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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: "Does having a visa mean …" 17 comments
Fuck me, So you visiting for 6 months lol on 1 month visa, wow, I mean I knew it was bad but the fuckery here seems to be state sponsored level fuckery
Fuck me, So you visiting for 6 months lol on 1 month visa, wow, I mean I knew it was bad but the fuckery here seems to be state sponsored level fuckery
Identity Attack0.10221587
Insult0.48627716
Profanity0.90150756
Threat0.03373172
Severe Toxicity0.46947223
Toxic 0.9288007 Moderate Con 0.36 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Couple of things to say!! 1. Thank you for putting this video as people and pupil in India and Canada will know the current status of the country. And Govt also lowered the percentage of …
Couple of things to say!! 1. Thank you for putting this video as people and pupil in India and Canada will know the current status of the country. And Govt also lowered the percentage of offering the student visa. 2. I really don’t give a shit about your content Idk what’s exactly the problem with you, your life, or your parents that raised you in a way that you just complain about things. Your every video is either about drug capital / murder capital or invasion of blah blah country in blah blah city. 3. Let me simplify for you Indian didn’t just show up here over night it’s your governments who is fuckin greedy these people pay 3-4x amount of tuition fees and each and every student pay 20k ( formerly 10k) as GIC which is invested in your govt bonds and resturn of these shits is not even 1%. 4. There are flaws in each and every community and everywhere. When govt just getting people here blindly students, refugees and what not then it is nothing but obvious that people will not have jobs and no jobs mean yes crime! 5. Better to question your fuckin greedy GOVERNMENT, but you can’t bcs you also don’t give a damn you just wanna post these shit and get the comments from anti Indian people which is kinda cool now a days online but who cares they built their businesses and what not. You just can hate Indians they are everywhere ! Well it’s fine too when you can’t defeat only thing you can do is hate 6. They really don’t need any recommendations from the community of people whose young boys are busy in finding either they are gay or cats or what and their girls are busy selling their nasty pictures online. And their old males are busy in tailgating with their shity Ford F150 and the old females with their nth bf and pregnant with ,even they don’t know, with whom. 7. They are respectful and helping to work on low wages ( idk why). As you mentioned the Tim will you quit spreading hate and working at that place I’ll get you a job! 8. It’s much better rather than hating have good government who will offer visa to really the qualified ones not to just random white refugees with their 19 people family and feeding them! 8. You know what is more fucked up the muslims everywhere begging while they get help from UN as welfare. And even worst your people in Downtown high on even your JC don’t know. 9. There are real reasons to worry! Don’t create that doesn’t even exist! 10. If someone from across the world with not good English speaking and minimal education come here and take over your nation then you are right crying is the only option left bcs your lazy ass didn’t wanna do anything so, now you are crying and posting online
Identity Attack0.27682206
Insult0.48228607
Profanity0.41570562
Threat0.07093142
Severe Toxicity0.16960317
Moderate 0.5532103 Constructive 0.673 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
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 …
As a non Indian Canadian born and raised I’m disgusted where my country has gone. Our population has doubled since 1980, not by birth rate, but because of the amount of Indians that have immigrated …
As a non Indian Canadian born and raised I’m disgusted where my country has gone. Our population has doubled since 1980, not by birth rate, but because of the amount of Indians that have immigrated here. Unfortunately, they have no desire to assimilate, they bring their own culture and they stay in their own communities. The government offers tax breaks for businesses, hiring foreign workers over people born in Canada, leaving the youth without any part-time work. On top of that some of my favourite restaurants growing up, I haven’t eaten at in years because it’s been taken over by Indians, the quality of food goes down, you end up getting food poisoning and if you aren’t in their community, you get worse service and get charged more than what an Indian would pay at the same restaurant. They don’t understand cleanliness or sanitation, they leave their garbage and waste on the street and dump it in random locations, and quite frankly have no respect for anyone who lives here or the country that has taken them in. I feel like a minority of my own country and I truly don’t understand what being Canadian means anymore because I’m pretty sure being Canadian is a thing of the past. Most of my friends have moved further north, to Vancouver island or moved out to the prairies to get away from them and higher prices as everything gets more expensive, thanks to our government, caring more about immigrants than citizens. When a family gets accepted to come here they bring their parents their aunts and uncles their brothers and sisters on temporary visas, they also collect social assistance as soon as they arrive and when their visas expire, they have no desire to go back, which has resulted in thousands of illegals remaining here. I mean I get it. Why would you go back when you’re getting treated better here and are given food, housing and an allowance every month but it’s gotten to a point where India outnumbers Canadians. I want them all sent back.
