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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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Active: "Happening all over the world. …" 71 comments · Page 3 of 3
Capitalist abuse of educational system as had been happening in uk for years.. its a viscuous cycle fuelled by government under funding. buy your way into a country with a fake course . Meanwhile native …
Capitalist abuse of educational system as had been happening in uk for years.. its a viscuous cycle fuelled by government under funding. buy your way into a country with a fake course . Meanwhile native youth can't afford to pay for a degree or end up in debt. Then the country complains there are no graduates to fill jobs so they say they have to IMPORT THE LABOUR. Eduction should be a service not a capitalist business! The whole world has been sold off and run by big businesses. Billionaires run the world. Its not democracy. Its capitalism gone mad. Makes need jobs. Where is the upper sustainable limit
Identity Attack0.033011556
Insult0.07491849
Profanity0.026863953
Threat0.007922632
Severe Toxicity0.0037574768
Low Tox 0.16158698 Moderate Con 0.456
Oct 2, 2025 IRCC Names India in Study …
The world is changing my friend old people from sedwell countries. Other countries that the west destroyed and robbed the reverse is now happening. These people from those countries are now coming in your country, …
The world is changing my friend old people from sedwell countries. Other countries that the west destroyed and robbed the reverse is now happening. These people from those countries are now coming in your country, it's kind of funny, you Europeans or westernized people don't like it, but it was okay when you destroy their country and 1 day country put in case you should mind your own business 2 years ago. Now you're paid for what you did.
Identity Attack0.08500996
Insult0.05262003
Profanity0.021876704
Threat0.010602405
Severe Toxicity0.0041007996
Low Tox 0.15545623 Moderate Con 0.453 Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Interviewing lower class and poorly educated individuals everywhere you go about a certain race of economically beneficial individuals is wild Tyler. You’re great at antagonizing minorities in different countries. Don’t forget about what colonialists and …
Interviewing lower class and poorly educated individuals everywhere you go about a certain race of economically beneficial individuals is wild Tyler. You’re great at antagonizing minorities in different countries. Don’t forget about what colonialists and settlers did for this to happen throughout the world.
Identity Attack0.052035484
Insult0.0670459
Profanity0.014703264
Threat0.007961469
Severe Toxicity0.0028419495
Low Tox 0.15435068 Constructive 0.514 Policy_Critique
Jan 27, 2026 8 likes Inside Canada's Indian Invasion...
15:10, The liberal government is facilitating a social invasion to remain in power. They provide benefits to certain groups and say, "We, the liberals, did this for you. Vote for us, or you'll lose everything." …
15:10, The liberal government is facilitating a social invasion to remain in power. They provide benefits to certain groups and say, "We, the liberals, did this for you. Vote for us, or you'll lose everything." This initiative began in 2015 under the leadership of Justin Trudeau, who is often perceived as a puppet of the World Economic Forum (WEF). Your vote is overshadowed by the large cities that are controlled by liberals. If you want a glimpse of Canada, look at what's happening in England right now. If nothing changes, that could be the future of this country!💯
Identity Attack0.027815815
Insult0.07555214
Profanity0.019690514
Threat0.00789674
Severe Toxicity0.0025367737
Low Tox 0.14429577 Constructive 0.639 Unverified_Claim
Sep 8, 2025 1 likes Why Canadians Are Turning Against …
A country of over a billion people not that hard to think that there are limited work opportunity in India thats why they move, same as any other poor and overly populated country, it just …
A country of over a billion people not that hard to think that there are limited work opportunity in India thats why they move, same as any other poor and overly populated country, it just so happen that india has the most people also its very hard to hammer their culture out of them "Indian civilization" is one of the world's oldest, with roots extending back over 8,000–9,000 years. can't get rid of them because they have been tested by time
Identity Attack0.10815793
Insult0.03522326
Profanity0.028503597
Threat0.014393489
Severe Toxicity0.00541687
Low Tox 0.13388206 Constructive 0.529 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Journalism is very important for sure, but empathy is even more important. People from 1st world countries will never understand how is it to live on a place that was colonized by the 1st world …
Journalism is very important for sure, but empathy is even more important. People from 1st world countries will never understand how is it to live on a place that was colonized by the 1st world countries, can only guess about it. Thanks for sharing, I am thankful to have the opportunity to see closer whats happening, you took lots of risks, hopefully nobody will get hurt. Pray for every God you can, without faith we are only animals eating, sleeping, mating and defending ourselves, pretending to be better than someone else. Peace
Identity Attack0.04048799
Insult0.06512285
Profanity0.025360947
Threat0.009359611
Severe Toxicity0.003643036
Low Tox 0.123468354 Constructive 0.756 Moral_Argument
Feb 7, 2026 Inside Canada's Indian Invasion...
