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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: "Did he said his own …" 509 comments · Page 16 of 21
Excellent video. As a white Canadian of European background, I love Indian people. They do their best to find a place in this world and to contribute to Canada in any way they can. With …
Excellent video. As a white Canadian of European background, I love Indian people. They do their best to find a place in this world and to contribute to Canada in any way they can. With that being said, there are bad apples everywhere; let's not judge all by the actions of a few.
Identity Attack0.10221587
Insult0.026058068
Profanity0.019758832
Threat0.0076119336
Severe Toxicity0.0025749207
Low Tox 0.11202335 Constructive 0.794
Oct 3, 2025 12 likes Inside Canada's Indian Metropolis (Brampton)
Homie said "my smuggler" live on air.
Homie said "my smuggler" live on air.
Identity Attack0.008509507
Insult0.04149419
Profanity0.029888187
Threat0.009566744
Severe Toxicity0.0032234192
Low Tox 0.11161 Moderate Con 0.305 Meta_Commentary
Jan 27, 2026 61 likes Inside Canada's Indian Invasion...
Be careful in Canada. When you said "I bought a knife to protect myself". That might have been instant jail time. You have no legal right to defend yourself in Canada.
Be careful in Canada. When you said "I bought a knife to protect myself". That might have been instant jail time. You have no legal right to defend yourself in Canada.
Identity Attack0.030175667
Insult0.023479814
Profanity0.01220964
Threat0.05397744
Severe Toxicity0.0040245056
Low Tox 0.11161 Moderate Con 0.437 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
Wait, news said it was pakistanis? Or was it wrong
Wait, news said it was pakistanis? Or was it wrong
Identity Attack0.10221587
Insult0.026960457
Profanity0.022901481
Threat0.007857903
Severe Toxicity0.0032043457
Low Tox 0.11150667 Low Con 0.258 Question
Feb 9, 2026 Inside Canada's Indian Invasion...
I heard why the government did the immigrants wrong. I was talking to an uber driver and my pharmacist. They told me the promises of luxury in Canada has and offered for them to live …
I heard why the government did the immigrants wrong. I was talking to an uber driver and my pharmacist. They told me the promises of luxury in Canada has and offered for them to live a better lives. They didn't know after they came here for work and or college/university they become in major debt. They said that they're in a luxury debt and never getting out of debt knowing that they're stuck in Canada and can't be allowed to leave unless they pay off the debts. That's 100 % wrong to do that to people when they know they don't feel welcomed and want to go home. I'm a metis Canadian and I had to leave Ontario to find affordability and miss my home. GOVERNMENT THIS IS YOUR FAULT AND YOU KNOW IT! Let them go home in debt. You made this mess. FIX IT! Including the baby boomers that made the problem started 8 % rate interests to buy houses. That was a mistake that should be bought 1 house and nothing else. I forgot to add something. The uber driver told me that india doesn't know that it's a debt luxury trap that you can't leave unless you pay your debt. He felt alone and found some people and the internet to make himself feel better temporary. TEMPORARY! He hates it here, but he respects Canadians. He feels sorry for the new ones that are coming to become debt trap. It's the same for the pharmacy. She got into college to be a pharmacy and bought the store. She is on low income but doesn't qualify for any supports like benefits to pay off her medical things. The reason she can't because they'll see the pharmacy store is income. Wait what? So she doesn't quilify for benefits because she's making income to pay off her massive loan to do her job. It's not enough to live by as what she told me. She also does misses home, but also traped in luxury debt. This is what I have learned so far. I went through a car accident and coudln't get out of the car. I thought in Brampton, Ontario was the rudest people on the planet, but was saved by the angels of indian people saved me out of the vehicle from the smoke. I still thank you! There is still good people out there and some are stupid people out there. Keep it up because being kind gets you to be positive to others and make things better when the world is fcked right now.
Identity Attack0.060675595
Insult0.03566399
Profanity0.019348921
Threat0.0074824756
Severe Toxicity0.002822876
Low Tox 0.11129999 Constructive 0.816
Sep 10, 2025 2 likes Why Canadians Are Turning Against …
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 …
People who said we are from punjab instead of india, are not someone you want in canada.
People who said we are from punjab instead of india, are not someone you want in canada.
