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: "what does this video have …" 1,144 comments · Page 26 of 46
I respect other cultures, as many others have said in this video but on a daily basis, I get looked at with disgust. No respect, and I don't care if you don't speak English, it's …
I respect other cultures, as many others have said in this video but on a daily basis, I get looked at with disgust. No respect, and I don't care if you don't speak English, it's called common curtesy to hold the door open as we Canadians have always done.
Identity Attack0.083355546
Insult0.05964688
Profanity0.021466793
Threat0.0067769317
Severe Toxicity0.002670288
Low Tox 0.15545623 Constructive 0.736
Sep 15, 2025 1 likes Why Canadians Are Turning Against …
Im Canadian and I approve of this video, the dude on with the bike LMFAO
Im Canadian and I approve of this video, the dude on with the bike LMFAO
Identity Attack0.036105253
Insult0.03158728
Profanity0.08128801
Threat0.015774792
Severe Toxicity0.008964539
Low Tox 0.15545623 Moderate Con 0.445
Jan 27, 2026 Inside Canada's Indian Invasion...
I agree many things, but not agreeing to “ not paying tax”, “not working hard” & “just cross the border illegally”, most new Brampton residents pay high taxes as most work at jobs and payroll …
I agree many things, but not agreeing to “ not paying tax”, “not working hard” & “just cross the border illegally”, most new Brampton residents pay high taxes as most work at jobs and payroll money comes after tax. Maybe minor fraction like (0.01%) might be working in cash not paying tax. It’s just their frustration speaking. Almost all Indian immigrants are not refugee that they come free to Canada and live in hotels for free. Indian immigrants are economic immigrants, who came here legally with investing big money and working in country and giving back. Most people in this video are confusing refugee with Indian immigrants. Indian immigrants don’t get any extra benefits than any other Canadians, even gets less or exploited by locals…
Identity Attack0.120924085
Insult0.058475737
Profanity0.018324144
Threat0.0068999166
Severe Toxicity0.003376007
Low Tox 0.15490346 Constructive 0.797 Policy_Critique
Nov 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Sikhs are the most kindhearted people ever, honestly this video doesn’t do them justice.
Sikhs are the most kindhearted people ever, honestly this video doesn’t do them justice.
Identity Attack0.084182754
Insult0.03070583
Profanity0.03840541
Threat0.011715741
Severe Toxicity0.0052261353
Low Tox 0.15490346 Constructive 0.508 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
lol this video is way behind the times and
lol this video is way behind the times and
Identity Attack0.015958117
Insult0.030926194
Profanity0.087430455
Threat0.010964886
Severe Toxicity0.0073623657
Low Tox 0.15490346 Low Con 0.175 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Good video but just have to say something. The Yellow Flags outside of the Sikh Temple are not Khalistani Flags. They are just a more traditional flag of the Sikhs from the 17th and 18th …
Good video but just have to say something. The Yellow Flags outside of the Sikh Temple are not Khalistani Flags. They are just a more traditional flag of the Sikhs from the 17th and 18th Century. They do have a striking resemblance to the Khalistan Flag, but are not the same. A Sword/Punch Dagger to uphold righteousness, and a cauldron to feed the hungry. Unfortunately, many Sikhs you talk to whose families have not been here for more than two generations will not be very versed in anything other than Khalistan, yet alone what their religion, or symbols means.
Identity Attack0.116281845
Insult0.04442204
Profanity0.042413518
Threat0.03235042
Severe Toxicity0.0077056885
Low Tox 0.15435068 Constructive 0.754 Meta_Commentary
Feb 6, 2026 Inside Canada's Indian Invasion...
2:06 It’s absolutely amazing what this video shows… that people are just people doesn’t matter what you are it’s either you get it or you don’t
2:06 It’s absolutely amazing what this video shows… that people are just people doesn’t matter what you are it’s either you get it or you don’t
Identity Attack0.013948337
Insult0.031697463
Profanity0.058445938
Threat0.012026439
Severe Toxicity0.005760193
Low Tox 0.1537979 Moderate Con 0.424 Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
I hope everyone in canada is rolling over in anger from this video.
I hope everyone in canada is rolling over in anger from this video.
Identity Attack0.052490227
Insult0.028392024
Profanity0.018119188
Threat0.056563694
Severe Toxicity0.0042533875
Low Tox 0.1537979 Moderate Con 0.311 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This is so sad and I am just a minute into this video. This isn’t Canada anymore! Why? Just Why? Canadians are rapidly being replaced.
