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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: "The way to fix this …" 16 comments
I used to work in sales. Every single one of them will go out of their way to haggle against fixed prices. Wasting time demanding favours and deals. They constantly try to screw you over. …
I used to work in sales. Every single one of them will go out of their way to haggle against fixed prices. Wasting time demanding favours and deals. They constantly try to screw you over. They favour their own over you and are blatant about it. Once you look into their izzat system, everything makes more sense. They are not compatible, they don't want to be. They smell awful, act awful, and then pretend to be surprised when people don't like it. Often literally retarded. Brazenly two-faced.
Identity Attack0.15517195
Insult0.5130944
Profanity0.36230123
Threat0.011223801
Severe Toxicity0.023076924
Moderate 0.4838166 Moderate Con 0.467 Insult Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I’d say, fundamentally, what’s truly broken in this country is the brainwashed, uniformed, Trump Derangement obsessed boomer class. They are deranged 😂. The way to fix this country is a “Destiney is Demographics” argument. The …
I’d say, fundamentally, what’s truly broken in this country is the brainwashed, uniformed, Trump Derangement obsessed boomer class. They are deranged 😂. The way to fix this country is a “Destiney is Demographics” argument. The uniformed, headline-reading, boomers voter cohort will be gone through attrition in the next decade and young conservative-minded millennials and Zoomers will fix this country. I love the boomers in my family but they’re a dangerous voting demographic who can be weapomized and controlled through their Trump hatred. Once they’re not a factor, we can right this ship. Just be patient bitters and sisters 😎
Identity Attack0.28034934
Insult0.48313886
Profanity0.15195307
Threat0.011223801
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.553 Identity_Assertion
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Wow, you're Canadian and get treated with this kind if respect and the government claims to vote for them because our Canadian lives are valued and they look put for our best interests? Has anyone …
Wow, you're Canadian and get treated with this kind if respect and the government claims to vote for them because our Canadian lives are valued and they look put for our best interests? Has anyone really looked at all the Damn loop holes we have with *SO MUCH FREEDOM* its actually backwards! but they word it in such way and make it sound so confusing where we think they do have our best interest. REALLY ALL THESE RULES ARE ACTUALLY KEEPING US CONTROLLED. we do need the government on some matter to ensure we live by *GODS* rules not to originate their own rules to control us by. Canada is pretty darn good for this backwards talk, brainwash, diabolical plan. Look at the school or educational systems let lone bigger issues hidden in pages of pages by the hundreds of thousands rules we MUST LIVE BY. We all know its for their own personal benefit. We are only on this world for a short period of time we all want wealth ect. We all can have it. So many ways to fix the earth and how we coexist with eachother in peace and harmony. But TILL THE WORLDS POWER OF LOVE OVER COMES THE LOVE FOR POWER WE WILL THEN KNOW TRUE PEACE!!
Identity Attack0.14875233
Insult0.35505778
Profanity0.4131548
Threat0.011249693
Severe Toxicity0.023317307
Moderate 0.4269174 Constructive 0.673
May 30, 2019 How much do refugees and …
Canada is one of the first countries to turn into India which is orchestrated by the elites. It will be a corrupt third world country. They are in Canadas politics, army, and police force. They …
Canada is one of the first countries to turn into India which is orchestrated by the elites. It will be a corrupt third world country. They are in Canadas politics, army, and police force. They also own businesses and properties. Once they have 100 percent taken over, they will either kick everyone else out or abuse them. Only possible way for Canada to be fixed is if Canadians have a civil war
Identity Attack0.28034934
Insult0.24767025
Profanity0.02932342
Threat0.15434735
Severe Toxicity0.013672344
Moderate 0.3302291 Low Con 0.289 Fear_Threat
Feb 5, 2026 1 likes Inside Canada's Indian Invasion...
Well, you Quebec will regret soon, including your economy. These decisions don't work like that. There will be maybe short-term benefits that will turn out against your economy pretty soon. Instead of sit down and …
Well, you Quebec will regret soon, including your economy. These decisions don't work like that. There will be maybe short-term benefits that will turn out against your economy pretty soon. Instead of sit down and see the best way of reducing useless imigrations, you guys are just shutting down plans generically and that will affect economy drastically. Good people, great workers, families that pays their taxes fairly and controbute every day on setvices and as consumers... I don't know man. The government seems to have hurt his legs and is now trying to fix It removing the leg instead of treating It.
