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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: "Why should anyone be surprised, …" 5 comments
India, fraud, scams. Is anyone surprised? does this shock you at all?
India, fraud, scams. Is anyone surprised? does this shock you at all?
IRCC Names India in Study Permit Fraud | … · 44: Cluster #43
Close reading → Video sentiment →
Identity Attack0.4508763
Insult0.42881694
Profanity0.1589207
Threat0.011379151
Severe Toxicity0.023076924
Moderate 0.45757914 Low Con 0.199
Sep 29, 2025 IRCC Names India in Study …
DOES ANYONE ASK WHY IMMIGRANTS ARE COMING, IF WESTERN GOVERNMENTS CONTINUE TO DESTABLISE AND WEAKEN OTHER COUNTRIES IN AFRICA AND THE MIDDLE EAST WHY BE SURPRISED IF NORMAL PEOPLE IN THOSE WANT TO SEEK A …
DOES ANYONE ASK WHY IMMIGRANTS ARE COMING, IF WESTERN GOVERNMENTS CONTINUE TO DESTABLISE AND WEAKEN OTHER COUNTRIES IN AFRICA AND THE MIDDLE EAST WHY BE SURPRISED IF NORMAL PEOPLE IN THOSE WANT TO SEEK A BETTER AND MORE STABLE LIFE IN THE WEST. MORAL OF THIS TALE THE WEST NEEDS TO STOP INVADING OTHER COUNTRIES!
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.25647953
Insult0.06889887
Profanity0.022013342
Threat0.010265815
Severe Toxicity0.009117126
Low Tox 0.25462922 Moderate Con 0.364 Moral_Argument
Aug 26, 2025 Why Canadians Are Turning Against …
One thing that always surprises me is that a lot of immigrants actually don't like mass immigration. I worked with a polish lady who complained more than anyone about the amount of polish people. I've …
One thing that always surprises me is that a lot of immigrants actually don't like mass immigration. I worked with a polish lady who complained more than anyone about the amount of polish people. I've met a lot of Turkish people and a few of them weren't best pleased with the amount of turkish people, and in this video an Indian man says there's too much of it too. Its not an uncommon sentiment among immigrants that they specifically came here for a change in culture, only for it to follow them here. Specifically surrounding politics, a lot of them leave because of the politics where they were, only to find its just as much of a problem here because so many bring those problems over with them rather than leaving them behind. Just to clarify though while I think immigration is obviously a big problem in its current state, I'm not at all against the idea of immigration in general. I care more about where people are going than where they're from. Its just very odd when you hear a strong accented polish lady walk passed complaining and swearing about all the polish people. I guess it does make sense though, if i imagine desperately wanting to leave home for Australia, it would obviously be disappointing to arrive after packing up my life savings to find out all of the people and all of the things were exactly the same as back home. Pretty sad when you think about it.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2127345
Insult0.054962315
Profanity0.07126612
Threat0.009981008
Severe Toxicity0.0062942505
Low Tox 0.17891699 Constructive 0.838 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Is anyone surprised? Track these people down with their name. Unless that changed and send them back to India. It’s going to be plane loads. Free meal ticket and laughter at Canada has to end. …
Is anyone surprised? Track these people down with their name. Unless that changed and send them back to India. It’s going to be plane loads. Free meal ticket and laughter at Canada has to end. My dad worked 3 jobs and worked everyday until he passed away. No free checks that I heard about growing up.
IRCC Names India in Study Permit Fraud | … · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.045593183
Profanity0.015693882
Threat0.0287245
Severe Toxicity0.005760193
Low Tox 0.1587729 Constructive 0.56 Unverified_Claim
Oct 1, 2025 IRCC Names India in Study …
Anyone surprised. Under the Liberals, Canada let’s in thousands of unvetted persons from around the world!
Anyone surprised. Under the Liberals, Canada let’s in thousands of unvetted persons from around the world!
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0002600431
Insult0.0009480462
Profanity0.000028287086
Threat0.000049987124
Severe Toxicity0.0000018092055
Low Tox 0.0023935167
Dec 7, 2025 38 likes

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.