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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: "We will work with Canada …" 607 comments · Page 23 of 25
Tables would be turned if we did this in their country. They easily forget that you still have to work in Canada
Tables would be turned if we did this in their country. They easily forget that you still have to work in Canada
Identity Attack0.025203101
Insult0.014732921
Profanity0.01086035
Threat0.006699257
Severe Toxicity0.0011968613
Low Tox 0.041915078 Moderate Con 0.348 Comparative_Framing
Sep 23, 2025 1 likes Why Canadians Are Turning Against …
Have any of you attempted to work with C&I? I did after adopting a children. 10 years ago, it was a breeze. First (and only) visitor record, valid for 2 years, with citizenship application quickly …
Have any of you attempted to work with C&I? I did after adopting a children. 10 years ago, it was a breeze. First (and only) visitor record, valid for 2 years, with citizenship application quickly processed and granted, and passport also procured in less than 1 year. Fast forward a few years. Now it was 1st visitor record, valid for 1 year. Prior to expiration, days spent trying to navigate a messed up website to submit required information and apply for extension to stay. Then wait for a year or more, to finally receive another visitor record that was valid for 6 months. Rinse and repeat. All for our adopted preschooler to legally remain in Canada. Finally, after 5+ years, citizenship was processed and granted.
Identity Attack0.0026453468
Insult0.023221988
Profanity0.015659723
Threat0.0066086366
Severe Toxicity0.0012207031
Low Tox 0.0414203 Constructive 0.798 Personal_Narrative
Jan 15, 2026 2.9 million Canadian temporary visas …
In the early 60's my wife and her family immigrated to Canada. The benefit they got were the opportunity to live and work here. Their story was the same as my (four) Grandparents. Come, work …
In the early 60's my wife and her family immigrated to Canada. The benefit they got were the opportunity to live and work here. Their story was the same as my (four) Grandparents. Come, work and don't commit crimes lest you be deported. They all got the same benefits ... the opportunity to live and work here. Too bad that;'s COMPLETELY changed.
Identity Attack0.017766917
Insult0.015568925
Profanity0.010177165
Threat0.0067057298
Severe Toxicity0.0011634827
Low Tox 0.041172907 Constructive 0.707 Personal_Narrative
Aug 25, 2025 1 likes 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)
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 brother works for immigration Canada, he said that although Carney said immigrants are deported, but in reality his government is bringing in more Asylum refugees into Canada, which means Canadians will have to take …
My brother works for immigration Canada, he said that although Carney said immigrants are deported, but in reality his government is bringing in more Asylum refugees into Canada, which means Canadians will have to take care of them with their tax dollars. Carney told the immigration workers not to tell anyone about this.
Identity Attack0.022791367
Insult0.013782915
Profanity0.010450439
Threat0.006763986
Severe Toxicity0.0010871887
Low Tox 0.03734144 Constructive 0.693
Dec 24, 2025 8 likes 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 …
Good job Tyler!!! 👏 Keep on working hard, getting the truths exposed for the better, and stay safe!!! Canada is under attack😢
Good job Tyler!!! 👏 Keep on working hard, getting the truths exposed for the better, and stay safe!!! Canada is under attack😢
Identity Attack0.011321344
Insult0.0151129225
Profanity0.010160086
Threat0.009463178
Severe Toxicity0.001335144
Low Tox 0.037105743 Constructive 0.512 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
They are starting to take a lot of union jobs as well as undercutting contractors and working for cash. I’m a contractor and it’s been getting a lot worse. People are quoting under material costs. …
They are starting to take a lot of union jobs as well as undercutting contractors and working for cash. I’m a contractor and it’s been getting a lot worse. People are quoting under material costs. Taking the money and running out of Canada with it.
Identity Attack0.0068446035
Insult0.018581128
Profanity0.010962827
Threat0.0065050707
Severe Toxicity0.0009584427
Low Tox 0.036162965 Constructive 0.539 Economic_Argument
Oct 11, 2025 IRCC Names India in Study …
My s22ultra came from Canada. Im in alabama. Ordered it off amazon sent me the wrong country. Everything has worked by why do yall not have wifi calling or 5g?
My s22ultra came from Canada. Im in alabama. Ordered it off amazon sent me the wrong country. Everything has worked by why do yall not have wifi calling or 5g?
