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

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Active: "They have nothing we need …" 65 comments · Page 3 of 3
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 …
The real problem is not just people, it’s the Canadian immigration system and the loopholes IRCC has left wide open. In Punjab and other parts of India, wealthy families are arranging marriages where a girl …
The real problem is not just people, it’s the Canadian immigration system and the loopholes IRCC has left wide open. In Punjab and other parts of India, wealthy families are arranging marriages where a girl with IELTS comes to Canada, then calls her husband here. Many of these are nothing more than contract marriages, where once the boy arrives, they go their separate ways. This is blatant abuse of the system and has created a wave of people entering Canada without even basic English skills. IRCC needs to wake up and fix this. Students on study or work visas must not be allowed to bring their spouses. If someone wants to come, let them take an English test themselves and prove they’re qualified. Study permits should only be issued for genuine university students, not random private colleges being used as back doors into the country. On top of that, no work permits should be given while on a study visa. Employers who hire students illegally on cash as cheap labour should face strict penalties, heavy fines, and blacklisting. Until these loopholes are closed, Canada’s immigration system will continue to be exploited and lose credibility. IRCC, this is not immigration — this is fraud facilitated by weak laws.
Identity Attack0.05089863
Insult0.045007613
Profanity0.015147334
Threat0.0071070488
Severe Toxicity0.0025558472
Low Tox 0.1104733 Constructive 0.664 Policy_Critique
Oct 4, 2025 IRCC Names India in Study …
We need to see people being charged and walked in front of cameras. We need criminals to go to court, be convicted and let the public see the process. I/we feel like nothing ever happens- …
We need to see people being charged and walked in front of cameras. We need criminals to go to court, be convicted and let the public see the process. I/we feel like nothing ever happens- no charges or convictions. The public needs to see something be done and that is also a deterrent!!! Justice matters!!
Identity Attack0.0048837173
Insult0.023608726
Profanity0.012312118
Threat0.021127338
Severe Toxicity0.0021648407
Low Tox 0.06579731 Constructive 0.641 Call_To_Action
Feb 18, 2026 29 likes Canadian immigration officers investigating hundreds …
There’s nothing down there I need to see or do that bad to be treated like a criminal
There’s nothing down there I need to see or do that bad to be treated like a criminal
Identity Attack0.0035630031
Insult0.009448885
Profanity0.0001628137
Threat0.010949813
Severe Toxicity0.000013081967
Low Tox 0.06238377 Comparative_Framing
Dec 9, 2025 15 likes
America has nothing Canada needs,especially Donald Trump.
America has nothing Canada needs,especially Donald Trump.
Identity Attack0.0064120363
Insult0.03198573
Profanity0.00012539669
Threat0.00038036652
Severe Toxicity0.0000038658154
Low Tox 0.062322762
Dec 8, 2025 1 likes
There is nothing as expected we dont see it .... i beleive that medias trying to brainwash general public that something going on call deportation now time to calm down ..but in reality its something …
There is nothing as expected we dont see it .... i beleive that medias trying to brainwash general public that something going on call deportation now time to calm down ..but in reality its something really really slow process ..need more authority ,power and independent reporting to border authorities and new appointments from.canadian rooted candidates
Identity Attack0.016259583
Insult0.02708937
Profanity0.013780965
Threat0.0071199946
Severe Toxicity0.0014019012
Low Tox 0.059479803 Constructive 0.566 Policy_Critique
Dec 25, 2025 Deportations From Canada at Their …
My Granparents, parents, settled the homestead in 1896 near Rossland BC. How it used to work, how things are supposed to work, is the Government serves the needs and demands of the people. The people …
