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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 8 of 14
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...
Im from northeast india...in this region we have the system call inner line permit where it restricts others indian from immigrating to this region within india itself...so just get your act together canadians...we had to …
Im from northeast india...in this region we have the system call inner line permit where it restricts others indian from immigrating to this region within india itself...so just get your act together canadians...we had to bear the brunt of communal attacks,and so many violent death against punjabis and bengalis
Identity Attack0.36702603
Insult0.07301756
Profanity0.026727317
Threat0.14327845
Severe Toxicity0.01302678
Low Tox 0.2922276 Constructive 0.666 Comparative_Framing
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
10:42 Irony is most of Punjabi represent India😂
10:42 Irony is most of Punjabi represent India😂
Identity Attack0.31015682
Insult0.11464815
Profanity0.068967216
Threat0.011146127
Severe Toxicity0.016319158
Low Tox 0.29039988 Low Con 0.273 Humor_Satire
Feb 11, 2026 Inside Canada's Indian Invasion...
Punjabi can't do anything 😂 just talk m about love for motherland
Punjabi can't do anything 😂 just talk m about love for motherland
Identity Attack0.293411
Insult0.110259406
Profanity0.104876526
Threat0.013321015
Severe Toxicity0.01825585
Low Tox 0.2855005 Low Con 0.29 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
The problem is not Indian, its Punjabi culture- too close knit.
The problem is not Indian, its Punjabi culture- too close knit.
Identity Attack0.36702603
Insult0.13607834
Profanity0.055940874
Threat0.0104988385
Severe Toxicity0.01322045
Low Tox 0.2854869 Moderate Con 0.422
Dec 13, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
Punjabi Indians do not represent most of Indians, they have a different religion, education standards and lifestyle. Especially khalistani activists which are considered terroristic organisations.
Punjabi Indians do not represent most of Indians, they have a different religion, education standards and lifestyle. Especially khalistani activists which are considered terroristic organisations.
Identity Attack0.32768643
Insult0.16751462
Profanity0.057944927
Threat0.016292779
Severe Toxicity0.010757446
Low Tox 0.28548008 Moderate Con 0.427 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
its out of control especially the new young arrivals totally entitled they come right out and say they are going to take over canada plus now we have the punjabi mafia crime its off the …
its out of control especially the new young arrivals totally entitled they come right out and say they are going to take over canada plus now we have the punjabi mafia crime its off the charts
Identity Attack0.28622448
Insult0.16831873
Profanity0.026180768
Threat0.011146127
Severe Toxicity0.008926392
Low Tox 0.28548008 Moderate Con 0.308
Jan 27, 2026 Inside Canada's Indian Invasion...
If you go to Canada, you will mostly see Punjabi people there. I don’t know why Punjabi people have become so obsessed with Canada. They mostly refer to going to Canada. They don’t even work …
If you go to Canada, you will mostly see Punjabi people there. I don’t know why Punjabi people have become so obsessed with Canada. They mostly refer to going to Canada. They don’t even work properly or look for jobs in India; they just prefer going to Canada. I don’t know what kind of jobs they get there. Some of them go there depending on relatives, and some go illegally, which is completely wrong. Because I want to say one true thing about Indian people: there is very little civic sense in India. Yes, if they belong to the upper class, then they may have some civic sense, but in the lower and middle class, civic sense is very low. That’s why wherever they go, they behave the same way they think, without caring that they are in another country. They don’t care about respecting that country or adjusting to its culture. Instead, they try to impose their own culture everywhere. They want to create their own space everywhere and put their own things everywhere. But if foreigners come to India and live here permanently, they just do their work and live normally. Even if they do something publicly to promote their own culture, Indians will immediately go against them. But I haven’t seen the same reaction outside. People there should also oppose this; otherwise, Indians will really spread everywhere in the same way.
Identity Attack0.36702603
Insult0.16773392
Profanity0.062454045
Threat0.009644418
Severe Toxicity0.012359619
Low Tox 0.28547668 Constructive 0.67 Identity_Assertion
Feb 10, 2026 1 likes Inside Canada's Indian Invasion...
I am an Indian. Many of the new comers from the North of India , whether students or immigrants, do not speak English fluently. Some, especially the Punjabis, cannot even read and speak even a …
I am an Indian. Many of the new comers from the North of India , whether students or immigrants, do not speak English fluently. Some, especially the Punjabis, cannot even read and speak even a single sentence in English. They bribe the immigration officials and get the IELTS certificate for whichever score/band they need. Some of them have a criminal background. When the inquiry for background check comes up, they bribe the police to get a clean certificate... and they all immigrate to Canada, Australia, New Zealand and other Western countries. Every other brown skinned people gets hated and embarrassed because of these people. I have a strong feeling that many in IRCC are of Indian decent and they help these people. These people are racists, arrogant, selfish, greedy, rude, disrespectful, uncivilized and mostly unintellectual. They don't even respect people from other parts of India.
