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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: "What a foolish country, I …" 6 comments
What a foolish country, I think Canada wants stupid people running this country, 🤔
What a foolish country, I think Canada wants stupid people running this country, 🤔
IRCC Names India in Study Permit Fraud | … · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.83943826
Profanity0.33453682
Threat0.008531082
Severe Toxicity0.13336399
Toxic 0.85850734 Low Con 0.229 Insult Policy_Critique
Dec 7, 2025 2 likes IRCC Names India in Study …
The root cause is that a lot of Canadians are square head, very foolish, not understanding 3rd world country people. They live in a very harsh life and will do anything broken your system.
The root cause is that a lot of Canadians are square head, very foolish, not understanding 3rd world country people. They live in a very harsh life and will do anything broken your system.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.50125694
Insult0.6407567
Profanity0.14666493
Threat0.011275585
Severe Toxicity0.023246882
Moderate 0.60311776 Moderate Con 0.331 Identity Attack Insult Identity_Assertion
Feb 18, 2026 1 likes LILLEY UNLEASHED: The fall of …
You know, we in the US used to resent Canada because they seemed kinder and more generous. We were jealous of that. Americans seemed harsher and greedy. Now I feel very sorry for Canadians. It …
You know, we in the US used to resent Canada because they seemed kinder and more generous. We were jealous of that. Americans seemed harsher and greedy. Now I feel very sorry for Canadians. It is already a seriously divided country . And it looks like if they continue with generosity to these immigrant hordes they are going to be overwhelmed . What a shame!! Such nice caring people. They are being fleeced and are beginning to look foolish
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.4006267
Insult0.6120431
Profanity0.15635987
Threat0.0084793
Severe Toxicity0.02167734
Moderate 0.568186 Constructive 0.612 Insult
Mar 18, 2019 6 likes How much do refugees and …
They're not stupid. If a first-world country offers you guarantees just for living there and having children, who would be foolish enough to say "No"? The problem isn't them; the problem is the government for …
They're not stupid. If a first-world country offers you guarantees just for living there and having children, who would be foolish enough to say "No"? The problem isn't them; the problem is the government for allowing their culture to be replaced in order to get quick results.
Inside Canada's Indian Invasion... · 101: Cluster #100
Close reading → Discourse → Video sentiment →
Identity Attack0.09162762
Insult0.56997263
Profanity0.31402156
Threat0.008272167
Severe Toxicity0.016383713
Moderate 0.51980776 Moderate Con 0.421 Insult Policy_Critique
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
This is insane and suicidal for west, all first world countries. People leaving their third world countries should also leave their third world country habits. It's so frustrating to see migrants not assimilate into the …
This is insane and suicidal for west, all first world countries. People leaving their third world countries should also leave their third world country habits. It's so frustrating to see migrants not assimilate into the countries they are moving into. It's too high rate of immigration that's threatening the fabric the west. All they have is racist and white and colonial guilt to insinuate their way in. Objectively saying, the west is collapsing rapidly than we can realize and react. Having too many guests threatens your safety and the wellbeing of your children. Having immigrants is good, but it has to be well regulated, monitored ensuring assimilation and culture compliant. To those navie westerners, too foolishly craving immigrants, why don't you try to move to their countries? Your moral virtues should serve you first.
Inside Canada's Indian Invasion... · 232: Cluster #231
Close reading → Discourse → Video sentiment →
Identity Attack0.40883094
Insult0.34237885
Profanity0.09583591
Threat0.06205949
Severe Toxicity0.021806452
Moderate 0.39021665 Moderate Con 0.489 Fear_Threat
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Stay home until this foolishness is over. It’s not safe to go down to the USA now. It’s better to wait what will happen to this country which was a democracy but is turning slowly …
Stay home until this foolishness is over. It’s not safe to go down to the USA now. It’s better to wait what will happen to this country which was a democracy but is turning slowly to a dictatorship. Be safe stay home if you don’t have pressing business in the USA.
· 37: Cluster #36
Close reading → Discourse → Video sentiment →
Identity Attack0.000441165
Insult0.22061415
Profanity0.00034376408
Threat0.0001441768
Severe Toxicity0.000003442361
Low Tox 0.26121676 Fear_Threat
Dec 9, 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.