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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

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Active: "I wish he would of …" 37 comments · Page 2 of 2
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 …
I came here 25 years ago from India. While growing up, I would go to the terrace of my home and turn the antenna to get Cbc at night. I watched Air Farce One, the …
I came here 25 years ago from India. While growing up, I would go to the terrace of my home and turn the antenna to get Cbc at night. I watched Air Farce One, the green show, NFB and Cbc and was always fascinated with Canada. I knew then when I was 20 that I will make Canada home. I wrote my IELTS ENGLISH test, studied here with good grades. And I did. I have an amazing career and young kids. And I have loved everyday of it. I have watched rerun of trailer park boys about 10 or so times already, watched Corner gas, watch hockey, I have embraced the weather, the people and the values this nation stands for. I have travelled coast to coast and to the great north. Heck I have been to more places in Canada with my job than other Canadians who are born and raised here. Now all I see there these ignorant, entitled effs thinking they can come and change the way of life. Like how Don Cherry said, they want the milk and honey but won't respect the values. I am effing done with this immigration and the government. Steven Harper was the prime minister when I got my citizenship and it was the proudest moment of my life. I really hope Canadians wake up. I know exactly why the racism has gone up and I don't blame the Canadians at all. These clowns bought it on to themselves. I just had enough and wish things would back to how it was 20 or so years ago.
Identity Attack0.011321344
Insult0.016556932
Profanity0.019348921
Threat0.007534259
Severe Toxicity0.0019073486
Low Tox 0.032156147 Constructive 0.658
Sep 20, 2025 26 likes Inside Canada's Indian Metropolis (Brampton)
Wish you would have talked to me, i'd have quite a few choice words to say about the new 'residents'
Wish you would have talked to me, i'd have quite a few choice words to say about the new 'residents'
Identity Attack0.0055496786
Insult0.012338906
Profanity0.01354185
Threat0.0074048014
Severe Toxicity0.0010538101
Low Tox 0.02873857 Moderate Con 0.495 Identity_Assertion
Dec 29, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Wish you would come to Lodi California and do this, same issue
Wish you would come to Lodi California and do this, same issue
Identity Attack0.003884775
Insult0.012034904
Profanity0.014225035
Threat0.008582866
Severe Toxicity0.0013637543
Low Tox 0.02826718 Moderate Con 0.457 Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
Tyler I wish I new you were in Ontario, I would have loved to show you around
Tyler I wish I new you were in Ontario, I would have loved to show you around
Identity Attack0.0037367835
Insult0.011730902
Profanity0.013371054
Threat0.007974415
Severe Toxicity0.0014400482
Low Tox 0.023671126 Constructive 0.596 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
I typically do not agree with a lot of what the conservatives say, and I usually do not like anything that Michelle Rempel Garner says (or the way she says it). However, what she said …
I typically do not agree with a lot of what the conservatives say, and I usually do not like anything that Michelle Rempel Garner says (or the way she says it). However, what she said here, and the way she said it, makes complete sense. I was a bit disappointed that there are no actual numbers as to how much the government would save, but it doesn't seem like a bad idea to put the legislation in place, and whatever they save is a bonus. imho Be the Change You Wish to See in the World 💖
Identity Attack0.0040512653
Insult0.011730902
Profanity0.011697251
Threat0.0062914654
Severe Toxicity0.00074863434
Low Tox 0.021314176 Constructive 0.763 Policy_Critique
Feb 23, 2026 11 likes 'We do know that there's …
I agree with Michelle somewhat, but she doesn't need to exaggerate. It will be a lot stronger if she gives just the actual numbers. 80% of claimants are legitimate , it's not 50%. I wish …
I agree with Michelle somewhat, but she doesn't need to exaggerate. It will be a lot stronger if she gives just the actual numbers. 80% of claimants are legitimate , it's not 50%. I wish both sides would just stick to facts.
Identity Attack0.0021828737
Insult0.009678889
Profanity0.010296722
Threat0.0063238298
Severe Toxicity0.0005173683
Low Tox 0.014890783 Constructive 0.776 Policy_Critique
Feb 24, 2026 1 likes 'We do know that there's …
You go Quebec your doing the right thing 👏 i wish all of canada 🇨🇦 would do this
You go Quebec your doing the right thing 👏 i wish all of canada 🇨🇦 would do this
Identity Attack0.0040327664
Insult0.0072658747
Profanity0.011389818
Threat0.007547205
Severe Toxicity0.001039505
Low Tox 0.011686437 Constructive 0.52
Nov 24, 2025 Quebec Ends Economic Immigration Program …
wish the rest of Canada would do the same
wish the rest of Canada would do the same
Identity Attack0.0055496786
Insult0.0072658747
Profanity0.010911589
Threat0.006925808
Severe Toxicity0.000872612
Low Tox 0.011435116 Low Con 0.3 Call_To_Action
Nov 22, 2025 Quebec Ends Economic Immigration Program …
I wish Canada would serious about their border!
I wish Canada would serious about their border!
Identity Attack0.00025275192
Insult0.0003317812
Profanity0.000027042159
Threat0.000069387715
Severe Toxicity0.0000020893783
Low Tox 0.0013016874 Policy_Critique
Dec 8, 2025 11 likes
I love it visiting the States. I wish our leadership would look after our country.
I love it visiting the States. I wish our leadership would look after our country.
Identity Attack0.00017103464
Insult0.0001621939
Profanity0.000018511366
Threat0.000032327855
Severe Toxicity0.0000024132837
Low Tox 0.0005753979
Dec 9, 2025
Why is this controversial? I wish they would do that in Canada also
Why is this controversial? I wish they would do that in Canada also
Identity Attack0.00006708719
Insult0.00014965578
Profanity0.000022523074
Threat0.000024121857
Severe Toxicity0.0000021655
Low Tox 0.00039429608 Comparative_Framing
Dec 10, 2025

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.