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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 #}

Comment Explorer

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Active: "Its Khalistani..!" 133 comments · Page 1 of 6
Where the fuck is punjab, you fucking traitorous assholes? Indian government and Indians should never give a flying fuck about these pieces or shit khalistanis. Fucking backstabbing snakes
Where the fuck is punjab, you fucking traitorous assholes? Indian government and Indians should never give a flying fuck about these pieces or shit khalistanis. Fucking backstabbing snakes
Identity Attack0.79850346
Insult0.87506694
Profanity0.94929975
Threat0.35782173
Severe Toxicity0.6532936
Toxic 0.9749944 Low Con 0.112 Identity Attack Insult Identity_Assertion
Feb 17, 2026 Inside Canada's Indian Invasion...
8:28 Kick all of them, they are not Indians. THROW THEM IN THE OCEAN.. Fcuking Khalistanis..
8:28 Kick all of them, they are not Indians. THROW THEM IN THE OCEAN.. Fcuking Khalistanis..
Identity Attack0.7499929
Insult0.65129566
Profanity0.7246992
Threat0.6738745
Severe Toxicity0.61260825
Toxic 0.9061063 Low Con 0.234 Identity Attack Insult Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
They dont even want to say Indian..its fucking khalistanis
They dont even want to say Indian..its fucking khalistanis
Identity Attack0.6778536
Insult0.5935568
Profanity0.86331284
Threat0.032005094
Severe Toxicity0.45293763
Toxic 0.9061063 Low Con 0.143 Identity Attack Insult Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Bloody fucking Punjabi khalistanis
Bloody fucking Punjabi khalistanis
Identity Attack0.7426507
Insult0.7657292
Profanity0.80158395
Threat0.49142194
Severe Toxicity0.71338886
Toxic 0.83334327 Low Con 0.203 Identity Attack Insult Identity_Assertion
Feb 10, 2026 Inside Canada's Indian Invasion...
Khalistanis are bunch of trash and cowards, they don't go back, its just they get paid some dollars to make noise thats all.
Khalistanis are bunch of trash and cowards, they don't go back, its just they get paid some dollars to make noise thats all.
Identity Attack0.6458014
Insult0.71551245
Profanity0.41194582
Threat0.049128212
Severe Toxicity0.34969926
Toxic 0.7675452 Low Con 0.176 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
It's true - they buy the franchises for a song - employ their own - push out other hard working immigrants - run the quality of the products into the ground - and then call …
It's true - they buy the franchises for a song - employ their own - push out other hard working immigrants - run the quality of the products into the ground - and then call us racists when the business goes to shit. I'd rather have four million Philippines and south American refugees - than a bunch of entitled Khalistanis, Muslims and jihadists. Any fucking day! We actually don't go thru drive thru anymore - we go inside and see who is working before we order anything. Absolutely sick of shitty food and bad service.
Identity Attack0.55044734
Insult0.6306599
Profanity0.70864636
Threat0.053330876
Severe Toxicity0.35368225
Toxic 0.74954444 Constructive 0.528 Identity Attack Insult Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians are recognized as the highest-earning or wealthiest ethnic group in the United States, the United Kingdom, and Germany, driven by high representation in STEM, medicine, and management roles. Their success is attributed to high …
Indians are recognized as the highest-earning or wealthiest ethnic group in the United States, the United Kingdom, and Germany, driven by high representation in STEM, medicine, and management roles. Their success is attributed to high education levels, strong professional skills, "cannada" allowed the uneducated khalistani, criminal and retarded ones who cant speak basic english shame on tyler olivera for the video thumbnail fu*k you rascist bastard you upload videos the the same platform whose ceo is indian when a country is failing the easiest thing to do is throw a minority group under the bus and put all the blame on them thats what the nazis did thats what trump is doing thats what you are on your way to become 😊 cannada imported the criminals and idiots the indian foreign minister warned the cannadian govt already but the govt policy sucks so yeah to the hell with that
Identity Attack0.6007182
Insult0.6336687
Profanity0.6001929
Threat0.13717735
Severe Toxicity0.45895407
Toxic 0.71760553 Moderate Con 0.335 Identity Attack Insult Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
How much insult you will take you stupid Indian's living abroad. Come back, we don't want you,but as an Indian we will let you in. Let them know.. what is their life without Indian's.Important no …
How much insult you will take you stupid Indian's living abroad. Come back, we don't want you,but as an Indian we will let you in. Let them know.. what is their life without Indian's.Important no khalistani in India at any cost. Only Indian Sikh brother welcome. Let them rot with islamic shariya.
