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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: "Just to be clear…. Most …" 172 comments · Page 5 of 7
There is a clear lie in that video. Nobody is in Limbo. Mind you there is normal Federal Express entry program still happening. Meaning, that if you get selected through that program, you can immigrate …
There is a clear lie in that video. Nobody is in Limbo. Mind you there is normal Federal Express entry program still happening. Meaning, that if you get selected through that program, you can immigrate to any province of your choice - including Quebec. You can also still get bonus points for Canadian education (Quebec education does count) and Canadian work experience (if it qualifies). So the only thing that happened was, that one provincial nomination program was ended, that is all that happened. The practical problem is, that provincial nomination does give so many points, that it is a guarantee of normal express entry pull as long as you just meet criteria to enter Express entry. So provincial nominations are suitable for people that might be otherwise struggling with points (older age, less language perfection, les bonus points from education or work experience). For a disclaimer, provincial programs are based on a specific province needs and just because one was opened when you planned to go and study or work in Canada, it does not mean it will be like that forever. If an agent made you such promise, then he was misleading you. Again for those people demonstrating, nothing has changed for them other than one future option was gone. They still have their student or work permit until it expires. They also can apply into Express entry program as normal. On a side note for Canadian trying to cheer about this, be aware, such change can also mean that economy projection for next few years is not the best. so take it a warning sign. Or if we are lucky, it was found that this program was not bringing intended type of skilled worker or was heavily abused.
Identity Attack0.011691323
Insult0.07333439
Profanity0.021056883
Threat0.0068028234
Severe Toxicity0.0028800964
Low Tox 0.14950264 Constructive 0.707
Nov 23, 2025 Quebec Ends Economic Immigration Program …
Vassy clearly didn’t read the motion! Disappointing journalism on show here.
Vassy clearly didn’t read the motion! Disappointing journalism on show here.
Identity Attack0.0033298072
Insult0.0816321
Profanity0.013507691
Threat0.0062785195
Severe Toxicity0.0012493134
Low Tox 0.14950264 Low Con 0.26 Policy_Critique
Feb 25, 2026 'We do know that there's …
We need ICE here, CBSA is clearly not doing their job what a shame
We need ICE here, CBSA is clearly not doing their job what a shame
Identity Attack0.0049577127
Insult0.082619295
Profanity0.014805742
Threat0.0067057298
Severe Toxicity0.0016307831
Low Tox 0.14950264 Moderate Con 0.321 Policy_Critique
Feb 18, 2026 13 likes Canadian immigration officers investigating hundreds …
T h e beat you in child support now you think people are happy having kids? Its not the people we can clearly see what the problem is
T h e beat you in child support now you think people are happy having kids? Its not the people we can clearly see what the problem is
Identity Attack0.009619443
Insult0.032909457
Profanity0.024541125
Threat0.024753258
Severe Toxicity0.0038528442
Low Tox 0.1373533 Low Con 0.285 Unverified_Claim
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Every one of you in Canada is an immigrant or descendant of an immigrant, so please don’t do to each other what they did to your grandfathers and grandmothers! Put yourself in the place of …
Every one of you in Canada is an immigrant or descendant of an immigrant, so please don’t do to each other what they did to your grandfathers and grandmothers! Put yourself in the place of the person who just arrived and feel how much they are suffering to start a new life, find a new place, find furniture, change career and look for a new job, get the cultural shock and cold weather shock and learn how to survive the cold winter and learn a new language, and make new contacts, new friends and new families maybe… too much to handle while you are not giving a fuck about all his struggles but pushing him to change his culture automatically like if it’s magic and at the same time he is not aware why on earth is everyone against his religion or accent or way of thinking and your rejections towards them by showing clearly your attack towards them here online without shame! Those people who are escaping from wars or genocides or poverty to find a better opportunity to be able to feed their families abroad, you have no consideration for what brought them here or what they had endured and you want to let them endure more above their struggle to survive all the inconvenience in a capitalist frozen country! Please try to be nice to each other and teach one another how to live respecting one another boundaries and culture! a country with many nationalities is multicultural and multiculturalisme can’t exist with racism and discrimination. Keep the multiculturalism with the nice picture it holds which keep the country warm and colourful. Live in peace and love❤
Identity Attack0.09410924
Insult0.06285016
Profanity0.017845914
Threat0.007417747
Severe Toxicity0.0037002563
Low Tox 0.13214645 Constructive 0.735
Sep 17, 2025 1 likes Why Canadians Are Turning Against …
It's getting clear now how much you young people gave up for foreign so called student's ???
It's getting clear now how much you young people gave up for foreign so called student's ???
