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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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Search comment text, filter by category or toxicity level
Active: "You can’t make it make …" 1,431 comments · Page 53 of 58
Today March 1st 2026 I did my test and passed by 17/20 because of this video and reading the book. Just wanna say a big THANK YOU to you for making this possible for me. …
Today March 1st 2026 I did my test and passed by 17/20 because of this video and reading the book. Just wanna say a big THANK YOU to you for making this possible for me. The test is quite easier than I expected tbh
Identity Attack0.00725158
Insult0.010210892
Profanity0.025087673
Threat0.009385503
Severe Toxicity0.0025177002
Low Tox 0.029563503 Constructive 0.632 Personal_Narrative
Mar 1, 2026 3 likes Canadian Citizenship Test 2025 – …
When Justin Trudeau went to India and played dress up a few years ago I can only imagine what sort of deals he was making for Canadian corporations
When Justin Trudeau went to India and played dress up a few years ago I can only imagine what sort of deals he was making for Canadian corporations
Identity Attack0.010581387
Insult0.015416925
Profanity0.010911589
Threat0.0061425893
Severe Toxicity0.000872612
Low Tox 0.029327808 Moderate Con 0.309 Unverified_Claim
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
An Uber driver was upset while telling me that he has family who have lived in the country for over 10 years but still refuse to learn English. They seem to want the benefits of …
An Uber driver was upset while telling me that he has family who have lived in the country for over 10 years but still refuse to learn English. They seem to want the benefits of living here, but not to embrace the culture that makes this country great. It feels like we’re losing a battle most people didn’t even realize was happening. A government is meant to serve its people, yet it often feels like ours is working against us.
Identity Attack0.0063266335
Insult0.015644927
Profanity0.010774951
Threat0.0063367756
Severe Toxicity0.0007343292
Low Tox 0.029092113 Constructive 0.718 Personal_Narrative
Sep 19, 2025 3 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)
Lets make montreal canadian again
Lets make montreal canadian again
Identity Attack0.015355183
Insult0.010476895
Profanity0.013610168
Threat0.008686432
Severe Toxicity0.0019931793
Low Tox 0.02873857 Low Con 0.241 Identity_Assertion
Nov 20, 2025 20 likes Quebec Ends Economic Immigration Program …
I'm sorry, but if an individual is making <$57,000/yr they are NOT middle class; particularly with the current cost of living crisis in Canada. That income level is where middle class begins, so anything less …
I'm sorry, but if an individual is making <$57,000/yr they are NOT middle class; particularly with the current cost of living crisis in Canada. That income level is where middle class begins, so anything less than the $57k/yr is considered lower class. So, again, another indicator that the Canadian government doesn't actually care about the middle class and is fine seeing it dwindle further.
Identity Attack0.008065533
Insult0.015568925
Profanity0.011116544
Threat0.00598724
Severe Toxicity0.00076293945
Low Tox 0.02873857 Constructive 0.641
Jan 3, 2026 5 likes New rules, regulations take effect …
Make it 90% less.
Make it 90% less.
Identity Attack0.0023863618
Insult0.010400894
Profanity0.013029462
Threat0.010084574
Severe Toxicity0.0012302399
Low Tox 0.02873857 Low Con 0.168
Jan 13, 2026 New rules, regulations take effect …
Thankyou for making this video. I score 20 out of 20. Very useful
Thankyou for making this video. I score 20 out of 20. Very useful
Identity Attack0.0076215584
Insult0.011160898
Profanity0.021398475
Threat0.0104988385
Severe Toxicity0.00289917
Low Tox 0.028620722 Constructive 0.579
Nov 17, 2025 2 likes Canadian Citizenship Test 2025 – …
TAHNKYOU TYLER FOR MAKEING THIS VIDEO
TAHNKYOU TYLER FOR MAKEING THIS VIDEO
Identity Attack0.00776955
Insult0.0114269
Profanity0.02303812
Threat0.010783645
Severe Toxicity0.0036621094
Low Tox 0.028149333 Moderate Con 0.325
Jan 27, 2026 Inside Canada's Indian Invasion...
Ain't it something how not even 100 years ago when people had problems with certain people they knew how to make them leave.
Ain't it something how not even 100 years ago when people had problems with certain people they knew how to make them leave.