Identity Attack0.09245483
Insult0.028171662
Profanity0.013917602
Threat0.006530962
Severe Toxicity0.0024414062
Low Tox 0.10956833 Moderate Con 0.386 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Brampledesh…I knew it! I was there a few years ago and I didn’t see any other race.. I stayed at a friend’s small cottage ground. Which they are or we’re trying to take over the …
Brampledesh…I knew it! I was there a few years ago and I didn’t see any other race.. I stayed at a friend’s small cottage ground. Which they are or we’re trying to take over the land. It was so bizarre all these new houses and people then a street away a small entrance surrounded by trees and cottages. It’s good old Canadians hanging on to the sliver of their community that’s left. But seriously it was really strange and bizarre like I said. 🇨🇦
Identity Attack0.06795148
Insult0.029714199
Profanity0.013576009
Threat0.013372798
Severe Toxicity0.0037765503
Low Tox 0.10956833 Constructive 0.576
Oct 30, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
So many india people here ask the guy if he feels like home... and he said no.... that says it all
So many india people here ask the guy if he feels like home... and he said no.... that says it all
Identity Attack0.07673789
Insult0.023479814
Profanity0.02836696
Threat0.008336896
Severe Toxicity0.003376007
Low Tox 0.10826672 Moderate Con 0.453 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
TBF most of them are good people, and want a better life. I have no quarrels against that but I think maybe 5 figures a year is lots, not this 800k+. That being said, most …
TBF most of them are good people, and want a better life. I have no quarrels against that but I think maybe 5 figures a year is lots, not this 800k+. That being said, most of them here are relatively upper middle class since its not cheap to emigrate from India.
Identity Attack0.09659086
Insult0.025413504
Profanity0.02973333
Threat0.007598988
Severe Toxicity0.00333786
Low Tox 0.10783285 Constructive 0.668 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
The lady in the middle is smart beyond her years. Well said.
The lady in the middle is smart beyond her years. Well said.
Identity Attack0.009545447
Insult0.05203446
Profanity0.014874061
Threat0.0062396824
Severe Toxicity0.0014209747
Low Tox 0.103928015 Moderate Con 0.44 Meta_Commentary
Sep 14, 2025 1 likes Why Canadians Are Turning Against …
As for the driving I was on my way home with my tow truck and was making a left. The woman behind me thought passing me on the left was a good idea(I was mid …
As for the driving I was on my way home with my tow truck and was making a left. The woman behind me thought passing me on the left was a good idea(I was mid turn). This woman turns around and said it’s my fault. Ummmmmm. My dash cam says otherwise. My truck opened her car up like a tuna can 🤣🤣
Identity Attack0.0102854045
Insult0.034341812
Profanity0.023584666
Threat0.008945347
Severe Toxicity0.0023651123
Low Tox 0.103060275 Constructive 0.556 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Globalism. Remove borders, remove regulations. Stuff use ok. Crime. Whatever. Ball for all. Nationalism. Close borders, clamp down on drugs, manufacture inside the country. You said that you wanted to see why. That's why.
Globalism. Remove borders, remove regulations. Stuff use ok. Crime. Whatever. Ball for all. Nationalism. Close borders, clamp down on drugs, manufacture inside the country. You said that you wanted to see why. That's why.
Identity Attack0.01656105
Insult0.02373764
Profanity0.019690514
Threat0.017674083
Severe Toxicity0.003490448
Low Tox 0.103060275 Moderate Con 0.358
Sep 28, 2025 Inside Canada's Indian Metropolis (Brampton)
Who needs cabel .......👩‍🦰 boomers voted for it then when carnage said he was gonna implemented unrealise gains taxes on their property boomers sold andd fled to another country cheaper small towns
Who needs cabel .......👩‍🦰 boomers voted for it then when carnage said he was gonna implemented unrealise gains taxes on their property boomers sold andd fled to another country cheaper small towns
Identity Attack0.0102854045
Insult0.04910661
Profanity0.01941724
Threat0.006162008
Severe Toxicity0.001745224
Low Tox 0.102626406 Low Con 0.252
Aug 29, 2025 Why Canadians Are Turning Against …
Good to know the “ True” face of Canadians….😢esp. the Man holding the bicycles. I shud repoert on wat he said… ???😢😢Canadian GOVT.
Good to know the “ True” face of Canadians….😢esp. the Man holding the bicycles. I shud repoert on wat he said… ???😢😢Canadian GOVT.
Identity Attack0.044612918
Insult0.031036375
Profanity0.010552917
Threat0.00780612
Severe Toxicity0.0025749207
Low Tox 0.10089093 Constructive 0.537 Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
When you can be born in Canada, and grow up with a foreign accent, you know we've got a problem. The woman in green said, "When i go home" - as in India..... she's been …
When you can be born in Canada, and grow up with a foreign accent, you know we've got a problem. The woman in green said, "When i go home" - as in India..... she's been living in Canada for decades, but doesn't consider Canada her home. says it all.
Identity Attack0.07012023
Insult0.026058068
Profanity0.011082385
Threat0.0061166976
Severe Toxicity0.00207901
Low Tox 0.09958932 Constructive 0.562
Oct 28, 2025 Inside Canada's Indian Metropolis (Brampton)
Common sense was replaced by greed... as mark millar said. "International students were lucrative "
Common sense was replaced by greed... as mark millar said. "International students were lucrative "
Identity Attack0.007806548
Insult0.045593183
Profanity0.012585391
Threat0.0060131317
Severe Toxicity0.0011491776
Low Tox 0.09872158 Moderate Con 0.425 Policy_Critique
Feb 18, 2026 2 likes LILLEY UNLEASHED: The fall of …
Ive always said it. They are leaving their country for what reasons.... if they want to bring it all over here... Why are you here. THAT is what is holding your country back. Thats the …
Ive always said it. They are leaving their country for what reasons.... if they want to bring it all over here... Why are you here. THAT is what is holding your country back. Thats the reason for war over there.
