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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: "The natives have same questions …" 9 comments
question=are whites NATIVES of americas ( north and south)????? answer= no, native populations were systematically ethinically cleansed and ki**ed through multiple genocides and last 2/3 centuries..... majority of WHITES in americas are from europe and …
question=are whites NATIVES of americas ( north and south)????? answer= no, native populations were systematically ethinically cleansed and ki**ed through multiple genocides and last 2/3 centuries..... majority of WHITES in americas are from europe and have occupied the lands for only 8-10 generations in short whites are native population.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.27146968
Profanity0.38483799
Threat0.06270605
Severe Toxicity0.0475607
Moderate 0.42568782 Moderate Con 0.382 Identity_Assertion
Feb 13, 2026 Inside Canada's Indian Invasion...
On paper, Canada has been great for this land the Native Americans called Turtle Island. A huge new country sprang out of nothing, adding trillions of dollars to the economy. But the question I and …
On paper, Canada has been great for this land the Native Americans called Turtle Island. A huge new country sprang out of nothing, adding trillions of dollars to the economy. But the question I and all the natives before the white men came there kept asking was this. Why? After visiting, I have no answer. So sorry to say, you are hard hardcore racist. Try to make a video where everyone are French, Itailina or what have you. . There are plenty of places like that. The problem is they look white.
Inside Canada's Indian Metropolis (Brampton) · 9: Cluster #8
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.29383746
Profanity0.0864606
Threat0.00933372
Severe Toxicity0.017416617
Moderate 0.37751234 Constructive 0.591 Identity_Assertion
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
The natives have same questions for the whites who came to their land
The natives have same questions for the whites who came to their land
Inside Canada's Indian Metropolis (Brampton) · 10: Cluster #9
Close reading → Discourse → Video sentiment →
Identity Attack0.3817989
Insult0.0818789
Profanity0.075792134
Threat0.009463178
Severe Toxicity0.012359619
Moderate 0.31963667 Low Con 0.257 Comparative_Framing
Nov 1, 2025 Inside Canada's Indian Metropolis (Brampton)
The worst invasion of Kanata happened when 150 to 200 years ago Europeans invaded and killed millions of Native Canadians, who's progeny now have the audacity to question the recent arrivals who are merely trying …
The worst invasion of Kanata happened when 150 to 200 years ago Europeans invaded and killed millions of Native Canadians, who's progeny now have the audacity to question the recent arrivals who are merely trying to escape poverty, poverty which again the same Europeans created in their nations too. Relax. Go to sleep. This is merely Karma at work. If you want anyone out, FIRST look at the mirror and volunteer to leave if you see a pale face there.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.1808059
Insult0.16195811
Profanity0.020032106
Threat0.1115629
Severe Toxicity0.010604858
Low Tox 0.28312725 Moderate Con 0.405 Moral_Argument
Oct 6, 2025 IRCC Names India in Study …
When you white people came here from europe back in time did native peoples ask you the same question or you guys answered them honestly?
When you white people came here from europe back in time did native peoples ask you the same question or you guys answered them honestly?
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.27875587
Insult0.056719027
Profanity0.073529124
Threat0.008323951
Severe Toxicity0.007820129
Low Tox 0.2396185 Low Con 0.216 Moral_Argument
Feb 5, 2026 8 likes Inside Canada's Indian Invasion...
2:33 the assimilation question...what would be different if they assimilate? everything will still be Indian...the difference is not just the fact that they are not working...they have totally different values and culture and mentality...so the …
2:33 the assimilation question...what would be different if they assimilate? everything will still be Indian...the difference is not just the fact that they are not working...they have totally different values and culture and mentality...so the question is why they come from their countries and turn the other countries into their country again? maybe one of the reasons native Canadians are homeless and poor is because they feel that they do not have their culture anymore...they literally had the rug pulled from under them...it is depressing and distressful...they have been discarded and left totally unprotected
Inside Canada's Indian Metropolis (Brampton) · 97: Cluster #96
Close reading → Discourse → Video sentiment →
Identity Attack0.19100772
Insult0.06564732
Profanity0.02344803
Threat0.0072235605
Severe Toxicity0.0049972534
Low Tox 0.18744208 Constructive 0.612 Identity_Assertion
Jan 30, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
Yep it was long dead before any south asains . They treating you guys good right adjust like many native people today . Above we all need to human firstly. You also need to ask …
Yep it was long dead before any south asains . They treating you guys good right adjust like many native people today . Above we all need to human firstly. You also need to ask the question modi the real rss nationalist . I hoping the world becomes an better place over ego
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.10757765
Insult0.061801232
Profanity0.037904397
Threat0.017156094
Severe Toxicity0.0061798096
Low Tox 0.15822013 Constructive 0.645
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Tyler Olivera, answer this question: Are you a Native American?
Tyler Olivera, answer this question: Are you a Native American?
Inside Canada's Indian Invasion... · 10: Cluster #9
Close reading → Discourse → Video sentiment →
Identity Attack0.027413858
Insult0.019096779
Profanity0.012038844
Threat0.0064532873
Severe Toxicity0.0015449524
Low Tox 0.05354243 Moderate Con 0.304 Question
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Tyler Olivera, answer this question: Are you a Native American?
Tyler Olivera, answer this question: Are you a Native American?
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.027011903
Insult0.01890341
Profanity0.011970525
Threat0.006427396
Severe Toxicity0.0014972687
Low Tox 0.053295042 Moderate Con 0.304 Question
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...

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.