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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: "That's working even if you …" 250 comments · Page 10 of 10
I love your content but you have to work on your thumbnails because the portray a certain kind of view before you even watch it
I love your content but you have to work on your thumbnails because the portray a certain kind of view before you even watch it
Identity Attack0.006696612
Insult0.019096779
Profanity0.022354934
Threat0.00967031
Severe Toxicity0.0021743774
Low Tox 0.055274166 Moderate Con 0.336 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
love watching your videos, I am Canadian and live in the suburbs of Toronto. I was born in 1962. My first Indian experience came in a small high school 1976-1980 the school had a small …
love watching your videos, I am Canadian and live in the suburbs of Toronto. I was born in 1962. My first Indian experience came in a small high school 1976-1980 the school had a small Punjabi student population, the students for the most part were not hassled nor did they hassel back. My next and biggest Indian experience was a job from 1984-1991 I worked for an Indian family and got to see a portion of Toronto's Indian population. Culturally there were big differences however I enjoyed my experience working with them. My point being you say in your video 'sudden indian.' this is 2026 and I have been experiencing as have Canadians, the Punjabi culture for over 46 years so this is not a sudden or new occurance. And lastly as far as cultures from other countries go, having Hindu's or even Sihk's as neighbors is far better than other ethnic possibilities, so I do not have any issue with Punjabi Canadians! Anyhow continue your video just wanted to add my comment as I am living in Canada with Indians and want to express my opinion.
Identity Attack0.042292643
Insult0.020063626
Profanity0.021603432
Threat0.008311004
Severe Toxicity0.002632141
Low Tox 0.05378982 Constructive 0.888 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I’ve lived in Canada for 30 years, but I became unemployed in 2021. This is the first time I’ve been out of work for more than a year and a half. I’ve applied online for …
I’ve lived in Canada for 30 years, but I became unemployed in 2021. This is the first time I’ve been out of work for more than a year and a half. I’ve applied online for over 20 jobs, but unfortunately I haven’t received any responses. This has never happened to me before. When I first came to Canada, it felt very safe—you could even leave your door unlocked at night. Things have changed a lot since then. Nowadays, there are many new immigrants and refugees, which has also changed the job market. I’ve noticed that many companies prefer hiring workers with student visas, because the government subsidizes part of their wages. That makes it more cost-effective for companies compared to hiring Canadian workers. I heard this directly from my former manager. As a result, some of my old colleagues now only get one or two days of work per week, while companies continue bringing in new employees.
Identity Attack0.0233943
Insult0.021868404
Profanity0.016001316
Threat0.00704232
Severe Toxicity0.001745224
Low Tox 0.050573748 Constructive 0.796
Aug 25, 2025 26 likes Why Canadians Are Turning Against …
2.9 million people can lawsuit against Trudeau because Trudeau simply allowed too many temporary visas that should not be allowed from the first place. For example, Trudeau allowed visas to allow people to work for …
2.9 million people can lawsuit against Trudeau because Trudeau simply allowed too many temporary visas that should not be allowed from the first place. For example, Trudeau allowed visas to allow people to work for minimum wage jobs in Canada or jobs with no trade skills., and even if skilled workers were invited, their jobs are not in high demand or about to be replaced by AI in a couple of years. Every year over 100,000 jobs will be replaced by AI starting from the late 2026, starting from the transportation industry, customer services, office jobs, IT jobs, and education; soon healthcare and engineering as well. No developed country needs workers anymore except very few experts and there will be massive layoff, not because of the economic crisis, but because of AI. In Japan, China, and South Korea, AI are widely used and now young people with a master or PhD degree can't even get a job.
Identity Attack0.00621564
Insult0.026702631
Profanity0.013371054
Threat0.00713294
Severe Toxicity0.0015544891
Low Tox 0.048594624 Moderate Con 0.496
Jan 16, 2026 2.9 million Canadian temporary visas …
Even govt. knows 99.9% of asylum claims are bogus. There are professional story writers working openly in every major cities in Canada.
Even govt. knows 99.9% of asylum claims are bogus. There are professional story writers working openly in every major cities in Canada.
Identity Attack0.010433395
Insult0.022899706
Profanity0.012858666
Threat0.006155535
Severe Toxicity0.0009822845
Low Tox 0.046120718 Low Con 0.199 Unverified_Claim
Feb 25, 2026 'We do know that there's …
They are all over the place working without even studying as student.
They are all over the place working without even studying as student.