Identity Attack0.36702603
Insult0.16839184
Profanity0.041912504
Threat0.0084793
Severe Toxicity0.012359619
Moderate 0.30319387 Constructive 0.737 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
So essentially 3 tiers of Indian come(Hamiltonian here who worked in the GTA for awhile) They got pumped in and don't like eachother and look down at the lower tiers ones. They won't even hire …
So essentially 3 tiers of Indian come(Hamiltonian here who worked in the GTA for awhile) They got pumped in and don't like eachother and look down at the lower tiers ones. They won't even hire other Indians anymore since they have the options of only their type. They erased several industries at this point, most small business are forgien owned, Indian or middle eastern. They can't drive (just google India driving) theirs a couple feet of snow and they just floor it around sliding through intersections while playing candy crush or what ever Every business that is fast food place is almost exclusively Indian to the point the "white point game" isn't even playable. They buy up insane amounts of properties because they bring thier entire family on different visas and many just stay till they get deported as they bring that money home with them. Every student housing is filled with Indians, every one bedroom has 30 of them living in it. Most starter homes where cheap so they bought them to flip with thier combined money. Security sector is filled with them exclusively because it's the highest amount of money they can make here without any skills .(Most are 0 skilled). Schools all had to cut staff in half because when we cut funding and spots for people coming to our universitys they lost half thier income. Crime rate went way up. My city is really bad for human trafficking and aex trafficking. Many come to our city since it's far enough away to commit crimes. Many get 0 consequences because again.. Illegally overstaying a visa is deportation. Doug Ford literally gave everyone 200$ before an election...like how corrupt and garbage is this country. Now we have Indian only business that can't speak English, similar to the daycare issue. Job postings for specific races or language s only. Mind you everything just stated is also being done by the Arabs and Somalis and Nigerians. Many of these people coming here are "escaping dangerous situations" Wich means criminals who want to start again. Somehow these people with 0 resources have the money to buy million dollar properties 😂 Also don't forget, it's a hate crime to say or do many things about this and could land you in jail or worse. Much of Canada are college towns and those idiot kids want more
Identity Attack0.28034934
Insult0.113185234
Profanity0.087430455
Threat0.018019408
Severe Toxicity0.0125103295
Low Tox 0.25084448 Constructive 0.658 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
What about holding the officials accountable who processed and issued their visas in the first place? How did they get in? There’s no way their paperwork didn’t have any red flags. If there were truly …
What about holding the officials accountable who processed and issued their visas in the first place? How did they get in? There’s no way their paperwork didn’t have any red flags. If there were truly no red flags, that means our system is broken or not competent enough to catch them and protect the safety and security of this nation. Or did we just lower the requirements, skip security checks, and issue the visas anyway? Now we have these criminals walking our streets and terrorizing citizens. How did they get guns? How broken is our system? Logically, something needs to make sense: either we severely compromised our processes and allowed this to happen, or we are seriously incompetent.