Identity Attack0.6487889
Insult0.6500014
Profanity0.43744424
Threat0.4352635
Severe Toxicity0.44860926
Moderate 0.687436 Moderate Con 0.333 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada give shelter to terrorist and khalistani people and then do all racism shit to all India. Stop giving citizanship to people if you don't want other countries politics in your homeland.
Canada give shelter to terrorist and khalistani people and then do all racism shit to all India. Stop giving citizanship to people if you don't want other countries politics in your homeland.
Identity Attack0.5698139
Insult0.56997263
Profanity0.5249258
Threat0.03165977
Severe Toxicity0.16960317
Moderate 0.6667219 Low Con 0.252 Identity Attack Insult
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
I live in Ontario, a few hours from Brampton. I say this so you understand when I say "Khalistanis GO HOME" I fucking mean it. Sihks, Hindu, whatever is fine - but leave your fucking …
I live in Ontario, a few hours from Brampton. I say this so you understand when I say "Khalistanis GO HOME" I fucking mean it. Sihks, Hindu, whatever is fine - but leave your fucking seperatist politics out of Canada. To be clear, you (one of the documentarians) was adorned with a pro Indian seperatist headwrap with a the Khalistani yellow and the symbol of swords. (12:00) You've just shown support for what is defined as a terrorist organization by many countries in the world, except Canada.
Identity Attack0.55044734
Insult0.5588244
Profanity0.6242122
Threat0.08089764
Severe Toxicity0.34993178
Moderate 0.6611249 Constructive 0.604 Identity Attack Insult Identity_Assertion
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Nehatto par Talwar chalava, bacchiyon ko rape threads dilana, Desh se gaddari karava Ta ja ke Pakistani randi ka baccha khalistani sikh kahava
Nehatto par Talwar chalava, bacchiyon ko rape threads dilana, Desh se gaddari karava Ta ja ke Pakistani randi ka baccha khalistani sikh kahava
Identity Attack0.61901736
Insult0.6675394
Profanity0.6242122
Threat0.53875744
Severe Toxicity0.68373036
Moderate 0.6544696 Low Con 0.144 Identity Attack Insult Threat Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
please dont associate sikhs and indians together most indians that come to canada and especially in Brampton and Surrey BC they are khalistanis and indians DO NOT WANT KHALISTAN its is a wannab be a …
please dont associate sikhs and indians together most indians that come to canada and especially in Brampton and Surrey BC they are khalistanis and indians DO NOT WANT KHALISTAN its is a wannab be a terrorist group do not accosiate hindus and innocent sikhs with dirty kahlistanis
Identity Attack0.6649212
Insult0.5739874
Profanity0.25275812
Threat0.04524883
Severe Toxicity0.18844056
Moderate 0.6544696 Moderate Con 0.419 Identity Attack Insult Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
As a indian dear canadian people please kick all the khalistanis
As a indian dear canadian people please kick all the khalistanis
Identity Attack0.6458014
Insult0.3388922
Profanity0.27882218
Threat0.6615786
Severe Toxicity0.34997055
Moderate 0.6491204 Moderate Con 0.332 Identity Attack Threat Call_To_Action
Feb 7, 2026 2 likes Inside Canada's Indian Invasion...
Khalistanis are Pakistanis you half as intelligent twit!
Khalistanis are Pakistanis you half as intelligent twit!
Identity Attack0.53446084
Insult0.65231085
Profanity0.44475567
Threat0.05042134
Severe Toxicity0.35220072
Moderate 0.6426206 Low Con 0.093 Identity Attack Insult Identity_Assertion
Feb 9, 2026 Inside Canada's Indian Invasion...
Khalistanis are terrorists read the punjab history
Khalistanis are terrorists read the punjab history
Identity Attack0.65625757
Insult0.5588244
Profanity0.33453682
Threat0.2330281
Severe Toxicity0.44787344
Moderate 0.62702215 Low Con 0.145 Identity Attack Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Note:Khalistanis are not considered as a indians,we considered them as terr**sts.
