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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: "It was the same 20 …" 245 comments · Page 8 of 10
Employers should be aware of SINs before hiring people. I am also an immigrant, but my dad worked hard as a skilled worker to bring us here to Canada. I pay my duly taxes monthly …
Employers should be aware of SINs before hiring people. I am also an immigrant, but my dad worked hard as a skilled worker to bring us here to Canada. I pay my duly taxes monthly and yearly. So I find it unfair when people work under the table. However, I've noticed that some students, who never attend their classes, end up in high positions with well-paying jobs at big companies. Meanwhile, I can't count how many refugees and immigrants are in low-income brackets, receiving 100% coverage for their medication and a monthly allowance from the government. In contrast, Canadian senior citizens still have to pay 20-30% of their medication costs and don't get the same privileges when it comes to their essentials. It frustrates me that the government makes our senior citizens suffer at retirement age, even after they've worked so hard for so many years. Yet they still struggle to pay for their own medication and necessities. I've encountered many rude refugees and people on income support from other countries who feel entitled to special treatment just because they are under government programs. Ironically, some of them come wearing luxury clothes and bags—like Gucci and Louis Vuitton. As I said, I am an immigrant too, but my heart goes out to those who have fully earned the support and benefits they deserve.
Identity Attack0.027011903
Insult0.024768941
Profanity0.01402008
Threat0.006543908
Severe Toxicity0.0014591217
Low Tox 0.05725329 Constructive 0.87 Personal_Narrative
Sep 29, 2025 IRCC Names India in Study …
Boredom cured for 20 min
Boredom cured for 20 min
Identity Attack0.005660672
Insult0.01625293
Profanity0.025634222
Threat0.010214032
Severe Toxicity0.002861023
Low Tox 0.056758508 Low Con 0.264 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
CANADA HAS TOO MANY PUBLIC SERVANTS. CUT THESE BY 20 PERCENT, TO INCREASE GDP
CANADA HAS TOO MANY PUBLIC SERVANTS. CUT THESE BY 20 PERCENT, TO INCREASE GDP
Identity Attack0.011469335
Insult0.022061773
Profanity0.011902207
Threat0.0113014765
Severe Toxicity0.0027275085
Low Tox 0.056263726 Low Con 0.121
Jan 17, 2026 Canada’s new rules in 2026
Before 2015, Canada had virtually zero illegal immigration. Today, by the government’s own data, that number has surged to roughly 500,000. Worse still, official projections show that by the end of 2026, another 2.1 million …
Before 2015, Canada had virtually zero illegal immigration. Today, by the government’s own data, that number has surged to roughly 500,000. Worse still, official projections show that by the end of 2026, another 2.1 million temporary residents will see their status expire, many at risk of slipping into illegality. This failure of policy has already fueled a growing underground economy across the country. Deporting just 20,000 people a year is a drop in the bucket. *The only credible response* from the Carney government demands decisive action—raising *deportation* numbers to well over 100,000 annually to restore integrity to the system.
Identity Attack0.014852738
Insult0.025284592
Profanity0.013780965
Threat0.007197669
Severe Toxicity0.0015354156
Low Tox 0.056263726 Moderate Con 0.437 Policy_Critique
Feb 7, 2026 Inside Canada's Indian Invasion...
at 17:20 he's speaking hindi not punjabi
at 17:20 he's speaking hindi not punjabi
Identity Attack0.037136484
Insult0.017420914
Profanity0.023174755
Threat0.007534259
Severe Toxicity0.0025939941
Low Tox 0.056016337 Moderate Con 0.306 Meta_Commentary
Jan 28, 2026 4 likes Inside Canada's Indian Invasion...
10 - 15 - 20 years from now there will be people deported after being finally found and there will be a media outcry about people who are being deported.
10 - 15 - 20 years from now there will be people deported after being finally found and there will be a media outcry about people who are being deported.
Identity Attack0.019475231
Insult0.012490907
Profanity0.012243799
Threat0.011146127
Severe Toxicity0.0016021729
Low Tox 0.055026773 Moderate Con 0.305 Fear_Threat
Sep 28, 2025 IRCC Names India in Study …
I stopped calling the OPP about abandoned boats, trailers, and 20 foot boats full to the brim with over 20 people crossing the St Lawrence, now when I see it I call US border patrol …
I stopped calling the OPP about abandoned boats, trailers, and 20 foot boats full to the brim with over 20 people crossing the St Lawrence, now when I see it I call US border patrol and they actually respond with an actual gun boat.
Identity Attack0.004994711
Insult0.014504919
Profanity0.012312118
Threat0.030969119
Severe Toxicity0.002746582
Low Tox 0.054037213 Constructive 0.577 Personal_Narrative
Jan 29, 2026 4 likes Inside Canada's Indian Invasion...
