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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: "This is the beginning of …" 92 comments · Page 3 of 4
All these problems caused by fraud, begin with a Canadian taking bribes to look the other way and RCMP&BorderPatrol found ish. The politicians are now seeking mileage as if they just found out about non …
All these problems caused by fraud, begin with a Canadian taking bribes to look the other way and RCMP&BorderPatrol found ish. The politicians are now seeking mileage as if they just found out about non compliance today. Nothing will change I am sorry.. but pockets will be lined.
Identity Attack0.034300596
Insult0.06023245
Profanity0.012926984
Threat0.007534259
Severe Toxicity0.0020885468
Low Tox 0.11305673 Moderate Con 0.353
Oct 1, 2025 IRCC Names India in Study …
anyone of any race, sexuality, gender-identity, etc. can go to a gurdwara for langar (volunteer-prepared free fresh meals 24/7). hopefully the people at the beginning of the video realize that
anyone of any race, sexuality, gender-identity, etc. can go to a gurdwara for langar (volunteer-prepared free fresh meals 24/7). hopefully the people at the beginning of the video realize that
Identity Attack0.08004672
Insult0.02012808
Profanity0.041160982
Threat0.013113883
Severe Toxicity0.004787445
Low Tox 0.11305673 Constructive 0.578
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I think the Pakistani Guy nailed it! When the economy cannot siphon people into the workforce you form a nexus to survive. It eventually evolves into a closed group that is then seen as a …
I think the Pakistani Guy nailed it! When the economy cannot siphon people into the workforce you form a nexus to survive. It eventually evolves into a closed group that is then seen as a non-integrated community. This is not unique to Canada. Usually first generation immigrants who came in the 70s, 80s and 90s (and 2000s in case of mainland Europe) were treated quite poorly, not given enough opportunities and looked down upon. But they kept their heads down and worked hard with a resolve that their children would be of equal stature. While doing so they created networks and support systems that will help them survive and eventually thrive. This network worked very well for a while untill new generation immigrants came in and became a part of the network but had no idea what went in creating that safe space to begin with. Thus the clashes!
Identity Attack0.056582913
Insult0.053791173
Profanity0.022354934
Threat0.009644418
Severe Toxicity0.003490448
Low Tox 0.112953395 Constructive 0.81
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Smell begins at 0:00
Smell begins at 0:00
Identity Attack0.0061416444
Insult0.025800243
Profanity0.055940874
Threat0.008285114
Severe Toxicity0.0040245056
Low Tox 0.10826672 Low Con 0.248 Meta_Commentary
Feb 20, 2026 1 likes Inside Canada's Indian Invasion...
It's about time, they already don't help those in need who have lived here since the beginning and they give much more to immigrants.
It's about time, they already don't help those in need who have lived here since the beginning and they give much more to immigrants.
Identity Attack0.08252834
Insult0.024640027
Profanity0.011902207
Threat0.006207318
Severe Toxicity0.0016880035
Low Tox 0.102192536 Constructive 0.543
Nov 28, 2025 Quebec Ends Economic Immigration Program …
I stand with this woman. I stand with all the people in the beginning of this video as a white man. I see other people, and they see me. You will not judge me for …
I stand with this woman. I stand with all the people in the beginning of this video as a white man. I see other people, and they see me. You will not judge me for my skin. Cause I do not judge you for yours. I acknowledge that we are different races, but we are still humans, I was raised Canadian through-and-through. To be kind of people is so deeply and rooted in my blood but then it hurts that I let people do the things they have.This woman is right We need to hold people accountable.Canada is not the country it used to be
Identity Attack0.0775651
Insult0.026702631
Profanity0.024199532
Threat0.009981008
Severe Toxicity0.0038146973
Low Tox 0.09915545 Constructive 0.817
Aug 28, 2025 2 likes Why Canadians Are Turning Against …
Give The West a Real reason to stay in this Bad Marriage and I will Listen, But they Can't. Please Note that the first 4 Premiers in Both Alberta and Saskatchewan AT 1905 were Liberals …
Give The West a Real reason to stay in this Bad Marriage and I will Listen, But they Can't. Please Note that the first 4 Premiers in Both Alberta and Saskatchewan AT 1905 were Liberals and that Explains So Much about the Bad Marriage from the beginning...
