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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: "But but but doctors and …" 133 comments · Page 5 of 6
Immigration is only good if it benifits canada. Immigrate business families, doctors, professional engineers, etc who actually contribute to our economy rather than depending on free benifits. Benifits are onky for canadians who actually need …
Immigration is only good if it benifits canada. Immigrate business families, doctors, professional engineers, etc who actually contribute to our economy rather than depending on free benifits. Benifits are onky for canadians who actually need it and not for temporary foreigners.
Identity Attack0.06749674
Insult0.024124376
Profanity0.01128734
Threat0.0063367756
Severe Toxicity0.0019931793
Low Tox 0.09828771 Constructive 0.503 Economic_Argument
Jan 15, 2026 3 likes 2.9 million Canadian temporary visas …
The best doctors in canada come from india they should thank immigration
The best doctors in canada come from india they should thank immigration
Identity Attack0.06658725
Insult0.022061773
Profanity0.01620627
Threat0.006912862
Severe Toxicity0.0029945374
Low Tox 0.09438288 Low Con 0.252
Dec 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Canadians cant find a doctor but non-citizens and refugees can game the system. Western worlds will topple on their own righteousness. Our generosity has and is being taken advantage of
Canadians cant find a doctor but non-citizens and refugees can game the system. Western worlds will topple on their own righteousness. Our generosity has and is being taken advantage of
Identity Attack0.051580742
Insult0.028281843
Profanity0.011970525
Threat0.0071588317
Severe Toxicity0.0021362305
Low Tox 0.09308127 Moderate Con 0.322 Fear_Threat
Feb 24, 2026 1 likes 'We do know that there's …
As for healthcare I was in the hospital because I had a kidney transplant but I'm a Canadian citizen born here in Alberta and I was at 55 at the time I had some autoimmune …
As for healthcare I was in the hospital because I had a kidney transplant but I'm a Canadian citizen born here in Alberta and I was at 55 at the time I had some autoimmune but anyway of a big problem is the nurses this particular nurse that would let in a person the wife of a person that was from Croatia or somewhere that was getting a kidney machine to take home on the Canadian tax dollar and the nurse would let the wife come in after hours have dinner and sleep in an extra cot every night for 2 weeks they caught her they told her she had to find other accommodations and then there's kept letting her in after the doctors and other nurses went home a lot of the problem in healthcare is because we have all immigrants now as nurses because all their people that were doing it quit because of covid
Identity Attack0.025002124
Insult0.03566399
Profanity0.021056883
Threat0.0072365063
Severe Toxicity0.0029182434
Low Tox 0.091913216 Constructive 0.78 Personal_Narrative
Feb 17, 2026 5 likes LILLEY UNLEASHED: The fall of …
Well they forced the needle and so many doctors have passed away due to the needle which is a bioweapon. Explosion of turbo cancer, clots, other diseases. Done purposely.
Well they forced the needle and so many doctors have passed away due to the needle which is a bioweapon. Explosion of turbo cancer, clots, other diseases. Done purposely.
Identity Attack0.0057346676
Insult0.02373764
Profanity0.017094411
Threat0.012233571
Severe Toxicity0.002670288
Low Tox 0.09112182 Moderate Con 0.403
Sep 8, 2025 Why Canadians Are Turning Against …
Just an FYI here, lived worked my entire adult life in Canada, 62 now and don't have a doctor, can't retire anytime soon, but my illegal immigrant neighbours get 80 thousand dollars per year and …
Just an FYI here, lived worked my entire adult life in Canada, 62 now and don't have a doctor, can't retire anytime soon, but my illegal immigrant neighbours get 80 thousand dollars per year and free EVERYTHING! I made 30 thousand working and paying for them...GAWD help us all that have put our entire lives into paying for other people and countries well being, maybe one day Canada will put me first and make sure I can afford to eat in this country
Identity Attack0.058401883
Insult0.024640027
Profanity0.012004685
Threat0.0060066585
Severe Toxicity0.0021076202
Low Tox 0.08953904 Constructive 0.716 Personal_Narrative
Feb 27, 2026 20 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
"One Edmonton immigration lawyer" should acknowledge the "real life", "genuine" "harshest stories" that are being experienced by Canadians as a result of the massive numbers of immigrants that have taken up residence here in the …
"One Edmonton immigration lawyer" should acknowledge the "real life", "genuine" "harshest stories" that are being experienced by Canadians as a result of the massive numbers of immigrants that have taken up residence here in the past ten years. Housing, jobs, health care... we've watched Canadians go homeless, jobless, and die in line to see a doctor.
