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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

click to expand

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

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "Where do we go from …" 2,613 comments · Page 87 of 105
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 …
video started with hate vibes & ends with good vibes, loved the video, you covered both the aspects . we indian spread love whenever we go. we are not hurting anyone, please respect us & …
video started with hate vibes & ends with good vibes, loved the video, you covered both the aspects . we indian spread love whenever we go. we are not hurting anyone, please respect us & please don’t jealous from us, we learn from everyone. we respect every canadian.
Identity Attack0.013847848
Insult0.014048916
Profanity0.01627459
Threat0.0070034824
Severe Toxicity0.0014209747
Low Tox 0.039935954 Constructive 0.675
Jan 13, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
PEOPLE AMUST ENTER LEAGALLY AT PORT ENTRY WHEREVER THEY GO. THAT'S IT
PEOPLE AMUST ENTER LEAGALLY AT PORT ENTRY WHEREVER THEY GO. THAT'S IT
Identity Attack0.00984143
Insult0.011996903
Profanity0.012346277
Threat0.008090926
Severe Toxicity0.0016593933
Low Tox 0.039935954 Low Con 0.174 Policy_Critique
Feb 12, 2026 Canada's tighter immigration policy divides …
GO MARK CARNEY! The conservatives wont dare give him credit though.
GO MARK CARNEY! The conservatives wont dare give him credit though.
Identity Attack0.0075105648
Insult0.018581128
Profanity0.012926984
Threat0.0076507707
Severe Toxicity0.0010967255
Low Tox 0.03969839 Low Con 0.183
Dec 24, 2025 1 likes Deportations From Canada at Their …
Same problem as pretty much everywhere in the western world at the moment. Mass migrations occur and consist of people who REFUSE TO ASSIMILATE. You can't just go to a foreign country and behave exactly …
Same problem as pretty much everywhere in the western world at the moment. Mass migrations occur and consist of people who REFUSE TO ASSIMILATE. You can't just go to a foreign country and behave exactly like you did back home. There's different laws, social norms, cultural practices and expectations...
Identity Attack0.023595277
Insult0.013858915
Profanity0.010894509
Threat0.0062137907
Severe Toxicity0.0011873245
Low Tox 0.03969839 Constructive 0.558 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Snippet: Getting a college degree in native land should be less stressful than studying abroad -- as in studying in Canada or United States. Foreign countries and its schools would most likely have a higher …
Snippet: Getting a college degree in native land should be less stressful than studying abroad -- as in studying in Canada or United States. Foreign countries and its schools would most likely have a higher standards and expectations foreign students might find more textually challenging and tuition-costly. Immigration or Immigrant Policy is an entirely separate entry into a foreign country vs. based on student's visa, which is timed. I would go back home and finish up school there and earn back home -- visiting other land temporarily is fine, but not live with them full-time. FYI - Canada & USA are brothers biologically -- they are Anglo-Saxon and owned both countries and everything in it. be blessed. nov2025
Identity Attack0.014450782
Insult0.018258847
Profanity0.01220964
Threat0.006738094
Severe Toxicity0.0013160706
Low Tox 0.03969839 Constructive 0.759
Nov 25, 2025 Quebec Ends Economic Immigration Program …
PLENTY MORE TO GO
PLENTY MORE TO GO
Identity Attack0.0048837173
Insult0.013706914
Profanity0.017914234
Threat0.00899713
Severe Toxicity0.0023555756
Low Tox 0.039462693 Low Con 0.246 Policy_Critique
Dec 24, 2025 36 likes Deportations From Canada at Their …
Im just glad they are safe it must feel good as a man too finally get paid for the hard work they can do in a day. But I'm sure there is someone out there …
Im just glad they are safe it must feel good as a man too finally get paid for the hard work they can do in a day. But I'm sure there is someone out there that is going to take advantage of them by paying for cheap labor.
