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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: "This is what an honest …" 300 comments · Page 11 of 12
Honestly it's so depressing i don't even wan't to watch the video. Reason alot of the people i know have moved out of big cities.
Honestly it's so depressing i don't even wan't to watch the video. Reason alot of the people i know have moved out of big cities.
Identity Attack0.007547563
Insult0.018258847
Profanity0.02167175
Threat0.008272167
Severe Toxicity0.001821518
Low Tox 0.063423134 Constructive 0.518 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
We have quite a few Indians moving out to our little town here too. I find them to be hard working and very friendly. They are buying the stores from the Koreans. The ones that …
We have quite a few Indians moving out to our little town here too. I find them to be hard working and very friendly. They are buying the stores from the Koreans. The ones that moved out here are great folks. I have no problem with it. To be honest, so many people that I grew up with have left now so having this influx is helping to revitalize our little towns.
Identity Attack0.06749674
Insult0.01767874
Profanity0.022628209
Threat0.008556974
Severe Toxicity0.00289917
Low Tox 0.063027434 Constructive 0.796 Solidarity
Jan 28, 2026 Inside Canada's Indian Invasion...
Let's be honest it was liberals tool for votes
Let's be honest it was liberals tool for votes
Identity Attack0.017264472
Insult0.026831545
Profanity0.015079016
Threat0.006912862
Severe Toxicity0.0014591217
Low Tox 0.059727192 Low Con 0.162 Policy_Critique
Feb 18, 2026 2 likes LILLEY UNLEASHED: The fall of …
4:52 Brutally honest. Regardless of what he is saying (right or wrong), I wish there were more like him. "Tell us how you REALLY feel."
4:52 Brutally honest. Regardless of what he is saying (right or wrong), I wish there were more like him. "Tell us how you REALLY feel."
Identity Attack0.004402745
Insult0.018001022
Profanity0.024131214
Threat0.010058682
Severe Toxicity0.002117157
Low Tox 0.05651112 Constructive 0.647 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Using a thumbnail and title that exaggerates hardship or selectively shows problems just to attract Indian audiences doesn’t feel honest. Every country — India, Canada, or anywhere else — has positives and negatives. Respect the …
Using a thumbnail and title that exaggerates hardship or selectively shows problems just to attract Indian audiences doesn’t feel honest. Every country — India, Canada, or anywhere else — has positives and negatives. Respect the viewers enough to show reality, not just negativity for clicks.
Identity Attack0.040745795
Insult0.019934712
Profanity0.011902207
Threat0.0064144502
Severe Toxicity0.0011634827
Low Tox 0.056263726 Constructive 0.548 Meta_Commentary
Feb 22, 2026 1 likes Inside Canada's Indian Invasion...
I am a Korean international student studying in Canada. These types of news makes me really frustrated.. I heard that due to these reasons, immigration officers has been taking very long time to process study …
I am a Korean international student studying in Canada. These types of news makes me really frustrated.. I heard that due to these reasons, immigration officers has been taking very long time to process study visa permits. I 100% agree with immigration officers that they need to carefully review the applications, because I also think things like this shouldn’t happen in any countries. But, I’m getting frustrated because this is delaying innocent international students’ visa process as well. I’ve finished my undergraduate studies and I decided to pursue master’s under a professor i met in my current university. I was very excited to study the field, and i applied for study extension visa months ago, and still haven’t gotten any updates from IRCC. So I couldn’t get enrolled in Fall semester. I’m still waiting, and i really hope that i can continue studying.. luckily my professor understood this situation and he said he can hold a position for me, but i’m still very anxious about all the situation. I hope all people who come to Canada are honest and don’t do illegal things. I really want them to realize that they are affecting students who just want to study. They are taking away the opportunity for others to learn.
Identity Attack0.023595277
Insult0.022512967
Profanity0.016957775
Threat0.0077802283
Severe Toxicity0.001783371
Low Tox 0.055274166 Constructive 0.858 Personal_Narrative
Sep 29, 2025 3 likes IRCC Names India in Study …
Buddy on the bike is honest and chill
Buddy on the bike is honest and chill
Identity Attack0.006770608
Insult0.017743196
Profanity0.024472807
Threat0.010990778
Severe Toxicity0.0034332275
Low Tox 0.05280026 Moderate Con 0.49 Meta_Commentary
Jan 27, 2026 5 likes Inside Canada's Indian Invasion...