Identity Attack0.016862517
Insult0.03489272
Profanity0.012892825
Threat0.0064985976
Severe Toxicity0.0015830994
Low Tox 0.09525062 Moderate Con 0.446 Identity_Assertion
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
It wouldn’t have cost this much to deal with this had the liberal government allowed so many terrorists in at the beginning. Don’t forget the 2 Isis fighters caught in summer of 2023 who were …
It wouldn’t have cost this much to deal with this had the liberal government allowed so many terrorists in at the beginning. Don’t forget the 2 Isis fighters caught in summer of 2023 who were given papers to come into Canada in 2016 by none other than this very liberal government. Immigration minister Marc miller who is still a cabinet mp in a different position
Identity Attack0.021786476
Insult0.029273475
Profanity0.011031146
Threat0.0089712385
Severe Toxicity0.0018501282
Low Tox 0.08637348 Moderate Con 0.408 Unverified_Claim
Feb 18, 2026 7 likes Canadian immigration officers investigating hundreds …
Between immigrants and other countries that take tax money from the system is the reason why we are in the situation we are in. You may say why is that. I say the billions of …
Between immigrants and other countries that take tax money from the system is the reason why we are in the situation we are in. You may say why is that. I say the billions of dollars spent elsewhere could be spent on the people where it was taken from in the beginning. Canadians could be not living under the poverty rate or homeless or this opioid addiction do you know how much the medication cost for suboxone or methadone 375 a month. Meanwhile the cost for a prescription of hydromorphone cast 130 to 150 a month. So sick of how much money goes on this big opioid crisis and how much it could be helped. Housing homelessness could be solved. The list goes on the billions of dollars could help the Canadian people's. Mental health is at an all-time high what do you think people are going to do soon mabe look at the fires that happened purposely. Or soon to be homegrown terrorists. All because of spending tax money carelessly add not giving the citizens what they deserve. Sad butt it's inedible.
Identity Attack0.034816213
Insult0.028942931
Profanity0.013780965
Threat0.006861079
Severe Toxicity0.002117157
Low Tox 0.08320791 Constructive 0.721
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
I started laughing since the video begins 0:10
I started laughing since the video begins 0:10
Identity Attack0.008398513
Insult0.017485369
Profanity0.033144772
Threat0.010835429
Severe Toxicity0.004119873
Low Tox 0.07608539 Moderate Con 0.346 Humor_Satire
Jan 27, 2026 252 likes Inside Canada's Indian Invasion...
“ Charity begins at home” , the Canadian government should worry about helping Native Communities in Northern Canada, eradicating homelessness, drug addiction, and should stop importing poverty.
“ Charity begins at home” , the Canadian government should worry about helping Native Communities in Northern Canada, eradicating homelessness, drug addiction, and should stop importing poverty.
Identity Attack0.018168874
Insult0.026444806
Profanity0.0093915025
Threat0.007598988
Severe Toxicity0.001373291
Low Tox 0.0665887 Moderate Con 0.33 Policy_Critique
Nov 25, 2025 Quebec Ends Economic Immigration Program …
there's been big Indian communities in Ontario since the beginning of Canada
there's been big Indian communities in Ontario since the beginning of Canada
Identity Attack0.058401883
Insult0.017088935
Profanity0.017845914
Threat0.006809296
Severe Toxicity0.002002716
Low Tox 0.06381883 Moderate Con 0.334 Comparative_Framing
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Wow, they got great holidays at the taxpayers expense. Why should we have to pay for them? Don't bring them here to begin with.
Wow, they got great holidays at the taxpayers expense. Why should we have to pay for them? Don't bring them here to begin with.
