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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: "They are not Indians but …" 4,309 comments · Page 106 of 173
I think in comments every Indian is trying to justifying the illegal immigrants. So every indian, should also accept the illegal immigrants from bangladesh and Pakistan which are coming to India
I think in comments every Indian is trying to justifying the illegal immigrants. So every indian, should also accept the illegal immigrants from bangladesh and Pakistan which are coming to India
Identity Attack0.38176915
Insult0.15343215
Profanity0.06345607
Threat0.011353259
Severe Toxicity0.013478675
Moderate 0.30514878 Moderate Con 0.483
Oct 29, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada must limit the number of Immigration consultants shops. They're the real force behind indian Immigration fraud.
Canada must limit the number of Immigration consultants shops. They're the real force behind indian Immigration fraud.
Identity Attack0.37012735
Insult0.16831873
Profanity0.022559889
Threat0.007948523
Severe Toxicity0.008163452
Moderate 0.30514878 Moderate Con 0.335
Oct 1, 2025 1 likes IRCC Names India in Study …
The guy at 11:03 must be a fugitive with multiple arrest warrants in Punjab, India. Most Khalistanis are criminals on the run and surprisingly welcomed by Canada. They hide their crimes behind their demand for …
The guy at 11:03 must be a fugitive with multiple arrest warrants in Punjab, India. Most Khalistanis are criminals on the run and surprisingly welcomed by Canada. They hide their crimes behind their demand for Khalistan and pretend to be freedom fighters. They follow a terrorist named Bhindrawala who held 100s of hostages in Amritsar's Golden Temple to blackmail the Indian Govt. in 1984. Google Operation Blue Star.
Identity Attack0.2823795
Insult0.25602314
Profanity0.02071529
Threat0.02440793
Severe Toxicity0.010528564
Moderate 0.30514878 Constructive 0.581 Fear_Threat
Feb 6, 2026 2 likes Inside Canada's Indian Invasion...
Interview Jeremy Mackenzie of Second Sons Canada.They just had an "Indian Trucks Kill Canucks rally"
Interview Jeremy Mackenzie of Second Sons Canada.They just had an "Indian Trucks Kill Canucks rally"
Identity Attack0.22261032
Insult0.06739554
Profanity0.04065997
Threat0.37858796
Severe Toxicity0.016964722
Moderate 0.30514878 Low Con 0.255 Call_To_Action
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
You are giving Canada to Indians, Sikhs need a country so their making there way to brampton.
You are giving Canada to Indians, Sikhs need a country so their making there way to brampton.
Identity Attack0.38176915
Insult0.1342682
Profanity0.038655918
Threat0.009722093
Severe Toxicity0.012207031
Moderate 0.30514878 Low Con 0.264 Fear_Threat
Feb 23, 2026 1 likes Inside Canada's Indian Invasion...
This is what happens when you only interview old, white boomers. I was just in Brampton for my cousins wedding (they’re Indian). The wedding had tons of young white, Indian, Asian, etc. people. Everyone was …
This is what happens when you only interview old, white boomers. I was just in Brampton for my cousins wedding (they’re Indian). The wedding had tons of young white, Indian, Asian, etc. people. Everyone was having a good time and having fun. Old people don’t change, young people adapt and live. For what it’s worth, Brampton was bustling, growing, and there was construction everywhere. It felt safer and definately was cleaner than any size city like that in the US. All the Indians I know there (my extended family) are engineers, lawyers, finance types, and doctors. One of my uncles got the Order of Canada - he lives in downtown Toronto though, very wealthy cardiologist now.
Identity Attack0.36873037
Insult0.16773392
Profanity0.08064143
Threat0.00967031
Severe Toxicity0.0128976675
Moderate 0.30514878 Constructive 0.745
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
This video is diverting attention from the real issue. Why does it start by showing Muslims praying? What does that have to do with the problem? Let’s look at facts: how many Muslims live in …
This video is diverting attention from the real issue. Why does it start by showing Muslims praying? What does that have to do with the problem? Let’s look at facts: how many Muslims live in Canada compared to the Indian population? Muslims are not a country and not a single culture. There are European Muslims, North African Muslims, Asian Muslims, Arab Muslims, and Black Muslims. Does it harm anyone if Muslims practice their religion peacefully? This type of framing only fuels unnecessary hate and division
Identity Attack0.3817989
Insult0.12521741
Profanity0.033144772
Threat0.009955117
Severe Toxicity0.009498596
Moderate 0.30502358 Constructive 0.577
Aug 26, 2025 Why Canadians Are Turning Against …
They ruin the indians reputation that have assimilated into the canadian culture
They ruin the indians reputation that have assimilated into the canadian culture
Identity Attack0.37222284
Insult0.08533409
Profanity0.03915693
Threat0.014393489
Severe Toxicity0.00919342
Moderate 0.30502358 Low Con 0.242 Identity_Assertion
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
Lol I got rear ended before christmas by an Indian with no insurance. Now I got back pain
Lol I got rear ended before christmas by an Indian with no insurance. Now I got back pain
Identity Attack0.35948995
Insult0.12883772
Profanity0.10116278
Threat0.013631714
Severe Toxicity0.013285006
Moderate 0.30502358 Moderate Con 0.42 Personal_Narrative
Feb 6, 2026 1 likes Inside Canada's Indian Invasion...