Identity Attack0.05976611
Insult0.26957804
Profanity0.036401358
Threat0.008582866
Severe Toxicity0.005645752
Low Tox 0.2854869 Constructive 0.614
Nov 21, 2025 2 likes Quebec Ends Economic Immigration Program …
You know what too...If Canadians was too go to India I wouldn't be able to bring my Canadian/Caribbean Culture there..I look at it like this his your moving to another Country I'm gonna adapt to …
You know what too...If Canadians was too go to India I wouldn't be able to bring my Canadian/Caribbean Culture there..I look at it like this his your moving to another Country I'm gonna adapt to The Culture and Lifestyle..Im not gonna bring my Old Ways that I wanted to leave to a New Country and Life...I feel like its not Canadians being Racist it's that they came here and The Government and Businesses are Catering to them From Adding Specific Food Items to cater to them most Jobs are by passing others to hire them...And on top of that Canadians are dealing with Food Cost being High still and Working a Job and still not making else to live a decent Life...Seems like most people are Working to Survive and Pay Bill and don't even have enough to atlest go out and have a peace of mind and have a Social Life...There brought in all these Immigrants to The Country while The Country was basically under a Recession...And this Problem is not getting Fixed now and it seems like it's getting worst..To the point I feel like a Civil War could even break out I this don't get Fixed somehow and someway... Purple Gorillaz Was Here. Peace.
Identity Attack0.28034934
Insult0.14150882
Profanity0.03339528
Threat0.0074306927
Severe Toxicity0.009689331
Low Tox 0.2648175 Constructive 0.74 Personal_Narrative
Aug 25, 2025 3 likes Why Canadians Are Turning Against …
Ok the migrants are the ones from India, that they came to Canada and brought their way of leaving here. I came from Ecuador 44 years ago and still working but i did not bring …
Ok the migrants are the ones from India, that they came to Canada and brought their way of leaving here. I came from Ecuador 44 years ago and still working but i did not bring Ecuador here , you have to respect were you are. This people come and do whatever they want and they are unrespecful. This need to be fix.
Identity Attack0.27875587
Insult0.097093195
Profanity0.015249812
Threat0.0068869707
Severe Toxicity0.0051116943
Low Tox 0.24763705 Constructive 0.712 Personal_Narrative
Sep 12, 2025 1 likes Why Canadians Are Turning Against …
Trudeau only cares for immigrants and refugeed because he wants their votes. These, immigrants come to Canada, have at least 4 kids and counting. Get free welfare, free, housing before our own(which is proven as …
Trudeau only cares for immigrants and refugeed because he wants their votes. These, immigrants come to Canada, have at least 4 kids and counting. Get free welfare, free, housing before our own(which is proven as they get 1st choice before our own)..😡and, child support.My parents worked hard their whole lives and are now on pension...WORKED FOR IT...and their income is way less than what these immigrants will get having all these kids.Its very upsetting that all these refugees and immigrants are coming in and getting more assistance than our own hard working their whole lives, people!!!!!!😡 they screw up their own countries, with wars, violence etc... want to come here and slowly start to screw up ours with their beliefs and laws and demands.Not having it..FIX YOUR OWN COUNTRIES PROBLEMS, THE WAY THIS IS GOING IN THE NEXT 50 YRS YOU WONT SEE ANY THING BUT BROWN AND BLACKS FROM AFRICA, SYRIA ETC..THEY HAVE 10 KIDS TO OUR 1-2 RATIO..🙄
Identity Attack0.17226285
Insult0.12883772
Profanity0.025087673
Threat0.007301235
Severe Toxicity0.006942749
Low Tox 0.23198941 Constructive 0.522
May 28, 2019 1 likes How much do refugees and …
it is so disturbing how people are being brought in to be exploited for labour, legally and fraudulently, and also simply refusing to leave on temporary visas. or even buying their way in. living conditions …
it is so disturbing how people are being brought in to be exploited for labour, legally and fraudulently, and also simply refusing to leave on temporary visas. or even buying their way in. living conditions cramped, bad pay, buying their way. LMIA scams. meanwhile quality of life for all goes down. we need healthcare and hospitals and education and jobs. basic infrastructure is crumbling. can we fix this before we keep bringing in more and more people in to a country that is in a polycrisis please? if you are thinking of coming to Canada right now please spread the word, resources are spread thin here.
