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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

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Active: "It’s not just Brampton, it’s …" 1,012 comments · Page 33 of 41
Finally a video on the famous Brampton 😂
Finally a video on the famous Brampton 😂
Identity Attack0.008657498
Insult0.015036922
Profanity0.025497584
Threat0.010809537
Severe Toxicity0.0032806396
Low Tox 0.046368107 Low Con 0.276 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
My church in Brampton, they are desperately seeking to take it away from us. Constantly praying around our building. But in the name of Jesus! Our church will remain the cornerstone in that community. Gods …
My church in Brampton, they are desperately seeking to take it away from us. Constantly praying around our building. But in the name of Jesus! Our church will remain the cornerstone in that community. Gods vision has come to pass and will remain.
Identity Attack0.025605056
Insult0.013630914
Profanity0.012722028
Threat0.007365964
Severe Toxicity0.0015926361
Low Tox 0.045873325 Constructive 0.625 Identity_Assertion
Oct 2, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Tyler, I know u tried 😂. Brampton is ok. Nice people. Nothing to see here
Tyler, I know u tried 😂. Brampton is ok. Nice people. Nothing to see here
Identity Attack0.0058456613
Insult0.019547975
Profanity0.020920247
Threat0.008052089
Severe Toxicity0.0018405914
Low Tox 0.045625936 Moderate Con 0.425 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Cue all the Brampton jokes. 😊
Cue all the Brampton jokes. 😊
Identity Attack0.0050687063
Insult0.021481665
Profanity0.0138151245
Threat0.0071070488
Severe Toxicity0.0013160706
Low Tox 0.044883765 Low Con 0.279 Humor_Satire
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)
Bramladish. Formally known as a Brampton
Bramladish. Formally known as a Brampton
Identity Attack0.0103594
Insult0.019999169
Profanity0.02474608
Threat0.008220384
Severe Toxicity0.0022220612
Low Tox 0.044141594 Low Con 0.273 Humor_Satire
Oct 23, 2025 Inside Canada's Indian Metropolis (Brampton)
Bro Sikhs been in Brampton for like 30 years a massive amount.
Bro Sikhs been in Brampton for like 30 years a massive amount.
Identity Attack0.02821777
Insult0.015644927
Profanity0.019348921
Threat0.007353018
Severe Toxicity0.0020217896
Low Tox 0.0438942 Moderate Con 0.437 Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Is it illegal to eat steak in Brampton 😂
Is it illegal to eat steak in Brampton 😂
Identity Attack0.011099357
Insult0.014884921
Profanity0.018255826
Threat0.007068211
Severe Toxicity0.00166893
Low Tox 0.0438942 Moderate Con 0.33
Oct 12, 2025 Inside Canada's Indian Metropolis (Brampton)
lol. Brampton.
lol. Brampton.
Identity Attack0.0031633168
Insult0.021352753
Profanity0.020442016
Threat0.006815769
Severe Toxicity0.0018501282
Low Tox 0.043646812 Moderate Con 0.325
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
I'm from Buffalo and knew this was a Brampton video just based on the title
I'm from Buffalo and knew this was a Brampton video just based on the title
Identity Attack0.014551271
Insult0.013820915
Profanity0.027000591
Threat0.010239923
Severe Toxicity0.002861023
Low Tox 0.043399423 Moderate Con 0.463 Meta_Commentary
Oct 7, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I've lived in brampton. I am canadian born. They have changed the entire city
I've lived in brampton. I am canadian born. They have changed the entire city
Identity Attack0.022992345
Insult0.014808921
Profanity0.016342908
Threat0.0074565844
Severe Toxicity0.0016212463
Low Tox 0.043399423 Constructive 0.553 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Its very telling that all these people from a Commonwealth country with English comprehension to different levels feel safer and less discrimated against in Brampton than in the Anglo Utopias of Toronto, Vancouver or Edmonton. …
Its very telling that all these people from a Commonwealth country with English comprehension to different levels feel safer and less discrimated against in Brampton than in the Anglo Utopias of Toronto, Vancouver or Edmonton. Also look at the ecnomics - they all work, they all take care of each other, and they all have strong communities who back them in times of need! The Anglos call this "lack of assimilation" but to them it is about surviving and then thriving.
Identity Attack0.026609946
Insult0.017936565
Profanity0.011577694
Threat0.0061878995
Severe Toxicity0.0012493134
Low Tox 0.04290464 Constructive 0.708
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Cultural clustering is a natural phenomenon. Even within India, if someone moves from the North to the South (or vice versa), they often seek out people from their own region/religion/community to feel a sense of …
Cultural clustering is a natural phenomenon. Even within India, if someone moves from the North to the South (or vice versa), they often seek out people from their own region/religion/community to feel a sense of familiarity and comfort. Brampton’s story reflects this same human instinct to find community and preserve traditions in a new place without disturbing the territorial harmony(but that didn't go well). At the same time, Indian culture and values are inherently inclusive, with a long history of adapting and coexisting with diverse communities. The real challenge lies not in immigrants forming close-knit groups, but in how well both newcomers and longtime residents accept and integrate with each other. When mutual respect and openness exist, diversity becomes a strength rather than a division. That said, the scale and pace of Brampton’s demographic change raise important policy questions. The Canadian government should have anticipated and planned for this transformation much earlier. Whether they did not act, or could not act, is a question only they can answer but it is central to understanding today’s challenges.
