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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: "It's a shame that you …" 153 comments · Page 4 of 7
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...
And it took me to come LEGALLY to Canada, just under a decade!!! Shame on you.
And it took me to come LEGALLY to Canada, just under a decade!!! Shame on you.
Identity Attack0.18313584
Insult0.37506318
Profanity0.02522431
Threat0.010110466
Severe Toxicity0.01083374
Moderate 0.3811502 Moderate Con 0.397 Personal_Narrative
Oct 21, 2025 IRCC Names India in Study …
It's the governments' fault for allowing so much immigration. People from 3rd world countries will always want a better life for their children which is why they work so hard to become doctors and engineers …
It's the governments' fault for allowing so much immigration. People from 3rd world countries will always want a better life for their children which is why they work so hard to become doctors and engineers and then migrate. But it is the governments' responsibility to take care of their own country's demographics and policies. Yet racists string up the hardworking immigrants with the low quality hooligans. Even though the immigrants dont want any trouble but live their life peacefully. Shame.
Identity Attack0.37953663
Insult0.34782293
Profanity0.027137227
Threat0.008505191
Severe Toxicity0.012283325
Moderate 0.3811502 Constructive 0.543 Policy_Critique
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
SHAME ON ROCANEWS SPREDING HATE 😢
SHAME ON ROCANEWS SPREDING HATE 😢
Identity Attack0.10221587
Insult0.30797598
Profanity0.07967158
Threat0.017328756
Severe Toxicity0.014898917
Moderate 0.37795907 Low Con 0.184
Oct 2, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Wild wild country 2.5. The only difference is this isn't Antelope. Hanuman wouldn't go outside his homeland to "monkey" around as a god without a human influence. To consume half a whole city. Not honoring …
Wild wild country 2.5. The only difference is this isn't Antelope. Hanuman wouldn't go outside his homeland to "monkey" around as a god without a human influence. To consume half a whole city. Not honoring life is a shame. Worshipping life somewhere else outside is a show of fear of death. Real Hanuman people would not manipulate other people from another country let alone thier own. But it's not like it's American, we know what happened in Antelope and Canadian people have to deal with it now. Some "people" make this mistake by confusing religion with money.
Identity Attack0.3908055
Insult0.3493834
Profanity0.14225815
Threat0.02855184
Severe Toxicity0.023076924
Moderate 0.37751234 Moderate Con 0.498 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
French Canadian from Quebec here, this country is rotting. Salute to all my fellows from Ontario, it's a shame and also very worrying to watch "GTA5" driving skill in RL. Props Tyler, TY bud putting …
French Canadian from Quebec here, this country is rotting. Salute to all my fellows from Ontario, it's a shame and also very worrying to watch "GTA5" driving skill in RL. Props Tyler, TY bud putting the spotlight on the matter. Merci beaucoups, sincerement.
Identity Attack0.2803029
Insult0.37392882
Profanity0.06646215
Threat0.008052089
Severe Toxicity0.013801457
Moderate 0.37751234 Constructive 0.69 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
For Canadians:- Improve your immigration policy, how the heck are you allowing so many people in a short amount of time? And what's that college scam, Some people from your country make fake Universities, contact …
For Canadians:- Improve your immigration policy, how the heck are you allowing so many people in a short amount of time? And what's that college scam, Some people from your country make fake Universities, contact people from abroad and make them come in Canada, then they take their money as fees and then flash! No such college existed. And foreign people are trapped there. Also, hire qualified people with degrees like the USA does. Indians are living in USA too, but it's not such a big problem in USA BCOS of their policies. Not everyone is wrong,but make sure to punish the wrong one's. Imply tough rules on cleanliness and job hirings. Instead of banning people from these countries, imply strict regulations on them. For indians or any other communitee:- Shame on you guys, no one is saying you to leave your culture or something. It's just that be like a Canadian, give jobs to other communities too. Maintain cleanliness standards of Canada, not india or any country. Follow canadian driving rules rather then any other countries. You should be grateful for them to accept you, now you should accept them too. Thankyou.
