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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

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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.

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Active: "Fuck Brampton and how our …" 22 comments
Fuck Brampton and how our country is turning to shit.
Fuck Brampton and how our country is turning to shit.
Identity Attack0.34324843
Insult0.65231085
Profanity0.927271
Threat0.022335978
Severe Toxicity0.44787344
Toxic 0.95048624 Low Con 0.288 Insult Fear_Threat
Sep 19, 2025 7 likes Inside Canada's Indian Metropolis (Brampton)
I live in Brampton born and raised and I also live in Florida BRAMPTON HAS GONE TO ABSOLUTE SHIT it’s all the fucking Indians THEY ARE NASTY RACIST PEOPLE AND THEY COMMIT SO MUCH FRAUD
I live in Brampton born and raised and I also live in Florida BRAMPTON HAS GONE TO ABSOLUTE SHIT it’s all the fucking Indians THEY ARE NASTY RACIST PEOPLE AND THEY COMMIT SO MUCH FRAUD
Identity Attack0.7895903
Insult0.7827088
Profanity0.8086746
Threat0.13815513
Severe Toxicity0.61260825
Toxic 0.93383175 Moderate Con 0.441 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I live in fucking Brampton these people are animals, dirty stinky and rude. We don’t need these people
I live in fucking Brampton these people are animals, dirty stinky and rude. We don’t need these people
Identity Attack0.5135796
Insult0.72756535
Profanity0.7888968
Threat0.07399795
Severe Toxicity0.48355904
Toxic 0.9209984 Moderate Con 0.401 Identity Attack Insult Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
NO FUCKING WAY YOU CAME TO BRAMPTON AND I HAD NO IDEA
NO FUCKING WAY YOU CAME TO BRAMPTON AND I HAD NO IDEA
Identity Attack0.04538634
Insult0.43450394
Profanity0.87472564
Threat0.014220826
Severe Toxicity0.45293763
Toxic 0.89241093 Low Con 0.253 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I fucking hate Brampton it's a shitshow (lol) there I'm not exaggerating when I say literally everyone I have ever talked to about Brampton has recommended NEVER living there
I fucking hate Brampton it's a shitshow (lol) there I'm not exaggerating when I say literally everyone I have ever talked to about Brampton has recommended NEVER living there
Identity Attack0.28034934
Insult0.5130944
Profanity0.79449326
Threat0.05203775
Severe Toxicity0.35368225
Toxic 0.85173553 Moderate Con 0.488 Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I sold my Brampton home and got the fuck out 2001. A shame. Brampton is no an Indian shithole.
I sold my Brampton home and got the fuck out 2001. A shame. Brampton is no an Indian shithole.
Identity Attack0.5135796
Insult0.5130944
Profanity0.84995824
Threat0.019746035
Severe Toxicity0.3532795
Toxic 0.8364697 Moderate Con 0.404 Identity Attack Insult Personal_Narrative
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
I love this 😂 fuck Brampton
I love this 😂 fuck Brampton
Identity Attack0.10757765
Insult0.48627716
Profanity0.84506536
Threat0.058180105
Severe Toxicity0.27908814
Toxic 0.82048255 Moderate Con 0.363
Jan 27, 2026 Inside Canada's Indian Invasion...
IM FROM BRAMPTON ONTAIO I CAN SHOW U ALL THE FAKE COLLAGES AND MORE FUCK I WISH I KNEW YOU WERE HERE
IM FROM BRAMPTON ONTAIO I CAN SHOW U ALL THE FAKE COLLAGES AND MORE FUCK I WISH I KNEW YOU WERE HERE
Identity Attack0.1508922
Insult0.43450394
Profanity0.71218073
Threat0.077831104
Severe Toxicity0.44787344
Toxic 0.82048255 Moderate Con 0.348
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Brampton has the highest car insurance in all of Canada. One fucking city it’s because brown people can’t fucking drive and have caused so many accidents
Brampton has the highest car insurance in all of Canada. One fucking city it’s because brown people can’t fucking drive and have caused so many accidents
Identity Attack0.6227552
Insult0.5678696
Profanity0.7809412
Threat0.037530303
Severe Toxicity0.35368225
Toxic 0.8115627 Moderate Con 0.325 Identity Attack Insult Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
It’s not just Brampton, our whole fuckin country is like this now. I used to live in BC for the majority of my life, all over Vancouver to Vancouver island, even the smaller communities are …
It’s not just Brampton, our whole fuckin country is like this now. I used to live in BC for the majority of my life, all over Vancouver to Vancouver island, even the smaller communities are completely being invaded. I just moved to Alberta 4 years ago and holy fuck was I in for a surprise. I’m in the greater Edmonton area in a city in the surrounding area and doesn’t matter where you go, they over populate everyone for miles. The numbers the government tell you is a fuckin lie. Those numbers are grossly under exaggerated, it’s a full on invasion. I’ve never seen anything like this in my whole life. For all you fuckin idiots who voted liberal I don’t wanna hear you bitch cause you fuckin caused this.
