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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: "I hope you don call …" 16 comments
You claim not to be racist, yet you zoom in on a man wearing slides as if he’s committing a crime? You cut to videos of only filthy street food and people doing disgusting things, …
You claim not to be racist, yet you zoom in on a man wearing slides as if he’s committing a crime? You cut to videos of only filthy street food and people doing disgusting things, generalizing an entire country based on hateful reels that I know you make as well. This adds fuel to the fire. By your logic, you probably live in a crack den, surviving on canned beans and food I wouldn’t even feed my farm animals, doped up on speed, living the American dream? I should make a video showing Tyler Oliveira’s homeland and cut to montages of Kensington, Philadelphia, Skidrow, and all those poor homeless communities you visit and antagonize for views and money. I should show all the weirdos that you know wander the streets of the country you call home, hurting and killing people in the name of beef or some ridiculously moronic bullshit. At least I don’t have to worry about getting shot or kidnapped by masked men in my country, but go on, bro, focus on the poop slingers and beggars. I’m absolutely not against you making videos on such topics, highlighting the abuse of the immigration system in both countries is important and above that, is your right to express yourself or report on. However, adding these unwanted tangents for clout and view baiting is not the definition of “independent journalism” that you claim to do. I was a huge fan of yours, but ever since you started making content about immigrants in New York City, you’ve gone down a very dark path. I hope you reflect on your actions and reconsider your outlook on the world.
Identity Attack0.12556632
Insult0.44126466
Profanity0.1308005
Threat0.02613456
Severe Toxicity0.023076924
Moderate 0.42349213 Constructive 0.686 Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
We normal, sane, reasonable Canadian-born and bred citizens have become so "whipped" in the last 10 years under this tyranny called the LIBERAL PARTY OF CANADA, and their woke ideology. Im 60y.o., and have been …
We normal, sane, reasonable Canadian-born and bred citizens have become so "whipped" in the last 10 years under this tyranny called the LIBERAL PARTY OF CANADA, and their woke ideology. Im 60y.o., and have been screaming from the hilltops for ten years about out country being over run and dominated by Indians, and Muslims. ENOUGH !! FFSAKES, I'M NEARING THE POINT OF NO RETURN. IF THESE LIBERALS WIN THE NEXT ELECTION, IT WILL BE A CALL TO ACTION FOR ME. I WILL DO SOMETHING THAT OTHERWISE, I WOULDN'T EVEN CONTEMPLATE. MY ACT WILL BE HEARD AROUND THE WORLD, AND HOPEFULLY IT WILL CAUSE OTHERS TO AT LEAST ENACT CHANGE, AND TAKE CANADA BACK FROM THESE EVIL, SAVAGES THAT ARE OVERRUNNING HER. I'LL BE GIVING MY LIFE FOR MY BELIEFS, AND FOR MY LOVE OF GOD AND COUNTRY! GOD HELP ME, FORGIVE ME, AND GOD BLESS CANADA AND PIERRE POLIEVRE. HE IS MY, AND CANADA'S ONLY HOPE OF RESCUE. THE MUSLIM AND INDIAN TAKEOVER WILL END, OR I WILL!!
Identity Attack0.44690517
Insult0.40243408
Profanity0.09992486
Threat0.0287245
Severe Toxicity0.023076924
Moderate 0.41910073 Moderate Con 0.487
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
Had fellow college students that have literally told me that they aren't here to learn and are here to just finish the college program to get a job because they would earn more doing any …
Had fellow college students that have literally told me that they aren't here to learn and are here to just finish the college program to get a job because they would earn more doing any job in Canada than in India. India work market is saturated because of the population and wages are low. The Canadian government use them because they pay triple for schooling that's it. These Indians are racist and don't accept other cultures. They stick to themselves and are on video calls with each other every second of the day including while they're driving and working. Its creating a huge problem in the job market especially getting any minimum wage job. I hope they would go back because they're doing so much damage
Identity Attack0.46028158
Insult0.34237885
Profanity0.07514556
Threat0.00967031
Severe Toxicity0.01825585
Moderate 0.38811707 Constructive 0.617 Personal_Narrative
Feb 7, 2026 Inside Canada's Indian Invasion...
So many fraudsters with ZERO RESPECT for Canada! I hope CBSA is watching the guy at @2:14 before he overstays his welcome! Also, can we get a compilation of just the guy in the high …
So many fraudsters with ZERO RESPECT for Canada! I hope CBSA is watching the guy at @2:14 before he overstays his welcome! Also, can we get a compilation of just the guy in the high viz vest? He's a rock star! Just call him High viz Harry if he doesn't want his name used... Pretty sad when the long time Indian immigrant doesn't even like the new comers🤣 As for the smuggler - I hope an anonymous tip was made...