Identity Attack0.027413858
Insult0.16053712
Profanity0.024267852
Threat0.010913103
Severe Toxicity0.0044059753
Low Tox 0.20265625 Moderate Con 0.414 Policy_Critique
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Sovereignty is the concept and practice that got us to where we are as a species belonging to countries. Somehow our political leadership decided that sovereignty was no longer a thing and Trudeau simply said …
Sovereignty is the concept and practice that got us to where we are as a species belonging to countries. Somehow our political leadership decided that sovereignty was no longer a thing and Trudeau simply said "C'mon over..." Our path forward is to purge our nation of illegal immigrants, PRs that aren't hitting the metrics, students with expired visas and of course criminals who are not Canadians. Once we've cleaned house we need to treat our country like the prize that it can be and only invite in those who fit in with our psyche and economic needs. Just because someone shows up at our border doesn't mean that they belong in Canada.
Identity Attack0.11163961
Insult0.0838533
Profanity0.02167175
Threat0.011146127
Severe Toxicity0.0062561035
Low Tox 0.18459146 Constructive 0.59 Policy_Critique
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
Hello from Canada. There is no labour shortage that is entirely a lie. A vicious evil lie when so many people are unemployed. There is no divide at all. Canadians overwhelming support much tighter immigration …
Hello from Canada. There is no labour shortage that is entirely a lie. A vicious evil lie when so many people are unemployed. There is no divide at all. Canadians overwhelming support much tighter immigration and for people overstaying visa holders to leave when they expire. Getting a student visa obviously doed not mean you get to stay. The previous immjgration system was a disaster and we are suffering for the damage done and will be for a long time.
Identity Attack0.052035484
Insult0.083359696
Profanity0.016342908
Threat0.007754337
Severe Toxicity0.0034713745
Low Tox 0.17718399 Constructive 0.75 Policy_Critique
Feb 14, 2026 Canada's tighter immigration policy divides …
The lawyer is a funny guy .. looks like they make a lot of money with this people and want not lose the business 😂. Temporary means you are here for a serrated time period. …
The lawyer is a funny guy .. looks like they make a lot of money with this people and want not lose the business 😂. Temporary means you are here for a serrated time period. Is this over there are 3 options … 1st get a visa extension … 2nd get your PR ( if you fulfill the criteria ) 3rd leave the country. And one thing more Canada own you nothing! No Canada gave you a chance to come here to this country temporarily! You know from the beginning what this means. Don’t cry and say how bad Canada is ..
Identity Attack0.022791367
Insult0.0838533
Profanity0.025770858
Threat0.007832011
Severe Toxicity0.0035476685
Low Tox 0.16245349 Constructive 0.539
Jan 15, 2026 8 likes 2.9 million Canadian temporary visas …
Why do people keep assuming that you just jump the border and get into Canada? Keep crying. Everybody here came legally, so stop assuming otherwise. Just because you see a lot of us doesn’t mean …
Why do people keep assuming that you just jump the border and get into Canada? Keep crying. Everybody here came legally, so stop assuming otherwise. Just because you see a lot of us doesn’t mean anyone came illegally. Is it our fault there are many of us? Most foreigners can’t even pass the IELTS to qualify for a study or work visa, so either accept it or move on.
Identity Attack0.055673428
Insult0.047349896
Profanity0.01627459
Threat0.0074565844
Severe Toxicity0.0027656555
Low Tox 0.12520397 Moderate Con 0.481 Moral_Argument
Sep 21, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
There are many problems with anti-immigrant rhetoric and one of them is the classification who is and who isn't an immigrant and the question of when does a person stop becoming an immigrant and become …
There are many problems with anti-immigrant rhetoric and one of them is the classification who is and who isn't an immigrant and the question of when does a person stop becoming an immigrant and become a Canadian? A significant portion of people living in Canada are first/second/third generation Canadians and so, how do we classify these people, are they immigrants or are they not? And what of their parents/grandparents who immigrated, are they? It's very important to note that without their ancestor parents, all these first/second/third gen Canadians will not be here and they are now 'Canadians' today because we had pro-immigration laws. Also, the idea of accessing services is by itself, very problematic. I spent the first 4 years of my life here paying high tuition fees as well as tax that are used to subsidize fellow Canadians' tuition fees yet I'm not able to access any government services. Following graduation, I worked as a worker on visa where my tax was no less than an average Canadian yet government services were very much inaccessible to me. It was only after I became permanent resident, that somehow everything suddenly became available to me. I have been tax paying 6-7 years before I became a PR here yet all those years, I wasn't able to access a single thing yet somehow, after I became PR, I'm eligible for everything? The tax argument doesn't make sense at all. I will be eligible to apply for citizenship in like a year and does that mean now I am one of you, Canadians?