Identity Attack0.01274247
Insult0.013972916
Profanity0.013712646
Threat0.006356194
Severe Toxicity0.0012874603
Low Tox 0.035220183 Constructive 0.581 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
I'm working full-time single women living pay cheque to pay cheque. I live in Vancouver and I can barely afford my basic living. My whole cheque goes into rent and rest in groceries. No saving, …
I'm working full-time single women living pay cheque to pay cheque. I live in Vancouver and I can barely afford my basic living. My whole cheque goes into rent and rest in groceries. No saving, no fun activities. I can’t go out, eat out, if you really think about it, it's really depressing that you're working full-time still you're not able to live your life. Canada is going down and will lose good people because of affordability issues.
Identity Attack0.010803374
Insult0.015188923
Profanity0.010945748
Threat0.0064015044
Severe Toxicity0.0010442734
Low Tox 0.035220183 Constructive 0.633
Aug 29, 2025 6 likes Why Canadians Are Turning Against …
*They are everywhere thanks to the easy access to U.S. and Canada, it will be late when those countries try to fix that!* *They come with all benefits to work the next day they arrive, …
*They are everywhere thanks to the easy access to U.S. and Canada, it will be late when those countries try to fix that!* *They come with all benefits to work the next day they arrive, Kerala, the State where most of them come to American Continent!*
Identity Attack0.017967897
Insult0.011996903
Profanity0.012892825
Threat0.0066798385
Severe Toxicity0.0013923645
Low Tox 0.034513097 Moderate Con 0.367 Fear_Threat
Feb 25, 2026 Inside Canada's Indian Invasion...
massive fan of your work, really happy to see you shining a light on the genuine invasion going on in canada right now, keep it up g
massive fan of your work, really happy to see you shining a light on the genuine invasion going on in canada right now, keep it up g
Identity Attack0.013345404
Insult0.013630914
Profanity0.011184863
Threat0.007637825
Severe Toxicity0.0015735626
Low Tox 0.034277402 Constructive 0.567
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada will work for china soon
Canada will work for china soon
Identity Attack0.019676208
Insult0.012832909
Profanity0.015044857
Threat0.008155655
Severe Toxicity0.0020694733
Low Tox 0.034277402 Low Con 0.229 Fear_Threat
Feb 11, 2026 Canada's tighter immigration policy divides …
It’s not just Canada, Australia too and it just isn’t working ☹️☹️
It’s not just Canada, Australia too and it just isn’t working ☹️☹️
Identity Attack0.014149316
Insult0.013668913
Profanity0.011970525
Threat0.0061749537
Severe Toxicity0.0010824203
Low Tox 0.034277402 Moderate Con 0.439 Comparative_Framing
Feb 8, 2026 Inside Canada's Indian Invasion...
Canada has to take these money from board officers, who allowed them to come in Canada, from immigration and refugees workers who allowed them to stay in Canada, from immigration lawyers. But not from our …
Canada has to take these money from board officers, who allowed them to come in Canada, from immigration and refugees workers who allowed them to stay in Canada, from immigration lawyers. But not from our money. People hard working every day and pay taxes not for mistakes of immigration and refugee workes. If this ministry so expensive- it is necessary to close this ministry.
Identity Attack0.016460562
Insult0.014238917
Profanity0.009545219
Threat0.0063626673
Severe Toxicity0.0009870529
Low Tox 0.033334624 Constructive 0.573
Dec 25, 2025 Deportations From Canada at Their …
So you tell me, a 5th Generation Canadian, Laid Oil Oil & Gas Alberta GAL never to get work in Calgary again; how Truedodo Bird/Carney Capone's Immigrants today BENEFIT CANADA WHEN...."Filipinos in Canada send approximately …
So you tell me, a 5th Generation Canadian, Laid Oil Oil & Gas Alberta GAL never to get work in Calgary again; how Truedodo Bird/Carney Capone's Immigrants today BENEFIT CANADA WHEN...."Filipinos in Canada send approximately $1 billion to $1.2 billion CAD annually in remittances to the Philippines. This amount remained stable even during COVID-19 pandemic, with about $1.079 billion sent between January and October 2020."