The EU has this new enlightened plan to open borders to Indian 'talent' as they say. We all know what happened after the previous plans of importing all those docters and engineers 🙄 As a …
The EU has this new enlightened plan to open borders to Indian 'talent' as they say. We all know what happened after the previous plans of importing all those docters and engineers 🙄 As a EU citizen, does anyone have any ideas on how to seek asylum in a actual functional country? Given the state of things, probably what the media considers a 3rd world nation. Open to any suggestions.
Identity Attack0.10221587
Insult0.028942931
Profanity0.020032106
Threat0.007586042
Severe Toxicity0.0029945374
Low Tox 0.11202335 Constructive 0.522 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Immigration used one of the best in world. What happened? How did we get to the worst?
Immigration used one of the best in world. What happened? How did we get to the worst?
Identity Attack0.055218685
Insult0.024511116
Profanity0.016035475
Threat0.0065180166
Severe Toxicity0.0022220612
Low Tox 0.11098998 Low Con 0.292 Question
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
I find this quite funny and ironic. Welcome to the real world where nations overlap nations were wars or fight by by immigration where culture is getting shocked like lightning. I have no mercy and …
I find this quite funny and ironic. Welcome to the real world where nations overlap nations were wars or fight by by immigration where culture is getting shocked like lightning. I have no mercy and I don’t feel any remorse for your privilege people they were that were once on the high table now you are on the bottom and this is what happens when the real world comes alive.
Identity Attack0.031464707
Insult0.0350029
Profanity0.014839902
Threat0.007586042
Severe Toxicity0.0020217896
Low Tox 0.11067997 Moderate Con 0.443
Aug 25, 2025 Why Canadians Are Turning Against …
Maybe you should investigate what’s happening with the billionaires of the world and that corruption
Maybe you should investigate what’s happening with the billionaires of the world and that corruption
Identity Attack0.008768492
Insult0.0350029
Profanity0.0157622
Threat0.006822242
Severe Toxicity0.001411438
Low Tox 0.09611836 Low Con 0.16 Policy_Critique
Feb 5, 2026 Inside Canada's Indian Invasion...
This what happening when a nation has rejected their first Christian identity. All of that started in spiritual realm first and after in the natural world. #gobacktochristianity
This what happening when a nation has rejected their first Christian identity. All of that started in spiritual realm first and after in the natural world. #gobacktochristianity
Identity Attack0.08170113
Insult0.017485369
Profanity0.012517073
Threat0.006440342
Severe Toxicity0.0018310547
Low Tox 0.091913216 Low Con 0.256
Oct 17, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
8:30 I don't buy it. They say we "have" to increase population because Canada has an aging population? Why? What wpuld happen if we don't? Increased quality of life? More affordable cost of living? Workers …
8:30 I don't buy it. They say we "have" to increase population because Canada has an aging population? Why? What wpuld happen if we don't? Increased quality of life? More affordable cost of living? Workers actually being valued and needed instead of competing for not even enough jobs? Oooh, so scary. Whatever they thought would happen, I don't see how it could have been worse than what we have now. How is getting millions of Tim Hortons and Walmart workers helping the aging population? It doesn't. The explanations don't make sense. 9:25 bs!!! How could they possibly think this? Their position is that since there was a population explosion in the 40's, now every future generation has to explode their population as well, or else there will be too many old people? Come on. It's too ridiculous to take seriously. Now since the rate isn't the same as the 40's they decide let's just import from countries that are massively over populated.... and become more like them. Like... NO!!! This is not what I want from life or for our world.
Identity Attack0.009434453
Insult0.03312982
Profanity0.020032106
Threat0.0071199946
Severe Toxicity0.0022602081
Low Tox 0.08320791 Constructive 0.71 Policy_Critique
Sep 24, 2025 1 likes Why Canadians Are Turning Against …
It's not just Canada It's around the world. Councils and governments just let our towns be take over. I live in the country (Australia) and it's happening way out in nowhere. Won't be long before …
It's not just Canada It's around the world. Councils and governments just let our towns be take over. I live in the country (Australia) and it's happening way out in nowhere. Won't be long before this is little India too
Identity Attack0.050671257
Insult0.02425329
Profanity0.013507691
Threat0.007547205
Severe Toxicity0.0019931793
Low Tox 0.079250954 Constructive 0.617 Fear_Threat
Jan 27, 2026 16 likes Inside Canada's Indian Invasion...
This is happening all over the world it’s very disturbing. 😢
This is happening all over the world it’s very disturbing. 😢
Identity Attack0.005364689
Insult0.014960921
Profanity0.019963788
Threat0.00948907
Severe Toxicity0.00289917
Low Tox 0.07608539 Moderate Con 0.415 Fear_Threat
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
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)
The world needs to know this is happening, Canada is unrecognizable almost everywhere
The world needs to know this is happening, Canada is unrecognizable almost everywhere
Identity Attack0.04023018
Insult0.02373764
Profanity0.011048226
Threat0.007094103
Severe Toxicity0.0019168854
Low Tox 0.07371122 Low Con 0.267 Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
All high trust societies around the world are being destroyed. Division and strife is being cultivate by design. A population divided can not come together to oppose the government. The trucker convoys in Canada is …
All high trust societies around the world are being destroyed. Division and strife is being cultivate by design. A population divided can not come together to oppose the government. The trucker convoys in Canada is EXACTLY what they are trying to prevent. That's why the Canadian govt came down so hard on the truckers. It's happening to all western countries at the same time for the same reason. We are the greatest threat to the globalist powers maneuvering to rule the world.