Identity Attack0.03919895
Insult0.024382202
Profanity0.010313802
Threat0.010110466
Severe Toxicity0.0023078918
Low Tox 0.08083374 Constructive 0.671 Economic_Argument
Jan 17, 2026 2 likes 2.9 million Canadian temporary visas …
I was going through college in southern Ontario about half a decade ago. The faculty was alright but the one that always stuck with me was an elderly Indian man who had a PHd (what …
I was going through college in southern Ontario about half a decade ago. The faculty was alright but the one that always stuck with me was an elderly Indian man who had a PHd (what he was doing teaching at a community college, I'm not sure). He immigrated from India sometime in the 70's, I think, and sometimes told us stories about how he'd never seen electricity until he was well into adulthood. This was at the early stages of Indian mass immigration to the province, but the international students were already becoming a known problem in the school. They never spoke to anyone else, hung out in big groups together on campus, I swear most of them couldn't even speak English. They constantly cheated on everything and shared answers, I heard like 7 of them got failed for submitting identical lab reports one time. Most people knew they were a problem, but no one was comfortable saying anything. Except the Indian professor. He would publicly call them out for shit in class, berate them, shit talk them openly to other students. I've literally never seen anyone more angry about those Indian students than that Indian professor. It's not hard to see why, he busted his ass to immigrate to Canada, get work and get into a good university. He completed a doctorate, for Christ's sake. He didn't see a street light until he was 25, and worked his way to the bleeding edge of digital science. Now there's a bunch of lazy assholes invited in by the government brazenly trying to cheat their way to a degree in his goddamn class. I'd crash out too.
Identity Attack0.04796442
Insult0.025800243
Profanity0.018597418
Threat0.007793174
Severe Toxicity0.002193451
Low Tox 0.06579731 Constructive 0.707 Personal_Narrative
Feb 3, 2026 Inside Canada's Indian Invasion...
There’s no housing crisis, only an over immigration crisis disguised as other crises. There are over 500,000 illegal immigrants in Canada and 4.9 million immigrant visas expiring by the end of 2025. If all these …
There’s no housing crisis, only an over immigration crisis disguised as other crises. There are over 500,000 illegal immigrants in Canada and 4.9 million immigrant visas expiring by the end of 2025. If all these people were removed from Canada there would be no housing crisis, no shortage of doctors, no shortage of anything. Immigration crisis solved. You’re welcome.
Identity Attack0.033527173
Insult0.017356457
Profanity0.010228404
Threat0.0097738765
Severe Toxicity0.0020694733
Low Tox 0.059727192 Moderate Con 0.404
Jul 23, 2025 1 likes How Canada broke its immigration …
Its always always about attracting "doctors and engineers" whereas the overwhelming majority of Immigrants that I encounter here in AB is from low income groups. Besides of that having a degree from outside of Canada …
Its always always about attracting "doctors and engineers" whereas the overwhelming majority of Immigrants that I encounter here in AB is from low income groups. Besides of that having a degree from outside of Canada might help you to enter the country but has no practical value inside of it. All the engineers that I know here had to re-study in Canada again.
Identity Attack0.035331827
Insult0.019161236
Profanity0.010296722
Threat0.0059775305
Severe Toxicity0.0011777878
Low Tox 0.050078966 Constructive 0.719
Nov 26, 2025 Quebec Ends Economic Immigration Program …
M. Carney's plan is working as intended. We need to keep these expired temporary foreign workers here in Canada, without them, doctors and police officers would be out of work. So keeping them here creates …
M. Carney's plan is working as intended. We need to keep these expired temporary foreign workers here in Canada, without them, doctors and police officers would be out of work. So keeping them here creates more jobs. I don't care how much it costs, we can always raise taxes. On top of that, Lena Diab has great salad recipes..!
Identity Attack0.01766643
Insult0.020321451
Profanity0.012312118
Threat0.0067186756
Severe Toxicity0.0013446808
Low Tox 0.04760506 Constructive 0.837 Unverified_Claim
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Oh wait, doctors and engineers and lawyers! The entitlement in these people😂
Oh wait, doctors and engineers and lawyers! The entitlement in these people😂
Identity Attack0.0052166977
Insult0.018581128
Profanity0.016342908
Threat0.007094103
Severe Toxicity0.0015640259
Low Tox 0.044883765 Low Con 0.21 Humor_Satire
Sep 28, 2025 7 likes IRCC Names India in Study …
Talking about free education and health care, I've heard it's a disaster. Free schools are not as good as private and health care... you don't get to see the doctor physically for a long time
Talking about free education and health care, I've heard it's a disaster. Free schools are not as good as private and health care... you don't get to see the doctor physically for a long time
Identity Attack0.004846719
Insult0.018774498
Profanity0.01309778
Threat0.006738094
Severe Toxicity0.0010108948
Low Tox 0.0414203 Constructive 0.7 Unverified_Claim
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
better than other types of engineers and doctors
better than other types of engineers and doctors
Identity Attack0.011321344
Insult0.018774498
Profanity0.013268576
Threat0.0062785195
Severe Toxicity0.0010967255
Low Tox 0.040430736 Low Con 0.279 Identity_Assertion
Feb 10, 2026 Inside Canada's Indian Invasion...
They're encouraging doctors or medical immigration because they'll face a 40% shortage by 2028. Without healthcare to sustain a healthy lifestyle society collapses.
