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: "As a Canadian I approve …" 20 comments
It's quite understandable when it seems overnight Canada is invaded by Indians from India! What happened? Did the Canadian borders opened wide for the Indians to march in, or were the immigration staff permanently zonked …
It's quite understandable when it seems overnight Canada is invaded by Indians from India! What happened? Did the Canadian borders opened wide for the Indians to march in, or were the immigration staff permanently zonked on marijuana and didn't notice or just couldn't be bothered with stopping them over the last 3 to 4 years? Maybe. But really, the problem was definitely created by that despicable moron Trudeau( who even Trump could say to him in his face when he knelt and begged Trump not to hurt Canada with his tariffs, Trump just say ok if you agree to let Canada be the US's 51 st state!). He must have suffered from a terrible serious attack on his mental faculty and zonked on chanting Hari Krishna simply allowing his goons in charge of immigration to approve to let in that tidal wave of Indians especially in the last 4 years! What to do now? While we hate Trump for what he's doing to Canada on tariffs, Carney should give good thoughts to adopt actions like Trump's ICE GOONS to deport those who entered Canada illegally, and stop extension of visas to the zillions admitted on temporary work visas, and the tens of thousands of students who registered as "student" on student visas in private unregistered/approved institutes in name, but are actually working in various jobs illegally e.g. construction, etc.
Identity Attack0.46028158
Insult0.5739874
Profanity0.26802593
Threat0.01698343
Severe Toxicity0.02420936
Moderate 0.54823303 Constructive 0.584 Insult Unverified_Claim
Aug 27, 2025 1 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 …
I'm born and raised Canadian 48 years and I'm sick of my country looking like Afghanistan, Pakistan, Iran, Iraq , and all of the other refugees and immigrants. We don't need you here to make …
I'm born and raised Canadian 48 years and I'm sick of my country looking like Afghanistan, Pakistan, Iran, Iraq , and all of the other refugees and immigrants. We don't need you here to make anchor babies and take our jobs and use up our resources ( jobs, medical, housing). Everything said by that woman is 100% correct and I approve that message. My wife has been unemployed since Christmas of 2024 and I've been off since March of 2025 and it's now mid September 2025. Our bills and taxes don't stop coming in when the cheques stop coming in. I haven't been on EI in 20 years!
Identity Attack0.36598656
Insult0.24928534
Profanity0.038154904
Threat0.010162249
Severe Toxicity0.017029278
Moderate 0.32020867 Constructive 0.736
Sep 12, 2025 Why Canadians Are Turning Against …
Do more videos please as a white Canadian I approve this message
Do more videos please as a white Canadian I approve this message
Identity Attack0.23467018
Insult0.03885912
Profanity0.051932767
Threat0.011922873
Severe Toxicity0.00793457
Low Tox 0.21776234 Moderate Con 0.495 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
The problem is immigration back in day was a luxury in India so only riches made it outside and they were rich compared to others after independence because they were more pro british and served …
The problem is immigration back in day was a luxury in India so only riches made it outside and they were rich compared to others after independence because they were more pro british and served them. So it was easy for them to immigrate and assimilate into your culture. Now you see many poor people also immigrating because immigration became more accessible, its just like the touchscreen phones, before only rich people had them, but later and now everyone has it. Plus your overly liberal and the stupid point system lets anyone enter the country if they meet a specific criteria, they barely check their english, background, crime record, etc. Also, living in India is a survival, or a nightmare for short. Especially for the poor people in the up north, and so they go to these shady agents who claim that they can send him or her to Canada, UK, Australia where ever they want in exchange for some money. Sometimes these agents turnout to be scams and sometimes not, then these students apply to some fake university that has no campus in Canada and select a course thats easy. Then once approved they come to canada, don’t go to university and make some other indian friends who say they have contacts with some job providers and through that the students get their jobs at the fast food joints and shopping malls. The mindset with which these students come to Canada is that I want to get a simple job as soon as I land in Canada and through that job I can get a PR. They never go to assimilate or discover the culture, they come because the country looks nice, has resources, and will provide them with a good salary so that they send some money back home to their parents as compared to low paying jobs in India, which too are super competitive. They still like the indian way of life, the culture, the food, the attire, just not in India. Thats why you’ll never see these students eating at anything other than a Indian Punjabi Restaurant or a fast food joint, they will never make white friends, they will never try to change the way they speak and look at Canadians, they will never try to change their driving habits. In conclusion, more poor people and students migrating, paired with their mindset of “I want everything to be Indian just not in India but in a place that looks better” paired with their low interest in actually learning and working better jobs is what makes them a bad immigrant group. But thats not to say that all are like that its only some and mostly Punjabis/ other North Indians that have this mindset. The reason why the Indian group in USA is much better and successful is because they are mostly of south indian descent. Those people are far more educated, actually respect the law of the land. And fun fact: The stereotypical Indian Accent originated from USA mainly and reason why many indians say that they don’t speak in that accent is because that particular stereotypical accent is present in Indian people who come from the states of Andra Pradesh and Telegana, which is is where most of the Indians in USA are actually from. Sorry for the long ass comment and some writing mishaps, I really lose my writing quality when I’m writing long comments.
