Skip to content
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
Active: "This is the same guy …" 1,684 comments · Page 67 of 68
Can we see the full interview of the bike guy. He speaks for us
Can we see the full interview of the bike guy. He speaks for us
Identity Attack0.0035517942
Insult0.011958904
Profanity0.013678487
Threat0.0074824756
Severe Toxicity0.0011253357
Low Tox 0.02308189 Moderate Con 0.444 Call_To_Action
Feb 5, 2026 16 likes Inside Canada's Indian Invasion...
Protect the bike guy at all costs
Protect the bike guy at all costs
Identity Attack0.0032558115
Insult0.009640889
Profanity0.012892825
Threat0.0091524795
Severe Toxicity0.0012969971
Low Tox 0.022846194 Moderate Con 0.321 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Bike guy is my hero! Say it like it is brother! He found his chance to voice his opinions to a large audience and he took it!
Bike guy is my hero! Say it like it is brother! He found his chance to voice his opinions to a large audience and he took it!
Identity Attack0.0027933381
Insult0.0115029
Profanity0.013131939
Threat0.007327127
Severe Toxicity0.000910759
Low Tox 0.022374803 Constructive 0.618 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
There must be a solution. Don't give up on your country guys. The most beautiful country is Canada with kindest and most nicest people.
There must be a solution. Don't give up on your country guys. The most beautiful country is Canada with kindest and most nicest people.
Identity Attack0.008398513
Insult0.009982891
Profanity0.010621235
Threat0.006330303
Severe Toxicity0.0008392334
Low Tox 0.022256956 Constructive 0.541
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Bike guy 2028
Bike guy 2028
Identity Attack0.0042177555
Insult0.013212911
Profanity0.016342908
Threat0.008272167
Severe Toxicity0.0015926361
Low Tox 0.022256956 Low Con 0.299 Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Orange safety vest guy 2028
Orange safety vest guy 2028
Identity Attack0.0046247323
Insult0.013288911
Profanity0.015693882
Threat0.007365964
Severe Toxicity0.0016117096
Low Tox 0.022139108 Low Con 0.265
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I don't think the guy saying they wouldn't leave if they have to is creating the sympathy he seems to hope it will.
I don't think the guy saying they wouldn't leave if they have to is creating the sympathy he seems to hope it will.
Identity Attack0.0029598286
Insult0.011730902
Profanity0.012448754
Threat0.007340072
Severe Toxicity0.00092983246
Low Tox 0.022021262 Constructive 0.514 Meta_Commentary
Jan 15, 2026 15 likes 2.9 million Canadian temporary visas …
The bike guy is a legend 🙌
The bike guy is a legend 🙌
Identity Attack0.004606233
Insult0.011160898
Profanity0.01764096
Threat0.007909686
Severe Toxicity0.0016975403
Low Tox 0.021314176 Moderate Con 0.408 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
That guy on the bike is a legend!
That guy on the bike is a legend!
Identity Attack0.0035332954
Insult0.010590895
Profanity0.014566627
Threat0.008298059
Severe Toxicity0.0016021729
Low Tox 0.021196328 Moderate Con 0.38 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Bike guy is a hero.
Bike guy is a hero.
Identity Attack0.004328749
Insult0.012034904
Profanity0.014703264
Threat0.007637825
Severe Toxicity0.0014972687
Low Tox 0.02107848 Moderate Con 0.385 Solidarity
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Translating language is Hindi. The guy is not punjabi. He is Haryanvi.
Translating language is Hindi. The guy is not punjabi. He is Haryanvi.
Identity Attack0.013847848
Insult0.013288911
Profanity0.019690514
Threat0.0073789097
Severe Toxicity0.0016975403
Low Tox 0.020960633 Moderate Con 0.307 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
The guy on the bike kept it STRAIGHT, NO CHASER.
The guy on the bike kept it STRAIGHT, NO CHASER.
Identity Attack0.0017019014
Insult0.009260887
Profanity0.011031146
Threat0.008323951
Severe Toxicity0.0010156631
Low Tox 0.02048268 Moderate Con 0.364 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
bike guy made a lot of sense !
bike guy made a lot of sense !
Identity Attack0.0024603575
Insult0.0116169015
Profanity0.013200258
Threat0.006809296
Severe Toxicity0.0011396408
Low Tox 0.02035702 Moderate Con 0.459
Jan 27, 2026 Inside Canada's Indian Invasion...
10:26 this guy is one of the good ones. Paid his dues, studied hard, working as a nurse in a time where they are incredibly needed. Kudos brother.
