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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 sad reality is that …" 13 comments
The guy on the bike na8led it, the good white people moved, all what left is indians and trashy white people. Sad reality
The guy on the bike na8led it, the good white people moved, all what left is indians and trashy white people. Sad reality
Identity Attack0.6682205
Insult0.6051471
Profanity0.33141375
Threat0.023199292
Severe Toxicity0.16960317
Moderate 0.65996873 Low Con 0.26 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
This is a sad reality! For whom? Those whites who don’t wanna work and consume drugs or corrupt politicians who allowed illegal immigrants for money? Or couple in west who don’t do kids anymore for …
This is a sad reality! For whom? Those whites who don’t wanna work and consume drugs or corrupt politicians who allowed illegal immigrants for money? Or couple in west who don’t do kids anymore for the sake of freedom?
Identity Attack0.48949075
Insult0.37506318
Profanity0.0715894
Threat0.010239923
Severe Toxicity0.018449519
Moderate 0.43965456 Moderate Con 0.308
Oct 24, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
😂😂 sadly this video is reality and not speaking the truth isn’t racist. They are leaving India, clearly something is wrong with India. Why they come to Canada if they wanna turn Canada into India? …
😂😂 sadly this video is reality and not speaking the truth isn’t racist. They are leaving India, clearly something is wrong with India. Why they come to Canada if they wanna turn Canada into India? Clearly they are not the smartest… smh.
Identity Attack0.45348886
Insult0.35849577
Profanity0.08419759
Threat0.008945347
Severe Toxicity0.019095084
Moderate 0.4014846 Low Con 0.252 Identity_Assertion
Feb 25, 2026 13 likes Inside Canada's Indian Invasion...
This is a horrible situation on both ends and the fact that its all 100% administration failure is sad. Its not fair to anyone not even the immigrants. They keep bringing in more people then …
This is a horrible situation on both ends and the fact that its all 100% administration failure is sad. Its not fair to anyone not even the immigrants. They keep bringing in more people then the economy can afford to live here I frankly find it ridiculous. I want to know whats driving these policies to continue. My parents came to canada 25 years ago, they payed thousands of dollars to get status here. Now people are getting in as cheap labour that can't even afford to live here so they dogpile 10-15 people in the same 2-3 bedroom apartments or houses and the infrastructure is still being built on the logic of single families when in the reality thr opposite is happening we have sudden crowding because rent is unaffordable due to the massive influx of people, including canadian born nationals that are forced to live in these environments if they don't have support- Its crazy why not close your borders stabilize rebuild infrastructure then slowly work on immigration policies again when the housing market and job market are stable again. Theres absolutely no reason to cite labour shortages when theres an unemployment rate and homeless people everywhere- close the borders- get homes built, throw heavy incentives to join and get educated on any productive field that has a shortage upto and including providing shelter to canadian citizens that decide to pursue these fields and are homeless. Have a fast track rotating incentive down to the year along with guaranteed on job training for all occupations. Such a simple solution so stupid we can't execute it. Too busy squabbling liberal conservative baseline rhetoric that we made ourselves blind to the human cost in our own borders.
Identity Attack0.10221587
Insult0.34032786
Profanity0.096805766
Threat0.008867673
Severe Toxicity0.008163452
Moderate 0.3302291 Constructive 0.768
Oct 2, 2025 1 likes IRCC Names India in Study …
Trudeau ruined Canada….drugs, crime, now shootings in schools, lack of mental health care. NDP taxing the working class in BC….where did BC money go?? Crime at its worst….Pollution on hwy, back roads, speeding out of …
Trudeau ruined Canada….drugs, crime, now shootings in schools, lack of mental health care. NDP taxing the working class in BC….where did BC money go?? Crime at its worst….Pollution on hwy, back roads, speeding out of hand, dirty outhouses for tourists to gag at…..damaged trails not repaired…..BC housing to expensive for younger generations, lack of good paying jobs. NDP re elected….our budget received a “D”….funny how we ignore people living on streets or in tents “full of garbage”….theft issues with businesses even broken windows, fire issues. …..sad how BC is….born in BC 65 soon and this is not the BC I grew up in. Last 11 years deaths from drugs, has been excepted as a society…..no jail time for hard core criminals…..this is the reality behind the areas that are kept nice or had money invested into…..small towns were ignored…..little growth…or expansion ….list goes on ….so keep it real BC…why do we accept this as the “new normal”….? Where did our money go to…if you make over 50k…you’re being taxed more!! Yet food , and being taxed on every move we make down to water…..now more off working class people.