My Granparents, parents, settled the homestead in 1896 near Rossland BC. How it used to work, how things are supposed to work, is the Government serves the needs and demands of the people. The people don't serve the Government nor any Corporation or Public/Private Partnership. This means that the Government doesn't prevent people from doing what they do and they don't use force to extort the fruit of everyone's labor to the point of enslavement. In 1896 and throughout my Grandfather's life from 1902 to 1976, one would do for themselves if they weren't working for someone else. In other words, you found something needed be done, something the community around you required or was lacking, you opened shop and got after it. You can't work today because you require licensing for everything, you require permission for everything, everything is regulated. People have it in their minds that it's so much better today then it was then, that it's "safer". But it's not, that's a lie. My family, although never wealthy, ate good food, always had a roof over their heads, plenty of family around and always had something to do or at least could always find something to work at. Most importantly, they always had hope because they had freedom. No one has any hope anymore and the people coming here aren't just bringing their culture to overtake our culture, they are coming with anger. With envy, resentment and malice. My family didn't come here with those things, they came to Canada with hope and determination to integrate and prosper with freedom. The other side of my family fled Bolshevism when they left Russia and came here and that side had the exact same hope in freedom to work hard and prosper. Now all generational wealth, freedom, prosperity and hope is all but completely stolen. We don't need more regulations. We don't need more benefits. We don't need more Government. We need less, we need it all to go away because I know for a fact, you give people the freedom to go about their lives, the society or community they form, always tends towards peaceful, prosperous organization. You give people the freedom to build and produce and they'll get after it immediately and that opens the door for all other manner of trades and skills that just fill any hole in a community or society. And that's a fact about the organizational tendencies of human beings. There's nothing stopping us from providing for ourselves but a cartel Government in the business of extortion and human enslavement. They foment chaos and division in order to justify the revoking of more freedoms to enslave more people. People themselves, they look to get along, get to work, raise families and, as best they can, enjoy life. Once we start expecting a Government to take care of us we've institutionalized prisoners who have lost all human dignity. When you "buy in" to all the rhetoric of so called autonomy, ask yourself, how autonomous are you without a family? Just because you're alone in a box in a city, stacked one on top of the other, weighted down by a landslide of rules, collecting benefits from the Government, doesn't make you autonomous. People say, "no one can afford a family". Yet those coming in have large families and they seem to be making out just fine. It's the brainwashing of our culture that set us up. Over time we've convinced the proper way to do things is everyone to grow up and go their own way, leaving each other relying on benefits from the government in old age or illness or whatever calamity might strike in life. There's always something that comes along. With family you have human resource, a plethora of skills and you have your "insurance", free of extortion. Everything that comes from a government is conditional and sooner or later their conditions rule over our condition, even though it's our labor that provides for them. The answer isn't more benefits, as I've said. The answer is simply less government, so we can all get to the business of providing for ourselves and helping our communities prosper. We need to do this with family because alone, we are all isolated and powerless. No one stands alone and a house divided cannot stand.
Identity Attack0.008768492
Insult0.027841117
Profanity0.016821137
Threat0.007249452
Severe Toxicity0.0016498566
Low Tox 0.057748068 Constructive 0.801
Aug 25, 2025 6 likes Why Canadians Are Turning Against …
Not to be that guy, but every day, i feel more and more like we need another austrailian painter, or nothing will change.
Not to be that guy, but every day, i feel more and more like we need another austrailian painter, or nothing will change.
Identity Attack0.022791367
Insult0.017292
Profanity0.019212283
Threat0.009566744
Severe Toxicity0.001964569
Low Tox 0.048842013 Moderate Con 0.355 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
America has nothing I need
America has nothing I need
Identity Attack0.021750905
Insult0.01128061
Profanity0.00014840186
Threat0.0005432405
Severe Toxicity0.0000048918796
Low Tox 0.045715578 Comparative_Framing
Jan 29, 2026
Nothing is going to change as long as the public sit on their couch and become keyboard warrior. To bring change sacrifice is needed otherwise it will keep going on.
Nothing is going to change as long as the public sit on their couch and become keyboard warrior. To bring change sacrifice is needed otherwise it will keep going on.