Identity Attack0.014752249
Insult0.02373764
Profanity0.01309778
Threat0.011223801
Severe Toxicity0.0019836426
Low Tox 0.0665887 Constructive 0.526
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
And so, it's not surprising that many are angry at what's happening in the world, and even well-mannered people are fed up with it. What does this ultimately lead to? God only knows.
And so, it's not surprising that many are angry at what's happening in the world, and even well-mannered people are fed up with it. What does this ultimately lead to? God only knows.
Identity Attack0.011173353
Insult0.017614283
Profanity0.017367685
Threat0.006925808
Severe Toxicity0.0014400482
Low Tox 0.050573748 Moderate Con 0.486 Fear_Threat
Feb 24, 2026 1 likes Inside Canada's Indian Invasion...
As a Canada who speaks both French and English and who follows politics quite closely, I have to say that the headline and some of the reporting here is quite misleading. A reduction in immigration …
As a Canada who speaks both French and English and who follows politics quite closely, I have to say that the headline and some of the reporting here is quite misleading. A reduction in immigration has broad support across Canada. I wouldn't say that notion is dividing the country in any significant way. You do have certain industry groups that disagree, but among the population these reductions have broad support. This is a historic change in public opinion in Canada, but it has been driven by the unprecedented increase in immigration under the last term of the Trudeau government. To put this in context, non-permanent residents in Canada numbered around 1.5 million on Q3 2023, but by Q3 2025, that number sat a just over 3 million. The previous government increased immigration targets by 3 or 4 times over what they had been for years, which caused a number of economic issues. Essentially, the volume was simply too high for the economy and society to support. This was unfair to both Canadians and new comers, many of which could not find employment or afford a decent place to live. The changes being suggested are largely bringing Canada back to what the targets were for over a decade before, though a bit lower to account for the sudden surge. Canada remains one of the most pro-immigration countries in the world. However, and this is where I think DW's reporting is misleading, there is a distinction to be made between policies at the federal level and policies at the provincial level. Immigration, per our constitution, is a federal matter, however, Quebec in particular is distinct from other provinces. I don't mean only culturally and linguistically, but also in the powers that have been devolved to it by the federal government. On the question of immigration, Quebec has more powers and more ability to set its immigration targets and programs than any of the other 9 provinces. The particular program discussed here, the Quebec Experience Program (PEQ), is a particular immigration stream that only existed in Quebec. So what is happening with that program cannot be labeled as a whole-of-Canada thing. Where the changes to the PEQ are controversial, unlike the general changes at the federal level, is that people who immigrated under that specific program were promised certain things. There was a multi-year time line to Permanent Residency and then Citizenship. Many of those people have been in Quebec for 5-8 years already. However, the changes made to the program were done in such a way where people who many years into the program, had gotten an education, started a career, had children, ect. are now being told they can't continue and must leave Canada. There are even stories of people who married Canadians, now have children, and the one parent who was under this program now faces the possibility of having to leave Canada and be separated from their family. All through no fault of their own. That is what many people see as unfair, and I agree, however limiting future applications under the program, to bring in less people, that is not controversial. Canada has no responsibility to bring in people who are not already in Canada, but Canada does have some responsibility towards people who uprooted their lives to move to Canada and built new lives here based on promises and representations made to them by the Canadian and Quebecois governments. We should no simply kick those people out of the country.
Identity Attack0.011099357
Insult0.022899706
Profanity0.013029462
Threat0.0067316215
Severe Toxicity0.0012397766
Low Tox 0.043399423 Constructive 0.821 Policy_Critique
Feb 11, 2026 29 likes Canada's tighter immigration policy divides …
Happening all over the world. Everyone loves there country but does not want to stay.
Happening all over the world. Everyone loves there country but does not want to stay.
Identity Attack0.009619443
Insult0.010856897
Profanity0.0113727385
Threat0.0067834044
Severe Toxicity0.0011301041
Low Tox 0.030270588 Moderate Con 0.469 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Multicultural act was passed in 1988. Didn't' happen yesterday. Decades of wanting to feel better about ourselves and not protecting true Canadian heritage/culture. The heritage/culture that was celebrated after the world wars.
Multicultural act was passed in 1988. Didn't' happen yesterday. Decades of wanting to feel better about ourselves and not protecting true Canadian heritage/culture. The heritage/culture that was celebrated after the world wars.
Identity Attack0.008657498
Insult0.009982891
Profanity0.009596458
Threat0.0060196044
Severe Toxicity0.0007247925
Low Tox 0.019603057 Constructive 0.579
Oct 1, 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.