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: "The zoom in on the …" 17 comments
7:53 why zoom in on sandals. You are so fucking pathetic
7:53 why zoom in on sandals. You are so fucking pathetic
Identity Attack0.12735364
Insult0.7492263
Profanity0.844891
Threat0.025098583
Severe Toxicity0.45895407
Toxic 0.944597 Low Con 0.213 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
You claim not to be racist, yet you zoom in on a man wearing slides as if he’s committing a crime? You cut to videos of only filthy street food and people doing disgusting things, …
You claim not to be racist, yet you zoom in on a man wearing slides as if he’s committing a crime? You cut to videos of only filthy street food and people doing disgusting things, generalizing an entire country based on hateful reels that I know you make as well. This adds fuel to the fire. By your logic, you probably live in a crack den, surviving on canned beans and food I wouldn’t even feed my farm animals, doped up on speed, living the American dream? I should make a video showing Tyler Oliveira’s homeland and cut to montages of Kensington, Philadelphia, Skidrow, and all those poor homeless communities you visit and antagonize for views and money. I should show all the weirdos that you know wander the streets of the country you call home, hurting and killing people in the name of beef or some ridiculously moronic bullshit. At least I don’t have to worry about getting shot or kidnapped by masked men in my country, but go on, bro, focus on the poop slingers and beggars. I’m absolutely not against you making videos on such topics, highlighting the abuse of the immigration system in both countries is important and above that, is your right to express yourself or report on. However, adding these unwanted tangents for clout and view baiting is not the definition of “independent journalism” that you claim to do. I was a huge fan of yours, but ever since you started making content about immigrants in New York City, you’ve gone down a very dark path. I hope you reflect on your actions and reconsider your outlook on the world.
Identity Attack0.12556632
Insult0.44126466
Profanity0.1308005
Threat0.02613456
Severe Toxicity0.023076924
Moderate 0.42349213 Constructive 0.686 Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
For all the Indians reading comments here We are hated because of these: - Abandoning shopping carts in walmart/supermarket parking lot, or dragging the carts to the place where you live and throwing it by …
For all the Indians reading comments here We are hated because of these: - Abandoning shopping carts in walmart/supermarket parking lot, or dragging the carts to the place where you live and throwing it by the roadside - Zooming past two way/four way stop signal - Unnecessarily accelerating and revving cars while driving through a residential area. Trust me ITS NOT "COOL" - Playing Punjabi gangster rap music at full volume, or talking loudly on phone when using public transport - Talking loudly with friends in places where we are expected to talk softly: Hospitals, museums, art gallery government/visa office, Medical centers/clinic - Stretching yours legs over the opposite empty seat while travelling in bus or train. Crowding the Handicap ramp to access GO train because it makes it easier to board the train (WTF!). - Suddenly switching lanes and turning into streets without using the indicator. - Opening the car door in full swing and leaving a dent/scratch on the next car at parking lots. Not so much as a courtesy to leave a sorry note. - Stealthily walking the dog at night and not picking up after dog - Throwing the car's garbage towards the direction of the dustbin when driving past a bus stop in residential area. - No basic etiquette and manners of wishing, thanking or apologizing. Did you know you are supposed to greet/wish the bus driver when you board a bus? - Refusing to speak in English while in Indian populated city. - Brampton, even worse - trying to fake an accent when you suck at grammar - Partying loudly through the night with no regards to neighbors - Culture dumping - deliberately bursting crackers when the city has banned it, making agni kund in backyard without taking safety precautions, its a fire hazard for houses built of wood, loudly playing mantras/bhajans early morning when you are living in a Condo/apartment - Not caring to shovel snow off footpath - Not showering after you've cooked at home and smelling like curry in the office. Guys Please be better!
Identity Attack0.44690517
Insult0.33154017
Profanity0.25458565
Threat0.09316374
Severe Toxicity0.02449106
Moderate 0.41690505 Constructive 0.614 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
7:53 you outed yourself as a bigot when you decided it was a great decision to zoom in on the sliders.
7:53 you outed yourself as a bigot when you decided it was a great decision to zoom in on the sliders.
Identity Attack0.060675595
Insult0.336253
Profanity0.12727508
Threat0.009100696
Severe Toxicity0.013091337
Moderate 0.37751234 Low Con 0.29 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
What a funking irony - this Rempel garner women was in India’s lap in conservative leadership race. She was with Patrick Brown and Indians told to her to quit. She ‘left’ politics to focus on …
What a funking irony - this Rempel garner women was in India’s lap in conservative leadership race. She was with Patrick Brown and Indians told to her to quit. She ‘left’ politics to focus on her personal life and came back as soon as Indians succeeded to put Piere as a leader instead of Patrick. Later bunch of material, testimonies came out about she being on a zoom call and Indians saying they don’t like she is running Patrick brown’s campaign. Foreign interference report exposed her pretty good but I guess canadians really are blind to the fact that while they are taking out their anger on immigrants their country is compromised and sold put by their own trusted politicians and that too, to a third world country like India!