Identity Attack0.0037182847
Insult0.017743196
Profanity0.013576009
Threat0.010343489
Severe Toxicity0.0012159348
Low Tox 0.045378547 Low Con 0.25 Call_To_Action
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
Good the more immigrants that leave the better it will be for Canada they come here for a better life for safety for this for that they're all set up by the government giving houses …
Good the more immigrants that leave the better it will be for Canada they come here for a better life for safety for this for that they're all set up by the government giving houses cars don't have to worry about nothing it's all provided for them through the taxpayers money well the real Canadians are living out on the streets and eating out of garbage bins I don't have a bed or a roof over their heads due to the immigrants coming into our country then they come into our country in protest terrorist actions destroy our buildings are statues our churches block our streets hospitals shopping malls an etcetera they disrespect our rules and regulations and think they can voice their opinion on everything and get away with it they come here most of them with a green card as a visitor from another land overseas and yes they think they're a real Canadian but never contribute never done nothing for the country but just take from the real Canadians that made the country to what it is today and it's all government doing before they give a house or car or anything that they get the immigrants get if you're standing alongside of one peppermint will give it to the immigrant faster than what they'll give to a real Canadian they're more or less told to sleep on the streets and eat out of garbage bins because he's immigrants deserve nothing but the best in our country we have to show them that they are welcomed no they're not welcome anymore Canadian should come first not somebody that came in on a boat or an airplane from another country and overseas it's a government can't look after their own then they shouldn't be in the government because our prime minister is supposed to be protecting the real Canadians not the ones that are coming in over our borders I wonder if that's ever going to change probably not because they still need these foreigners votes just stay in the position where they're at Canada has become a very undeveloped country now in Canada has been put into a lot of danger due to the terrorism that's in our country from the people that they bought in our country from overseas I mean just look at all the protesting from the palestines and Hamas people what they've done so far to Canada we see it on the news just about every day ask for their rights anyways I can keep going on but it's not worth my time tomorrow is never promised it's just that I know Canada is sinking and sinking fast due to our government and their policies but when it sinks do you think the government's going to stand on board and go down with the ship nope I'll be in another country safe and sound
Identity Attack0.014712535
Insult0.008164782
Profanity0.00007872977
Threat0.0002559232
Severe Toxicity0.0000045725806
Low Tox 0.034101393 Fear_Threat
May 6, 2025 1 likes
What is middle class these days. To live like the middle class did in the 90's you would need a household income of 200+. 400 dollars off 200 grand is nothing
What is middle class these days. To live like the middle class did in the 90's you would need a household income of 200+. 400 dollars off 200 grand is nothing
Identity Attack0.0044582416
Insult0.012376905
Profanity0.0118338885
Threat0.005864255
Severe Toxicity0.0006723404
Low Tox 0.02449606 Moderate Con 0.373
Jan 17, 2026 Canada’s new rules in 2026
If only discussion will take place, nothing in this matter is going to change. We need action from the government.
If only discussion will take place, nothing in this matter is going to change. We need action from the government.
Identity Attack0.0030708222
Insult0.00817788
Profanity0.011355659
Threat0.007935578
Severe Toxicity0.00081062317
Low Tox 0.01608456 Low Con 0.26 Call_To_Action
Aug 26, 2025 Why Canadians Are Turning Against …
Easy ,,,don’t cross the USA border ,,,they have nothing I need,,I will get it somewhere else,,,
Easy ,,,don’t cross the USA border ,,,they have nothing I need,,I will get it somewhere else,,,
Identity Attack0.00027426425
Insult0.0005977711
Profanity0.0000348772
Threat0.00007273577
Severe Toxicity0.0000023486198
Low Tox 0.0017084089
Dec 7, 2025
We need to call upon the Lord and ask for mercy, and turn to him permanently. NOTHING else is going to work
We need to call upon the Lord and ask for mercy, and turn to him permanently. NOTHING else is going to work
Identity Attack0.00008302878
Insult0.00013562692
Profanity0.000033174467
Threat0.00004779646
Severe Toxicity0.0000062242107
Low Tox 0.00037615348
Apr 29, 2025

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.