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: "i am from punjab living …" 29 comments · Page 1 of 2
What the hell this stupid saying Khalistan is needed because people are not free in Punjab.. this stupids seek asylum to settle in Canada...they fight for Sikhs in india while living in Canada wow.. why …
What the hell this stupid saying Khalistan is needed because people are not free in Punjab.. this stupids seek asylum to settle in Canada...they fight for Sikhs in india while living in Canada wow.. why don't they come back and fight here
Identity Attack0.38185352
Insult0.7967344
Profanity0.43781817
Threat0.026652548
Severe Toxicity0.2322463
Toxic 0.85173553 Moderate Con 0.425 Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
8:28 they are terrorist,indian government already warned canada buy your justin trudo only care about his votes so it's your government failure that they allow criminals to settle down,these(the guys in photo)motherfucker sell drug they …
8:28 they are terrorist,indian government already warned canada buy your justin trudo only care about his votes so it's your government failure that they allow criminals to settle down,these(the guys in photo)motherfucker sell drug they supply to the punjab through pakistan border all the Punjabi singer who live in canada are also part of it,so being racists towards indian will not help you ask your government to take action on them and return them to indian government
Identity Attack0.5135796
Insult0.5678696
Profanity0.50818664
Threat0.10542984
Severe Toxicity0.35368225
Toxic 0.72028047 Moderate Con 0.35 Identity Attack Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
hey @tyleroliveira , the Temple you went to is a Hindu Temple. Sikhs live in Punjab and their religion is completely different. they believe in one sole creator and they have gurus. love your channel …
hey @tyleroliveira , the Temple you went to is a Hindu Temple. Sikhs live in Punjab and their religion is completely different. they believe in one sole creator and they have gurus. love your channel but don’t spread the false shit brother
Identity Attack0.36733335
Insult0.4810288
Profanity0.65961236
Threat0.013010317
Severe Toxicity0.16960317
Moderate 0.6863638 Constructive 0.548 Unverified_Claim
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Main problem with canada was that they invited those dumbs from whole over the world who were never pleased in their countries. I am from punjab and past 7 years I saw those people going …
Main problem with canada was that they invited those dumbs from whole over the world who were never pleased in their countries. I am from punjab and past 7 years I saw those people going abroad those who were useless are not able to earn a living here.
Identity Attack0.2877625
Insult0.6798578
Profanity0.20808282
Threat0.009023022
Severe Toxicity0.023076924
Moderate 0.6289369 Moderate Con 0.438 Insult Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
They are terrorist, gangsters, they spread violence, they addicted & supply drugs, intoxicants... They are funded by Pakistan and supported by canada, USA, Pakistan, UK for their nerrative and agenda....they will spread violence where they …
They are terrorist, gangsters, they spread violence, they addicted & supply drugs, intoxicants... They are funded by Pakistan and supported by canada, USA, Pakistan, UK for their nerrative and agenda....they will spread violence where they will live and canada will be next khalistan in future, so stay safe... They are backed by a country that is full of terrorist and terrorist organizations...Punjab is in full of violence, drugs, intoxication due to these khalistani people they got fund, weapons, drugs, traning, by Pakistan.... So save your country before becoming next Punjab or khalistan
Identity Attack0.55044734
Insult0.54525656
Profanity0.15283443
Threat0.22908778
Severe Toxicity0.19761463
Moderate 0.57271194 Moderate Con 0.313 Identity Attack Insult Fear_Threat
Feb 18, 2026 1 likes Inside Canada's Indian Invasion...
Few Sikh guys are good but most of in canada is half brain..if you ll give them khalistan they will not know what to do with it..and yet they want khalistan...they have punjab go and …
Few Sikh guys are good but most of in canada is half brain..if you ll give them khalistan they will not know what to do with it..and yet they want khalistan...they have punjab go and see what they did with punjab..most of youths are drug addict there and rest of the addicts are living in canada where their government is openly supporting these crooks
Identity Attack0.50917345
Insult0.5739874
Profanity0.15195307
Threat0.016810767
Severe Toxicity0.02378681
Moderate 0.5559701 Moderate Con 0.314 Identity Attack Insult Identity_Assertion
Feb 17, 2026 1 likes Inside Canada's Indian Invasion...
