Skip to content
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

click to expand

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.

Search & Filter

Search comment text, filter by category or toxicity level
Active: "He is a student of …" 755 comments · Page 20 of 31
It’s the immigration fault why they allowed too much student permits allowed to come here. No job for young Canadian. My son looking for 3 years for part time jobs while studying but no jobs …
It’s the immigration fault why they allowed too much student permits allowed to come here. No job for young Canadian. My son looking for 3 years for part time jobs while studying but no jobs for him coz company hires international students and mostly from that country.😢
Identity Attack0.10221587
Insult0.030375287
Profanity0.011577694
Threat0.006220264
Severe Toxicity0.0028419495
Low Tox 0.119997114 Constructive 0.606
Sep 30, 2025 IRCC Names India in Study …
We all herw blaming them....but entire blame ve put on ircc and the govt. Why ircc...i would say no proper scrutiny from ircc. contact interview should be allowed. Indians in US speaks english much better …
We all herw blaming them....but entire blame ve put on ircc and the govt. Why ircc...i would say no proper scrutiny from ircc. contact interview should be allowed. Indians in US speaks english much better than indians in Canada. If you see them at Walmart l, dont even bother to ask for directions, you will confused more than before. 2. Ircc claim they prioritize experience approving people at the age of 50 years to 8 month program with all benefit of MS/PhD, tell me someone at the age of 40+, what contribution would that add to the economy than to populate the country compare to someone in their 20s. You all need to compare demographic of international student in US and Canada. Why govt, 1. Allowing private institutions to grant degree confering to SOWP/PGWP/Dependent/parent sponsorship
Identity Attack0.07673789
Insult0.04852104
Profanity0.019758832
Threat0.008401625
Severe Toxicity0.0030899048
Low Tox 0.119997114 Constructive 0.711 Policy_Critique
Sep 29, 2025 IRCC Names India in Study …
“As an Indian, I feel embarrassed by what some people are doing in the UK, Canada, the US, Australia, and New Zealand. It is not fair. I believe that if a country gives you a …
“As an Indian, I feel embarrassed by what some people are doing in the UK, Canada, the US, Australia, and New Zealand. It is not fair. I believe that if a country gives you a chance to build a better life, then it is your responsibility to contribute positively to that country. Instead, some people are involved in illegal activities, and because of this, many truly talented Indian students are suffering.”
Identity Attack0.10221587
Insult0.034672357
Profanity0.019075647
Threat0.007637825
Severe Toxicity0.0028038025
Low Tox 0.11912931 Constructive 0.67 Personal_Narrative
Jan 12, 2026 1 likes IRCC Names India in Study …
At one point Amazon in Ontario was hiring every foreign students illegally back in 2024 as drivers. They had to lay them all off.
At one point Amazon in Ontario was hiring every foreign students illegally back in 2024 as drivers. They had to lay them all off.
Identity Attack0.07425626
Insult0.033680726
Profanity0.014464149
Threat0.017328756
Severe Toxicity0.0031852722
Low Tox 0.11652588 Constructive 0.51 Personal_Narrative
Jan 19, 2026 37 likes Why Canada’s immigration system has …
I cam as a student hahah leave already
I cam as a student hahah leave already
Identity Attack0.0093974555
Insult0.028722567
Profanity0.059948977
Threat0.010602405
Severe Toxicity0.0049209595
Low Tox 0.115658075 Moderate Con 0.406 Humor_Satire
Oct 31, 2025 Inside Canada's Indian Metropolis (Brampton)
that's the result from the Canadian government start switching from the Chinese students. congrats Liberals Party😂😂
that's the result from the Canadian government start switching from the Chinese students. congrats Liberals Party😂😂
Identity Attack0.09741807
Insult0.032138187
Profanity0.014771583
Threat0.0064144502
Severe Toxicity0.002746582
Low Tox 0.11429678 Low Con 0.181
Oct 1, 2025 IRCC Names India in Study …
As someone who is born in Canada as an Indian. This is absolutely sad to here. I want the best for Canadians who are born and raised here. I have 10 years of experience working …
As someone who is born in Canada as an Indian. This is absolutely sad to here. I want the best for Canadians who are born and raised here. I have 10 years of experience working in the nation I was raised and I am having some people have my job who aren't even fit for the job. It makes no sense to me. Our wages have stalled due to international students for a better life, but at the end I want money just like other Canadians who have been here for ages. Also we need to end why our government allows lucrative hiring contracts overseas for cheaper positions in certain degrees and diplomas. In addition, why are all of our call centers placed all over the world. From Africa, south east Asia, South Asia. Those jobs can be available here. We can have a decomcratic country if our country didn't care about just "growth" we didn't need more immigration. We needed systematic change in government, schools, common sense, I could go on. I think us as Canadians don't know how corrupt the world really is. Look at other countries and how they work. It's lucrative essentives to benefit only certain people. I would rather have our tax payer money be used to fix the system. My dad's been here since the 1980s and he is sad for everyone. This is a loss on both ends. We didn't create new universities, new highways to support the population, no hospitals, new schools. I remember when my class sizes were 18 to 20 kids. We need change, not radical because we were never that. Let's do what we do best and be Canadians for us first.
