Skip to content
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: "I think it's wrong with …" 33 comments · Page 2 of 2
To be honest the problem with Canada is that they are not having strict immigration checks like the USA which has in turn resulted in non-qualified people coming from India to name sake colleges over …
To be honest the problem with Canada is that they are not having strict immigration checks like the USA which has in turn resulted in non-qualified people coming from India to name sake colleges over there . A lot of people just used to drive trucks or do odd jobs over here in India . I really think Canada's welcoming nature has been misused in the wrong way.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.07921951
Insult0.033570543
Profanity0.011970525
Threat0.0061296434
Severe Toxicity0.0019550323
Low Tox 0.10870059 Constructive 0.67 Policy_Critique
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
What's there to think about when it comes to sending law enforcement to enforce the law? Soft men creating hard times for everyone is exactly what's wrong with this country.
What's there to think about when it comes to sending law enforcement to enforce the law? Soft men creating hard times for everyone is exactly what's wrong with this country.
2.9 million Canadian temporary visas expire in 2025-2026 · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.009434453
Insult0.03522326
Profanity0.013371054
Threat0.0066733654
Severe Toxicity0.001335144
Low Tox 0.09481675 Moderate Con 0.352 Policy_Critique
Feb 3, 2026 2.9 million Canadian temporary visas …
Sikhs are generally good people. I think you focused on the wrong demographic here.
Sikhs are generally good people. I think you focused on the wrong demographic here.
Inside Canada's Indian Invasion... · 22: Cluster #21
Close reading → Discourse → Video sentiment →
Identity Attack0.04177703
Insult0.019870255
Profanity0.018734055
Threat0.007534259
Severe Toxicity0.0022411346
Low Tox 0.06817148 Constructive 0.603 Solidarity
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
That is the reason I think AI should rule the country, not the politicians. Politicians clearly make wrong decisions one after the other. Their only concern is to save their seats. 😊
That is the reason I think AI should rule the country, not the politicians. Politicians clearly make wrong decisions one after the other. Their only concern is to save their seats. 😊
Why Canadians Are Turning Against Immigrants. · 127: Cluster #126
Close reading → Discourse → Video sentiment →
Identity Attack0.007954539
Insult0.025284592
Profanity0.010587076
Threat0.0066927844
Severe Toxicity0.0009393692
Low Tox 0.054531995 Moderate Con 0.5 Policy_Critique
Aug 26, 2025 Why Canadians Are Turning Against …
Why the goverment think is illegal immigrant is doing crime in Canada theirs Also citizen doing crime too a lots of illegal immigrant they goes to school Worked o help their family in their country …
Why the goverment think is illegal immigrant is doing crime in Canada theirs Also citizen doing crime too a lots of illegal immigrant they goes to school Worked o help their family in their country They have no time to commit crime they brought in so much refugees in Canada some of them lied just to come Canadian goverment. Dosen looks after their citizen they take from the citizens and give to the refugees that worked here for many years the citizen suffer that’s wrong
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.026105914
Insult0.0055637187
Profanity0.000032565335
Threat0.00047479253
Severe Toxicity0.0000051477014
Low Tox 0.042401526
Apr 14, 2025
Why the goverment think is illegal immigrant is doing crime in Canada theirs Also citizen doing crime too a lots of illegal immigrant they goes to school Worked o help their family in their country …
Why the goverment think is illegal immigrant is doing crime in Canada theirs Also citizen doing crime too a lots of illegal immigrant they goes to school Worked o help their family in their country They have no time to commit crime they brought in so much refugees in Canada some of them lied just to come Canadian goverment. Dosen looks after their citizen they take from the citizens and give to the refugees that worked here for many years the citizen suffer that’s wrong
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.026105914
Insult0.0055637187
Profanity0.000032565335
Threat0.00047479253
Severe Toxicity0.0000051477014
Low Tox 0.042401526
Apr 14, 2025
I think it is important to give some scrutiny and take a thorough look at things. Some give free food but it does not mean they are contributing net to our society. In the past …
I think it is important to give some scrutiny and take a thorough look at things. Some give free food but it does not mean they are contributing net to our society. In the past many local Canadians volunteered extensively in our community. That has gone away in present day. Dont let someone giving a free lunch fool you into thinking they do nothing wrong
Inside Canada's Indian Metropolis (Brampton) · 136: Cluster #135
Close reading → Video sentiment →
Identity Attack0.0046987277
Insult0.018774498
Profanity0.015830519
Threat0.006925808
Severe Toxicity0.0008773804
Low Tox 0.035220183 Constructive 0.791
Sep 19, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Not true. Most Canadians want smaller numbers and tighter requirements. The students and TEMPORARY workers think they automatically will get permanent residency, when in fact there are no guarantees..Why these people act like Canada did …
Not true. Most Canadians want smaller numbers and tighter requirements. The students and TEMPORARY workers think they automatically will get permanent residency, when in fact there are no guarantees..Why these people act like Canada did something wrong? Having that many people come is a strain on all our resources and job market. We have a right to decide who we need and want. Store manager is not a job that Canadians won't do.
Canada's tighter immigration policy divides the country • … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.009619443
Insult0.011844902
Profanity0.0094256615
Threat0.005922511
Severe Toxicity0.00069618225
Low Tox 0.020960633 Constructive 0.763 Policy_Critique
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …

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.