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)
Bro I live here and I was born here and I don’t get why they keep spawning but overall it’s not entirely bad except for the punjabs no offense but they are dirty bro
Bro I live here and I was born here and I don’t get why they keep spawning but overall it’s not entirely bad except for the punjabs no offense but they are dirty bro
Identity Attack0.44690517
Insult0.47384647
Profanity0.33808854
Threat0.018019408
Severe Toxicity0.028730227
Moderate 0.50789946 Moderate Con 0.494 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
no one is suppressed in punjab , go there and see , everybody happy and partying ....if arresting drug lord and gangstar political then you should choose to live in africa ...
no one is suppressed in punjab , go there and see , everybody happy and partying ....if arresting drug lord and gangstar political then you should choose to live in africa ...
Identity Attack0.41975367
Insult0.42881694
Profanity0.10363861
Threat0.061089642
Severe Toxicity0.023076924
Moderate 0.4274071 Low Con 0.285 Comparative_Framing
Jan 29, 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 …
2:29 okay, these little things are the reasons why when people think of India they think of a dirty place, like it's just toxic to place a specific road with clear garbage on the side, …
2:29 okay, these little things are the reasons why when people think of India they think of a dirty place, like it's just toxic to place a specific road with clear garbage on the side, out of all the clips you can find of Punjab, like i get that India is pretty dirty but you're putting it after he said he would prefer to live in Punjab as if he's wrong to think that , why not put golden temple or all the beautiful temples there!!!
Identity Attack0.37507164
Insult0.29383746
Profanity0.20139475
Threat0.012647836
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.707 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
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...
Exactly they come here they pull the scoop card some are cool but others are ignorant they want to turn Canada into ther country you want to live here act like you do these people …
Exactly they come here they pull the scoop card some are cool but others are ignorant they want to turn Canada into ther country you want to live here act like you do these people work in every fast food joint ther is cause the owners can pay them minimum wage and they don’t cry about it most don’t act like ther in Canada they should adapt our culture not Thers dress like us young people have no we’re to find a job I see cars with punjab on them all over the place how about a Canada flag and some of our clothes I have my room me and my dog I can’t afford to live and cpp cuts me I’m in the lowest bracket ther is so this month I might be homeless they come here get everything I’m 67and I don’t have a pot to piss in o have medical problems and shouldn’t work but I’ve thought of going back to work the cost of living they take m PPP net from me cause they don’t care about us old people I need 7 cases of insure ninth cause I’ve lost to much Weight and now they want a hundred dollar bill for my drug plan a deductable I don’t get it also I’ll be homeless in sept 16 living in a room I won’t be able to find a room I m not a punjab put a Canadian flag on no car not punjab they come here to go to scool work 2 or 3 jobs to bring the rest of ther people here it’s a fact if you want to live here dress and t talk like us why did u leave if you want that culture leave it were you came from exactly leave it at the door
Identity Attack0.2308735
Insult0.4378843
Profanity0.07676199
Threat0.008789998
Severe Toxicity0.013607788
Moderate 0.3972142 Constructive 0.612 Personal_Narrative
Aug 25, 2025 Why Canadians Are Turning Against …
You havent seen the nasty parts. Of course walking into temple with a camera you will hear advocation for peace. Growing up there you are taught in school that if you are white you are …
You havent seen the nasty parts. Of course walking into temple with a camera you will hear advocation for peace. Growing up there you are taught in school that if you are white you are evil from the teachers and the brown students of which outnumber you 20/1 take that mileage and run with it. Many employers and landlords will not even give you a chance unless you are of their faith or from their home region in india or pakistan, and if you are black or white than you shouldnt even bother trying… aint gonna happen. There is a massive entitlement from the younger Sikhs who actively want to see the country become more closer to the punjab with Brampton being the new Lahore. Street violence rarely gets brought up anymore because it is so frequent so media only jumps on it if they got nothing else to use. The majority of gangs are in Bramalea south of Kennedy. This isnt just circumstances because “they have it so hard here boohoo”. The Tamel people that live in Brampton come from India and Sri Lanka. Many fled due to the tigers and because India has been trying to destroy their culture for a long while. You wont find Tamel who has lived in Canada more than a year in a gang, or with a thick as lard accent, or speaking their previous language in public. They are good people, very respectful.
Identity Attack0.44690517
Insult0.3388922
Profanity0.17101645
Threat0.025961896
Severe Toxicity0.022710243
Moderate 0.38601747 Constructive 0.663 Personal_Narrative
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I am an indian, genuinely speaking, when I came here back in 2023, I didn’t know there are so many people from one of the indian state called punjab. They have ruined this place as …
I am an indian, genuinely speaking, when I came here back in 2023, I didn’t know there are so many people from one of the indian state called punjab. They have ruined this place as well as image of all Indians. Also, If you want khalistan, why they are not protesting in where their land belongs(so called), why in Canada or Usa? There are 70% of the people are living in canada is punjabi. They have ruined the image of our whole country. We are peace loving people and follow rules but just because of these people, we fell into the same group. Fun fact: why brampton and surrey have bad reputation and increased crime rates because punjabi people live there. Thats heart wrenching. The other aspect is the Canadian government doing nothing to curb thia types of people instead of that these people do crime, get arrested, claim asylum, get free food for 1 year and become the resident of the Canada. I am really frustated and both the goverment and these khalistan entity. Go to hell man.