Identity Attack0.14875233
Insult0.083112895
Profanity0.041912504
Threat0.008129764
Severe Toxicity0.005607605
Low Tox 0.19893374 Constructive 0.608 Policy_Critique
Dec 3, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
These Indian came to Canada not by force but by Canadian government approval so what’s wrong for Indian being in Canada now ?
These Indian came to Canada not by force but by Canadian government approval so what’s wrong for Indian being in Canada now ?
Identity Attack0.23770751
Insult0.047349896
Profanity0.016103793
Threat0.006738094
Severe Toxicity0.0041007996
Low Tox 0.18554166 Low Con 0.287
Jan 27, 2026 Inside Canada's Indian Invasion...
As someone who comes from latin-america and has been travelling and touristing in Canada for the last 10 + years, and finally decided to take the step to immigrate to Canada through the front door, …
As someone who comes from latin-america and has been travelling and touristing in Canada for the last 10 + years, and finally decided to take the step to immigrate to Canada through the front door, I can safely say you guys are losing your amazing country. My permit was not approved and you know what, I am not even mad. I see a lot of these people leeching off your government and for some reason they get preferential treatment over people like me who come to do things honestly, work, study, and adding to the country instead leeching from it. Like I said, I first came to Canada a little over 10 years ago, and I am telling you this country is changing for the worse. One thing I also noticed is how back then I always used to hear the memes of Canadians being nice and always saying "sorry". Those memes no longer exist. I know it doesn't say much, but what I am trying to say here is: The quality of the Canadian citizen is 100% decreasing.
Identity Attack0.08004672
Insult0.081508696
Profanity0.054437835
Threat0.007909686
Severe Toxicity0.0048446655
Low Tox 0.1798404 Constructive 0.756
Sep 29, 2025 10 likes IRCC Names India in Study …
LOL, Diab will do NOTHING! With the century project, Carney will ignore the issue. Just like "Bail reform", Sean Fraser does nothing; CBSA will probably seem threatening but they probably will use the honour system …
LOL, Diab will do NOTHING! With the century project, Carney will ignore the issue. Just like "Bail reform", Sean Fraser does nothing; CBSA will probably seem threatening but they probably will use the honour system for self-deportation. Fraser, Miller and Diab accepted immigrants with criminal records. So why hunt down immigrants who are probably contributing to Canada? "Canada has approved entry for more than 17,600 people with a criminal record in last decade " PLUS all the Flight Attendants from India that did not go back to India. CBSA is NOT even close to being like ICE. The judges are lenient to immigrants who break Canadian laws to prevent deportation. The Federal Liberals are more interested in hiding taxpayer money.