Identity Attack0.031464707
Insult0.018323302
Profanity0.016172111
Threat0.0072882893
Severe Toxicity0.0016307831
Low Tox 0.042657252 Constructive 0.725 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Everywhere in Canada will be Brampton soon.
Everywhere in Canada will be Brampton soon.
Identity Attack0.016259583
Insult0.017549826
Profanity0.0127561875
Threat0.008181547
Severe Toxicity0.0018310547
Low Tox 0.04240986 Low Con 0.249
Sep 19, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
Brampton aka bramladesh
Brampton aka bramladesh
Identity Attack0.022188433
Insult0.025800243
Profanity0.029050145
Threat0.009722093
Severe Toxicity0.0040245056
Low Tox 0.04216247 Low Con 0.198 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Start with sending back 85 % to 90% of the population of Brampton and Surrey that will balance things out.
Start with sending back 85 % to 90% of the population of Brampton and Surrey that will balance things out.
Identity Attack0.0103594
Insult0.014276917
Profanity0.01174849
Threat0.010654188
Severe Toxicity0.001783371
Low Tox 0.04216247 Moderate Con 0.342
Dec 24, 2025 2 likes Deportations From Canada at Their …
12 years in Brampton causes me to have fatigue upon seeing a Mustangs or Dodge Chargers 😩
12 years in Brampton causes me to have fatigue upon seeing a Mustangs or Dodge Chargers 😩
Identity Attack0.007880543
Insult0.017088935
Profanity0.01579636
Threat0.0077025536
Severe Toxicity0.0014305115
Low Tox 0.041172907 Moderate Con 0.398 Humor_Satire
Jan 28, 2026 9 likes Inside Canada's Indian Invasion...
Canadian here, it’s not just Brampton anymore. Most our towns have been over taken.
Canadian here, it’s not just Brampton anymore. Most our towns have been over taken.
Identity Attack0.015154205
Insult0.01640493
Profanity0.012175481
Threat0.007327127
Severe Toxicity0.0012207031
Low Tox 0.040925518 Moderate Con 0.492
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Ive always wondered why Brampton 🤣 They are populating lots of cities around here
Ive always wondered why Brampton 🤣 They are populating lots of cities around here
Identity Attack0.0103594
Insult0.016632931
Profanity0.022764845
Threat0.0071588317
Severe Toxicity0.0019073486
Low Tox 0.04067813 Moderate Con 0.376 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Every time I have to drive into Brampton, for any reason, I get major anxiety..
Every time I have to drive into Brampton, for any reason, I get major anxiety..
Identity Attack0.007288578
Insult0.015416925
Profanity0.013029462
Threat0.0084793
Severe Toxicity0.0013828278
Low Tox 0.04067813 Moderate Con 0.428 Fear_Threat
Jan 27, 2026 58 likes Inside Canada's Indian Invasion...
Of course it was Brampton lol
Of course it was Brampton lol
Identity Attack0.004088263
Insult0.016708933
Profanity0.022354934
Threat0.0068869707
Severe Toxicity0.0016498566
Low Tox 0.040430736 Low Con 0.234
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Bro you should’ve interviewed me!!! I live in Brampton and I got TOO much to share
Bro you should’ve interviewed me!!! I live in Brampton and I got TOO much to share
Identity Attack0.007029593
Insult0.0151129225
Profanity0.023652986
Threat0.0076507707
Severe Toxicity0.0020599365
Low Tox 0.040430736 Moderate Con 0.458 Call_To_Action
Jan 27, 2026 5 likes Inside Canada's Indian Invasion...
Snake's new movie 🍿 Escape from Brampton
Snake's new movie 🍿 Escape from Brampton
Identity Attack0.005105704
Insult0.014732921
Profanity0.021125201
Threat0.009747985
Severe Toxicity0.0020122528
Low Tox 0.040183347 Low Con 0.243 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
He never even covered the towtruck wars going on in brampton
He never even covered the towtruck wars going on in brampton
Identity Attack0.0038292783
Insult0.01617693
Profanity0.013985921
Threat0.007637825
Severe Toxicity0.0011539459
Low Tox 0.039935954 Low Con 0.194 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
I like that when your debating Brampton driving awareness your conducting an interview in the middle of a crosswalk blocking traffic
I like that when your debating Brampton driving awareness your conducting an interview in the middle of a crosswalk blocking traffic
Identity Attack0.0023863618
Insult0.016556932
Profanity0.011782649
Threat0.007573096
Severe Toxicity0.0011301041
Low Tox 0.03969839 Moderate Con 0.356 Meta_Commentary
Feb 20, 2026 7 likes Inside Canada's Indian Invasion...
lol….calling Brampton a metropolis 😂
lol….calling Brampton a metropolis 😂
Identity Attack0.006511623
Insult0.01961243
Profanity0.015386449
Threat0.0065050707
Severe Toxicity0.0017929077
Low Tox 0.03969839 Low Con 0.179
Oct 22, 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.