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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: "Just saying these videos are …" 99 comments · Page 4 of 4
TYLER PLEASE do a before & after video of everyday civilian life in El Salvador. President Nayib Bukele is now in charge of CECOT prison, and us AMERICANS should see w our own eyes what …
TYLER PLEASE do a before & after video of everyday civilian life in El Salvador. President Nayib Bukele is now in charge of CECOT prison, and us AMERICANS should see w our own eyes what the community and people of El Salvador are saying of the president's strict laws on gangs and organized crime. It will show us 1st hand what we can learn by what theyre doing about their criminals and give the people a platform to voice their opinions.
Identity Attack0.021987455
Insult0.060752302
Profanity0.013644327
Threat0.008841781
Severe Toxicity0.0022506714
Low Tox 0.112953395 Constructive 0.732 Call_To_Action
Feb 7, 2026 Inside Canada's Indian Invasion...
14:25 The fellow speaking here says the government isn't being honest about how the country is changing. That's simply not true: the goverment has acknowledged the problem, and that immigration has happened too fast. To …
14:25 The fellow speaking here says the government isn't being honest about how the country is changing. That's simply not true: the goverment has acknowledged the problem, and that immigration has happened too fast. To make matters worse, this fellow then makes a dishonest claim himself. The 817,000 arrivals during the first three months of 2025, that he claims is not immigration, but a population bomb. He's not telling you that this figure is not reflective of people seeking to remain in Canada permanently. The figure includes student visas, work permit holders including work permit extensions: many of these people will benefit Canada and then go back to their countries. If you look at the FAR more relevant figures for actual population growth, they show that the population will grow MUCH more slowly in 2025 than it did in 2024. I'm disappointed that the person who made this video did not see fit to provide real context to all this anti-immigrant sentiment. Inflating the problem is dangerous. The economic hurt is real, but throwing into the mix completely misleading figures about how fast the population is growing only serves to weaponize the pain being felt from the economy, against immigrants. We can't have a lucid conversation about the problem and the solutions, if the medium is this non-existent standard for fact-checking. Channel owner, please do better.
Identity Attack0.019274252
Insult0.059061307
Profanity0.017845914
Threat0.0084793
Severe Toxicity0.0024795532
Low Tox 0.11202335 Constructive 0.773 Policy_Critique
Aug 25, 2025 Why Canadians Are Turning Against …
Gotta say, I love how kind and friendly (and open) everyone was on this video. People are normally so rude in your videos but vibes were different.
Gotta say, I love how kind and friendly (and open) everyone was on this video. People are normally so rude in your videos but vibes were different.
Identity Attack0.011765319
Insult0.031146556
Profanity0.06796519
Threat0.008362788
Severe Toxicity0.0035858154
Low Tox 0.11129999 Constructive 0.612 Solidarity
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
I want to say thank you for doing this video and being honest...as a Canadian I'm feeling quite sick know that my daughter probably won't even be able to get a part time job to …
I want to say thank you for doing this video and being honest...as a Canadian I'm feeling quite sick know that my daughter probably won't even be able to get a part time job to save money for school since I can't afford it on my own. So if it's hard to get a job now why keep bringing people here. Obviously we would have enough jobs since there are so many people looking for jobs...sorry it's all boggling my mind.
Identity Attack0.030175667
Insult0.039444692
Profanity0.015557245
Threat0.0063367756
Severe Toxicity0.0018119812
Low Tox 0.10653123 Constructive 0.813 Personal_Narrative
Aug 25, 2025 Why Canadians Are Turning Against …
Got recommended. Just popping in to say they have to go back. This is not acceptable. I'm too mad to watch the video.
Got recommended. Just popping in to say they have to go back. This is not acceptable. I'm too mad to watch the video.
Identity Attack0.0051427023
Insult0.026702631
Profanity0.022901481
Threat0.009126588
Severe Toxicity0.0021362305
Low Tox 0.09915545 Moderate Con 0.478
Oct 17, 2025 Inside Canada's Indian Metropolis (Brampton)
I do enjoy the content Tyler makes but honestly some videos need to be reconsidered. I could sit here and say a whole of negative and bad things about this but I won't. maybe Tyler …
I do enjoy the content Tyler makes but honestly some videos need to be reconsidered. I could sit here and say a whole of negative and bad things about this but I won't. maybe Tyler will take some of the money he makes off this video and use that to better the state of India so that people won't need to seek a better quality of life.
Identity Attack0.02439919
Insult0.023995465
Profanity0.030138692
Threat0.010369381
Severe Toxicity0.002822876
Low Tox 0.08479069 Constructive 0.704 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
I traveled through India in 2000. I can understand why so many people move to Canada. India is intense to say the least. I’ve worked with great people from India and bad people from India. …
I traveled through India in 2000. I can understand why so many people move to Canada. India is intense to say the least. I’ve worked with great people from India and bad people from India. It’s no different than any other country. Great video.