Bramptons been little India for 20 plus years I personally have family that’s lived there now since the 80s
Bramptons been little India for 20 plus years I personally have family that’s lived there now since the 80s
Identity Attack0.034558404
Insult0.020063626
Profanity0.01982715
Threat0.007521313
Severe Toxicity0.0021457672
Low Tox 0.05205809 Constructive 0.524 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Anyone not in Canada more than twenty 20 years should be removed from positions of authority. Including, POLITICIANS, POLICE, TEACHERS, IMMIGRATION all government workers and any other role that influences our decisions, our youth and …
Anyone not in Canada more than twenty 20 years should be removed from positions of authority. Including, POLITICIANS, POLICE, TEACHERS, IMMIGRATION all government workers and any other role that influences our decisions, our youth and our future in CANADA. Teach them how to adapt and be Canadian. Michelle Rempell Garner dishing it out on our behalf. God grant her strength and wisdom.
Identity Attack0.017967897
Insult0.018129934
Profanity0.010228404
Threat0.011586283
Severe Toxicity0.0022602081
Low Tox 0.051563308 Constructive 0.506 Call_To_Action
Oct 1, 2025 7 likes IRCC Names India in Study …
Dear Canadians, I know this is no consolation, but you are not alone in facing this problem. Here in Western Europe, in countries like the UK, Belgium, Germany, Sweden, and France, something similar is happening. …
Dear Canadians, I know this is no consolation, but you are not alone in facing this problem. Here in Western Europe, in countries like the UK, Belgium, Germany, Sweden, and France, something similar is happening. Here, it's different groups causing trouble and slowly but surely gaining majorities in cities. The EU is also now starting to make agreements with India, which will most likely lead to further migration to Europe. For me, Canada will always be the proud country I was fortunate enough to visit 20 years ago.
Identity Attack0.02821777
Insult0.020966014
Profanity0.013473531
Threat0.007327127
Severe Toxicity0.00166893
Low Tox 0.050573748 Constructive 0.795 Comparative_Framing
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 …
The dynamics in this video are playing out in many places, however, we've never come across a city that has seen as much drastic change as Brampton: Its population has doubled from 400,000 to 800,000 …
The dynamics in this video are playing out in many places, however, we've never come across a city that has seen as much drastic change as Brampton: Its population has doubled from 400,000 to 800,000 in just the last 20 years. We tried to cover this topic, respecting both the long-time Brampton residents, many of whom are angry about the changes to their city, and the Indian community, which was extremely welcoming of us. Thank you all for watching. Also, we're on our way to the UK and are looking for story recs in England and Scotland.
Identity Attack0.024600167
Insult0.018258847
Profanity0.024951037
Threat0.010887212
Severe Toxicity0.0028800964
Low Tox 0.050326355 Constructive 0.796
Sep 18, 2025 774 likes Inside Canada's Indian Metropolis (Brampton)
This video helped me. I got 19 over 20. Thank you so much
This video helped me. I got 19 over 20. Thank you so much
Identity Attack0.011543332
Insult0.013820915
Profanity0.029050145
Threat0.01508414
Severe Toxicity0.004310608
Low Tox 0.049831573 Constructive 0.546
Dec 4, 2025 3 likes Canadian Citizenship Test 2025 – …
5:20 Everything you need to know.
5:20 Everything you need to know.
Identity Attack0.006770608
Insult0.015036922
Profanity0.022696527
Threat0.011094344
Severe Toxicity0.0027656555
Low Tox 0.04785245 Low Con 0.253 Meta_Commentary
Feb 15, 2026 Inside Canada's Indian Invasion...
150 days, over 300 applications, I got extra licensing and background checks available, not even a call in 5 months. Our country is actually getting shafted by a 1.4b country sending people to a 33m …
150 days, over 300 applications, I got extra licensing and background checks available, not even a call in 5 months. Our country is actually getting shafted by a 1.4b country sending people to a 33m pop country. We will be India in 20 years.
Identity Attack0.02439919
Insult0.018065477
Profanity0.0128245065
Threat0.008349842
Severe Toxicity0.0015258789
Low Tox 0.04785245 Constructive 0.562
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
YOOOOO IM FROM BRAMPTON. 20 YEARS HERE. CANT WAIT TO WATCH THIS!!!!
YOOOOO IM FROM BRAMPTON. 20 YEARS HERE. CANT WAIT TO WATCH THIS!!!!
Identity Attack0.007547563
Insult0.014124917
Profanity0.020442016
Threat0.009281937
Severe Toxicity0.0031852722
Low Tox 0.04760506 Moderate Con 0.414
Jan 27, 2026 Inside Canada's Indian Invasion...