Identity Attack0.09410924
Insult0.04383647
Profanity0.019758832
Threat0.0074306927
Severe Toxicity0.0032806396
Low Tox 0.11419344 Constructive 0.85 Personal_Narrative
Oct 1, 2025 1 likes IRCC Names India in Study …
We all know that we will NOT see those 2.9 Million leaving Canada.... Just like the 'student visas' and all the other visas these people get - its just to get IN - once in …
We all know that we will NOT see those 2.9 Million leaving Canada.... Just like the 'student visas' and all the other visas these people get - its just to get IN - once in then they NEVER plan to leave. Watch your crime levels go the Moon folks!
Identity Attack0.02238941
Insult0.061451588
Profanity0.013371054
Threat0.007547205
Severe Toxicity0.0023651123
Low Tox 0.11419344 Moderate Con 0.336
Jan 16, 2026 2.9 million Canadian temporary visas …
Don't believe it, what happened to the students? Also, the same people who made the problem are saying "trust us bro" we are fixing things....get outta here.
Don't believe it, what happened to the students? Also, the same people who made the problem are saying "trust us bro" we are fixing things....get outta here.
Identity Attack0.007214582
Insult0.035443626
Profanity0.02126184
Threat0.0084793
Severe Toxicity0.0024795532
Low Tox 0.11398677 Moderate Con 0.341
Dec 30, 2025 Deportations From Canada at Their …
Students come to study they need to go back the government should not give visa to their spouses
Students come to study they need to go back the government should not give visa to their spouses
Identity Attack0.050443888
Insult0.028392024
Profanity0.016479544
Threat0.0089712385
Severe Toxicity0.0028038025
Low Tox 0.11398677 Low Con 0.234
Nov 21, 2025 20 likes Quebec Ends Economic Immigration Program …
Trudeau mo fo destroyed once coveted international student stream. He made Canada full of diploma mills.
Trudeau mo fo destroyed once coveted international student stream. He made Canada full of diploma mills.
Identity Attack0.009989422
Insult0.061976057
Profanity0.015659723
Threat0.008919456
Severe Toxicity0.0024795532
Low Tox 0.11388343 Low Con 0.237
Jan 3, 2026 New rules, regulations take effect …
The problem with consultancy and agents doing false promises to student about canada dream getting easy pr and few communities also involved in canada.canada government an NDP opposition want illegal immigrants for they political benefits.
The problem with consultancy and agents doing false promises to student about canada dream getting easy pr and few communities also involved in canada.canada government an NDP opposition want illegal immigrants for they political benefits.
Identity Attack0.073429056
Insult0.046764325
Profanity0.011184863
Threat0.006427396
Severe Toxicity0.0017929077
Low Tox 0.11378009 Constructive 0.504
Sep 28, 2025 IRCC Names India in Study …
Why should refugees get better health care than Canadian taxpayers? I'm referring to physio and vision care which are not free to Canadians. Emergency health care yes, anything else no. Especially charged criminals who then …
Why should refugees get better health care than Canadian taxpayers? I'm referring to physio and vision care which are not free to Canadians. Emergency health care yes, anything else no. Especially charged criminals who then apply as refugees. How about the 35,000 'students' who want to overstay their visas.
