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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

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "how did you get a …" 2,660 comments · Page 91 of 107
I don’t disagree that people on a student visa should go back once the visa expires. a lot of responsibility falls on IRCC and immigration/ government to actually have everything regulated and documented. IRCC is …
I don’t disagree that people on a student visa should go back once the visa expires. a lot of responsibility falls on IRCC and immigration/ government to actually have everything regulated and documented. IRCC is impossible to get a hold of. Applications open people apply.. they get in and then the government forgets about them… the students and work permit people once they land have no idea what is going on. No place to live.. mental health.. tons or restrictions. Don’t invite guest for a sleep over if there is not extra bed in your house. Say the guest then decides they can just sleep on floor or sofa and you keep letting it happen over and over with no boundaries but also just say that they are not welcome. So again it’s the person who invites the guest who is responsible for clear cut communication, deadlines etc
Identity Attack0.010433395
Insult0.026444806
Profanity0.017162729
Threat0.0071199946
Severe Toxicity0.0015640259
Low Tox 0.056016337 Constructive 0.766 Policy_Critique
Oct 1, 2025 IRCC Names India in Study …
Any government official who allows this to happen in any region is getting their pockets lined with heavy cash by the offenders. That’s politics
Any government official who allows this to happen in any region is getting their pockets lined with heavy cash by the offenders. That’s politics
Identity Attack0.0055496786
Insult0.022899706
Profanity0.013166099
Threat0.008077981
Severe Toxicity0.0012302399
Low Tox 0.055768944 Low Con 0.189 Unverified_Claim
Jan 23, 2026 Inside Canada's Indian Metropolis (Brampton)
I'm Going Harder Then Lastime.....To get you SAVED! Give your life to Jesus the Christ. Get a King James Bible and follow the Ministry of Paul for the Church Age. 1 Corinthians 15: 1-4
I'm Going Harder Then Lastime.....To get you SAVED! Give your life to Jesus the Christ. Get a King James Bible and follow the Ministry of Paul for the Church Age. 1 Corinthians 15: 1-4
Identity Attack0.014752249
Insult0.014580919
Profanity0.015591404
Threat0.014220826
Severe Toxicity0.0033569336
Low Tox 0.055521555 Moderate Con 0.36 Advertisement_Spam
Jan 27, 2026 Inside Canada's Indian Invasion...
The problem is not immigration, it is about why government giving visa when there is a job crisis for those who are already there? It is a cheating with the people who are paying huge …
The problem is not immigration, it is about why government giving visa when there is a job crisis for those who are already there? It is a cheating with the people who are paying huge money as a students and getting no exposure of jobs, it is not because of education that students are coming it is because of exposure of an International companies which they are hoping to get, students are adding money to the economy how can you blame the students who are coming legally??
Identity Attack0.013445892
Insult0.02212623
Profanity0.013678487
Threat0.006440342
Severe Toxicity0.001373291
Low Tox 0.055521555 Constructive 0.515 Policy_Critique
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
I love how we have brought millions of new "skilled" Canadians into the country and they say there's not enough workers with skills to run our upcoming projects. With that big of backlog sounds like …
I love how we have brought millions of new "skilled" Canadians into the country and they say there's not enough workers with skills to run our upcoming projects. With that big of backlog sounds like you need to shut the program down until you get caught up. This seems quite mis-managed, who was in charge for the last 10 years to let this spiral out of control so badly?
Identity Attack0.01565665
Insult0.025929155
Profanity0.011014067
Threat0.0067316215
Severe Toxicity0.0012397766
Low Tox 0.055274166 Constructive 0.677 Policy_Critique
Jan 21, 2026 Why Canada’s immigration system has …
I am a Korean international student studying in Canada. These types of news makes me really frustrated.. I heard that due to these reasons, immigration officers has been taking very long time to process study …
I am a Korean international student studying in Canada. These types of news makes me really frustrated.. I heard that due to these reasons, immigration officers has been taking very long time to process study visa permits. I 100% agree with immigration officers that they need to carefully review the applications, because I also think things like this shouldn’t happen in any countries. But, I’m getting frustrated because this is delaying innocent international students’ visa process as well. I’ve finished my undergraduate studies and I decided to pursue master’s under a professor i met in my current university. I was very excited to study the field, and i applied for study extension visa months ago, and still haven’t gotten any updates from IRCC. So I couldn’t get enrolled in Fall semester. I’m still waiting, and i really hope that i can continue studying.. luckily my professor understood this situation and he said he can hold a position for me, but i’m still very anxious about all the situation. I hope all people who come to Canada are honest and don’t do illegal things. I really want them to realize that they are affecting students who just want to study. They are taking away the opportunity for others to learn.
