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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: "Take back your countries" 104 comments · Page 5 of 5
The smashing of Canada has to stop. This open border BS has to come to an end .DEPORTATIONS From 10 years back to now , must , must , take place .Trump is healing his …
The smashing of Canada has to stop. This open border BS has to come to an end .DEPORTATIONS From 10 years back to now , must , must , take place .Trump is healing his land , Canada is destroying its lands with its own hands . India as example is not a poor country ,yet their shipping people over flooding canada to no end . Can Canadaians do the same flooding India , hardly.
· 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.015817782
Insult0.004627596
Profanity0.0002377164
Threat0.004450154
Severe Toxicity0.0000114144605
Low Tox 0.05491646
Apr 14, 2025
I have such mixed feelings watching this video and the following is just my opinion. I am an immigrant from India too and I love my country's values and culture but I also realize its …
I have such mixed feelings watching this video and the following is just my opinion. I am an immigrant from India too and I love my country's values and culture but I also realize its drawbacks. When I came here, my immediate instinct was not to change everything to how it was back home...It was rather to learn the culture and values of Canada too (which I know is in and itself a mixture of multiple cultures). If you are reading this my fellow Indians, It is truly my most humble request to remember that you don't have have to quit your culture, but that does not mean that you make no effort or take part in involving yourself in other cultures or mock them. You have the chance to better a country that has offered YOU a better life. Please don't ruin things for other immigrants or Canadians. We are resilient, and we can choose the best of both worlds.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.035331827
Insult0.020837102
Profanity0.018324144
Threat0.0071070488
Severe Toxicity0.0020980835
Low Tox 0.05354243 Constructive 0.863 Personal_Narrative
Nov 1, 2025 78 likes Inside Canada's Indian Metropolis (Brampton)
Its very telling that all these people from a Commonwealth country with English comprehension to different levels feel safer and less discrimated against in Brampton than in the Anglo Utopias of Toronto, Vancouver or Edmonton. …
Its very telling that all these people from a Commonwealth country with English comprehension to different levels feel safer and less discrimated against in Brampton than in the Anglo Utopias of Toronto, Vancouver or Edmonton. Also look at the ecnomics - they all work, they all take care of each other, and they all have strong communities who back them in times of need! The Anglos call this "lack of assimilation" but to them it is about surviving and then thriving.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.026609946
Insult0.017936565
Profanity0.011577694
Threat0.0061878995
Severe Toxicity0.0012493134
Low Tox 0.04290464 Constructive 0.708
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
We were one election away from from total collapse in the US. I'm glad to see the Canadian people wake up and take their beautiful country back
We were one election away from from total collapse in the US. I'm glad to see the Canadian people wake up and take their beautiful country back
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.016762028
Insult0.017549826
Profanity0.010535837
Threat0.006641001
Severe Toxicity0.0011825562
Low Tox 0.041172907 Constructive 0.549 Call_To_Action
Aug 25, 2025 6 likes Why Canadians Are Turning Against …

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.