Identity Attack0.058856625
Insult0.022512967
Profanity0.015454767
Threat0.0072106146
Severe Toxicity0.0022220612
Low Tox 0.077668175 Constructive 0.709 Personal_Narrative
Sep 19, 2025 98 likes Inside Canada's Indian Metropolis (Brampton)
Hey! Im a sikh that was born in canada, with my parents, grand father, great grand father also being in this beutiful country. I wanted to start of by saying a couple of things. My …
Hey! Im a sikh that was born in canada, with my parents, grand father, great grand father also being in this beutiful country. I wanted to start of by saying a couple of things. My home was in brampton for a long time and I have personally seen the safety gone down, my family used to come back from trips with our garage open and everything would be completely fine. The long term sikhs and indians came and actually contributing positively and that can be seen with how good canada was pre 2020. Immigration too an extent was good, but mass immigration was never a good idea. In 2018-2019 the old time punjabi community was heavily against so many students coming in, so much so people that were indian had "no students" signs when renting their basements. It's sad to see people that came here running things so badly and ruining the effort and contributions made by many(I even face the consqeunces of things I have never done). Remeber don't be afraid to call out people for their bullshit, but also dont bash innocent people. Now many ppl came to canada and have done good like sikhs having the highest donors of blood, plasma, and platelets. We also giveway a lot in charity and food. A good news is Canada is cracking down on these bad people and quickly, and many good people who came are returning back home. I have seen a lot of videos online, but please remember algorithms and pushed media make things seem worse than they actually are. My message is I'm sorry for how these people are acting, my recent trip to Canada(brampton) I saw better quality service and more white folk too. Stay safe and god bless!
Identity Attack0.039456755
Insult0.022448512
Profanity0.027000591
Threat0.008181547
Severe Toxicity0.0032043457
Low Tox 0.06421452 Constructive 0.862 Personal_Narrative
Jan 27, 2026 3 likes 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...
The guy on the bike was paid by This Tyler(The one making the video) to say all that. If you know you know.
The guy on the bike was paid by This Tyler(The one making the video) to say all that. If you know you know.
Identity Attack0.003884775
Insult0.017292
Profanity0.015488927
Threat0.008194493
Severe Toxicity0.0015258789
Low Tox 0.045625936 Low Con 0.213 Unverified_Claim
Feb 26, 2026 Inside Canada's Indian Invasion...
Everyone said they are good but the title of the video doesn’t says so
Everyone said they are good but the title of the video doesn’t says so
Identity Attack0.009101473
Insult0.014390918
Profanity0.022901481
Threat0.008026198
Severe Toxicity0.0021743774
Low Tox 0.044388983 Low Con 0.261 Meta_Commentary
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
I just want to say my gratitude to the people behind this video, it helped me passed my test 18/20.
I just want to say my gratitude to the people behind this video, it helped me passed my test 18/20.
Identity Attack0.00984143
Insult0.013364912
Profanity0.025497584
Threat0.010680079
Severe Toxicity0.0030326843
Low Tox 0.039226998 Constructive 0.573
Dec 22, 2025 9 likes Canadian Citizenship Test 2025 – …
I have to say the video at 25:00 really looks like AI generated. While not inaccurate of experiences i think more weight would be given for real world examples.
I have to say the video at 25:00 really looks like AI generated. While not inaccurate of experiences i think more weight would be given for real world examples.
Identity Attack0.008028535
Insult0.014314918
Profanity0.020920247
Threat0.009100696
Severe Toxicity0.0021266937
Low Tox 0.036870047 Constructive 0.635 Meta_Commentary
Aug 26, 2025 Why Canadians Are Turning Against …
I want to say a big thank you for this video it help me to pass my citizens test Friday the 14th of November 2025 at 9:10 it only take me 10 minutes to complete …
I want to say a big thank you for this video it help me to pass my citizens test Friday the 14th of November 2025 at 9:10 it only take me 10 minutes to complete the test
Identity Attack0.008768492
Insult0.010210892
Profanity0.020510335
Threat0.011120236
Severe Toxicity0.0029182434
Low Tox 0.034748793 Constructive 0.561 Personal_Narrative
Nov 14, 2025 1 likes Canadian Citizenship Test 2025 – …
I want to say thank you for high lighting this problem in a compassionate and professional manner, this video is not blaming the newcomers, it is the govt who did not have the foresight to …
I want to say thank you for high lighting this problem in a compassionate and professional manner, this video is not blaming the newcomers, it is the govt who did not have the foresight to see a problem before opening the flood gates. My grandpa was an immigrant, my husband's grandparents were as well. They came here with nothing, no handouts, worked hard in this country ❤
Identity Attack0.016058605
Insult0.012376905
Profanity0.013507691
Threat0.006699257
Severe Toxicity0.0011014938
Low Tox 0.03309893 Constructive 0.845
Nov 23, 2025 1 likes Why Canadians Are Turning Against …
Today March 1st 2026 I did my test and passed by 17/20 because of this video and reading the book. Just wanna say a big THANK YOU to you for making this possible for me. …
Today March 1st 2026 I did my test and passed by 17/20 because of this video and reading the book. Just wanna say a big THANK YOU to you for making this possible for me. The test is quite easier than I expected tbh
Identity Attack0.00725158
Insult0.010210892
Profanity0.025087673
Threat0.009385503
Severe Toxicity0.0025177002
Low Tox 0.029563503 Constructive 0.632 Personal_Narrative
Mar 1, 2026 3 likes Canadian Citizenship Test 2025 – …
I just want to say Thank you for making this video. I pass my exam today and got 19/20 I watched this video twice and got good result . Thanks
I just want to say Thank you for making this video. I pass my exam today and got 19/20 I watched this video twice and got good result . Thanks
Identity Attack0.007917541
Insult0.0107048955
Profanity0.023106437
Threat0.010162249
Severe Toxicity0.0027275085
Low Tox 0.029563503 Constructive 0.608 Personal_Narrative
Jun 5, 2025 4 likes Canadian Citizenship Test 2025 – …
I would like to say thank you for your video, I passed my test, I got 18/20 today 18 July 2025 5:06 pm . I appreciate it. The questions are very easy, no need to …
I would like to say thank you for your video, I passed my test, I got 18/20 today 18 July 2025 5:06 pm . I appreciate it. The questions are very easy, no need to fret.