Identity Attack0.31307843
Insult0.37279442
Profanity0.030890211
Threat0.009100696
Severe Toxicity0.010910034
Moderate 0.37751234 Constructive 0.661 Call_To_Action
Feb 9, 2026 Inside Canada's Indian Invasion...
The east Indian problem has gotten extremely bad where I am in Canada they keep buying businesses and then firing all the white people but if you call it out, you're racist like, I'm getting …
The east Indian problem has gotten extremely bad where I am in Canada they keep buying businesses and then firing all the white people but if you call it out, you're racist like, I'm getting turned down when I hand out resumes, because I'm white and I was born in Canada its bad they're taking all the student jobs and then buying the businesses where students are working and then firing the students i'm no longer in school, so it's even harder to find a job. It's gotten to the point where if you want a job you need to work for yourself. They're even taking jobs in the trades so now people are having to work for themselves under-the-table and launder their money the average median income in Canada is anywhere from $45000 to $50000 a year the average house costs $673,335 the average household only makes $80000 a year i used to dream about having my own home and starting a family now I just hope I can find an apartment for less than $2000 a month that isn't owned by a slum Lord living in Toronto that's bought the property without ever even being to Smiths Falls a day in their life.
Identity Attack0.39461556
Insult0.23704576
Profanity0.098067984
Threat0.030278467
Severe Toxicity0.016190045
Moderate 0.3389984 Constructive 0.675 Economic_Argument
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
They get their license handed to them in brampton. Ontario. They literally do it. It's a scam, okay, because the tow truckers. Okay, they get the calls, but it's a mafia owned. So that's why …
They get their license handed to them in brampton. Ontario. They literally do it. It's a scam, okay, because the tow truckers. Okay, they get the calls, but it's a mafia owned. So that's why they do drivers school with them. They know they can't drive, but they pay for their license. And they hope they get in an accident. It's a big mafia scam.
Identity Attack0.018168874
Insult0.25800487
Profanity0.04792466
Threat0.10696311
Severe Toxicity0.008773804
Moderate 0.3140926 Moderate Con 0.495 Unverified_Claim
Feb 9, 2026 Inside Canada's Indian Invasion...
I hope anyone in the comments outraged about this arent liberal voters. If you are a liberal voter this is the cause of your actions, Trudeau welcomed known terrorists into this country, youre on youtube, …
I hope anyone in the comments outraged about this arent liberal voters. If you are a liberal voter this is the cause of your actions, Trudeau welcomed known terrorists into this country, youre on youtube, look up the prime minister of india calling out the canadian government for welcoming all their criminals into our country. This wont stop when you vote for this to happen🤦🏼‍♂️
Identity Attack0.17769934
Insult0.24767025
Profanity0.015420608
Threat0.011146127
Severe Toxicity0.007095337
Low Tox 0.2922276 Moderate Con 0.406 Unverified_Claim
Feb 18, 2026 Canadian immigration officers investigating hundreds …
First give them hopes to come to foreign place and work on low income... Then once you take make of them local start to call it invasion but their government is the one should be …
First give them hopes to come to foreign place and work on low income... Then once you take make of them local start to call it invasion but their government is the one should be blamed...
Identity Attack0.06294931
Insult0.04032305
Profanity0.01402008
Threat0.0101363575
Severe Toxicity0.0031089783
Low Tox 0.13388206 Low Con 0.283 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This has been planned a very long time ago. It's called the KALERGI PLAN......an integral part of the GLOBALIST AGENDA 2030, when they hope to cause massive chaos in every Country around the WORLD, out …
This has been planned a very long time ago. It's called the KALERGI PLAN......an integral part of the GLOBALIST AGENDA 2030, when they hope to cause massive chaos in every Country around the WORLD, out of which they plan to have their "ONE WORLD COMMUNIST GOVERNMENT"......with a drastically reduced WORLD POPULATION ....I.M.H.O.
Identity Attack0.023193322
Insult0.033019636
Profanity0.015283971
Threat0.00951496
Severe Toxicity0.0033187866
Low Tox 0.10956833 Low Con 0.284 Unverified_Claim
Aug 25, 2025 Why Canadians Are Turning Against …
So this is called tolerance …? What about all the experts in all different fields that were Virtually invited to Canada from all over the world because of a shortage a few decades ago Surely …
So this is called tolerance …? What about all the experts in all different fields that were Virtually invited to Canada from all over the world because of a shortage a few decades ago Surely they added value - now they have been all used up- time to show some of these Canadian’s true colours ? Some Canadians - hopefully just a minority
Identity Attack0.06431354
Insult0.027730936
Profanity0.011082385
Threat0.007327127
Severe Toxicity0.0022411346
Low Tox 0.10045706 Moderate Con 0.41
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
Hope the cops were called on those guys after.