Identity Attack0.023595277
Insult0.022512967
Profanity0.016957775
Threat0.0077802283
Severe Toxicity0.001783371
Low Tox 0.055274166 Constructive 0.858 Personal_Narrative
Sep 29, 2025 3 likes IRCC Names India in Study …
Like 2008 economy rough gotta get rid of competition
Like 2008 economy rough gotta get rid of competition
Identity Attack0.0064006294
Insult0.0142009165
Profanity0.016035475
Threat0.016810767
Severe Toxicity0.0020503998
Low Tox 0.055026773 Low Con 0.267 Economic_Argument
Dec 25, 2025 Deportations From Canada at Their …
Canadians should not act all surprised and get their snobby knickers in a knot…you voted a PM and government who does not vet immigrants like they used to, sooo our country can no longer be …
Canadians should not act all surprised and get their snobby knickers in a knot…you voted a PM and government who does not vet immigrants like they used to, sooo our country can no longer be trusted not to be a holding tank for terrorists. Quit being so snobby and insulted. You voted for this.
Identity Attack0.014345914
Insult0.017642405
Profanity0.00015257297
Threat0.0005533936
Severe Toxicity0.0000046659866
Low Tox 0.054810215 Policy_Critique
Dec 10, 2025
(This can be viewed as assumptions but it's factual) Was at a A&W last night me and my fiancee were the only Canadians there... went to Walmart after.... Now sure I wasn't in every part …
(This can be viewed as assumptions but it's factual) Was at a A&W last night me and my fiancee were the only Canadians there... went to Walmart after.... Now sure I wasn't in every part of Walmart but I only seen one actual Canadian born worker... Sure it can be said it's assumption on my part but I am confident with my assumption based on what I saw. Our public transportation ( bus ) there's only 4 Canadians left. Now our busses speed, don't give time for people to get on safely.... accidents almost daily. And from what I heard there has to be a shuttle bus on standby because the new drivers just make false claims of accidents and issues so shuttle has to come and pick up the people on the bus to finish the route. Our rental market is far and thin. Our homeless is Canadians NOT foreign. And we are seeking illicit activities and mind altering chemicals to deal with the stress of life more and more each day. Concerns me my son and daughter have to grow up like this. I fear for them and their future in a country that I once believed in. I'm not racist I try my best to treat everyone fairly and equally. But Canada is changing and it's causing great impact we can't handle.
Identity Attack0.02138452
Insult0.024511116
Profanity0.015728042
Threat0.007832011
Severe Toxicity0.0019836426
Low Tox 0.054779384 Constructive 0.835
Aug 31, 2025 4 likes Why Canadians Are Turning Against …
They can fly in thousands of these people a day, but they can only get 10 out? Seems it's all about votes and not about the lives of Canadians
They can fly in thousands of these people a day, but they can only get 10 out? Seems it's all about votes and not about the lives of Canadians
Identity Attack0.027413858
Insult0.0154929245
Profanity0.010894509
Threat0.012181788
Severe Toxicity0.0021362305
Low Tox 0.054531995 Moderate Con 0.32 Policy_Critique
Feb 18, 2026 12 likes Canadian immigration officers investigating hundreds …
I don't have coverage for physiotherapy which I could really use. I have to pay out of pocket for all of it. Why do asylum seekers get it for free?
I don't have coverage for physiotherapy which I could really use. I have to pay out of pocket for all of it. Why do asylum seekers get it for free?
Identity Attack0.02138452
Insult0.018774498
Profanity0.013336895
Threat0.006194372
Severe Toxicity0.0012779236
Low Tox 0.054531995 Constructive 0.64 Economic_Argument
Feb 24, 2026 86 likes 'We do know that there's …
Need to close our boarders and get our country back to were it was, and than do it right.
Need to close our boarders and get our country back to were it was, and than do it right.
Identity Attack0.010433395
Insult0.018774498
Profanity0.011492296
Threat0.008945347
Severe Toxicity0.0017547607
Low Tox 0.054531995 Moderate Con 0.341
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
This is just peace me off I came to Canada as an immigrant I earned my citizenship with time and i never get a penny from the government...
This is just peace me off I came to Canada as an immigrant I earned my citizenship with time and i never get a penny from the government...
Identity Attack0.02821777
Insult0.017227544
Profanity0.012346277
Threat0.0061814263
Severe Toxicity0.0011348724
Low Tox 0.054531995 Moderate Con 0.493
Sep 3, 2019 3 likes How much do refugees and …
It’s a lot to put in perspective when 🇨🇦 citizens can’t get lunch
It’s a lot to put in perspective when 🇨🇦 citizens can’t get lunch
Identity Attack0.02821777
Insult0.017936565
Profanity0.014771583
Threat0.008000307
Severe Toxicity0.0017738342
Low Tox 0.054531995 Moderate Con 0.434
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
If Quebec can loosen their language-related laws, existing Canadian citizens and permanent residents from across the country can actually get decent jobs without having to get in foreign workers.
