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: "These are Punjabis who are …" 343 comments · Page 4 of 14
As a indian I would just like to say that there are many reasons they are immigrating 1. They want to show off in front of their Indian relatives 2. They have a VERY BIG …
As a indian I would just like to say that there are many reasons they are immigrating 1. They want to show off in front of their Indian relatives 2. They have a VERY BIG inferiority complex thinking that Canada is some sort of heaven 3. To make some money and improve their quality of life(because if u don't study well here the quality of ur life decreases) As an Indian I just pity the people who must've lived there wherever indians go they treat it like sh*t I live in delhi it is not THAT bad as u might think for a matter of fact india is improving every day but still people like these are such douchebags And not being racist 99% of them are either Punjabis or gujaratis
Identity Attack0.44690517
Insult0.42167732
Profanity0.42102736
Threat0.015429466
Severe Toxicity0.049354076
Moderate 0.4574824 Constructive 0.617 Personal_Narrative
Feb 1, 2026 Inside Canada's Indian Metropolis (Brampton)
Most of Punjabi people destroy Canada education sector
Most of Punjabi people destroy Canada education sector
Identity Attack0.55044734
Insult0.3388922
Profanity0.14490221
Threat0.06561559
Severe Toxicity0.023076924
Moderate 0.4574824 Low Con 0.214 Identity Attack Unverified_Claim
Oct 3, 2025 IRCC Names India in Study …
As an indian and punjabi, i feel bad canada has to deal with all this nonsense. Please dont send them back to india. Keep these kh@listani there.
As an indian and punjabi, i feel bad canada has to deal with all this nonsense. Please dont send them back to india. Keep these kh@listani there.
Identity Attack0.4911651
Insult0.4596616
Profanity0.17987521
Threat0.017674083
Severe Toxicity0.023076924
Moderate 0.4574824 Constructive 0.56
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Punjabi = poopjeet
Punjabi = poopjeet
Identity Attack0.46028158
Insult0.5015486
Profanity0.39409557
Threat0.064969026
Severe Toxicity0.349583
Moderate 0.45703048 Moderate Con 0.324 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
India is not full of Trash Punjabis . We have 29 states of which Punjab is a small one
India is not full of Trash Punjabis . We have 29 states of which Punjab is a small one
Identity Attack0.46028158
Insult0.4378843
Profanity0.2813443
Threat0.010395273
Severe Toxicity0.024960563
Moderate 0.45090583 Low Con 0.276 Comparative_Framing
Feb 6, 2026 Inside Canada's Indian Invasion...
You can’t blame Indians if u look at it It’s full of punjabis
You can’t blame Indians if u look at it It’s full of punjabis
Identity Attack0.5135796
Insult0.33998606
Profanity0.17926037
Threat0.014566151
Severe Toxicity0.02453801
Moderate 0.44393396 Low Con 0.217 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
This video is aimed and targeted to profile and promote racial hatred. Canada is an immigrant country with diverse ethnic cultures. There are more than 500 mosques and a lot of synagogues, ukrainian churches as …
This video is aimed and targeted to profile and promote racial hatred. Canada is an immigrant country with diverse ethnic cultures. There are more than 500 mosques and a lot of synagogues, ukrainian churches as well. I cannot believe people are choosing to ignore the fact that a guy spews hatred towards black and brown people. It’s the governments job to take care of the mess they made, you don’t go calling a country’s citizens “they eat poop” white dude. Yes there can be shady people, just like some white shady dudes in LA and NYC. Let’s not forget Peter’s videos on the appalachians of the white lowlifes. A sikh cultural centre is NOT a temple. punjabis are not hindus. If you are taking documentaries atleast take it right, not biased.
Identity Attack0.44690517
Insult0.42367843
Profanity0.29209393
Threat0.020609349
Severe Toxicity0.023317307
Moderate 0.44002727 Constructive 0.534
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Punjabis take offence when they are called indians and demand a separate country. But they are called Indians as soon as all of their crimes, their illegal immigration scams and their only hiring other punjabi …
Punjabis take offence when they are called indians and demand a separate country. But they are called Indians as soon as all of their crimes, their illegal immigration scams and their only hiring other punjabi students scams or their diploma mill scams are being discussed. then it is "Indian Invasion" even though 95% of them are Punjabis
Identity Attack0.5135796
Insult0.4196762
Profanity0.22602804
Threat0.06939816
Severe Toxicity0.07542343
Moderate 0.4394682 Moderate Con 0.419 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
You should check out Burnside Gorge in Victoria BC. Between the City of Victoria's entire stock of Homeless shelters (in this one neighbourhood) and the city's entire stock of Sikh temples, Punjabi restaurants and East …
You should check out Burnside Gorge in Victoria BC. Between the City of Victoria's entire stock of Homeless shelters (in this one neighbourhood) and the city's entire stock of Sikh temples, Punjabi restaurants and East Indian clothing and grocery stores, it is a total sh*tpit - where people can't sleep at night because the Sikh punks are racing their cars up and down Burnside all night. Any whyte people who can, move out - leaving only the poorest, who can't afford to move, the homeless and the Punjabis.
