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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: "We will be fine Canada …" 41 comments · Page 2 of 2
Tyler, Canada hasn't been a "white" country in a long time. Brampton is known for being an Indian enclave. I grew up in the GTA, and we had plenty of different ethnicities and that was …
Tyler, Canada hasn't been a "white" country in a long time. Brampton is known for being an Indian enclave. I grew up in the GTA, and we had plenty of different ethnicities and that was just fine. Canada embraced multiculturalism a long time ago- there isn't any central "Canadian values". Not assimilating is only offensive in America.
Identity Attack0.24970764
Insult0.056133457
Profanity0.015967157
Threat0.007145886
Severe Toxicity0.0038719177
Low Tox 0.19986437 Constructive 0.741 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
I came as student in 2013 I am now Canadian from past 5 years. I just want to mention government is to blame for They earned so much money from international students. I studied with …
I came as student in 2013 I am now Canadian from past 5 years. I just want to mention government is to blame for They earned so much money from international students. I studied with Ukrainian Chinese Mexican and Russian students . They weren't good in English as well But they all worked very hard and very dedicated. Initially it was difficult find job they asked young students for Canadian experience which obviously none of the students had Ircc is laziest department. Even college cares about fees only. Because if student leave the college they don't get back the fees. So they are absolutely fine with this kind of fraud. .and private college are worst among everything. Students doesn't have to attend college. The fraud is now they just gets degrees and some else studies for them. Canada is not corrupt but Canadian politicians to get votes made Canada curupted. Covid benefits fueled this . Downhill started with Covid ended.
Identity Attack0.08252834
Insult0.097093195
Profanity0.025634222
Threat0.006977591
Severe Toxicity0.0036811829
Low Tox 0.17805049 Constructive 0.726 Personal_Narrative
Oct 2, 2025 IRCC Names India in Study …
In India, education and civic sense are still a threshold to be met at par standards- then there's oecd lvl which is above the avg standard😅. - Early immigrants were merely functionally literate...though managed being …
In India, education and civic sense are still a threshold to be met at par standards- then there's oecd lvl which is above the avg standard😅. - Early immigrants were merely functionally literate...though managed being less in numbers. But today Why don't these 1st world countries set criteria for visa just like a strict driving licence which includes more than basic English, how to stand in a line, how to throw garbage in the bin, where to park your vehicle, no loud music, and no public processions if they don't relate to host country. It would have worked fine. Then there's fugitives being granted refuge in UK and Canada. How can they expect social order with ageing demographics?!
Identity Attack0.1064171
Insult0.0806213
Profanity0.035148825
Threat0.0068999166
Severe Toxicity0.004634857
Low Tox 0.17545098 Constructive 0.541 Policy_Critique
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
There are always two sides of the story. When British and French went from starting trade with indigeneous to brigning their families and settling towns on their land, they must have had the same feeling. …
There are always two sides of the story. When British and French went from starting trade with indigeneous to brigning their families and settling towns on their land, they must have had the same feeling. Europeans just didn't stop their they openly slaughtered and put small children in residential schools where many lost lives and are still living with generational trauma. India was doing fine before british came in and lynched the economy to feed industrial revolution in west. I have seen Finnish, croatian, greek, polish, italian, german cultural centers and businesses serving their communities in Canada. Can we also say that they should assimilate in Canadian culture? What is even Canadian culture? It is the "The Canadian Charter of Rights and Freedoms", read that thing and the history if you are not familiar. I do acknowledge that there is massive influx of immigrants in a short span which govt. did to compensate for labor needs but they did not invest in infrastructure and orientation of immigrations. I have worked with Canadians in their 60s vs 20s, there was a huge difference in work ethic. My white manager relied on me and my another friend for closing or opening shift than some local preveliged kids. I am in support of deporting illegals but let's educate who are here legally. Collaborate with communities to voice out your concerns and look at the positive impact immigrants have made in past decades.
Identity Attack0.105256535
Insult0.06582214
Profanity0.028913507
Threat0.04524883
Severe Toxicity0.0063705444
Low Tox 0.17285149 Constructive 0.853 Moral_Argument
Oct 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Why would Indians want to go to USA when they're doing fine there in Canada? It's cold but there's no risk of ICE
Why would Indians want to go to USA when they're doing fine there in Canada? It's cold but there's no risk of ICE
Identity Attack0.18158256
Insult0.033019636
Profanity0.027410502
Threat0.007327127
Severe Toxicity0.004787445
Low Tox 0.165053 Low Con 0.291
Jan 27, 2026 Inside Canada's Indian Invasion...
...and the liberals continue saying "what? no... there is no problem in Canada, everything is fine... Lets send some billions to Ukraine and Palestine, Canadians dont need it anyways..."
...and the liberals continue saying "what? no... there is no problem in Canada, everything is fine... Lets send some billions to Ukraine and Palestine, Canadians dont need it anyways..."
Identity Attack0.10221587
Insult0.030816011
Profanity0.013405213
Threat0.008259222
Severe Toxicity0.0034332275
Low Tox 0.11739369 Low Con 0.26
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 …
Immigrants to Canada are like any other immigrants, they appreceiate a chance. a chance to get ahead, to have their children get a chance. Andf those kids will be a generation fiurter awayfrom their homeland. …
Immigrants to Canada are like any other immigrants, they appreceiate a chance. a chance to get ahead, to have their children get a chance. Andf those kids will be a generation fiurter awayfrom their homeland. Three generations are real Canadians. Canadians obn trhe other hand have lost their opportunities, or wasted them anf now they resent people who are more successful. Most Canadians are working hard and doing fine.
