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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: "shithole now" 79 comments · Page 1 of 4
The USA is a SHITHOLE country.
The USA is a SHITHOLE country.
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.59569114
Insult0.8123767
Profanity0.70424056
Threat0.0058576916
Severe Toxicity0.00054180215
Toxic 0.96686715 Identity Attack Insult Comparative_Framing
Dec 9, 2025
Fuck them ungreatful assholes. Do not turn your host country to a shithole that you left.
Fuck them ungreatful assholes. Do not turn your host country to a shithole that you left.
Inside Canada's Indian Invasion... · 43: Cluster #42
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.8012121
Profanity0.9342644
Threat0.1348172
Severe Toxicity0.52891463
Toxic 0.9563754 Low Con 0.258 Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Burn all of these fuckers!!! Filth!!! They leave the shithole that is India to move anywhere else, only to turn those places into the squalars from which they came!!!
Burn all of these fuckers!!! Filth!!! They leave the shithole that is India to move anywhere else, only to turn those places into the squalars from which they came!!!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6106996
Insult0.7782364
Profanity0.85672
Threat0.6943677
Severe Toxicity0.61476606
Toxic 0.9563754 Low Con 0.188 Identity Attack Insult Threat Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Who'd want to go to that shithole when you're from Canada anyway????
Who'd want to go to that shithole when you're from Canada anyway????
· 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.04145194
Insult0.51100826
Profanity0.7262083
Threat0.002239277
Severe Toxicity0.0001510902
Toxic 0.92318267 Insult
Dec 9, 2025
STAY IN YOUR SHITHOLE
STAY IN YOUR SHITHOLE
Inside Canada's Indian Metropolis (Brampton) · 201: Cluster #200
Close reading → Discourse → Video sentiment →
Identity Attack0.08087392
Insult0.67254376
Profanity0.83974665
Threat0.02924249
Severe Toxicity0.4379392
Toxic 0.9061063 Low Con 0.215 Insult Identity_Assertion
Oct 4, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
India is a SHITHOLE. I pee on Indian flag 🇮🇳 🤮
India is a SHITHOLE. I pee on Indian flag 🇮🇳 🤮
Inside Canada's Indian Invasion... · 34: Cluster #33
Close reading → Discourse → Video sentiment →
Identity Attack0.77429146
Insult0.7065844
Profanity0.764141
Threat0.1329628
Severe Toxicity0.5843659
Toxic 0.9029226 Low Con 0.237 Identity Attack Insult Fear_Threat
Mar 1, 2026 4 likes Inside Canada's Indian Invasion...
Im so sick of Canada turning into a shithole full of scumbags
Im so sick of Canada turning into a shithole full of scumbags
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.78882504
Profanity0.70864636
Threat0.011819307
Severe Toxicity0.35368225
Toxic 0.89241093 Moderate Con 0.302 Identity Attack Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Filthy people. GTA is a shithole now
Filthy people. GTA is a shithole now
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.27875587
Insult0.7344449
Profanity0.7809412
Threat0.013113883
Severe Toxicity0.35368225
Toxic 0.88599813 Low Con 0.19 Insult Fear_Threat
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
"Its like home" Yes, because they made it that way. Fucking disgusting, coming to another country and turning it into your own shithole country
"Its like home" Yes, because they made it that way. Fucking disgusting, coming to another country and turning it into your own shithole country
Inside Canada's Indian Invasion... · 101: Cluster #100
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.6306599
Profanity0.85672
Threat0.0113014765
Severe Toxicity0.3735507
Toxic 0.88599813 Low Con 0.244 Identity Attack Insult Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Tired of this shit (no pun intended). Nuke that shithole country already
Tired of this shit (no pun intended). Nuke that shithole country already
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.62169385
Profanity0.8089582
Threat0.50307727
Severe Toxicity0.45510182
Toxic 0.8778702 Low Con 0.227 Identity Attack Insult Threat Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
the new immigrants ruin it for the older ones who had already assimilated to the culture and left the shithole country behind bc it is a literal shit hole
the new immigrants ruin it for the older ones who had already assimilated to the culture and left the shithole country behind bc it is a literal shit hole
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.65865606
Profanity0.7785769
Threat0.021127338
Severe Toxicity0.35368225
Toxic 0.8629672 Moderate Con 0.314 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada is a shithole.
Canada is a shithole.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.58354634
Insult0.6831271
Profanity0.7785769
Threat0.010602405
Severe Toxicity0.35130173
Toxic 0.85850734 Low Con 0.26 Identity Attack Insult Policy_Critique
Sep 9, 2025 Why Canadians Are Turning Against …
Brampton has always been a Shithole going back at least 50 years. Horrible place and the white people are complete retards lol .