I have scored 18 out of 20. 2 or 3 question was outside of this video. 1 that I can remeber was - The Canadian Coat of Arms symbolizes __ the answer suppose to be …
I have scored 18 out of 20. 2 or 3 question was outside of this video. 1 that I can remeber was - The Canadian Coat of Arms symbolizes __ the answer suppose to be - Canada's history, unity, and heritage, blending British, French, and distinctly Canadian symbols, with the maple leaf representing all Canadians and the shield quadrants showing England (lions), France (fleur-de-lis), Scotland (lion), and Ireland (harp). I got that one wrong. Anothe one included a true/false question with the names of poet (not the names mentioned in the video). I marked it as true but I guess it also went wrong. Thanks for this video @immigration Canada Anyone can pass the exam by just following this video.
Identity Attack0.014249804
Insult0.021288296
Profanity0.014942379
Threat0.007365964
Severe Toxicity0.0017356873
Low Tox 0.045873325 Constructive 0.727 Personal_Narrative
Jan 11, 2026 4 likes Canadian Citizenship Test 2025 – …
8:20 describing himself
8:20 describing himself
Identity Attack0.006363631
Insult0.014960921
Profanity0.022149978
Threat0.010602405
Severe Toxicity0.002937317
Low Tox 0.045131154 Low Con 0.287 Meta_Commentary
Feb 10, 2026 Inside Canada's Indian Invasion...
5:20 😭😭
5:20 😭😭
Identity Attack0.0050317086
Insult0.0116169015
Profanity0.033144772
Threat0.00967031
Severe Toxicity0.0049209595
Low Tox 0.044883765 Moderate Con 0.384
Jan 27, 2026 8 likes Inside Canada's Indian Invasion...
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 – …
Passed the test in first go watched this video twice 20 out of 20 thanks for making this video
Passed the test in first go watched this video twice 20 out of 20 thanks for making this video
Identity Attack0.007843546
Insult0.0140109155
Profanity0.025497584
Threat0.011405042
Severe Toxicity0.0036621094
Low Tox 0.044388983 Moderate Con 0.492
Aug 17, 2025 3 likes Canadian Citizenship Test 2025 – …
“80% good 20% bad” reminds me of 50/50 😂😂
“80% good 20% bad” reminds me of 50/50 😂😂
Identity Attack0.0046987277
Insult0.015568925
Profanity0.01805087
Threat0.006537435
Severe Toxicity0.0014972687
Low Tox 0.044388983 Moderate Con 0.333 Humor_Satire
Feb 14, 2026 Inside Canada's Indian Invasion...
20 thousands students from India missing
20 thousands students from India missing
Identity Attack0.021987455
Insult0.016024929
Profanity0.015249812
Threat0.009100696
Severe Toxicity0.002002716
Low Tox 0.04290464 Moderate Con 0.374 Unverified_Claim
Oct 3, 2025 IRCC Names India in Study …
I have heard the skilled laborer argument for years. Canadian governments keep saying we need to bolster the work force with immigrants. I've heard this for 20+ years, and they're still saying it. It hasn't …
I have heard the skilled laborer argument for years. Canadian governments keep saying we need to bolster the work force with immigrants. I've heard this for 20+ years, and they're still saying it. It hasn't worked because bringing in immigrants only treats the symptoms not the cause.
Identity Attack0.025002124
Insult0.014124917
Profanity0.00997221
Threat0.0066927844
Severe Toxicity0.0011301041
Low Tox 0.039226998 Constructive 0.626 Policy_Critique
Jun 21, 2025 1 likes How Canada broke its immigration …
Canada has changed significantly in recent years, and I believe our post-COVID immigration policies have played a major role in the challenges we’re facing today. Here’s how things went off track: Many individuals who couldn’t …
Canada has changed significantly in recent years, and I believe our post-COVID immigration policies have played a major role in the challenges we’re facing today. Here’s how things went off track: Many individuals who couldn’t pass the IELTS (English proficiency test) entered the country on visitor visas or through spousal sponsorships—some of which were questionable or fraudulent. During that time, the government was converting visitor visas into work permits with little to no scrutiny. Background checks and rejections were rare. Meanwhile, colleges rapidly expanded their intake capacity—understandably so, since international students pay three to four times more in tuition. At the same time, due to inflationary pressures, the government allowed international students to work 40 hours per week instead of the previous 20-hour limit. This created a new, ready-to-work labor force in just a year or two, heavily impacting the retail sector. As a result, a large portion of retail jobs shifted toward a single ethnic group, while many Canadian citizens found themselves sidelined. One key factor was flexibility. Many immigrant communities—particularly Indian—were more willing to accept irregular hours and last-minute shifts, often adopting a more compliant, “yes sir” attitude that employers found appealing. However, I’m already beginning to notice changes in the retail landscape, likely due to the government finally tightening immigration rules. Going forward, we don’t need to close our doors—but we do need smarter immigration policies, with proper checks and balances, to ensure fairness and sustainability for everyone.
Identity Attack0.010211408
Insult0.020772645
Profanity0.012961143
Threat0.006757513
Severe Toxicity0.0012016296
Low Tox 0.03828422 Constructive 0.779
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)

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.