10:26 this guy is one of the good ones. Paid his dues, studied hard, working as a nurse in a time where they are incredibly needed. Kudos brother.
Identity Attack0.0054756827
Insult0.009545889
Profanity0.017436003
Threat0.008867673
Severe Toxicity0.0016403198
Low Tox 0.019980038 Constructive 0.726
Oct 12, 2025 105 likes Inside Canada's Indian Metropolis (Brampton)
I am an electrical engineer who speaks fluent English and passable French, no health problems, 10 years of work experience, and I still havent gotten PR. How do these guys get PR?
I am an electrical engineer who speaks fluent English and passable French, no health problems, 10 years of work experience, and I still havent gotten PR. How do these guys get PR?
Identity Attack0.0059936526
Insult0.0096028885
Profanity0.01265371
Threat0.006822242
Severe Toxicity0.00089645386
Low Tox 0.019980038 Constructive 0.558 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
We dont you guys either our country is a stressful mess.its not really safe here.
We dont you guys either our country is a stressful mess.its not really safe here.
Identity Attack0.002118025
Insult0.003920698
Profanity0.00026842885
Threat0.0008427242
Severe Toxicity0.0000073765805
Low Tox 0.019699888 Fear_Threat
Dec 10, 2025
Bike guy is an absolute legend.
Bike guy is an absolute legend.
Identity Attack0.003884775
Insult0.011046898
Profanity0.015010698
Threat0.007262398
Severe Toxicity0.0012397766
Low Tox 0.019226074 Moderate Con 0.439 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
I know a guy who owns a veterinary practice in Brampton. He says their sign near the road gets taken out by a car almost monthly
I know a guy who owns a veterinary practice in Brampton. He says their sign near the road gets taken out by a car almost monthly
Identity Attack0.002830336
Insult0.008766884
Profanity0.011936366
Threat0.008867673
Severe Toxicity0.0010347366
Low Tox 0.018974753 Moderate Con 0.495 Personal_Narrative
Jan 27, 2026 16 likes Inside Canada's Indian Invasion...
The guy on the bike gave the best answers and commentary.
The guy on the bike gave the best answers and commentary.
Identity Attack0.0013689207
Insult0.011008898
Profanity0.010245483
Threat0.006770459
Severe Toxicity0.0007534027
Low Tox 0.018723432 Moderate Con 0.391 Meta_Commentary
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
This is happening forever… I met a guy in Montreal that was in a refugee process for 5/6 years , and at the end he was send out canada. In 2005. Living at the expense …
This is happening forever… I met a guy in Montreal that was in a refugee process for 5/6 years , and at the end he was send out canada. In 2005. Living at the expense of Canada from wealth-fare.
Identity Attack0.005401687
Insult0.009982891
Profanity0.009476901
Threat0.006058442
Severe Toxicity0.0006723404
Low Tox 0.018723432 Constructive 0.597 Personal_Narrative
Nov 20, 2025 6 likes Thousands of refugees allowed into …
Bike guy is a legend!
Bike guy is a legend!
Identity Attack0.0035887922
Insult0.011008898
Profanity0.014532468
Threat0.007262398
Severe Toxicity0.0013160706
Low Tox 0.01859777 Moderate Con 0.439 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
You found the one based guy in all of Canada. Legend
You found the one based guy in all of Canada. Legend
Identity Attack0.005919657
Insult0.011236899
Profanity0.009442741
Threat0.006304411
Severe Toxicity0.0007200241
Low Tox 0.01859777 Moderate Con 0.384 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
The guy on the bike is a legend !
The guy on the bike is a legend !
Identity Attack0.002626848
Insult0.010210892
Profanity0.013131939
Threat0.007573096
Severe Toxicity0.0012302399
Low Tox 0.017969469 Moderate Con 0.417 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
Why don’t they pay taxes??? The guy in the video said they don’t pay tax
Why don’t they pay taxes??? The guy in the video said they don’t pay tax
Identity Attack0.0021458757
Insult0.009488888
Profanity0.01173141
Threat0.0060778605
Severe Toxicity0.0007677078
Low Tox 0.017089844 Moderate Con 0.322 Unverified_Claim
Oct 11, 2025 Inside Canada's Indian Metropolis (Brampton)
That guy in the high-vis is a legend. He should run for mayor. Honest and well spoken.
That guy in the high-vis is a legend. He should run for mayor. Honest and well spoken.
Identity Attack0.0025713511
Insult0.010248893
Profanity0.011184863
Threat0.006977591
Severe Toxicity0.0007200241
Low Tox 0.015644746 Constructive 0.571 Personal_Narrative
Jan 27, 2026 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.