Identity Attack0.021585498
Insult0.12159709
Profanity0.04642162
Threat0.008466354
Severe Toxicity0.0050354004
Low Tox 0.20126031 Constructive 0.754 Policy_Critique
Oct 2, 2025 IRCC Names India in Study …
Dont worry, I was born here, #East British Company, no looting like a European country 😂 . Gov and corporate greed have been fixing old age demographic with yng population the fastest way possible.
Dont worry, I was born here, #East British Company, no looting like a European country 😂 . Gov and corporate greed have been fixing old age demographic with yng population the fastest way possible.
Identity Attack0.10221587
Insult0.083359696
Profanity0.025907494
Threat0.007819066
Severe Toxicity0.0045394897
Low Tox 0.20056234 Moderate Con 0.415
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
Only way to fix this kick out people. I have 1 credit card, i wirk 84 hours a week 7 days a week
Only way to fix this kick out people. I have 1 credit card, i wirk 84 hours a week 7 days a week
Identity Attack0.0103594
Insult0.030044744
Profanity0.062454045
Threat0.18281023
Severe Toxicity0.008087158
Low Tox 0.19986437 Moderate Con 0.433
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Trudeau and Jagmeet had a deal. What wad it? Since then this has become a huge problem. Don't expect the feds to fix this overnight. Stop immigration for 5-10yrs and hire a dept to verify …
Trudeau and Jagmeet had a deal. What wad it? Since then this has become a huge problem. Don't expect the feds to fix this overnight. Stop immigration for 5-10yrs and hire a dept to verify ALL student visa, biometrics, overstays, etc. Start a dept to do surprise visits to all work establishments for documentation of all employees. Stop giving money away to refugees unless 100% verified to be actual refugee. Don't bring your culture to another country if you left your country. When you leave you adapt to the countries way of life. Canada is not for you of you cannot respect Canadians way of life.. We don't want your cultures, we already have our own Canadian way of life.
Identity Attack0.047448806
Insult0.046764325
Profanity0.01893901
Threat0.007922632
Severe Toxicity0.0032234192
Low Tox 0.11202335 Constructive 0.63
Aug 25, 2025 Why Canadians Are Turning Against …
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 …
If you come to canada, seeking asylum, or immigrating, they should all be required to work day 1, Healthcare, fine, handouts no. Welfare no. Work. Like my family when they immigrated. All the government needs …
If you come to canada, seeking asylum, or immigrating, they should all be required to work day 1, Healthcare, fine, handouts no. Welfare no. Work. Like my family when they immigrated. All the government needs to do is set up programs with farmers, or any industry to provide worker spots. Fed Government can either top up(not preferred) or like the good old days require an employer to provide lodging, for a nominal rate, towards their total income paid(3 square included). My and countless other families/ people had to enter the country that way, and it worked. So if it ain't broke, don't fix it!
Identity Attack0.029660052
Insult0.028392024
Profanity0.0157622
Threat0.0069646453
Severe Toxicity0.0022792816
Low Tox 0.08083374 Constructive 0.78 Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Canada is beyond repair. No political party will do what is necessary to fix the economy or the culture. If such a party existed, citizens who just voted the architects of decline to a 4th …
Canada is beyond repair. No political party will do what is necessary to fix the economy or the culture. If such a party existed, citizens who just voted the architects of decline to a 4th term would not elect it. If you can, do as I did, and leave Canada permanently. (No, the door did not hit me on my way out.)
Identity Attack0.010211408
Insult0.021159383
Profanity0.0113215
Threat0.009204263
Severe Toxicity0.0014019012
Low Tox 0.051563308 Moderate Con 0.478 Personal_Narrative
Jun 19, 2025 3 likes How Canada broke its immigration …
The way to fix this is to have stricter rules stopping these people coming in the first place.
The way to fix this is to have stricter rules stopping these people coming in the first place.
Identity Attack0.0058086636
Insult0.009526889
Profanity0.011526455
Threat0.009359611
Severe Toxicity0.0010347366
Low Tox 0.025674535 Low Con 0.257 Policy_Critique
Dec 24, 2025 31 likes Deportations From Canada at Their …

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.