Identity Attack0.014551271
Insult0.014732921
Profanity0.00995513
Threat0.005906329
Severe Toxicity0.0010871887
Low Tox 0.03309893 Moderate Con 0.491 Economic_Argument
Feb 17, 2026 2 likes LILLEY UNLEASHED: The fall of …
To be here as a citizen today, I had to pay CAD$35.000 for a two years program in Toronto. But to get the study visa I had to prove a lot of things, including money, …
To be here as a citizen today, I had to pay CAD$35.000 for a two years program in Toronto. But to get the study visa I had to prove a lot of things, including money, proof that I had paid the college (at least 1st year), English, a Bachelor degree (education), a clear criminal history, and what attach me to my country. I had to study hard, and only after graduation I could have 3y work permit. By working in Canada I could get more point to become a permanent resident. After 2y having my PR, I could get the citizenship, but I had to prove I pay taxes, clear criminal history, and other things that show I would be a good citizen. So, I worked (and still work) hard, I am currently in two jobs and at school taking my masters, I respect the laws, I respect the culture (I never tried to impose mine), and I pay over CAD$10.000 in taxes per year on my income. That said, I feel as a slap on my face when fraudulent and dishonest people are able to be here cheating the system in any way. Some people may say I am an immigrant against immigration. NO, I am in favor of people taking the right path to immigrate, and make real contributions for this country, not coming to be scammers and criminals.
Identity Attack0.0076955543
Insult0.017227544
Profanity0.015079016
Threat0.006492125
Severe Toxicity0.0011730194
Low Tox 0.03192045 Constructive 0.774
Oct 10, 2025 IRCC Names India in Study …
Just wanna say, cause I don't think its said enough, I commend the journalistic integrity that you started out with and maintain throughout your work. Thank you for your commitment to hearing many sides of …
Just wanna say, cause I don't think its said enough, I commend the journalistic integrity that you started out with and maintain throughout your work. Thank you for your commitment to hearing many sides of the story. My brother is a journalist in NYC and he also amplifies voices that are so often drowned out by louder, flashier ones. As a Canadian, who was born in South Africa, but have grown up in BC since elementary school, I feel incredibly grateful for the opportunity this country has given my family. We all work hard to build on the values shared in this nation. I love learning about aspects of Canada that I am unfamiliar with, but ultimately help shape its identity. 🙏
Identity Attack0.0076585566
Insult0.01819439
Profanity0.014771583
Threat0.006686311
Severe Toxicity0.0011396408
Low Tox 0.03109552 Constructive 0.882 Solidarity
Oct 8, 2025 21 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 …
Driving licence 15$ in India get for half hour all support by Canada goverment,free Aparment,paid Bills and money!! Canada resident must hard work and pay tax for that!!
Driving licence 15$ in India get for half hour all support by Canada goverment,free Aparment,paid Bills and money!! Canada resident must hard work and pay tax for that!!
Identity Attack0.013043936
Insult0.013364912
Profanity0.010160086
Threat0.0063950317
Severe Toxicity0.0011730194
Low Tox 0.030270588 Moderate Con 0.456 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
even in the little town where i live in western canada there is a community collage and a lot of punjabi's that have straight up told me that they are here for school but only …
even in the little town where i live in western canada there is a community collage and a lot of punjabi's that have straight up told me that they are here for school but only go to 1 class once maybe 2 times a week for just over an hour and the rest of the time they are here working on student visa's where the government is paying half the wage prompting bigger business to highering these exchange student instead of local people
Identity Attack0.019173764
Insult0.014124917
Profanity0.011816809
Threat0.0060713873
Severe Toxicity0.0012111664
Low Tox 0.030270588 Constructive 0.63 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Integration into the host society is crucial for immigration to work in society. I’m Ukrainian, and integrated in Canada in 53. Being European made it easier of course.
Integration into the host society is crucial for immigration to work in society. I’m Ukrainian, and integrated in Canada in 53. Being European made it easier of course.
Identity Attack0.018269362
Insult0.010210892
Profanity0.010501678
Threat0.0062785195
Severe Toxicity0.0009393692
Low Tox 0.028502874 Constructive 0.623 Personal_Narrative
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
You don’t need permit to work in Canada. They all are employed by their friends and family. So you get zero tax.
You don’t need permit to work in Canada. They all are employed by their friends and family. So you get zero tax.
Identity Attack0.012641981
Insult0.012376905
Profanity0.010194245
Threat0.0058739646
Severe Toxicity0.000872612
Low Tox 0.028385026 Low Con 0.268
Oct 1, 2025 10 likes IRCC Names India in Study …
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...

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.