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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: "“They walk around naked” while …" 18 comments
boo hoo, cry me a river. The stupid polish plumber walking around half naked complaining about folks in their own home is peak racism. Pretty much set the tone for the video. Who cares ? …
boo hoo, cry me a river. The stupid polish plumber walking around half naked complaining about folks in their own home is peak racism. Pretty much set the tone for the video. Who cares ? White people took over large swathes of land everywhere and killed the natives. Forget being America's 51st state, you're already India's 29th.
Identity Attack0.55044734
Insult0.6677319
Profanity0.36230123
Threat0.14960353
Severe Toxicity0.16960317
Moderate 0.687436 Moderate Con 0.36 Identity Attack Insult Moral_Argument
Sep 29, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
8:55 doesn't like Indians because they walk around naked, says the half naked guy 🤭
8:55 doesn't like Indians because they walk around naked, says the half naked guy 🤭
Identity Attack0.55044734
Insult0.40243408
Profanity0.33453682
Threat0.054947287
Severe Toxicity0.16960317
Moderate 0.6027529 Low Con 0.194 Identity Attack
Nov 5, 2025 Inside Canada's Indian Metropolis (Brampton)
9:00 Guy complaining about people walking around naked in their own homes. DUDE, you are walking around naked OUTSIDE wtf. 😂
9:00 Guy complaining about people walking around naked in their own homes. DUDE, you are walking around naked OUTSIDE wtf. 😂
Identity Attack0.099899694
Insult0.2817503
Profanity0.44249827
Threat0.039256934
Severe Toxicity0.1597006
Moderate 0.5721988 Low Con 0.299
Jan 14, 2026 4 likes Inside Canada's Indian Metropolis (Brampton)
That Polac was walking half naked I hope or in his Euro-speedo and yet he has an issue with people walking around naked in their own home hahaha. Dirty, those big house maybe be dirty …
That Polac was walking half naked I hope or in his Euro-speedo and yet he has an issue with people walking around naked in their own home hahaha. Dirty, those big house maybe be dirty inside but I don't see no garbage on their compounds ....what a jealous little eastern European.
Identity Attack0.44690517
Insult0.48484445
Profanity0.22693542
Threat0.011379151
Severe Toxicity0.023106033
Moderate 0.47886392 Low Con 0.287 Identity_Assertion
Sep 28, 2025 Inside Canada's Indian Metropolis (Brampton)
8:39 They all look similar. Is polish where everyone looks grumpy or blonde. 9:01 They walk around naked said by a naked man😂
8:39 They all look similar. Is polish where everyone looks grumpy or blonde. 9:01 They walk around naked said by a naked man😂
Identity Attack0.25478655
Insult0.26957804
Profanity0.3051381
Threat0.049128212
Severe Toxicity0.02604016
Moderate 0.47119883 Moderate Con 0.303
Oct 3, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I love this Polish guy… when he say they are dirty people. They don’t close the window, they walk around naked while he is walking naked outside..😀😀😀
I love this Polish guy… when he say they are dirty people. They don’t close the window, they walk around naked while he is walking naked outside..😀😀😀
Identity Attack0.37012735
Insult0.36798462
Profanity0.3320008
Threat0.058180105
Severe Toxicity0.024960563
Moderate 0.47119883 Moderate Con 0.399 Humor_Satire
Sep 26, 2025 Inside Canada's Indian Metropolis (Brampton)
9:01 “They never even cover up the window, they walk naked” - literally Polish man who’s walking around naked 😂😂😂
9:01 “They never even cover up the window, they walk naked” - literally Polish man who’s walking around naked 😂😂😂
Identity Attack0.33675182
Insult0.19734058
Profanity0.2564132
Threat0.035113025
Severe Toxicity0.02416241
Moderate 0.45751464 Low Con 0.235
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
They're NAKED, they walk around NAKED - says a Pollack walking around half naked without a shirt LOL
They're NAKED, they walk around NAKED - says a Pollack walking around half naked without a shirt LOL
Identity Attack0.06340405
Insult0.3486032
Profanity0.2761231
Threat0.011638066
Severe Toxicity0.023293832
Moderate 0.4402136 Low Con 0.227
Oct 3, 2025 6 likes Inside Canada's Indian Metropolis (Brampton)
Come on the Polish guy is just straight racist. "They all look the same", "They don't cover their windows, they walk around naked in their house" Brother you're naked outside the house in the video. …
Come on the Polish guy is just straight racist. "They all look the same", "They don't cover their windows, they walk around naked in their house" Brother you're naked outside the house in the video. Why are you peeping Tom looking into people's windows?
