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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: "Your interview is all over …" 181 comments · Page 7 of 8
😂😂 some of the best most honest interviews I’ve ever seen
😂😂 some of the best most honest interviews I’ve ever seen
Identity Attack0.0056236745
Insult0.014428918
Profanity0.024541125
Threat0.0074824756
Severe Toxicity0.0024986267
Low Tox 0.041915078 Moderate Con 0.443 Humor_Satire
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Bro you should’ve interviewed me!!! I live in Brampton and I got TOO much to share
Bro you should’ve interviewed me!!! I live in Brampton and I got TOO much to share
Identity Attack0.007029593
Insult0.0151129225
Profanity0.023652986
Threat0.0076507707
Severe Toxicity0.0020599365
Low Tox 0.040430736 Moderate Con 0.458 Call_To_Action
Jan 27, 2026 5 likes Inside Canada's Indian Invasion...
I like that when your debating Brampton driving awareness your conducting an interview in the middle of a crosswalk blocking traffic
I like that when your debating Brampton driving awareness your conducting an interview in the middle of a crosswalk blocking traffic
Identity Attack0.0023863618
Insult0.016556932
Profanity0.011782649
Threat0.007573096
Severe Toxicity0.0011301041
Low Tox 0.03969839 Moderate Con 0.356 Meta_Commentary
Feb 20, 2026 7 likes Inside Canada's Indian Invasion...
Can we get a full series of interviews with the guy on the bike please
Can we get a full series of interviews with the guy on the bike please
Identity Attack0.004069764
Insult0.012946909
Profanity0.017299367
Threat0.010110466
Severe Toxicity0.0016307831
Low Tox 0.03828422 Moderate Con 0.343
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
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 …
this video really interviews a wide range of people
this video really interviews a wide range of people
Identity Attack0.009767435
Insult0.011084898
Profanity0.02433617
Threat0.009903334
Severe Toxicity0.0024795532
Low Tox 0.032863233 Moderate Con 0.351
Sep 18, 2025 91 likes Inside Canada's Indian Metropolis (Brampton)
As a multi-generational, born-and-raised Canadian citizen. Recently, I have been unemployed for 1 year and 2 months, which is the longest I have ever gone without a job in my entire life. My EI has …
As a multi-generational, born-and-raised Canadian citizen. Recently, I have been unemployed for 1 year and 2 months, which is the longest I have ever gone without a job in my entire life. My EI has run out, and during this stressful time, I have only had 4 actual interviews with real human beings. I am also a caregiver for both of my parents, and working remotely has been my profession for the last 7 years. Remote work allows me to both care for them and bring in a full-time income. Despite having 30 years of customer service experience, I find myself being overlooked. Many companies now use AI to prescreen resumes, so if your resume isn’t ATS-friendly, it often never gets seen by a human. Even if you make it past that stage, there are endless AI-driven assessments before you even have a chance to speak with someone. And when you finally do, it’s often yet another layer of screening rather than a real interview. I know I bring value — I consistently receive compliments from customers across cultures for speaking clearly, precisely, and making their experience enjoyable. Yet I find myself competing with younger candidates who can work longer hours, or new immigrants that companies often prioritize, sometimes with government incentives. At 55, I feel like I’m being overlooked despite my proven skills and professionalism. Right now, I live with my retired parents and should be caring for them. Instead, my father is helping me pay my bills so I don’t ruin the credit I worked so hard to build. If I don’t secure a job soon, I fear I’ll lose everything else I’ve managed to hold onto. The stress is overwhelming — I cry daily, and on top of everything, I also face health issues of my own, but I have no space to focus on them because survival takes priority. Canada today feels very different from the country I grew up in. Since the pandemic, things have become harder in every way — jobs, housing, and simply living. Even if I manage to secure work, rent alone now takes up nearly 75% of what I’d earn, not even including other basic bills. It’s disheartening to feel like no matter how hard I push, I can’t get ahead.
Identity Attack0.006474625
Insult0.015796926
Profanity0.014293353
Threat0.0064079775
Severe Toxicity0.0012207031
Low Tox 0.027560094 Constructive 0.813 Personal_Narrative
Aug 28, 2025 Why Canadians Are Turning Against …
Why is the interview only in the poor areas? Most Canadian born people I know dont live in these areas - they live in Oakville, Burlington, Muskokas, Kawartha areas.
Why is the interview only in the poor areas? Most Canadian born people I know dont live in these areas - they live in Oakville, Burlington, Muskokas, Kawartha areas.
