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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: "why is everyone in canada …" 192 comments · Page 8 of 8
I get what people are saying in regards to the more recent influx BUT for everyone talking about deportation……..you DO REALIZE THAT all of us who aren’t Native ARE immigrants & at some point we …
I get what people are saying in regards to the more recent influx BUT for everyone talking about deportation……..you DO REALIZE THAT all of us who aren’t Native ARE immigrants & at some point we or our ancestors did this to the Native people. Just think about it & again I get WHY people feel that way but we ALL essentially took Canada from the Native people so we ALL as a country NEED to do better!!!! 👍🙂
Identity Attack0.025806036
Insult0.01617693
Profanity0.010706633
Threat0.006317357
Severe Toxicity0.0014972687
Low Tox 0.046368107 Constructive 0.722 Moral_Argument
Aug 28, 2025 Why Canadians Are Turning Against …
why is everyone in canada a great value jordan peterson or Sagar?
why is everyone in canada a great value jordan peterson or Sagar?
Identity Attack0.01756594
Insult0.019934712
Profanity0.011133623
Threat0.006194372
Severe Toxicity0.0013828278
Low Tox 0.044883765 Low Con 0.229 Question
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Actual the reason Ukrainian were brought in was they were successful at farming in Chernozem/black soil that appears in both the Steppe region of Ukraine and the Prairies region of Canada. Up to very recent …
Actual the reason Ukrainian were brought in was they were successful at farming in Chernozem/black soil that appears in both the Steppe region of Ukraine and the Prairies region of Canada. Up to very recent everyone who is here is here for a reason, whether it was the points system or informal economic reason in the more distant past.
Identity Attack0.027413858
Insult0.01625293
Profanity0.011902207
Threat0.0062979385
Severe Toxicity0.001411438
Low Tox 0.04315203 Constructive 0.52 Comparative_Framing
Jun 16, 2025 19 likes How Canada broke its immigration …
Canadians, this problem has been going on for a long time, but only now are you waking up. When I arrived in Canada in 2017, I was shocked to start English classes at a public …
Canadians, this problem has been going on for a long time, but only now are you waking up. When I arrived in Canada in 2017, I was shocked to start English classes at a public school. Only my friend and I were paying CAD 1,000 per month to study, while everyone (refugees) paid nothing to study and received CAD 500 per person, plus rent.
Identity Attack0.024801146
Insult0.015644927
Profanity0.010296722
Threat0.0058707283
Severe Toxicity0.0010061264
Low Tox 0.039935954 Constructive 0.684
Sep 12, 2025 1 likes Why Canadians Are Turning Against …
This documentary starts on a very partisan note, but it doesn't end on one. I don't speak for all Hindus, but when I lived in Australia, my values told me to integrate and treat everyone …
This documentary starts on a very partisan note, but it doesn't end on one. I don't speak for all Hindus, but when I lived in Australia, my values told me to integrate and treat everyone equal. Now I am back living in India with a global perspective and renewed respect for world cultures. Yes, Canada has had a lot on unchecked unskilled immigration which is bound to cause issues- but I'd like to believe, and my Hindu faith teaches me, that people are inherently good.
Identity Attack0.035074018
Insult0.014580919
Profanity0.012585391
Threat0.0064079775
Severe Toxicity0.0012493134
Low Tox 0.03969839 Constructive 0.872 Personal_Narrative
Sep 19, 2025 79 likes Inside Canada's Indian Metropolis (Brampton)
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)
For everyone not in Canada, the guy on the bike is how 90 percent of Canadians feel. Some are to nice to say it and others speak freely like bike guy.
For everyone not in Canada, the guy on the bike is how 90 percent of Canadians feel. Some are to nice to say it and others speak freely like bike guy.
Identity Attack0.013546381
Insult0.016632931
Profanity0.011082385
Threat0.0062396824
Severe Toxicity0.0009822845
Low Tox 0.034277402 Constructive 0.59 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada simply must admit everyone who desires to immigrate.
Canada simply must admit everyone who desires to immigrate.
Identity Attack0.018068384
Insult0.00983089
Profanity0.010655395
Threat0.0066733654
Severe Toxicity0.0009965897
Low Tox 0.030977672 Low Con 0.219 Moral_Argument
Feb 17, 2026 Canada's tighter immigration policy divides …
Thank you for doing a video on this!! I’m Canadian and I I love everyone, but this is really what Canada is like now…. It’s changed a lot.
Thank you for doing a video on this!! I’m Canadian and I I love everyone, but this is really what Canada is like now…. It’s changed a lot.
