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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

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

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Active: "Is this what it’s like …" 2,805 comments · Page 102 of 113
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)
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 …
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...
Move if you don't like it.
Move if you don't like it.
Identity Attack0.0039402717
Insult0.012642908
Profanity0.016137952
Threat0.01101667
Severe Toxicity0.0014686584
Low Tox 0.039462693 Low Con 0.28
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Wonder what native Americans stories were like when Europeam emigrated to north America
Wonder what native Americans stories were like when Europeam emigrated to north America
Identity Attack0.021987455
Insult0.012604907
Profanity0.013780965
Threat0.0072753434
Severe Toxicity0.0013446808
Low Tox 0.039226998 Low Con 0.295 Comparative_Framing
Oct 3, 2025 29 likes Inside Canada's Indian Metropolis (Brampton)
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 …
CANADA NEEDS ICE LIKE USA
CANADA NEEDS ICE LIKE USA
Identity Attack0.017063495
Insult0.014960921
Profanity0.0147374235
Threat0.009696201
Severe Toxicity0.00289917
Low Tox 0.038991302 Low Con 0.193 Call_To_Action
Nov 13, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Visit India. You will get to see what the future of Brampton would look like. Congratulations
Visit India. You will get to see what the future of Brampton would look like. Congratulations
Identity Attack0.019475231
Insult0.0129089095
Profanity0.01579636
Threat0.009230154
Severe Toxicity0.0022697449
Low Tox 0.038991302 Moderate Con 0.444
Sep 25, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
“Its like home” dude your standing in the snow…
“Its like home” dude your standing in the snow…
Identity Attack0.0026453468
Insult0.018774498
Profanity0.0137468055
Threat0.0068869707
Severe Toxicity0.0013256073
Low Tox 0.03875561 Low Con 0.288 Humor_Satire
Feb 4, 2026 87 likes Inside Canada's Indian Invasion...
It multiplied. This should have never be allowed. It's like the country lost its own identity.
It multiplied. This should have never be allowed. It's like the country lost its own identity.
Identity Attack0.005919657
Insult0.015264924
Profanity0.0108774295
Threat0.007521313
Severe Toxicity0.0010633469
Low Tox 0.03875561 Low Con 0.249
Oct 12, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Dude on the bike was telling it like it is
Dude on the bike was telling it like it is
Identity Attack0.004328749
Insult0.015340924
Profanity0.019622196
Threat0.008764107
Severe Toxicity0.0019359589
Low Tox 0.038519915 Moderate Con 0.311 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Canadian, I like that you came and it seemed like you were actually investigating Canada and the thing you said in the title, but half way in it turns into ‘BUT WHAT ABOUT …
As a Canadian, I like that you came and it seemed like you were actually investigating Canada and the thing you said in the title, but half way in it turns into ‘BUT WHAT ABOUT U.S.A?! HOW DOES IT AFFECT US!?’ Because everything is about you guys. Bro gave us 12 minutes before it turned into ‘BUT AMERICA!’
Identity Attack0.010803374
Insult0.016556932
Profanity0.014874061
Threat0.0065115434
Severe Toxicity0.001411438
Low Tox 0.038519915 Moderate Con 0.461 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
I can tell you one thing, around the 11:00 minute mark I learned these people definitely were not let in to Canada for their singing talent or Music writing skills, it really seems like everything …
I can tell you one thing, around the 11:00 minute mark I learned these people definitely were not let in to Canada for their singing talent or Music writing skills, it really seems like everything they do, is to teach or make people run away and leave. I don't get it.
Identity Attack0.011617327
Insult0.017012933
Profanity0.011423977
Threat0.0071847234
Severe Toxicity0.0011444092
Low Tox 0.038519915 Moderate Con 0.465 Identity_Assertion
Nov 13, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
And we don't treat them like the U.S. does (ice) Merry Christmas Canada 🎄🙏❤️
And we don't treat them like the U.S. does (ice) Merry Christmas Canada 🎄🙏❤️
Identity Attack0.014852738
Insult0.015720926
Profanity0.010365041
Threat0.0066345283
Severe Toxicity0.0010871887
Low Tox 0.038519915 Moderate Con 0.471 Comparative_Framing
Dec 24, 2025 Deportations From Canada at Their …
2:00 I like this guy
2:00 I like this guy
Identity Attack0.011025362
Insult0.014504919
Profanity0.027547138
Threat0.011689849
Severe Toxicity0.003490448
Low Tox 0.038519915 Moderate Con 0.367 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
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)
Looks like London 😂
Looks like London 😂
Identity Attack0.015857628
Insult0.015036922
Profanity0.020578653
Threat0.007624879
Severe Toxicity0.0022220612
Low Tox 0.03828422 Moderate Con 0.326 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
New Zealand has the same problem its not an accident.Highly skilled migrants like gas station and liquor store employees. Theyre also realy good drivers who dont mess up the motorways by driving 30kms under the …
New Zealand has the same problem its not an accident.Highly skilled migrants like gas station and liquor store employees. Theyre also realy good drivers who dont mess up the motorways by driving 30kms under the speed limit.
Identity Attack0.019575719
Insult0.013820915
Profanity0.012243799
Threat0.0069387536
Severe Toxicity0.0012588501
Low Tox 0.037577134 Constructive 0.641
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Do like Poland!!
Do like Poland!!
Identity Attack0.01555616
Insult0.012072904
Profanity0.021876704
Threat0.0086087575
Severe Toxicity0.002861023
Low Tox 0.037577134 Moderate Con 0.437 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
The first time I arrived at Toronto Pearson airport, I was shocked . it literally looks like Delhi
The first time I arrived at Toronto Pearson airport, I was shocked . it literally looks like Delhi
Identity Attack0.016058605
Insult0.015872927
Profanity0.013644327
Threat0.006925808
Severe Toxicity0.0013828278
Low Tox 0.037577134 Moderate Con 0.39 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
This is what demographic collapse looks like.
This is what demographic collapse looks like.
Identity Attack0.008657498
Insult0.011654901
Profanity0.0128245065
Threat0.0072882893
Severe Toxicity0.0015544891
Low Tox 0.03734144 Low Con 0.186 Fear_Threat
Feb 11, 2026 Canada's tighter immigration policy divides …
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 …
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 …
That "safehouse" look like student dormitory. Looks like international students running businesses
That "safehouse" look like student dormitory. Looks like international students running businesses
Identity Attack0.011247349
Insult0.015644927
Profanity0.011577694
Threat0.006356194
Severe Toxicity0.0010585785
Low Tox 0.037105743 Low Con 0.296 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Looks just like Australia if it was cold
Looks just like Australia if it was cold
Identity Attack0.014551271
Insult0.012984909
Profanity0.017162729
Threat0.008065036
Severe Toxicity0.0022220612
Low Tox 0.037105743 Moderate Con 0.32 Comparative_Framing
Jan 27, 2026 1 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.