Identity Attack0.012943448
Insult0.012376905
Profanity0.009587918
Threat0.005867492
Severe Toxicity0.00076293945
Low Tox 0.026145924 Constructive 0.534
Jan 5, 2026 Inside Canada's Indian Metropolis (Brampton)
Managed to interview the last canadian
Managed to interview the last canadian
Identity Attack0.009989422
Insult0.011730902
Profanity0.011594773
Threat0.007857903
Severe Toxicity0.0011777878
Low Tox 0.02543884 Moderate Con 0.336 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Earlier visa was based on interview, then only those who were eligible would get the visa, now anyone can get an online visa, it is only on the basis of documents and you already know …
Earlier visa was based on interview, then only those who were eligible would get the visa, now anyone can get an online visa, it is only on the basis of documents and you already know that here documents are made by paying money. Rest is in the hands of God
Identity Attack0.0076955543
Insult0.010856897
Profanity0.01220964
Threat0.0062332097
Severe Toxicity0.00096321106
Low Tox 0.025320992 Moderate Con 0.301 Policy_Critique
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
Come do this in Surrey. Message me I’ll set it up. But I get to choose who you interview.
Come do this in Surrey. Message me I’ll set it up. But I get to choose who you interview.
Identity Attack0.00449524
Insult0.009431887
Profanity0.014634945
Threat0.0101363575
Severe Toxicity0.0014400482
Low Tox 0.023317585 Moderate Con 0.479 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Can we see the full interview of the bike guy. He speaks for us
Can we see the full interview of the bike guy. He speaks for us
Identity Attack0.0035517942
Insult0.011958904
Profanity0.013678487
Threat0.0074824756
Severe Toxicity0.0011253357
Low Tox 0.02308189 Moderate Con 0.444 Call_To_Action
Feb 5, 2026 16 likes Inside Canada's Indian Invasion...
You need to interview johnjeetsingh
You need to interview johnjeetsingh
Identity Attack0.004125261
Insult0.011008898
Profanity0.015728042
Threat0.0089712385
Severe Toxicity0.0011348724
Low Tox 0.022964042 Low Con 0.229 Call_To_Action
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
I am surprised that you actually didn't cut the interview short?
I am surprised that you actually didn't cut the interview short?
Identity Attack0.001951637
Insult0.0107048955
Profanity0.012448754
Threat0.007832011
Severe Toxicity0.0008535385
Low Tox 0.022846194 Moderate Con 0.419 Meta_Commentary
Feb 24, 2026 5 likes 'We do know that there's …
I haven't met a single Canadian that says immigration is not a problem..I'm an immigrant myself, but came here by applying and going through countless interviews etc..like most in the 90s. Guess what , we …
I haven't met a single Canadian that says immigration is not a problem..I'm an immigrant myself, but came here by applying and going through countless interviews etc..like most in the 90s. Guess what , we all integrated and learned the language and customs ...as everyone should
Identity Attack0.011247349
Insult0.009982891
Profanity0.0113215
Threat0.005922511
Severe Toxicity0.0007581711
Low Tox 0.021667719 Constructive 0.785 Personal_Narrative
Feb 12, 2026 2 likes Canada's tighter immigration policy divides …
I like you & your attitude about coming to Canada. I’m subscribing. I feel for the young girl looking for a job. There are tons of jobs on indeed in my city. I apply for …
I like you & your attitude about coming to Canada. I’m subscribing. I feel for the young girl looking for a job. There are tons of jobs on indeed in my city. I apply for both part & full time. I apply for at least 10-20 a day. I’m not getting calls for interviews. I’ve even applied twice to one job because I was not chosen but 2 weeks later the same position was back. I’m fortunate enough to not have to work. I have a husband that makes a very good salary that pays for all of the bills , groceries & vacations. Up until Covid collapsed my 2 franchises & I was sinking more money in than making it I had to sell one for 1/3 of what I paid for it & give the other away. I started a small business at home doing lash extensions. I have my regular clients. But if I want to save my own money it’s not sustainable or steady. I want to work because I enjoy leaving my home not to just go grocery shopping or visit family. That’s even if they are home from work. I like having a purpose. I’m skilled in accounting, cleaning, sales, marketing, customer service you name it. Many might say that I’m very lucky. I am very blessed but it’s also very lonely. Plus I have always worked & had independence. I hate asking my husband to send me money so I can pay my cell, credit card bills. I don’t even go shopping without him for new clothes because I rely on him to pay for those too. Hypothetically we broke up tomorrow I’d be screwed. I worry about if he dies. There’s life insurance but we still have a mortgage to pay & monthly bills. Plus of course I’d make sure his kids got some too. Not to mention I’ve had mental health struggles with social anxiety & agoraphobia years ago. The more I stay home the more I get anxious about going out. Days can get boring & then I find myself napping all afternoon. I need a job. I just want my own money. I don’t want to go to my husband every 3 months & ask him to send me 2000.00 to clear up my overdraft for one business day. I don’t even want to have to use it. Sorry for the rant but I feel that even when filing out applications many times I’m asked if I’m racialized. In other words is my skin brown.
