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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: "No doubt about it, Canada …" 17 comments
Over a million punjab came to Canada in the last 20 years no doubt no one is able to find work or buy a home. Our country is f.cked
Over a million punjab came to Canada in the last 20 years no doubt no one is able to find work or buy a home. Our country is f.cked
Identity Attack0.29951343
Insult0.4339631
Profanity0.49576873
Threat0.009048914
Severe Toxicity0.034110364
Moderate 0.51980776 Constructive 0.501 Economic_Argument
Jan 27, 2026 924 likes Inside Canada's Indian Invasion...
The issue is real concerns warping into a racist perspective. No doubt there’s too many Indians coming into Canada, as the Canadian government is more than happy to accept. And the frustration from over-immigration turning …
The issue is real concerns warping into a racist perspective. No doubt there’s too many Indians coming into Canada, as the Canadian government is more than happy to accept. And the frustration from over-immigration turning into “fuck Indians”, it happens so quick. Being a man born in Canada with Indian heritage, lets you see how much the new immigrants don’t like you because you are too “white” for them, and Canadians don’t like you because you look like all of the new people coming in that look just like you. Lose lose all around.
Identity Attack0.5274064
Insult0.4596616
Profanity0.48510036
Threat0.027515862
Severe Toxicity0.16960317
Moderate 0.50789946 Constructive 0.645 Identity Attack Personal_Narrative
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Immigration frauds and scams have reached such unprecedented scale that it simply destroyed the dreams of good affordable life in Canada for those who worked hard for so many years and never broke the law. …
Immigration frauds and scams have reached such unprecedented scale that it simply destroyed the dreams of good affordable life in Canada for those who worked hard for so many years and never broke the law. Honestly finally fails against the frauds, liars, corrupt people, criminals and money launders. No doubt the process of scams has involvement of corrupt politicians, business owners, real estate developers, money launders and criminals. Instead of growing a self sustainable country the incompetent corrupt politician assisted mass illegal immigration scams as a cheap way to make money to grow GDP, but costly people in a huge way in ways more bad quality unaffordable life with future marred with corruption everywhere
Identity Attack0.22063516
Insult0.4339631
Profanity0.03715288
Threat0.0086087575
Severe Toxicity0.012130737
Moderate 0.39669925 Moderate Con 0.464
Dec 25, 2025 Deportations From Canada at Their …
Isn’t it ironic that the high-IQ white man, or the “Buddy on the Bike,” who’s supposedly intelligent, is riding a bike in the snow? Also, if he were truly that intelligent, why are the so-called …
Isn’t it ironic that the high-IQ white man, or the “Buddy on the Bike,” who’s supposedly intelligent, is riding a bike in the snow? Also, if he were truly that intelligent, why are the so-called “nasty people,” as he referred to Indians, running his hometown? Though I doubt he’s even from Brampton. He’s likely from St. Marys, Ontario. It is one of the most racist towns in Canada. Many individuals there believe that all non-white people are not Canadians, even if they were born in Canada and have been there over four generations. I’m not surprised by the “white trash” remark, as he calls himself. Nor am I surprised by his Nick Fuentes wannabe behavior. As for the American audience, not everybody thinks in terms of race the way y’all do. I think this exported American ideology is affecting people in Canada and the rest of the world.
Identity Attack0.44690517
Insult0.36798462
Profanity0.0961592
Threat0.011249693
Severe Toxicity0.020127986
Moderate 0.39441586 Constructive 0.671 Identity_Assertion
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
The reality is that many Canadian citizens have been suffering in silence, struggling to survive in Canada without any help or support from the Canadian government. The irresponsible Liberal government has allowed a massive influx …
The reality is that many Canadian citizens have been suffering in silence, struggling to survive in Canada without any help or support from the Canadian government. The irresponsible Liberal government has allowed a massive influx of fraudulent immigrants, fake international students, illegal visitors, and criminals to devastate our peaceful nation and ruin its middle-class citizens' lives without any control... There is no doubt that the Liberals' reckless immigration policy and the broken immigration system have destroyed our peaceful, prosperous, decent, and happy nation since 2015...
