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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: "Khalistan 😂😂😂😂" 130 comments · Page 5 of 6
Let's raise our wages to where they should be or at least back to 2005 levels by doing a go fund me and buy khalistan over in India or wherever they want khalistan to be …
Let's raise our wages to where they should be or at least back to 2005 levels by doing a go fund me and buy khalistan over in India or wherever they want khalistan to be and once we export 4 or 5 million India's our employers will have no choice but to pay over 19 an hour to be a doctor and our kids will have summer jobs again. But no Tim's, eff Tim's they chose a side they are eliminated. It's back to country style donuts the way it should have gone!
Identity Attack0.10221587
Insult0.04969218
Profanity0.020100424
Threat0.013579931
Severe Toxicity0.005302429
Low Tox 0.15766735 Moderate Con 0.444 Economic_Argument
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Brampton will be the capital of a future Khalistan.
Brampton will be the capital of a future Khalistan.
Identity Attack0.0775651
Insult0.033570543
Profanity0.023379711
Threat0.020091362
Severe Toxicity0.0062942505
Low Tox 0.15545623 Low Con 0.142 Unverified_Claim
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Good video but just have to say something. The Yellow Flags outside of the Sikh Temple are not Khalistani Flags. They are just a more traditional flag of the Sikhs from the 17th and 18th …
Good video but just have to say something. The Yellow Flags outside of the Sikh Temple are not Khalistani Flags. They are just a more traditional flag of the Sikhs from the 17th and 18th Century. They do have a striking resemblance to the Khalistan Flag, but are not the same. A Sword/Punch Dagger to uphold righteousness, and a cauldron to feed the hungry. Unfortunately, many Sikhs you talk to whose families have not been here for more than two generations will not be very versed in anything other than Khalistan, yet alone what their religion, or symbols means.
Identity Attack0.116281845
Insult0.04442204
Profanity0.042413518
Threat0.03235042
Severe Toxicity0.0077056885
Low Tox 0.15435068 Constructive 0.754 Meta_Commentary
Feb 6, 2026 Inside Canada's Indian Invasion...
Appluses for hearing one side of the story. Care to hear the perspective of an Indian Immigrant in Canada? Then read on. I believe most people are barking up the wrong tree. As a legal …
Appluses for hearing one side of the story. Care to hear the perspective of an Indian Immigrant in Canada? Then read on. I believe most people are barking up the wrong tree. As a legal immigrant who migrated here with a nuclear family only on merit, I believe I earn the privilege to voice my thoughts here. First of all, rather than blaming the hoards of Indian immigrants, why don't anyone ask questions to the people who allowed it? Why not ask the politicians who vetoed it? Why not ask the police who is not able to stop reckless drivers? Why not ask the minister's who allow hospitals to run under staffed? USA has a massive Indian diaspora. But they are mostly IT workers and CEOs and Doctors. So who was at mistake of bringing illiterate, uncouth Indians to Canada? After earning all the required merit, and paying as much taxes from my family that is equivalent to minimum wages of at least 4 people, it hurts me to see undeserving people taking benefits of the system, while we get the short end. No one seemed too concerned when Indian students brought in so much money and revived some dead economies. No one blamed thousands of Punjabi businesses bringing in dollars into the economy. India, with its 150 billion people has s#!to eaters and people who can buy out Canada. You only see the bad. Press the government to bring in good people. Doctors, engineers, lawyers, scientists, business people, who will add value to the country and generate you jobs and salaries and grow this country. Not cooks and drivers only. Khalistan and Pro-BJP factions are both bad outside India. They all should go back and let the peace loving Indians and Canadians live here in peace. I don't hate anyone, but just the people who make my home country and me look bad. We ain't that bad after all.
Identity Attack0.105836816
Insult0.05262003
Profanity0.016172111
Threat0.007909686
Severe Toxicity0.0029945374
Low Tox 0.15158679 Constructive 0.821 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Not india but Khalistan
Not india but Khalistan
Identity Attack0.1294935
Insult0.07016616
Profanity0.054938845
Threat0.029069828
Severe Toxicity0.01573815
Low Tox 0.15103401 Low Con 0.201 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
They are from khalistan not India
They are from khalistan not India
Identity Attack0.1508922
Insult0.045593183
Profanity0.04592061
Threat0.0077025536
Severe Toxicity0.00667572
Low Tox 0.14950264 Low Con 0.179
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
8:38 Did they move out from India to Canada because of their demand of Khalistan . Simply answer is —- A big NO . They were taken there by British in world war as a …
8:38 Did they move out from India to Canada because of their demand of Khalistan . Simply answer is —- A big NO . They were taken there by British in world war as a worker and some sort of soldier , but they were not the only indian, but some others not from Punjab also went there . Yeah, punjabi sikh are more in number , they have organised groups and institutions there . Some are anti India and some are not , but normal Indians go there seeking more opportunities and income .