Identity Attack0.46028158
Insult0.40243408
Profanity0.12727508
Threat0.014911477
Severe Toxicity0.023076924
Moderate 0.44002727 Moderate Con 0.417
Sep 20, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
This Polish white guy standing in the street 'naked' says, "they don't even cover their windows and walk around naked inside." Hahahhaahha the irony
This Polish white guy standing in the street 'naked' says, "they don't even cover their windows and walk around naked inside." Hahahhaahha the irony
Identity Attack0.46028158
Insult0.31740165
Profanity0.22572558
Threat0.027343199
Severe Toxicity0.023246882
Moderate 0.4398409 Moderate Con 0.331 Humor_Satire
Jan 2, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
8:59 Says the man walking around naked 😂
8:59 Says the man walking around naked 😂
Identity Attack0.06158508
Insult0.08831572
Profanity0.29209393
Threat0.034422375
Severe Toxicity0.023076924
Moderate 0.43965456 Low Con 0.199 Humor_Satire
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Ok so Indians who came to Canada in 50s, 60s, 70s, 80s, 90s they tried to a assimilate but the whites never let them. They were racists, never gave them equal opportunities, always belittled them. …
Ok so Indians who came to Canada in 50s, 60s, 70s, 80s, 90s they tried to a assimilate but the whites never let them. They were racists, never gave them equal opportunities, always belittled them. So then those same Indians grouped together and created their business for their own and now you complain we do not assimilate. Dude clean your own backyard before complaining about others. If they do not work why there are no Indian homeless. They worked hard, harder your 5 generations combined thats why they were able to build houses. Their bathrooms are bigger then your bedrooms. If now have something to complain you are free to leave the country. so at 3:00 he is saying, it does not cost illegals a penny to go to hospital. How many illegals has he smuggled into Canada. Any person in Canada without the provincial insurance has to pay everything out of pocket. I just got my dads blood work done today and he is on a visitor visa. It costed me $750 dollars, and before that just a walk in visit costed me $$175 dollars. And about paying taxes, I garuntee you a single houshold of Indians pay more in Taxes than a whole street of these white shit heads. The amount of myths they have created around immigrants is astonishing. There is is a reason conservatives loves the poor and the uneducated. You can clearly see the stark difference between how a Canadian born and raised person is speaking about other and how an immigrant is speaking about others and distributing free food and serving the society. THe people who have never tried to help anyone will always be jealous of those who help and prosper. We did not came from broken country, we just came here for a little better life which we have gotten with our hardwork and we owe nothing to these half ass naked shit rags complaining about immigrants when they themselves are either one or descendants of immigrants.
Identity Attack0.46028158
Insult0.33998606
Profanity0.08290444
Threat0.011974656
Severe Toxicity0.02116089
Moderate 0.3974717 Constructive 0.587
Sep 18, 2025 Inside Canada's Indian Metropolis (Brampton)
Accusing them of walking around naked in their home while being naked in public 😂
Accusing them of walking around naked in their home while being naked in public 😂
Identity Attack0.028016793
Insult0.08533409
Profanity0.22542313
Threat0.025098583
Severe Toxicity0.016254602
Moderate 0.37751234 Low Con 0.187
Oct 24, 2025 Inside Canada's Indian Metropolis (Brampton)
“They walk around naked” while being half naked himself. The racism is through the roof at this point 😂
“They walk around naked” while being half naked himself. The racism is through the roof at this point 😂
Identity Attack0.1808059
Insult0.21135417
Profanity0.17473823
Threat0.013010317
Severe Toxicity0.019224197
Moderate 0.37751234 Low Con 0.205 Moral_Argument
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
“They walk around naked..” Polish dude 9:00. The irony.
“They walk around naked..” Polish dude 9:00. The irony.
Identity Attack0.104676254
Insult0.15840563
Profanity0.17241211
Threat0.01119791
Severe Toxicity0.013543231
Moderate 0.34757367 Low Con 0.228 Humor_Satire
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
"They walk naked without covering their windows"..... saying this while roaming around shirtless.....LMAO...
"They walk naked without covering their windows"..... saying this while roaming around shirtless.....LMAO...
Identity Attack0.011321344
Insult0.071750276
Profanity0.17473823
Threat0.012803185
Severe Toxicity0.012207031
Moderate 0.3367073 Low Con 0.219 Humor_Satire
Feb 20, 2026 Inside Canada's Indian Metropolis (Brampton)
I like the how the shirtless guy is complaining about his neighbors walking around naked in their house. Lead by example and put on a shirt.
I like the how the shirtless guy is complaining about his neighbors walking around naked in their house. Lead by example and put on a shirt.
Identity Attack0.019877186
Insult0.15769513
Profanity0.098377466
Threat0.011741633
Severe Toxicity0.008354187
Low Tox 0.29953843 Moderate Con 0.435 Humor_Satire
Sep 19, 2025 406 likes Inside Canada's Indian Metropolis (Brampton)
9:00 he said” they never cover the windows they walk around naked “while he was walking around shirtless in the streets ironic?
9:00 he said” they never cover the windows they walk around naked “while he was walking around shirtless in the streets ironic?
Identity Attack0.01656105
Insult0.054376744
Profanity0.15195307
Threat0.014393489
Severe Toxicity0.011138916
Low Tox 0.29405528 Low Con 0.297
Sep 19, 2025 11 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.