I'm saying this as a Canadian in Alberta, I honestly have no idea what anyone is talking about, I see way more Chinese and Japanese people than anything else, but they've been here longer than …
I'm saying this as a Canadian in Alberta, I honestly have no idea what anyone is talking about, I see way more Chinese and Japanese people than anything else, but they've been here longer than my family by like 50 years 😂
Identity Attack0.041261412
Insult0.01625293
Profanity0.018255826
Threat0.006382086
Severe Toxicity0.0016975403
Low Tox 0.05131592 Constructive 0.592 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Bike guy should run for office. He'd be the most honest man ever running
Bike guy should run for office. He'd be the most honest man ever running
Identity Attack0.006363631
Insult0.02373764
Profanity0.0147374235
Threat0.0071717775
Severe Toxicity0.0012493134
Low Tox 0.049336795 Moderate Con 0.366 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
The dude on the bike is brutally honest. Hope he watches his back at all times.
The dude on the bike is brutally honest. Hope he watches his back at all times.
Identity Attack0.0026083488
Insult0.019032324
Profanity0.01887069
Threat0.013424582
Severe Toxicity0.0020885468
Low Tox 0.049336795 Moderate Con 0.47 Fear_Threat
Jan 27, 2026 16 likes Inside Canada's Indian Invasion...
Bike dude was honest to the core 😂, love it
Bike dude was honest to the core 😂, love it
Identity Attack0.0076585566
Insult0.018001022
Profanity0.031391226
Threat0.009023022
Severe Toxicity0.0032234192
Low Tox 0.048099842 Moderate Con 0.413 Humor_Satire
Feb 9, 2026 Inside Canada's Indian Invasion...
I understand...but when you ask 'do they assimilate'...as a Canadian I haven't a clue what that means. Honest question...
I understand...but when you ask 'do they assimilate'...as a Canadian I haven't a clue what that means. Honest question...
Identity Attack0.038425524
Insult0.01625293
Profanity0.0113215
Threat0.005935457
Severe Toxicity0.001206398
Low Tox 0.04785245 Constructive 0.514 Question
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
This is why I desperately wish there was an actual Libertarian party to vote for in elections! There is a party, but they have not gotten enough signatures to be able to run yet, I …
This is why I desperately wish there was an actual Libertarian party to vote for in elections! There is a party, but they have not gotten enough signatures to be able to run yet, I don't even know if there is an office or representative in Ontario right now! I wish! Their policies (on paper) seem great, and geared more towards a 'Canada first'/'Canadians First' approach. They touch on a lot of topics and there seem to be a lot of things they want to change! But a government is still a government, they will be motivated by money regardless of any good intentions they may have. So if and when things change, WE NEED TO HOLD THEM ACCOUNTABLE! We as the citizens have the power to change things for the better! It's just unfortunate that I see so many people getting pushed down or ignored or hated because they are speaking their mind. Remember, Canada dosen't have laws like the US, our freedoms aren't as protected nor do we have the same freedoms they do (like owning and protecting your own property, or self defense!) We as people need to start being honest and expressing things instead of being terrified of the backlash (of which there will be in these times). The only way we can make progress is by deciding to get out of our comfort zones and standing for what is right! For the freedoms and protections we deserve! To make a future worth living for us and our children! It will not be easy, but when is change ever easy? I hope that one day I won't be terrified of the thought of bringing a life into this world and country. I hope I can be stable enough to be able to give my future children a decent life. But right now? I would never want to have children, things are too unstable and I don't want to bring a child into this country and force them to live a terrible life they never asked for! I desperately want to be able to keep hoping for a better future, a better country, and people who can enjoy their lives instead of constantly worrying and stressing about everything. I hope some can consider looking into the Libertarian party as well! They may be small right now, but they seem to be wanting to right the wrongs that have occured.
Identity Attack0.011247349
Insult0.022448512
Profanity0.015932998
Threat0.00704232
Severe Toxicity0.0015640259
Low Tox 0.045378547 Constructive 0.875 Call_To_Action
Sep 10, 2025 1 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 love the guy in the bike. He is 💯 spot on and honest.
I love the guy in the bike. He is 💯 spot on and honest.
