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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: "Not india but Khalistan" 50 comments · Page 1 of 2
crazy how dumbasses be talking about khalistan freely in canada and won’t say shit in india 🤣🤣
crazy how dumbasses be talking about khalistan freely in canada and won’t say shit in india 🤣🤣
Identity Attack0.48915586
Insult0.7762574
Profanity0.70864636
Threat0.027170537
Severe Toxicity0.35368225
Toxic 0.8696708 Low Con 0.214 Insult Comparative_Framing
Jan 30, 2026 Inside Canada's Indian Invasion...
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...
Indian hindue is k*lling sikh Muslim Christians and Dalit no body is safe in hindue india so thats why khalistan sikhs want freedom just like many state in hindue india like Kashmir Muslim want freedom …
Indian hindue is k*lling sikh Muslim Christians and Dalit no body is safe in hindue india so thats why khalistan sikhs want freedom just like many state in hindue india like Kashmir Muslim want freedom and from christian side Nagaland no body who is not hindue is not safe
Identity Attack0.6458014
Insult0.5332045
Profanity0.46460027
Threat0.46976724
Severe Toxicity0.50703704
Moderate 0.60311776 Moderate Con 0.447 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Those Khalistani terrorists will be eliminated if they try to set foot into India. They are funded by Pakistani ISI, China and are involved in drug trafficking, human trafficking, extortion, terrorism, and god knows what. …
Those Khalistani terrorists will be eliminated if they try to set foot into India. They are funded by Pakistani ISI, China and are involved in drug trafficking, human trafficking, extortion, terrorism, and god knows what. Throw them out of you country or they will get Khalistan in Canada.
Identity Attack0.57150364
Insult0.4718924
Profanity0.1352073
Threat0.48617232
Severe Toxicity0.16960317
Moderate 0.52272606 Low Con 0.238 Identity Attack Fear_Threat
Feb 14, 2026 2 likes Inside Canada's Indian Invasion...
The Highest Immigrants to Canada are Khalistani Anti-Indian Punjabis (the Punjabis in India are not Khalistani). Khalistan will be established in Canada before its ever established in India, thats so sad. Anyways yall can have …
The Highest Immigrants to Canada are Khalistani Anti-Indian Punjabis (the Punjabis in India are not Khalistani). Khalistan will be established in Canada before its ever established in India, thats so sad. Anyways yall can have them, India is happy the traitors of our country are leaving.
Identity Attack0.48915586
Insult0.46923602
Profanity0.059447967
Threat0.01086132
Severe Toxicity0.023076924
Moderate 0.46186632 Moderate Con 0.344 Unverified_Claim
Jan 31, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
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...
Khalistan is a terriost organisation in India khalistan will never happen in India so they will create it in Canada
Khalistan is a terriost organisation in India khalistan will never happen in India so they will create it in Canada
Identity Attack0.46614665
Insult0.35505778
Profanity0.078378424
Threat0.040638234
Severe Toxicity0.023076924
Moderate 0.4269174 Low Con 0.145 Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
You Gave Asylum to Khalistan's who are designated terrorists in India...now deal with it
You Gave Asylum to Khalistan's who are designated terrorists in India...now deal with it
Identity Attack0.46028158
Insult0.37960073
Profanity0.119731516
Threat0.1366716
Severe Toxicity0.024960563
Moderate 0.42349213 Low Con 0.187 Unverified_Claim
Dec 30, 2025 Inside Canada's Indian Metropolis (Brampton)
Khalistan is a Pakistani propaganda,,, to divide India.. the most revered place of Sikhs is in Pakistan,, so Pakies should give that land to khalistanies .
Khalistan is a Pakistani propaganda,,, to divide India.. the most revered place of Sikhs is in Pakistan,, so Pakies should give that land to khalistanies .
Identity Attack0.49584505
Insult0.34782293
Profanity0.2124067
Threat0.13329996
Severe Toxicity0.16960317
Moderate 0.42129645 Low Con 0.224 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Pajeet living foreign and they want khalistan 😂 in India. 💩 Jeet
Pajeet living foreign and they want khalistan 😂 in India. 💩 Jeet
Identity Attack0.4482637
Insult0.47273466
Profanity0.33434898
Threat0.24090876
Severe Toxicity0.30192792
Moderate 0.41690505 Low Con 0.121 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
All I saw in this video Bike guy hates African because they are not good People are find with indians Indians are helping in economic growth like any other canadian There is active terrorist group …
All I saw in this video Bike guy hates African because they are not good People are find with indians Indians are helping in economic growth like any other canadian There is active terrorist group "Khalistan" And you did illegal things without canada police permission Then why is video title like that?? Just ask Indian Punjabi how they feel about india... Punjab is jwel of india
Identity Attack0.46050715
Insult0.32211447
Profanity0.064458095
Threat0.0138755
Severe Toxicity0.023076924
Moderate 0.4014846 Constructive 0.529 Policy_Critique
Feb 3, 2026 4 likes Inside Canada's Indian Invasion...