How many of the Chinese and Indian residents are Intelligence Operatives of India and China? How is possible for Canada to check and green-light 140,000 Indian and 40,000 Chinese nationals every year, knowing that in …
How many of the Chinese and Indian residents are Intelligence Operatives of India and China? How is possible for Canada to check and green-light 140,000 Indian and 40,000 Chinese nationals every year, knowing that in one country virtually everyone is corrupt and the other is a closed-doors system?
Identity Attack0.27991617
Insult0.24928534
Profanity0.016069634
Threat0.00713294
Severe Toxicity0.005836487
Moderate 0.30502358 Low Con 0.282 Unverified_Claim
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
The next hail in Calgary that damagea cars and people's houses will in some way shape or form be an indians fault. So you lot are the developed country, you have the systems in place. …
The next hail in Calgary that damagea cars and people's houses will in some way shape or form be an indians fault. So you lot are the developed country, you have the systems in place. You lot claim no corruption and the superior moral ground yet a villager from a 3rd world country is able to scam your system. Only Canadians can support this logic.
Identity Attack0.33060804
Insult0.18107465
Profanity0.022628209
Threat0.010938995
Severe Toxicity0.0090408325
Moderate 0.30502358 Moderate Con 0.333 Identity_Assertion
Sep 29, 2025 IRCC Names India in Study …
Lol more indians in vancouver now
Lol more indians in vancouver now
Identity Attack0.36873037
Insult0.09855611
Profanity0.07482228
Threat0.009411395
Severe Toxicity0.01393057
Moderate 0.3048984 Low Con 0.254
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Not saying whether good or bad, but have you noticed the influx of Indian doctors? Shows US is very sick and doesn’t have enough doctors. Even nurses can become “doctors” with 10 year experience. Just …
Not saying whether good or bad, but have you noticed the influx of Indian doctors? Shows US is very sick and doesn’t have enough doctors. Even nurses can become “doctors” with 10 year experience. Just need masters degree. AZ
Identity Attack0.29798782
Insult0.24424846
Profanity0.032894265
Threat0.007793174
Severe Toxicity0.008926392
Moderate 0.3048984 Moderate Con 0.461 Unverified_Claim
Feb 28, 2026 Inside Canada's Indian Invasion...
I know several Indians who are professional and kind. But most are rude they run into you. Cut you off while walking and driving. Walmart is the worst now. So many employees are rude and …
I know several Indians who are professional and kind. But most are rude they run into you. Cut you off while walking and driving. Walmart is the worst now. So many employees are rude and disrespectful. I hate going anywhere that attracts a lot of tourists. They feel entitled, most do not try to be more Canadian. If I went to another country I would respect their ways and culture.
Identity Attack0.27340925
Insult0.24928534
Profanity0.04592061
Threat0.039256934
Severe Toxicity0.010223389
Moderate 0.3048984 Constructive 0.623 Identity_Assertion
Jan 28, 2026 9 likes Inside Canada's Indian Invasion...
Keep the khalistani with you We Indians don’t own them
Keep the khalistani with you We Indians don’t own them
Identity Attack0.36702603
Insult0.15627414
Profanity0.06345607
Threat0.030969119
Severe Toxicity0.017997624
Moderate 0.3048984 Moderate Con 0.316 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Being from England, Indians and sihks are the least of our worries here....
Being from England, Indians and sihks are the least of our worries here....
Identity Attack0.37953663
Insult0.08582769
Profanity0.050680235
Threat0.009204263
Severe Toxicity0.013478675
Moderate 0.3048984 Moderate Con 0.352 Comparative_Framing
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Just a small word here. Khalistan sikh are not Indian Sikh. They are people who are wanted for various crimes even in India. They have criminal records and India has been requesting Canadian government to …
Just a small word here. Khalistan sikh are not Indian Sikh. They are people who are wanted for various crimes even in India. They have criminal records and India has been requesting Canadian government to deport some of these people to undergo trial in India but Trudeau govt under jagmeet Singh did not agree and so you have crimes happening in Canada but the bad name goes to India. As far as this oppression against minority is concerned all sikhs in India are free to do as they wish in their own land. They have a democratically elected leader and sikhs in India are very happy. Others in India love them and respect them a lot so much so that manmohan Singh became the prime minister of India with zero opposition to his leadership. Abdul kalam who is also a muslim became the president of India. This oppression story is fake. That is one of the ways for this khalistan punjabi apply for refugee status inside Canada. It’s a Canadian loophole they misuse and the worst part is even the govt knows that. They just won’t do anything about it.
