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: "I just came from there …" 649 comments · Page 23 of 26
I immigrated to Canada when Jason Kenney was the immigration minister, came here as a permanent resident. Having said that, I do agree that our immigration system is out of whack.
I immigrated to Canada when Jason Kenney was the immigration minister, came here as a permanent resident. Having said that, I do agree that our immigration system is out of whack.
Identity Attack0.01565665
Insult0.02373764
Profanity0.014464149
Threat0.006110225
Severe Toxicity0.0011873245
Low Tox 0.054531995 Constructive 0.719 Personal_Narrative
Feb 18, 2026 4 likes LILLEY UNLEASHED: The fall of …
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 …
A lot of immigrants who had skills in demand, after 5, 10 years decided to go back where they came from due to cost of living vs income. Housing for example in Canada is steep. …
A lot of immigrants who had skills in demand, after 5, 10 years decided to go back where they came from due to cost of living vs income. Housing for example in Canada is steep. Some left for USA, better pay, lower housing costs. Those that do not have skills in demand, having a job, it's pay is worth the cost of living pain.
Identity Attack0.029402243
Insult0.019483518
Profanity0.010911589
Threat0.006770459
Severe Toxicity0.0012779236
Low Tox 0.054284602 Constructive 0.645 Economic_Argument
Feb 16, 2026 1 likes Canada's tighter immigration policy divides …
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 have such mixed feelings watching this video and the following is just my opinion. I am an immigrant from India too and I love my country's values and culture but I also realize its …
I have such mixed feelings watching this video and the following is just my opinion. I am an immigrant from India too and I love my country's values and culture but I also realize its drawbacks. When I came here, my immediate instinct was not to change everything to how it was back home...It was rather to learn the culture and values of Canada too (which I know is in and itself a mixture of multiple cultures). If you are reading this my fellow Indians, It is truly my most humble request to remember that you don't have have to quit your culture, but that does not mean that you make no effort or take part in involving yourself in other cultures or mock them. You have the chance to better a country that has offered YOU a better life. Please don't ruin things for other immigrants or Canadians. We are resilient, and we can choose the best of both worlds.
Identity Attack0.035331827
Insult0.020837102
Profanity0.018324144
Threat0.0071070488
Severe Toxicity0.0020980835
Low Tox 0.05354243 Constructive 0.863 Personal_Narrative
Nov 1, 2025 78 likes Inside Canada's Indian Metropolis (Brampton)
No way you came to Canada I live like 30 min from Brampton 😭😭
No way you came to Canada I live like 30 min from Brampton 😭😭
Identity Attack0.019475231
Insult0.019354604
Profanity0.013576009
Threat0.00636914
Severe Toxicity0.0019073486
Low Tox 0.05255287 Moderate Con 0.402 Personal_Narrative
Feb 4, 2026 Inside Canada's Indian Invasion...
Man I wish I knew you came by! I woulda given you the tour
Man I wish I knew you came by! I woulda given you the tour
Identity Attack0.00621564
Insult0.016936934
Profanity0.027683776
Threat0.011741633
Severe Toxicity0.0030326843
Low Tox 0.051563308 Constructive 0.506 Meta_Commentary
Jan 28, 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 …
Hard to imagine where are all those millions and millions of foreign students now? Nobody knows, nobody follows up, 99% of them came here to stay.
Hard to imagine where are all those millions and millions of foreign students now? Nobody knows, nobody follows up, 99% of them came here to stay.