They're encouraging doctors or medical immigration because they'll face a 40% shortage by 2028. Without healthcare to sustain a healthy lifestyle society collapses.
Identity Attack0.01374736
Insult0.012870909
Profanity0.0103992
Threat0.006770459
Severe Toxicity0.0009727478
Low Tox 0.035220183 Moderate Con 0.332 Economic_Argument
Feb 19, 2026 Canada's tighter immigration policy divides …
You should see my Doctors Office
You should see my Doctors Office
Identity Attack0.003921773
Insult0.011692902
Profanity0.015557245
Threat0.0086087575
Severe Toxicity0.0014686584
Low Tox 0.03192045 Moderate Con 0.4 Personal_Narrative
Nov 22, 2025 1 likes Thousands of refugees allowed into …
Why they need only timhortons job? Why Canadians are not interested in skilled jobs like IT Doctors?
Why they need only timhortons job? Why Canadians are not interested in skilled jobs like IT Doctors?
Identity Attack0.013144426
Insult0.014960921
Profanity0.010740792
Threat0.006220264
Severe Toxicity0.0010681152
Low Tox 0.030388435 Low Con 0.204
Jan 18, 2026 2.9 million Canadian temporary visas …
Don't go to your family doctor you will have a long wait go directly in the hospital and wait and they will do all your tests you need done
Don't go to your family doctor you will have a long wait go directly in the hospital and wait and they will do all your tests you need done
Identity Attack0.0029968263
Insult0.010362893
Profanity0.013302735
Threat0.008077981
Severe Toxicity0.0013160706
Low Tox 0.027206551 Moderate Con 0.427 Personal_Narrative
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Retired canadians RNs served canada 25 to 35 yrs and can not get a Doctor. We are not training our own young canadians, look how many doctors trained in canada are foreign. Also the doctors …
Retired canadians RNs served canada 25 to 35 yrs and can not get a Doctor. We are not training our own young canadians, look how many doctors trained in canada are foreign. Also the doctors that used to migrate in 70s, 80s 90s often British Scottish, Irish, South Africans with a different work ethic and most were surgeons and anesthesiologists or obstetricians. Great skill sets.
Identity Attack0.013948337
Insult0.012224905
Profanity0.00998929
Threat0.006039023
Severe Toxicity0.0009536743
Low Tox 0.025792383 Constructive 0.717 Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
This reminds me of the Nova Scotia and new Brunswick border during covid 19!!! I live in new Brunswicks and to be allowed in Nova Scotia for end of life visit l had apply for …
This reminds me of the Nova Scotia and new Brunswick border during covid 19!!! I live in new Brunswicks and to be allowed in Nova Scotia for end of life visit l had apply for a expetion to avoid a month quarantine to dr Robert strange personality and he denied!!!! So who cares what President Donald Trump says let's arrest dr Robert strange!!!!!! Nova Scotia tooooppppppppppppppppp doctor!!!!!
Identity Attack0.00032591706
Insult0.003249761
Profanity0.00015556572
Threat0.007385208
Severe Toxicity0.000010820748
Low Tox 0.022022238
Dec 8, 2025 8 likes
Atleast these are real doctors n engineers
Atleast these are real doctors n engineers
Identity Attack0.005512681
Insult0.010856897
Profanity0.013780965
Threat0.0069646453
Severe Toxicity0.0011730194
Low Tox 0.02072494 Low Con 0.281
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I feel the same way..I paid taxes my whole life..I don’t even have a doctor..im retired I should have a doctor
I feel the same way..I paid taxes my whole life..I don’t even have a doctor..im retired I should have a doctor
Identity Attack0.0024233595
Insult0.010666896
Profanity0.012346277
Threat0.0061878995
Severe Toxicity0.0008058548
Low Tox 0.020607091 Constructive 0.552
Jan 9, 2026 1 likes Why Canadians Are Turning Against …
We need more doctors in this country.
We need more doctors in this country.
Identity Attack0.0048837173
Insult0.008918885
Profanity0.012175481
Threat0.007197669
Severe Toxicity0.0011444092
Low Tox 0.017843807 Moderate Con 0.389 Economic_Argument
Jan 14, 2026 Canada’s new rules in 2026
Engineers and doctors right? :D
Engineers and doctors right? :D
Identity Attack0.0028673338
Insult0.0088618845
Profanity0.01309778
Threat0.0065633263
Severe Toxicity0.0010156631
Low Tox 0.014765122 Moderate Con 0.343
Nov 26, 2025 Quebec Ends Economic Immigration Program …
LOT OF ENGINEERS & DOCTORS
LOT OF ENGINEERS & DOCTORS
Identity Attack0.003607291
Insult0.008405882
Profanity0.012312118
Threat0.006977591
Severe Toxicity0.0012683868
Low Tox 0.012063419 Low Con 0.282 Identity_Assertion
Jan 27, 2026 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.