Identity Attack0.0068076057
Insult0.018967867
Profanity0.012551232
Threat0.0067057298
Severe Toxicity0.0008535385
Low Tox 0.039462693 Constructive 0.719
Sep 5, 2018 How much do refugees and …
Bot farms are going to have a field day today
Bot farms are going to have a field day today
Identity Attack0.0073255757
Insult0.0140109155
Profanity0.018665737
Threat0.009877442
Severe Toxicity0.0023269653
Low Tox 0.039462693 Low Con 0.201 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
found your channel via this video in my suggested while i was working.... really well put together video... i subed and il share. appreciate you making this content... far to few people out there arent …
found your channel via this video in my suggested while i was working.... really well put together video... i subed and il share. appreciate you making this content... far to few people out there arent awake to what the future is going to be like.
Identity Attack0.010951365
Insult0.013440913
Profanity0.026454043
Threat0.012130005
Severe Toxicity0.0030326843
Low Tox 0.038991302 Constructive 0.662
Sep 10, 2025 5 likes Why Canadians Are Turning Against …
So Canada is going to go bankrupt faster basically? Don't understand how any of this is a good thing
So Canada is going to go bankrupt faster basically? Don't understand how any of this is a good thing
Identity Attack0.008176526
Insult0.017163089
Profanity0.011355659
Threat0.007249452
Severe Toxicity0.0011396408
Low Tox 0.038519915 Low Con 0.242
Dec 23, 2019 2 likes How much do refugees and …
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)
What kind of punishment would illegal crosser suffer? Im thinkimg can we cross without going through the custom??
What kind of punishment would illegal crosser suffer? Im thinkimg can we cross without going through the custom??
Identity Attack0.0076215584
Insult0.012718908
Profanity0.012585391
Threat0.010084574
Severe Toxicity0.0014877319
Low Tox 0.03828422 Moderate Con 0.347
Oct 1, 2018 How much do refugees and …
Canada is NOT cheap..and Canada is changing overnight! crime keeps going up, not saying it's them, but something happened over the last couple years!
Canada is NOT cheap..and Canada is changing overnight! crime keeps going up, not saying it's them, but something happened over the last couple years!
Identity Attack0.011099357
Insult0.017614283
Profanity0.010996987
Threat0.0066086366
Severe Toxicity0.0012207031
Low Tox 0.03781283 Constructive 0.605 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
why would go into canada to get into the us???
why would go into canada to get into the us???
Identity Attack0.020882076
Insult0.011046898
Profanity0.01265371
Threat0.006925808
Severe Toxicity0.0013256073
Low Tox 0.037577134 Low Con 0.213 Question
Mar 3, 2026 Inside Canada's Indian Invasion...
A single rule can solve the problem, every International student should go back after completion of Post Graduate work permit, then they can apply through Express Entry, Immigration should check their credentials before letting them …
A single rule can solve the problem, every International student should go back after completion of Post Graduate work permit, then they can apply through Express Entry, Immigration should check their credentials before letting them in again
Identity Attack0.022992345
Insult0.011882903
Profanity0.0108774295
Threat0.0068999166
Severe Toxicity0.0010824203
Low Tox 0.037577134 Moderate Con 0.358 Policy_Critique
Sep 13, 2025 1 likes Why Canadians Are Turning Against …
Bro if i go to canada i am staying in canada 😂
Bro if i go to canada i am staying in canada 😂
Identity Attack0.016259583
Insult0.01313691
Profanity0.019553876
Threat0.0077802283
Severe Toxicity0.0021266937
Low Tox 0.03734144 Moderate Con 0.306 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
How's it going to get better? Only one way!!! Polievre is the only way out of this.!!!.
How's it going to get better? Only one way!!! Polievre is the only way out of this.!!!.
Identity Attack0.0032743104
Insult0.014808921
Profanity0.012858666
Threat0.00814271
Severe Toxicity0.0016117096
Low Tox 0.03734144 Moderate Con 0.356 Call_To_Action
Aug 29, 2025 2 likes Why Canadians Are Turning Against …
Could you please go to Antarctica and see what's going on there?
Could you please go to Antarctica and see what's going on there?
Identity Attack0.00673361
Insult0.011768902
Profanity0.014532468
Threat0.008841781
Severe Toxicity0.0019550323
Low Tox 0.03734144 Low Con 0.289 Humor_Satire
Feb 8, 2026 Inside Canada's Indian Invasion...