Identity Attack0.072601855
Insult0.04442204
Profanity0.015591404
Threat0.00666042
Severe Toxicity0.002708435
Low Tox 0.13041082 Low Con 0.294
Oct 6, 2025 IRCC Names India in Study …
Because we were raised in so much peace and we were protected so much from fighting by the ones who fought the most to get here. Through their protection and confidence that their sacrifice was …
Because we were raised in so much peace and we were protected so much from fighting by the ones who fought the most to get here. Through their protection and confidence that their sacrifice was enough....we were never taught how to fight for our rights. We were fed the lie that their sacrifice was enough. It's sad to see after 100 years all of that blood shed was still not enough. Lest we forget. We have always been treated as a company, but with respect of our growing culture. Now we are treated as a commodity, and being stripped of the culture here and replaced by people from around the world fleeing their own, but wanting to bring it here to our home. By the reverse promise that by leaving their home is going to make it better AND it hasn't and that's clear.
Identity Attack0.01191331
Insult0.06477321
Profanity0.033144772
Threat0.009566744
Severe Toxicity0.0031852722
Low Tox 0.1269396 Constructive 0.756 Identity_Assertion
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
It’s still too much. Liberal policies are far too generous and clearly do not incentivize persons entering Canada to look for gainful employment. Only Liberal minded individuals fail to see the obvious flaws in this …
It’s still too much. Liberal policies are far too generous and clearly do not incentivize persons entering Canada to look for gainful employment. Only Liberal minded individuals fail to see the obvious flaws in this way of thinking.
Identity Attack0.04048799
Insult0.0670459
Profanity0.01128734
Threat0.006155535
Severe Toxicity0.0015449524
Low Tox 0.121732734 Moderate Con 0.348 Policy_Critique
Aug 30, 2025 How much do refugees and …
Canadian here... the country is not divided, it's pretty clear that the immigration levels are not sustainable and need to be lowered
Canadian here... the country is not divided, it's pretty clear that the immigration levels are not sustainable and need to be lowered
Identity Attack0.10221587
Insult0.03070583
Profanity0.0118338885
Threat0.008298059
Severe Toxicity0.002822876
Low Tox 0.1182615 Constructive 0.554 Policy_Critique
Feb 11, 2026 668 likes Canada's tighter immigration policy divides …
Im a Canadian and honestly I've NEVER had a problem finding a job, I don't even have my highschool... I think it has to do with *which* jobs they are applying for. I get that …
Im a Canadian and honestly I've NEVER had a problem finding a job, I don't even have my highschool... I think it has to do with *which* jobs they are applying for. I get that theres an "immigration" problem, the refusal to adapt and assimilate feels like a slap in the face especially when the same few will talk I'll of the same system they benefit from. HOWEVER I don't think it's good to lump all of these problems together and dump collective blame on immigrants. For 1, all this immigration and policies have happened under a liberal government and y'all voted then in, AGAIN. - clearly you're not THAT desperate for change. 2nd. Are the ones saying they can't find work willing to work in trades? General laborers making $25-$30+++ No experience required. Tradespeople are glad to teach people willing to work hard and learn.. What about warehouse work? Apply to your 5 closest warehouses, I guarantee youll get in 1.. ALSO the government IS willing to help Canadians get little certifications like forklift, smartserve, CPR.. Career colleges can help with training (e.g - computer) as well as soft skills. So yeah, I wonder if it's people being just as picky as they were when Canada wasn't in the economical shitter it is in rn? Maybe Im far luckier or fortunate than most? Maybe expectations are too high? Maybe some stubbornly refuse assistance they are entitled to? Im not sure, but I do sympathize/empathize with you guys, I hope you all can "get through". I pray we can find solutions to this insane cost of living / broken housing market / price gouging / tiny group of business owners having a complete market control and a monopoly on everything thing we need to survive - without competition, limitations or government regulation🫩. Stay strong Canada! 💙Don't let the hate consume you!❤️ 🇨🇦We will overcome🇨🇦
Identity Attack0.09410924
Insult0.04383647
Profanity0.04867618
Threat0.009799767
Severe Toxicity0.004501343
Low Tox 0.11429678 Constructive 0.869 Personal_Narrative
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
Clearly, the guy from Poland who asked the driver" Do you have Canadian Licens? And he said no." This guy was lying blantaly because you can't even activate your Uber account without license. I am …
Clearly, the guy from Poland who asked the driver" Do you have Canadian Licens? And he said no." This guy was lying blantaly because you can't even activate your Uber account without license. I am not saying that you can look it online.