Identity Attack0.37292135
Insult0.19967617
Profanity0.031641733
Threat0.017156094
Severe Toxicity0.01302678
Moderate 0.3048984 Constructive 0.674 Unverified_Claim
Feb 19, 2026 1 likes Inside Canada's Indian Invasion...
As an indian living in canada im going to say this punjabis are not living in brampton because it feels like home most of them come to canada to flex and probably because the city …
As an indian living in canada im going to say this punjabis are not living in brampton because it feels like home most of them come to canada to flex and probably because the city is swamped with their people so they don’t have to communicate in english, i cant even count the number of times these people have talked to me punjabi while i tell them i don’t speak punjabi and they start getting offended ask me why i dont , like bro I’m from a different part of india , why don’t you speak my mother tongue or english to begin with , also the flexing culture they have is crazy , all i want to say is if you don’t know how to communicate in a language and still move to that country and complain you don’t have enough opportunities in your country you might be at fault not your country nor the new one that you moved into,most of them don’t even have papers , want a separate country for themselves, lack the skills and yet they are living like this, blame the government who let this happen not the rest of us.
Identity Attack0.30256465
Insult0.17486192
Profanity0.12286829
Threat0.016120117
Severe Toxicity0.01935331
Moderate 0.3048984 Constructive 0.585 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
They take over, and they only hire Indians
They take over, and they only hire Indians
Identity Attack0.37152436
Insult0.0838533
Profanity0.080318145
Threat0.013321015
Severe Toxicity0.011672974
Moderate 0.3047732 Low Con 0.185 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
It's crazy how even the Indians say its to much. 😂
It's crazy how even the Indians say its to much. 😂
Identity Attack0.32768643
Insult0.1342682
Profanity0.12158839
Threat0.009463178
Severe Toxicity0.009994507
Moderate 0.3047732 Moderate Con 0.306 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
I wanted to visit Canada 🇨🇦 last month but as soon I know the situation of Indian immigrants I was like ewwwwwww
I wanted to visit Canada 🇨🇦 last month but as soon I know the situation of Indian immigrants I was like ewwwwwww
Identity Attack0.36702603
Insult0.08533409
Profanity0.14490221
Threat0.009385503
Severe Toxicity0.016771052
Moderate 0.30464804 Moderate Con 0.457
Aug 27, 2025 2 likes Why Canadians Are Turning Against …
USA just exposed the Indian government is working with criminal gangs to do this
USA just exposed the Indian government is working with criminal gangs to do this
Identity Attack0.30103904
Insult0.16795322
Profanity0.0935729
Threat0.044925548
Severe Toxicity0.012207031
Moderate 0.30464804 Low Con 0.114 Unverified_Claim
Feb 18, 2026 3 likes Canadian immigration officers investigating hundreds …
I'm in Canada and in Toronto and I do not see any Indians...
I'm in Canada and in Toronto and I do not see any Indians...
Identity Attack0.38223284
Insult0.07998765
Profanity0.03915693
Threat0.008945347
Severe Toxicity0.009613037
Moderate 0.30464804 Moderate Con 0.496 Personal_Narrative
Feb 8, 2026 1 likes Inside Canada's Indian Invasion...
Indians do this everywhere all over the world, they don't want to assimilate and they want to create their own neighborhoods so that they live like in India. I think they must stay in India, …
Indians do this everywhere all over the world, they don't want to assimilate and they want to create their own neighborhoods so that they live like in India. I think they must stay in India, the problem is they segregate
Identity Attack0.3817989
Insult0.08459369
Profanity0.07805514
Threat0.010628296
Severe Toxicity0.013736901
Moderate 0.30464804 Constructive 0.547 Identity_Assertion
Oct 27, 2025 Inside Canada's Indian Metropolis (Brampton)
I'm a filipino PR. I used to work at Subway. My white canadian manager was nice and hiring whoever is qualified, even young students. Sadly, he was transferred and got replaced by a indian manager. …
I'm a filipino PR. I used to work at Subway. My white canadian manager was nice and hiring whoever is qualified, even young students. Sadly, he was transferred and got replaced by a indian manager. Now he only hires indian. My fellow co-workers who were indians as well are mad at him. Not all indians are bad, but others are really abusing the system. I left that place. Best decision.
Identity Attack0.3817989
Insult0.14331897
Profanity0.04792466
Threat0.008815889
Severe Toxicity0.00919342
Moderate 0.30464804 Constructive 0.728
Oct 19, 2025 IRCC Names India in Study …

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.