Identity Attack0.33352965
Insult0.31740165
Profanity0.27882218
Threat0.009359611
Severe Toxicity0.02258113
Moderate 0.37751234 Constructive 0.745
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
better believe they will commit fraud ~ they have no shame
better believe they will commit fraud ~ they have no shame
Identity Attack0.010655383
Insult0.36939126
Profanity0.0569429
Threat0.030969119
Severe Toxicity0.008621216
Moderate 0.37751234 Low Con 0.137 Unverified_Claim
Oct 21, 2025 IRCC Names India in Study …
It's a shame for the fraudlent people, they are insulting and shaming yhe whole community. If found should be thrown out of Canada.
It's a shame for the fraudlent people, they are insulting and shaming yhe whole community. If found should be thrown out of Canada.
Identity Attack0.22458547
Insult0.38852
Profanity0.041661996
Threat0.07399795
Severe Toxicity0.01322045
Moderate 0.37751234 Moderate Con 0.352 Moral_Argument
Sep 30, 2025 2 likes IRCC Names India in Study …
All of this is too little ,too late, just trying to buy votes but if you look harder you will see they are still ripping off Canadians,shameful
All of this is too little ,too late, just trying to buy votes but if you look harder you will see they are still ripping off Canadians,shameful
Identity Attack0.24970764
Insult0.37619758
Profanity0.034146797
Threat0.025443908
Severe Toxicity0.011291504
Moderate 0.37751234 Low Con 0.249 Policy_Critique
Jan 14, 2026 Canada’s new rules in 2026
1:52 this kinda person is why I no longer feel shame for some thoughts or opinions
1:52 this kinda person is why I no longer feel shame for some thoughts or opinions
Identity Attack0.034558404
Insult0.24424846
Profanity0.10425757
Threat0.011689849
Severe Toxicity0.013866014
Moderate 0.37751234 Moderate Con 0.404
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
This is not Canada, they don't care about Canadians. They have Indian values. Shame on the government
This is not Canada, they don't care about Canadians. They have Indian values. Shame on the government
Identity Attack0.3825363
Insult0.25998658
Profanity0.070942834
Threat0.009048914
Severe Toxicity0.014317908
Moderate 0.37751234 Low Con 0.282
Oct 1, 2025 17 likes Inside Canada's Indian Metropolis (Brampton)
I am sure should they appear before a judge they will be let off for some unreal reason. Our courts are absolutely shameful.
I am sure should they appear before a judge they will be let off for some unreal reason. Our courts are absolutely shameful.
Identity Attack0.030175667
Insult0.4196762
Profanity0.04141149
Threat0.009048914
Severe Toxicity0.0061035156
Moderate 0.37751234 Low Con 0.266 Policy_Critique
Feb 19, 2026 Canadian immigration officers investigating hundreds …
Hey man in nike black shirt shame of you local citizen in Canada are having your Indian Fatigue.
Hey man in nike black shirt shame of you local citizen in Canada are having your Indian Fatigue.
Identity Attack0.36702603
Insult0.34237885
Profanity0.052934792
Threat0.008919456
Severe Toxicity0.015609037
Moderate 0.37576625 Low Con 0.289 Identity_Assertion
Sep 29, 2025 Inside Canada's Indian Metropolis (Brampton)
Colonizers gettinf colonized...theyre taking over and Canada is letting it happen. Shameful
Colonizers gettinf colonized...theyre taking over and Canada is letting it happen. Shameful
Identity Attack0.19100772
Insult0.34237885
Profanity0.027820412
Threat0.009981008
Severe Toxicity0.01083374
Moderate 0.36095104 Low Con 0.234
Oct 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Deport them shame on mark c.
Deport them shame on mark c.
Identity Attack0.10409598
Insult0.26395
Profanity0.07126612
Threat0.13566011
Severe Toxicity0.014188796
Moderate 0.36095104 Low Con 0.192 Call_To_Action
Aug 30, 2025 Why Canadians Are Turning Against …
Canada in India now. What a shame...
Canada in India now. What a shame...
