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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: "These are Punjabis who are …" 343 comments · Page 7 of 14
Brooo!! The smuggler ain’t speaking Punjabi!! They just using fake namess! He is probably speaking haryanvi or hindi ….
Brooo!! The smuggler ain’t speaking Punjabi!! They just using fake namess! He is probably speaking haryanvi or hindi ….
Identity Attack0.18705739
Insult0.3682569
Profanity0.15371579
Threat0.024062606
Severe Toxicity0.01986976
Moderate 0.33836752 Low Con 0.224 Question
Feb 21, 2026 Inside Canada's Indian Invasion...
Dude this was so risky meetint up with that guy bro im honestly thanking god you didnt get mugged by some down bad punjabi dude
Dude this was so risky meetint up with that guy bro im honestly thanking god you didnt get mugged by some down bad punjabi dude
Identity Attack0.23998553
Insult0.18977246
Profanity0.20916378
Threat0.056563694
Severe Toxicity0.020515325
Moderate 0.33836752 Moderate Con 0.426 Fear_Threat
Feb 14, 2026 Inside Canada's Indian Invasion...
Smuggler speaking Hindi not Punjabi lool
Smuggler speaking Hindi not Punjabi lool
Identity Attack0.17614605
Insult0.37279442
Profanity0.26621178
Threat0.025098583
Severe Toxicity0.023364257
Moderate 0.33504707 Low Con 0.264 Humor_Satire
Feb 17, 2026 Inside Canada's Indian Invasion...
Most likely Punjabi invaders,cuz they are not indian , it's obvious they r different species then other Indian which I have seen the most
Most likely Punjabi invaders,cuz they are not indian , it's obvious they r different species then other Indian which I have seen the most
Identity Attack0.38826546
Insult0.1935001
Profanity0.14754629
Threat0.04098356
Severe Toxicity0.023076924
Moderate 0.3308965 Moderate Con 0.331 Unverified_Claim
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Punjabi Sikhs are actually nicer Indians than regular Indians
Punjabi Sikhs are actually nicer Indians than regular Indians
Identity Attack0.39677486
Insult0.16853803
Profanity0.096482486
Threat0.009799767
Severe Toxicity0.018707745
Moderate 0.3302291 Low Con 0.27
Jan 27, 2026 Inside Canada's Indian Invasion...
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...
When I was growing up, our Chinese and Indian immigrants were working in medicine and engineering. Now the immigrants are Filipinos and Mexicans in service jobs, slaughterhouses and greenhouses, and Punjabis working security.
When I was growing up, our Chinese and Indian immigrants were working in medicine and engineering. Now the immigrants are Filipinos and Mexicans in service jobs, slaughterhouses and greenhouses, and Punjabis working security.
Identity Attack0.43896464
Insult0.13245803
Profanity0.027410502
Threat0.012440704
Severe Toxicity0.015286255
Moderate 0.32971194 Constructive 0.548
Jun 18, 2025 21 likes How Canada broke its immigration …
By listening to him he is not Punjabi for sure he is haranvi defaming punjabis name
By listening to him he is not Punjabi for sure he is haranvi defaming punjabis name
Identity Attack0.28034934
Insult0.36798462
Profanity0.1765991
Threat0.035458352
Severe Toxicity0.023076924
Moderate 0.32919475 Low Con 0.216 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Majority Indian and pakistani have migrated to Canada are from lower social strata worked a truck drivers , cab drivers . That is why canada has khalistani dominance. Upper caste Punjabi ( Khatri Brahmins Kshatriya) …
Majority Indian and pakistani have migrated to Canada are from lower social strata worked a truck drivers , cab drivers . That is why canada has khalistani dominance. Upper caste Punjabi ( Khatri Brahmins Kshatriya) are majority in UK running business ( Rishi Saunak - Kshatriya ) USA is full of Maharashtrian literate class brahmins ,kshatriya and not concentrated in one place rather every state . New York Atlanta Ohio Texas has Lewa Patidar Zorastrian Parsis in high no. It is khalistani ( more or less similar to afgan pakistani muslims) mentality of creating mob and disrupting law and order.
Identity Attack0.39461556
Insult0.24928534
Profanity0.17566866
Threat0.0347677
Severe Toxicity0.023076924
Moderate 0.3286776 Constructive 0.546
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
sell amongst themselves, live amongst themselves...PUNJABIS!
sell amongst themselves, live amongst themselves...PUNJABIS!
Identity Attack0.37507164
Insult0.24928534
Profanity0.10363861
Threat0.058503386
Severe Toxicity0.023505108
Moderate 0.32764325 Low Con 0.12 Identity_Assertion
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
This video is well done and truthful. I just seen a video headline that read Punjabi rapper video “beating up white people” in Canada. Now that hurts. Thank you for sharing.
This video is well done and truthful. I just seen a video headline that read Punjabi rapper video “beating up white people” in Canada. Now that hurts. Thank you for sharing.
