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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: "If your country is so …" 3,912 comments · Page 145 of 157
It’s not multiculturalism when it’s millions from one specific country, and from a culture that does not assimilate to its host culture.
It’s not multiculturalism when it’s millions from one specific country, and from a culture that does not assimilate to its host culture.
Identity Attack0.030433474
Insult0.011692902
Profanity0.011970525
Threat0.006375613
Severe Toxicity0.0011444092
Low Tox 0.039462693 Low Con 0.223
Oct 25, 2025 9 likes Inside Canada's Indian Metropolis (Brampton)
Nice vid but this is all over the country not just one city. Not once was it mentioned that Bramptonistan is almost entirely paid for the by the Region of Peel. It's almost a welfare …
Nice vid but this is all over the country not just one city. Not once was it mentioned that Bramptonistan is almost entirely paid for the by the Region of Peel. It's almost a welfare state. As for why they let it happen because it's what they want.
Identity Attack0.011099357
Insult0.013516913
Profanity0.019758832
Threat0.007534259
Severe Toxicity0.0017642975
Low Tox 0.039462693 Constructive 0.624 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
A country without protected borders is not a country at all.
A country without protected borders is not a country at all.
Identity Attack0.011987305
Insult0.013250912
Profanity0.012243799
Threat0.006653947
Severe Toxicity0.0011348724
Low Tox 0.039226998 Low Con 0.18 Moral_Argument
Jan 5, 2026 7 likes Migrants cross into Canada near …
That was a smart call. Even the activist was speechless, with no words to finesse the new system against the stronger country's policies on illegal immigration.
That was a smart call. Even the activist was speechless, with no words to finesse the new system against the stronger country's policies on illegal immigration.
Identity Attack0.01565665
Insult0.016784932
Profanity0.010433359
Threat0.0066086366
Severe Toxicity0.00084877014
Low Tox 0.038991302 Moderate Con 0.327
Nov 24, 2025 Quebec Ends Economic Immigration Program …
I am Canadian n can’t believe the amount this country has changed the past 10 years. Absolutely bizarre. I live on my own but worn with foreign workers n might listen to foreign language in …
I am Canadian n can’t believe the amount this country has changed the past 10 years. Absolutely bizarre. I live on my own but worn with foreign workers n might listen to foreign language in my life more than English.
Identity Attack0.023796257
Insult0.0151129225
Profanity0.011423977
Threat0.0060325502
Severe Toxicity0.001115799
Low Tox 0.038991302 Constructive 0.598 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada benefits a lot from immigration, and it’s one of the main reasons the country actively encourages newcomers. Here’s a breakdown in simple terms: ✅ Benefits of Immigration for Canada Population Growth Canada has a …
Canada benefits a lot from immigration, and it’s one of the main reasons the country actively encourages newcomers. Here’s a breakdown in simple terms: ✅ Benefits of Immigration for Canada Population Growth Canada has a low birth rate, so without immigrants, the population would shrink. Immigration helps keep the workforce young and growing. Economic Growth Newcomers fill jobs, start businesses, and pay taxes. Skilled immigrants help in industries facing shortages (healthcare, tech, trucking, etc.). Diversity & Innovation Different backgrounds bring new ideas, cultural exchange, and global connections. Many successful Canadian companies were started by immigrants. Support for Aging Population Canada has many retirees. Immigrants contribute to pension plans and healthcare systems, supporting older generations. Global Reputation Canada is seen as a welcoming, multicultural country, which boosts tourism, trade, and international partnerships. ⚠️ Challenges (but still manageable) Housing demand increases
Identity Attack0.019877186
Insult0.017012933
Profanity0.012277958
Threat0.0068999166
Severe Toxicity0.0015926361
Low Tox 0.03875561 Constructive 0.672
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
I totally agree with descendants of Canada. Immigration should be limited to a certain percentage and shouldn't be encouraged more than the set percentage. Because the developed countries citizens won't get the opportunity in developing …
I totally agree with descendants of Canada. Immigration should be limited to a certain percentage and shouldn't be encouraged more than the set percentage. Because the developed countries citizens won't get the opportunity in developing countries as they would be limited to their own country or limited to other developed countries. Developed countries numbers are in fewer. Contrary to this Us and western countries should stop conflicts in other countries which would allow other countries to develop.
