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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: "And why those with visas …" 441 comments · Page 3 of 18
Biggest misake ever , linking any form of student visa, work visa, tfw work or whatever to a citizen path. Mutiple unaccounted for criss crossing paths. They were ridiculous paths to create, Libs, again incompetent. …
Biggest misake ever , linking any form of student visa, work visa, tfw work or whatever to a citizen path. Mutiple unaccounted for criss crossing paths. They were ridiculous paths to create, Libs, again incompetent. Then its the parent family sponsorhip crap that is even worse.They cant afford to be here, but money sent home, or better yet they apply to bring aging parents, entering the most costly health times of their lives to here, where everything is understress and they cant pay for it. But expect it.
Identity Attack0.055673428
Insult0.48627716
Profanity0.36230123
Threat0.009592636
Severe Toxicity0.023076924
Moderate 0.46716887 Moderate Con 0.402
Nov 22, 2025 Quebec Ends Economic Immigration Program …
The main fraud is indian officials working in Canada Government sectors. They take bribe to approve indian visas with fake documents. fire all indian born officials first
The main fraud is indian officials working in Canada Government sectors. They take bribe to approve indian visas with fake documents. fire all indian born officials first
Identity Attack0.55044734
Insult0.35849577
Profanity0.0913099
Threat0.16699752
Severe Toxicity0.023076924
Moderate 0.46716887 Low Con 0.162 Identity Attack
Oct 1, 2025 IRCC Names India in Study …
The fraudulent Indian student visa scam and the Indian super visa have brought hundreds of thousands of people into this country. This fraud MUST STOP. I am sick of it.
The fraudulent Indian student visa scam and the Indian super visa have brought hundreds of thousands of people into this country. This fraud MUST STOP. I am sick of it.
Identity Attack0.46028158
Insult0.43158367
Profanity0.09098661
Threat0.010628296
Severe Toxicity0.023076924
Moderate 0.4575469 Moderate Con 0.46 Unverified_Claim
Sep 28, 2025 1 likes IRCC Names India in Study …
A minimum of 95% of the Indians in Canada MUST be sent home. Revoked visas, revoked citizenship, whatever is necessary. They do not contribute, they do not assimilate, they do not belong here. Remigration is …
A minimum of 95% of the Indians in Canada MUST be sent home. Revoked visas, revoked citizenship, whatever is necessary. They do not contribute, they do not assimilate, they do not belong here. Remigration is inevitable.
Identity Attack0.53446084
Insult0.3388922
Profanity0.046171114
Threat0.060443077
Severe Toxicity0.02430326
Moderate 0.45703048 Low Con 0.278 Identity Attack Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
CARNEY WANTS TO BRING H1B VISA HOLDERS INDIANS TO CANADA SO THEY CAN STEAL CANADIANS JOBS
CARNEY WANTS TO BRING H1B VISA HOLDERS INDIANS TO CANADA SO THEY CAN STEAL CANADIANS JOBS
Identity Attack0.48949075
Insult0.37733194
Profanity0.069969244
Threat0.02803385
Severe Toxicity0.023076924
Moderate 0.45549932 Low Con 0.219
Sep 29, 2025 IRCC Names India in Study …
No more Indian in Canada, cancel all the student visas.
No more Indian in Canada, cancel all the student visas.
