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 3 of 14
The Truth is: "PEOPLE ARE HYPOCRITE". People have double standards. People live in cognitive dissonance. "I came from Portugal or Poland but I don't like the new immigrants" isn't this funny. Canada has a short …
The Truth is: "PEOPLE ARE HYPOCRITE". People have double standards. People live in cognitive dissonance. "I came from Portugal or Poland but I don't like the new immigrants" isn't this funny. Canada has a short history, it was founded a couple of centuries ago, in that sense, every Canadian was an immigrant at some point. For them, the white people, the problem is not immigration, but the brown people. "We hindus don't say Christianity or islam is bad" liar......here in india majority of hindus hate muslims to their core, hindus don't like sikhs, they dont like Christians, hindus don't even like fellow hindus, that are so-called lower caste. And here in punjab some portion of punjabis are furious about the migration of workers, labourers that come from UP & Bihar provinces. In their mind, the migration is an existential threat to the punjabi identity and community. But those hypocrites don't think like that when they move to abroad.
Identity Attack0.46028158
Insult0.56997263
Profanity0.1067334
Threat0.00899713
Severe Toxicity0.023076924
Moderate 0.53579444 Constructive 0.545 Insult
Oct 10, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
These bloody Punjabis' behaviour is reflecting upon all Indians as a group. Even in new zealand it's always Punjabis who are the troublemakers, and it leads to people hating all Indians.
These bloody Punjabis' behaviour is reflecting upon all Indians as a group. Even in new zealand it's always Punjabis who are the troublemakers, and it leads to people hating all Indians.
Identity Attack0.56445944
Insult0.5130944
Profanity0.32658687
Threat0.11002964
Severe Toxicity0.16960317
Moderate 0.52811706 Constructive 0.507 Identity Attack Insult Identity_Assertion
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
Deport all Punjabi Indians and white peoples send them to Ukraine. Fight for ur citizenship.
Deport all Punjabi Indians and white peoples send them to Ukraine. Fight for ur citizenship.
Identity Attack0.6220118
Insult0.36798462
Profanity0.20016506
Threat0.34552678
Severe Toxicity0.16960317
Moderate 0.52811706 Low Con 0.286 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
This was a pre racist video not gonna lie lmao, ppl are punjabi, and you keep acting like they hindus brining up hindu gods, when literally no one he interviewed was a hindu, all were …
This was a pre racist video not gonna lie lmao, ppl are punjabi, and you keep acting like they hindus brining up hindu gods, when literally no one he interviewed was a hindu, all were punjabi and punjabis dont like hindus, punjabis are different just dont trust the punjabi students lol
Identity Attack0.5108175
Insult0.3393024
Profanity0.22643133
Threat0.038220957
Severe Toxicity0.101760045
Moderate 0.52811706 Moderate Con 0.48 Identity Attack Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
These uneducated punjabi thugs are ruining the name of 2 countries..
These uneducated punjabi thugs are ruining the name of 2 countries..
Identity Attack0.5135796
Insult0.5739874
Profanity0.36302176
Threat0.1954604
Severe Toxicity0.35004315
Moderate 0.51869136 Low Con 0.235 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Modi is a criminal like Bibi and Trump and should all be sitting in the same jail cell...the punjabi people are people of the highest quality and definitely deserve their own country and not under …
Modi is a criminal like Bibi and Trump and should all be sitting in the same jail cell...the punjabi people are people of the highest quality and definitely deserve their own country and not under the boot of the racist Indian government
Identity Attack0.4508763
Insult0.56997263
Profanity0.24910301
Threat0.13228847
Severe Toxicity0.10702737
Moderate 0.51869136 Moderate Con 0.347 Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
I hate this stuff so much as many cool Indian and Punjabi people here In Toronto Canada it crazy they don’t speak English they don’t like us (ppl that were born here) and they don’t …
I hate this stuff so much as many cool Indian and Punjabi people here In Toronto Canada it crazy they don’t speak English they don’t like us (ppl that were born here) and they don’t even like Canada they assume they don’t need to assimilate they just wanna take over and change it they took over the Main Street completely no English stores I could barely go to the corner store cuz they did t know what I was saying it’s just insane asf they hate and ruin and take over with. No care for us
Identity Attack0.44690517
Insult0.42167732
Profanity0.33141375
Threat0.036839653
Severe Toxicity0.16960317
Moderate 0.50789946 Constructive 0.558 Fear_Threat
Feb 7, 2026 Inside Canada's Indian Invasion...