Brampton has always been a Shithole going back at least 50 years. Horrible place and the white people are complete retards lol .
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.7426507
Insult0.7657292
Profanity0.70864636
Threat0.023026628
Severe Toxicity0.44860926
Toxic 0.85850734 Low Con 0.278 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
India is a shithole. Let's be honest.
India is a shithole. Let's be honest.
Inside Canada's Indian Invasion... · 34: Cluster #33
Close reading → Discourse → Video sentiment →
Identity Attack0.69783735
Insult0.6675394
Profanity0.79449326
Threat0.016638106
Severe Toxicity0.35368225
Toxic 0.8540474 Low Con 0.188 Identity Attack Insult Identity_Assertion
Feb 3, 2026 Inside Canada's Indian Invasion...
TYFYS Canada is now an awful shithole
TYFYS Canada is now an awful shithole
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.67735565
Profanity0.7673477
Threat0.011482717
Severe Toxicity0.35368225
Toxic 0.85333383 Low Con 0.199 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Send those repulsive people back to their shithole country
Send those repulsive people back to their shithole country
Inside Canada's Indian Invasion... · 43: Cluster #42
Close reading → Discourse → Video sentiment →
Identity Attack0.6682205
Insult0.7218519
Profanity0.6983885
Threat0.13245705
Severe Toxicity0.44787344
Toxic 0.85333383 Low Con 0.108 Identity Attack Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canada is a SHITHOLE..
Canada is a SHITHOLE..
Inside Canada's Indian Metropolis (Brampton) · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.58354634
Insult0.68668073
Profanity0.7246992
Threat0.011379151
Severe Toxicity0.35368225
Toxic 0.85333383 Low Con 0.196 Identity Attack Insult Identity_Assertion
Jan 6, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
You misspelled shithole
You misspelled shithole
Inside Canada's Indian Metropolis (Brampton) · 201: Cluster #200
Close reading → Video sentiment →
Identity Attack0.07425626
Insult0.6798578
Profanity0.8089582
Threat0.012181788
Severe Toxicity0.3494667
Toxic 0.85173553 Moderate Con 0.325 Insult
Nov 28, 2025 Inside Canada's Indian Metropolis (Brampton)
Why do you think you’re one of us? You aren’t “one of the good ones” you’re dirty immigrant family will go back to whatever shithole you came from alongside the rest of them playing wannabe …
Why do you think you’re one of us? You aren’t “one of the good ones” you’re dirty immigrant family will go back to whatever shithole you came from alongside the rest of them playing wannabe white guy isn’t going to save you dumbass
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6227552
Insult0.7804726
Profanity0.6672561
Threat0.064645745
Severe Toxicity0.45895407
Toxic 0.85173553 Low Con 0.173 Identity Attack Insult Fear_Threat
Feb 3, 2026 Inside Canada's Indian Invasion...
Ngl India is a shithole
Ngl India is a shithole
Inside Canada's Indian Invasion... · 34: Cluster #33
Close reading → Discourse → Video sentiment →
Identity Attack0.6778536
Insult0.6675394
Profanity0.78491896
Threat0.025098583
Severe Toxicity0.44969136
Toxic 0.85173553 Moderate Con 0.309 Identity Attack Insult Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada has turned into a shithole country.
Canada has turned into a shithole country.
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.65231085
Profanity0.70864636
Threat0.010654188
Severe Toxicity0.30763787
Toxic 0.8403191 Low Con 0.201 Identity Attack Insult Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
Canada is a shithole country now
Canada is a shithole country now
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.56445944
Insult0.6336687
Profanity0.759977
Threat0.012906751
Severe Toxicity0.35148153
Toxic 0.8364697 Low Con 0.25 Identity Attack Insult Fear_Threat
Jan 28, 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.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
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)
Indian motherland Canada! shithole in India
Indian motherland Canada! shithole in India
Inside Canada's Indian Invasion... · 36: Cluster #35
Close reading → Discourse → Video sentiment →
Identity Attack0.6682205
Insult0.6120431
Profanity0.70864636
Threat0.029933142
Severe Toxicity0.45895407
Toxic 0.83334327 Low Con 0.181 Identity Attack Insult Identity_Assertion
Feb 27, 2026 Inside Canada's Indian Invasion...
Damn even Canada as it stands now is still better than the shithole they left...
Damn even Canada as it stands now is still better than the shithole they left...
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.2964622
Insult0.62169385
Profanity0.7796426
Threat0.011974656
Severe Toxicity0.2847981
Toxic 0.8299589 Low Con 0.249 Insult
Sep 23, 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.