Identity Attack0.007917541
Insult0.011274899
Profanity0.024131214
Threat0.010032792
Severe Toxicity0.002193451
Low Tox 0.028856417 Constructive 0.715 Meta_Commentary
Jul 18, 2025 13 likes Canadian Citizenship Test 2025 – …
I just want to say Thank you to the person who created this video, today I pass my exam and I got 16/20 in first attempt . Thank you so much for this helpful video
I just want to say Thank you to the person who created this video, today I pass my exam and I got 16/20 in first attempt . Thank you so much for this helpful video
Identity Attack0.006437627
Insult0.010210892
Profanity0.019963788
Threat0.009230154
Severe Toxicity0.0022411346
Low Tox 0.025792383 Constructive 0.586 Personal_Narrative
Jun 5, 2025 8 likes Canadian Citizenship Test 2025 – …
hi, i just want to say thank you. i watched your video and completed my test 18 out of 20. Thank you so much for making this video
hi, i just want to say thank you. i watched your video and completed my test 18 out of 20. Thank you so much for making this video
Identity Attack0.008028535
Insult0.010362893
Profanity0.021740068
Threat0.010705971
Severe Toxicity0.002746582
Low Tox 0.023788974 Constructive 0.573 Meta_Commentary
Jun 21, 2025 2 likes Canadian Citizenship Test 2025 – …
I have so much to say, but the first thing that comes to mind is ‘wow, a CBC video where they didn’t block the comments section’
I have so much to say, but the first thing that comes to mind is ‘wow, a CBC video where they didn’t block the comments section’
Identity Attack0.0036997858
Insult0.010894896
Profanity0.013302735
Threat0.007262398
Severe Toxicity0.0010967255
Low Tox 0.023671126 Moderate Con 0.39
Nov 14, 2018 How much do refugees and …
Good evening! I just want to say thank you to the person who made and uploaded this video. I only listened to this video twice and passed my citizenship examination today. All the questions and …
Good evening! I just want to say thank you to the person who made and uploaded this video. I only listened to this video twice and passed my citizenship examination today. All the questions and answers in this video are very helpful. I highly recommend this video to those who are planning to take their citizenship exam. I wish you all the best. Cheers!
Identity Attack0.007029593
Insult0.009089886
Profanity0.01805087
Threat0.009385503
Severe Toxicity0.0018119812
Low Tox 0.02107848 Constructive 0.711 Personal_Narrative
Jun 2, 2025 5 likes Canadian Citizenship Test 2025 – …
Pretty sure I'm not legally allowed to say what I actually think about this topic here in Canada but I must say I very much appreciate this video. Thank you!
Pretty sure I'm not legally allowed to say what I actually think about this topic here in Canada but I must say I very much appreciate this video. Thank you!
Identity Attack0.009989422
Insult0.009184887
Profanity0.013473531
Threat0.0072365063
Severe Toxicity0.0011301041
Low Tox 0.0201057 Constructive 0.607 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Just wanted to say thanks for making this video! 😊 It really helped me prepare and I passed my Canadian citizenship test 18 out of 20 today! 🙌 Appreciate your effort in sharing this info. …
Just wanted to say thanks for making this video! 😊 It really helped me prepare and I passed my Canadian citizenship test 18 out of 20 today! 🙌 Appreciate your effort in sharing this info. 👍
Identity Attack0.0042917514
Insult0.0066293706
Profanity0.010552917
Threat0.0065827454
Severe Toxicity0.00071048737
Low Tox 0.008482091 Constructive 0.678
Jan 12, 2026 2 likes Canadian Citizenship Test 2025 – …

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.