Identity Attack0.060220852
Insult0.025155678
Profanity0.012926984
Threat0.006861079
Severe Toxicity0.002002716
Low Tox 0.08320791 Constructive 0.865
Oct 25, 2017 4 likes How much do refugees and …
Quebec doesn't have any jobs . What do you mean Job visa ?😂😂😂😂
Quebec doesn't have any jobs . What do you mean Job visa ?😂😂😂😂
Identity Attack0.015455672
Insult0.017807651
Profanity0.011014067
Threat0.0057509798
Severe Toxicity0.0011444092
Low Tox 0.043399423 Low Con 0.218
Nov 22, 2025 1 likes Quebec Ends Economic Immigration Program …
Temporary means temporary. Send people home. Visa's are expired and expiring. 👋
Temporary means temporary. Send people home. Visa's are expired and expiring. 👋
Identity Attack0.0045137387
Insult0.015340924
Profanity0.0117997285
Threat0.009126588
Severe Toxicity0.001373291
Low Tox 0.03828422 Moderate Con 0.376 Call_To_Action
Jun 16, 2025 255 likes How Canada broke its immigration …
Well Visa expires but those people have update their status and already has new one some of them got PR. But still their visa expired that means that’s also come into this number 2.9M visas. …
Well Visa expires but those people have update their status and already has new one some of them got PR. But still their visa expired that means that’s also come into this number 2.9M visas. Yes there are some people overstaying and need to be removed otherwise there will be problems. But let’s just keep our facts right
Identity Attack0.004088263
Insult0.009678889
Profanity0.012107162
Threat0.009929225
Severe Toxicity0.0012588501
Low Tox 0.025085296 Constructive 0.603 Policy_Critique
Jan 19, 2026 2.9 million Canadian temporary visas …
Does having a visa mean something or is it irrelevant?
Does having a visa mean something or is it irrelevant?
Identity Attack0.0040142676
Insult0.011236899
Profanity0.011970525
Threat0.0061231707
Severe Toxicity0.00068187714
Low Tox 0.020960633 Low Con 0.227 Question
Jan 17, 2026 2.9 million Canadian temporary visas …
So ..... they came on visa and that doesnt mean they decide weather to stay.
So ..... they came on visa and that doesnt mean they decide weather to stay.
Identity Attack0.004069764
Insult0.00815888
Profanity0.010706633
Threat0.0061296434
Severe Toxicity0.0006389618
Low Tox 0.013571346 Low Con 0.218 Question
Nov 22, 2025 Quebec Ends Economic Immigration Program …
What does it mean to sponsor a work permit? Work Visa. Work-force Mobility. Visa sponsorship refers to the process where an individual or organization takes responsibility for supporting a foreign national to enter or stay …
What does it mean to sponsor a work permit? Work Visa. Work-force Mobility. Visa sponsorship refers to the process where an individual or organization takes responsibility for supporting a foreign national to enter or stay in another country. In the workplace, employers may sponsor their employees to obtain a foreign visa and relocate abroad for a job. Velocity Global What Is Visa Sponsorship? - Velocity Global Who can sponsor a work permit? a sponsoring employer
Identity Attack0.005105704
Insult0.007028373
Profanity0.010313802
Threat0.006304411
Severe Toxicity0.0006723404
Low Tox 0.011497946 Moderate Con 0.465
Sep 19, 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.