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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: "You all are a new …" 862 comments · Page 30 of 35
Snake's new movie 🍿 Escape from Brampton
Snake's new movie 🍿 Escape from Brampton
Identity Attack0.005105704
Insult0.014732921
Profanity0.021125201
Threat0.009747985
Severe Toxicity0.0020122528
Low Tox 0.040183347 Low Con 0.243 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
So there is already 1 million Canadians without work and it's hurting our young Canadians where is the 1 million in waiting getting a job. We need new immigration laws its way out of hand.
So there is already 1 million Canadians without work and it's hurting our young Canadians where is the 1 million in waiting getting a job. We need new immigration laws its way out of hand.
Identity Attack0.018771807
Insult0.014390918
Profanity0.009733095
Threat0.0070552654
Severe Toxicity0.0011301041
Low Tox 0.039935954 Constructive 0.597 Economic_Argument
Jan 20, 2026 5 likes Why Canada’s immigration system has …
keep voting carney or whoever comes up as the new liberal leader y'all
keep voting carney or whoever comes up as the new liberal leader y'all
Identity Attack0.0047172266
Insult0.018967867
Profanity0.012995303
Threat0.007741391
Severe Toxicity0.0012207031
Low Tox 0.03969839 Low Con 0.177
Jan 13, 2026 Canada’s new rules in 2026
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 …
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 …
We have the same problem in New Zealand
We have the same problem in New Zealand
Identity Attack0.02138452
Insult0.012832909
Profanity0.014156717
Threat0.0072106146
Severe Toxicity0.0013923645
Low Tox 0.03875561 Moderate Con 0.389
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
😮isn't this a just a new form of getting conquered?
😮isn't this a just a new form of getting conquered?
Identity Attack0.0056236745
Insult0.012452906
Profanity0.02208166
Threat0.00951496
Severe Toxicity0.00207901
Low Tox 0.03828422 Low Con 0.232 Fear_Threat
Jan 27, 2026 1 likes 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)
Everything new is exciting until it's not!
Everything new is exciting until it's not!
Identity Attack0.0034592997
Insult0.012642908
Profanity0.01846078
Threat0.00899713
Severe Toxicity0.0014400482
Low Tox 0.038048524 Moderate Con 0.33
Jan 27, 2026 Inside Canada's Indian Invasion...
Let's hope they dont fall into the new fast teack list with experience or they'll be fast tracked into citizenship
Let's hope they dont fall into the new fast teack list with experience or they'll be fast tracked into citizenship
Identity Attack0.006770608
Insult0.013668913
Profanity0.0118680475
Threat0.010110466
Severe Toxicity0.0013065338
Low Tox 0.037577134 Low Con 0.252 Policy_Critique
Feb 18, 2026 Canadian immigration officers investigating hundreds …
They are just in Canada for a diploma of learning new techniques about GiftCards, CallCenter work,... which they can use back in India for a higher success in redeeming ;)
They are just in Canada for a diploma of learning new techniques about GiftCards, CallCenter work,... which they can use back in India for a higher success in redeeming ;)
Identity Attack0.02048012
Insult0.016708933
Profanity0.011082385
Threat0.006738094
Severe Toxicity0.0012207031
Low Tox 0.037577134 Moderate Con 0.439 Humor_Satire
Feb 20, 2026 1 likes Inside Canada's Indian Invasion...
My parents immigrated in the early 90s and I was born in Canada. It’s very hard to relate to the new immigrants in the last 10 years because we’re so different. The families that immigrated …
My parents immigrated in the early 90s and I was born in Canada. It’s very hard to relate to the new immigrants in the last 10 years because we’re so different. The families that immigrated in the 80s and 90s had to assimilate and become “Canadian” which in hindsight was for the best. I learned about my culture and language at home, but my parents, emphasized the importance of being “Canadian first” and being a part of society and “fitting in.” This wasn’t at all a bad thing. I learned to ski, skate, make ice lollies with snow and syrup, went camping, played sports… I feel embarrassed when Indians are looked at in this light, but its true. 90% of this new wave of immigrants on “student visas,” dont intend to actually obtain any sort of an education, instead they use it as a pathway for permanent residency. I know this because I have relatives who say this out loud behind closed doors. I don’t agree with any of it, and quite frankly it’s very embarrassing, but most of us first generation Indian Canadians feel very upset about how its all played out and the negative light in which our people are now viewed under. Personally, I agree they arent interested in becoming culturally Canadian, they just want to be in Canada for financial reasons. They stay in their groups, dont integrate and think somehow this will play out well. It isnt discrimination when your own people also feel this way. I have yet to meet a first gen Canadian who disagrees
Identity Attack0.02138452
Insult0.017088935
Profanity0.014874061
Threat0.0066215824
Severe Toxicity0.0014781952
Low Tox 0.037577134 Constructive 0.762 Personal_Narrative
Feb 3, 2026 Inside Canada's Indian Metropolis (Brampton)
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...