I am mad as hell because every where I go. It’s only Indians working there, why why why. They only speak Punjabi. All Politicians at all levels are sleeping. Why don’t whit people and black …
I am mad as hell because every where I go. It’s only Indians working there, why why why. They only speak Punjabi. All Politicians at all levels are sleeping. Why don’t whit people and black people start protesting against Mass immigration and fake students from India.
Identity Attack0.5135796
Insult0.36798462
Profanity0.39409557
Threat0.04363242
Severe Toxicity0.056527592
Moderate 0.50503236 Constructive 0.54 Identity Attack
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
Smuggler is not punjabi he is speaking in urdu because he is from pakistan he is liar
Smuggler is not punjabi he is speaking in urdu because he is from pakistan he is liar
Identity Attack0.44690517
Insult0.5678696
Profanity0.29209393
Threat0.085497424
Severe Toxicity0.16960317
Moderate 0.49139655 Low Con 0.176 Insult Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Punjabi already destroyed canada.shame on indian government and people.
Punjabi already destroyed canada.shame on indian government and people.
Identity Attack0.54151535
Insult0.40698266
Profanity0.08840031
Threat0.13599728
Severe Toxicity0.02420936
Moderate 0.4850187 Low Con 0.135 Identity Attack Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Because they let in too many Indians and Punjabis that show no effort at assimilation and are trying to turn Canada into India! We import our crime from India !
Because they let in too many Indians and Punjabis that show no effort at assimilation and are trying to turn Canada into India! We import our crime from India !
Identity Attack0.57957685
Insult0.37392882
Profanity0.07449899
Threat0.0130621
Severe Toxicity0.02402156
Moderate 0.47886392 Low Con 0.251 Identity Attack Identity_Assertion
Jun 17, 2025 How Canada broke its immigration …
When was the last time a punjabi or indian kidnapped you 13:37 . Spread all the hate you want on us if it makes you happy. Cope harder. You can never out compete us in …
When was the last time a punjabi or indian kidnapped you 13:37 . Spread all the hate you want on us if it makes you happy. Cope harder. You can never out compete us in life. 😂
Identity Attack0.44690517
Insult0.3416952
Profanity0.27207452
Threat0.4339666
Severe Toxicity0.16960317
Moderate 0.47886392 Low Con 0.236
Jan 27, 2026 Inside Canada's Indian Invasion...
Most of this issue is caused by north Indians who find it hard to assimilate especially the Sikhs. And the issue was caused by the canadian government who prioritized quantity over quality. As an indian …
Most of this issue is caused by north Indians who find it hard to assimilate especially the Sikhs. And the issue was caused by the canadian government who prioritized quantity over quality. As an indian immigrant there are times I feel disgusted by their behavior. Due to this behavior the nicer Indians who hold up canadian values are getting the same discrimination. Me myself is a catholic indian who had to leave the country because of the religious bullshit caused by north Indians. We were not even allowed to have a peaceful Christmas in India. As I moved to Canada I faced more racism from north Indians as I eat beef and pork and dont speak hindi. It breaks my heart everytime when I get discriminated from people thinking that i am a punjabi. I just want to live a normal life and follow my faith. Its sad that they dont let us live peacefully in india and in Canada.
Identity Attack0.49032792
Insult0.46625584
Profanity0.42990944
Threat0.013217449
Severe Toxicity0.028730227
Moderate 0.47886392 Constructive 0.696 Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Lol this is exactly same reason they tell when they all come to Bangalore (tamilians, Punjabis, telghus, mallus, northies) they neither assimilitate to our culture or language nor being kind bloody hell life is to …
Lol this is exactly same reason they tell when they all come to Bangalore (tamilians, Punjabis, telghus, mallus, northies) they neither assimilitate to our culture or language nor being kind bloody hell life is to live with these people
Identity Attack0.4907465
Insult0.4339631
Profanity0.39409557
Threat0.055917133
Severe Toxicity0.16960317
Moderate 0.47473195 Moderate Con 0.462 Identity_Assertion
Feb 18, 2026 2 likes Inside Canada's Indian Invasion...