Identity Attack0.014551271
Insult0.022384055
Profanity0.011526455
Threat0.008000307
Severe Toxicity0.0019836426
Low Tox 0.063027434 Moderate Con 0.337 Economic_Argument
Dec 29, 2025 Deportations From Canada at Their …
why are they coming here to begin with India is a democracy ,
why are they coming here to begin with India is a democracy ,
Identity Attack0.039972372
Insult0.018710041
Profanity0.018119188
Threat0.008077981
Severe Toxicity0.0025177002
Low Tox 0.06263174 Low Con 0.268
Aug 29, 2025 Why Canadians Are Turning Against …
This is the beginning of what they are doing to America and what they've already done to Europe, wake up Canada
This is the beginning of what they are doing to America and what they've already done to Europe, wake up Canada
Identity Attack0.026408968
Insult0.020192537
Profanity0.012551232
Threat0.009256045
Severe Toxicity0.0022506714
Low Tox 0.062236045 Low Con 0.211 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Well...we all see it, we all live it, we all know what the problem is, we all know how it came about, and we all know what has to happen...An example, can be seen, by …
Well...we all see it, we all live it, we all know what the problem is, we all know how it came about, and we all know what has to happen...An example, can be seen, by looking to the South.. We know it takes us goin out to the poles by the millions, to vote, in order to elect, who we think is best for the country,..but then we expect small groups, of only a few100, to be capable of affecting change, with such major, post electoral issues, as this. Make no mistake, this, Canada, has already become a completely different place,..it's no longer the home we knew and loved, as it was. All those aspects are gone. And this is just the beginning. Wars Will Happen, in our cities.. Yes I'm just some guy that was born here in Canada, 61yrs ago. What I'm saying, is what I've been seeing, for decades. Rules and guidelines, and laws, need to passed. If you come to a foreign country, to live,..you practice, and learn their ways, and become one with them. None of this Social Separation B.S...If you want to live as you did in the country you left, find a secluded island, or go back to where you came from. It,s not just illegals that are being a problem.
Identity Attack0.011839314
Insult0.028832749
Profanity0.01579636
Threat0.0069387536
Severe Toxicity0.001707077
Low Tox 0.058737632 Constructive 0.793 Fear_Threat
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
Yeah well, it never should have been like this to begin with! This cost should be covered by liberals since it's their policies costing us!
Yeah well, it never should have been like this to begin with! This cost should be covered by liberals since it's their policies costing us!
Identity Attack0.012943448
Insult0.024897853
Profanity0.01220964
Threat0.006809296
Severe Toxicity0.0012397766
Low Tox 0.05725329 Low Con 0.285
Dec 26, 2025 Deportations From Canada at Their …
Canada 🇨🇦 has undergone RADICAL demographic shifts & that reality is wholly diruptive if I’m putting it lightly. The USA 🇺🇸 has seen quite a bit of this as well. Our only hope is to …
Canada 🇨🇦 has undergone RADICAL demographic shifts & that reality is wholly diruptive if I’m putting it lightly. The USA 🇺🇸 has seen quite a bit of this as well. Our only hope is to dissolve the H-1B & related programs, then begin mass deporting those on Visas, plus eliminate the birthright citizenship loophole.
Identity Attack0.016963007
Insult0.018065477
Profanity0.01086035
Threat0.010447056
Severe Toxicity0.0016212463
Low Tox 0.05230548 Moderate Con 0.468 Fear_Threat
Nov 13, 2025 Inside Canada's Indian Metropolis (Brampton)
Canadians wonder why their quality of life is changing. This is only the beginning!
Canadians wonder why their quality of life is changing. This is only the beginning!
Identity Attack0.030175667
Insult0.01890341
Profanity0.009920971
Threat0.006763986
Severe Toxicity0.0015735626
Low Tox 0.050821137 Low Con 0.281
Nov 21, 2025 3 likes Thousands of refugees allowed into …
The Izzat farming begins.
The Izzat farming begins.
Identity Attack0.014852738
Insult0.016784932
Profanity0.016103793
Threat0.011715741
Severe Toxicity0.0030899048
Low Tox 0.048842013 Low Con 0.207 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
There are a lot of issues around immigration. Firstly, the IRCC filters receiving low skilled people, second most of them are located on main cities and provinces, most of the country is empty and finally …
There are a lot of issues around immigration. Firstly, the IRCC filters receiving low skilled people, second most of them are located on main cities and provinces, most of the country is empty and finally if you are gonna keep your traditions here, do it inside your four walls. I begin to understand why Québec is willing to be independent.
