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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 #}

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Active: "This is the same guy …" 1,684 comments · Page 23 of 68
Makes you hope that the fat guy on a scooter will one day rely on an African doctor or Nurse that happen to see the video and recognizes his face
Makes you hope that the fat guy on a scooter will one day rely on an African doctor or Nurse that happen to see the video and recognizes his face
Identity Attack0.36702603
Insult0.40243408
Profanity0.17008601
Threat0.021645326
Severe Toxicity0.023076924
Moderate 0.42568782 Low Con 0.291 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
You guys are not Canadian . Your ancestors are invaders. The same thing u guys did during the colonial era . They thought the same 😂😂. Now what u do is what u reap😂😂😂
You guys are not Canadian . Your ancestors are invaders. The same thing u guys did during the colonial era . They thought the same 😂😂. Now what u do is what u reap😂😂😂
Identity Attack0.37012735
Insult0.40698266
Profanity0.06596114
Threat0.011275585
Severe Toxicity0.023076924
Moderate 0.42568782 Low Con 0.245 Identity_Assertion
Feb 11, 2026 1 likes Inside Canada's Indian Invasion...
No matter how much you guys hate us Indians but it is a reality that your big companies need an Indian guy to work because you all are either not qualified enough for any job …
No matter how much you guys hate us Indians but it is a reality that your big companies need an Indian guy to work because you all are either not qualified enough for any job in your own country or soo busy in just hating black people/white people (in short racism) Today we are capable enough to take over any job in any country that's the reason of all this hate coming towards us 😂 And I know there are some people who lack civic sense in general but come on have you seen your people? It is common everywhere but you guys are soo jealous of Indians that you are just ready to target us
Identity Attack0.44690517
Insult0.3388922
Profanity0.25915453
Threat0.038911607
Severe Toxicity0.023927659
Moderate 0.42568782 Constructive 0.56 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
9:00 "they walk naked" , says the half naked guy
9:00 "they walk naked" , says the half naked guy
Identity Attack0.05794714
Insult0.16989174
Profanity0.28593817
Threat0.016292779
Severe Toxicity0.023076924
Moderate 0.42349213 Low Con 0.21 Humor_Satire
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Deport All the Indians that have come to Canada in the last 15 years. The ones that came 20 years ago are fine. This country has Fallen, we were Invaded without a shot ever being …
Deport All the Indians that have come to Canada in the last 15 years. The ones that came 20 years ago are fine. This country has Fallen, we were Invaded without a shot ever being fired. My guy on the bike is speaking for Real Canadians
Identity Attack0.49584505
Insult0.25800487
Profanity0.043165036
Threat0.13414288
Severe Toxicity0.023076924
Moderate 0.42349213 Moderate Con 0.475 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Love the honesty. The white guys comment concerning African people is an uneducated comment.
Love the honesty. The white guys comment concerning African people is an uneducated comment.
Identity Attack0.4774257
Insult0.33964422
Profanity0.08613731
Threat0.008259222
Severe Toxicity0.016383713
Moderate 0.42349213 Moderate Con 0.475 Moral_Argument
Feb 25, 2026 Inside Canada's Indian Invasion...
9:29 Dude what are you harrassing that guy? Why did you come here ? He didn't come here coz of you. He came here for his reasons okay. That's like me holding up your collar …
9:29 Dude what are you harrassing that guy? Why did you come here ? He didn't come here coz of you. He came here for his reasons okay. That's like me holding up your collar for every crime commited by white people across Americas its like you're trying to provoke people against each other
Identity Attack0.38215697
Insult0.21368977
Profanity0.19278693
Threat0.05721026
Severe Toxicity0.023076924
Moderate 0.42129645 Constructive 0.543
Jan 17, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
That guy on the bicycle has probably never travelled out of Canada and probably only met 2-3 Africans yet he says he hates them 😂😂😂
That guy on the bicycle has probably never travelled out of Canada and probably only met 2-3 Africans yet he says he hates them 😂😂😂
Identity Attack0.49855098
Insult0.25800487
Profanity0.09001675
Threat0.009359611
Severe Toxicity0.020257099
Moderate 0.42129645 Low Con 0.25 Humor_Satire
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
White guy is spitting facts
White guy is spitting facts
Identity Attack0.46028158
Insult0.28586254
Profanity0.22105443
Threat0.021472665
Severe Toxicity0.023076924
Moderate 0.42129645 Low Con 0.289 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
5:11 love this fkn guy 😂
5:11 love this fkn guy 😂
Identity Attack0.02439919
Insult0.17610447
Profanity0.5013569
Threat0.011508608
Severe Toxicity0.02378681
Moderate 0.42129645 Moderate Con 0.339
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The one guy nailed it... "At least they're better than the Africans" 🤣
The one guy nailed it... "At least they're better than the Africans" 🤣
Identity Attack0.5124616
Insult0.24835461
Profanity0.15019037
Threat0.011819307
Severe Toxicity0.023076924
Moderate 0.42129645 Low Con 0.276 Identity Attack Identity_Assertion
Feb 3, 2026 Inside Canada's Indian Invasion...
