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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

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

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Active: "Khalistan 😂😂😂😂" 130 comments · Page 4 of 6
The reason khalistan referendums happen in Western countries it's because if you try voicing your opinion in india, you will be murdered or jailed. Cow dung is treated better than freedom of speech there. No …
The reason khalistan referendums happen in Western countries it's because if you try voicing your opinion in india, you will be murdered or jailed. Cow dung is treated better than freedom of speech there. No different from the free tibet protests. Largley peacefull, and non-binding referendums.
Identity Attack0.11860296
Insult0.07365121
Profanity0.040910475
Threat0.30463433
Severe Toxicity0.013543231
Low Tox 0.2648175 Moderate Con 0.406 Comparative_Framing
Jan 28, 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...
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...
First learn the difference between Indian and khalstanis. Most of these people are khalistan supporters about which India warned Canada since decades. Indian people do not get involved in criminal activities. They worked hard, pay …
First learn the difference between Indian and khalstanis. Most of these people are khalistan supporters about which India warned Canada since decades. Indian people do not get involved in criminal activities. They worked hard, pay their college fees, pay their taxes & contribute in economy unlike khalstanis.
Identity Attack0.2831485
Insult0.10587067
Profanity0.016001316
Threat0.0071847234
Severe Toxicity0.005645752
Low Tox 0.25462922 Moderate Con 0.483 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
On the Khalistan poster, the guy on the right was the one that got killed in Surrey BC, by the Indian government. In the parking lot of a Sikh temple.
On the Khalistan poster, the guy on the right was the one that got killed in Surrey BC, by the Indian government. In the parking lot of a Sikh temple.
Identity Attack0.22063516
Insult0.053791173
Profanity0.02932342
Threat0.2836219
Severe Toxicity0.012435913
Low Tox 0.25462922 Moderate Con 0.459 Personal_Narrative
Feb 11, 2026 Inside Canada's Indian Invasion...
They will carve khalistan out of canada but never india
They will carve khalistan out of canada but never india
Identity Attack0.28034934
Insult0.054962315
Profanity0.024199532
Threat0.10389658
Severe Toxicity0.01083374
Low Tox 0.2524482 Low Con 0.136 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canada become a Khalistan or Punjab
Canada become a Khalistan or Punjab
Identity Attack0.27914262
Insult0.110259406
Profanity0.04491858
Threat0.017328756
Severe Toxicity0.01644827
Low Tox 0.25084448 Low Con 0.186 Fear_Threat
Feb 3, 2026 Inside Canada's Indian Invasion...
Well Canada is paying what your government has designed to disturb India... I want to say one thing shortly, if this Sikh people in Canada today calling Punjab instead India as their motherland because they …
Well Canada is paying what your government has designed to disturb India... I want to say one thing shortly, if this Sikh people in Canada today calling Punjab instead India as their motherland because they want khalistan. I am sure day will come when this Canadian Sikh will address themselves as Brampton instead of Canadian once they grow in large numbers.
Identity Attack0.2808415
Insult0.0820023
Profanity0.023721304
Threat0.0130621
Severe Toxicity0.008506775
Low Tox 0.24924077 Moderate Con 0.465 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
I’m an Indian, and let me state the reality clearly. India has repeatedly warned Canada that many individuals seeking asylum there include criminals facing serious charges or jail time in India. Some exploit the Khalistan …
I’m an Indian, and let me state the reality clearly. India has repeatedly warned Canada that many individuals seeking asylum there include criminals facing serious charges or jail time in India. Some exploit the Khalistan narrative to falsely claim political persecution, allowing them to gain asylum and citizenship. These networks have contributed to gang wars, drug trafficking, and rising violence in Canada. Khalistani extremists have a proven history of terrorism, including the Air India bombing Canada’s deadliest terror attack. If Canada genuinely wants to curb shootings, drug cartels, and organized crime, it must treat Khalistani extremist groups as terrorist organizations and stop offering safe haven to criminals. This is not about Sikhs,peaceful people. The problem arises when criminals and extremists are protected under the guise of activism. Canada’s continued refusal to extradite such individuals reflects a failure of policy, largely under the Trudeau government.
