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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: "Indian metropolis but to the …" 9 comments
So Indians came to Canada and didn't built anything or add to Canadian economy. Load of Bulsh*t . These Racists got to get some common sense. Look around you. The little town grew almost into …
So Indians came to Canada and didn't built anything or add to Canadian economy. Load of Bulsh*t . These Racists got to get some common sense. Look around you. The little town grew almost into a metropolis. Listen how casually the Red Neck says " they don't pay taxes" HAHA. Even the illegal immigrants in USA are being collected Tax from and you talking about legal Immigrants with SIN numbers.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.5739874
Profanity0.46460027
Threat0.019055385
Severe Toxicity0.16960317
Moderate 0.60311776 Moderate Con 0.332 Identity Attack Insult
Nov 8, 2025 Inside Canada's Indian Metropolis (Brampton)
Why did you label this video as "Canada's Indian metropolis", name it as "Canada's Sikh metropolis", I am from Northeast India and I share no similarities to them, neither in looks nor religion. Pakistan also …
Why did you label this video as "Canada's Indian metropolis", name it as "Canada's Sikh metropolis", I am from Northeast India and I share no similarities to them, neither in looks nor religion. Pakistan also has a significant population of sikhs and they also migrate to canada. So call them what they are, one spoiled state in India does not represent us and the whole of India and these runaway cowards certainly dont represent me.
Inside Canada's Indian Metropolis (Brampton) · 50: Cluster #49
Close reading → Discourse → Video sentiment →
Identity Attack0.38215697
Insult0.48313886
Profanity0.09066332
Threat0.009644418
Severe Toxicity0.016512826
Moderate 0.44393396 Constructive 0.598 Identity_Assertion
Dec 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Oh the ignorance. You call that the Indian metropolis? 60%? Cute, maybe take a look at Surrey, BC where its closer to 90%.
Oh the ignorance. You call that the Indian metropolis? 60%? Cute, maybe take a look at Surrey, BC where its closer to 90%.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.10293542
Insult0.44126466
Profanity0.040409464
Threat0.0072753434
Severe Toxicity0.007286072
Moderate 0.40060925 Low Con 0.248
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
Not Indian metropolis! this is khalistani metropolis, the same people Canada has been harboring for use against India to destabilize it !
Not Indian metropolis! this is khalistani metropolis, the same people Canada has been harboring for use against India to destabilize it !
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2869935
Insult0.08459369
Profanity0.020168742
Threat0.010602405
Severe Toxicity0.0074005127
Low Tox 0.25727063 Low Con 0.135 Unverified_Claim
Nov 24, 2025 Inside Canada's Indian Metropolis (Brampton)
the whole of canada is an indian metropolis at this point
the whole of canada is an indian metropolis at this point
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.2831485
Insult0.08484049
Profanity0.051431753
Threat0.0071847234
Severe Toxicity0.008506775
Low Tox 0.25462922 Low Con 0.197
Jan 5, 2026 Inside Canada's Indian Metropolis (Brampton)
There is Two Indian Metropolis. Brampton in the east and Surrey in the West. 2021 Census Data showed the Population of Surrey is at 568,000 38% of that population number is Indian only 3% of …
There is Two Indian Metropolis. Brampton in the east and Surrey in the West. 2021 Census Data showed the Population of Surrey is at 568,000 38% of that population number is Indian only 3% of the population is white. They project that nearly 70% of Surreys population would be Indian by 2030. But by golly keep them away from a Big rig because they cannot drive them and give all Truckers a bad name.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.1769227
Insult0.061451588
Profanity0.023174755
Threat0.012596053
Severe Toxicity0.005760193
Low Tox 0.19504376 Constructive 0.593 Unverified_Claim
Oct 26, 2025 Inside Canada's Indian Metropolis (Brampton)
Punjabi Metropolis..not seeing all sort of Indians
Punjabi Metropolis..not seeing all sort of Indians
Inside Canada's Indian Metropolis (Brampton) · 16: Cluster #15
Close reading → Discourse → Video sentiment →
Identity Attack0.2028587
Insult0.047349896
Profanity0.035649836
Threat0.009385503
Severe Toxicity0.0060653687
Low Tox 0.16851899 Low Con 0.291 Identity_Assertion
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
Indian metropolis but to the rest of us Canadians it's a place to avoid , what does that say about Indian standards?
Indian metropolis but to the rest of us Canadians it's a place to avoid , what does that say about Indian standards?
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.105256535
Insult0.027347196
Profanity0.013985921
Threat0.0070034824
Severe Toxicity0.0025939941
Low Tox 0.11305673 Moderate Con 0.315 Identity_Assertion
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
The thing is Brampton isn't the only Indian Metropolis in Canada Ontario.
The thing is Brampton isn't the only Indian Metropolis in Canada Ontario.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.026007013
Insult0.01302291
Profanity0.012277958
Threat0.006440342
Severe Toxicity0.001335144
Low Tox 0.03357032 Moderate Con 0.385
Sep 29, 2025 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.