Identity Attack0.3072352
Insult0.34032786
Profanity0.039657943
Threat0.011793415
Severe Toxicity0.0127685545
Moderate 0.3561489 Constructive 0.519
Jun 26, 2025 2 likes How Canada broke its immigration …
The reality is that there are so many Canadian citizens who have been suffering in silence to survive in Canada without any help or support from the Canadian government... The irresponsible Liberal government has allowed …
The reality is that there are so many Canadian citizens who have been suffering in silence to survive in Canada without any help or support from the Canadian government... The irresponsible Liberal government has allowed a massive influx of fraudulent immigrants, fake international students, illegal visitors, and criminals to devastate our peaceful nation and ruin its middle-class citizens' lives without any control... There is no doubt that the Liberals' reckless immigration policy and the broken immigration system have destroyed our peaceful, prosperous, decent, and happy nation since 2015...
Identity Attack0.28883415
Insult0.3406697
Profanity0.021125201
Threat0.010964886
Severe Toxicity0.01159668
Moderate 0.3389984 Constructive 0.51
Jun 26, 2025 1 likes How Canada broke its immigration …
The Liberals and their woke ideology are ruining Canada. Canada's aging population means we need immigration, but not when things like housing, jobs, and healthcare etc are already beyond maxed out. They've been bringing in …
The Liberals and their woke ideology are ruining Canada. Canada's aging population means we need immigration, but not when things like housing, jobs, and healthcare etc are already beyond maxed out. They've been bringing in too many 'refugees'-unvetted and likely a large portion of which may not actually be refugees, and then there's the ridiculously high number of 'temporary foreign workers' - the majority of these are people with values, hygiene and morals that are not acceptable or cohesive in our country. Unfortunately many are muslim and have beliefs in sharia law which dates back to the 1400's and is primitive and contrary to our Western values and morals. I am hoping Canada is not too far gone to save (although I have my doubts).
Identity Attack0.18705739
Insult0.3388922
Profanity0.051181246
Threat0.008531082
Severe Toxicity0.008201599
Moderate 0.32289913 Constructive 0.572
Aug 25, 2025 Why Canadians Are Turning Against …
I'll lay it out for you: Me: typical middle of the road liberal oriented Canadian. Non white, immigrant (I wasnt born here) I worked in a Refugee housing for over 4 years in Ontario. Most …
I'll lay it out for you: Me: typical middle of the road liberal oriented Canadian. Non white, immigrant (I wasnt born here) I worked in a Refugee housing for over 4 years in Ontario. Most were not war areas refugees (Yes I know there are other types of refugees). I only encountered few refugees from war areas. ONLY 1 person from Iraq, about 2 families were from Afghanistan, 1 couple from Pakistan(I doubt they were real refugees they spoke fluent English, maybe political refugee), and a most from African countries. Its too far for real refugees to get here. Its Easier for them to go to other countries nearby or Europe. MOST SEEM TO BE ECONOMIC REFUGEES. Most were coming from Africa. Some are coming from Latin America, which shouldn't be happening. Once they showed up at our doorstep and we processed them into the system, they were immediately in the same class as a Canadian resident homeless person if they were making a refugee claim. We get money to house and feed them (from the government), and they are given a stipend for basics from the government processed through the Social Assistance/ Welfare system (they get less than a resident/citizen I think.). They then have to get their case processed by the refugee board, and most seem to get in. I've only heard of few getting sent back. One person I know at our facility, was given a subsided social housing apartment after a year in our facility. So they went straight from a shelter to a government/city owned subsidized apartment. (Didn't seem like it was a issue for the housing worker...they didn't report it (if they were not the ones that helped the person to get it), they were white, the housed person was Latin. This refugee claimant, and then month or two new Canadian resident person was given an apartment in a prime area of the city, instead of the 1000's of Canadians, those who came before them, and born Canadian citizens on an extremely long waiting list. How this was allowed to happen I don't know. The person was probably sucking on someone's straw. I'm just trying to think the barriers these people have to go through to get a job here. We are far removed from the time of the 80's and 90's., and housing and jobs are so hard to get. Lol the "Canadian government asks them to repay the traveling cost to Canada if they are sent back"....I wonder how much the government recoups?.....more like 0 probably. What a bunch of crap. How do you demand someone to repay their flight cost when they get back to their country?
