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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: "Punjab= India." 120 comments · Page 1 of 5
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...
As a indian not the whole indian only mfs panjabi go to Canada in india punjab is famous for this kind of stereotypes. lot of people only choose to go in Canada If you ask …
As a indian not the whole indian only mfs panjabi go to Canada in india punjab is famous for this kind of stereotypes. lot of people only choose to go in Canada If you ask a punjabi where are you from he doesn't said india they say punjab who the fuck knows punjab .hate that lassies 😅
Identity Attack0.5274064
Insult0.5678696
Profanity0.6001929
Threat0.058826666
Severe Toxicity0.3525603
Moderate 0.687436 Constructive 0.532 Identity Attack Insult Personal_Narrative
Feb 26, 2026 Inside Canada's Indian Invasion...
😂😂😂 Everyone is being suppressed in Indian punjab...😂😂😂 Drug smugglers, jihadi sympathizers and murderers deserve much more than 'suppression'! Keep taking in these losers canada! Frees up workload on our law and order machinery here …
😂😂😂 Everyone is being suppressed in Indian punjab...😂😂😂 Drug smugglers, jihadi sympathizers and murderers deserve much more than 'suppression'! Keep taking in these losers canada! Frees up workload on our law and order machinery here in India!!😂😂😂
Identity Attack0.55803186
Insult0.6306599
Profanity0.17706433
Threat0.13768311
Severe Toxicity0.16960317
Moderate 0.64447093 Moderate Con 0.316 Identity Attack Insult Humor_Satire
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
We not gona give indian punjab to these khalistaniss. They choose canda as a shelter and say shitt about India from Canada. 90% immigrants in Canada area punjabi or sikhs. They DONNT even call themself …
We not gona give indian punjab to these khalistaniss. They choose canda as a shelter and say shitt about India from Canada. 90% immigrants in Canada area punjabi or sikhs. They DONNT even call themself indian.
Identity Attack0.6007182
Insult0.5423875
Profanity0.5318404
Threat0.02682521
Severe Toxicity0.19149859
Moderate 0.6407703 Moderate Con 0.302 Identity Attack Insult Identity_Assertion
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
For all the folks watching and cursing on Indians let me tell you that 95% of those Indians you saw there in Brampton are Punjabis....it's because Punjab is a shit hole and has nothing left. …
For all the folks watching and cursing on Indians let me tell you that 95% of those Indians you saw there in Brampton are Punjabis....it's because Punjab is a shit hole and has nothing left. You won't find too many South Indians, they are educated, they genuinely come to study or work in high skilled jobs and immigrate back to India later on
Identity Attack0.57150364
Insult0.5015486
Profanity0.5381406
Threat0.11309616
Severe Toxicity0.2733782
Moderate 0.60311776 Constructive 0.593 Identity Attack Insult Comparative_Framing
Feb 9, 2026 1 likes Inside Canada's Indian Invasion...
This is very sad, these sikhs have made a hell of Brampton ! Majority of them Khalistani Terr... Btw this video is racist too. I am of Indian origin... I have only one advice : …
This is very sad, these sikhs have made a hell of Brampton ! Majority of them Khalistani Terr... Btw this video is racist too. I am of Indian origin... I have only one advice : Stop immigration from North India especially PUNJAB. That sikh guy is telling help people... my foot, these guys spread hatred and terror. They have blown up an Air India plane.
Identity Attack0.57150364
Insult0.44464502
Profanity0.3194067
Threat0.13815513
Severe Toxicity0.23223256
Moderate 0.5921536 Constructive 0.611 Identity Attack
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
people form Punjab are good its the Hindus that are extremely dirty and have no manners and are the most extremist in India.
people form Punjab are good its the Hindus that are extremely dirty and have no manners and are the most extremist in India.