Identity Attack0.04538634
Insult0.26957804
Profanity0.026863953
Threat0.035458352
Severe Toxicity0.011444092
Moderate 0.3057765 Constructive 0.642
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Finally someone has covered this! This is the sad reality as to what's happening to Canada. The UK is the exact same. We are being outbred, our jobs are being taken away, and we are …
Finally someone has covered this! This is the sad reality as to what's happening to Canada. The UK is the exact same. We are being outbred, our jobs are being taken away, and we are being overrun with them. Look at the Canadian government, that's how bad it has become. The Canadian government has become so corrupt because of this! Once they infiltrated the government, all kinds of corruption occured, their extended families were getting automatic citizenship, free healthcare, and draining the Canadian job market and healthcare benefits. One common scam they pull is that they will find a job, immediately apply for social welfare, and take time off and still get paid for months without even working. They completely abuse the system which results in actual Canadians who need social welfare benefits to not be able to gain any benefits, because of the amount of scammers that have infiltrated and colonized the country. Canada is screwed completely unless we speak up about this! There are many of us who don't like this and don't want it, but there are many Canadians who are bleeding hearts and weak who just accept it. They're going to outbreed us and eventually completely takeover and completely ruin the country. Canada is not the same place that I remember from my childhood. It has become the capitol of woke ideology, weakness, and completely overrun by Indians. Not to mention that we used to be a Christian country. We used to say Merry Christmas every year, Christian values were upheld and encouraged, now there are Mosques everywhere! There are more Mosques in Canada than Churches these days. Canada has become ruined. The worst part is, that those who come to our country don't even respect our values, traditions, or even attempt to assimilate. They expect us to conform to their ways. We can no longer be Christians because they are Anti-Christian, we can no longer speak English or French, because they hate our language. I have literally been to Toronto and Vancouver and seen the madness unfold, not an ounce of English is spoken or understood in those areas. It's either Chinese or Indian that is spoken. Usually, when you come to another country, you are supposed to conform to that country's values and traditions, not the other way around. Canada has done the complete opposite because of the bleeding hearts in charge of the country. I say screw that and no more! Make Canada Canadian Again! Keep Canada Christian!
Identity Attack0.10221587
Insult0.26957804
Profanity0.029888187
Threat0.00948907
Severe Toxicity0.006866455
Low Tox 0.295883 Constructive 0.677 Fear_Threat
Feb 6, 2026 2 likes Inside Canada's Indian Invasion...
Everything in this video is the sad reality of today, I worked in a production of fruits and veggies, and the agency "immigrants" hiring were practically, eating food with their hands instead of utensiles available …
Everything in this video is the sad reality of today, I worked in a production of fruits and veggies, and the agency "immigrants" hiring were practically, eating food with their hands instead of utensiles available to everyone at said place to even praying infront of canadian employees about their own beliefs and old ways.... it's truly disrespectful to be surrounded by immigrants who couldn't care for 2 cents about the country they migrate too. I'm now unemployed, been searching for a job for the last 3 months and can't even get hired into a basic low wage job like mc donalds tim hortons or any of those because its filled with nothing but immigrants. Really sad, and i'm annoyed that I dont get any callback from anywhere due to overflux of immigrants taking the jobs that can atleast get you out of trouble.