Identity Attack0.01857083
Insult0.019741343
Profanity0.010194245
Threat0.0062332097
Severe Toxicity0.0010919571
Low Tox 0.046120718 Constructive 0.68 Policy_Critique
Sep 6, 2025 2 likes Why Canadians Are Turning Against …
just passed the test right now, and the very first thing I wanted to do—before even telling my family—was to leave this comment. I watched the video only once, from the beginning up to question …
just passed the test right now, and the very first thing I wanted to do—before even telling my family—was to leave this comment. I watched the video only once, from the beginning up to question 215. One time only—yes, one time only. Then I took the test, and on my first attempt I passed with 15 correct answers out of 20. I honestly can’t believe it. I didn’t realize how much I knew until I was sitting there answering the questions. About 50% of them came directly from the first 215 questions in the video. I am truly, deeply grateful to everyone who worked on this video. It’s not just good—it’s amazing. After nine years of struggle with this citizenship journey, I finally feel like I can breathe… like I can fly a little. Thank you all, from the bottom of my heart. 🤍
Identity Attack0.0037922803
Insult0.020256994
Profanity0.021603432
Threat0.007573096
Severe Toxicity0.0016975403
Low Tox 0.044636376 Constructive 0.713 Personal_Narrative
Jan 25, 2026 4 likes Canadian Citizenship Test 2025 – …
Canada has changed significantly in recent years, and I believe our post-COVID immigration policies have played a major role in the challenges we’re facing today. Here’s how things went off track: Many individuals who couldn’t …
Canada has changed significantly in recent years, and I believe our post-COVID immigration policies have played a major role in the challenges we’re facing today. Here’s how things went off track: Many individuals who couldn’t pass the IELTS (English proficiency test) entered the country on visitor visas or through spousal sponsorships—some of which were questionable or fraudulent. During that time, the government was converting visitor visas into work permits with little to no scrutiny. Background checks and rejections were rare. Meanwhile, colleges rapidly expanded their intake capacity—understandably so, since international students pay three to four times more in tuition. At the same time, due to inflationary pressures, the government allowed international students to work 40 hours per week instead of the previous 20-hour limit. This created a new, ready-to-work labor force in just a year or two, heavily impacting the retail sector. As a result, a large portion of retail jobs shifted toward a single ethnic group, while many Canadian citizens found themselves sidelined. One key factor was flexibility. Many immigrant communities—particularly Indian—were more willing to accept irregular hours and last-minute shifts, often adopting a more compliant, “yes sir” attitude that employers found appealing. However, I’m already beginning to notice changes in the retail landscape, likely due to the government finally tightening immigration rules. Going forward, we don’t need to close our doors—but we do need smarter immigration policies, with proper checks and balances, to ensure fairness and sustainability for everyone.
Identity Attack0.010211408
Insult0.020772645
Profanity0.012961143
Threat0.006757513
Severe Toxicity0.0012016296
Low Tox 0.03828422 Constructive 0.779
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
We the Canadian were known to be polite and and helped each other begins an immigrant myself i feel stuck in the middle of this because we were respected in the 70's 80's 90' 20s …
We the Canadian were known to be polite and and helped each other begins an immigrant myself i feel stuck in the middle of this because we were respected in the 70's 80's 90' 20s even 2010 every thing was great but the last 10_ 15 years things have gone down the drain.
Identity Attack0.017264472
Insult0.016556932
Profanity0.012346277
Threat0.006440342
Severe Toxicity0.0010681152
Low Tox 0.035691574 Constructive 0.719 Personal_Narrative
Sep 8, 2025 1 likes Why Canadians Are Turning Against …
Being proud of one’s country is good, but discarding another nation’s (especially the one you immigrate to) culture and customs and continuing to follow your own, even considering them better, that’s when the problem begins. …
Being proud of one’s country is good, but discarding another nation’s (especially the one you immigrate to) culture and customs and continuing to follow your own, even considering them better, that’s when the problem begins. When you leave a country for the purpose of immigration, only its memories should stay with you, nothing else
Identity Attack0.019374741
Insult0.012186904
Profanity0.010723713
Threat0.0063432488
Severe Toxicity0.00089645386
Low Tox 0.035691574 Moderate Con 0.499 Moral_Argument
Feb 10, 2026 11 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.