Identity Attack0.36942887
Insult0.28997475
Profanity0.022969801
Threat0.0077802283
Severe Toxicity0.01159668
Moderate 0.36095104 Moderate Con 0.463 Identity_Assertion
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
Tyler, I WISH you would have met up with some of us next gen. THIS CITY USED TO BE WHITE, CANADIAN - POLISH & ITALIAN immigration WHITE. you dont call me a brown polak, you …
Tyler, I WISH you would have met up with some of us next gen. THIS CITY USED TO BE WHITE, CANADIAN - POLISH & ITALIAN immigration WHITE. you dont call me a brown polak, you call me white. we assimilated generations ago, brampton was thriving during the skyscraper era ... shame....
Identity Attack0.3958119
Insult0.19967617
Profanity0.030890211
Threat0.008582866
Severe Toxicity0.014447021
Moderate 0.36095104 Constructive 0.612 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I grew up in Brampton. When I was going it was really multicultural, I lived in a Portuguese neighborhood. There were many different ethnic neighborhoods, it was a melting pot of cultures. I had friends …
I grew up in Brampton. When I was going it was really multicultural, I lived in a Portuguese neighborhood. There were many different ethnic neighborhoods, it was a melting pot of cultures. I had friends of all races and I got to learn about their cultures. It would have been the perfect place to raise kids.It's not multicultural anymore it's just Indians, it's filthy there, crime has skyrocketed and housing prices is insane. You also can't rent apartments as all the landlords will only take Indian tenants under the guise of "vegetarians only". It's a shame, it used to be a great place to live.
Identity Attack0.38699543
Insult0.28997475
Profanity0.24147889
Threat0.011974656
Severe Toxicity0.02296847
Moderate 0.36095104 Constructive 0.679 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
MAGA coming to Canada what a SHAME
MAGA coming to Canada what a SHAME
Identity Attack0.2127345
Insult0.34782293
Profanity0.025087673
Threat0.007922632
Severe Toxicity0.009994507
Moderate 0.34328604 Low Con 0.189
Sep 1, 2025 Why Canadians Are Turning Against …
Any Canadian still willingly going there deserves all the smoke 💨 and shamed
Any Canadian still willingly going there deserves all the smoke 💨 and shamed
Identity Attack0.09868781
Insult0.022727542
Profanity0.0007536907
Threat0.038384434
Severe Toxicity0.000033606437
Moderate 0.3411403
Dec 10, 2025
Shame on the politicians
Shame on the politicians
Identity Attack0.10221587
Insult0.25007802
Profanity0.09961538
Threat0.014911477
Severe Toxicity0.008735657
Moderate 0.3389984 Low Con 0.273
Jan 27, 2026 Inside Canada's Indian Invasion...
I am from India, and I request Canada authority to act very hard on these people. They only bring shame to India.
I am from India, and I request Canada authority to act very hard on these people. They only bring shame to India.
Identity Attack0.36942887
Insult0.26957804
Profanity0.036401358
Threat0.01750142
Severe Toxicity0.010070801
Moderate 0.3389984 Moderate Con 0.498
Oct 2, 2025 1 likes IRCC Names India in Study …
What you are seeing is a take over. Dont forget only one state in India is 40 millions people, the entité population of Canada. It is nothing for yhem to take over if let Them …
What you are seeing is a take over. Dont forget only one state in India is 40 millions people, the entité population of Canada. It is nothing for yhem to take over if let Them in. Carney again wore the turban recentky. That should never happen. What message are été sending to the world. That we do have our own identity anymore.The most surprising is thèse Sikh people have no shame in destroying our country, our history, its root, They are rewriting our history by saying they were hère in the 1900. Bullshit. We started to be Invaded little by little 20 years ago, As long as they can abuse the system, they will keep coming ans have bâbord here. It $$ yo gave baby here. It is so madening to see this.
Identity Attack0.38826546
Insult0.26957804
Profanity0.064458095
Threat0.025961896
Severe Toxicity0.020644438
Moderate 0.3389984 Moderate Con 0.423
Nov 29, 2025 Inside Canada's Indian Metropolis (Brampton)
Shameful, converted such a beautiful country into the country no one wants to live in
Shameful, converted such a beautiful country into the country no one wants to live in
Identity Attack0.27759558
Insult0.24493282
Profanity0.07255927
Threat0.009463178
Severe Toxicity0.013091337
Moderate 0.3389984 Moderate Con 0.301
Oct 28, 2025 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.