The PPL said they're from only punjub we don't need them these PPL want khalistan by living in foreign our country is beautiful but still they want to live in a whole different country to …
The PPL said they're from only punjub we don't need them these PPL want khalistan by living in foreign our country is beautiful but still they want to live in a whole different country to just make things worse India is better without them
Identity Attack0.46028158
Insult0.34135336
Profanity0.17864552
Threat0.091630474
Severe Toxicity0.02604016
Moderate 0.39669925 Moderate Con 0.409 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
@21:50 khalistan is also part of the drug network franchise that uses these comtrolled and bought routes for human trafficking This will only get worse...ur present pm is a hell bent globalists whose aim is …
@21:50 khalistan is also part of the drug network franchise that uses these comtrolled and bought routes for human trafficking This will only get worse...ur present pm is a hell bent globalists whose aim is to use thirld world as a poverty driven resouurce for labour and minerpa resources for the globalist debt system.. Many compalining about indians in the west ..dint realise the globalist plan and r also as braiwnashed as the indians who r actually seaking asylum from the designed poverty corruption and pollution ..the govt programs on cleaning up rivers and the nation have all been pilfered by the corrupt polticians who r the same ones runnig npart of the drug networks from golden traiangle, india , golden crescent ,dubai , israel, rotterdam...mexico.. And they use these routes for human trafficking... All the people are caught up in between this devil and the dark deep sea.. Utube : wire manipur CM dtuglord brind asp Utube : ntt manipur CM druglord brinda asp Utube : esptein dubai Utube : epstein saudi Human and child trafficking pivots on this crypto neo caliphate aixs for decades...now they are weaponsing it to create global chaos and tension between cultures .. Utube : esptein kashoggi octopus Googlw : insight crime mexico 800 tons india precursors
Identity Attack0.37879246
Insult0.40243408
Profanity0.22889622
Threat0.063675895
Severe Toxicity0.023599008
Moderate 0.39021665 Moderate Con 0.486 Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
Khalistan (for people unfamiliar) is an ISIS backed separatist movement/mindset which breeds terrorism. Trust me, there ain't no discrimination with Sikhs in India on basis of ANYTHING. Period. And no, not even single ONE of …
Khalistan (for people unfamiliar) is an ISIS backed separatist movement/mindset which breeds terrorism. Trust me, there ain't no discrimination with Sikhs in India on basis of ANYTHING. Period. And no, not even single ONE of these brainwashed people are gonna be leaving Canada even if hypothetically there was a Khalistan created lmao. That's the factual truth. Aside from that info, there was a really great video by some Canadian creator only which explained how the influx of Indian descent people are the wrongdoings of Ca's current govt. policies.
Identity Attack0.38238457
Insult0.37733194
Profanity0.13961408
Threat0.021990653
Severe Toxicity0.023076924
Moderate 0.38601747 Constructive 0.709 Unverified_Claim
Feb 12, 2026 3 likes Inside Canada's Indian Invasion...
If you are having so much trouble with these people, then put them on a plane and send them back to India 🇮🇳. More than half of them are people who fled India after engaging …
If you are having so much trouble with these people, then put them on a plane and send them back to India 🇮🇳. More than half of them are people who fled India after engaging in criminal activities and sought refuge in Canada. No one in India demands Khalistan except for a few terrorist Sikhs living in Canada. In 2024, Indian students spent more than 10 billion Canadian dollars in Canada. In 2025, the number of students going to Canada decreased by 50 percent. So don't worry, Indians won't be going to Canada anymore.
Identity Attack0.44690517
Insult0.33964422
Profanity0.072882555
Threat0.091630474
Severe Toxicity0.023076924
Moderate 0.3827457 Moderate Con 0.442 Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
"people believe in khalistan for rightful reasons" ??😂 Stay in canada, whenever you guys go abroad, We're happy for you. We don't want you here in india, please never come back. If you want khalistan …
"people believe in khalistan for rightful reasons" ??😂 Stay in canada, whenever you guys go abroad, We're happy for you. We don't want you here in india, please never come back. If you want khalistan in india, declare a war against us and take it (if you can, well you can't)🤣🤣
Identity Attack0.44690517
Insult0.1935001
Profanity0.04366605
Threat0.13414288
Severe Toxicity0.023076924
Moderate 0.3827457 Moderate Con 0.369 Humor_Satire
Feb 18, 2026 2 likes Inside Canada's Indian Invasion...
Huge majority of those 'students' from India are exactly like Harjit Singh Nijjar. Fraudulently entered, pro-khalistan activists with murky backgrounds.
Huge majority of those 'students' from India are exactly like Harjit Singh Nijjar. Fraudulently entered, pro-khalistan activists with murky backgrounds.