Identity Attack0.2783691
Insult0.09124154
Profanity0.027137227
Threat0.0089712385
Severe Toxicity0.007858276
Low Tox 0.24603334 Constructive 0.81
May 24, 2018 9 likes How much do refugees and …
Sad to see the racist comments both in the video as well as in the comments. There is no doubt that Canada took too many immigrants in the past 5-7 years. The reasons are many …
Sad to see the racist comments both in the video as well as in the comments. There is no doubt that Canada took too many immigrants in the past 5-7 years. The reasons are many - and the blame goes on both the provincial conservatives and federal liberals. The tuition freeze in Ontario caused colleges and universities to treat foreign students as an ATM to balance their budgets. Foreign enrollments skyrocketed, especially in colleges, with students paying top dollar for dubious degrees with no job prospects. This put strains on the job market, and the housing/rental market. As an educated Indian-American who now lives in Canada, it pains me to see my fellow countrymen dominating Uber, Uber Eats, Bicycle food delivery and Tim Hortons. No one uproots everything in their home country and comes all the way for this. Most of these people are here legally and they work really hard. A last word - leaving aside the Khalistan issue that has caused a wedge between Hindus and Sikhs - the Indian diaspora, especially the Sikh, are amazing in the amount of charitable work that they do. Their concept of seva is unmatched. No one goes hungry when there is a Gurdwara around, as there is always free nutritious food. Same is true for temples. Even a young poor Steve Jobs ate at Iskcon temples. Last point - while some of Canada's problems are because of excessive immigration, Canada would be nothing without immigrants. The population would decline, with a native fertility rate of under 1.4, and entitlement programs would be in deep trouble.
Identity Attack0.14019285
Insult0.123407245
Profanity0.016752819
Threat0.007586042
Severe Toxicity0.004787445
Low Tox 0.23090743 Constructive 0.813
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada has lost the plot. Recruiting foreigners for our military should be illegal. There is no doubt Carney is destroying Canada. Canada and Canadians don’t make these decisions. Carney makes them in the backrooms without …
Canada has lost the plot. Recruiting foreigners for our military should be illegal. There is no doubt Carney is destroying Canada. Canada and Canadians don’t make these decisions. Carney makes them in the backrooms without consultation with anyone. The Liberals take no ideas or instruction from the people who are paying and employing them. They did not elect a Dictator which we have.
Identity Attack0.06929302
Insult0.15556364
Profanity0.013234417
Threat0.010835429
Severe Toxicity0.0038146973
Low Tox 0.21642438 Low Con 0.277 Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
No doubt about it, Canada is for Canadians. If you wanted to, you could deport millions of immigrants, but let's be real about the cost. The Canadian economy, its pensions, its farms, and its health …
No doubt about it, Canada is for Canadians. If you wanted to, you could deport millions of immigrants, but let's be real about the cost. The Canadian economy, its pensions, its farms, and its health sector all rely on immigrants to pay taxes and fill jobs. It's not some big conspiracy about population replacement; it's just about the economy. You can't have one without the other. Canadians aren't the only ones dealing with this. In Asia and Africa, it's a different kind of immigrant, the ones with money who buy up land and property, driving locals out of the market. They're not given an ear either, because money talks. It’s always been about the money and the power, and Canadians should understand that perspective too. The culture or religion of a few bad apples shouldn’t be used to tarnish every immigrant. We do need to do a better job screening people, but it’s not fair to paint everyone with the same brush. In the U.S., Indian immigrants are top earners and incredibly successful, but people still complain that they’re "taking their jobs." So, if an Indian person is a failure, they're a problem. If they're a success, they're still a problem. They can't win. This old colonial mindset is alive and well. It's tough for some people to process that a person of color can outsmart them and rise up by their own bootstrap. But when those same folks go to Asia or Africa, suddenly they feel that old nostalgia and are much more comfortable with the social hierarchy there. It would be ideal if no one had to leave their home country for a better life. When we have more justice in the world for everyone, maybe we won't have to keep having these conversations.