Identity Attack0.0035702933
Insult0.01306091
Profanity0.012073003
Threat0.0082074385
Severe Toxicity0.00096797943
Low Tox 0.028149333 Moderate Con 0.373
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
This is the system: Student immigrates to Canada on a student Visa, gets a Diploma which they use to get a Post-Graduation Work Permit, this is used to get Permanent Residence (PR). After 3 years …
This is the system: Student immigrates to Canada on a student Visa, gets a Diploma which they use to get a Post-Graduation Work Permit, this is used to get Permanent Residence (PR). After 3 years apply for Citizenship, which makes it easier to bring their parents into Canada. Those parents apply for PR, then wait 3 years, after which they can also apply for Citizenship. If they are 55+ years old, they don't need to take the test or prove they can speak the English. They just apply and get become Citizens. All of this while enjoying the benefits of a Socialized Healthcare, Old Age Pension after 65+, Canada Child Benefit paid to parents with kids under 18, and more. This is not a sustainable economic model, we WILL run out of money. Technically we already have 😂
Identity Attack0.00984143
Insult0.014124917
Profanity0.01265371
Threat0.0065115434
Severe Toxicity0.0011348724
Low Tox 0.028149333 Constructive 0.612 Economic_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
People don't have kids because they can't afford it. Make life affordable and Canadians will have more kids. That's the best solution.
People don't have kids because they can't afford it. Make life affordable and Canadians will have more kids. That's the best solution.
Identity Attack0.0093974555
Insult0.012338906
Profanity0.009570839
Threat0.006537435
Severe Toxicity0.0010299683
Low Tox 0.028149333 Moderate Con 0.395 Economic_Argument
Aug 25, 2025 672 likes Why Canadians Are Turning Against …
Education is a Migration Pathway that is why education has increasingly become a gateway for migration, especially in countries like Canada, the UK, Australia, and New Zealand. These countries benefit in multiple ways: Economic gains …
Education is a Migration Pathway that is why education has increasingly become a gateway for migration, especially in countries like Canada, the UK, Australia, and New Zealand. These countries benefit in multiple ways: Economic gains from international tuition fees. Young labor to support aging populations. Potential future immigrants who are already educated and adapted to the country. Governments often design these systems intentionally — international students are part of their immigration and economic growth strategies, not just passive victims or actors. India has a massive, educated, English-speaking population. India has the largest pool of college graduates who are English-proficient, making them eligible and attractive for global mobility. Canadian colleges and universities actively recruit in India because it's a guaranteed market. Some Canadians have prioritized volume over quality, which has led to systemic issues. You are not alone England, Australia and New Zealand are milking Indians too
Identity Attack0.011321344
Insult0.013592913
Profanity0.011765569
Threat0.0063885585
Severe Toxicity0.0011014938
Low Tox 0.02779579 Constructive 0.646
Oct 2, 2025 IRCC Names India in Study …
Make Canada CANADIAN again
Make Canada CANADIAN again
Identity Attack0.014149316
Insult0.010818896
Profanity0.013336895
Threat0.007586042
Severe Toxicity0.0018978119
Low Tox 0.02779579 Low Con 0.245
Nov 5, 2025 IRCC Names India in Study …
As a multi-generational, born-and-raised Canadian citizen. Recently, I have been unemployed for 1 year and 2 months, which is the longest I have ever gone without a job in my entire life. My EI has …
As a multi-generational, born-and-raised Canadian citizen. Recently, I have been unemployed for 1 year and 2 months, which is the longest I have ever gone without a job in my entire life. My EI has run out, and during this stressful time, I have only had 4 actual interviews with real human beings. I am also a caregiver for both of my parents, and working remotely has been my profession for the last 7 years. Remote work allows me to both care for them and bring in a full-time income. Despite having 30 years of customer service experience, I find myself being overlooked. Many companies now use AI to prescreen resumes, so if your resume isn’t ATS-friendly, it often never gets seen by a human. Even if you make it past that stage, there are endless AI-driven assessments before you even have a chance to speak with someone. And when you finally do, it’s often yet another layer of screening rather than a real interview. I know I bring value — I consistently receive compliments from customers across cultures for speaking clearly, precisely, and making their experience enjoyable. Yet I find myself competing with younger candidates who can work longer hours, or new immigrants that companies often prioritize, sometimes with government incentives. At 55, I feel like I’m being overlooked despite my proven skills and professionalism. Right now, I live with my retired parents and should be caring for them. Instead, my father is helping me pay my bills so I don’t ruin the credit I worked so hard to build. If I don’t secure a job soon, I fear I’ll lose everything else I’ve managed to hold onto. The stress is overwhelming — I cry daily, and on top of everything, I also face health issues of my own, but I have no space to focus on them because survival takes priority. Canada today feels very different from the country I grew up in. Since the pandemic, things have become harder in every way — jobs, housing, and simply living. Even if I manage to secure work, rent alone now takes up nearly 75% of what I’d earn, not even including other basic bills. It’s disheartening to feel like no matter how hard I push, I can’t get ahead.
Identity Attack0.006474625
Insult0.015796926
Profanity0.014293353
Threat0.0064079775
Severe Toxicity0.0012207031
Low Tox 0.027560094 Constructive 0.813 Personal_Narrative
Aug 28, 2025 Why Canadians Are Turning Against …
Please don't believe this report. I am from Canada, This issue is not dividing us at all . In fact the overwhelming majority agrees immigration numbers of recent years are unsustainable .These policies to cut …
Please don't believe this report. I am from Canada, This issue is not dividing us at all . In fact the overwhelming majority agrees immigration numbers of recent years are unsustainable .These policies to cut immigration are driven by public pressure on the government..Fr24 is cherry picking and make it sound like there is huge backlash to these cuts.
