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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: "I will never forget the …" 15 comments
Tyler, great video. I'm a born African man. Our culture is beautiful. What fluorescent snowbunny vest dude is saying is bullshit of the highest rank!! We do not have low intelligence as the guy with …
Tyler, great video. I'm a born African man. Our culture is beautiful. What fluorescent snowbunny vest dude is saying is bullshit of the highest rank!! We do not have low intelligence as the guy with the fluorenscent vest claims!!! We have African brothers and sisters who are basically geniuses. We have that, too, better than whites. Inventions made by Blacks but, the white man wanted the credit so bad for it. That's your story, anything Africans/Blacks create, y'all want to steal and, "make it ours" and you alter history books and other storytelling materials for that. You people have a serious issue and he claims whites as being the good ones? 😂😂 Seriously, this bullshit boils my blood, it makes me sick. No one is good except God! Just because you do not understand another man's culture, it doesn't mean he's of low intelligence. Same language dialects. I can't believe he said such bullshit about my people! Does he mingle with us or know us?! He looks like he's probably stayed in Canada all his life until now. This is pathetic but I know you whites are just afraid and terrified of us. I'll never forget the way we suffered and still are.
Identity Attack0.55044734
Insult0.48484445
Profanity0.48510036
Threat0.06863153
Severe Toxicity0.23225832
Moderate 0.5532103 Constructive 0.654 Identity Attack Moral_Argument
Feb 17, 2026 2 likes Inside Canada's Indian Invasion...
I hate the treasonous WEF Liberals so much for destroying Canada. Never forgive or forget what they did.
I hate the treasonous WEF Liberals so much for destroying Canada. Never forgive or forget what they did.
Identity Attack0.34974504
Insult0.47630358
Profanity0.0913099
Threat0.058826666
Severe Toxicity0.021031776
Moderate 0.46716887 Moderate Con 0.324 Identity_Assertion
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Mark Carney needs to start putting his boot on Danielle Smith's neck sore to speak, because if he does not and we lose Canada, we will be gunned down in the streets, just like what …
Mark Carney needs to start putting his boot on Danielle Smith's neck sore to speak, because if he does not and we lose Canada, we will be gunned down in the streets, just like what is happening now. So I hope everyone realizes and remembers that and for any albertan. Watching this and reading these comments, if you want your CPP and AOS in the future, if you decide to back Danielle Smith on this garbage separation, you will never see it. Don't forget the disability. Credit does not go to the people that are on ache. It goes right straight to Danielle Smith. And that's where your CPP noas will go. So if you're close to retirement and a hillbilly, you better have a good nest. Egg saved
Identity Attack0.04667538
Insult0.43450394
Profanity0.09034003
Threat0.10542984
Severe Toxicity0.01573815
Moderate 0.3972142 Constructive 0.583 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
“I came to Canada as a 13-year-old immigrant, innocent and fresh off the boat. I’ll never forget how a white girl in my PE class would throw my clothes in the garbage and bully me …
“I came to Canada as a 13-year-old immigrant, innocent and fresh off the boat. I’ll never forget how a white girl in my PE class would throw my clothes in the garbage and bully me just because I was different. That’s what racism looks like. So when I see videos today blaming immigrants, I know exactly how much hate that spreads. Young Indian students are dying, struggling in laundry rooms and basements, and instead of compassion we point fingers. Immigrants may need some adjustments, yes, but that’s no reason to divide or dehumanize us. Stop spreading hate — Canada is stronger when we stand together.”
Identity Attack0.4139151
Insult0.34032786
Profanity0.09034003
Threat0.030623792
Severe Toxicity0.01806218
Moderate 0.37751234 Constructive 0.754 Personal_Narrative
Aug 26, 2025 2 likes Why Canadians Are Turning Against …
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)
Cree here, it’s pretty common belief that we hate Ottawa and the political class for trying colonization 2.0 from the liberals. It seriously fucked over the country with pollution, crime, and opportunities. Many reservations still …
Cree here, it’s pretty common belief that we hate Ottawa and the political class for trying colonization 2.0 from the liberals. It seriously fucked over the country with pollution, crime, and opportunities. Many reservations still don’t have running water but at least we have armed foreigners adding to the human trafficking numbers. I will never forgive or forget what new canada has done to me and my people.