Identity Attack0.46028158
Insult0.42881694
Profanity0.36452284
Threat0.027170537
Severe Toxicity0.024725812
Moderate 0.43720075 Constructive 0.552 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada is take over by Khalistani not Indians they don’t consider themselves Indian they are punjabi And they want different country 😂😂😂😂 inside india Even we don’t like them who wants to take apart our …
Canada is take over by Khalistani not Indians they don’t consider themselves Indian they are punjabi And they want different country 😂😂😂😂 inside india Even we don’t like them who wants to take apart our country india Our Indian government warn Canadian government not to allow these people in their country but they don’t listen they allow Khalistani tterrorists who are wanted or criminals in India So it’s canada government fault stop voting for leftist government
Identity Attack0.4911651
Insult0.37166002
Profanity0.043165036
Threat0.012958534
Severe Toxicity0.023076924
Moderate 0.4269174 Moderate Con 0.384 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Khalistanis are not true punjabis
Khalistanis are not true punjabis
Identity Attack0.5135796
Insult0.40243408
Profanity0.21132572
Threat0.034422375
Severe Toxicity0.09385906
Moderate 0.4269174 Low Con 0.161 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
Immigration is ok,just measure the numbers of crimes done by hindu/ Punjabis vs muslim immigrants and their high decimal mosques
Immigration is ok,just measure the numbers of crimes done by hindu/ Punjabis vs muslim immigrants and their high decimal mosques
Identity Attack0.5203519
Insult0.2838064
Profanity0.12158839
Threat0.053007595
Severe Toxicity0.059217658
Moderate 0.4269174 Low Con 0.233 Identity Attack Unverified_Claim
Nov 11, 2025 Inside Canada's Indian Metropolis (Brampton)
Punjabi back home in India wants other Migrants like Biharis to leave Punjab but want to be welcomed in Canada. Isn't it hypocrisy
Punjabi back home in India wants other Migrants like Biharis to leave Punjab but want to be welcomed in Canada. Isn't it hypocrisy
Identity Attack0.3857254
Insult0.4596616
Profanity0.057443913
Threat0.0076119336
Severe Toxicity0.013543231
Moderate 0.4269174 Moderate Con 0.458
Sep 19, 2025 7 likes Inside Canada's Indian Metropolis (Brampton)
Indian is not only Punjab.... India has 26 states, punjab is just one state.... Punjabi are crazy about Canada...... Not every Indian....
Indian is not only Punjab.... India has 26 states, punjab is just one state.... Punjabi are crazy about Canada...... Not every Indian....
Identity Attack0.46050715
Insult0.41530323
Profanity0.0887236
Threat0.0077802283
Severe Toxicity0.016512826
Moderate 0.4269174 Moderate Con 0.472 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
Canadians are the most oppressed nation living as third class citizens in their own country. We Canadians have now become slaves of Indian villager’s Punjabis. It seems that the Canadian government is against Canadians. It …
Canadians are the most oppressed nation living as third class citizens in their own country. We Canadians have now become slaves of Indian villager’s Punjabis. It seems that the Canadian government is against Canadians. It is time to expel Indian villager’s Punjabis to their country, Indian Punjab. Deport Deport
Identity Attack0.5075293
Insult0.3126888
Profanity0.04366605
Threat0.055270568
Severe Toxicity0.023076924
Moderate 0.4269174 Moderate Con 0.323 Identity Attack
Sep 28, 2025 IRCC Names India in Study …
Conestoga is one of Doug Ford’s donor we need an investigation who’s giving work permits to Punjabi Indians to come to Canada the minorities are living in fear for their childre’s future with the number …
Conestoga is one of Doug Ford’s donor we need an investigation who’s giving work permits to Punjabi Indians to come to Canada the minorities are living in fear for their childre’s future with the number of Indians in Canada we are facing racism in jobs hiring the same will happen to our children deport the scammers they are a threat to this country
Identity Attack0.46028158
Insult0.4302003
Profanity0.047674157
Threat0.04167421
Severe Toxicity0.022710243
Moderate 0.4269174 Moderate Con 0.466
Oct 3, 2025 1 likes IRCC Names India in Study …
You see a lot of Indian people it's not a people they all Indian students you know how much money the Canada has robbed before they come to the Canada you know you're not going …