Identity Attack0.55044734
Insult0.24493282
Profanity0.046171114
Threat0.027688526
Severe Toxicity0.023076924
Moderate 0.4475325 Low Con 0.22 Identity Attack Call_To_Action
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
That's why you are a hate mongering guy humongering hate against the community that you cannot compete into it why this community has money because they work too hard man they work too hard and …
That's why you are a hate mongering guy humongering hate against the community that you cannot compete into it why this community has money because they work too hard man they work too hard and you don't have money maybe stop being a jealous and work more harder and you will achieve because those people did not came there free they have to show more than half a million to $700,000 in their bank account to get a visa for Canada or America nothing free so stop being a mongering hate peaceful community like Indian and why don't you work for yourself more hours more hours more than 18 to 19 hours to complete with them instead of blaming everywhere and a word and everything it's not the end of world man
Identity Attack0.07508347
Insult0.47384647
Profanity0.08613731
Threat0.010395273
Severe Toxicity0.021031776
Moderate 0.4402136 Constructive 0.534
Aug 26, 2025 Why Canadians Are Turning Against …
99 percent indian Bangladeshi and pakistani students submits fake papers just to get visa to step in canada. INDIANS ARE THE NUMBER ONE. IF YOU DONT STOP ISSUING VISIT OR STUDENT VISA THIS COUNTRY WILL …
99 percent indian Bangladeshi and pakistani students submits fake papers just to get visa to step in canada. INDIANS ARE THE NUMBER ONE. IF YOU DONT STOP ISSUING VISIT OR STUDENT VISA THIS COUNTRY WILL BE TAKEN OVER BY FAKE INDIAN STUDENTS. PEOPLE ARE GETING READY FOR WORLD CUP SOCCER NEXT YEAR. THEY WILL COME AS FAKE VISITORS AND file FAKE ASYLUM. INDIA AND BANGLADESH.
Identity Attack0.50588524
Insult0.36798462
Profanity0.05393682
Threat0.03304107
Severe Toxicity0.023129508
Moderate 0.4398409 Moderate Con 0.412 Identity Attack
Sep 28, 2025 IRCC Names India in Study …
I don't hate the immigrants themselves, but the way our country handles immigration. I'll be the first to admit it's getting harder to keep those two things separate. What compounds that hate is since I've …
I don't hate the immigrants themselves, but the way our country handles immigration. I'll be the first to admit it's getting harder to keep those two things separate. What compounds that hate is since I've been looking at moving out of this country... it's disheartening that most countries (rightfully so) make you have to be able to both assimilate and afford to fend for yourself to get a immigrants visa. And I guess Canada isn't enough of a shithole to get refugee status... yet. Like many Canadians now, I'm living cheque to cheque to make ends meet. So not only do I hate it here, but am essentially trapped. Next time you want to get pissed off at an immigrant, save it for a Liberal. It's a good chance he/she will be one in the same anyways.
Identity Attack0.3819294
Insult0.42367843
Profanity0.39409557
Threat0.011327368
Severe Toxicity0.023076924
Moderate 0.43965456 Constructive 0.752 Policy_Critique
Aug 26, 2025 Why Canadians Are Turning Against …
So whose fault is it? Shouldnt the Canadian government expel people who cheat their visa? and why being so racist in showing Indians as dirty in the thumbnail. .. i do agree there are people …
So whose fault is it? Shouldnt the Canadian government expel people who cheat their visa? and why being so racist in showing Indians as dirty in the thumbnail. .. i do agree there are people who have zero Civic sense...
Identity Attack0.4508763
Insult0.43450394
Profanity0.07320584
Threat0.008634649
Severe Toxicity0.015867263
Moderate 0.43475235 Constructive 0.514 Policy_Critique
Mar 3, 2026 Inside Canada's Indian Invasion...
Ain't hard come over on a student visa complete your courses go back don't complete your paperwork go back banned are we not missing a crap load of student Visa's that have run out 5 …
Ain't hard come over on a student visa complete your courses go back don't complete your paperwork go back banned are we not missing a crap load of student Visa's that have run out 5 years ago ?
Identity Attack0.01656105
Insult0.40243408
Profanity0.39409557
Threat0.009592636
Severe Toxicity0.018836858
Moderate 0.42985553 Moderate Con 0.5 Question
Feb 19, 2026 Canadian immigration officers investigating hundreds …
Good!! Deport more. Anyone overstaying a visa, any fake refugees, get them all out. Send them back to fix their own countries, not drag those problems here. Failed refugee claimant = economic migrant. Get them …
Good!! Deport more. Anyone overstaying a visa, any fake refugees, get them all out. Send them back to fix their own countries, not drag those problems here. Failed refugee claimant = economic migrant. Get them out! edit: They can have deportations delayed because they might need medical services their country of origin can't provide? F that! Thats medical tourism and we are paying for it. Deport, deport, deport.
Identity Attack0.42615733
Insult0.34203702
Profanity0.22429734
Threat0.06755528
Severe Toxicity0.023076924
Moderate 0.4269174 Moderate Con 0.485
Dec 24, 2025 1 likes Deportations From Canada at Their …
I’m just anti-liberals , they screw up everything they touch. Illegals and expired visa holders must be removed and stop immigration until we help tax paying citizens !