Identity Attack0.57957685
Insult0.5678696
Profanity0.29984993
Threat0.11002964
Severe Toxicity0.23226175
Moderate 0.568186 Constructive 0.515 Identity Attack Insult Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
💯 🍃 THE DUM FREAKING PUNJABIS DON'T KNOW PUNJAB AIN'T NO DAM NATION... INDIA IS THEIR NATION 🎉🎉🎉🎉🎉
💯 🍃 THE DUM FREAKING PUNJABIS DON'T KNOW PUNJAB AIN'T NO DAM NATION... INDIA IS THEIR NATION 🎉🎉🎉🎉🎉
Identity Attack0.55044734
Insult0.563347
Profanity0.46460027
Threat0.13853464
Severe Toxicity0.45895407
Moderate 0.5559701 Low Con 0.229 Identity Attack Insult Identity_Assertion
Feb 23, 2026 1 likes Inside Canada's Indian Invasion...
Ban Sikh and Hindu students from Punjab India they are the only ones defrauding Canada
Ban Sikh and Hindu students from Punjab India they are the only ones defrauding Canada
Identity Attack0.6007182
Insult0.48228607
Profanity0.11354194
Threat0.061736204
Severe Toxicity0.13863131
Moderate 0.54325575 Low Con 0.284 Identity Attack Call_To_Action
Sep 27, 2025 IRCC Names India in Study …
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)
Canada is Minnesota on steroids , its run by a Liberal Cabal who import hundreds of thousands of 3rd world men, especially from Punjab in India to get a permanent vote bank in the same …
Canada is Minnesota on steroids , its run by a Liberal Cabal who import hundreds of thousands of 3rd world men, especially from Punjab in India to get a permanent vote bank in the same way California has done with other groups to the point they constantly vote Liberal. Canada is a complete shit show and the LMIA scams expose how big the rot is. I see more Turban in Toronto than Canadians its insane, it was not like this 20 or 30 years ago at all. Also the SIkhs/Panjabs in Canada will ultimately want an ethno state within Canada they have a lot more political power in Canada than in their native country .
Identity Attack0.4911651
Insult0.5130944
Profanity0.4185329
Threat0.030278467
Severe Toxicity0.16960317
Moderate 0.52139956 Moderate Con 0.455 Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
The guy who said Motherland Punjab not india is a person in right mind as no person in his right mind will say Motherland India except 1 billion poop eating cultist.😂
The guy who said Motherland Punjab not india is a person in right mind as no person in his right mind will say Motherland India except 1 billion poop eating cultist.😂
Identity Attack0.46028158
Insult0.5015486
Profanity0.42990944
Threat0.09929679
Severe Toxicity0.2281948
Moderate 0.52007306 Low Con 0.233 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Punjab is also in India... Khalistani chooooo
Punjab is also in India... Khalistani chooooo
Identity Attack0.5274064
Insult0.5130944
Profanity0.41255033
Threat0.34827536
Severe Toxicity0.45895407
Moderate 0.50789946 Low Con 0.232 Identity Attack Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Racist video ! When your show pic of punjab and india you just show grey areas not reality when how can you unbiased. Video is for white audience to happy them .
Racist video ! When your show pic of punjab and india you just show grey areas not reality when how can you unbiased. Video is for white audience to happy them .
Identity Attack0.46028158
Insult0.3493834
Profanity0.22562476
Threat0.020954676
Severe Toxicity0.030523606
Moderate 0.48021027 Low Con 0.281 Meta_Commentary
Feb 11, 2026 6 likes Inside Canada's Indian Invasion...