Identity Attack0.36702603
Insult0.20668297
Profanity0.07870171
Threat0.018364733
Severe Toxicity0.017158391
Moderate 0.3057765 Constructive 0.635 Personal_Narrative
Feb 25, 2026 Inside Canada's Indian Invasion...
Tbh its alot more saturated than you would think, I live in B.C and do alot of uber deliveries, 2400 alone last year. Id say 70% of the people in houses, and some really nice …
Tbh its alot more saturated than you would think, I live in B.C and do alot of uber deliveries, 2400 alone last year. Id say 70% of the people in houses, and some really nice houses are Indian. Also most fast food restaurants are run by indian managers and staff, I was in a KFC the other day that had 1 younger white male at the counter, and 5 punjab behind the counter. The workers were all yelling at eachother about orders in their language and the white guy looked so confused. English is the first language in Canada so it should be learned especially when it comes to a business context, does our government care tho? Nope.
Identity Attack0.36702603
Insult0.15485314
Profanity0.18786818
Threat0.013631714
Severe Toxicity0.017997624
Moderate 0.30427247 Constructive 0.753 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
i strongly believe that the Punjab state in India will not be able to accommodate if all the Punjabis around the world return to live there in Punjab, India
i strongly believe that the Punjab state in India will not be able to accommodate if all the Punjabis around the world return to live there in Punjab, India
Identity Attack0.3817989
Insult0.0811385
Profanity0.062454045
Threat0.030623792
Severe Toxicity0.016190045
Moderate 0.30136615 Moderate Con 0.301 Comparative_Framing
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Bruh the comment section is filled with racist people not minding india's population and seeing the not so big size of the country and still criticizing it for its poor infrastructure or people. The people …
Bruh the comment section is filled with racist people not minding india's population and seeing the not so big size of the country and still criticizing it for its poor infrastructure or people. The people also forgot how rich India was before united kingdoms invasion and how the British empire stole all the valuable resources from India like gold and used it for the development of London. So pls I am respectful don't be racist towards other countries. All are equal made by god just separated by borders of countries but live in the same soil which is our earth. It's also a fact that the people who have enough money or are rich in India live a good life where the infrastructure is good the people are good like the system in upper castes. Whereas the poor people are the ones which have to suffer as generally they are low castes and don't get jobs offered in India as they face caste discrimination and so they get involved in illegal activities like scam call centres and robbery to get some money. The foreigners only see the bad side of India and the bad people who are poor and have to earn something for their family to survive. So pls I know that the things these are doing are illegal or bad but still don't blame whole India for it as those people are very poor have nothing to eat and so they get lured by strangers into doing these things. I can easily say tyler is racist because it's just bad things about India that he shows like the photo of punjab he shows like a random street in punjab a person is driving in motorcycle and there is garbage all around and not showing the golden temple or beautiful places there. I know the people should point out the mistakes of a country like dirty places there but like all the images shown of the country are dirty and not a single picture is good about it even though there are many. That clearly racist and the motive is clearly here to disrespect the countrys image
Identity Attack0.25478655
Insult0.18604483
Profanity0.056441884
Threat0.00933372
Severe Toxicity0.010223389
Low Tox 0.2922276 Constructive 0.76 Moral_Argument
Feb 3, 2026 4 likes Inside Canada's Indian Invasion...
i am from punjab living in uk but khalistan is home for punjabis ❤
i am from punjab living in uk but khalistan is home for punjabis ❤
Identity Attack0.33352965
Insult0.19967617
Profanity0.110447146
Threat0.06432246
Severe Toxicity0.023974609
Low Tox 0.28548008 Moderate Con 0.476 Identity_Assertion
Feb 11, 2026 1 likes Inside Canada's Indian Invasion...
