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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

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Active: "He is a student of …" 755 comments · Page 5 of 31
You see a lot of Indian people it's not a people they all Indian students you know how much money the Canada has robbed before they come to the Canada you know you're not going …
You see a lot of Indian people it's not a people they all Indian students you know how much money the Canada has robbed before they come to the Canada you know you're not going to believe it that much money they've been paying before they come to the Canada they've not came free there or they not immigrant they are a student visa students from India so stop talking about Indians and punjabis seems where they are Indian your country who use the punjabis against India throwing a storms and bomb the planes Air India back in the '80s or I think 85 they blow one plane out and they are the innocent people right Make up your mind is those people are innocent punjabis and your country are human right champion and now suddenly everyone talking s*** about Indians
Identity Attack0.4830652
Insult0.36798462
Profanity0.10920923
Threat0.122295745
Severe Toxicity0.02383376
Moderate 0.4269174 Constructive 0.562 Identity_Assertion
Aug 26, 2025 Why Canadians Are Turning Against …
India should be suspended in sending students to Canada . This is a punishment for doing all these fraudsters students.
India should be suspended in sending students to Canada . This is a punishment for doing all these fraudsters students.
Identity Attack0.40447855
Insult0.43296707
Profanity0.06746418
Threat0.03718498
Severe Toxicity0.016900165
Moderate 0.4269174 Low Con 0.172
Sep 28, 2025 IRCC Names India in Study …
These so called students should kicked out of this country. Why is this Canadian government is so slow for actions? I support USA in this matter. Illegal go out and don’t give visa for those …
These so called students should kicked out of this country. Why is this Canadian government is so slow for actions? I support USA in this matter. Illegal go out and don’t give visa for those nasty nations. They are already damaging the system here
Identity Attack0.3958119
Insult0.4339631
Profanity0.09961538
Threat0.13346854
Severe Toxicity0.022452017
Moderate 0.4269174 Low Con 0.264 Call_To_Action
Sep 29, 2025 IRCC Names India in Study …
Indian students arrived in Canada as Internationals student study permit are the number one fraud scammers cheaters and enter the country. They are misusing the study permit from 2011 to up now. Majority of Indian …
Indian students arrived in Canada as Internationals student study permit are the number one fraud scammers cheaters and enter the country. They are misusing the study permit from 2011 to up now. Majority of Indian students came in Canada for study but they never reported to those colleges and disappear and there are over hundred thousand indian students are staying in Canada illegally after there study permit visa expired it means they knew what they were up to 99.9 indian students after they complete there study they never go back to india they were more interested to get Canada PR than study.
Identity Attack0.46028158
Insult0.42167732
Profanity0.087430455
Threat0.01187109
Severe Toxicity0.023076924
Moderate 0.4269174 Moderate Con 0.42
Nov 27, 2025 1 likes IRCC Names India in Study …
47,000 students that are illegal and missing in Canada! Who the f…, is responsible for immigration in Canada!!!!
47,000 students that are illegal and missing in Canada! Who the f…, is responsible for immigration in Canada!!!!
Identity Attack0.23391083
Insult0.3388922
Profanity0.38063943
Threat0.009696201
Severe Toxicity0.023076924
Moderate 0.42568782 Moderate Con 0.364 Unverified_Claim
Sep 29, 2025 10 likes IRCC Names India in Study …
Not to mention far less diverse. All fake student poopjeets from India
Not to mention far less diverse. All fake student poopjeets from India
Identity Attack0.39334553
Insult0.40698266
Profanity0.33453682
Threat0.024753258
Severe Toxicity0.04397394
Moderate 0.42349213 Low Con 0.155 Identity_Assertion
Jun 17, 2025 How Canada broke its immigration …
Deport all illegal fraud people in the name of student shame on them
Deport all illegal fraud people in the name of student shame on them
Identity Attack0.38318536
Insult0.36537176
Profanity0.10425757
Threat0.13815513
Severe Toxicity0.022452017
Moderate 0.41168427 Low Con 0.18 Call_To_Action
Sep 30, 2025 IRCC Names India in Study …
They trash their country and now they come here and do the same, they use and destroy everything true Canadian build. We Canadian are way too nice when the 40 year old "student" say he …
They trash their country and now they come here and do the same, they use and destroy everything true Canadian build. We Canadian are way too nice when the 40 year old "student" say he never had any discrimination this is part of the problem because I'm willing to bet my life that the vast majority of true Canadian can't stand them. Mark my word, hate will make a comeback for Indian and the race card will be use.