Identity Attack0.14019285
Insult0.24493282
Profanity0.34099978
Threat0.012026439
Severe Toxicity0.016641939
Moderate 0.3389984 Constructive 0.583 Personal_Narrative
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …
last year i went to brampton and got inside the bus. i was the only white in a packed bus and aall the indians were looking at me up and down till i got off, …
last year i went to brampton and got inside the bus. i was the only white in a packed bus and aall the indians were looking at me up and down till i got off, i will never forget how weird that was
Identity Attack0.37655997
Insult0.082866095
Profanity0.117874645
Threat0.01940071
Severe Toxicity0.013801457
Moderate 0.30514878 Moderate Con 0.456 Personal_Narrative
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
If you think that's bad, wait till you learn about the European one. Never forget the $45 tril. That was stolen by your leaders
If you think that's bad, wait till you learn about the European one. Never forget the $45 tril. That was stolen by your leaders
Identity Attack0.068465814
Insult0.16551061
Profanity0.053435806
Threat0.01101667
Severe Toxicity0.00579834
Low Tox 0.28548008 Low Con 0.245 Unverified_Claim
Feb 18, 2026 1 likes Inside Canada's Indian Invasion...
Someone saying “it’s like home” completely fulfills the argument to remove these people. 1)clearly hasn’t assimilated, or doesn’t want to. 2) enough have conglomerated to make it so new Indians don’t have to assimilate at …
Someone saying “it’s like home” completely fulfills the argument to remove these people. 1)clearly hasn’t assimilated, or doesn’t want to. 2) enough have conglomerated to make it so new Indians don’t have to assimilate at all. 3) he refers to India as “home” implying he does not see Canada as home. It’s bigger than them just being nuisances. This is real, literal ethnic replacement in real time. Canada was 96% European in 1970 btw. NEVER forget that.
Identity Attack0.15303208
Insult0.06669625
Profanity0.016821137
Threat0.008919456
Severe Toxicity0.0051879883
Low Tox 0.17631748 Constructive 0.6 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
I will never forget the interview with Sean Fraser when the reporter showed him the stats on international student abuse. He just looked at the reporter and totally ignored what was just said to him. …
I will never forget the interview with Sean Fraser when the reporter showed him the stats on international student abuse. He just looked at the reporter and totally ignored what was just said to him. I will never forgive Liberals for selling out our country.
Identity Attack0.037394293
Insult0.06774519
Profanity0.014839902
Threat0.009281937
Severe Toxicity0.0025749207
Low Tox 0.15711457 Constructive 0.546 Personal_Narrative
Jun 18, 2025 How Canada broke its immigration …
Discuting! There is family who were in Québec for 2-3 years and learn french, have a job and there children go to school and now are afraid to be deported! It is unfair because they …
Discuting! There is family who were in Québec for 2-3 years and learn french, have a job and there children go to school and now are afraid to be deported! It is unfair because they were in a program who said that come to Canada and you will have citizenship if you adapt to our country. We change the rules in middle of the program!!! Those people left everything to come to our country! It's an honor for us that they choose to come here. We need people for specific jobs and send them back??? That is looking like Trump manner!!! We should be angry and ashame of the way liberal treat those people!!! We live in a really crual world! Where are our humanity and empathy??? There is a lot of good people who come here to have a good life and be good citizens. I met an young woman from Ukraine and I said to her: I love Ukraine! She jump in my arms and put her head in my shoulder!!! That is a moment I will never forget...
Identity Attack0.058856625
Insult0.061626412
Profanity0.017777596
Threat0.007624879
Severe Toxicity0.004081726
Low Tox 0.1460314 Constructive 0.792 Moral_Argument
Jan 1, 2026 Deportations From Canada at Their …
Because we were raised in so much peace and we were protected so much from fighting by the ones who fought the most to get here. Through their protection and confidence that their sacrifice was …
Because we were raised in so much peace and we were protected so much from fighting by the ones who fought the most to get here. Through their protection and confidence that their sacrifice was enough....we were never taught how to fight for our rights. We were fed the lie that their sacrifice was enough. It's sad to see after 100 years all of that blood shed was still not enough. Lest we forget. We have always been treated as a company, but with respect of our growing culture. Now we are treated as a commodity, and being stripped of the culture here and replaced by people from around the world fleeing their own, but wanting to bring it here to our home. By the reverse promise that by leaving their home is going to make it better AND it hasn't and that's clear.