Identity Attack0.0073995716
Insult0.015568925
Profanity0.032894265
Threat0.009411395
Severe Toxicity0.0031089783
Low Tox 0.04216247 Constructive 0.516 Solidarity
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
😂😂 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...
@2:16 , the guy is honest 😂
@2:16 , the guy is honest 😂
Identity Attack0.00673361
Insult0.016936934
Profanity0.028913507
Threat0.008168601
Severe Toxicity0.0025367737
Low Tox 0.040925518 Moderate Con 0.319
Jan 13, 2026 Inside Canada's Indian Metropolis (Brampton)
I have a test next week. Be honest, I am so nervous and worry. i hope i pass my test in one attempt insallah
I have a test next week. Be honest, I am so nervous and worry. i hope i pass my test in one attempt insallah
Identity Attack0.011691323
Insult0.012110904
Profanity0.022218296
Threat0.009644418
Severe Toxicity0.0019836426
Low Tox 0.037577134 Constructive 0.505 Meta_Commentary
Jul 17, 2025 12 likes Canadian Citizenship Test 2025 – …
5:10 i like this guy. Wish everyone could be this honest
5:10 i like this guy. Wish everyone could be this honest
Identity Attack0.009693438
Insult0.012984909
Profanity0.024951037
Threat0.010369381
Severe Toxicity0.0030326843
Low Tox 0.036162965 Moderate Con 0.405 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Unlike other countries, Canada is honest about the saturation that is happening over the time. They are objective about it. If citizens feel insecure about their future, it is time for them to halt immigration …
Unlike other countries, Canada is honest about the saturation that is happening over the time. They are objective about it. If citizens feel insecure about their future, it is time for them to halt immigration for some time. AI Coming, people are loosing jobs. Rents are increasing etc.
Identity Attack0.015958117
Insult0.014884921
Profanity0.009716015
Threat0.00704232
Severe Toxicity0.0011777878
Low Tox 0.03592727 Moderate Con 0.432 Policy_Critique
Feb 12, 2026 Canada's tighter immigration policy divides …
I have like 13 gift card from Tim Horton some have $20,$50 and honestly I don’t go
I have like 13 gift card from Tim Horton some have $20,$50 and honestly I don’t go
Identity Attack0.005660672
Insult0.012072904
Profanity0.018734055
Threat0.008298059
Severe Toxicity0.001745224
Low Tox 0.035220183 Moderate Con 0.472
Jan 27, 2026 Inside Canada's Indian Invasion...
I honestly really like Indian people. Very hardworking
I honestly really like Indian people. Very hardworking
Identity Attack0.023997234
Insult0.011958904
Profanity0.02249157
Threat0.009204263
Severe Toxicity0.00289917
Low Tox 0.034748793 Constructive 0.517 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
4:56 Love this guy! He’s aware of reality and he’s honest!
4:56 Love this guy! He’s aware of reality and he’s honest!
Identity Attack0.010063417
Insult0.013250912
Profanity0.023994578
Threat0.011405042
Severe Toxicity0.0030899048
Low Tox 0.034513097 Moderate Con 0.395 Meta_Commentary
Feb 20, 2026 Inside Canada's Indian Invasion...
Omg you’re in Ontario, Canada!!!!! I honestly never go to Brampton but welcome to Canada !!!! 🇨🇦
Omg you’re in Ontario, Canada!!!!! I honestly never go to Brampton but welcome to Canada !!!! 🇨🇦
Identity Attack0.013546381
Insult0.012186904
Profanity0.013678487
Threat0.0064015044
Severe Toxicity0.0013828278
Low Tox 0.032627538 Constructive 0.539 Solidarity
Jan 27, 2026 15 likes Inside Canada's Indian Invasion...
I'm sympathetic to honest hard-working people. Free healthcare has made the dollar value 📉 dramatically. Most of these people have to leave
I'm sympathetic to honest hard-working people. Free healthcare has made the dollar value 📉 dramatically. Most of these people have to leave
Identity Attack0.0035517942
Insult0.015416925
Profanity0.010996987
Threat0.0063885585
Severe Toxicity0.000705719
Low Tox 0.03192045 Constructive 0.596 Economic_Argument
Jan 16, 2026 2.9 million Canadian temporary visas …

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.