Identity Attack0.04925346
Insult0.07396803
Profanity0.028640235
Threat0.010343489
Severe Toxicity0.0044822693
Low Tox 0.16245349 Constructive 0.564
Jan 15, 2026 2 likes 2.9 million Canadian temporary visas …
So those Canadian Immigration Officers approving those millions of applications didn’t notice the scheme!!!!🧐 The corruption is through and through
So those Canadian Immigration Officers approving those millions of applications didn’t notice the scheme!!!!🧐 The corruption is through and through
Identity Attack0.034558404
Insult0.0836065
Profanity0.0127903465
Threat0.006647474
Severe Toxicity0.0023937225
Low Tox 0.16245349 Low Con 0.267 Unverified_Claim
Jul 14, 2025 1 likes How Canada broke its immigration …
Im Canadian and I approve of this video, the dude on with the bike LMFAO
Im Canadian and I approve of this video, the dude on with the bike LMFAO
Identity Attack0.036105253
Insult0.03158728
Profanity0.08128801
Threat0.015774792
Severe Toxicity0.008964539
Low Tox 0.15545623 Moderate Con 0.445
Jan 27, 2026 Inside Canada's Indian Invasion...
You should come and see the Canadian dream being sold to Punjabis here. Also watch the movie "Dunkee" and you'll all know how bad the desperation to move to the west, is. Btw i live …
You should come and see the Canadian dream being sold to Punjabis here. Also watch the movie "Dunkee" and you'll all know how bad the desperation to move to the west, is. Btw i live in India and have no plans on migrating anywhere. It ain't great here but if we all keep leaving for greener pastures, it won't ever get better. We literally have a Visa temple in South India where people go to pray for their Visas to get approved. It's extremely sad honestly.
Identity Attack0.10221587
Insult0.04090862
Profanity0.015420608
Threat0.006861079
Severe Toxicity0.002937317
Low Tox 0.12867521 Constructive 0.673 Personal_Narrative
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
College in Canada, IRCC is Canadian, Approving officer is Canadian, Money paid is CAD, Recipient is Canadian, Tax on that is paid to CRA, They are charged 4 times more than local students, And still …
College in Canada, IRCC is Canadian, Approving officer is Canadian, Money paid is CAD, Recipient is Canadian, Tax on that is paid to CRA, They are charged 4 times more than local students, And still how can you blame this on the other countries (India) when its allowed by you (Canada).. 😅😅
Identity Attack0.04538634
Insult0.025413504
Profanity0.012346277
Threat0.006084333
Severe Toxicity0.0019264221
Low Tox 0.07845957 Moderate Con 0.475
Sep 30, 2025 IRCC Names India in Study …
I worked with a lot of refugees and asylum seekers. They are generally allowed to work hwhilst waiting on their claim to be processed. My experience was they are very hard working, smart and ambitious. …
I worked with a lot of refugees and asylum seekers. They are generally allowed to work hwhilst waiting on their claim to be processed. My experience was they are very hard working, smart and ambitious. Not settling for just collecting welfare or hwhat-not. They are net contributors to Canadian society. Fortunately, the ones I knew had their claims approved. But hwhat if they didn't? hWhat if they lied/exaggerated about the persecution back home. They're still productive members of society. hWhy send em back? Better yet: Don't make em lie in the first place! Let them live and work here indefinitely just because they want to.
Identity Attack0.018470341
Insult0.03235855
Profanity0.017572641
Threat0.0069516995
Severe Toxicity0.001783371
Low Tox 0.07608539 Constructive 0.842
Dec 29, 2025 1 likes Deportations From Canada at Their …
The administrative people that are approving these applications are from India too. I am a canadian business man that tried 2 times to bring a visitor over from another country on a visit . Was …
The administrative people that are approving these applications are from India too. I am a canadian business man that tried 2 times to bring a visitor over from another country on a visit . Was declined 2 times and at the bottom of the rejection letter was signed by somone from india
Identity Attack0.053854458
Insult0.019096779
Profanity0.0118338885
Threat0.006530962
Severe Toxicity0.0016498566
Low Tox 0.05799546 Constructive 0.644 Unverified_Claim
Nov 24, 2025 IRCC Names India in Study …
How a student get approved for a car loan they are only allowed to work 20hrs per week .how these finance companies are issues loan for a student who is only here for 2 year …
How a student get approved for a car loan they are only allowed to work 20hrs per week .how these finance companies are issues loan for a student who is only here for 2 year program ? Once they leave common canadian citizen have toobserved the cost . Financials insituation are to be blame for all the mess.