Identity Attack0.004439743
Insult0.021481665
Profanity0.011782649
Threat0.006375613
Severe Toxicity0.0009918213
Low Tox 0.044883765 Moderate Con 0.303
Nov 6, 2025 IRCC Names India in Study …
just passed the test right now, and the very first thing I wanted to do—before even telling my family—was to leave this comment. I watched the video only once, from the beginning up to question …
just passed the test right now, and the very first thing I wanted to do—before even telling my family—was to leave this comment. I watched the video only once, from the beginning up to question 215. One time only—yes, one time only. Then I took the test, and on my first attempt I passed with 15 correct answers out of 20. I honestly can’t believe it. I didn’t realize how much I knew until I was sitting there answering the questions. About 50% of them came directly from the first 215 questions in the video. I am truly, deeply grateful to everyone who worked on this video. It’s not just good—it’s amazing. After nine years of struggle with this citizenship journey, I finally feel like I can breathe… like I can fly a little. Thank you all, from the bottom of my heart. 🤍
Identity Attack0.0037922803
Insult0.020256994
Profanity0.021603432
Threat0.007573096
Severe Toxicity0.0016975403
Low Tox 0.044636376 Constructive 0.713 Personal_Narrative
Jan 25, 2026 4 likes Canadian Citizenship Test 2025 – …
What the government needs to do,is if they were rejected send them home and if they hide don’t give them papers even if they get married just don’t give them, and if they were found …
What the government needs to do,is if they were rejected send them home and if they hide don’t give them papers even if they get married just don’t give them, and if they were found working change their employers 100000 for each person with out papers
Identity Attack0.008731495
Insult0.016556932
Profanity0.0118338885
Threat0.008220384
Severe Toxicity0.001335144
Low Tox 0.04216247 Moderate Con 0.35 Policy_Critique
Feb 23, 2026 15 likes 'We do know that there's …
Pay no Taxes, bro I have paid more tax in Indian rupees equivalent to the number of hairs on my scalp that too just working as a student. We were paying NO TAXES on income …
Pay no Taxes, bro I have paid more tax in Indian rupees equivalent to the number of hairs on my scalp that too just working as a student. We were paying NO TAXES on income taxes of basic income categories. Here it is 20--25% even if u are just earning minimum wage.
Identity Attack0.010655383
Insult0.015644927
Profanity0.013166099
Threat0.0059257476
Severe Toxicity0.0010061264
Low Tox 0.034984488 Constructive 0.59 Economic_Argument
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
So you tell me, a 5th Generation Canadian, Laid Oil Oil & Gas Alberta GAL never to get work in Calgary again; how Truedodo Bird/Carney Capone's Immigrants today BENEFIT CANADA WHEN...."Filipinos in Canada send approximately …
So you tell me, a 5th Generation Canadian, Laid Oil Oil & Gas Alberta GAL never to get work in Calgary again; how Truedodo Bird/Carney Capone's Immigrants today BENEFIT CANADA WHEN...."Filipinos in Canada send approximately $1 billion to $1.2 billion CAD annually in remittances to the Philippines. This amount remained stable even during COVID-19 pandemic, with about $1.079 billion sent between January and October 2020."
Identity Attack0.014551271
Insult0.014732921
Profanity0.00995513
Threat0.005906329
Severe Toxicity0.0010871887
Low Tox 0.03309893 Moderate Con 0.491 Economic_Argument
Feb 17, 2026 2 likes LILLEY UNLEASHED: The fall of …
I had a 10 month wait before I could even get an appointment with a specialist for a WCB claim injury. Then my WCB case handler rejected my claim arbitrarily. I finally got my specialist …
I had a 10 month wait before I could even get an appointment with a specialist for a WCB claim injury. Then my WCB case handler rejected my claim arbitrarily. I finally got my specialist to see me decided that I needed an MRI and I finally have a surgery for a torn medial meniscus. When I finally get the surgery I will have been off of work for a year with no compensation or treatment! A symptom of an overwhelmed population boom!
Identity Attack0.003089321
Insult0.015340924
Profanity0.011646013
Threat0.0070164283
Severe Toxicity0.0011062622
Low Tox 0.031213367 Constructive 0.672 Personal_Narrative
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
even in the little town where i live in western canada there is a community collage and a lot of punjabi's that have straight up told me that they are here for school but only …
even in the little town where i live in western canada there is a community collage and a lot of punjabi's that have straight up told me that they are here for school but only go to 1 class once maybe 2 times a week for just over an hour and the rest of the time they are here working on student visa's where the government is paying half the wage prompting bigger business to highering these exchange student instead of local people
Identity Attack0.019173764
Insult0.014124917
Profanity0.011816809
Threat0.0060713873
Severe Toxicity0.0012111664
Low Tox 0.030270588 Constructive 0.63 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
you are doing great job,yes lots of them working instead going to school, i witness too and even question him are you student? because seems not going to school but work everyday their employer is …
you are doing great job,yes lots of them working instead going to school, i witness too and even question him are you student? because seems not going to school but work everyday their employer is same with employee same country
Identity Attack0.009693438
Insult0.012680908
Profanity0.013131939
Threat0.006220264
Severe Toxicity0.0011253357
Low Tox 0.029799197 Constructive 0.706 Personal_Narrative
Oct 2, 2025 IRCC Names India in Study …
An Uber driver was upset while telling me that he has family who have lived in the country for over 10 years but still refuse to learn English. They seem to want the benefits of …
An Uber driver was upset while telling me that he has family who have lived in the country for over 10 years but still refuse to learn English. They seem to want the benefits of living here, but not to embrace the culture that makes this country great. It feels like we’re losing a battle most people didn’t even realize was happening. A government is meant to serve its people, yet it often feels like ours is working against us.