Identity Attack0.32476485
Insult0.47630358
Profanity0.7654259
Threat0.020264024
Severe Toxicity0.35220072
Toxic 0.72028047 Constructive 0.61 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
I love how this channel doesn't give a fuck. Like promoting free cash scams while "covering" Brampton. Do surrey next😂
I love how this channel doesn't give a fuck. Like promoting free cash scams while "covering" Brampton. Do surrey next😂
Identity Attack0.060220852
Insult0.40243408
Profanity0.6919765
Threat0.014048163
Severe Toxicity0.16960317
Moderate 0.6989911 Low Con 0.299 Meta_Commentary
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Lived in Brampton in 91 I was 10 a lil next door neighbour girl like 5/6 waved at me her hairy eyed father ripped her in the house with a face full of anger and …
Lived in Brampton in 91 I was 10 a lil next door neighbour girl like 5/6 waved at me her hairy eyed father ripped her in the house with a face full of anger and then never saw her again fuck them they should die for touching there woman like that
Identity Attack0.28034934
Insult0.43296707
Profanity0.6001929
Threat0.5195707
Severe Toxicity0.35368225
Moderate 0.681338 Constructive 0.606 Threat Personal_Narrative
Oct 22, 2025 Inside Canada's Indian Metropolis (Brampton)
I live in Ontario, a few hours from Brampton. I say this so you understand when I say "Khalistanis GO HOME" I fucking mean it. Sihks, Hindu, whatever is fine - but leave your fucking …
I live in Ontario, a few hours from Brampton. I say this so you understand when I say "Khalistanis GO HOME" I fucking mean it. Sihks, Hindu, whatever is fine - but leave your fucking seperatist politics out of Canada. To be clear, you (one of the documentarians) was adorned with a pro Indian seperatist headwrap with a the Khalistani yellow and the symbol of swords. (12:00) You've just shown support for what is defined as a terrorist organization by many countries in the world, except Canada.
Identity Attack0.55044734
Insult0.5588244
Profanity0.6242122
Threat0.08089764
Severe Toxicity0.34993178
Moderate 0.6611249 Constructive 0.604 Identity Attack Insult Identity_Assertion
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I'm glad I'm seeing more people talk about this stuff publicly. The problem is though is that its more than just Brampton. Its our entire fucking country
I'm glad I'm seeing more people talk about this stuff publicly. The problem is though is that its more than just Brampton. Its our entire fucking country
Identity Attack0.16993292
Insult0.37279442
Profanity0.7785769
Threat0.008556974
Severe Toxicity0.104393706
Moderate 0.6611249 Constructive 0.603
Jan 27, 2026 Inside Canada's Indian Invasion...
Holy fuck that population number for Brampton absolutely skyrocketed !
Holy fuck that population number for Brampton absolutely skyrocketed !
Identity Attack0.036878675
Insult0.32682732
Profanity0.7466957
Threat0.0097738765
Severe Toxicity0.16960317
Moderate 0.6611249 Low Con 0.224
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Oh fuck (Born and raised in Brampton 🤦🏻‍♂️)
Oh fuck (Born and raised in Brampton 🤦🏻‍♂️)
Identity Attack0.06567776
Insult0.25205973
Profanity0.8089582
Threat0.009799767
Severe Toxicity0.16960317
Moderate 0.6342749 Low Con 0.298 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I am from really close to where this video was made. And every time I go to Brampton, someone almost fucking hits me.
I am from really close to where this video was made. And every time I go to Brampton, someone almost fucking hits me.
Identity Attack0.09410924
Insult0.24928534
Profanity0.70864636
Threat0.06658544
Severe Toxicity0.16960317
Moderate 0.62702215 Moderate Con 0.461 Personal_Narrative
Jan 27, 2026 27 likes Inside Canada's Indian Invasion...