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh …
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh no no Indians can't be in the government even though they have been living in the Brampton and GTA area for generations they are overlooked as real citizens but now that things have changed social media pages and channels like this have been for the past 3-4 years spreading propaganda about Indians ruining Canada or some stupid shit like that. This video is just highlighting how easy it is to make this divisive content. This is in similar lines to those Instagram reel pages that post every little mistake Indian people do and get recorded and shamed for it online. Other races do the same shit but those pages only post about Indians. Target a specific group, even though all races have people like that. Racism needs a target race, it's like a hate group that's now festering online. I don't see these racists outside, but I know they are there silently judging me sitting in a public place. As for the amount of Immigrants, complain to your government. Actually try to make a change instead of being racist and divisive. This is not a solution, in fact it's the opposite of an actual solution that would work. All I see is Indian people especially in Brampton are hard workers that work 10+ hour shifts for minimum pay living paycheck to paycheck, and they are getting exploited by the companies that are Canadian but no one wants to talk about that, let's just complain about an ethnic group instead. Damn schizos.
Identity Attack0.48915586
Insult0.47787863
Profanity0.4001375
Threat0.06658544
Severe Toxicity0.16960317
Moderate 0.47173777 Constructive 0.706
Oct 4, 2025 16 likes Inside Canada's Indian Metropolis (Brampton)
The Indian people saying there's to many Indian and Punjabi people there is crazy ....one Indian guy said I wanted to come to Canada not new india 😂😂😂
The Indian people saying there's to many Indian and Punjabi people there is crazy ....one Indian guy said I wanted to come to Canada not new india 😂😂😂
Identity Attack0.5135796
Insult0.40975618
Profanity0.12991914
Threat0.010602405
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.472 Identity Attack Humor_Satire
Jan 27, 2026 2,126 likes Inside Canada's Indian Invasion...
Mostly there are punjabis and indians hate punjabis
Mostly there are punjabis and indians hate punjabis
Identity Attack0.55044734
Insult0.3388922
Profanity0.2376073
Threat0.01750142
Severe Toxicity0.023552058
Moderate 0.47119883 Low Con 0.168 Identity Attack Identity_Assertion
Feb 28, 2026 Inside Canada's Indian Invasion...
India? No! Punjab, Yes! By the way the Punjabis are one of the most racist community in South Asia...just ask the Pashtuns, South Indians, and other Indians from different states.
India? No! Punjab, Yes! By the way the Punjabis are one of the most racist community in South Asia...just ask the Pashtuns, South Indians, and other Indians from different states.
Identity Attack0.55044734
Insult0.39743927
Profanity0.13168186
Threat0.018710058
Severe Toxicity0.0394905
Moderate 0.46982017 Constructive 0.527 Identity Attack Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Praise the Punjabis (Uber’s silent partner)😂 They made India no 1 in fraud 👏🎉 not only in Canada even in other countries too. On other hand people from south of India working their ass of …
Praise the Punjabis (Uber’s silent partner)😂 They made India no 1 in fraud 👏🎉 not only in Canada even in other countries too. On other hand people from south of India working their ass of to become a doctor, engineers and It professionals still struggling to get PR😢
Identity Attack0.3817989
Insult0.4378843
Profanity0.3813392
Threat0.011146127
Severe Toxicity0.023458159
Moderate 0.46716887 Moderate Con 0.432
Sep 30, 2025 IRCC Names India in Study …
The Highest Immigrants to Canada are Khalistani Anti-Indian Punjabis (the Punjabis in India are not Khalistani). Khalistan will be established in Canada before its ever established in India, thats so sad. Anyways yall can have …
The Highest Immigrants to Canada are Khalistani Anti-Indian Punjabis (the Punjabis in India are not Khalistani). Khalistan will be established in Canada before its ever established in India, thats so sad. Anyways yall can have them, India is happy the traitors of our country are leaving.