Identity Attack0.46028158
Insult0.34626248
Profanity0.06495911
Threat0.021472665
Severe Toxicity0.023076924
Moderate 0.40891263 Constructive 0.508
Oct 30, 2025 Inside Canada's Indian Metropolis (Brampton)
They live in Brampton and commute everywhere in the GTHA and beyond. Their presence isn’t actually a problem, but their behaviour has made their presence a problem. That white man in front of Tim hortons …
They live in Brampton and commute everywhere in the GTHA and beyond. Their presence isn’t actually a problem, but their behaviour has made their presence a problem. That white man in front of Tim hortons is a lil ignorant tho, intelligence may be an issue but I’d say the bigger issue is customer service , communication, understanding and laziness. Cannot be bothered to do their job correctly or maintain a comprehension level higher than a kindergarten student. It’s soooooo problematic.
Identity Attack0.30256465
Insult0.4534306
Profanity0.04892669
Threat0.006874025
Severe Toxicity0.011444092
Moderate 0.40336934 Constructive 0.52 Policy_Critique
Jan 30, 2026 2 likes Inside Canada's Indian Invasion...
We have a ton of drug crime, gangs now all run by Indians. Alot of street shooting and drive by- never had that before the mass migration started...as soon as we say anything we are …
We have a ton of drug crime, gangs now all run by Indians. Alot of street shooting and drive by- never had that before the mass migration started...as soon as we say anything we are targeted as racists. I was fired from a government contract for catching corruption. They litter a ton - never had litter across canada so bad. It is destroying our cities they live like it is a slum when the concentrate in specific neighborhoods. Right now we have about 2 million illegal students who came on a student visa - but stayed after the expiry. Many took over the smaller trucking businesses and fast food franchises - those 2 industries became SO CORRUPT! They don't get car insurance - I know several people who got hit in Alberta - NO COVERAGE and no accountability. 75% of Canadians want them gone!...every industry they get involved in in large numbers gets corrupted and becomes problematic, because it is just part of their culture/way of life.
Identity Attack0.46028158
Insult0.36798462
Profanity0.07934829
Threat0.122295745
Severe Toxicity0.023076924
Moderate 0.40336934 Constructive 0.675 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
It is so unfair. I strived for about 10 years saving, learning English, investigating, studying something relevant. Achieved to arrive in Canada from Mexico in 2022. And now all these mor0n$ from India putting us …
It is so unfair. I strived for about 10 years saving, learning English, investigating, studying something relevant. Achieved to arrive in Canada from Mexico in 2022. And now all these mor0n$ from India putting us all in bad word as students. They don’t attend classes, they cheat, abuse AI, steal other’s school projects. Total waste of air. There’s no even room for PR anymore as they flooded the system. In a year I’m going back to Mexico, if I meet any shaky head there I’ll make sure to show my appreciation.
Identity Attack0.37953663
Insult0.4339631
Profanity0.2188925
Threat0.016638106
Severe Toxicity0.023076924
Moderate 0.40336934 Constructive 0.595
Oct 9, 2025 IRCC Names India in Study …
Cuz the government corrupts so much to a point that need to find a way out to grab quick money. 25k to 35k per head for them to come in canada. All the canadian gov …
Cuz the government corrupts so much to a point that need to find a way out to grab quick money. 25k to 35k per head for them to come in canada. All the canadian gov has to do is issued them two piece of visa a student and working visa. This government is not doing anything for domestic working class growth. The only growth I see is taxes and cost of living. The system is fucked, all politicians retired with plenty of money but regular citizen all have no saving.