Identity Attack0.2700233
Insult0.13969865
Profanity0.024677763
Threat0.031314444
Severe Toxicity0.008277893
Low Tox 0.24763705 Constructive 0.735 Policy_Critique
Jan 27, 2026 55 likes Inside Canada's Indian Invasion...
They just need their promised land, Khalistan.
They just need their promised land, Khalistan.
Identity Attack0.24970764
Insult0.059061307
Profanity0.033144772
Threat0.037530303
Severe Toxicity0.014188796
Low Tox 0.24442963 Low Con 0.148 Identity_Assertion
Feb 13, 2026 Inside Canada's Indian Invasion...
I Don't see anything wrong here except for the khalistan thing (which is unpopular). You're grasping at straws with this one.
I Don't see anything wrong here except for the khalistan thing (which is unpopular). You're grasping at straws with this one.
Identity Attack0.105256535
Insult0.08831572
Profanity0.0684662
Threat0.018882722
Severe Toxicity0.008163452
Low Tox 0.2412222 Moderate Con 0.378 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
I as a Sikh living in India can ensure you that even of Khalistan is made, none of them are returning to live in 40°C. 🤣
I as a Sikh living in India can ensure you that even of Khalistan is made, none of them are returning to live in 40°C. 🤣
Identity Attack0.26325142
Insult0.06477321
Profanity0.072882555
Threat0.02181799
Severe Toxicity0.013995127
Low Tox 0.23812068 Moderate Con 0.383 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada has a long history of ignoring India’s warnings about Khalistan. They give asylum to extremists just to shame India, but in the end Canada itself suffers. Many Indians think moving abroad changes everything but …
Canada has a long history of ignoring India’s warnings about Khalistan. They give asylum to extremists just to shame India, but in the end Canada itself suffers. Many Indians think moving abroad changes everything but my own friend, an engineering graduate, is working as a cashier in Canada while he had a good job offer in India. Indians, have some dignity. Don’t blindly chase the Canadian dream.
Identity Attack0.2700233
Insult0.08533409
Profanity0.015693882
Threat0.008311004
Severe Toxicity0.0045394897
Low Tox 0.23523538 Constructive 0.645
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
not one of them is returning to khalistan 🤣
not one of them is returning to khalistan 🤣
Identity Attack0.23770751
Insult0.15840563
Profanity0.0913099
Threat0.04167421
Severe Toxicity0.021806452
Low Tox 0.2312681 Low Con 0.138 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
Sad to see the racist comments both in the video as well as in the comments. There is no doubt that Canada took too many immigrants in the past 5-7 years. The reasons are many …
Sad to see the racist comments both in the video as well as in the comments. There is no doubt that Canada took too many immigrants in the past 5-7 years. The reasons are many - and the blame goes on both the provincial conservatives and federal liberals. The tuition freeze in Ontario caused colleges and universities to treat foreign students as an ATM to balance their budgets. Foreign enrollments skyrocketed, especially in colleges, with students paying top dollar for dubious degrees with no job prospects. This put strains on the job market, and the housing/rental market. As an educated Indian-American who now lives in Canada, it pains me to see my fellow countrymen dominating Uber, Uber Eats, Bicycle food delivery and Tim Hortons. No one uproots everything in their home country and comes all the way for this. Most of these people are here legally and they work really hard. A last word - leaving aside the Khalistan issue that has caused a wedge between Hindus and Sikhs - the Indian diaspora, especially the Sikh, are amazing in the amount of charitable work that they do. Their concept of seva is unmatched. No one goes hungry when there is a Gurdwara around, as there is always free nutritious food. Same is true for temples. Even a young poor Steve Jobs ate at Iskcon temples. Last point - while some of Canada's problems are because of excessive immigration, Canada would be nothing without immigrants. The population would decline, with a native fertility rate of under 1.4, and entitlement programs would be in deep trouble.