Identity Attack0.007954539
Insult0.022577424
Profanity0.011133623
Threat0.0063497215
Severe Toxicity0.00096321106
Low Tox 0.04315203 Moderate Con 0.466
Sep 28, 2025 7 likes IRCC Names India in Study …
Another important concern is that visa officers in certain countries who facilitated fake applications through bribery should be thoroughly investigated, while many genuine and legitimate visitor‑visa applicants — who simply wished to visit Canada and …
Another important concern is that visa officers in certain countries who facilitated fake applications through bribery should be thoroughly investigated, while many genuine and legitimate visitor‑visa applicants — who simply wished to visit Canada and enjoy places like Niagara Falls — were unfairly rejected. The full staff in these offices should be reassigned, and the approval systems and procedures should be completely overhauled to ensure transparency, accountability, and proper decision‑making going forward. Immigrants who have legitimately obtained Permanent Residence or Canadian citizenship are also facing unfair barriers, especially in the job market. Despite having full legal status, many are not even given interview opportunities, while corrupted or poorly monitored ATS systems are being exploited by bad actors. Employers — including major banks and other leading organizations — have hired temporary workers without properly verifying their status or detecting fake documentation. Canada needs a clear hiring principle: priority should be given to Canadian citizens and Permanent Residents first, and only when no qualified applicants exist should other categories be considered. LMIA approvals should be paused to prevent misuse and ensure fairness for those who have followed the legal pathway. Strengthening verification processes and enforcing employer accountability would help restore integrity and fairness in both the immigration and employment systems. Many of these immigrants have sacrificed their assets and life savings in their home countries, embraced Canada as their new motherland, and now find themselves suffering with no realistic path to return — making fairness and accountability in the system even more essential.
Identity Attack0.0071405866
Insult0.021803947
Profanity0.011646013
Threat0.006848133
Severe Toxicity0.0010585785
Low Tox 0.037105743 Constructive 0.723
Jan 4, 2026 Deportations From Canada at Their …
All international students are required to provide documents and statement letters in their student visa applications to prove that they intend to return to their home countries after their studies. The only thing that is …
All international students are required to provide documents and statement letters in their student visa applications to prove that they intend to return to their home countries after their studies. The only thing that is expected (not guaranteed in any way) is a post-graduation work permit to give them a chance to acquire Canadian work experience and have enough points to apply for permanent residency if they choose to. The government should only be responsible for those who were already selected and approved for residency before changes to the regulations. All future applicants should be evaluated based on the latest changes. That is not new, and all current immigrant citizens had to adapt to the changes to requirements back in their time as well.
Identity Attack0.008250522
Insult0.013820915
Profanity0.011184863
Threat0.0063626673
Severe Toxicity0.0008869171
Low Tox 0.025085296 Constructive 0.622 Policy_Critique
Jan 22, 2026 Why Canada’s immigration system has …
I'm a Real Canadian Born and Raised and I approve this message
I'm a Real Canadian Born and Raised and I approve this message
Identity Attack0.008694496
Insult0.008272881
Profanity0.013063621
Threat0.0071588317
Severe Toxicity0.0013065338
Low Tox 0.01646154 Moderate Con 0.488 Identity_Assertion
Aug 26, 2025 Why Canadians Are Turning Against …
As a Canadian I approve this message !
As a Canadian I approve this message !
Identity Attack0.0051427023
Insult0.0066008708
Profanity0.010945748
Threat0.0068028234
Severe Toxicity0.0008058548
Low Tox 0.009047564 Constructive 0.509 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
This immigration rule is not being enforced the way the government claims. IRCC is still handing out temporary resident visas—student visas, visitor visas, and visitor visa extensions—too easily. They’re approving 1-year visitor extensions, then another …
This immigration rule is not being enforced the way the government claims. IRCC is still handing out temporary resident visas—student visas, visitor visas, and visitor visa extensions—too easily. They’re approving 1-year visitor extensions, then another 6 months, and sometimes even another full year if someone applies again. How is that stricter than before? It’s not. The government is misleading Canadians when it says immigration rules are tightening. In reality, it’s becoming more lenient, and it’s frustrating for those of us who follow the rules, pay taxes, and contribute honestly to this country.
Identity Attack0.00021630489
Insult0.00028040312
Profanity0.000052242904
Threat0.000028844901
Severe Toxicity0.000002951865
Low Tox 0.00092790026 Policy_Critique
Jun 6, 2025

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.