Identity Attack0.033527173
Insult0.015416925
Profanity0.012346277
Threat0.0063497215
Severe Toxicity0.0013256073
Low Tox 0.050573748 Moderate Con 0.31
Jan 2, 2026 10 likes New rules, regulations take effect …
What about the large number of visitors from Kenya and Nigeria who have now filed for asylum? Yet they came as visitors
What about the large number of visitors from Kenya and Nigeria who have now filed for asylum? Yet they came as visitors
Identity Attack0.034816213
Insult0.0151129225
Profanity0.015147334
Threat0.0066215824
Severe Toxicity0.0017166138
Low Tox 0.050326355 Moderate Con 0.349
Oct 4, 2025 1 likes IRCC Names India in Study …
My husband is an immigrant when he came nothing was given His family came over for a new life & new opportunities They integrated in the Canadian culture He does not agree that the new …
My husband is an immigrant when he came nothing was given His family came over for a new life & new opportunities They integrated in the Canadian culture He does not agree that the new immigrants get all the benefits & preferential treatment
Identity Attack0.035589635
Insult0.01625293
Profanity0.010757872
Threat0.006051969
Severe Toxicity0.0011396408
Low Tox 0.049089402 Constructive 0.709
Aug 25, 2025 15 likes Why Canadians Are Turning Against …
All of my Indian neighbors came through Canada. All of the Afghani neighbors came through England.
All of my Indian neighbors came through Canada. All of the Afghani neighbors came through England.
Identity Attack0.04538634
Insult0.013364912
Profanity0.015044857
Threat0.0070552654
Severe Toxicity0.0018501282
Low Tox 0.04834723 Moderate Con 0.418 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
I came to Canada legally as refugee in early 90's. At 16, speaking almost no English, I was enrolled in High School and got a job in McDonald's. But even then my clear understanding was …
I came to Canada legally as refugee in early 90's. At 16, speaking almost no English, I was enrolled in High School and got a job in McDonald's. But even then my clear understanding was that the job was temporary. My managers told me the same thing. I went to university and immediately switched up. It is infuriating to see that fast food jobs are careers for middle aged people, gaming the system and my kids won't have the opportunity to experience the very natural and normal experience of getting into the job market
Identity Attack0.01274247
Insult0.023608726
Profanity0.01627459
Threat0.0064727063
Severe Toxicity0.0014781952
Low Tox 0.04760506 Constructive 0.725 Personal_Narrative
Dec 27, 2025 IRCC Names India in Study …
This video came just in time for the EU/India agreement on mobility. This is what awaits Europe.
This video came just in time for the EU/India agreement on mobility. This is what awaits Europe.
Identity Attack0.022992345
Insult0.013592913
Profanity0.022149978
Threat0.011146127
Severe Toxicity0.0028419495
Low Tox 0.04735767 Low Con 0.213 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
I'm raised in this city and I believe the government is letting to many in and the Canadian culture is gone now because of this I am Canadian and my parents came from India 30 …
I'm raised in this city and I believe the government is letting to many in and the Canadian culture is gone now because of this I am Canadian and my parents came from India 30 years ago
Identity Attack0.034042787
Insult0.015264924
Profanity0.01261955
Threat0.006912862
Severe Toxicity0.0015926361
Low Tox 0.04686289 Constructive 0.63 Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
One branch of my family came to Camada in the 1600's and married a woman of First Nation origin whose people had been here for centuries. I have no problem with immigrants to Canada. They …
One branch of my family came to Camada in the 1600's and married a woman of First Nation origin whose people had been here for centuries. I have no problem with immigrants to Canada. They have enriched our country.
Identity Attack0.037136484
Insult0.01640493
Profanity0.011611853
Threat0.006317357
Severe Toxicity0.0015926361
Low Tox 0.046120718 Constructive 0.762
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
No. The Ukrainians came mostly from the Austro-Hungarian Empire. Galicia, in fact. Now, modern day Poland.
No. The Ukrainians came mostly from the Austro-Hungarian Empire. Galicia, in fact. Now, modern day Poland.
Identity Attack0.033784978
Insult0.013212911
Profanity0.017504321
Threat0.007340072
Severe Toxicity0.0018024445
Low Tox 0.046120718 Moderate Con 0.311
Jun 28, 2025 1 likes How Canada broke its immigration …
As an immigrant, I came to this country many years ago because I share the Canadian values. If I would like to live in India, Syria, Pakistan (no offense), I would immigrate there.
As an immigrant, I came to this country many years ago because I share the Canadian values. If I would like to live in India, Syria, Pakistan (no offense), I would immigrate there.