Identity Attack0.015355183
Insult0.06757036
Profanity0.015625564
Threat0.006874025
Severe Toxicity0.0020885468
Low Tox 0.11419344 Constructive 0.528
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Big business lobbying got us here, the liberals don't ever really put out a policy statement like other parties do. They really don't stand for anything. That has always been the problem, they are the …
Big business lobbying got us here, the liberals don't ever really put out a policy statement like other parties do. They really don't stand for anything. That has always been the problem, they are the "whats trending now" party. No clear core values, campaign on one thing, do another, that is why they are untrustworthy .
Identity Attack0.017063495
Insult0.06739554
Profanity0.013712646
Threat0.0064532873
Severe Toxicity0.0016403198
Low Tox 0.1140901 Moderate Con 0.404
Jun 19, 2025 1 likes How Canada broke its immigration …
There wasn't just the choice of more babies or more immigrants. There was a 3rd clear choice: less government. THAT was the correct course of action to reduce the cost of living and take the …
There wasn't just the choice of more babies or more immigrants. There was a 3rd clear choice: less government. THAT was the correct course of action to reduce the cost of living and take the tax boot off of peoples' throats so they can start families.
Identity Attack0.04306607
Insult0.035553806
Profanity0.02303812
Threat0.010809537
Severe Toxicity0.003528595
Low Tox 0.11336674 Constructive 0.561 Policy_Critique
Sep 8, 2025 2 likes Why Canadians Are Turning Against …
I am an Indian student who has struggled to get my papers done, and I have to say this: mass immigration needs to stop. Canada should allow only people who speak good English and who …
I am an Indian student who has struggled to get my papers done, and I have to say this: mass immigration needs to stop. Canada should allow only people who speak good English and who can truly contribute to this country. I am an IT student, and I worked hard to clear $120K in debt through Scotiabank. I could have taken a loan in my home country, but I chose to work here because Canada gave me everything my own country could not. I am deeply grateful for that. But when I see people from my own community walking around in flip-flops, unable to speak even one word of English, it breaks me inside. My city—Brampton—has been completely taken over, and it’s becoming harder to even drive there now. I believe Canada needs to come together and put an end to this. Enough is enough. Immigration should be about quality, not quantity.
Identity Attack0.08583717
Insult0.03710241
Profanity0.022013342
Threat0.008039144
Severe Toxicity0.0037002563
Low Tox 0.11305673 Constructive 0.764 Personal_Narrative
Sep 30, 2025 173 likes IRCC Names India in Study …
No problem with the video, but bro change the thumbnail it clearly looks like you are trying to push an agenda, Brampton is clean in the actual video
No problem with the video, but bro change the thumbnail it clearly looks like you are trying to push an agenda, Brampton is clean in the actual video
Identity Attack0.010433395
Insult0.028722567
Profanity0.029050145
Threat0.01101667
Severe Toxicity0.0043296814
Low Tox 0.112643376 Moderate Con 0.441 Meta_Commentary
Feb 3, 2026 3 likes Inside Canada's Indian Invasion...
I am afraid you are not asking the crucial question -- why did the government allow such massive immigration to Canada? Do you think the calculation of the government was to help immigrants by bringing …
I am afraid you are not asking the crucial question -- why did the government allow such massive immigration to Canada? Do you think the calculation of the government was to help immigrants by bringing in so many to Canada? Is the Canadian government truly that humane? Clearly one impetus for this mass immigration was Canadians cannot by themselves support all of the social systems -- healthcare, welfare, retirement, etc., so Canada needed immigrants who would work like drones to financially support the country. There is also the business interest. Everywhere you turn there is new high-rise being built with hundreds of apartment who do you think is going to pay the $3000 rent for those apartments? Canadians banks also love the deposits of hardworking immigrants. Don't get it twisted, immigrants have been allowed into Canada out of necessity not humanity.
Identity Attack0.052490227
Insult0.055547886
Profanity0.015967157
Threat0.0074436385
Severe Toxicity0.00289917
Low Tox 0.112540044 Constructive 0.685
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Most students enroll in pgmp courses , at Algoma university nearly half the class doesn’t speak proper English, everybody chat gpts the assignments. The teachers are sick of evaluating reports and assignments that they clearly …
Most students enroll in pgmp courses , at Algoma university nearly half the class doesn’t speak proper English, everybody chat gpts the assignments. The teachers are sick of evaluating reports and assignments that they clearly know was not written by that student. Nevertheless Algoma has minted money.