Identity Attack0.37361985
Insult0.40243408
Profanity0.06596114
Threat0.012958534
Severe Toxicity0.01573815
Moderate 0.37795907 Low Con 0.274
Sep 30, 2025 IRCC Names India in Study …
Khalistan 🤡 make outside india 🗿
Khalistan 🤡 make outside india 🗿
Identity Attack0.41975367
Insult0.34314156
Profanity0.25093055
Threat0.13815513
Severe Toxicity0.16960317
Moderate 0.36095104 Low Con 0.114 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Why is it that 90% of these people are Punjabi Sikhs? Canada has been supporting Sikh seperatists to fund the cause back in India. Even other Indians dont like this. Youre letting the wrong people …
Why is it that 90% of these people are Punjabi Sikhs? Canada has been supporting Sikh seperatists to fund the cause back in India. Even other Indians dont like this. Youre letting the wrong people in who want Khalistan. Theyre the ones who did the air india bombings, theyre the ones who assassinated an Indian female prime minister. Instead of having other Indian ethnicities, youre choosing a more extreme one who wont integrate fully. Most dont even know English., unlike other Indians.
Identity Attack0.4139151
Insult0.19225755
Profanity0.031391226
Threat0.060119797
Severe Toxicity0.016125489
Moderate 0.3389984 Constructive 0.516 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I don't know what these khalistani people want first they have came into Canada illegally for their better life and when they manage to live a good life they claimed that they want khalistan .what …
I don't know what these khalistani people want first they have came into Canada illegally for their better life and when they manage to live a good life they claimed that they want khalistan .what Do they think a piece of game . Punjabis have separate state , their own chief minister, own parlament and they have everything of there own . Why do not any punjabi in India ask for khalistani bcz no one want it . Sikhs in canada are doing illegal things and operating via terrorist organisations called khalistan who spread hate against India .
Identity Attack0.39207554
Insult0.24928534
Profanity0.06044999
Threat0.016120117
Severe Toxicity0.016900165
Moderate 0.3389984 Constructive 0.53 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Air India Flight 182 and 1985 Narita(Japan) International Airport bombing. Khalistan did the biggest terrorist attack before 911. I don't understand why they let terrorists from India live in Canada.
Air India Flight 182 and 1985 Narita(Japan) International Airport bombing. Khalistan did the biggest terrorist attack before 911. I don't understand why they let terrorists from India live in Canada.
Identity Attack0.3817989
Insult0.16868424
Profanity0.020578653
Threat0.03407705
Severe Toxicity0.012207031
Moderate 0.3317266 Constructive 0.517
Jan 27, 2026 Inside Canada's Indian Invasion...
Rip canada. Now canada is khalistan.😂😂😂 You imported problem of india to your own country.😂😂😂 Every country have good and bad people but canada choose to import bad people. America choose to import good people.
Rip canada. Now canada is khalistan.😂😂😂 You imported problem of india to your own country.😂😂😂 Every country have good and bad people but canada choose to import bad people. America choose to import good people.
Identity Attack0.37292135
Insult0.19225755
Profanity0.025087673
Threat0.008336896
Severe Toxicity0.012359619
Moderate 0.3308965 Low Con 0.145 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Khalistan is anti India movement. Which wants Punjab separated from India. And name it as Khalistan.
Khalistan is anti India movement. Which wants Punjab separated from India. And name it as Khalistan.
Identity Attack0.381025
Insult0.2679134
Profanity0.094219476
Threat0.06238277
Severe Toxicity0.023076924
Moderate 0.32236105 Low Con 0.194 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Sikh, born and raised in the US, this is an opinion I've had since this KHALISTAN stuff began. We go to Canada if we miss India, because it's basically become MINI PUNJAB LOL. …
As a Sikh, born and raised in the US, this is an opinion I've had since this KHALISTAN stuff began. We go to Canada if we miss India, because it's basically become MINI PUNJAB LOL. Another note. The Khalistan topic is all nonsense. I don't know why SO MANY CANADIAN BORN and AMERICAN BORN SIKHS support or push for this. IF YOU PLAN TO MOVE BACK TO KHALISTAN, for sure support it. Don't push an issue you would not commit to. Plus, no foreign born would comfortably move to KHALISTAN, if it existed, due to the lack of opportunities. My parents left India for the lack of opportunities (legally). They knew Punjab has no future, since the Indian nation shrunk it's state borders, and we become a LAND LOCKED state. If this LAND LOCKED COUNTRY were to be established, everything would be ridiculously expensive, and Khalistan would be lucky to become as "successful" as EXPENSIVE Switzerland. It's illogical to support Khalistan on an economic standpoint.
Identity Attack0.2823795
Insult0.24903896
Profanity0.08807703
Threat0.013269233
Severe Toxicity0.017933069
Moderate 0.3127066 Constructive 0.763 Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Free Khalistan from terror ist india
Free Khalistan from terror ist india
Identity Attack0.36942887
Insult0.24767025
Profanity0.09292633
Threat0.045895394
Severe Toxicity0.023076924
Moderate 0.3127066 Low Con 0.191 Identity_Assertion
Jan 27, 2026 2 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.