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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

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "Khalistan 😂😂😂😂" 130 comments · Page 2 of 6
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...
Canada is a land of immigrants, mfs Canada will become Khalistan .
Canada is a land of immigrants, mfs Canada will become Khalistan .
Identity Attack0.46028158
Insult0.3388922
Profanity0.2124067
Threat0.013476364
Severe Toxicity0.023552058
Moderate 0.41445592 Low Con 0.141 Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
0:36 "Khalistan" 😂. You make life so shxt to the point people don't wanna have kids only to outsource em. Modern day call centre💁🏽‍♂️
0:36 "Khalistan" 😂. You make life so shxt to the point people don't wanna have kids only to outsource em. Modern day call centre💁🏽‍♂️
Identity Attack0.2774022
Insult0.26957804
Profanity0.33141375
Threat0.015602129
Severe Toxicity0.023458159
Moderate 0.4014846 Low Con 0.282 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
She is the most embarrassing minister Canada ever had. She is going to bring few millions criminals more to Canada this year. That’s why Canada is a crime Capital of the world. I heard, they …
She is the most embarrassing minister Canada ever had. She is going to bring few millions criminals more to Canada this year. That’s why Canada is a crime Capital of the world. I heard, they are going to change the name for Brampton. Its going to be called either Brown town or Khalistan.
Identity Attack0.20088354
Insult0.4555076
Profanity0.041912504
Threat0.012699619
Severe Toxicity0.014511578
Moderate 0.4014846 Low Con 0.282 Unverified_Claim
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
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...
Khalistan is a scam used to seek asylum in other countries. It is an imaginary state that will never become a reality.
Khalistan is a scam used to seek asylum in other countries. It is an imaginary state that will never become a reality.
Identity Attack0.41975367
Insult0.36798462
Profanity0.10982819
Threat0.014220826
Severe Toxicity0.02167734
Moderate 0.39669925 Low Con 0.148 Unverified_Claim
Jan 27, 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...
I'm an Indian and Punjab is the worst state where all the drugs, criminals, illegal border crossings, rape, human traffickers and terrorism, gangs, gang violence connecting with khalistan are raised and they just have plenty …
I'm an Indian and Punjab is the worst state where all the drugs, criminals, illegal border crossings, rape, human traffickers and terrorism, gangs, gang violence connecting with khalistan are raised and they just have plenty of land plus black money which gives them power. Sad some of the states have totally put the whole country name to such a shame and have never evolved from such a mindset. I just pray Indians to represent their country abroad as a better citizen and respect their laws and culture.
Identity Attack0.44690517
Insult0.36537176
Profanity0.20916378
Threat0.12689553
Severe Toxicity0.031420294
Moderate 0.38601747 Constructive 0.704 Personal_Narrative
Jan 27, 2026 3 likes 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...
Is not indians is khalistan supported by Islamic pakistan
Is not indians is khalistan supported by Islamic pakistan
Identity Attack0.45610145
Insult0.33896056
Profanity0.17520344
Threat0.05171447
Severe Toxicity0.052940834
Moderate 0.38434127 Low Con 0.166
Nov 24, 2025 Inside Canada's Indian Metropolis (Brampton)
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 on my deeeeek
Khalistan on my deeeeek
Identity Attack0.40255263
Insult0.3388922
Profanity0.3597395
Threat0.22514746
Severe Toxicity0.2733782
Moderate 0.37795907 Moderate Con 0.307 Identity_Assertion
Feb 9, 2026 Inside Canada's Indian Invasion...
Poonjabi are not indians they want khalistan in cannada 😂😂😂
Poonjabi are not indians they want khalistan in cannada 😂😂😂
Identity Attack0.43256098
Insult0.29855028
Profanity0.10920923
Threat0.03165977
Severe Toxicity0.023076924
Moderate 0.36867723 Low Con 0.132 Unverified_Claim
Feb 27, 2026 1 likes Inside Canada's Indian Invasion...
Punjabis are NOT Indians. Sikhs' homeland is Khalistan (Punjab)
Punjabis are NOT Indians. Sikhs' homeland is Khalistan (Punjab)
Identity Attack0.44690517
Insult0.34237885
Profanity0.16450337
Threat0.035458352
Severe Toxicity0.14126498
Moderate 0.3666224 Low Con 0.21 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
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...
Canada is Khalistan
Canada is Khalistan
Identity Attack0.39207554
Insult0.33998606
Profanity0.16636424
Threat0.014738814
Severe Toxicity0.023076924
Moderate 0.36095104 Low Con 0.212 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
CANADDA BANEGA KHALISTAN🎉🎉🎉
CANADDA BANEGA KHALISTAN🎉🎉🎉
Identity Attack0.38215697
Insult0.34032786
Profanity0.1654338
Threat0.2836219
Severe Toxicity0.16960317
Moderate 0.34757367 Low Con 0.178 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Canada ma he banega khalistan 😂
Canada ma he banega khalistan 😂
Identity Attack0.3958119
Insult0.34032786
Profanity0.1631077
Threat0.14802226
Severe Toxicity0.16960317
Moderate 0.34328604 Low Con 0.183
Nov 1, 2025 Inside Canada's Indian Metropolis (Brampton)
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...

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.