Identity Attack0.007917541
Insult0.06494803
Profanity0.01627459
Threat0.005861019
Severe Toxicity0.0012588501
Low Tox 0.112333365 Moderate Con 0.405
Oct 1, 2025 IRCC Names India in Study …
Canadians are clear we want deportations and clear locked border policy
Canadians are clear we want deportations and clear locked border policy
Identity Attack0.06795148
Insult0.021417208
Profanity0.012414595
Threat0.01187109
Severe Toxicity0.0030708313
Low Tox 0.11192002 Low Con 0.242 Identity_Assertion
Feb 12, 2026 6 likes Canada's tighter immigration policy divides …
You’re being very selective with information. It feels like you’re asking leading questions just to get the answers you already want. That’s not good journalism. Journalism should aim for objectivity, not push a specific ideology. …
You’re being very selective with information. It feels like you’re asking leading questions just to get the answers you already want. That’s not good journalism. Journalism should aim for objectivity, not push a specific ideology. And calling this an “INVASION”? That’s simply wrong. I lived in Montréal in an area with many Indian residents. They’re respectful, hard-working, have families, jobs, and contribute to society like anyone else. They don’t interfere with religion or ideology. Just tonight, during a snowstorm, an Indian neighbor came out of his home to help me clear snow off my car — purely out of kindness. That’s reality on the ground, and it deserves to be reported honestly.
Identity Attack0.0543092
Insult0.04090862
Profanity0.017094411
Threat0.006977591
Severe Toxicity0.0022029877
Low Tox 0.11181668 Constructive 0.812 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
He wants clear rules. Yeah the peoblem was we DIDN'T have clear rules. He's obscuring the fact by using "good governance" as a euphemism for nebulous immigration system that can be easily exploited
He wants clear rules. Yeah the peoblem was we DIDN'T have clear rules. He's obscuring the fact by using "good governance" as a euphemism for nebulous immigration system that can be easily exploited
Identity Attack0.019475231
Insult0.04090862
Profanity0.015932998
Threat0.0072106146
Severe Toxicity0.0017261505
Low Tox 0.11078331 Moderate Con 0.463
Nov 24, 2025 Quebec Ends Economic Immigration Program …
There's something missing here. I don't understand why people from abroad are being treated as though they are above and special. People from Canada don't even have clear pathways made for them to get wherever …
There's something missing here. I don't understand why people from abroad are being treated as though they are above and special. People from Canada don't even have clear pathways made for them to get wherever each of our aims are. What about investing in ones own citizens? What am I missing? The news presents these stories in an offensive way which fuels annoyance towards incoming. We know you're not a number but why do you have such an entitlement attitude, why do you think you deserve anything from us and why do you think you deserve to get when it means a Canadian will suffer?
Identity Attack0.043839492
Insult0.045593183
Profanity0.015864678
Threat0.007327127
Severe Toxicity0.0024414062
Low Tox 0.10956833 Constructive 0.734
Nov 22, 2025 Quebec Ends Economic Immigration Program …
Go Michelle. Sad how nobody in the Liberal government is trying to solve this massive problem in advance. Why is it the Conservatives need to hound them? Clearly the Liberals need a babysitter to get …
Go Michelle. Sad how nobody in the Liberal government is trying to solve this massive problem in advance. Why is it the Conservatives need to hound them? Clearly the Liberals need a babysitter to get them to do their jobs
Identity Attack0.018269362
Insult0.04207976
Profanity0.014054239
Threat0.007857903
Severe Toxicity0.0017929077
Low Tox 0.10913446 Low Con 0.205
Sep 30, 2025 IRCC Names India in Study …
This past summer, a group of these people were shooting live rounds off of a bridge in Muskoka... Police did absolutely nothing to them until public outrage grew. They had video evidence complete with clear …
This past summer, a group of these people were shooting live rounds off of a bridge in Muskoka... Police did absolutely nothing to them until public outrage grew. They had video evidence complete with clear faces, vehicles and license plates ....
Identity Attack0.0042732526
Insult0.015568925
Profanity0.014361672
Threat0.12996206
Severe Toxicity0.0040245056
Low Tox 0.10696511 Moderate Con 0.449 Fear_Threat
Jan 27, 2026 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)
Indian households in Canada make more on average than native Canadians. To be absolutely clear.. this is not an Indian problem its a government problem. They let in anyone who could spell their name. But …
Indian households in Canada make more on average than native Canadians. To be absolutely clear.. this is not an Indian problem its a government problem. They let in anyone who could spell their name. But before that they let in extremely intelligent and hard working folks from India who are currently upholding this country's tech industry. I know this for a fact as I am in tech and have eyes.
Identity Attack0.10221587
Insult0.024897853
Profanity0.012243799
Threat0.0063108844
Severe Toxicity0.0023078918
Low Tox 0.10175867 Constructive 0.705 Policy_Critique
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...

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.