Identity Attack0.04641757
Insult0.025026767
Profanity0.011355659
Threat0.006259101
Severe Toxicity0.0016593933
Low Tox 0.07687678 Constructive 0.694
Sep 30, 2025 Inside Canada's Indian Metropolis (Brampton)
According to the latest statistics, Between March and October 2017, around 15,000 refugee cases has been claimed on the Canada-US borders, over half of them have been rejected and found not eligible to be referred …
According to the latest statistics, Between March and October 2017, around 15,000 refugee cases has been claimed on the Canada-US borders, over half of them have been rejected and found not eligible to be referred to the Immigration and Refugee Board of Canada (IRB), which is the one to determine whether one is in need of Canada's protection or not. In this period, around 600 Cases were processed by the IRB, and close to 500 were officially accepted. People in the comments are freaking out over these numbers when Canada's economy needs no less than 250K immigrants per year to sustain itself. The system is working fine. Relax.
Identity Attack0.014752249
Insult0.028392024
Profanity0.02973333
Threat0.007094103
Severe Toxicity0.0020503998
Low Tox 0.06500591 Constructive 0.681
Dec 19, 2017 How much do refugees and …
Hey! Im a sikh that was born in canada, with my parents, grand father, great grand father also being in this beutiful country. I wanted to start of by saying a couple of things. My …
Hey! Im a sikh that was born in canada, with my parents, grand father, great grand father also being in this beutiful country. I wanted to start of by saying a couple of things. My home was in brampton for a long time and I have personally seen the safety gone down, my family used to come back from trips with our garage open and everything would be completely fine. The long term sikhs and indians came and actually contributing positively and that can be seen with how good canada was pre 2020. Immigration too an extent was good, but mass immigration was never a good idea. In 2018-2019 the old time punjabi community was heavily against so many students coming in, so much so people that were indian had "no students" signs when renting their basements. It's sad to see people that came here running things so badly and ruining the effort and contributions made by many(I even face the consqeunces of things I have never done). Remeber don't be afraid to call out people for their bullshit, but also dont bash innocent people. Now many ppl came to canada and have done good like sikhs having the highest donors of blood, plasma, and platelets. We also giveway a lot in charity and food. A good news is Canada is cracking down on these bad people and quickly, and many good people who came are returning back home. I have seen a lot of videos online, but please remember algorithms and pushed media make things seem worse than they actually are. My message is I'm sorry for how these people are acting, my recent trip to Canada(brampton) I saw better quality service and more white folk too. Stay safe and god bless!
Identity Attack0.039456755
Insult0.022448512
Profanity0.027000591
Threat0.008181547
Severe Toxicity0.0032043457
Low Tox 0.06421452 Constructive 0.862 Personal_Narrative
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
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 …
Snippet: Getting a college degree in native land should be less stressful than studying abroad -- as in studying in Canada or United States. Foreign countries and its schools would most likely have a higher …
Snippet: Getting a college degree in native land should be less stressful than studying abroad -- as in studying in Canada or United States. Foreign countries and its schools would most likely have a higher standards and expectations foreign students might find more textually challenging and tuition-costly. Immigration or Immigrant Policy is an entirely separate entry into a foreign country vs. based on student's visa, which is timed. I would go back home and finish up school there and earn back home -- visiting other land temporarily is fine, but not live with them full-time. FYI - Canada & USA are brothers biologically -- they are Anglo-Saxon and owned both countries and everything in it. be blessed. nov2025
Identity Attack0.014450782
Insult0.018258847
Profanity0.01220964
Threat0.006738094
Severe Toxicity0.0013160706
Low Tox 0.03969839 Constructive 0.759
Nov 25, 2025 Quebec Ends Economic Immigration Program …
This proof that India just needs the Canada system over there and they will be fine
This proof that India just needs the Canada system over there and they will be fine
Identity Attack0.022188433
Insult0.013402912
Profanity0.0147374235
Threat0.007068211
Severe Toxicity0.0016498566
Low Tox 0.034513097 Low Con 0.125
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
Issue is. We are not hearing enough feedback from the average Canadian. The Canadians who dont face hardship and issues welcome all the new into Canada. I will bet that the average Canadian ( lower …
Issue is. We are not hearing enough feedback from the average Canadian. The Canadians who dont face hardship and issues welcome all the new into Canada. I will bet that the average Canadian ( lower to middle class ) would say things are fine and if we took a moment to get opinions in a couple cities or even towns in Canada ( Ontario specifically) and ask the lower to middle class we will see just how negative the impact is on us.
Identity Attack0.017967897
Insult0.0142009165
Profanity0.009920971
Threat0.006162008
Severe Toxicity0.00084400177
Low Tox 0.032863233 Constructive 0.75
Aug 31, 2025 8 likes Why Canadians Are Turning Against …
I'm sorry, but if an individual is making <$57,000/yr they are NOT middle class; particularly with the current cost of living crisis in Canada. That income level is where middle class begins, so anything less …
I'm sorry, but if an individual is making <$57,000/yr they are NOT middle class; particularly with the current cost of living crisis in Canada. That income level is where middle class begins, so anything less than the $57k/yr is considered lower class. So, again, another indicator that the Canadian government doesn't actually care about the middle class and is fine seeing it dwindle further.
Identity Attack0.008065533
Insult0.015568925
Profanity0.011116544
Threat0.00598724
Severe Toxicity0.00076293945
Low Tox 0.02873857 Constructive 0.641
Jan 3, 2026 5 likes New rules, regulations take effect …

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.