Identity Attack0.02138452
Insult0.016936934
Profanity0.0113727385
Threat0.007327127
Severe Toxicity0.0014591217
Low Tox 0.03875561 Constructive 0.715
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
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)
I been saying this for a long time they bringing these pay to other countries to take there place
I been saying this for a long time they bringing these pay to other countries to take there place
Identity Attack0.013244915
Insult0.014048916
Profanity0.014839902
Threat0.00704232
Severe Toxicity0.0012874603
Low Tox 0.038519915 Moderate Con 0.336 Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
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)
All I see are people who came from one country into another and created a community. Nothing different from Greek Town, Chinatown, little Italy etc. in Toronto
All I see are people who came from one country into another and created a community. Nothing different from Greek Town, Chinatown, little Italy etc. in Toronto
Identity Attack0.02238941
Insult0.0151129225
Profanity0.0117997285
Threat0.0059807673
Severe Toxicity0.0012874603
Low Tox 0.03828422 Moderate Con 0.495 Moral_Argument
Jan 26, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
If your claim was rejected you have to leave the country and try again the proper way
If your claim was rejected you have to leave the country and try again the proper way
Identity Attack0.006178642
Insult0.012566907
Profanity0.0127561875
Threat0.008505191
Severe Toxicity0.0010633469
Low Tox 0.03828422 Low Con 0.229 Policy_Critique
Feb 24, 2026 3 likes 'We do know that there's …
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 …
Here after dont get down anyone. As you need money you get down. Better developed the country from agriculture
Here after dont get down anyone. As you need money you get down. Better developed the country from agriculture
Identity Attack0.0032558115
Insult0.015796926
Profanity0.012482914
Threat0.0069646453
Severe Toxicity0.0011348724
Low Tox 0.03781283 Moderate Con 0.348 Policy_Critique
Oct 1, 2025 IRCC Names India in Study …
10 years to late... canada is already 3 world country
10 years to late... canada is already 3 world country
Identity Attack0.019776696
Insult0.015568925
Profanity0.012073003
Threat0.006912862
Severe Toxicity0.001707077
Low Tox 0.03781283 Low Con 0.191
Nov 26, 2025 Quebec Ends Economic Immigration Program …
🇨🇦 Canada and Canadians firts 🇨🇦 This country is beautiful, please don't spoil it! 🙏🏻
🇨🇦 Canada and Canadians firts 🇨🇦 This country is beautiful, please don't spoil it! 🙏🏻
Identity Attack0.009619443
Insult0.016936934
Profanity0.013883443
Threat0.0065956907
Severe Toxicity0.001039505
Low Tox 0.03781283 Constructive 0.527 Identity_Assertion
Sep 12, 2025 1 likes Why Canadians Are Turning Against …
Whats the greatest country on earth? Greenland?
Whats the greatest country on earth? Greenland?
Identity Attack0.012139536
Insult0.012984909
Profanity0.015249812
Threat0.0068416605
Severe Toxicity0.0018119812
Low Tox 0.03781283 Low Con 0.231 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
I do love canada and its culture. Even as a immigrant I had a blessing to be in a country that welcomed people. Now its getting to worst part of being that welcoming. In recent …
I do love canada and its culture. Even as a immigrant I had a blessing to be in a country that welcomed people. Now its getting to worst part of being that welcoming. In recent years I have seen and felt the humiliation I even faced even after becoming PR of this country. That jobless problem is real, very real. PM carney has to do something really serious real fast or I don’t wanna say it, you got it by now. Tc fellas.