If Quebec can loosen their language-related laws, existing Canadian citizens and permanent residents from across the country can actually get decent jobs without having to get in foreign workers.
Identity Attack0.041261412
Insult0.020256994
Profanity0.010826191
Threat0.006433869
Severe Toxicity0.0014781952
Low Tox 0.054531995 Moderate Con 0.4 Policy_Critique
Feb 13, 2026 Canada's tighter immigration policy divides …
0:55 wait, how would going to Canada help them get into Switzerland? I'm confused
0:55 wait, how would going to Canada help them get into Switzerland? I'm confused
Identity Attack0.027815815
Insult0.01465692
Profanity0.017504321
Threat0.008077981
Severe Toxicity0.0021076202
Low Tox 0.054284602 Moderate Con 0.321 Question
Feb 5, 2026 Inside Canada's Indian Invasion...
35 $ per month saved with the tax cut IF I get it 😂😂😂 what a joke
35 $ per month saved with the tax cut IF I get it 😂😂😂 what a joke
Identity Attack0.0012486777
Insult0.025929155
Profanity0.015079016
Threat0.006097279
Severe Toxicity0.0011301041
Low Tox 0.054284602 Low Con 0.283
Jan 13, 2026 Canada’s new rules in 2026
We shouldn't offer Healthcare of any kind to non citizens or non permanent residents. Let's say that again another way. Healthcare should only go to citizens and permanent residents, and temporary foriegn workers. Nobody else …
We shouldn't offer Healthcare of any kind to non citizens or non permanent residents. Let's say that again another way. Healthcare should only go to citizens and permanent residents, and temporary foriegn workers. Nobody else should get anything unless they pay up front out of pocket.
Identity Attack0.02037963
Insult0.020385906
Profanity0.010945748
Threat0.0069646453
Severe Toxicity0.0013542175
Low Tox 0.054037213 Moderate Con 0.412 Policy_Critique
Feb 24, 2026 18 likes 'We do know that there's …
7500 a month for immigrants. How much do canadians on welfare get. TELL ME.
7500 a month for immigrants. How much do canadians on welfare get. TELL ME.
Identity Attack0.039456755
Insult0.014732921
Profanity0.010057608
Threat0.0066927844
Severe Toxicity0.0014305115
Low Tox 0.05354243 Low Con 0.293 Economic_Argument
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
🎉🎉 watching this video when I get time no other sources got 19/20 just yesterday .
🎉🎉 watching this video when I get time no other sources got 19/20 just yesterday .
Identity Attack0.008213525
Insult0.014086916
Profanity0.027273865
Threat0.012699619
Severe Toxicity0.0036239624
Low Tox 0.05354243 Moderate Con 0.391 Meta_Commentary
Feb 13, 2026 3 likes Canadian Citizenship Test 2025 – …
Im ready to cross the point of no return and do whatever it takes to get rid of this problem once and for all if everyone else is. Say the word 🫡
Im ready to cross the point of no return and do whatever it takes to get rid of this problem once and for all if everyone else is. Say the word 🫡
Identity Attack0.00449524
Insult0.012110904
Profanity0.018255826
Threat0.030969119
Severe Toxicity0.0026512146
Low Tox 0.053295042 Moderate Con 0.408 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
As a indo-canadian born here something needs to be done. We need to make More noise. We all need to pressure the government more and get them to change the rules now and not slowly …
As a indo-canadian born here something needs to be done. We need to make More noise. We all need to pressure the government more and get them to change the rules now and not slowly 😢.
Identity Attack0.021183543
Insult0.017163089
Profanity0.01261955
Threat0.010731863
Severe Toxicity0.0016784668
Low Tox 0.05280026 Constructive 0.612
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
They don't get deport neither
They don't get deport neither
Identity Attack0.025605056
Insult0.012946909
Profanity0.016001316
Threat0.007870848
Severe Toxicity0.0018024445
Low Tox 0.05255287 Low Con 0.214 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
People arent having kids because canada isnt prosperous enough to support families. Then they import people and we dont have the infrastructure to support them. The govnt needs those tax dollars. And people that will …
People arent having kids because canada isnt prosperous enough to support families. Then they import people and we dont have the infrastructure to support them. The govnt needs those tax dollars. And people that will get milked for them.
Identity Attack0.010507392
Insult0.023995465
Profanity0.013712646
Threat0.0068869707
Severe Toxicity0.0013446808
Low Tox 0.05255287 Moderate Con 0.313
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
Indians are good for Canada 🇨🇦 economy get your facts right.
Indians are good for Canada 🇨🇦 economy get your facts right.
Identity Attack0.038425524
Insult0.015872927
Profanity0.012722028
Threat0.0063626673
Severe Toxicity0.0016880035
Low Tox 0.05205809 Low Con 0.215 Economic_Argument
Feb 23, 2026 2 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.