Identity Attack0.04796442
Insult0.020063626
Profanity0.012585391
Threat0.009644418
Severe Toxicity0.0026130676
Low Tox 0.09741997 Constructive 0.541 Identity_Assertion
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
Is he serious? He said he doesn’t see any difference between India and Canada? Really?!!
Is he serious? He said he doesn’t see any difference between India and Canada? Really?!!
Identity Attack0.053399716
Insult0.026702631
Profanity0.015113175
Threat0.0061878995
Severe Toxicity0.0019454956
Low Tox 0.09568449 Low Con 0.228 Question
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
I read a story about a guy a few years ago who came from India on a student Visa and planned on staying and therefore wanted to change the Canadian flag. He said he was …
I read a story about a guy a few years ago who came from India on a student Visa and planned on staying and therefore wanted to change the Canadian flag. He said he was appalled and felt as a migrant it was offensive because Canada and by extension its flag was part of the Commonwealth and Britain's imperialist history with India made the Canadian flag offensive. 😳 I probably don't have to tell you what kind of comments he got.
Identity Attack0.060675595
Insult0.027347196
Profanity0.013576009
Threat0.007081157
Severe Toxicity0.0020313263
Low Tox 0.09525062 Constructive 0.74
Aug 25, 2025 22 likes Why Canadians Are Turning Against …
I don’t really understand why these people are receiving hate if they seem like they help one another and others. Those food banks and kitchens that offer a free meal to anyone is a good …
I don’t really understand why these people are receiving hate if they seem like they help one another and others. Those food banks and kitchens that offer a free meal to anyone is a good thing. I understand that many Canadians want assimilation but you can’t seriously expect people who were raised in another country for decades to automatically become Hockey viewers and poutine fans overnight assimilation takes time. Instead of looking at them with skepticism y’all should talk with one another instead. That old dude towards the end really said it best that we should help one another as humans.
Identity Attack0.028418748
Insult0.03489272
Profanity0.019348921
Threat0.007068211
Severe Toxicity0.0021266937
Low Tox 0.0926474 Constructive 0.8
Oct 4, 2025 16 likes Inside Canada's Indian Metropolis (Brampton)
I understand. Cause you guys were living in an authentic cultures since young schools work everything. But now. And Trump said like he bought Canada 51 States. Maybe it's a solution. I have no idea. …
I understand. Cause you guys were living in an authentic cultures since young schools work everything. But now. And Trump said like he bought Canada 51 States. Maybe it's a solution. I have no idea. Unless there's a leader in your country exactly expertised capitalism and figures that way a new economic model which determines a soul of New Canada? And that extremely justice a fair communication English profiles in Canadian community which everyone loves and accepts in conditions every races old residents new immigrants feel that comfortable no one argues about.
Identity Attack0.020781586
Insult0.035443626
Profanity0.016821137
Threat0.006757513
Severe Toxicity0.0021839142
Low Tox 0.09033044 Constructive 0.712 Comparative_Framing
Oct 13, 2025 Inside Canada's Indian Metropolis (Brampton)
I can't defend my country no more but all oliveria said was true af 🙏😭
I can't defend my country no more but all oliveria said was true af 🙏😭
Identity Attack0.016963007
Insult0.024511116
Profanity0.06345607
Threat0.008129764
Severe Toxicity0.003490448
Low Tox 0.09033044 Moderate Con 0.494 Solidarity
Feb 3, 2026 Inside Canada's Indian Invasion...
Last year, they said that 114,000 Indian students in Canada did not attend classes, but not a single school reported this issue to the IRCC because, guess what, the students still pay their fees! So, …
Last year, they said that 114,000 Indian students in Canada did not attend classes, but not a single school reported this issue to the IRCC because, guess what, the students still pay their fees! So, the schools are complicit, filling those seats as empty and making more money by selling one spot to two students. These are the same schools that appear on your TV screens saying, "cutting down the number of international students means they would be out of work and have to end some of their programs."
Identity Attack0.038167715
Insult0.030375287
Profanity0.017845914
Threat0.0072235605
Severe Toxicity0.0021266937
Low Tox 0.09033044 Constructive 0.576 Policy_Critique
Sep 29, 2025 36 likes IRCC Names India in Study …
Wow these are the realist Canadians Ive ever seen! I apologize Canada for all the mean stuff I said in the past.
Wow these are the realist Canadians Ive ever seen! I apologize Canada for all the mean stuff I said in the past.
Identity Attack0.04435511
Insult0.030485468
Profanity0.011099464
Threat0.0062267366
Severe Toxicity0.0019264221
Low Tox 0.09033044 Constructive 0.597
Oct 7, 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.