Identity Attack0.0063266335
Insult0.015644927
Profanity0.010774951
Threat0.0063367756
Severe Toxicity0.0007343292
Low Tox 0.029092113 Constructive 0.718 Personal_Narrative
Sep 19, 2025 3 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 …
We are talking refugees here. Individual Immigrants get a work permit as part of their immigration and permanent residency package. Refugees get more benefits than Canadian citizens, Canadian senior citizens, and even Canadian Permanent Residents.
We are talking refugees here. Individual Immigrants get a work permit as part of their immigration and permanent residency package. Refugees get more benefits than Canadian citizens, Canadian senior citizens, and even Canadian Permanent Residents.
Identity Attack0.01766643
Insult0.010172892
Profanity0.00998929
Threat0.0060098954
Severe Toxicity0.000910759
Low Tox 0.025792383 Moderate Con 0.396
Dec 8, 2025 How much do refugees and …
How someone is surviving high inflation without work and even without work permit 😅
How someone is surviving high inflation without work and even without work permit 😅
Identity Attack0.0024973555
Insult0.011312899
Profanity0.012380436
Threat0.0060196044
Severe Toxicity0.00089645386
Low Tox 0.024731753 Moderate Con 0.319 Question
Sep 28, 2025 IRCC Names India in Study …
Yes they work inside themselves not even one penny tax
Yes they work inside themselves not even one penny tax
Identity Attack0.0017481487
Insult0.013402912
Profanity0.010894509
Threat0.005922511
Severe Toxicity0.0006580353
Low Tox 0.022846194 Low Con 0.223
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
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 …
My supervisor has over stayed her work visa by almost a year. Says because she applied for an extension she won't get deported even though that extension won't likely be approved for another year.
My supervisor has over stayed her work visa by almost a year. Says because she applied for an extension she won't get deported even though that extension won't likely be approved for another year.
Identity Attack0.004439743
Insult0.007816878
Profanity0.010689554
Threat0.0069516995
Severe Toxicity0.00066280365
Low Tox 0.01608456 Constructive 0.688 Personal_Narrative
Feb 19, 2026 Canadian immigration officers investigating hundreds …
One student was complaining because she was inly allowed by the Gov’t to work 3 days? I’ m even wondering, why complain while they were given the privilege to work while study - even working …
One student was complaining because she was inly allowed by the Gov’t to work 3 days? I’ m even wondering, why complain while they were given the privilege to work while study - even working 5 days a week
Identity Attack0.0023401144
Insult0.009184887
Profanity0.010040528
Threat0.005945166
Severe Toxicity0.0005030632
Low Tox 0.01438814 Moderate Con 0.49 Policy_Critique
Nov 1, 2025 IRCC Names India in Study …
That's working even if you work for family or a friend..didn't understand that comment
That's working even if you work for family or a friend..didn't understand that comment
Identity Attack0.0022661188
Insult0.008272881
Profanity0.0113385795
Threat0.006045496
Severe Toxicity0.000603199
Low Tox 0.01419965 Constructive 0.525 Question
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada used and earned money from international students and put so many rules them to leave. Canada doesn't want educated ppl they want refugees to run their country. Those who doesn't even have any language …
Canada used and earned money from international students and put so many rules them to leave. Canada doesn't want educated ppl they want refugees to run their country. Those who doesn't even have any language Proficiency. This country is run by headless ppl. They have to enrol int. Students from other countries not only India. Iran , Sudan they give easy work permit and PR. But those who did Masters studies no points.
Identity Attack0.000442064
Insult0.00022481215
Profanity0.00003744095
Threat0.000044459546
Severe Toxicity0.000002927076
Low Tox 0.00088779686 Policy_Critique
Apr 19, 2025 1 likes
How many Canadians can even afford to go to the States? I can barely afford to go to work.
How many Canadians can even afford to go to the States? I can barely afford to go to work.
Identity Attack0.00034417136
Insult0.00019014589
Profanity0.000022440272
Threat0.000039043804
Severe Toxicity0.000002531054
Low Tox 0.0007101673
Dec 10, 2025
My son is Canadian born and a college graduate. He was a smart student and very hard working person but until now he couldn't find a job even at Tim Horton. I noticed that a …
My son is Canadian born and a college graduate. He was a smart student and very hard working person but until now he couldn't find a job even at Tim Horton. I noticed that a lot of people who are working now are from India. They're the one who are getting experienced and etc.This is not fair to Canadians😢.
Identity Attack0.00010560334
Insult0.00015255246
Profanity0.000024591673
Threat0.000033847275
Severe Toxicity0.0000032942548
Low Tox 0.00037675962
Apr 19, 2025 28 likes

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.