Identity Attack0.009545447
Insult0.011996903
Profanity0.010006369
Threat0.006589218
Severe Toxicity0.0007581711
Low Tox 0.027324399 Constructive 0.799 Policy_Critique
Feb 11, 2026 467 likes Canada's tighter immigration policy divides …
The big winner here is the Century initiative Rich bankers and land developers are making money handover fist I own quite a bit of land, so I’m doing well myself I guess 😆
The big winner here is the Century initiative Rich bankers and land developers are making money handover fist I own quite a bit of land, so I’m doing well myself I guess 😆
Identity Attack0.003144818
Insult0.013782915
Profanity0.013644327
Threat0.006647474
Severe Toxicity0.0009393692
Low Tox 0.026617315 Moderate Con 0.391 Economic_Argument
Feb 26, 2026 1 likes Canada's tighter immigration policy divides …
I am a skilled immigrant, an auditor by profession for 16 years. I climbed up the ladder from a junior auditor to department head before I left for Canada late last year. I've submitted hundreds …
I am a skilled immigrant, an auditor by profession for 16 years. I climbed up the ladder from a junior auditor to department head before I left for Canada late last year. I've submitted hundreds of job applications to date and I only got a response. I have no choice but to take that job in fastfood restaurant just to make a living. Don't worry, if I still don't get a job aligned to my profession in few months, I will leave. I'm tired..
Identity Attack0.009027477
Insult0.0113509
Profanity0.01174849
Threat0.006861079
Severe Toxicity0.00094890594
Low Tox 0.026499467 Constructive 0.758 Personal_Narrative
Jul 1, 2025 3 likes How Canada broke its immigration …
I stayed in an airb&b recently where two of the residents were fresh from India and somehow in the military in Trenton and Quebec. Make it make sense
I stayed in an airb&b recently where two of the residents were fresh from India and somehow in the military in Trenton and Quebec. Make it make sense
Identity Attack0.012240025
Insult0.0114269
Profanity0.011560614
Threat0.0070034824
Severe Toxicity0.0011062622
Low Tox 0.02638162 Moderate Con 0.491 Question
Mar 3, 2026 Inside Canada's Indian Invasion...
A balanced Canada will make all happy I have sent nearly 600 resumes no succeed can’t find a job/affordable housing sleeping in my Car 😔
A balanced Canada will make all happy I have sent nearly 600 resumes no succeed can’t find a job/affordable housing sleeping in my Car 😔
Identity Attack0.0050687063
Insult0.012224905
Profanity0.010313802
Threat0.0070164283
Severe Toxicity0.0010681152
Low Tox 0.025910228 Constructive 0.618 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Make canada part of usa. All issues solved
Make canada part of usa. All issues solved
Identity Attack0.013144426
Insult0.009640889
Profanity0.011219022
Threat0.007935578
Severe Toxicity0.001335144
Low Tox 0.025910228 Low Con 0.201
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
I am in talks with an immigration lawyer for help in getting in and eventually citizenship. This video is an amazing resource. Thank you for making it. I will have to comment again when I …
I am in talks with an immigration lawyer for help in getting in and eventually citizenship. This video is an amazing resource. Thank you for making it. I will have to comment again when I take the test. ❤
Identity Attack0.012641981
Insult0.009678889
Profanity0.01627459
Threat0.008065036
Severe Toxicity0.0015068054
Low Tox 0.025792383 Constructive 0.685 Personal_Narrative
Jun 12, 2025 5 likes Canadian Citizenship Test 2025 – …
Thank you for making this video.
Thank you for making this video.
Identity Attack0.00828752
Insult0.0105148945
Profanity0.022149978
Threat0.010964886
Severe Toxicity0.0029945374
Low Tox 0.02543884 Moderate Con 0.424 Meta_Commentary
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
"we are making food, this one is food, this one is also food" brilliant
"we are making food, this one is food, this one is also food" brilliant
Identity Attack0.0032743104
Insult0.0115029
Profanity0.013371054
Threat0.006912862
Severe Toxicity0.0013065338
Low Tox 0.025085296 Low Con 0.273 Humor_Satire
Nov 13, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
Good, just make sure the ones which are of value for Canada stay.
Good, just make sure the ones which are of value for Canada stay.
Identity Attack0.010803374
Insult0.012262905
Profanity0.010091767
Threat0.0070034824
Severe Toxicity0.001039505
Low Tox 0.025085296 Low Con 0.282 Policy_Critique
Jan 20, 2026 2.9 million Canadian temporary visas …

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.