Identity Attack0.48915586
Insult0.46923602
Profanity0.059447967
Threat0.01086132
Severe Toxicity0.023076924
Moderate 0.46186632 Moderate Con 0.344 Unverified_Claim
Jan 31, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
The chubby guy is rigjt...better Indian. Punjabi than muslim or African.
The chubby guy is rigjt...better Indian. Punjabi than muslim or African.
Identity Attack0.55044734
Insult0.38852
Profanity0.19893537
Threat0.013702838
Severe Toxicity0.02453801
Moderate 0.45921504 Low Con 0.263 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Whats not fair is that they came here for a better life and now our quality of life has suffered. Every person will tell you how things have changed negatively because of the Indians, Punjabi's …
Whats not fair is that they came here for a better life and now our quality of life has suffered. Every person will tell you how things have changed negatively because of the Indians, Punjabi's and Pakistanis. None of them aligns with Canadian values. I feel its very rude and nerve-racking of them to come here and then try to change our culture to look like what they just came from. They are a dirty people. They have no rules when it comes to cleanliness in their food factories. They literally use their filthy feet to help in the preparation of food that is shipped to Western countries. Its a common agreement that we dont want them here. Even natural-born Indians dont want them here. They know how disgusting their hygiene practises are. I went to an indian resteraunt with a friend of mine and i could see into the kitchen and the guy who was cooking was barefooted and as he came to deliver the food he slid into a pair of slippers. I asked him if he was cooking in bare feet and he lied saying OHHH no maam and then he lifted his foot. I looked at my friend and said this is grose and im going to McDonalds. And everyone in Mcdonalds was Indian too. FUCC that. Canada doesnt even look Canadian anymore. We honestly look Asian and its the Liberals who are doing it. Get rid of White Canadians. Bring in Dumb down indians and they will never lose another election
Identity Attack0.48990932
Insult0.48313886
Profanity0.18049006
Threat0.01254427
Severe Toxicity0.023552058
Moderate 0.45921504 Constructive 0.639
Jan 27, 2026 Inside Canada's Indian Invasion...
These punjabi mfs do lots of drugs distribution in canada
These punjabi mfs do lots of drugs distribution in canada
Identity Attack0.4911651
Insult0.42881694
Profanity0.29209393
Threat0.03649433
Severe Toxicity0.032316983
Moderate 0.45757914 Low Con 0.175
Jan 27, 2026 Inside Canada's Indian Invasion...
Whyte Canadians created this mess, they thought could replace black Canadians in workplace with punjabi and it backfired now whyte Canadians are ones complaining about can't finding a job.
Whyte Canadians created this mess, they thought could replace black Canadians in workplace with punjabi and it backfired now whyte Canadians are ones complaining about can't finding a job.
Identity Attack0.55044734
Insult0.34101152
Profanity0.0935729
Threat0.010421164
Severe Toxicity0.023076924
Moderate 0.45751464 Moderate Con 0.448 Identity Attack
Jun 18, 2025 How Canada broke its immigration …
I’m Punjabi, Indian and my parents came in the 1970s assimilated, and became hard working people and earned a name and reputation! The Indians coming in now are degenerates, entitied to PR and the they …
I’m Punjabi, Indian and my parents came in the 1970s assimilated, and became hard working people and earned a name and reputation! The Indians coming in now are degenerates, entitied to PR and the they don’t act like students they want to drive around in jeep wranglers and chargers in plazas and fight with one another like morons! They have brought the Sikh people name down. Sadly there’s two parts, the good Indians are taken advantage of and their employers take advantage and they have to live in rental properties with tons of people living at once but in the end there’s a lot to uncover!
Identity Attack0.47178617
Insult0.48627716
Profanity0.37052724
Threat0.058826666
Severe Toxicity0.104393706
Moderate 0.45751464 Constructive 0.701
Jan 27, 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.