Identity Attack0.21470967
Insult0.16773392
Profanity0.03765389
Threat0.007883795
Severe Toxicity0.0075149536
Low Tox 0.25462922 Constructive 0.729
Sep 15, 2025 1 likes Why Canadians Are Turning Against …
The sad reality is that if our government wasn't taxing our young Canadians to death from the moment they get started at attempting to build a future for themselves, the young Canadians would actually be …
The sad reality is that if our government wasn't taxing our young Canadians to death from the moment they get started at attempting to build a future for themselves, the young Canadians would actually be putting thought into having children and starting families. But the reality is they can't afford it and everyone knows that our young Canadians don't make the list of government handouts. As a child immigrant to Canada, I am absolutely disgusted with what we've turned into and how easy it is for today's immigrants to come here, it's like spitting in the faces of immigrants like my parents and many others who had to work their asses off to be here and make a life for themselves and their kids. Every older generation immigrant I have spoken with says they feel like all of their sacrifice was for nothing. When we immigrated here, we kept our traditions, but we also embraced Canadian traditions and I passed our traditions onto my child, but she was raised Canadian and she embraces both. Our whole family has been proudly Canadian since the day we came here and it breaks our hearts to see what our Canada has become. Love that you put this out on YouTube so more people can wake up to the realities of the state of Canada. Great work!! 🙌
Identity Attack0.042550452
Insult0.05086332
Profanity0.025770858
Threat0.01119791
Severe Toxicity0.0037765503
Low Tox 0.11419344 Constructive 0.837 Personal_Narrative
Aug 25, 2025 18 likes Why Canadians Are Turning Against …
I found it telling that Michelle confidently quoted the wrong number (79,000) and, when Aiesha corrected her with the accurate figure (47,000), she immediately switched gears to “Where are they?” rather than owning the mistake. …
I found it telling that Michelle confidently quoted the wrong number (79,000) and, when Aiesha corrected her with the accurate figure (47,000), she immediately switched gears to “Where are they?” rather than owning the mistake. That dodge makes me question her judgment. It feels like she’s leaning into fear‑mongering language that easily panics people who aren’t paying attention to nuance — which, sadly, describes most of this comment section. Also, did you see the reply to the Filipino student who voiced frustration? “You guys make up some of the most cleanest restaurants I’ve ever been to.” That kind of response speaks to a lack of respect for international students. To many in the Canadian workforce, international students and migrants are treated as disposable labor — steered toward low‑ and middle‑income jobs. Yes, fraud should be dealt with, but it’s lazy and unfair to claim that all Indians or international students come here through fraud. If that logic ruled, we’d have to start deporting every non‑Indigenous person — which ignores the whole reality of colonization.
Identity Attack0.0052166977
Insult0.0573046
Profanity0.016035475
Threat0.0066798385
Severe Toxicity0.0014972687
Low Tox 0.104361884 Constructive 0.804 Policy_Critique
Oct 9, 2025 IRCC Names India in Study …
Yet we send billions to Ukraine while Canadian's can't afford food, shelter let alone pay bills. Canadians get punished for hard work and any additional income is subjected more taxes. Sad reality.
Yet we send billions to Ukraine while Canadian's can't afford food, shelter let alone pay bills. Canadians get punished for hard work and any additional income is subjected more taxes. Sad reality.
Identity Attack0.050671257
Insult0.028281843
Profanity0.010945748
Threat0.008181547
Severe Toxicity0.0022411346
Low Tox 0.09915545 Constructive 0.538 Economic_Argument
Jan 12, 2026 2 likes Canada’s new rules in 2026
well, Canadians will wait eighteen hours in a waiting room with pleasure and not raise the issue because they are afraid of being called mean names. Is that what you are saying? Therefore, if that …
well, Canadians will wait eighteen hours in a waiting room with pleasure and not raise the issue because they are afraid of being called mean names. Is that what you are saying? Therefore, if that were the case the health, and safety of Canadians is in question because no one wants to see reality. Canada cannot save the world when the boat is sinking at home. Sad state of affairs and no one wants to address the dangers at home.
Identity Attack0.022791367
Insult0.018710041
Profanity0.009750174
Threat0.0066798385
Severe Toxicity0.0012397766
Low Tox 0.043646812 Constructive 0.523 Fear_Threat
Feb 26, 2026 11 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
The sad thing no matter how much reality is thrown at you unless one does something it's not gonna change at all.
The sad thing no matter how much reality is thrown at you unless one does something it's not gonna change at all.
Identity Attack0.0023586133
Insult0.015796926
Profanity0.01535229
Threat0.008414571
Severe Toxicity0.001168251
Low Tox 0.03969839 Low Con 0.277 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
The birth rate in Canada is 1.3 per couple. In 1961 it was 3.1 per couple. Coincidentally, this was the same time as the availability of the first birth control pill. It’s been on a …
The birth rate in Canada is 1.3 per couple. In 1961 it was 3.1 per couple. Coincidentally, this was the same time as the availability of the first birth control pill. It’s been on a downward trend ever since. Populations can’t sustain themselves. Most western countries have the same problem. So we immigrate, and the countries with the highest birth rates will eventually take over the countries with the lowest it’s a sad reality.
Identity Attack0.009693438
Insult0.011084898
Profanity0.009143848
Threat0.006382086
Severe Toxicity0.00068187714
Low Tox 0.024731753 Moderate Con 0.435
Oct 4, 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.