Identity Attack0.14019285
Insult0.123407245
Profanity0.016752819
Threat0.007586042
Severe Toxicity0.004787445
Low Tox 0.23090743 Constructive 0.813
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
This makes me question all of his videos. Its a lovely place to raise a family. Things got worse in covid with mass immigration. But this is selective journalism. Canada needs immigration, it's its refugee …
This makes me question all of his videos. Its a lovely place to raise a family. Things got worse in covid with mass immigration. But this is selective journalism. Canada needs immigration, it's its refugee and asylum seekers who are a liability. Also as a sikh Indo Canadian. I couldnt care less about Khalistan.
Identity Attack0.23163283
Insult0.06984934
Profanity0.020032106
Threat0.007197669
Severe Toxicity0.0050735474
Low Tox 0.21374844 Constructive 0.782 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
Funny how Canada support Khalistan independance movement but when it is Quebec or Alberta this is bad lmao
Funny how Canada support Khalistan independance movement but when it is Quebec or Alberta this is bad lmao
Identity Attack0.10221587
Insult0.082372494
Profanity0.04216301
Threat0.0076507707
Severe Toxicity0.0050354004
Low Tox 0.21241048 Low Con 0.195 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The banned group, Sikhs for Justice, held a Khalistan referendum in Ottawa over the weekend during which supporters chanted ‘Kill India’ slogans and even desecrated the Indian flag. This is the seventh such unofficial vote …
The banned group, Sikhs for Justice, held a Khalistan referendum in Ottawa over the weekend during which supporters chanted ‘Kill India’ slogans and even desecrated the Indian flag. This is the seventh such unofficial vote that Canada has seen since September 2022. The timing of this event was significant — it came as Canadian PM Mark Carney met his Indian counterpart Narendra Modi on the sidelines of the G20 Summit in Johannesburg
Identity Attack0.18468912
Insult0.060927123
Profanity0.022013342
Threat0.13815513
Severe Toxicity0.010147095
Low Tox 0.20705862 Moderate Con 0.471 Unverified_Claim
Nov 25, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
It's not Canada anymore. It's Khalistan now
It's not Canada anymore. It's Khalistan now
Identity Attack0.19298288
Insult0.05262003
Profanity0.022969801
Threat0.0097738765
Severe Toxicity0.008087158
Low Tox 0.19986437 Low Con 0.154 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Nice question ❤ Will they go back to Khalistan? If they get it 😅
Nice question ❤ Will they go back to Khalistan? If they get it 😅
Identity Attack0.17070955
Insult0.04910661
Profanity0.040910475
Threat0.027861187
Severe Toxicity0.008964539
Low Tox 0.1996317 Moderate Con 0.302 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Wow they support khalistan 😮
Wow they support khalistan 😮
Identity Attack0.14875233
Insult0.061976057
Profanity0.04141149
Threat0.011379151
Severe Toxicity0.010604858
Low Tox 0.19124292 Low Con 0.183 Fear_Threat
Feb 7, 2026 Inside Canada's Indian Invasion...
They will make a Khalistan out of Canada
They will make a Khalistan out of Canada
Identity Attack0.17226285
Insult0.033239998
Profanity0.022423252
Threat0.03718498
Severe Toxicity0.007019043
Low Tox 0.18554166 Low Con 0.154 Fear_Threat
Feb 7, 2026 Inside Canada's Indian Invasion...
Please Free Khalistan so they can all go back and be free. let us Canadians live in please
Please Free Khalistan so they can all go back and be free. let us Canadians live in please
Identity Attack0.18313584
Insult0.04383647
Profanity0.016616182
Threat0.009722093
Severe Toxicity0.006980896
Low Tox 0.18554166 Moderate Con 0.314 Call_To_Action
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
Khalistan Zindabad
Khalistan Zindabad
Identity Attack0.13591312
Insult0.07491849
Profanity0.07385241
Threat0.12382901
Severe Toxicity0.023505108
Low Tox 0.16245349 Low Con 0.194 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
khalistan zindawad
khalistan zindawad
Identity Attack0.12208464
Insult0.06669625
Profanity0.07385241
Threat0.114629425
Severe Toxicity0.023076924
Low Tox 0.16245349 Low Con 0.185 Identity_Assertion
Feb 17, 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.