Identity Attack0.010655383
Insult0.018581128
Profanity0.01084327
Threat0.006550381
Severe Toxicity0.001077652
Low Tox 0.03781283 Constructive 0.739 Personal_Narrative
Aug 24, 2025 12 likes Why Canadians Are Turning Against …
My son is having a hard time finding a job. He is 22 and looking for anything. I told him to leave the country and come back and claim asylum. I am sure they would …
My son is having a hard time finding a job. He is 22 and looking for anything. I told him to leave the country and come back and claim asylum. I am sure they would not say anything because there are no checks and balances in our immigration system.
Identity Attack0.017766917
Insult0.012870909
Profanity0.012073003
Threat0.006699257
Severe Toxicity0.0010681152
Low Tox 0.03781283 Constructive 0.681 Personal_Narrative
Feb 26, 2026 6 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
“Divide and Conquer for Power and Profit” by politicians and financial elites. Now playing in any western country near you.
“Divide and Conquer for Power and Profit” by politicians and financial elites. Now playing in any western country near you.
Identity Attack0.007029593
Insult0.017163089
Profanity0.011048226
Threat0.0072882893
Severe Toxicity0.0010299683
Low Tox 0.037577134 Low Con 0.142
Nov 9, 2025 Inside Canada's Indian Metropolis (Brampton)
It’s so easy, so don’t give student visas to that country citizens if they prove that they’ll break the laws here in Canada anymore
It’s so easy, so don’t give student visas to that country citizens if they prove that they’ll break the laws here in Canada anymore
Identity Attack0.014752249
Insult0.015416925
Profanity0.010518758
Threat0.0071717775
Severe Toxicity0.0010633469
Low Tox 0.03734144 Low Con 0.3 Policy_Critique
Oct 2, 2025 IRCC Names India in Study …
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 immigrated to Canada in 2020 during peak COVID. I lost my job working in the Middle East and I had my PR so it made sense moving to Canada for good. I’m a chemical …
I immigrated to Canada in 2020 during peak COVID. I lost my job working in the Middle East and I had my PR so it made sense moving to Canada for good. I’m a chemical engineer who worked in oil and gas for about 10 years in the Middle East. Once I landed in Canada, I went to work in Amazon Fullfillment Centre the week after I completed my quarantine. It was hard labor working for $16 per hour in Toronto. I worked for 10 months while working on my qualifications and engineering license. After that I was hired by an oil and gas contracting company and worked as a Trainee engineer after which I was promoted to Senior engineer in a year after I received my engineering license. I moved 4 cities in 4 years for my job. Now I am settled, own a home, got married to my long time girl friend and work at an Oil and Gas company which pays well. What I learnt through my experience is that Canada is a land of opportunities and people respect you for the work you do whatever it may be and do not judge you, all that we will have to do is work hard and improve on your skills. Integrate with the society, donate and volunteer. That’s how new immigrants can integrate. If you aren’t open minded and want to stay as you stayed in your country then you will not develop and it will hinder yours and the country’s progress.
Identity Attack0.011987305
Insult0.017292
Profanity0.018187506
Threat0.007029374
Severe Toxicity0.0017356873
Low Tox 0.037105743 Constructive 0.833 Personal_Narrative
Sep 10, 2025 Why Canadians Are Turning Against …
Intentional to cause western countries culture and citizens replacement….
Intentional to cause western countries culture and citizens replacement….
Identity Attack0.014149316
Insult0.012718908
Profanity0.01041628
Threat0.007909686
Severe Toxicity0.0012969971
Low Tox 0.036634352 Low Con 0.154 Fear_Threat
Feb 19, 2026 2 likes LILLEY UNLEASHED: The fall of …
I see nothing wrong with indians in this country, i work with them. They are good people.
I see nothing wrong with indians in this country, i work with them. They are good people.
Identity Attack0.026408968
Insult0.012490907
Profanity0.022833163
Threat0.009230154
Severe Toxicity0.002784729
Low Tox 0.036634352 Constructive 0.558 Solidarity
Jan 28, 2026 2 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.