2:30 typical rage bait content creator troll who calls himself a "journalist" showing some obscure street in a slum with trash on the side of the street isn't representative of Punjab or India kid. It's …
2:30 typical rage bait content creator troll who calls himself a "journalist" showing some obscure street in a slum with trash on the side of the street isn't representative of Punjab or India kid. It's funny how foreigners mostly w8tes will travel to India and purposely go to the worst places to travel (old delhi, varanasi, Calcutta) which is common knowledge not only amongst Indians themselves but amongst travelers globally, just so they can make negative videos for sensation and views and then assume the entire country looks like that. When the fact of the matter is India has beautiful beaches, resorts in the south (kerela goa etc ie tourist areas) beautiful mountains and snowy areas in the north like Shimla, Risikesh in states like himachal pradesh and uttarkhand, theres ther north east which has arunachal pradesh etc. Yet despite common knowledge amongst those who travel to India these vloggers choose to avoid such places for the former just for content and to make videos such as this. Channels like Chris Lewis, Alfonso and Jessica, Daily Max, Van Boys, GallivanterDom, Dunney Travels are much more honest and unbiased with their vlogs on India showing both the good and bad side of the country. Both the beautiful luxurious sides as well as the slums and poverty. Unlike vloggers like this who only show the negative sides of India for the sake of views, content and engagement farming. Positive videos on India never go as viral as the negative ones. The algorithm always pushes negativity over positivity
Identity Attack0.37655997
Insult0.44126466
Profanity0.29209393
Threat0.0347677
Severe Toxicity0.052940834
Moderate 0.47473195 Constructive 0.728 Policy_Critique
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
2:30 at this point he is just rage baiting and i also fall for this, when the guy said punjab next shot you get this dirtiest street i mean point are you making here all …
2:30 at this point he is just rage baiting and i also fall for this, when the guy said punjab next shot you get this dirtiest street i mean point are you making here all of punjab look like this, with that logic i can show you probably dirtier steet than this in Toronto. first he made poop festival video which are unknown from 99.99% of indian and painted as it is celebrated like holi and Diwali, i can also give the weirdest festival around the global that you never imagined and why did he made video about poop tasting and throwing festival that are celebrated in texas because he wil not get the clout, there are hundreds of thousands of video about white guy pooping on road,street and randomly showed up at seven 11 store pooped and left, and we love you canada so much why millions of Canadian come india for health checkup and medical treatment. Whites are born hypocrites for centuries they colonies india and other part of world snatch their resources for themselves that time they were enjoying and now other peoples came their country and contributing to their economy for that they are crying
Identity Attack0.29798782
Insult0.36798462
Profanity0.2980872
Threat0.146441
Severe Toxicity0.16960317
Moderate 0.47119883 Constructive 0.519 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
north Indians from Punjab and Delhi assimilate a lot. They are known in India to be very aggresive and unkind types
north Indians from Punjab and Delhi assimilate a lot. They are known in India to be very aggresive and unkind types
Identity Attack0.5485698
Insult0.4339631
Profanity0.20016506
Threat0.022163315
Severe Toxicity0.05832097
Moderate 0.47119883 Moderate Con 0.487 Identity Attack Unverified_Claim
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
Canada has become a breeding ground for Khalistani terrorists who aim to destroy India by separating the state of Punjab from Canada. These Khalistani terrorists, originating from Punjab, have killed numerous Hindus in India.
Canada has become a breeding ground for Khalistani terrorists who aim to destroy India by separating the state of Punjab from Canada. These Khalistani terrorists, originating from Punjab, have killed numerous Hindus in India.
Identity Attack0.5135796
Insult0.37846634
Profanity0.09260304
Threat0.34804323
Severe Toxicity0.02458496
Moderate 0.46186632 Moderate Con 0.381 Identity Attack Unverified_Claim
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...
These khalistani pests flourish in canada, UK, US, Australia. In india, we exterminate them. Like we did in 1984, so many of them ran to canada. They are no good to society. Most of them …
These khalistani pests flourish in canada, UK, US, Australia. In india, we exterminate them. Like we did in 1984, so many of them ran to canada. They are no good to society. Most of them are wanted in India and will face jail time without trial for conspiring against India. But Canadian, UK, US, Australian governments don't extradite them. Even innocent people from punjab get brainwashed there. Khalistani movement get funded by Pakistani ISI to wage terrorism against india. When British people were leaving india, they divided it and formed Pakistan. Part of punjab region was gone to Pakistan. These khalistani say that they want to liberate punjab and form khalistan. But these hypocrites want to do it on indian side only, not the Pakistani punjab side.
Identity Attack0.4774257
Insult0.4339631
Profanity0.117874645
Threat0.3490162
Severe Toxicity0.038593806
Moderate 0.44002727 Moderate Con 0.446 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Halt the immigration from India, specifically Punjab and the Islamic world. Turbans and Hijabs are going to destroy Canada. Let's focus on Canadian first
Halt the immigration from India, specifically Punjab and the Islamic world. Turbans and Hijabs are going to destroy Canada. Let's focus on Canadian first
Identity Attack0.5135796
Insult0.21836096
Profanity0.050930742
Threat0.18913531
Severe Toxicity0.023076924
Moderate 0.4269174 Low Con 0.273 Identity Attack Call_To_Action
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
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...
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...

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.