Identity Attack0.005771666
Insult0.012946909
Profanity0.013576009
Threat0.006382086
Severe Toxicity0.0010490417
Low Tox 0.021549871 Constructive 0.835 Personal_Narrative
Sep 8, 2025 Why Canadians Are Turning Against …
Thank you bro. I wish you interviewed me for this. I got opinions
Thank you bro. I wish you interviewed me for this. I got opinions
Identity Attack0.0058456613
Insult0.009374888
Profanity0.017026093
Threat0.008945347
Severe Toxicity0.0014400482
Low Tox 0.019477395 Constructive 0.514 Call_To_Action
Feb 27, 2026 23 likes Inside Canada's Indian Invasion...
Petition to upload the full interview with the legend on the bike!
Petition to upload the full interview with the legend on the bike!
Identity Attack0.0029228306
Insult0.009108886
Profanity0.013268576
Threat0.008362788
Severe Toxicity0.0011777878
Low Tox 0.019351736 Moderate Con 0.32 Call_To_Action
Jan 27, 2026 32 likes Inside Canada's Indian Invasion...
Michelle is such a good interviewer. I love her.
Michelle is such a good interviewer. I love her.
Identity Attack0.005438685
Insult0.009241886
Profanity0.015830519
Threat0.0076637166
Severe Toxicity0.0013542175
Low Tox 0.017089844 Moderate Con 0.468
Oct 2, 2025 IRCC Names India in Study …
How did you choose the individuals to interview? Alot of this is 'I heard from a friend'
How did you choose the individuals to interview? Alot of this is 'I heard from a friend'
Identity Attack0.0026453468
Insult0.009317887
Profanity0.012243799
Threat0.006246155
Severe Toxicity0.000667572
Low Tox 0.016964182 Moderate Con 0.4
Sep 29, 2025 Inside Canada's Indian Metropolis (Brampton)
1:16 Native, Native Canadian here. Wish I was interviewed. No holding back. Thanks for the journalism, and stay safe.
1:16 Native, Native Canadian here. Wish I was interviewed. No holding back. Thanks for the journalism, and stay safe.
Identity Attack0.0070665907
Insult0.0084818825
Profanity0.009801413
Threat0.007094103
Severe Toxicity0.0008058548
Low Tox 0.016210219 Constructive 0.654 Personal_Narrative
Jan 27, 2026 7 likes Inside Canada's Indian Invasion...
The level of entitlement is staggering. Quebec has the right to give or not to give the status, not obligation. I came to Canada legally and did all the paperwork and interviews back home. I …
The level of entitlement is staggering. Quebec has the right to give or not to give the status, not obligation. I came to Canada legally and did all the paperwork and interviews back home. I don’t understand how people come here and simply demand the PR status.
Identity Attack0.003644289
Insult0.009431887
Profanity0.009297565
Threat0.005883674
Severe Toxicity0.0004911423
Low Tox 0.0143253105 Constructive 0.641
Nov 24, 2025 Quebec Ends Economic Immigration Program …
Great interview
Great interview
Identity Attack0.0040327664
Insult0.00810188
Profanity0.015386449
Threat0.008090926
Severe Toxicity0.0013065338
Low Tox 0.014011159 Moderate Con 0.454 Meta_Commentary
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
Thanks for opening up dialogue and interviewing a pretty wide range. Immigration does make Canada beautiful when done in a sustainable way. I hope we can find a balance into the future, the last few …
Thanks for opening up dialogue and interviewing a pretty wide range. Immigration does make Canada beautiful when done in a sustainable way. I hope we can find a balance into the future, the last few years we lost that balance.
Identity Attack0.0051797
Insult0.008709883
Profanity0.009178007
Threat0.005848073
Severe Toxicity0.00049352646
Low Tox 0.013822667 Constructive 0.786 Solidarity
Sep 19, 2025 7 likes Inside Canada's Indian Metropolis (Brampton)
The best interview I have watched in the year 2026. The guy really knows his stuff.
The best interview I have watched in the year 2026. The guy really knows his stuff.
Identity Attack0.002552852
Insult0.008652883
Profanity0.013644327
Threat0.0072365063
Severe Toxicity0.0009536743
Low Tox 0.013508516 Moderate Con 0.386 Meta_Commentary
Feb 24, 2026 LILLEY UNLEASHED: The fall of …

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.