Identity Attack0.038425524
Insult0.013402912
Profanity0.013029462
Threat0.0071199946
Severe Toxicity0.0016307831
Low Tox 0.045873325 Constructive 0.651
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
I actually met someone who fits the description, came here through a international student program, he left that program from BC then came to Alberta and started work in forestry. He ended up getting fired …
I actually met someone who fits the description, came here through a international student program, he left that program from BC then came to Alberta and started work in forestry. He ended up getting fired due to him lying about his experience with computers and no back ground in forestry.
Identity Attack0.0037552824
Insult0.023028618
Profanity0.0117997285
Threat0.00704232
Severe Toxicity0.00093460083
Low Tox 0.045873325 Constructive 0.565 Personal_Narrative
Oct 25, 2025 1 likes IRCC Names India in Study …
Canadians have always tried to be polite and welcome immigrants. People came here for a peaceful safe lifestyle and future but our leaders have allowed too many too fast and overwhelmed the system. Many immigrants …
Canadians have always tried to be polite and welcome immigrants. People came here for a peaceful safe lifestyle and future but our leaders have allowed too many too fast and overwhelmed the system. Many immigrants that have arrived now don’t want a Canadian lifestyle they want to replace it with the system they left behind. Our leaders seem to support this and want working Canadians to pay for it. This is the anger that is festering as leaders ignore our concerns
Identity Attack0.026609946
Insult0.018452216
Profanity0.009698936
Threat0.006492125
Severe Toxicity0.001077652
Low Tox 0.045378547 Constructive 0.72
Aug 25, 2025 142 likes Why Canadians Are Turning Against …
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 – …
I'm a immigrant, came here without any English, but learned the language. I was born in Brazil and I watch more Hockey then soccer. I always do the best I can to be integrated within …
I'm a immigrant, came here without any English, but learned the language. I was born in Brazil and I watch more Hockey then soccer. I always do the best I can to be integrated within society, helping and doing the best I can so anywhere I go and tell them where I live to represent the county and show them how respectful we are!I feel sad watching people trying to change the culture instead of adapting to Canada's Culture. I'm not a person that get's angry easily but I find really hard not to feel displeased with the lack of respect to the County and it's culture. Just my two cents
Identity Attack0.019877186
Insult0.020063626
Profanity0.015728042
Threat0.006861079
Severe Toxicity0.001411438
Low Tox 0.0438942 Constructive 0.858
Aug 27, 2025 Why Canadians Are Turning Against …
I did two work trips near Toronto, in a community predominately Indian and Punjab, and both times I worked with the same two Indian local contractors. The second time I came back unannounced, which lapsed …
I did two work trips near Toronto, in a community predominately Indian and Punjab, and both times I worked with the same two Indian local contractors. The second time I came back unannounced, which lapsed by like 6 months, they somehow remembered my name 😅 They weren't the brightest but I absolutely appreciate the respect they showed me, especially when they kept calling me Mr. FirstName.
Identity Attack0.029144434
Insult0.018001022
Profanity0.013951761
Threat0.006479179
Severe Toxicity0.0013637543
Low Tox 0.042657252 Constructive 0.755 Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
WITHIN TIME WE ALL BECOME ❤CANADIANS❤NO MATTER WHO CAME OR FROM WHERE??
WITHIN TIME WE ALL BECOME ❤CANADIANS❤NO MATTER WHO CAME OR FROM WHERE??
Identity Attack0.020781586
Insult0.011958904
Profanity0.0127561875
Threat0.00675104
Severe Toxicity0.0018692017
Low Tox 0.0414203 Moderate Con 0.36 Solidarity
Sep 15, 2025 1 likes Why Canadians Are Turning Against …
Should have ended 10+ years ago… Most immigrants came through Quebec (easiest route), then settled in Ontario & BC…
Should have ended 10+ years ago… Most immigrants came through Quebec (easiest route), then settled in Ontario & BC…
Identity Attack0.026408968
Insult0.013440913
Profanity0.010228404
Threat0.0068416605
Severe Toxicity0.0012683868
Low Tox 0.041172907 Moderate Con 0.425 Policy_Critique
Dec 6, 2025 1 likes Quebec Ends Economic Immigration Program …

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.