Identity Attack0.01191331
Insult0.06477321
Profanity0.033144772
Threat0.009566744
Severe Toxicity0.0031852722
Low Tox 0.1269396 Constructive 0.756 Identity_Assertion
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
People are hating unfairly on immigrants when it is the government is at fault for not managing immigration better. Let's not forget that Canada was built on immigration and collectively most immigrants do contribute to …
People are hating unfairly on immigrants when it is the government is at fault for not managing immigration better. Let's not forget that Canada was built on immigration and collectively most immigrants do contribute to the good of Canadian society. I am an immigrant, I have never felt that any one group is forcing anything on me. I live my life, pay taxes, do my civic duties , mind my business , don't bother anyone and try to get along with everyone regardless . Yet I have been verbally attacked several times because I am non white. So I often wonder who is truly Canadian and if you are of "colour" will you forever be a hyphenated Canadian even if you are 3, 4 , 5 th or multigenerational born and bred in Canada. The high cost of living and unaffordabilty of housing is one thing, declining national fertility rates another and immigration is another. To me, It looks like Canada's immigration policy needs urgent reform and yes, immigrants should leave their baggage at the door.
Identity Attack0.07094744
Insult0.05027775
Profanity0.020168742
Threat0.008375733
Severe Toxicity0.0029754639
Low Tox 0.1140901 Constructive 0.824
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Listen, this is the mind of the colonizer. Remain who you are. Never forget where you come from. Have respect for others. Just because you left your culture doesn't mean you have to take on …
Listen, this is the mind of the colonizer. Remain who you are. Never forget where you come from. Have respect for others. Just because you left your culture doesn't mean you have to take on that culture. You just have to respect other people.
Identity Attack0.04151922
Insult0.03588435
Profanity0.016069634
Threat0.006602164
Severe Toxicity0.0020313263
Low Tox 0.11181668 Constructive 0.555 Moral_Argument
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
I'm pretty much exactly where that lady in the car is at. Enough to make rent, pay my monthly cell phone bill, and internet, but the rest? Not enough for food, no emergency funds if …
I'm pretty much exactly where that lady in the car is at. Enough to make rent, pay my monthly cell phone bill, and internet, but the rest? Not enough for food, no emergency funds if something breaks or needs replacing, etc. Can't even save and put money away. I sat down and balanced my budget, looking at what I could keep or toss. Figured out what to do for cheapening food costs as much as I could (without doing food bank), and the most I can afford for rent is $700 a month. That's basically a room in someone's house. That's it. As an Adult, I'm disgusted it's come to this. But what angers me MOST of all, is the Landlord's I gotta argue with. Surrey, BC used to be the cheap end of Vancouver. The welfare type housing, and low-income area. Then we had this huge book of Middle Eastern people come flying in at top speed, steam roll the community and make it theirs. They bought up all the cheap housing, ripped it down even though it was not that bad of a house, then built these custom 5-6 room mini mansions. The standards for the area skyrocketed, and the cost of their mortgage is likely also sky high because of what they built... So what do they do? Rent the rooms, force people 2 to a room with no privacy, and if you WANT a private room? Nearly $1000. Oh... And let's not forget the discrimination issues. If you're not going to temple or Gudwara, forget it. If you aren't pure vegetarian, forget it. And because all the other renters are "brown" and under 30yrs old, Adults are considered unwelcome. If you have a disability and don't work, you're automatically labelled a drug user (which isn't always truth). Even if you offer proof of income, and resources or phone numbers to call, they won't bother. Too much work. This sh*t needs to stop. I look in other cities near by, and it's happening in ALL OF THEM. I cant even relocate to get away from this crap. I'm done. I have no car to live out of, so that's not an option. I'm not a drug user, never will be but and all the shelters are now "low barrier". Screw that. So now what? Go back to work with a broken lower back?? Desk job search when I should be recovering and resting? Like, the suggestions are welcome, but be realistic. I'm in constant pain on heavy duty drugs to get by right now. No spouce. No parents or friends to leech off of. I feel utterly abandoned by our government.
Identity Attack0.004180758
Insult0.029714199
Profanity0.024951037
Threat0.006763986
Severe Toxicity0.0019836426
Low Tox 0.06579731 Constructive 0.775 Personal_Narrative
Aug 25, 2025 10 likes Why Canadians Are Turning Against …

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.