Punjab is India! Why are the lying. Punjab,for those that don't know is a province in India. By the way Canada is a province of India located in North America. Believe me I live in …
Punjab is India! Why are the lying. Punjab,for those that don't know is a province in India. By the way Canada is a province of India located in North America. Believe me I live in Vancouver and for the past ten years and I feel like I've been teleported to India or Pakistan. It's scary bc I've never planned to live in India, but here I'm. Durka durka ! 😅
Identity Attack0.26833034
Insult0.16817254
Profanity0.07870171
Threat0.008582866
Severe Toxicity0.008506775
Low Tox 0.27525392 Constructive 0.655 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
I'll tell you a little secret - Indians in the rest of India also despise the Brampton set, who are mostly from random villages in Punjab. Not least because most of the remaining Khalistan sympathisers …
I'll tell you a little secret - Indians in the rest of India also despise the Brampton set, who are mostly from random villages in Punjab. Not least because most of the remaining Khalistan sympathisers (a terrorist group who wanted Punjab to become a separate homeland for Sikhs) are based here. The Khalistanis committed numerous terrorist attacks and atrocities throughout the 70s and 80s, before finally being put down for good in Operation Blue Star in 1984. Their remnants have wound up in Canada, still pushing for a terrorist ideology and independence movement in a country they've not lived in for years. Even the leader of the NDP is a Khalistan sympathiser. Diplomatic relations between India and Canada have been frosty recently for this reason.
Identity Attack0.2803029
Insult0.12702756
Profanity0.023584666
Threat0.02440793
Severe Toxicity0.008010864
Low Tox 0.25462922 Constructive 0.679 Comparative_Framing
Jan 29, 2026 Inside Canada's Indian Invasion...
Thanks for bringing light to this huge problem in canada. No joke indians have quickly become like 30% of the workforce here. They take over businesses and refuse to hire non Punjab people because they …
Thanks for bringing light to this huge problem in canada. No joke indians have quickly become like 30% of the workforce here. They take over businesses and refuse to hire non Punjab people because they won't fit in the workplace culture. They've been taking the excessive handouts from the Canadian government and are slowly buying up tons of real estate. Its everywhere in canada. Brampton is just ground zero. What's it like? We just got a new Walmart down the street. They took a staff picture and it was 80% indian people. Hardly any locals got jobs there instead its mostly "new citizens" who have lived here less than a year or two. Every day there's more of them. And because of our liberal government and tax breaks and all sorts of racist allowances these people have got, they all have money and houses and new cars when they were dirt poor in India like 3 years ago. They get interest free loans from banks, they get daily per diems and housing as soon as they get here. Keep in mind tent cities are growing rapidly in Canada. And our government is spending HUGE amounts of our tax dollars to subsidize this takeover. And try living here and renting. Due to this influx, a bungalow that was 1500 a month 10 years ago, is now 4500 a month and youre renting off an Indian person. Word to the wise tho, dont even bring up the tow truck businesses. They'll shoot you And last but not least our retarded government just passed a birthright citizen law for them. So now if you come here from India even if only for a couple years, ALL subsequent offspring of yours can immediately get citizenship here no question asked. We are so fucked
Identity Attack0.28034934
Insult0.14150882
Profanity0.036651865
Threat0.008466354
Severe Toxicity0.00869751
Low Tox 0.25462922 Constructive 0.732 Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
When are you people are going to wake up and see the reality , this is staged by your own government to destroy your way of life it's dictated by Davos this is why it's …
When are you people are going to wake up and see the reality , this is staged by your own government to destroy your way of life it's dictated by Davos this is why it's just NATO countries affected , I don't want this country to turn to Punjab or any country that have no rule of laws , why do you think when criminals get arrested they walk out the back door , do you people ever think ?????? I guess not , this goes for housing education healthcare and cost of living
Identity Attack0.068465814
Insult0.12883772
Profanity0.030389199
Threat0.01698343
Severe Toxicity0.008087158
Low Tox 0.2540519 Moderate Con 0.423 Unverified_Claim
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
As an Indian living in India with no plans to leave my motherland , let me tell you these guys from Punjab claiming they were suppressed in India are running an immigration scam . Claiming …
As an Indian living in India with no plans to leave my motherland , let me tell you these guys from Punjab claiming they were suppressed in India are running an immigration scam . Claiming asylum on the grounds of political persecution as soon as their boat lands on Canadian shores .
Identity Attack0.22783615
Insult0.08831572
Profanity0.01893901
Threat0.00951496
Severe Toxicity0.0050735474
Low Tox 0.23523538 Constructive 0.534 Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
as someone who lives in canada i don’t mind indian, punjab or whatever race at all. i like the diversity here and wouldn’t have it any other way
as someone who lives in canada i don’t mind indian, punjab or whatever race at all. i like the diversity here and wouldn’t have it any other way
Identity Attack0.28034934
Insult0.04910661
Profanity0.03690237
Threat0.00780612
Severe Toxicity0.007896423
Low Tox 0.22579013 Constructive 0.515
Jan 27, 2026 4 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.