being absolutely clueless on how to do those jobs and make zero effort to learn their job while everyone suffers for it. The actual Canadian citizens that are more than qualified instead have to work much lower paid jobs they're over qualified for and then get taxed to death to pay for employing these incompetent Indians. The liberals sold out Canada to intentionally collapse the nation. Liberalism is a mind virus that destroys the weak.
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.38185352
Insult0.36798462
Profanity0.055940874
Threat0.012596053
Severe Toxicity0.015802706
Moderate 0.37751234 Moderate Con 0.445 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
The reality is that many Canadian citizens have been suffering in silence, struggling to survive in Canada without any help or support from the Canadian government. The irresponsible Liberal government has allowed a massive influx …
The reality is that many Canadian citizens have been suffering in silence, struggling to survive in Canada without any help or support from the Canadian government. The irresponsible Liberal government has allowed a massive influx of fraudulent immigrants, fake international students, illegal visitors, and criminals to devastate our peaceful nation and ruin its middle-class citizens' lives without any control... There is no doubt that the Liberals' reckless immigration policy and the broken immigration system have destroyed our peaceful, prosperous, decent, and happy nation since 2015...
How Canada broke its immigration system · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.3072352
Insult0.34032786
Profanity0.039657943
Threat0.011793415
Severe Toxicity0.0127685545
Moderate 0.3561489 Constructive 0.519
Jun 26, 2025 2 likes How Canada broke its immigration …
The reality is that there are so many Canadian citizens who have been suffering in silence to survive in Canada without any help or support from the Canadian government... The irresponsible Liberal government has allowed …
The reality is that there are so many Canadian citizens who have been suffering in silence to survive in Canada without any help or support from the Canadian government... The irresponsible Liberal government has allowed a massive influx of fraudulent immigrants, fake international students, illegal visitors, and criminals to devastate our peaceful nation and ruin its middle-class citizens' lives without any control... There is no doubt that the Liberals' reckless immigration policy and the broken immigration system have destroyed our peaceful, prosperous, decent, and happy nation since 2015...
How Canada broke its immigration system · 27: Cluster #26
Close reading → Video sentiment →
Identity Attack0.28883415
Insult0.3406697
Profanity0.021125201
Threat0.010964886
Severe Toxicity0.01159668
Moderate 0.3389984 Constructive 0.51
Jun 26, 2025 1 likes How Canada broke its immigration …
Simple answer - Liberals and bleeding heart woke liberal voters destroyed this once great nation that I used to be proud to live in.
Simple answer - Liberals and bleeding heart woke liberal voters destroyed this once great nation that I used to be proud to live in.
Why Canadians Are Turning Against Immigrants. · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.12556632
Insult0.24928534
Profanity0.024677763
Threat0.0130621
Severe Toxicity0.0073242188
Moderate 0.30502358 Moderate Con 0.336 Policy_Critique
Aug 25, 2025 Why Canadians Are Turning Against …
The Wonderful Canada I grew up in no longer exists. The Liberals destroyed it building their post national state.
The Wonderful Canada I grew up in no longer exists. The Liberals destroyed it building their post national state.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.08252834
Insult0.076185785
Profanity0.014976538
Threat0.009722093
Severe Toxicity0.0031280518
Low Tox 0.17631748 Low Con 0.294 Personal_Narrative
Feb 17, 2026 102 likes LILLEY UNLEASHED: The fall of …

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.