Brampton Bike guy is so based! Thanks for covering how badly the marxist Extreme far left liberal party of Canada has destroyed our country and fuck you TRUMP for helping Carney get elected instead of …
Brampton Bike guy is so based! Thanks for covering how badly the marxist Extreme far left liberal party of Canada has destroyed our country and fuck you TRUMP for helping Carney get elected instead of polleivre
Identity Attack0.23391083
Insult0.54471385
Profanity0.5365423
Threat0.050744623
Severe Toxicity0.16960317
Moderate 0.62702215 Moderate Con 0.455 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Its not just brampton. You can go to but fuck no where is the smallest rural town and they seem to have taken over all hospitality service work
Its not just brampton. You can go to but fuck no where is the smallest rural town and they seem to have taken over all hospitality service work
Identity Attack0.033527173
Insult0.25007802
Profanity0.70864636
Threat0.010110466
Severe Toxicity0.13073033
Moderate 0.62136006 Moderate Con 0.416 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
20 YEARS AGO I WENT TO CARIBANA FROM NYC MET A GIRL IN TORONTO AND WENT TO BRAMPTON SO PEACEFUL AND NICE ! WHAT THE FUCK HAPPEN ?
20 YEARS AGO I WENT TO CARIBANA FROM NYC MET A GIRL IN TORONTO AND WENT TO BRAMPTON SO PEACEFUL AND NICE ! WHAT THE FUCK HAPPEN ?
Identity Attack0.026810925
Insult0.191015
Profanity0.67055607
Threat0.009747985
Severe Toxicity0.104393706
Moderate 0.5885171 Moderate Con 0.441 Fear_Threat
Oct 17, 2025 Inside Canada's Indian Metropolis (Brampton)
Tyler, They have had saber fights in the parking lot (iirc Sheridan College Davis campus). There's conflicts between hindus and sikhs every fucking diwali due to the khalistan bullshit. These indians love shooting fireworks up …
Tyler, They have had saber fights in the parking lot (iirc Sheridan College Davis campus). There's conflicts between hindus and sikhs every fucking diwali due to the khalistan bullshit. These indians love shooting fireworks up until 3am, and disturb all the folks trying to sleep, and terrorize dogs kept outside. Diwali has gotten so bad one year, the city had to issue air pollution warnings due to the amount of fireworks. They've also found out some time ago that there was a basement where they had 30+ different individuals living there, packed like a can of sardines. The sikhs are absolute ass at driving, and they run the trucking industry. Accidents everywhere. Brampton has developed a real bad name over the years. Absolute shit city.
Identity Attack0.55044734
Insult0.5130944
Profanity0.55356324
Threat0.28031203
Severe Toxicity0.34938923
Moderate 0.5885171 Constructive 0.595 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Thanks for bringing light to this huge problem in canada. No joke indians have quickly become like 30% of the workforce here. They take over businesses and refuse to hire non Punjab people because they …
Thanks for bringing light to this huge problem in canada. No joke indians have quickly become like 30% of the workforce here. They take over businesses and refuse to hire non Punjab people because they won't fit in the workplace culture. They've been taking the excessive handouts from the Canadian government and are slowly buying up tons of real estate. Its everywhere in canada. Brampton is just ground zero. What's it like? We just got a new Walmart down the street. They took a staff picture and it was 80% indian people. Hardly any locals got jobs there instead its mostly "new citizens" who have lived here less than a year or two. Every day there's more of them. And because of our liberal government and tax breaks and all sorts of racist allowances these people have got, they all have money and houses and new cars when they were dirt poor in India like 3 years ago. They get interest free loans from banks, they get daily per diems and housing as soon as they get here. Keep in mind tent cities are growing rapidly in Canada. And our government is spending HUGE amounts of our tax dollars to subsidize this takeover. And try living here and renting. Due to this influx, a bungalow that was 1500 a month 10 years ago, is now 4500 a month and youre renting off an Indian person. Word to the wise tho, dont even bring up the tow truck businesses. They'll shoot you And last but not least our retarded government just passed a birthright citizen law for them. So now if you come here from India even if only for a couple years, ALL subsequent offspring of yours can immediately get citizenship here no question asked. We are so fucked
Identity Attack0.28034934
Insult0.14150882
Profanity0.036651865
Threat0.008466354
Severe Toxicity0.00869751
Low Tox 0.25462922 Constructive 0.732 Fear_Threat
Jan 28, 2026 1 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.