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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: "I wonder if the native …" 10 comments
What is the problem here. I wonder how the Natives felt when the Euros came and murdered, raped and held them in reservations.
What is the problem here. I wonder how the Natives felt when the Euros came and murdered, raped and held them in reservations.
Inside Canada's Indian Metropolis (Brampton) · 10: Cluster #9
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.3388922
Profanity0.30690086
Threat0.44235477
Severe Toxicity0.08595808
Moderate 0.47886392 Moderate Con 0.349 Moral_Argument
Sep 28, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Wonder how the natives feel about these European land thieves living on native lands.
Wonder how the natives feel about these European land thieves living on native lands.
Inside Canada's Indian Invasion... · 10: Cluster #9
Close reading → Video sentiment →
Identity Attack0.38826546
Insult0.41767508
Profanity0.096805766
Threat0.010757755
Severe Toxicity0.016964722
Moderate 0.4014846 Low Con 0.206
Jan 27, 2026 Inside Canada's Indian Invasion...
it was always the indigenous playing the 'race card' ,wanting hand outs, made up the majority of criminal activity, dividing, demanding national political representation and governance. dad always said, when residence of reservations see the …
it was always the indigenous playing the 'race card' ,wanting hand outs, made up the majority of criminal activity, dividing, demanding national political representation and governance. dad always said, when residence of reservations see the corruption from their own chiefs, theyll fight each other and one day 'new canadian' (once a minority cultural decent) will flood the country and then they can fight it out with natives. 'white' people cant afford to sustain natives and immigrant hand outs. both out populate 'white' canadians who pay the most taxes and have become the most discriminated. they wonder why existing canadian citizens birth numbers are down? high taxes, no assistance, high cost of living. we cant afford to raise big families. when they try bring in sharia law and christians become a minority, we will see another crusade
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.3817989
Insult0.21368977
Profanity0.041160982
Threat0.013579931
Severe Toxicity0.0125103295
Moderate 0.3281604 Constructive 0.557 Identity_Assertion
Dec 20, 2025 Why Canadians Are Turning Against …
I wonder what the real natives feel when the so called local becomes the majority. The difference between "local" and Indian immigrants is that indians didnt k*ll the natives.
I wonder what the real natives feel when the so called local becomes the majority. The difference between "local" and Indian immigrants is that indians didnt k*ll the natives.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.3817989
Insult0.13245803
Profanity0.19278693
Threat0.13815513
Severe Toxicity0.01806218
Moderate 0.32764325 Moderate Con 0.462 Identity_Assertion
Nov 12, 2025 Inside Canada's Indian Metropolis (Brampton)
Wondering if native peoples were saying that when they became minorities and white people became the majority.
Wondering if native peoples were saying that when they became minorities and white people became the majority.
Inside Canada's Indian Metropolis (Brampton) · 10: Cluster #9
Close reading → Discourse → Video sentiment →
Identity Attack0.2846865
Insult0.05203446
Profanity0.040158957
Threat0.008492245
Severe Toxicity0.006866455
Low Tox 0.24282593 Moderate Con 0.32 Moral_Argument
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
wonderful channel ! There are several issues at play. Firstly, Canada belongs to the natives. Secondly. ENGLISH testing needs to be administered prior to arrival. Thirdly, every culture/religion can benefit others , this way society …
wonderful channel ! There are several issues at play. Firstly, Canada belongs to the natives. Secondly. ENGLISH testing needs to be administered prior to arrival. Thirdly, every culture/religion can benefit others , this way society ideally can co-exist. The concern is the extreme bullying from new immigrants - INDIANS. I do not see any other nation BULLYING the rest of the population. Lets be honest, the government needs tax paying citizens to support the economy. Canadians stop being polite and speak up.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.12208464
Insult0.0623257
Profanity0.01887069
Threat0.008531082
Severe Toxicity0.0040626526
Low Tox 0.1641865 Constructive 0.719 Identity_Assertion
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
I am Canadian.... WAIT!!!! I am FROSTBACKASTANI... I am a native to this land, my family and ancestors have wonder this land for Tens of thousands of years, we are the real minority in our …
I am Canadian.... WAIT!!!! I am FROSTBACKASTANI... I am a native to this land, my family and ancestors have wonder this land for Tens of thousands of years, we are the real minority in our own land!!
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.08087392
Insult0.02657372
Profanity0.017299367
Threat0.0065115434
Severe Toxicity0.0035858154
Low Tox 0.11398677 Constructive 0.559 Identity_Assertion
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I wonder if the native Indians felt the same way.
I wonder if the native Indians felt the same way.
Inside Canada's Indian Metropolis (Brampton) · 10: Cluster #9
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.020901557
Profanity0.021330157
Threat0.0072235605
Severe Toxicity0.0026893616
Low Tox 0.10045706 Moderate Con 0.403 Comparative_Framing
Sep 21, 2025 5 likes Inside Canada's Indian Metropolis (Brampton)
Interesting I have Canadian friends who have mentioned the Indian people here. I wonder how the Natives feel about all of this the Cree & Anishinaabe folk
Interesting I have Canadian friends who have mentioned the Indian people here. I wonder how the Natives feel about all of this the Cree & Anishinaabe folk
Inside Canada's Indian Metropolis (Brampton) · 9: Cluster #8
Close reading → Video sentiment →
Identity Attack0.06522302
Insult0.020837102
Profanity0.013917602
Threat0.0064144502
Severe Toxicity0.0018787384
Low Tox 0.07371122 Constructive 0.67
Sep 21, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Wonder what native Americans stories were like when Europeam emigrated to north America
Wonder what native Americans stories were like when Europeam emigrated to north America
Inside Canada's Indian Metropolis (Brampton) · 10: Cluster #9
Close reading → Discourse → Video sentiment →
Identity Attack0.021987455
Insult0.012604907
Profanity0.013780965
Threat0.0072753434
Severe Toxicity0.0013446808
Low Tox 0.039226998 Low Con 0.295 Comparative_Framing
Oct 3, 2025 29 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.