Hope the cops were called on those guys after.
Identity Attack0.004643231
Insult0.017012933
Profanity0.0166845
Threat0.09929679
Severe Toxicity0.0036239624
Low Tox 0.10002319 Low Con 0.255 Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
I lived in Canada for 11 years, 2008 - 2019, went to university and worked in Toronto. I come from an upper-middle class family in China, went to a top university in Canada, landed good …
I lived in Canada for 11 years, 2008 - 2019, went to university and worked in Toronto. I come from an upper-middle class family in China, went to a top university in Canada, landed good jobs and I speak English like a native. I got my PR in 2015 and I remember the painful uphill battle I had to go through just get that. All the bureaucracy, redtape, unnecessarily rigid rules, high cost and long wait I received from CIC/IRCC felt like a humiliation to me. Every document was scrutinized and every step had obstacle that fealt unreasonable (my TOEFL examiner ask me why I had to do the language test required by CIC, and I had to visit a notary to validate my Chinese national ID card). It felt uneasy but I understood that these were the rules that everyone had to go through, and moving and integrating into a new society was never meant to be easy. I went back to Canada in 2021 and 2024, and it was evident that the country I once called home had gone down the hill. The streets were screaming crime, unemployment, inflation, drug and filth, it's total social rot. As someone who went through the whole immigration process (and many of my friends who went through the same have left Canada for good, like myself), I attribute much of this to failed immigration policy. I cannot help but feel confused, angry, betrayed and humiliated when I look at the recent immigration policies of Canada and their results, and compare with what I had to go through. The feeling sums up to: Canada penalizes the hard-working and law-abiding people, and rewards the undeserved and the cheaters. Example: when the US creates wars in the Middle East, why does CANADA bear the cost of bringing in refugees? I never regretted moving back to China and East Asia, and I feel bad for those who still truly think of Canada as home, as I am one myself. When the leadership of a country deviates from pragmatism, reason and common sense, and instead embraces idealogies, hypocrisy and political optics, this is what happens. The prices are paid by everyone, immigrant or not. For this, Trudeau deserves a court trial for his incompetence and dereliction of duty; and the people of Canada need some honest and serious retrospection. I will share some words of wisdom by the late Lee Kwan Yew: “Whoever governs Singapore (LKY was the PM and founding father of Singapore) must have that iron in him. Or give it up. This is not a game of cards, this is your life and mine. I've spent a whole lifetime building this and as long as I'm in charge, nobody is going to knock it down.” I hope the clownish weakling politicians in Canada (and, in much of the western world nowadays) can be enlightened a little bit.
Identity Attack0.01465176
Insult0.03158728
Profanity0.018187506
Threat0.0072235605
Severe Toxicity0.0019073486
Low Tox 0.07371122 Constructive 0.819
Oct 8, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
So Quebec is reducing it's intake numbers and based on what as it's called good governance so was letting in folks with hopes bad governance lol ??
So Quebec is reducing it's intake numbers and based on what as it's called good governance so was letting in folks with hopes bad governance lol ??
Identity Attack0.007214582
Insult0.029714199
Profanity0.01627459
Threat0.0063238298
Severe Toxicity0.0014781952
Low Tox 0.07371122 Moderate Con 0.343
Nov 23, 2025 Quebec Ends Economic Immigration Program …
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 …
Thanks. I learned something today. I just hope they call out bad behavior within their own communities for the betterment of all Canadians. That includes paying your taxes and hiring outsiders etc.
Thanks. I learned something today. I just hope they call out bad behavior within their own communities for the betterment of all Canadians. That includes paying your taxes and hiring outsiders etc.
Identity Attack0.023193322
Insult0.021675033
Profanity0.009750174
Threat0.0067834044
Severe Toxicity0.0012016296
Low Tox 0.051810697 Constructive 0.672
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I hope Pierre Polievre gets forwarded this video. Carney too. But Pierre will actually call it out, that's why send it to Pierre first.
I hope Pierre Polievre gets forwarded this video. Carney too. But Pierre will actually call it out, that's why send it to Pierre first.
Identity Attack0.005956655
Insult0.013326911
Profanity0.019348921
Threat0.011327368
Severe Toxicity0.0017738342
Low Tox 0.036634352 Constructive 0.537 Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...

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.