Identity Attack0.31892163
Insult0.16824563
Profanity0.048175167
Threat0.0113014765
Severe Toxicity0.01121521
Low Tox 0.2854733 Constructive 0.58
Sep 28, 2025 1 likes IRCC Names India in Study …
Being punjabi born in canada. No hate towards no one but come on canada is not canada no more. I remeber back to 2005-2010 compared to now. We lost our home, we grew up with …
Being punjabi born in canada. No hate towards no one but come on canada is not canada no more. I remeber back to 2005-2010 compared to now. We lost our home, we grew up with canadian values even though my parents are immigrants, my parents also did there best to adapt when they came here in the 1960s. I love both cultures but it does feel like we LOST our home. Canada is all i know but its turning into something else. STOP IMMIGRATION WE ARE FULL IN CANADA. All the immigrants coming as "students" should be SENT HOME after they study as they swore to do when they were granted that visa.
Identity Attack0.28622448
Insult0.1469393
Profanity0.032142747
Threat0.008531082
Severe Toxicity0.012574885
Low Tox 0.2854733 Constructive 0.78
Aug 26, 2025 Why Canadians Are Turning Against …
9:17 in punjabi temple if you cover your head , they will cover your belly (free food 😂)
9:17 in punjabi temple if you cover your head , they will cover your belly (free food 😂)
Identity Attack0.10221587
Insult0.081508696
Profanity0.10425757
Threat0.12536226
Severe Toxicity0.01806218
Low Tox 0.2854699 Moderate Con 0.368 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
I think a Punjabi guy took this guys girl
I think a Punjabi guy took this guys girl
Identity Attack0.25478655
Insult0.083359696
Profanity0.13256322
Threat0.091630474
Severe Toxicity0.015415368
Low Tox 0.28312725 Moderate Con 0.443 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
They call themselves PUNJABI and not Indians, then why are you dragging Indians in this. Canadian government allowed them, so PUNJABI SIKHS are your issue and not India's, they're a very small minority in india …
They call themselves PUNJABI and not Indians, then why are you dragging Indians in this. Canadian government allowed them, so PUNJABI SIKHS are your issue and not India's, they're a very small minority in india and they don't even represent Indians.
Identity Attack0.37082586
Insult0.08410009
Profanity0.01982715
Threat0.008841781
Severe Toxicity0.0076675415
Low Tox 0.2763787 Moderate Con 0.364 Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
I have nothing against Indians or Punjabis. Every culture has its good and not so good. The biggest issue is the Indian government warned that Canada is taking in many scammers and criminals with false …
I have nothing against Indians or Punjabis. Every culture has its good and not so good. The biggest issue is the Indian government warned that Canada is taking in many scammers and criminals with false documents and Canada not only made them welcome but also let them enter politics, police, government positions many with just PR and not even citizenship holders. How can an India citizen with Canadian Residency work as a customs officer or police with no Canadian citizenship?
Identity Attack0.28622448
Insult0.1640896
Profanity0.02119352
Threat0.0074306927
Severe Toxicity0.0064086914
Low Tox 0.27525392 Constructive 0.726 Policy_Critique
Jan 27, 2026 160 likes Inside Canada's Indian Invasion...
I had a lady who confessed to me that she was recommended by immigration to change to refugee status and avail benefits. She was Punjabi. Check who is manning Asylum department. They have to be …
I had a lady who confessed to me that she was recommended by immigration to change to refugee status and avail benefits. She was Punjabi. Check who is manning Asylum department. They have to be fired. Brother and sister get married for immigration by Somalis
Identity Attack0.2949366
Insult0.07491849
Profanity0.044417568
Threat0.054624002
Severe Toxicity0.011367798
Low Tox 0.27412915 Constructive 0.556
Dec 25, 2025 Deportations From Canada at Their …
They are all Punjabis and they don't want to call them as an Indian so don't blame India.
They are all Punjabis and they don't want to call them as an Indian so don't blame India.
Identity Attack0.36702603
Insult0.08533409
Profanity0.0741757
Threat0.0091524795
Severe Toxicity0.0104522705
Low Tox 0.27236435 Moderate Con 0.414 Identity_Assertion
Oct 20, 2025 Inside Canada's Indian Metropolis (Brampton)
If they didn’t want Indians to be in their country, then probably the British, French and Portuguese shouldn’t have forced their way into India. Especially Britain, stealing around £38 Trillion from India. Actions have reactions.😂😂😂😂 …
If they didn’t want Indians to be in their country, then probably the British, French and Portuguese shouldn’t have forced their way into India. Especially Britain, stealing around £38 Trillion from India. Actions have reactions.😂😂😂😂 And if people want to UNDERSTAND why people from mostly Punjab move to Canada, they need to learn history. The short version is - Sikh Regiment, business in the 19th and 20th century. For a longer version why the migration exploded in the late 20th and 21st century, the seeds were sown back in the early 20th century - Brits favouring a handful of Khalistanis to weaken Indian National movement before Indian Independence (read Sanjiv Sanyal’s book - “Revolutionaries”) and keep the Jewel (India) in the crown. Post the assassination of Indian PM Indira Gandhi by the Khalistani Terrorists (concentrated in Punjab) in 1984 and the Indian government crackdown on them - many found refuge in Canada aided by Pakistan’s Intelligence Service Agency and off course the USA and Canada 🫡🫡🫡 Indian government repeatedly pleaded the West to hand over the terrorists but surprise surprise, the West wants to use these elements to keep India in check and support its ally Pakistan. Fast forward, Khalistani sympathisers (Khalistan was a violent separatist movement in Punjab)find their refuge in Canada. Their relatives move in shortly and encourage others from Punjab to do so. Why ?? To build the base for Khalistan movement in Canada against India (all this being supported by the West while India cries its lungs out) 😢😢😢. Canada becomes a mini Punjab for the Khalistani terrorists/sympathisers. The Punjabi culture takes root courtesy of the Khalistanis - brings in more migration. Fast forward to today, the movement is now a tsunami with people from Punjab moving in large numbers. Why ? Because of the Khalistan movement, Punjab got destroyed economically (it was the richest state in India) as a result people are forced to move out. And the best place is their second Punjabi 🫣🫣 ie. Khalistani homeland Canada.