Identity Attack0.3817989
Insult0.0817555
Profanity0.044668075
Threat0.2836219
Severe Toxicity0.017416617
Moderate 0.3260917 Constructive 0.702
Aug 26, 2025 Why Canadians Are Turning Against …
99.99% of alleged asylum seekers from India are Punjabi Sikhs, most of whom end up in low wage jobs owing to a lack of education and an inability to read, write, or communicate in English. …
99.99% of alleged asylum seekers from India are Punjabi Sikhs, most of whom end up in low wage jobs owing to a lack of education and an inability to read, write, or communicate in English. And almost 99.99% of them are lying on their asylum applications. Please Google "Punjabi gangs in Canada", see for yourself.
Identity Attack0.37292135
Insult0.24928534
Profanity0.020920247
Threat0.007909686
Severe Toxicity0.010375977
Moderate 0.3260917 Moderate Con 0.425
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
At least the punjabis have Canadian flags hanging… unlike the immigrants to the US.
At least the punjabis have Canadian flags hanging… unlike the immigrants to the US.
Identity Attack0.39677486
Insult0.15769513
Profanity0.023106437
Threat0.011612174
Severe Toxicity0.011749268
Moderate 0.3250515 Low Con 0.265 Comparative_Framing
Feb 26, 2026 Inside Canada's Indian Invasion...
Get ready Canada for some Indian toe food in your restaurants. Your food will definitely smell like punjabi
Get ready Canada for some Indian toe food in your restaurants. Your food will definitely smell like punjabi
Identity Attack0.381025
Insult0.16875735
Profanity0.0569429
Threat0.008000307
Severe Toxicity0.011672974
Moderate 0.3250515 Moderate Con 0.369 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
11:56 as a punjabi the cultural shock was insane the people were asking to put the cloth on that guys head but if it were in my city they would have resorted to violance or …
11:56 as a punjabi the cultural shock was insane the people were asking to put the cloth on that guys head but if it were in my city they would have resorted to violance or wouldnt have let me in gurduwara in the first place unless i had pag on
Identity Attack0.17536941
Insult0.110259406
Profanity0.15812257
Threat0.1733226
Severe Toxicity0.02116089
Moderate 0.32289913 Constructive 0.592 Personal_Narrative
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
If you want diversity, bring people from all over the world. If you want Indians, bring Indians from all over India. Then where are the Northeast Indians? Where are the Bengalis? Where are the South …
If you want diversity, bring people from all over the world. If you want Indians, bring Indians from all over India. Then where are the Northeast Indians? Where are the Bengalis? Where are the South Indians? Where are even the North Indians? You bring only Punjabis; you exclusively bring rural, uneducated Punjabis, who aren't even 1% of the Indian population, for vote bank purposes. Then you complain about Indians. Whose fault is that?
Identity Attack0.37879246
Insult0.16853803
Profanity0.034146797
Threat0.009851551
Severe Toxicity0.01322045
Moderate 0.31963667 Moderate Con 0.436
Nov 28, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I a, Pakistani let me tell why won’t assimilate it’s cuz you guys make fun of our accent and culture so we say is they can look down on us even if we assimilate why …
I a, Pakistani let me tell why won’t assimilate it’s cuz you guys make fun of our accent and culture so we say is they can look down on us even if we assimilate why assimilate at all honestly it feels so good no need to speak French or English I only speak English at school even that is interrupted by speaking desi languages like Punjabi Hindi Urdu and others like we can integrate but never assimilate and also not to mention stereotypes you guys do on us so we just say if they gonna treat us negatively why not just take jobs and business we aren’t gonna be treated any better so why not make most out of it and why you guys mad other people have their own communities culture and language you guys were also immigrants not even immigrants but colonizers who literally gcided the natives also why you mad like they are successful and made their own community and support eachother that’s why they aren’t homeless they support eachother and are willing to compromise
Identity Attack0.29951343
Insult0.14150882
Profanity0.17987521
Threat0.045895394
Severe Toxicity0.023076924
Moderate 0.31825066 Constructive 0.747 Personal_Narrative
Oct 11, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
To Canadian people, the community that most interested in coming to Canada is Punjabi Sikh, why?-> ISI of Pakistan with CIA radicalized most of them back in 1970 against GOI. They rebels( khalistani ) disguised …
To Canadian people, the community that most interested in coming to Canada is Punjabi Sikh, why?-> ISI of Pakistan with CIA radicalized most of them back in 1970 against GOI. They rebels( khalistani ) disguised themselves as Holy warriors ironically their actions were against Sikh Principles. Long story short Indian Republic went to war with them, smashed their butts . Most of them started taking refuge in UK and Canada. Your Govt tried to fish in troubled waters in India. Back to present, these guys got rich due to better job opportunities. This attracted their relatives to shift as well. This started to take a form of movement in Punjab, India to go settle in Canada. Canadian govt supported this, I don't why they wanted that. Now these guys rally your streets, don't obey rules. Guess what, Canadian Govt is protecting them from Indian Govt. Destroying relationship with Indian Govt just for them.