This means rents and property affordability will go up. This lawyer doesn’t care about Canadians paying close to 70% of their income twists housing as he likely clears three figures. Would he do this pro-bono? …
This means rents and property affordability will go up. This lawyer doesn’t care about Canadians paying close to 70% of their income twists housing as he likely clears three figures. Would he do this pro-bono? Probably not’
Identity Attack0.0060676485
Insult0.02012808
Profanity0.011201942
Threat0.006058442
Severe Toxicity0.0008201599
Low Tox 0.037105743 Moderate Con 0.416
Nov 24, 2025 Quebec Ends Economic Immigration Program …
Dude, go look at Canada's immigration website. Canada is actively recruiting immigrants.
Dude, go look at Canada's immigration website. Canada is actively recruiting immigrants.
Identity Attack0.02037963
Insult0.013516913
Profanity0.010740792
Threat0.006356194
Severe Toxicity0.0011110306
Low Tox 0.037105743 Low Con 0.203 Policy_Critique
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Canada is done There is NO going back I would say just give up now and accept the situation. Also canada won’t be canada in next few years it will be PANADA
Canada is done There is NO going back I would say just give up now and accept the situation. Also canada won’t be canada in next few years it will be PANADA
Identity Attack0.015455672
Insult0.013972916
Profanity0.0103992
Threat0.007340072
Severe Toxicity0.0013637543
Low Tox 0.037105743 Low Con 0.25 Fear_Threat
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Go "Bigger"or go home ... the numbers need to be MASSIVE ... not the odd 1000 here and there 🫣🍻🇬🇧🎅
Go "Bigger"or go home ... the numbers need to be MASSIVE ... not the odd 1000 here and there 🫣🍻🇬🇧🎅
Identity Attack0.0035147965
Insult0.01640493
Profanity0.012892825
Threat0.0069905366
Severe Toxicity0.0014972687
Low Tox 0.037105743 Moderate Con 0.322
Dec 26, 2025 Deportations From Canada at Their …
Hooooly moly, here we go
Hooooly moly, here we go
Identity Attack0.006363631
Insult0.012946909
Profanity0.027547138
Threat0.00951496
Severe Toxicity0.0027656555
Low Tox 0.037105743 Low Con 0.294 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Another important concern is that visa officers in certain countries who facilitated fake applications through bribery should be thoroughly investigated, while many genuine and legitimate visitor‑visa applicants — who simply wished to visit Canada and …
Another important concern is that visa officers in certain countries who facilitated fake applications through bribery should be thoroughly investigated, while many genuine and legitimate visitor‑visa applicants — who simply wished to visit Canada and enjoy places like Niagara Falls — were unfairly rejected. The full staff in these offices should be reassigned, and the approval systems and procedures should be completely overhauled to ensure transparency, accountability, and proper decision‑making going forward. Immigrants who have legitimately obtained Permanent Residence or Canadian citizenship are also facing unfair barriers, especially in the job market. Despite having full legal status, many are not even given interview opportunities, while corrupted or poorly monitored ATS systems are being exploited by bad actors. Employers — including major banks and other leading organizations — have hired temporary workers without properly verifying their status or detecting fake documentation. Canada needs a clear hiring principle: priority should be given to Canadian citizens and Permanent Residents first, and only when no qualified applicants exist should other categories be considered. LMIA approvals should be paused to prevent misuse and ensure fairness for those who have followed the legal pathway. Strengthening verification processes and enforcing employer accountability would help restore integrity and fairness in both the immigration and employment systems. Many of these immigrants have sacrificed their assets and life savings in their home countries, embraced Canada as their new motherland, and now find themselves suffering with no realistic path to return — making fairness and accountability in the system even more essential.
Identity Attack0.0071405866
Insult0.021803947
Profanity0.011646013
Threat0.006848133
Severe Toxicity0.0010585785
Low Tox 0.037105743 Constructive 0.723
Jan 4, 2026 Deportations From Canada at Their …

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.