You see a lot of Indian people it's not a people they all Indian students you know how much money the Canada has robbed before they come to the Canada you know you're not going to believe it that much money they've been paying before they come to the Canada they've not came free there or they not immigrant they are a student visa students from India so stop talking about Indians and punjabis seems where they are Indian your country who use the punjabis against India throwing a storms and bomb the planes Air India back in the '80s or I think 85 they blow one plane out and they are the innocent people right Make up your mind is those people are innocent punjabis and your country are human right champion and now suddenly everyone talking s*** about Indians
Identity Attack0.4830652
Insult0.36798462
Profanity0.10920923
Threat0.122295745
Severe Toxicity0.02383376
Moderate 0.4269174 Constructive 0.562 Identity_Assertion
Aug 26, 2025 Why Canadians Are Turning Against …
Punjabis has destroyed indians reputation 😂😅
Punjabis has destroyed indians reputation 😂😅
Identity Attack0.46028158
Insult0.39743927
Profanity0.2337357
Threat0.23696843
Severe Toxicity0.16960317
Moderate 0.42568782 Low Con 0.155 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Indian and Japanese here, I know this may come off as a little racist to my own culture, but Indian people are the most insufferable people on the planet. I don’t live in Brampton I’m …
Indian and Japanese here, I know this may come off as a little racist to my own culture, but Indian people are the most insufferable people on the planet. I don’t live in Brampton I’m in Australia but the majority of the Punjabi people here are so insufferable I can’t take it. (I’m Bengali fyi) it’s not just Punjabi people tho a lot of other dialects are like that, even where I’m from. But yeah, don’t attack me it’s just my opinion.
Identity Attack0.50515443
Insult0.36798462
Profanity0.2253223
Threat0.035113025
Severe Toxicity0.030523606
Moderate 0.42349213 Constructive 0.683 Identity Attack Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
They're living here now,after few years they claim Canada is theirs and even say they founded canada and all indigenous people were indians like they say here in the USA such a 💩jeet history manipulators. …
They're living here now,after few years they claim Canada is theirs and even say they founded canada and all indigenous people were indians like they say here in the USA such a 💩jeet history manipulators. Don't underestimate them save your lands from these punjabi invasion will they tolerate if we do the same there?
Identity Attack0.46028158
Insult0.40243408
Profanity0.19893537
Threat0.012647836
Severe Toxicity0.023076924
Moderate 0.41910073 Moderate Con 0.481 Fear_Threat
Feb 8, 2026 Inside Canada's Indian Invasion...
PIN THIS. The Indian invasion was a direct response to the trucker protest. Laying off the unvaccinated resulted in a “labor shortage” that justified all the Punjabis scamming their way into Canada. This is ethnic …
PIN THIS. The Indian invasion was a direct response to the trucker protest. Laying off the unvaccinated resulted in a “labor shortage” that justified all the Punjabis scamming their way into Canada. This is ethnic cleansing that all the parties are on. SAVE US AMERICA OR YOU WILL BE NEXT. The Punjabis already created a Brampton in California - Yuba city outside of Sacramento. Thats where the Punjabi truck driver fled to after killing people in Florida with his illegal u turn. SAVE US.
Identity Attack0.46028158
Insult0.34782293
Profanity0.0838743
Threat0.2836219
Severe Toxicity0.023692908
Moderate 0.41910073 Moderate Con 0.491 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
The Indians specially the Punjabis have destroyed the integrity of the Canadian Immigration system aided and abetted by Justin Trudeau.
The Indians specially the Punjabis have destroyed the integrity of the Canadian Immigration system aided and abetted by Justin Trudeau.
Identity Attack0.50588524
Insult0.28997475
Profanity0.0569429
Threat0.030278467
Severe Toxicity0.023076924
Moderate 0.41690505 Low Con 0.267 Identity Attack Identity_Assertion
Feb 23, 2026 2 likes LILLEY UNLEASHED: The fall of …
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...
4:04 Just Because Of Some Only Punjabis Urge To Go Canada You Tell Whole Country Dirty😞🫥😔
4:04 Just Because Of Some Only Punjabis Urge To Go Canada You Tell Whole Country Dirty😞🫥😔
Identity Attack0.35624164
Insult0.36709076
Profanity0.17241211
Threat0.010809537
Severe Toxicity0.023076924
Moderate 0.41445592 Low Con 0.246 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Haters gonna hate punjabis are 👌🏻👌🏻👌🏻🤘🏻🤘🏻
Haters gonna hate punjabis are 👌🏻👌🏻👌🏻🤘🏻🤘🏻
Identity Attack0.46028158
Insult0.39743927
Profanity0.2666764
Threat0.13313138
Severe Toxicity0.16960317
Moderate 0.41168427 Low Con 0.233 Solidarity
Jan 29, 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.