The guy on the bike is a savage 😅😅
The guy on the bike is a savage 😅😅
Identity Attack0.061130337
Insult0.40243408
Profanity0.21348765
Threat0.012854968
Severe Toxicity0.019740647
Moderate 0.41910073 Moderate Con 0.306 Humor_Satire
Feb 7, 2026 Inside Canada's Indian Invasion...
Funny ! How this guy is calling it as a " INVASION " when all of these indian people entered canada legally and assimilated into canadian culture . I reguard this vlog as an disgusting …
Funny ! How this guy is calling it as a " INVASION " when all of these indian people entered canada legally and assimilated into canadian culture . I reguard this vlog as an disgusting attempt to smear and tarnish the reputation of Good honest and hard working south asians .
Identity Attack0.4482637
Insult0.39743927
Profanity0.07708528
Threat0.00933372
Severe Toxicity0.018449519
Moderate 0.41910073 Constructive 0.573 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
https://www.youtube.com/shorts/XuWr9DoH1JI here's a better take on reality Brian, so quit trying to push your BS agenda of the dream that isn't, never was here's another one for your delusions https://www.youtube.com/shorts/Gyzd_0167AM then tell the guy who …
https://www.youtube.com/shorts/XuWr9DoH1JI here's a better take on reality Brian, so quit trying to push your BS agenda of the dream that isn't, never was here's another one for your delusions https://www.youtube.com/shorts/Gyzd_0167AM then tell the guy who had to go to Australia 20 yrs ago, to become a Dr, then the US for Residency spot, that we had a wonderful immigration system/policy, lazy, incompetent politicians, leaders, that's what we've had for 50 years of lies
Identity Attack0.04693319
Insult0.47357693
Profanity0.09868695
Threat0.007948523
Severe Toxicity0.0128976675
Moderate 0.41910073 Moderate Con 0.443 Policy_Critique
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
Ahh they found the end boss groyper lol vest bike guy is unhinged
Ahh they found the end boss groyper lol vest bike guy is unhinged
Identity Attack0.038425524
Insult0.40420914
Profanity0.3158166
Threat0.012751401
Severe Toxicity0.022839356
Moderate 0.41690505 Low Con 0.139 Meta_Commentary
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...
Not the eating the poo guy right off the rip.. this is gonna be good
Not the eating the poo guy right off the rip.. this is gonna be good
Identity Attack0.026408968
Insult0.3388922
Profanity0.33954415
Threat0.07399795
Severe Toxicity0.023076924
Moderate 0.41445592 Low Con 0.187
Jan 27, 2026 230 likes Inside Canada's Indian Invasion...
as a canadian when i was a kid the only indian i ever seen was a guy named apu you know from the simpsons now they are everywhere....make it stop please we dont want indians …
as a canadian when i was a kid the only indian i ever seen was a guy named apu you know from the simpsons now they are everywhere....make it stop please we dont want indians here not being rasict just dont want my culture and country to be tunred into india 2.0.
Identity Attack0.5051609
Insult0.27558193
Profanity0.06495911
Threat0.010809537
Severe Toxicity0.023076924
Moderate 0.41445592 Constructive 0.576 Identity Attack Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
8:47 this guy is full of contradictions he says they dont work and immediately says they work for indians and then says uber. He puts the classic prejudiced blanket "they are dirty people". "hotels and …
8:47 this guy is full of contradictions he says they dont work and immediately says they work for indians and then says uber. He puts the classic prejudiced blanket "they are dirty people". "hotels and places to stay" is absurd that's misinformation, they neve get free hotels those are for europe and african refugees the indians temporarily move into overcrowded houses or apartments until they familiarize with the new country so they can minimize sky high rents and find friends and support but eventually move to their own condos as soon as they finish their courses and land jobs. Funniest of all 8:59 He says "they roam naked?" never saw indians naked here the only person naked is you man. Get well soon.