Identity Attack0.06431354
Insult0.047349896
Profanity0.011765569
Threat0.006809296
Severe Toxicity0.0021457672
Low Tox 0.11378009 Constructive 0.532 Policy_Critique
Feb 25, 2026 'We do know that there's …
Canada calls students to give them PGWP after finishing their educations in Canada. The students pay ultra high education and life expenses. Then, Canada says we don’t need this much skilled worker as white collar, …
Canada calls students to give them PGWP after finishing their educations in Canada. The students pay ultra high education and life expenses. Then, Canada says we don’t need this much skilled worker as white collar, but you can works as uber drivers or Tim Hortons workers. The reason is Canadian youths don’t want to work in those odd jobs. However, Canadian people complain about the immigrant odd workers. They think economy is bad because of those immigrants who paid thousands of dollars for education and have been working in odd jobs. This is stupidity. Canada government exploits immigrant students by making them spend thousands for education and can only provide odd jobs for most of the immigrant students who hold PGWP work visa. Then some almost-racist Canadian folks stand against immigrants who have actually been exploited.
Identity Attack0.08831879
Insult0.045593183
Profanity0.016889455
Threat0.007197669
Severe Toxicity0.0031089783
Low Tox 0.11357342 Constructive 0.589 Policy_Critique
Oct 4, 2025 IRCC Names India in Study …
A couple of years ago as I was in the Olympic Stadium in Montréal for an event I went to the washrooms and they were quite a few Indians males in there just walking around. …
A couple of years ago as I was in the Olympic Stadium in Montréal for an event I went to the washrooms and they were quite a few Indians males in there just walking around. Maybe you should check all the Arenas stadiums indoor housing around Canada find more students from India that are just wondering around collecting welfare checks in their accounts. How about freezing foreign students back accounts
Identity Attack0.11512129
Insult0.029053112
Profanity0.014054239
Threat0.006912862
Severe Toxicity0.002632141
Low Tox 0.11347008 Constructive 0.573 Unverified_Claim
Sep 28, 2025 IRCC Names India in Study …
Its was nice country when we landed in 2008 now most students doesnt even know english with IELTS 8 and they talk in pure Punjabi They are basically farmers and sold their land and did …
Its was nice country when we landed in 2008 now most students doesnt even know english with IELTS 8 and they talk in pure Punjabi They are basically farmers and sold their land and did make false and fake credentials.I can challenge if fhey are taken IELTS here in Canada their score would be 2 Alhamdulillah we came from a Cosmopolitan citt on POINTS and worked hard in Middle East in Medical facilities.
Identity Attack0.036105253
Insult0.0623257
Profanity0.0137468055
Threat0.006168481
Severe Toxicity0.0021076202
Low Tox 0.11336674 Constructive 0.659 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
Ban accepting foreign students and allow Canadian citizens to get an education.
Ban accepting foreign students and allow Canadian citizens to get an education.
Identity Attack0.10221587
Insult0.02373764
Profanity0.010518758
Threat0.008323951
Severe Toxicity0.002632141
Low Tox 0.11336674 Low Con 0.158 Call_To_Action
Sep 30, 2025 IRCC Names India in Study …
All Political Parties - NDP and Liberals Supported them. No Extention, they Claim Refugee Status - get 2 Year Open Work Permit and Get everything Free. Stop Refugee Claimant Process. Why Govt can not stop …
All Political Parties - NDP and Liberals Supported them. No Extention, they Claim Refugee Status - get 2 Year Open Work Permit and Get everything Free. Stop Refugee Claimant Process. Why Govt can not stop the refugee claims for these Students? Stop Refugee Claim Process. A Criminal Nijar whose PR was Denied 3 times was running a Business in Canada.
