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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: "Now I understand why Canada …" 116 comments · Page 5 of 5
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)
There are lots of programs across Canada, if Quebec doesn't many French and English speakers can move to another province easily. I don't understand the protest. As a migrant, I believe we don't need to …
There are lots of programs across Canada, if Quebec doesn't many French and English speakers can move to another province easily. I don't understand the protest. As a migrant, I believe we don't need to protest the host country of their migration
Identity Attack0.025404079
Insult0.013212911
Profanity0.010160086
Threat0.006207318
Severe Toxicity0.00096797943
Low Tox 0.038048524 Constructive 0.791 Policy_Critique
Nov 21, 2025 20 likes Quebec Ends Economic Immigration Program …
What I don't understand is why can't they make India a greater place to live? Canada is great because our ancestors fought for our rights and liberties.
What I don't understand is why can't they make India a greater place to live? Canada is great because our ancestors fought for our rights and liberties.
Identity Attack0.02439919
Insult0.012148905
Profanity0.012073003
Threat0.006440342
Severe Toxicity0.0012683868
Low Tox 0.036162965 Constructive 0.668
Nov 26, 2025 Inside Canada's Indian Metropolis (Brampton)
Please help me understand why mass migration is considered beneficial. I believe globalization has very significant drawbacks. My primary concern is for my fellow Canadians "ONLY." It seems that the increase in new residents is …
Please help me understand why mass migration is considered beneficial. I believe globalization has very significant drawbacks. My primary concern is for my fellow Canadians "ONLY." It seems that the increase in new residents is driven largely by political motives, as new migrants often support the Liberal Party due to the benefits they receive upon arrival. Both the Liberal government in Canada and the Democrats in the United States appear to be aware of this trend. Regardless of political affiliation—whether Liberal, Conservative, Green, or any other party—if my party were to adopt such a policy, I would oppose it. Canadians really need to wake up. We need responsible citizenship that upholds and strengthens our Canadian culture and values.
Identity Attack0.013948337
Insult0.016784932
Profanity0.011201942
Threat0.00636914
Severe Toxicity0.0010156631
Low Tox 0.034041706 Constructive 0.856 Identity_Assertion
Feb 17, 2026 21 likes LILLEY UNLEASHED: The fall of …
The thing you need to understand is... this is all of Canada.
The thing you need to understand is... this is all of Canada.
Identity Attack0.01756594
Insult0.013592913
Profanity0.010313802
Threat0.0061878995
Severe Toxicity0.0012779236
Low Tox 0.032627538 Low Con 0.21 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
What is Canadian culture anyway? I moved to Canada (from Italy) in 2008, got my citizenship in 2021, and I am still trying to understand what Canadian culture is. 😮 Is it like American? Please …
What is Canadian culture anyway? I moved to Canada (from Italy) in 2008, got my citizenship in 2021, and I am still trying to understand what Canadian culture is. 😮 Is it like American? Please explain. Thank you.
Identity Attack0.02048012
Insult0.011654901
Profanity0.012038844
Threat0.0062137907
Severe Toxicity0.0011348724
Low Tox 0.03109552 Constructive 0.562 Question
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
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 …
My english isn't good enough to understand clearly what she said about the 50 000 dollars. Can someone explain to me please? Did she say refugees get 50 000 Dollars as a gift to settle …
My english isn't good enough to understand clearly what she said about the 50 000 dollars. Can someone explain to me please? Did she say refugees get 50 000 Dollars as a gift to settle in Canada? Or I understood it wrong?
Identity Attack0.010951365
Insult0.011882903
Profanity0.00993805
Threat0.005964585
Severe Toxicity0.0006532669
Low Tox 0.026028076 Constructive 0.52
Nov 2, 2018 1 likes How much do refugees and …
I really don't understand why even this is a news. Its implicit that when visa is about to expire, person must leave the country applies to any country in the world. Are we really a …
I really don't understand why even this is a news. Its implicit that when visa is about to expire, person must leave the country applies to any country in the world. Are we really a nation with open borders if so they declare it and invite anyone to come and give them PR card upfront when they onboard air canada flight.
Identity Attack0.0050317086
Insult0.009279887
Profanity0.010638315
Threat0.006246155
Severe Toxicity0.0007247925
Low Tox 0.01633588 Constructive 0.574
Jan 15, 2026 18 likes 2.9 million Canadian temporary visas …
The level of entitlement is staggering. Quebec has the right to give or not to give the status, not obligation. I came to Canada legally and did all the paperwork and interviews back home. I …
The level of entitlement is staggering. Quebec has the right to give or not to give the status, not obligation. I came to Canada legally and did all the paperwork and interviews back home. I don’t understand how people come here and simply demand the PR status.
Identity Attack0.003644289
Insult0.009431887
Profanity0.009297565
Threat0.005883674
Severe Toxicity0.0004911423
Low Tox 0.0143253105 Constructive 0.641
Nov 24, 2025 Quebec Ends Economic Immigration Program …
Completed test today. 18/20. This video was a great help. This video + basic understanding of Canada's geography + voting + politics -> I am sure anyonre can PASS easily with 15+/20
Completed test today. 18/20. This video was a great help. This video + basic understanding of Canada's geography + voting + politics -> I am sure anyonre can PASS easily with 15+/20
Identity Attack0.0040512653
Insult0.007797878
Profanity0.010604155
Threat0.00636914
Severe Toxicity0.00074386597
Low Tox 0.012126249 Constructive 0.623
Oct 17, 2025 1 likes Canadian Citizenship Test 2025 – …
I recently took the test and passed (17/20). In my experience, only a few questions were similar to this video. The real test focused more on understanding concepts from the Discover Canada guide rather than …
I recently took the test and passed (17/20). In my experience, only a few questions were similar to this video. The real test focused more on understanding concepts from the Discover Canada guide rather than repeated practice questions. Still helpful for revision, but definitely prioritize the official book/guide.
Identity Attack0.0018221445
Insult0.0068003717
Profanity0.009476901
Threat0.00598724
Severe Toxicity0.00042200089
Low Tox 0.007099825 Constructive 0.733 Personal_Narrative
Mar 1, 2026 2 likes Canadian Citizenship Test 2025 – …
Canadians need to understand that these regulations also apply to foreigners coming to Canada.
Canadians need to understand that these regulations also apply to foreigners coming to Canada.
Identity Attack0.0026705156
Insult0.0004082799
Profanity0.00002867319
Threat0.000085169915
Severe Toxicity0.0000033612018
Low Tox 0.0026279856
Dec 10, 2025
I'm across twice a week, never an issue. But understandable that the Americans would increase security since the Canadian Liberal government let anyone into Canada.
I'm across twice a week, never an issue. But understandable that the Americans would increase security since the Canadian Liberal government let anyone into Canada.
Identity Attack0.00011800841
Insult0.0001926306
Profanity0.00002129382
Threat0.000029325547
Severe Toxicity0.0000021946837
Low Tox 0.0005632492
Dec 7, 2025 22 likes
This is perfect step from USA. When you say "Canadian", you need to understand and admit that the composition of "Canadian population" has changed substantially over the past few years. I wish Canada also takes …
This is perfect step from USA. When you say "Canadian", you need to understand and admit that the composition of "Canadian population" has changed substantially over the past few years. I wish Canada also takes enough security steps before getting influx. It is not the country where from you come, it is who is coming. And, if one has clean records, what should one worry?
Identity Attack0.000120073375
Insult0.00013968495
Profanity0.000021232883
Threat0.000024228715
Severe Toxicity0.0000028339366
Low Tox 0.0003879494
Dec 8, 2025 10 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.