Identity Attack0.06476828
Insult0.344702
Profanity0.40783462
Threat0.009204263
Severe Toxicity0.020127986
Moderate 0.40336934 Moderate Con 0.469 Policy_Critique
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
so they're just saying it out loud what every concerned Canadian knows for so many years now .. the question is..what are they going to do about it? Start deporting these fraudulent fake students
so they're just saying it out loud what every concerned Canadian knows for so many years now .. the question is..what are they going to do about it? Start deporting these fraudulent fake students
Identity Attack0.1444726
Insult0.4534306
Profanity0.03990845
Threat0.03718498
Severe Toxicity0.012054443
Moderate 0.4014846 Moderate Con 0.331
Oct 2, 2025 1 likes IRCC Names India in Study …
I lived 6 years in a city in China. Once an Indian student attempted Rape of Chinese student, since then all Chinese students were afraid and oviod foreign students😢
I lived 6 years in a city in China. Once an Indian student attempted Rape of Chinese student, since then all Chinese students were afraid and oviod foreign students😢
Identity Attack0.40883094
Insult0.21368977
Profanity0.25093055
Threat0.34804323
Severe Toxicity0.029626917
Moderate 0.4014846 Constructive 0.575 Personal_Narrative
Sep 30, 2025 IRCC Names India in Study …
The main problem were the Indian immigrants solution —————-> simple, take them out who were all student
The main problem were the Indian immigrants solution —————-> simple, take them out who were all student
Identity Attack0.4907465
Insult0.22303216
Profanity0.087430455
Threat0.056240413
Severe Toxicity0.023076924
Moderate 0.4014846 Low Con 0.185 Call_To_Action
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
people came here as a student paid thousands of dollars are offering free food to all. shame for white people who captured canada decades ago😂😂
people came here as a student paid thousands of dollars are offering free food to all. shame for white people who captured canada decades ago😂😂
Identity Attack0.46028158
Insult0.25205973
Profanity0.049427703
Threat0.009023022
Severe Toxicity0.015867263
Moderate 0.4014846 Moderate Con 0.335 Moral_Argument
Oct 7, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Never mind fraudulent students wait till you see the hundreds of thousands if not 1 million fraudulent mortgages you’ll be mad they didn’t come here with money they care as criminals.
Never mind fraudulent students wait till you see the hundreds of thousands if not 1 million fraudulent mortgages you’ll be mad they didn’t come here with money they care as criminals.
Identity Attack0.09080041
Insult0.4596616
Profanity0.04667213
Threat0.009722093
Severe Toxicity0.009918213
Moderate 0.40060925 Low Con 0.273
Oct 2, 2025 IRCC Names India in Study …
Indians are invading in a pre-planned manner. First of all coming as a student then do jobs, then marry some white women by deceit, then apply for citizenship, then invite indian family and control parliament
Indians are invading in a pre-planned manner. First of all coming as a student then do jobs, then marry some white women by deceit, then apply for citizenship, then invite indian family and control parliament
Identity Attack0.46050715
Insult0.24928534
Profanity0.19032755
Threat0.05688698
Severe Toxicity0.023076924
Moderate 0.40060925 Low Con 0.176 Unverified_Claim
Feb 24, 2026 Inside Canada's Indian Invasion...
From top to bottom, everyone is so corrupted. If you are so tough, go to Brampton, even Kitchener, ON to find out how many of these illegal international students are here in Canada. I see …
From top to bottom, everyone is so corrupted. If you are so tough, go to Brampton, even Kitchener, ON to find out how many of these illegal international students are here in Canada. I see them everywhere these days, working illegally on cash. It is NOT fair to those international legal students who work so hard and try to make the living. Canadian government is such a joke man.
Identity Attack0.22859548
Insult0.44126466
Profanity0.04141149
Threat0.0074306927
Severe Toxicity0.008773804
Moderate 0.39987978 Constructive 0.557
Sep 29, 2025 1 likes IRCC Names India in Study …
When I went to Niagara college it was 90% Indian exchange students. I saw punjabis pimping out girls in the school bar and constantly selling hard drugs in the open. I saw Indians drag women …
When I went to Niagara college it was 90% Indian exchange students. I saw punjabis pimping out girls in the school bar and constantly selling hard drugs in the open. I saw Indians drag women bye their hair through the hallways and force themselves onto them in private study rooms, while their friends guarded the exit to the room. Multiple times i had to stand up for women and almost get physical with them. One pulled a knife out on my in the hallway when I told him to get off a girl that obviously didn't want it. Me and my friend rented a house beside the college and we would have occasional partys. They would show up the party and push hard drugs onto my friends. One was flashing around a hand gun and acting like a wanna be gangster. They would steal things and leave their trash everywhere. I finally had enough and said no more Indians at my house.
