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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 #}

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Active: "Like all these other places …" 186 comments · Page 8 of 8
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 …
UK has places like this in London, Birmingham, Leicester, Harrow, Hounslow, Brent,Slough. Come to think of it majority of the UK 🤔 🤣
UK has places like this in London, Birmingham, Leicester, Harrow, Hounslow, Brent,Slough. Come to think of it majority of the UK 🤔 🤣
Identity Attack0.014249804
Insult0.013820915
Profanity0.018802373
Threat0.007314181
Severe Toxicity0.0017356873
Low Tox 0.035220183 Moderate Con 0.499 Comparative_Framing
Feb 23, 2026 1 likes Inside Canada's Indian Invasion...
In Victoria Australia we have a place like this , Craigieburn
In Victoria Australia we have a place like this , Craigieburn
Identity Attack0.009064475
Insult0.01306091
Profanity0.01846078
Threat0.009204263
Severe Toxicity0.002336502
Low Tox 0.034277402 Moderate Con 0.316 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Deportation is always expensive. Using the numbers in this video, it's over $4k per deportee. The real problem is that too many are let into Canada in the first place. As well, it sounds like …
Deportation is always expensive. Using the numbers in this video, it's over $4k per deportee. The real problem is that too many are let into Canada in the first place. As well, it sounds like they are mainly going after refugee claimants, but there are similarly large, if not larger, numbers of TFWs and international "students" (who are not really students) with expired visas.
Identity Attack0.014450782
Insult0.012756908
Profanity0.010296722
Threat0.006382086
Severe Toxicity0.0008869171
Low Tox 0.032863233 Constructive 0.683
Dec 30, 2025 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)
The one thing I can’t understand is how an international student from India can work without a social insurance number in Canada.They don’t have social insurance numbers in India.So places like Tim Hortons,Circle K and …
The one thing I can’t understand is how an international student from India can work without a social insurance number in Canada.They don’t have social insurance numbers in India.So places like Tim Hortons,Circle K and almost every fast food restaurant lets them work there without having Canadian taxes taking off their checks.Plus what happen to that box on most applications where it says are you legally allowed to work in Canada.
Identity Attack0.02238941
Insult0.0116169015
Profanity0.010074687
Threat0.005809236
Severe Toxicity0.0009393692
Low Tox 0.030388435 Constructive 0.616
Dec 14, 2025 How Canada broke its immigration …
I think ill move here. I like this place. looks peaceful.
I think ill move here. I like this place. looks peaceful.
Identity Attack0.0055496786
Insult0.009868891
Profanity0.017777596
Threat0.009799767
Severe Toxicity0.0017547607
Low Tox 0.03015274 Moderate Con 0.468
Dec 5, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
🇨🇦🇨🇦🇨🇦Looks awesome man prayer places jam packed , community making food for all giving them warm free meal , small business thriving , elder people look way better and looks like their children are taking …
🇨🇦🇨🇦🇨🇦Looks awesome man prayer places jam packed , community making food for all giving them warm free meal , small business thriving , elder people look way better and looks like their children are taking well care of them, divorce rate is lowest in the nation it really looks like a great city to move and raise your kids ❤❤❤❤
Identity Attack0.00776955
Insult0.011996903
Profanity0.01620627
Threat0.0071588317
Severe Toxicity0.0019741058
Low Tox 0.028856417 Constructive 0.7 Solidarity
Sep 19, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Yes they wowk for caha and like that gentleman said there will be at least 10 of them living in the same place minimum
Yes they wowk for caha and like that gentleman said there will be at least 10 of them living in the same place minimum
Identity Attack0.0051797
Insult0.010818896
Profanity0.012995303
Threat0.0070034824
Severe Toxicity0.0010538101
Low Tox 0.023317585 Moderate Con 0.408 Unverified_Claim
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
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 …
So sad 😢 I remember going there like 25 years or so ago. It was such a great place. So clean & the people were so cool.
So sad 😢 I remember going there like 25 years or so ago. It was such a great place. So clean & the people were so cool.
Identity Attack0.0023216156
Insult0.007303875
Profanity0.012004685
Threat0.0067834044
Severe Toxicity0.000834465
Low Tox 0.010806813 Constructive 0.59 Personal_Narrative
Oct 7, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)

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.