Identity Attack0.11860296
Insult0.056133457
Profanity0.027820412
Threat0.01187109
Severe Toxicity0.004310608
Low Tox 0.15987846 Constructive 0.711 Economic_Argument
Aug 26, 2025 Why Canadians Are Turning Against …
In Canada, we imported almost 10% of our population is the last five years, the majority of whom came from India. There's no doubt that Indian culture is not the same as Canadian culture, and …
In Canada, we imported almost 10% of our population is the last five years, the majority of whom came from India. There's no doubt that Indian culture is not the same as Canadian culture, and importing such a massive number so quickly means we are far more likely to see those cultures bumping up against each other, rather than giving them a chance to assimilate and blend. Like any good cook, I know if you try to add the eggs too quickly and in too much of a hurry, you get scrambled eggs in weak sauce, not a thick creamy custard. Same principle applies to immigration. We need to give people the time and chance to learn and absorb our culture and values, else we end up with ghettos and a weakened society.
Identity Attack0.07921951
Insult0.034672357
Profanity0.020032106
Threat0.008401625
Severe Toxicity0.0031852722
Low Tox 0.11057663 Constructive 0.775 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
That guy talks about taxes 😂. Please also make video on how much tax bramton generates. This propaganda video was good tho👍. The way you ate in Indian restaurant will clear all the doubts in …
That guy talks about taxes 😂. Please also make video on how much tax bramton generates. This propaganda video was good tho👍. The way you ate in Indian restaurant will clear all the doubts in viewers that you are not secular. You are doing alot for Canada 😂😂😂
Identity Attack0.036878675
Insult0.032689095
Profanity0.016752819
Threat0.0066927844
Severe Toxicity0.0025558472
Low Tox 0.104795754 Moderate Con 0.445
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Big mistake, the only thing saved the Canadian economy after the tariffs, is the massive Trudeau’s immigration, immigrants are consumers as well. If Canada stops immigration then it will be no doubt an American state …
Big mistake, the only thing saved the Canadian economy after the tariffs, is the massive Trudeau’s immigration, immigrants are consumers as well. If Canada stops immigration then it will be no doubt an American state before the next 30 years end.
Identity Attack0.027413858
Insult0.017356457
Profanity0.009442741
Threat0.006375613
Severe Toxicity0.0012207031
Low Tox 0.048842013 Moderate Con 0.437 Economic_Argument
Nov 21, 2025 1 likes Quebec Ends Economic Immigration Program …
Wanted to visit Canada in some day 😂 now I have doubts
Wanted to visit Canada in some day 😂 now I have doubts
Identity Attack0.016360072
Insult0.011996903
Profanity0.014703264
Threat0.0074565844
Severe Toxicity0.0015068054
Low Tox 0.032391842 Moderate Con 0.386 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
A change in Government is way past due ... is there still time to prevent the end of Canada as an independent democracy? It's very doubtful!
A change in Government is way past due ... is there still time to prevent the end of Canada as an independent democracy? It's very doubtful!
Identity Attack0.007288578
Insult0.016100928
Profanity0.010313802
Threat0.0071070488
Severe Toxicity0.0011110306
Low Tox 0.03192045 Moderate Con 0.358 Call_To_Action
Feb 28, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
To the people that compiled these questions, thank you!! 👏🏻👏🏻I just took the test and got 20/20. I watched this video multiple times and it really helped me know so many details I missed out …
To the people that compiled these questions, thank you!! 👏🏻👏🏻I just took the test and got 20/20. I watched this video multiple times and it really helped me know so many details I missed out when reading discover Canada. If you’re in doubt, don’t be. This is an excellent resource that can get you to pass the test in one sitting!
Identity Attack0.0017666477
Insult0.0068098716
Profanity0.00993805
Threat0.006162008
Severe Toxicity0.00046730042
Low Tox 0.007602467 Constructive 0.685 Solidarity
Dec 27, 2025 11 likes Canadian Citizenship Test 2025 – …

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.