Note:Khalistanis are not considered as a indians,we considered them as terr**sts.
Identity Attack0.57957685
Insult0.54471385
Profanity0.46460027
Threat0.13498579
Severe Toxicity0.3536391
Moderate 0.6027529 Moderate Con 0.323 Identity Attack Insult Identity_Assertion
Feb 8, 2026 Inside Canada's Indian Invasion...
The khalistani Sikhs (not the good Sikhs like we have in India) are going to face a similar fate like the muslims in hell
The khalistani Sikhs (not the good Sikhs like we have in India) are going to face a similar fate like the muslims in hell
Identity Attack0.6320481
Insult0.4596616
Profanity0.38483799
Threat0.3485223
Severe Toxicity0.34942797
Moderate 0.6020386 Low Con 0.239 Identity Attack Fear_Threat
Oct 5, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
THEY ARE NOT INDIANS THEY ARE KHALISTANIS PLEASE STOP BLAMING HINDU'S PLEASE, KHALISTANIS ARE THR PROBLEM NOT HINDUS.
THEY ARE NOT INDIANS THEY ARE KHALISTANIS PLEASE STOP BLAMING HINDU'S PLEASE, KHALISTANIS ARE THR PROBLEM NOT HINDUS.
Identity Attack0.6007182
Insult0.4339631
Profanity0.22429734
Threat0.044278983
Severe Toxicity0.21290472
Moderate 0.5972042 Low Con 0.273 Identity Attack Identity_Assertion
Feb 7, 2026 4 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)
8:42 mf khalistani gangster wants to destroy india .
8:42 mf khalistani gangster wants to destroy india .
Identity Attack0.49584505
Insult0.37960073
Profanity0.29209393
Threat0.4352635
Severe Toxicity0.16960317
Moderate 0.5885171 Low Con 0.134 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
As an Indian living in India this was so embarrassing. I didn't know Canada was this fucked..like I always heard some racism faced by Indians from the Canadian ppl now I understand why. I mean …
As an Indian living in India this was so embarrassing. I didn't know Canada was this fucked..like I always heard some racism faced by Indians from the Canadian ppl now I understand why. I mean imagine this happened to India, prolly Indians would react the same or even worst than that. And on top of that, some Khalistani terrorists are set free in Canada.
Identity Attack0.5203519
Insult0.48313886
Profanity0.5318404
Threat0.025443908
Severe Toxicity0.16960317
Moderate 0.5885171 Constructive 0.589 Identity Attack Personal_Narrative
Feb 11, 2026 Inside Canada's Indian Invasion...
Please stop calling them indians. They are khalistanis supported by pakistan. Retards spoiling the reputation of a country as well as sikh faith
Please stop calling them indians. They are khalistanis supported by pakistan. Retards spoiling the reputation of a country as well as sikh faith
Identity Attack0.57150364
Insult0.54471385
Profanity0.39842105
Threat0.038911607
Severe Toxicity0.17926651
Moderate 0.5885171 Low Con 0.24 Identity Attack Insult Identity_Assertion
Feb 15, 2026 Inside Canada's Indian Invasion...
0:41 First of all there is a difference between Indian and khalistani 🧐 khalistani is anti-nationalist anti India terrorist group who portray themselves as sikh they are not sikh and some damn Pakistanis and Bangladeshi …
0:41 First of all there is a difference between Indian and khalistani 🧐 khalistani is anti-nationalist anti India terrorist group who portray themselves as sikh they are not sikh and some damn Pakistanis and Bangladeshi also portrait inside as Indian
Identity Attack0.58354634
Insult0.5543018
Profanity0.44890457
Threat0.2836219
Severe Toxicity0.45895407
Moderate 0.5885171 Moderate Con 0.333 Identity Attack Insult Identity_Assertion
Feb 26, 2026 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...
Indian ....?? I am damn sure they identify themselves as khalistani
Indian ....?? I am damn sure they identify themselves as khalistani
Identity Attack0.5135796
Insult0.40243408
Profanity0.4989438
Threat0.015602129
Severe Toxicity0.16960317
Moderate 0.56269526 Moderate Con 0.347 Identity Attack Unverified_Claim
Sep 24, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)

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.