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 …
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 …
The great tragedy is that small town Canadian students who wish to seek opportunities in large cities, will never be able to afford to rent let alone buy… They are doomed to live in their …
The great tragedy is that small town Canadian students who wish to seek opportunities in large cities, will never be able to afford to rent let alone buy… They are doomed to live in their small towns and hold on to small dreams… Here in Vancouver, the new immigrants wish to stay in and invest in large urban areas. They have extended family support to buy the real estate. Small-town Canadians don’t have a chance in this competition.
Identity Attack0.017465452
Insult0.01632893
Profanity0.009365883
Threat0.0058804373
Severe Toxicity0.00086307526
Low Tox 0.035220183 Constructive 0.605 Economic_Argument
Jun 20, 2025 24 likes How Canada broke its immigration …
"Brampton drivers" - do we put this on the jogger list or is this a new list?
"Brampton drivers" - do we put this on the jogger list or is this a new list?
Identity Attack0.0033298072
Insult0.018452216
Profanity0.0118680475
Threat0.007145886
Severe Toxicity0.0011539459
Low Tox 0.034748793 Moderate Con 0.317 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Welcome to CHINDIA a new Indian state.
Welcome to CHINDIA a new Indian state.
Identity Attack0.021786476
Insult0.013174911
Profanity0.016889455
Threat0.008764107
Severe Toxicity0.0032615662
Low Tox 0.034277402 Low Con 0.235
Sep 19, 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 …
No healthcare for non Canadians, new citizens should pay minimum 5 years in taxes before benefiting from Universal healthcare and subsidized university.
No healthcare for non Canadians, new citizens should pay minimum 5 years in taxes before benefiting from Universal healthcare and subsidized university.
Identity Attack0.017967897
Insult0.014162917
Profanity0.009596458
Threat0.006220264
Severe Toxicity0.0011539459
Low Tox 0.03357032 Low Con 0.23 Policy_Critique
Feb 24, 2026 6 likes 'We do know that there's …
Canada is the new Southall
Canada is the new Southall
Identity Attack0.014752249
Insult0.014428918
Profanity0.013849284
Threat0.0074824756
Severe Toxicity0.0017738342
Low Tox 0.033334624 Low Con 0.272
Jan 27, 2026 Inside Canada's Indian Invasion...
new india
new india
Identity Attack0.01857083
Insult0.012604907
Profanity0.021056883
Threat0.011094344
Severe Toxicity0.0025177002
Low Tox 0.033334624 Moderate Con 0.391
Jan 28, 2026 Inside Canada's Indian Invasion...
Issue is. We are not hearing enough feedback from the average Canadian. The Canadians who dont face hardship and issues welcome all the new into Canada. I will bet that the average Canadian ( lower …
Issue is. We are not hearing enough feedback from the average Canadian. The Canadians who dont face hardship and issues welcome all the new into Canada. I will bet that the average Canadian ( lower to middle class ) would say things are fine and if we took a moment to get opinions in a couple cities or even towns in Canada ( Ontario specifically) and ask the lower to middle class we will see just how negative the impact is on us.
Identity Attack0.017967897
Insult0.0142009165
Profanity0.009920971
Threat0.006162008
Severe Toxicity0.00084400177
Low Tox 0.032863233 Constructive 0.75
Aug 31, 2025 8 likes Why Canadians Are Turning Against …
Come to New Zealand and you'll see exactly the same. Probably a similar experience in many western countries sadly
Come to New Zealand and you'll see exactly the same. Probably a similar experience in many western countries sadly
Identity Attack0.015154205
Insult0.012680908
Profanity0.012585391
Threat0.006874025
Severe Toxicity0.0011539459
Low Tox 0.032627538 Moderate Con 0.5
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
That’s the problem. The new image it’s won’t integrate into this society.
That’s the problem. The new image it’s won’t integrate into this society.
Identity Attack0.0073255757
Insult0.012528907
Profanity0.01261955
Threat0.007301235
Severe Toxicity0.0011539459
Low Tox 0.032156147 Low Con 0.218 Identity_Assertion
Sep 11, 2025 1 likes Why Canadians Are Turning Against …

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.