Identity Attack0.025002124
Insult0.06442356
Profanity0.01261955
Threat0.0069516995
Severe Toxicity0.0020313263
Low Tox 0.113263406 Moderate Con 0.492 Policy_Critique
Sep 30, 2025 IRCC Names India in Study …
I am an Indian student who has struggled to get my papers done, and I have to say this: mass immigration needs to stop. Canada should allow only people who speak good English and who …
I am an Indian student who has struggled to get my papers done, and I have to say this: mass immigration needs to stop. Canada should allow only people who speak good English and who can truly contribute to this country. I am an IT student, and I worked hard to clear $120K in debt through Scotiabank. I could have taken a loan in my home country, but I chose to work here because Canada gave me everything my own country could not. I am deeply grateful for that. But when I see people from my own community walking around in flip-flops, unable to speak even one word of English, it breaks me inside. My city—Brampton—has been completely taken over, and it’s becoming harder to even drive there now. I believe Canada needs to come together and put an end to this. Enough is enough. Immigration should be about quality, not quantity.
Identity Attack0.08583717
Insult0.03710241
Profanity0.022013342
Threat0.008039144
Severe Toxicity0.0037002563
Low Tox 0.11305673 Constructive 0.764 Personal_Narrative
Sep 30, 2025 173 likes IRCC Names India in Study …
Non compliant and applying for student lines and government grants. They collect the money and go back to their native country where they can't be tracked.
Non compliant and applying for student lines and government grants. They collect the money and go back to their native country where they can't be tracked.
Identity Attack0.052035484
Insult0.035774168
Profanity0.0118680475
Threat0.007262398
Severe Toxicity0.002374649
Low Tox 0.112643376 Low Con 0.3
Sep 29, 2025 IRCC Names India in Study …
According to India CBI CRIME BRANCH INDIA more then 789000 most wanted Khalistani in India got student visa for the last 2 years under Trudeau now living in Brampton Surrey Mississauga Malton Nova Scotia and …
According to India CBI CRIME BRANCH INDIA more then 789000 most wanted Khalistani in India got student visa for the last 2 years under Trudeau now living in Brampton Surrey Mississauga Malton Nova Scotia and across the country
Identity Attack0.09741807
Insult0.03588435
Profanity0.014464149
Threat0.007624879
Severe Toxicity0.003929138
Low Tox 0.112333365 Constructive 0.524 Unverified_Claim
Feb 18, 2026 1 likes Canadian immigration officers investigating hundreds …
Most students enroll in pgmp courses , at Algoma university nearly half the class doesn’t speak proper English, everybody chat gpts the assignments. The teachers are sick of evaluating reports and assignments that they clearly …
Most students enroll in pgmp courses , at Algoma university nearly half the class doesn’t speak proper English, everybody chat gpts the assignments. The teachers are sick of evaluating reports and assignments that they clearly know was not written by that student. Nevertheless Algoma has minted money.
Identity Attack0.007917541
Insult0.06494803
Profanity0.01627459
Threat0.005861019
Severe Toxicity0.0012588501
Low Tox 0.112333365 Moderate Con 0.405
Oct 1, 2025 IRCC Names India in Study …
I was made aware there are a significant number of Indian students who are applying for students visas, coming to Canada and then withdrawing from the university and flooding the workforce making it difficult for …
I was made aware there are a significant number of Indian students who are applying for students visas, coming to Canada and then withdrawing from the university and flooding the workforce making it difficult for other immigrants from poorer countries to find work. .
Identity Attack0.10221587
Insult0.031917825
Profanity0.016479544
Threat0.007534259
Severe Toxicity0.0024414062
Low Tox 0.11223003 Constructive 0.641
Oct 2, 2025 IRCC Names India in Study …
How many of these "non compliant" international students -- might be being trafficked? That is a lot of missing students.
How many of these "non compliant" international students -- might be being trafficked? That is a lot of missing students.
Identity Attack0.026207991
Insult0.05086332
Profanity0.012175481
Threat0.0077154995
Severe Toxicity0.0020217896
Low Tox 0.11223003 Moderate Con 0.396
Sep 30, 2025 IRCC Names India in Study …
In the US, students who attend a state school outside of their home state pay a higher tuition rate. Why are the Indians offended by paying a higher rate as international students?
In the US, students who attend a state school outside of their home state pay a higher tuition rate. Why are the Indians offended by paying a higher rate as international students?
Identity Attack0.105256535
Insult0.027218282
Profanity0.01764096
Threat0.0065956907
Severe Toxicity0.0022506714
Low Tox 0.11212669 Moderate Con 0.385 Comparative_Framing
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)

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.