Identity Attack0.27171627
Insult0.31740165
Profanity0.33453682
Threat0.013010317
Severe Toxicity0.021548226
Moderate 0.36095104 Moderate Con 0.499
Sep 30, 2025 IRCC Names India in Study …
7:51 LOL THE ZOOM IN ON THE SLIPPERS SO REAL THOUGH IT WAS LIKE -20 OR SOMETHING AND WE SAW SOME PUNJABI GUY WEARING SLIPPERS LIKE ITS NOTHING
7:51 LOL THE ZOOM IN ON THE SLIPPERS SO REAL THOUGH IT WAS LIKE -20 OR SOMETHING AND WE SAW SOME PUNJABI GUY WEARING SLIPPERS LIKE ITS NOTHING
Identity Attack0.2331515
Insult0.100019015
Profanity0.17055123
Threat0.026652548
Severe Toxicity0.023076924
Moderate 0.32971194 Moderate Con 0.314 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
the zoom in on the toes was diabolical 😭🙏🙏
the zoom in on the toes was diabolical 😭🙏🙏
Identity Attack0.012842959
Insult0.081508696
Profanity0.22723788
Threat0.012130005
Severe Toxicity0.014640691
Moderate 0.30527395 Moderate Con 0.311 Humor_Satire
Feb 8, 2026 Inside Canada's Indian Invasion...
Zooming into the man’s flip flops got me 😂
Zooming into the man’s flip flops got me 😂
Identity Attack0.012139536
Insult0.05086332
Profanity0.15019037
Threat0.021472665
Severe Toxicity0.010223389
Low Tox 0.23343207 Moderate Con 0.327 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
7:54 why yall zooming in on his feet🤣 bros thinking of the reels
7:54 why yall zooming in on his feet🤣 bros thinking of the reels
Identity Attack0.022188433
Insult0.053791173
Profanity0.09098661
Threat0.025961896
Severe Toxicity0.0104522705
Low Tox 0.21241048 Moderate Con 0.309 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
7:50 why his footwear is zoomed is it not okay to wear in canada or usa does it make look cheap?? Can anybody explain i never went outside india
7:50 why his footwear is zoomed is it not okay to wear in canada or usa does it make look cheap?? Can anybody explain i never went outside india
Identity Attack0.11512129
Insult0.05144889
Profanity0.040409464
Threat0.00746953
Severe Toxicity0.0059890747
Low Tox 0.20009702 Moderate Con 0.414 Question
Jan 29, 2026 Inside Canada's Indian Invasion...
7:53 that zoom was not necessary lmao
7:53 that zoom was not necessary lmao
Identity Attack0.012943448
Insult0.032799274
Profanity0.09961538
Threat0.011819307
Severe Toxicity0.009994507
Low Tox 0.17891699 Low Con 0.288 Meta_Commentary
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
Can anyone tell me why did you zoom at slippers ? Like why it’s bad that you can see his feet or you can wear with socks .
Can anyone tell me why did you zoom at slippers ? Like why it’s bad that you can see his feet or you can wear with socks .
Identity Attack0.006030651
Insult0.030044744
Profanity0.052934792
Threat0.009307829
Severe Toxicity0.0044059753
Low Tox 0.14950264 Moderate Con 0.324 Meta_Commentary
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Whyd he zoom in on his feet lol
Whyd he zoom in on his feet lol
Identity Attack0.005253696
Insult0.026315894
Profanity0.035649836
Threat0.009903334
Severe Toxicity0.003604889
Low Tox 0.10002319 Moderate Con 0.305 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Why the zoom-in on the sandals, lol!
Why the zoom-in on the sandals, lol!
Identity Attack0.0050317086
Insult0.02425329
Profanity0.030389199
Threat0.0077284453
Severe Toxicity0.0026893616
Low Tox 0.08637348 Moderate Con 0.303 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
The zoom in on the flip flops 😂
The zoom in on the flip flops 😂
Identity Attack0.0054756827
Insult0.02122384
Profanity0.050429728
Threat0.009437286
Severe Toxicity0.0038337708
Low Tox 0.08320791 Low Con 0.3 Humor_Satire
Mar 1, 2026 Inside Canada's Indian Invasion...
The zoom in on the sandals 🤣🤣
The zoom in on the sandals 🤣🤣
Identity Attack0.006178642
Insult0.02173949
Profanity0.03189224
Threat0.008686432
Severe Toxicity0.0032806396
Low Tox 0.079250954 Moderate Con 0.33 Humor_Satire
Jan 27, 2026 142 likes Inside Canada's Indian Invasion...
7:53 the zoom in 😭😭💀
7:53 the zoom in 😭😭💀
Identity Attack0.0018036455
Insult0.014276917
Profanity0.08128801
Threat0.006136116
Severe Toxicity0.007820129
Low Tox 0.045873325 Moderate Con 0.32 Meta_Commentary
Jan 28, 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.