This is so sad and I am just a minute into this video. This isn’t Canada anymore! Why? Just Why? Canadians are rapidly being replaced.
Identity Attack0.10221587
Insult0.03522326
Profanity0.014190876
Threat0.00823333
Severe Toxicity0.003528595
Low Tox 0.15324512 Constructive 0.517 Fear_Threat
Feb 27, 2026 Inside Canada's Indian Metropolis (Brampton)
Okay Tyler buddy, it’s been 3 weeks since you uploaded a video. Get to postin you part timer!
Okay Tyler buddy, it’s been 3 weeks since you uploaded a video. Get to postin you part timer!
Identity Attack0.005401687
Insult0.06826523
Profanity0.024541125
Threat0.009618527
Severe Toxicity0.00333786
Low Tox 0.15269235 Low Con 0.277 Meta_Commentary
Feb 17, 2026 20 likes Inside Canada's Indian Invasion...
I'm here after unblocking the video 🤣
I'm here after unblocking the video 🤣
Identity Attack0.011987305
Insult0.022384055
Profanity0.06746418
Threat0.018364733
Severe Toxicity0.00667572
Low Tox 0.15213956 Moderate Con 0.424 Meta_Commentary
Feb 3, 2026 68 likes Inside Canada's Indian Invasion...
This video is 30 years late lol
This video is 30 years late lol
Identity Attack0.011691323
Insult0.030044744
Profanity0.06746418
Threat0.0104988385
Severe Toxicity0.0061416626
Low Tox 0.15158679 Low Con 0.244 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
I think you r well enjoying funds received from a specific country/group to make these kind of content..it is clear from your last two videos ..on j$ws and now ind$ans 😮
I think you r well enjoying funds received from a specific country/group to make these kind of content..it is clear from your last two videos ..on j$ws and now ind$ans 😮
Identity Attack0.022992345
Insult0.033570543
Profanity0.041912504
Threat0.009618527
Severe Toxicity0.0065612793
Low Tox 0.15158679 Moderate Con 0.343 Unverified_Claim
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
You have to realize how rigged the system is for example. Take a look at the liberal MP from Mississauga Malton. He only hires staff from India. He primarily deals with PR card issues as …
You have to realize how rigged the system is for example. Take a look at the liberal MP from Mississauga Malton. He only hires staff from India. He primarily deals with PR card issues as per his 5 star Google reviews. Anytime he makes a video talking about liberal propaganda. He has to turn off commenting section of the video due to the backlash. This is what happens when you elect foreign born MPs
Identity Attack0.07591068
Insult0.06826523
Profanity0.01887069
Threat0.0066798385
Severe Toxicity0.0024223328
Low Tox 0.15158679 Constructive 0.579 Identity_Assertion
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Why did you end the video so suddenly?
Why did you end the video so suddenly?
Identity Attack0.008583503
Insult0.023221988
Profanity0.050429728
Threat0.012906751
Severe Toxicity0.0062561035
Low Tox 0.15158679 Low Con 0.3
Jan 27, 2026 Inside Canada's Indian Invasion...
OH BOY this video's gonna BOOM 🔥
OH BOY this video's gonna BOOM 🔥
Identity Attack0.010803374
Insult0.023093075
Profanity0.11477985
Threat0.028379176
Severe Toxicity0.0118255615
Low Tox 0.15158679 Moderate Con 0.336 Meta_Commentary
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Coming here after the new video was a breath of fresh air atleast they are working unlike the people in new jersey 😂
Coming here after the new video was a breath of fresh air atleast they are working unlike the people in new jersey 😂
Identity Attack0.07012023
Insult0.036214896
Profanity0.043916557
Threat0.0084793
Severe Toxicity0.004634857
Low Tox 0.15048122 Moderate Con 0.337 Comparative_Framing
Feb 25, 2026 Inside Canada's Indian Invasion...
Andrew Callahan beat you to it big guy. Awesome video all the same brother 🤙 CHANNEL FIVE WORLDWIDE. 🤪
Andrew Callahan beat you to it big guy. Awesome video all the same brother 🤙 CHANNEL FIVE WORLDWIDE. 🤪
Identity Attack0.014551271
Insult0.027218282
Profanity0.06495911
Threat0.085497424
Severe Toxicity0.009422302
Low Tox 0.15048122 Moderate Con 0.452 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
As a someone who has lived in Brampton for over 20yrs I can say this video was pretty accurate. It was weird seeing places I past daily. Something that people don’t talk about when we …
As a someone who has lived in Brampton for over 20yrs I can say this video was pretty accurate. It was weird seeing places I past daily. Something that people don’t talk about when we speak about immigration are the temporary work agencies. They prey on Indian immigrants just as much as some of the colleges do. It’s sad really.