Identity Attack0.14233272
Insult0.035333443
Profanity0.017914234
Threat0.007961469
Severe Toxicity0.003604889
Low Tox 0.14429577 Constructive 0.601 Comparative_Framing
Feb 4, 2026 2 likes Inside Canada's Indian Invasion...
isnt khalistan an ethno-religious state similar to Israel? i thought we were against that in the big 26
isnt khalistan an ethno-religious state similar to Israel? i thought we were against that in the big 26
Identity Attack0.11163961
Insult0.024382202
Profanity0.030639706
Threat0.010265815
Severe Toxicity0.0042533875
Low Tox 0.13561769 Low Con 0.265 Question
Jan 28, 2026 Inside Canada's Indian Invasion...
You missed to cover another branch in this story. There is this whole Khalistan-Indians thing that is going on.
You missed to cover another branch in this story. There is this whole Khalistan-Indians thing that is going on.
Identity Attack0.11744241
Insult0.031036375
Profanity0.017504321
Threat0.00933372
Severe Toxicity0.0035858154
Low Tox 0.123468354 Moderate Con 0.359 Unverified_Claim
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Whole country will be renamed to Khalistan by the end of the decade at this rate.
Whole country will be renamed to Khalistan by the end of the decade at this rate.
Identity Attack0.068465814
Insult0.022190686
Profanity0.019963788
Threat0.021472665
Severe Toxicity0.0048446655
Low Tox 0.112850055 Low Con 0.105 Fear_Threat
Feb 8, 2026 Inside Canada's Indian Invasion...
8:10 Khalistan Country We Need To Support Them.
8:10 Khalistan Country We Need To Support Them.
Identity Attack0.07425626
Insult0.023093075
Profanity0.032142747
Threat0.01698343
Severe Toxicity0.0076675415
Low Tox 0.112333365 Low Con 0.242 Call_To_Action
Feb 5, 2026 Inside Canada's Indian Invasion...
They want khalistan because they want a second home in India they can fly to visa free.. Not because they want to move back.
They want khalistan because they want a second home in India they can fly to visa free.. Not because they want to move back.
Identity Attack0.10221587
Insult0.025800243
Profanity0.017162729
Threat0.007598988
Severe Toxicity0.0030899048
Low Tox 0.11212669 Low Con 0.214
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Investigate India and the embassy. If, in Hardeep Singh Nijjar’s case, the Canadian government is willing to withhold “sensitive” information from the trial, then it is not being transparent, and this will lead to misinformation …
Investigate India and the embassy. If, in Hardeep Singh Nijjar’s case, the Canadian government is willing to withhold “sensitive” information from the trial, then it is not being transparent, and this will lead to misinformation and injustice. Sikhs know for a fact that the Indian government is fully involved, as the RCMP found in their investigation on transnational repression and extortion cases. But the biggest piece of evidence is just south of the border with Nikhil Gupta’s case. Mr. Gupta pleaded guilty to trying to hire a US undercover cop to assassinate Gurpatwant Singh Pannu, who is a human rights activist and lawyer who is spearheading the Khalistan movement. He showed the undercover cop photos of Hardeep Singh Nijjar’s body and said we just finished this job, and when you complete your job, we have a long list of others we need dead. Nikhil Gupta had placed a call with Indian RAW agents, who are named as C1 and C2, who said they will pay $100,000 for each hit. We have Sikh activists who have repeatedly told the media they have been hit on their heads, including Jagmeet Singh, the former leader of the NDP. If Canada refuses to take this seriously, the government officials are being traitors to their own country. Canada is now doing a disservice by withholding information from Canadians, and did so before, during the inquiry into the Air India incident, when the government asked the courts not to include it in their investigation of any Indian involvement. A Canadian- Norwegian spy who said India tried to hire him to place explosives in one of the planes. He warned our government, and they knew about this and still covered it up! Now, the government is doing the same to secure business deals with India. Like India has nothing to offer Canada except labour (with their billion population), and we Canadians cannot find jobs and don't need unskilled workers from India when we can educate our citizens and give them jobs here. There must be a full, transparent investigation into India and its embassy and agents.