I’m just anti-liberals , they screw up everything they touch. Illegals and expired visa holders must be removed and stop immigration until we help tax paying citizens !
Identity Attack0.3825363
Insult0.40243408
Profanity0.2564132
Threat0.2172668
Severe Toxicity0.023076924
Moderate 0.4269174 Moderate Con 0.397 Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
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 …
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 …
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 …
I worked with a guy that was abusing the system and didn't even hide it. He said to me I'm on a student visa I'm supposed to be going to school but I'm not and …
I worked with a guy that was abusing the system and didn't even hide it. He said to me I'm on a student visa I'm supposed to be going to school but I'm not and then he laughed about it and I got pissed. I said something about it and I told my boss he's not even supposed to be working here and my boss told me to mind my business. That's what's going on in Canada. Also these clowns that say that they are a benefit to Canada obviously aren't having their field of work crushed by too many people so you're easily replaceable. When you are easily replaceable your company no longer values you even if you are amazing at your job. They might be a financial benefit to companies and other Indians but they are not a benefit to Canadians. They only shop at Indian businesses and only deal with Indians in all aspects of their life. They refused to deal with Canadians and Canadian companies. They are cutting us out and being racist and discriminatory towards Canadians in Canada. That's ridiculous and we should stop it
Identity Attack0.1007269
Insult0.48627716
Profanity0.22562476
Threat0.012699619
Severe Toxicity0.014898917
Moderate 0.4269174 Constructive 0.707 Personal_Narrative
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
U white guy making video against immigrants- how sad for u - you don’t know real history- why u given visa to come - that is it govt issue nothing do immigrant - Poland guy …
U white guy making video against immigrants- how sad for u - you don’t know real history- why u given visa to come - that is it govt issue nothing do immigrant - Poland guy why come Canada tell me
Identity Attack0.48915586
Insult0.26957804
Profanity0.02973333
Threat0.010395273
Severe Toxicity0.019740647
Moderate 0.4269174 Low Con 0.252
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
tbh ircc should be investigated - thousands of unqualified people are here in canada pestering the economy like wtf?? these people all have visitor visa and wanting to work
tbh ircc should be investigated - thousands of unqualified people are here in canada pestering the economy like wtf?? these people all have visitor visa and wanting to work
Identity Attack0.10221587
Insult0.35016364
Profanity0.40929472
Threat0.009463178
Severe Toxicity0.023076924
Moderate 0.42568782 Moderate Con 0.354
Oct 6, 2025 IRCC Names India in Study …
i had an old coworker whose US visa ran out so he had to move to canada. i caught up with him and asked him what he thought of canada. his response 'i hate it …
i had an old coworker whose US visa ran out so he had to move to canada. i caught up with him and asked him what he thought of canada. his response 'i hate it here... too many indians" . the funniest part about this whole story is that he is indian himself
Identity Attack0.5135796
Insult0.26957804
Profanity0.12991914
Threat0.010731863
Severe Toxicity0.023076924
Moderate 0.42129645 Constructive 0.541 Identity Attack Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
STOP ALL VISAS FROM INDIA EFFECTIVE IMMIDIETELY!! I dont want to live in India: a fellow Canadian!
STOP ALL VISAS FROM INDIA EFFECTIVE IMMIDIETELY!! I dont want to live in India: a fellow Canadian!
Identity Attack0.5135796
Insult0.16124763
Profanity0.026863953
Threat0.025789235
Severe Toxicity0.023076924
Moderate 0.41690505 Moderate Con 0.39 Identity Attack Call_To_Action
Oct 9, 2025 IRCC Names India in Study …
The moment they ignore the terms of their visas,... they become criminals!!!!
The moment they ignore the terms of their visas,... they become criminals!!!!
Identity Attack0.17847598
Insult0.4339631
Profanity0.039407436
Threat0.023371955
Severe Toxicity0.012054443
Moderate 0.41445592 Low Con 0.099 Policy_Critique
Feb 26, 2026 19 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
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...
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 …
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...

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.