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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: "These people are everywhere. Why …" 85 comments · Page 4 of 4
I spent 9 years in brampton, honestly indian people were always super nice... yes there were some outliers but there's outliers in every race.... people are people there are good and bad people everywhere.
I spent 9 years in brampton, honestly indian people were always super nice... yes there were some outliers but there's outliers in every race.... people are people there are good and bad people everywhere.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.10221587
Insult0.026831545
Profanity0.044668075
Threat0.008220384
Severe Toxicity0.00459671
Low Tox 0.11336674 Constructive 0.726
Sep 27, 2025 45 likes Inside Canada's Indian Metropolis (Brampton)
Excellent video. As a white Canadian of European background, I love Indian people. They do their best to find a place in this world and to contribute to Canada in any way they can. With …
Excellent video. As a white Canadian of European background, I love Indian people. They do their best to find a place in this world and to contribute to Canada in any way they can. With that being said, there are bad apples everywhere; let's not judge all by the actions of a few.
Inside Canada's Indian Metropolis (Brampton) · 60: Cluster #59
Close reading → Video sentiment →
Identity Attack0.10221587
Insult0.026058068
Profanity0.019758832
Threat0.0076119336
Severe Toxicity0.0025749207
Low Tox 0.11202335 Constructive 0.794
Oct 3, 2025 12 likes Inside Canada's Indian Metropolis (Brampton)
They have a massive country why don’t they fix their country before jumping ship and making everywhere else where they left. It’s not racist or xenophobic to ask why people would rather make a new …
They have a massive country why don’t they fix their country before jumping ship and making everywhere else where they left. It’s not racist or xenophobic to ask why people would rather make a new country into their home country as opposed to fixing their problems at home.
Inside Canada's Indian Invasion... · 101: Cluster #100
Close reading → Discourse → Video sentiment →
Identity Attack0.06567776
Insult0.030265106
Profanity0.015249812
Threat0.0074824756
Severe Toxicity0.0026130676
Low Tox 0.11109332 Moderate Con 0.392 Policy_Critique
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Bro I am a true Canadian and the Indian people are everywhere
Bro I am a true Canadian and the Indian people are everywhere
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.023479814
Profanity0.02522431
Threat0.007754337
Severe Toxicity0.004119873
Low Tox 0.10609736 Constructive 0.52 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
These people are everywhere. Why they letting so many of them in
These people are everywhere. Why they letting so many of them in
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.019977676
Insult0.024640027
Profanity0.022013342
Threat0.008764107
Severe Toxicity0.002632141
Low Tox 0.0926474 Low Con 0.233 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
We like to bring in people from everywhere and pay them more money than working Canadians get using tax dollars. Then they collect OAS and leave the country, pass away and their families collect on …
We like to bring in people from everywhere and pay them more money than working Canadians get using tax dollars. Then they collect OAS and leave the country, pass away and their families collect on that OAS for as long as they can without consequence
How Canada broke its immigration system · 33: Cluster #32
Close reading → Video sentiment →
Identity Attack0.02821777
Insult0.019161236
Profanity0.010740792
Threat0.0075083673
Severe Toxicity0.0017356873
Low Tox 0.058737632 Moderate Con 0.381
Jun 22, 2025 How Canada broke its immigration …
Same problem as pretty much everywhere in the western world at the moment. Mass migrations occur and consist of people who REFUSE TO ASSIMILATE. You can't just go to a foreign country and behave exactly …
Same problem as pretty much everywhere in the western world at the moment. Mass migrations occur and consist of people who REFUSE TO ASSIMILATE. You can't just go to a foreign country and behave exactly like you did back home. There's different laws, social norms, cultural practices and expectations...
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.023595277
Insult0.013858915
Profanity0.010894509
Threat0.0062137907
Severe Toxicity0.0011873245
Low Tox 0.03969839 Constructive 0.558 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
This is happening everywhere… Is a globalist agenda… after exhausting the economy and values of the people they try to fix it by bringing digital ID and severe restrictions
This is happening everywhere… Is a globalist agenda… after exhausting the economy and values of the people they try to fix it by bringing digital ID and severe restrictions
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.005512681
Insult0.013706914
Profanity0.010911589
Threat0.0067898775
Severe Toxicity0.0010204315
Low Tox 0.031331215 Low Con 0.26 Unverified_Claim
Oct 26, 2025 41 likes Inside Canada's Indian Metropolis (Brampton)
The overwhelming problem that people struggle to realize is Canada with its roughly 40,000,000 people are going to notice an influx from a country that has over 1 billion and is quickly modernizing which is …
The overwhelming problem that people struggle to realize is Canada with its roughly 40,000,000 people are going to notice an influx from a country that has over 1 billion and is quickly modernizing which is allowing families to leave their country and immigrant around the world just like they should. Localization is only prompted by friendly circumstances. It is seen everywhere with cultural neighborhoods
Inside Canada's Indian Invasion... · 15: Cluster #14
Close reading → Discourse → Video sentiment →
Identity Attack0.014852738
Insult0.011730902
Profanity0.00952814
Threat0.005919275
Severe Toxicity0.0008583069
Low Tox 0.026617315 Constructive 0.573 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada needs to learn from Singapore on having max quotas on ethnic populations in any given area. They have people from everywhere, blending together.
Canada needs to learn from Singapore on having max quotas on ethnic populations in any given area. They have people from everywhere, blending together.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.011987305
Insult0.009393888
Profanity0.010177165
Threat0.0062979385
Severe Toxicity0.00084877014
Low Tox 0.02107848 Moderate Con 0.389 Comparative_Framing
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)

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.