Identity Attack0.014752249
Insult0.0113889
Profanity0.014874061
Threat0.007883795
Severe Toxicity0.0017356873
Low Tox 0.026617315 Constructive 0.603 Fear_Threat
Feb 9, 2026 2 likes Inside Canada's Indian Invasion...
Canada has no ICE so everyone is staying
Canada has no ICE so everyone is staying
Identity Attack0.0065856185
Insult0.009564889
Profanity0.010211324
Threat0.0061878995
Severe Toxicity0.0007724762
Low Tox 0.017466826 Low Con 0.239 Unverified_Claim
Jan 20, 2026 2 likes 2.9 million Canadian temporary visas …
The beautiful, friendly, warm, and inviting Indian culture flower in Canada, with everyone working hard. God bless everyone!
The beautiful, friendly, warm, and inviting Indian culture flower in Canada, with everyone working hard. God bless everyone!
Identity Attack0.008620501
Insult0.008044879
Profanity0.012312118
Threat0.006686311
Severe Toxicity0.0010442734
Low Tox 0.01419965 Constructive 0.612 Solidarity
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
This is why our government services are maxed out, housing cost etc.. it affects everyone in Canada one way or another.
This is why our government services are maxed out, housing cost etc.. it affects everyone in Canada one way or another.
Identity Attack0.0034038029
Insult0.008253881
Profanity0.009212166
Threat0.00598724
Severe Toxicity0.0005221367
Low Tox 0.011874928 Constructive 0.542 Economic_Argument
Sep 30, 2025 1 likes IRCC Names India in Study …
Thanks a lot to all you created this test. God bless you! I got 18 out of 20! I read the book 2 times and listened to all 414 questions 3 times. My advice to …
Thanks a lot to all you created this test. God bless you! I got 18 out of 20! I read the book 2 times and listened to all 414 questions 3 times. My advice to test takers to read official Discover Canada book and watch only this video. Don’t do any other tests just this video! Good luck to everyone!
Identity Attack0.0022013725
Insult0.0066863713
Profanity0.010706633
Threat0.006686311
Severe Toxicity0.0006723404
Low Tox 0.007979449 Constructive 0.651
Dec 13, 2025 16 likes Canadian Citizenship Test 2025 – …
I wrote my citizenship test 20/20 today. While the questions in the actual test were not the same as this video, this video helped me to review and prepare with confidence. I read the discover …
I wrote my citizenship test 20/20 today. While the questions in the actual test were not the same as this video, this video helped me to review and prepare with confidence. I read the discover Canada guide cover to cover thrice and went over this quiz twice. What really helped is that this quiz refers you to the exact line and the page of the handbook which helped a lot in preparation. Good luck everyone!
Identity Attack0.0022846176
Insult0.00648687
Profanity0.010108846
Threat0.006375613
Severe Toxicity0.00057935715
Low Tox 0.006942749 Constructive 0.743 Personal_Narrative
Mar 1, 2026 1 likes Canadian Citizenship Test 2025 – …
Just lets erase the imaginary of the US Canada border. From President Donald Trump and be the 51st state no more Tariffs k! Everyone Happy Big Family k!
Just lets erase the imaginary of the US Canada border. From President Donald Trump and be the 51st state no more Tariffs k! Everyone Happy Big Family k!
Identity Attack0.00012301827
Insult0.0017086708
Profanity0.00007761978
Threat0.00014295366
Severe Toxicity0.0000027273675
Low Tox 0.0035642376 Humor_Satire
Apr 15, 2025 2 likes
The only reason why Canada is on the list is because Canada’s immigration accepts everyone therefore the rules apply
The only reason why Canada is on the list is because Canada’s immigration accepts everyone therefore the rules apply
Identity Attack0.00031800044
Insult0.00027186234
Profanity0.00001863052
Threat0.000038987357
Severe Toxicity0.0000021811275
Low Tox 0.0009003914
Dec 11, 2025
Everyone is boycotting USA, when every fabric of Canada runs on USA technology and infrastructure. Amazon, Walmart, Google, Microsoft , apple... Why isn't anyone boycotting ROGERS XFINITY? sell your iPhone and buy a blackberry, Canada …
Everyone is boycotting USA, when every fabric of Canada runs on USA technology and infrastructure. Amazon, Walmart, Google, Microsoft , apple... Why isn't anyone boycotting ROGERS XFINITY? sell your iPhone and buy a blackberry, Canada would be a frozen wasteland still in the dark ages of it wasn't for USA.
Identity Attack0.00006577903
Insult0.00023082343
Profanity0.000020217845
Threat0.000022782564
Severe Toxicity0.000002309757
Low Tox 0.00052124116
Dec 8, 2025 13 likes

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.