Identity Attack0.120924085
Insult0.03588435
Profanity0.022423252
Threat0.0074954215
Severe Toxicity0.002937317
Low Tox 0.14950264 Constructive 0.743 Personal_Narrative
Nov 2, 2025 Inside Canada's Indian Metropolis (Brampton)
There is a clear lie in that video. Nobody is in Limbo. Mind you there is normal Federal Express entry program still happening. Meaning, that if you get selected through that program, you can immigrate …
There is a clear lie in that video. Nobody is in Limbo. Mind you there is normal Federal Express entry program still happening. Meaning, that if you get selected through that program, you can immigrate to any province of your choice - including Quebec. You can also still get bonus points for Canadian education (Quebec education does count) and Canadian work experience (if it qualifies). So the only thing that happened was, that one provincial nomination program was ended, that is all that happened. The practical problem is, that provincial nomination does give so many points, that it is a guarantee of normal express entry pull as long as you just meet criteria to enter Express entry. So provincial nominations are suitable for people that might be otherwise struggling with points (older age, less language perfection, les bonus points from education or work experience). For a disclaimer, provincial programs are based on a specific province needs and just because one was opened when you planned to go and study or work in Canada, it does not mean it will be like that forever. If an agent made you such promise, then he was misleading you. Again for those people demonstrating, nothing has changed for them other than one future option was gone. They still have their student or work permit until it expires. They also can apply into Express entry program as normal. On a side note for Canadian trying to cheer about this, be aware, such change can also mean that economy projection for next few years is not the best. so take it a warning sign. Or if we are lucky, it was found that this program was not bringing intended type of skilled worker or was heavily abused.
Identity Attack0.011691323
Insult0.07333439
Profanity0.021056883
Threat0.0068028234
Severe Toxicity0.0028800964
Low Tox 0.14950264 Constructive 0.707
Nov 23, 2025 Quebec Ends Economic Immigration Program …
So glad you did this video. Dude lowkey they are everywhere in canada now. Its like if you are applying for a job and you see the place as indian people your chances of getting …
So glad you did this video. Dude lowkey they are everywhere in canada now. Its like if you are applying for a job and you see the place as indian people your chances of getting a job is almost no chance because they will only hire their own people. Kinda messed up, and definitely think something needs to be done.... Still winter, wouldnt mind seeing some more ice... if you know what i mean eh.
Identity Attack0.11047905
Insult0.04090862
Profanity0.02522431
Threat0.0074436385
Severe Toxicity0.0041770935
Low Tox 0.14950264 Constructive 0.648
Jan 27, 2026 Inside Canada's Indian Invasion...
Get this video to Asmongold.
Get this video to Asmongold.
Identity Attack0.018671319
Insult0.03070583
Profanity0.09551262
Threat0.021472665
Severe Toxicity0.008888245
Low Tox 0.14950264 Low Con 0.212 Call_To_Action
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
This video is a big lie from the liberals propaganda. Don’t trust this video.
This video is a big lie from the liberals propaganda. Don’t trust this video.
Identity Attack0.0009396932
Insult0.09296573
Profanity0.0001542339
Threat0.00008700983
Severe Toxicity0.0000023117316
Low Tox 0.14731875 Meta_Commentary
Apr 15, 2025
Albertabs proud canadians.. Never want stay with USA agents like ukeaine president. This video spreads only hatread. The only issue is asylum seekers, int students bring millions to canadian e onomy. Stop asylum... Ukraine mainly …
Albertabs proud canadians.. Never want stay with USA agents like ukeaine president. This video spreads only hatread. The only issue is asylum seekers, int students bring millions to canadian e onomy. Stop asylum... Ukraine mainly using asylum...
Identity Attack0.08087392
Insult0.047349896
Profanity0.013268576
Threat0.007832011
Severe Toxicity0.0028419495
Low Tox 0.1460314 Moderate Con 0.42 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Why are you just blocking traffic for a video.
Why are you just blocking traffic for a video.
Identity Attack0.008694496
Insult0.025929155
Profanity0.02973333
Threat0.009359611
Severe Toxicity0.0042915344
Low Tox 0.14429577 Moderate Con 0.306 Meta_Commentary
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...

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.