Identity Attack0.06795148
Insult0.038566336
Profanity0.016616182
Threat0.010343489
Severe Toxicity0.0028038025
Low Tox 0.11067997 Constructive 0.743 Policy_Critique
Feb 21, 2026 Canadian immigration officers investigating hundreds …
I fully expect the next step is them making their own Khalistan nation in what is currently Canada, I expect the same from the various parts of the US like this
I fully expect the next step is them making their own Khalistan nation in what is currently Canada, I expect the same from the various parts of the US like this
Identity Attack0.08831879
Insult0.023479814
Profanity0.015864678
Threat0.010602405
Severe Toxicity0.004005432
Low Tox 0.10956833 Low Con 0.257 Fear_Threat
Feb 25, 2026 2 likes Inside Canada's Indian Invasion...
Khalistan 😂😂😂😂
Khalistan 😂😂😂😂
Identity Attack0.09080041
Insult0.05262003
Profanity0.05393682
Threat0.013113883
Severe Toxicity0.010299683
Low Tox 0.10566349 Low Con 0.255 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
Brampton is the best location for Khalistan XD
Brampton is the best location for Khalistan XD
Identity Attack0.048737846
Insult0.021094928
Profanity0.034146797
Threat0.011120236
Severe Toxicity0.0059509277
Low Tox 0.102192536 Low Con 0.239
Nov 5, 2025 Inside Canada's Indian Metropolis (Brampton)
Khalistan is in Canada 😂
Khalistan is in Canada 😂
Identity Attack0.07921951
Insult0.035553806
Profanity0.026317406
Threat0.008919456
Severe Toxicity0.0063323975
Low Tox 0.10175867 Low Con 0.144
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
i hope you all are aware of the fact that the Indian government is against the khalistani movement or demands in any way. also hope that yall r aware that khalistan is a concept majorly …
i hope you all are aware of the fact that the Indian government is against the khalistani movement or demands in any way. also hope that yall r aware that khalistan is a concept majorly supported by those who do not live in india.
Identity Attack0.07508347
Insult0.021803947
Profanity0.020168742
Threat0.01052473
Severe Toxicity0.0031280518
Low Tox 0.09915545 Moderate Con 0.38 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
100% Indian sikhs in Indian oppose the idea of Khalistan, especially as bigger Pakistani Punjab is not covered.
100% Indian sikhs in Indian oppose the idea of Khalistan, especially as bigger Pakistani Punjab is not covered.
Identity Attack0.10221587
Insult0.026831545
Profanity0.026044132
Threat0.009851551
Severe Toxicity0.004043579
Low Tox 0.09828771 Moderate Con 0.383 Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Khalistan is here 'yes'
Khalistan is here 'yes'
Identity Attack0.056582913
Insult0.021610579
Profanity0.021398475
Threat0.008919456
Severe Toxicity0.0046157837
Low Tox 0.08953904 Low Con 0.207 Identity_Assertion
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Come to the Central Valley California it's exactly like this. Specifically from Punjab. They had those Khalistan posters all over the place here too.
Come to the Central Valley California it's exactly like this. Specifically from Punjab. They had those Khalistan posters all over the place here too.
Identity Attack0.05976611
Insult0.021417208
Profanity0.021056883
Threat0.008349842
Severe Toxicity0.0029563904
Low Tox 0.08241652 Constructive 0.594 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
india warned them not to allow because of the khalistan, but for votes Justin Trudeau did things
india warned them not to allow because of the khalistan, but for votes Justin Trudeau did things
Identity Attack0.050443888
Insult0.02122384
Profanity0.012995303
Threat0.007935578
Severe Toxicity0.0019073486
Low Tox 0.06896287 Low Con 0.218 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
That is the flag of Sikhism and not of Khalistan.
That is the flag of Sikhism and not of Khalistan.
Identity Attack0.057492398
Insult0.017292
Profanity0.016889455
Threat0.0074306927
Severe Toxicity0.0023460388
Low Tox 0.0665887 Low Con 0.236 Meta_Commentary
Feb 20, 2026 Inside Canada's Indian Invasion...
Khalistan will not Just be in India. It will be in every country in the world.
Khalistan will not Just be in India. It will be in every country in the world.
Identity Attack0.050216515
Insult0.014504919
Profanity0.019758832
Threat0.012078222
Severe Toxicity0.003528595
Low Tox 0.0665887 Low Con 0.214
Jan 27, 2026 Inside Canada's Indian Invasion...
Pretty sure ths a disconnect between your question on the flag, not all Sikhs back khalistan, nd the flag represents the religion. The flag represents Khalsa and not Khalistan.
Pretty sure ths a disconnect between your question on the flag, not all Sikhs back khalistan, nd the flag represents the religion. The flag represents Khalsa and not Khalistan.
Identity Attack0.055673428
Insult0.016024929
Profanity0.014361672
Threat0.0068869707
Severe Toxicity0.0017642975
Low Tox 0.05750068 Constructive 0.527 Policy_Critique
Jan 29, 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.