Identity Attack0.2816105
Insult0.12521741
Profanity0.026590679
Threat0.0091524795
Severe Toxicity0.008621216
Low Tox 0.26859093 Constructive 0.685 Comparative_Framing
Feb 11, 2026 4 likes Inside Canada's Indian Invasion...
Your supposed human trafficker is not Punjabi… and what human trafficker would let you to go to Pizza Pizza alone mate??
Your supposed human trafficker is not Punjabi… and what human trafficker would let you to go to Pizza Pizza alone mate??
Identity Attack0.14875233
Insult0.15840563
Profanity0.03990845
Threat0.010472948
Severe Toxicity0.009651184
Low Tox 0.2667042 Moderate Con 0.318 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
They need to make Brampton as Khalistan not India, Punjabi never liked india.
They need to make Brampton as Khalistan not India, Punjabi never liked india.
Identity Attack0.31015682
Insult0.082619295
Profanity0.0569429
Threat0.013528148
Severe Toxicity0.011444092
Low Tox 0.26293078 Low Con 0.195 Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Please don't say indian I feel ashamed, the so called invaders are from punjab which is the north part of india who speaks Hindi. We are from south most tip of india :kerala we don't …
Please don't say indian I feel ashamed, the so called invaders are from punjab which is the north part of india who speaks Hindi. We are from south most tip of india :kerala we don't invade any country we blend with other country's culture. And we speak "malayalam" as our language. India does consist of 28 completely different states and 22 plus different languages. Everyone is different in their culture and language spoken and the food itself. And I am also sad I came to canada from kerala to get a foreign exposure but sadly I saw more punjabis, gujaratis and many hindi language speaking north indians more than canadians😢. We keralites get the racism not from canadians but from these so called Punjabis and gujaratis the hindi speaking people. Its awful
Identity Attack0.27701542
Insult0.15343215
Profanity0.054437835
Threat0.008945347
Severe Toxicity0.009117126
Low Tox 0.26104406 Constructive 0.794 Personal_Narrative
Feb 24, 2026 Inside Canada's Indian Invasion...
"Thank God we're being invaded by Punjabis because it could be so much worse" Such a Canadian reaction. I work with a ton of Sikhs, most of them are decent, and they're smart enough to …
"Thank God we're being invaded by Punjabis because it could be so much worse" Such a Canadian reaction. I work with a ton of Sikhs, most of them are decent, and they're smart enough to know they don't want to be here, most of them want to go back to Punjab but our government gives them so much opportunity to exploit Canada that they can't resist it.
Identity Attack0.30103904
Insult0.082866095
Profanity0.021945024
Threat0.012026439
Severe Toxicity0.008277893
Low Tox 0.2553839 Constructive 0.625 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Well one thing- people who go to another country to start a new life must respect and integrate in their culture. And if they don’t send them back. Also mostly Punjabis and hindu atleast no …
Well one thing- people who go to another country to start a new life must respect and integrate in their culture. And if they don’t send them back. Also mostly Punjabis and hindu atleast no Muslims otherwise they will try to convert Brampton into Brampistan😂
Identity Attack0.2964622
Insult0.0811385
Profanity0.05268429
Threat0.012285355
Severe Toxicity0.0127685545
Low Tox 0.25462922 Moderate Con 0.421 Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
- Why so many Punjabis here in Brampton? - It's like home
- Why so many Punjabis here in Brampton? - It's like home
Identity Attack0.28883415
Insult0.07967083
Profanity0.04592061
Threat0.008556974
Severe Toxicity0.009689331
Low Tox 0.25462922 Moderate Con 0.382 Personal_Narrative
Feb 22, 2026 Inside Canada's Indian Invasion...
The human smuggler isn’t talking in Punjabi it’s actually hindi and haryanvi and they’re not Punjabi or Sikh they’re haryanvi
The human smuggler isn’t talking in Punjabi it’s actually hindi and haryanvi and they’re not Punjabi or Sikh they’re haryanvi
Identity Attack0.23163283
Insult0.24928534
Profanity0.12035047
Threat0.02924249
Severe Toxicity0.021548226
Low Tox 0.25462922 Low Con 0.25 Unverified_Claim
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.