Identity Attack0.3825363
Insult0.35677677
Profanity0.2268346
Threat0.023026628
Severe Toxicity0.023076924
Moderate 0.41445592 Constructive 0.631 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
That guy on a cycle was beyond rasict my god
That guy on a cycle was beyond rasict my god
Identity Attack0.27991617
Insult0.38852
Profanity0.20916378
Threat0.012854968
Severe Toxicity0.022452017
Moderate 0.41168427 Moderate Con 0.321 Meta_Commentary
Feb 27, 2026 Inside Canada's Indian Invasion...
That hindu guy at 15:00 is telling a lie. Hindus have a layered caste system and pecking order. There’s no intermarriage between the castes and neither is there mobility between them. The lowest castes are …
That hindu guy at 15:00 is telling a lie. Hindus have a layered caste system and pecking order. There’s no intermarriage between the castes and neither is there mobility between them. The lowest castes are exploited to do all the dirty jobs and hard labor in the country.
Identity Attack0.46028158
Insult0.34782293
Profanity0.10611444
Threat0.013010317
Severe Toxicity0.020902663
Moderate 0.41168427 Moderate Con 0.386
Nov 5, 2025 Inside Canada's Indian Metropolis (Brampton)
Brampton resident here. It’s a living nightmare. You know why our insurance is the highest in the country? Indians drive drunk. If you are white teenager you cannot find a job unless your last name …
Brampton resident here. It’s a living nightmare. You know why our insurance is the highest in the country? Indians drive drunk. If you are white teenager you cannot find a job unless your last name is Patel or Singh. Most Indians are friendly and I don’t have a problem with them. They come to Brampton because in Punjab they have posters of Brampton on their travel agencies to be among their people. Now the guy on the bike, lmao. Thanks Tyler for making the bike guy our white ambassador. Brampton resident here. It’s a living nightmare. You know why our insurance is the highest in the country? Indians drive drunk. If you are a white teenager, you cannot find a job unless your last name is Patel or Singh. Most Indians are friendly, and I don’t have a problem with them. They come to Brampton because in Punjab, they have posters of Brampton in their travel agencies to be among their people. Now, the guy on the bike, lmao. Thanks, Tyler, for making the bike guy our white ambassador.
Identity Attack0.46028158
Insult0.36537176
Profanity0.20808282
Threat0.02924249
Severe Toxicity0.023223408
Moderate 0.41168427 Constructive 0.712 Personal_Narrative
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
😮the guy with the bike is very basic…. Not an ounce of intelligence in there👀…. He’s an immigrant….I feel for the native Canadians having to see their beloved country experience a second wave of colonisation …
😮the guy with the bike is very basic…. Not an ounce of intelligence in there👀…. He’s an immigrant….I feel for the native Canadians having to see their beloved country experience a second wave of colonisation … the white Canadians are immigrants just like the Indians 🙄
Identity Attack0.46028158
Insult0.34782293
Profanity0.037904397
Threat0.008582866
Severe Toxicity0.01935331
Moderate 0.41168427 Moderate Con 0.394 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I love the bike guy, speaks the truth! Canadas so clapped Indians ruined it
I love the bike guy, speaks the truth! Canadas so clapped Indians ruined it
Identity Attack0.4911651
Insult0.3388922
Profanity0.099305905
Threat0.026479885
Severe Toxicity0.021935565
Moderate 0.40891263 Moderate Con 0.449 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
i-m from Romania and i have a friend who moved to Canada 15 years ago after finishing highschool, for a better life. He had a business there, married a girl (from Canada) and had kids. …
i-m from Romania and i have a friend who moved to Canada 15 years ago after finishing highschool, for a better life. He had a business there, married a girl (from Canada) and had kids. Last month they all moved back to Romania after selling the business, i asked him why, he told me it-s because he was the only white guy in the hood, only browns and trash, pooping on the streets, etc, i did not belive him but now i see this video!! i-m sharing this with him hahahah
Identity Attack0.45348886
Insult0.36798462
Profanity0.2661772
Threat0.011042561
Severe Toxicity0.023076924
Moderate 0.40614098 Constructive 0.626 Personal_Narrative
Jan 29, 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.