Identity Attack0.46028158
Insult0.33998606
Profanity0.2661772
Threat0.2836219
Severe Toxicity0.035007052
Moderate 0.39842087 Constructive 0.648
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Honestly as an Indian (tamil-nadu) I genuinely don't think anything Tyler does is racist. I am an international student in canada doing hons finance and doing my cfa this sem. do I think all indians …
Honestly as an Indian (tamil-nadu) I genuinely don't think anything Tyler does is racist. I am an international student in canada doing hons finance and doing my cfa this sem. do I think all indians are bad.. no not at all, but the ones that push their religion on others are most definetly bad and lack at civic sense. Punjabis get a lot of hate cuz 70% of them faked their student visas and got here, same goes for any tamil and indian or any country YOU CANNOT DO SOMETHING ILLEGALY THEN DEMAND TO BE TREATED THE SAME AS A LEGAL CIVILLIAN. and then there are people with no civic sense. it is wild
Identity Attack0.4482637
Insult0.35849577
Profanity0.14490221
Threat0.01508414
Severe Toxicity0.023076924
Moderate 0.3977292 Constructive 0.751 Personal_Narrative
Mar 2, 2026 1 likes Inside Canada's Indian Invasion...
Hoho do i have a story to tell you. I rented out part of my shop to east indians. Cabinet shop. They had 5 guys. Turned out they were all on student visas but they …
Hoho do i have a story to tell you. I rented out part of my shop to east indians. Cabinet shop. They had 5 guys. Turned out they were all on student visas but they worked minday to saturday 10 hours a day. Of course none of them went to school instead they tuned in on their phone online to the school and put the phone doen and continued to work. Then i had enough ans kicked them out. Some of those guys didnt even get paid and their boss was just laughing at them. East indians are just as scammy as they are on the phone. Void all active student visas or make them pay a 100k like under trump.
Identity Attack0.44690517
Insult0.37392882
Profanity0.2268346
Threat0.03649433
Severe Toxicity0.023076924
Moderate 0.3972142 Constructive 0.594
Sep 30, 2025 IRCC Names India in Study …
Canada government liberals don't know where all these illegal scammer students are? Do they know anything? Does the government know how many of these are terrorists
Canada government liberals don't know where all these illegal scammer students are? Do they know anything? Does the government know how many of these are terrorists
Identity Attack0.27991617
Insult0.42743355
Profanity0.05393682
Threat0.01187109
Severe Toxicity0.013285006
Moderate 0.3969567 Low Con 0.216
Sep 29, 2025 IRCC Names India in Study …
It’s too late. Indian students have already destroyed Canada. Mass immigration have already destroyed Canada. Liberals have already destroyed Canada. All political Parties at all levels have already destroyed Canada. Brampton is the crime capital …
It’s too late. Indian students have already destroyed Canada. Mass immigration have already destroyed Canada. Liberals have already destroyed Canada. All political Parties at all levels have already destroyed Canada. Brampton is the crime capital of Canada.
Identity Attack0.43896464
Insult0.2817503
Profanity0.023789622
Threat0.046218675
Severe Toxicity0.016771052
Moderate 0.39669925 Low Con 0.224
Aug 29, 2025 2 likes Why Canadians Are Turning Against …
Indian's look at Canada as a very easy to fooled country when it comes in immigration policy, all Indian's work together the one in India and the one who lives in Canada, opening a fraud …
Indian's look at Canada as a very easy to fooled country when it comes in immigration policy, all Indian's work together the one in India and the one who lives in Canada, opening a fraud school to sell course acceptance letter to be approved of student visa. They come not to study but to work and then later on apply for PR. Why do you think Indians are over populated in Canada? they flood the food bank and employment that is no longer available for the Canadian born youth. They are everywhere because they are preferable by greedy employer for cheap labour, the reason this people flood the food bank, theyre wages is not liveable in Canada. Canada becomes a joke since Trudeau took over the government, open border for fraudster to come in. Immigration policy will never be fix until the Liberal is kick out from power. I dont think we need more migrant for walmart tim horton, and uber!
Identity Attack0.46028158
Insult0.3486032
Profanity0.07255927
Threat0.010913103
Severe Toxicity0.020515325
Moderate 0.39231625 Constructive 0.653
Sep 29, 2025 IRCC Names India in Study …

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.