Identity Attack0.26325142
Insult0.24903896
Profanity0.22612886
Threat0.051067904
Severe Toxicity0.017610285
Moderate 0.31132057 Constructive 0.645 Unverified_Claim
Sep 28, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Problem is unlike America, MOST immigrants in Canada don't assimilate into a melting pot of their new host country. No such thing as a Canuck anymore. Nevertheless I'll take the Punjabis any day over the …
Problem is unlike America, MOST immigrants in Canada don't assimilate into a melting pot of their new host country. No such thing as a Canuck anymore. Nevertheless I'll take the Punjabis any day over the Pakis.
Identity Attack0.3819294
Insult0.16751462
Profanity0.05168226
Threat0.013424582
Severe Toxicity0.014640691
Moderate 0.30854854 Constructive 0.543 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
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...
Punjabi invasion**
Punjabi invasion**
Identity Attack0.37152436
Insult0.24928534
Profanity0.19278693
Threat0.071698055
Severe Toxicity0.08332442
Moderate 0.30527395 Moderate Con 0.35 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I agree. Canadians are not getting jobs. All Canadians of every color. The govt is responsible for this epidemic. Cdn born students cannot get a job at any fast food joints. They are occupied by …
I agree. Canadians are not getting jobs. All Canadians of every color. The govt is responsible for this epidemic. Cdn born students cannot get a job at any fast food joints. They are occupied by fake students . Chalo, fresco, no frills, real cdn superstore , Costco, Amazon etc are only hiring Sikh punjabis. This is called discrimination against the Cdn citizens of ever colour. Our standard of living is down. Send these so-called student back. Not forgetting the refugees who are collecting free housing, free money for clothing shelter. We did not vote for these million of refugees to come to our country with all their hate for Canadians and our way of life. Close the borders. Especially Roxham in Quebec. Criminals, terrorist are entering Canada without being vetted. Home owners should have the right to defend themselves against home invasion.
Identity Attack0.31307843
Insult0.20201176
Profanity0.027273865
Threat0.010265815
Severe Toxicity0.01159668
Moderate 0.30502358 Constructive 0.679 Unverified_Claim
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Brother brother brother all was good till you got to us Panjabi's please read the history same people you were being chased by in Paris and Minnesota we crushed them in battles protected other religions …
Brother brother brother all was good till you got to us Panjabi's please read the history same people you were being chased by in Paris and Minnesota we crushed them in battles protected other religions and are serving the USA in all armed forces I hope you do your research and you will see not one single Punjabi anywhere in the world begging on a street corner our religion is based on 3 main things do hard work make a honest living and then share your earnings with the needy maybe you gotta see the world's biggest community kitchen to find out how generous my people and religion is 100k people eat free at Sri Darbar Sahib.
Identity Attack0.28034934
Insult0.14874944
Profanity0.110447146
Threat0.1338057
Severe Toxicity0.023076924
Moderate 0.3048984 Constructive 0.76 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
As an indian living in canada im going to say this punjabis are not living in brampton because it feels like home most of them come to canada to flex and probably because the city …
As an indian living in canada im going to say this punjabis are not living in brampton because it feels like home most of them come to canada to flex and probably because the city is swamped with their people so they don’t have to communicate in english, i cant even count the number of times these people have talked to me punjabi while i tell them i don’t speak punjabi and they start getting offended ask me why i dont , like bro I’m from a different part of india , why don’t you speak my mother tongue or english to begin with , also the flexing culture they have is crazy , all i want to say is if you don’t know how to communicate in a language and still move to that country and complain you don’t have enough opportunities in your country you might be at fault not your country nor the new one that you moved into,most of them don’t even have papers , want a separate country for themselves, lack the skills and yet they are living like this, blame the government who let this happen not the rest of us.
Identity Attack0.30256465
Insult0.17486192
Profanity0.12286829
Threat0.016120117
Severe Toxicity0.01935331
Moderate 0.3048984 Constructive 0.585 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
Just a small word here. Khalistan sikh are not Indian Sikh. They are people who are wanted for various crimes even in India. They have criminal records and India has been requesting Canadian government to …
Just a small word here. Khalistan sikh are not Indian Sikh. They are people who are wanted for various crimes even in India. They have criminal records and India has been requesting Canadian government to deport some of these people to undergo trial in India but Trudeau govt under jagmeet Singh did not agree and so you have crimes happening in Canada but the bad name goes to India. As far as this oppression against minority is concerned all sikhs in India are free to do as they wish in their own land. They have a democratically elected leader and sikhs in India are very happy. Others in India love them and respect them a lot so much so that manmohan Singh became the prime minister of India with zero opposition to his leadership. Abdul kalam who is also a muslim became the president of India. This oppression story is fake. That is one of the ways for this khalistan punjabi apply for refugee status inside Canada. It’s a Canadian loophole they misuse and the worst part is even the govt knows that. They just won’t do anything about it.
Identity Attack0.37292135
Insult0.19967617
Profanity0.031641733
Threat0.017156094
Severe Toxicity0.01302678
Moderate 0.3048984 Constructive 0.674 Unverified_Claim
Feb 19, 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.