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: "As for the smugglers they …" 57 comments · Page 2 of 3
You DOXED THE SMUGGLER 😅😭💀
You DOXED THE SMUGGLER 😅😭💀
Identity Attack0.020681098
Insult0.16868424
Profanity0.22643133
Threat0.024753258
Severe Toxicity0.023076924
Moderate 0.32919475 Low Con 0.191 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Vote in pro-deportation politicians in Canada! Deport the illegals, stop the border smugglers. Wake up before it's too late!!
Vote in pro-deportation politicians in Canada! Deport the illegals, stop the border smugglers. Wake up before it's too late!!
Identity Attack0.2846865
Insult0.1823172
Profanity0.018529098
Threat0.061412923
Severe Toxicity0.012703998
Moderate 0.32712606 Moderate Con 0.328 Call_To_Action
Mar 1, 2026 3 likes Inside Canada's Indian Invasion...
Buddy just exposed the smuggler LMAOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOO
Buddy just exposed the smuggler LMAOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOO
Identity Attack0.021786476
Insult0.1342682
Profanity0.17613389
Threat0.013424582
Severe Toxicity0.017739398
Moderate 0.3127066 Low Con 0.184 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Why support a human smuggler…
Why support a human smuggler…
Identity Attack0.037909906
Insult0.24493282
Profanity0.050429728
Threat0.02682521
Severe Toxicity0.010528564
Moderate 0.30136615 Low Con 0.229 Question
Jan 29, 2026 Inside Canada's Indian Invasion...
Dude, you're lucky you got out of there. They would have robbed you. No way you wouldn't be a massive red flag to any legit smugglers. They wanted your phone and your knife. The only …
Dude, you're lucky you got out of there. They would have robbed you. No way you wouldn't be a massive red flag to any legit smugglers. They wanted your phone and your knife. The only reason they kept going with you was because they planned to rob you.
Identity Attack0.010951365
Insult0.09563028
Profanity0.04516909
Threat0.16383497
Severe Toxicity0.00869751
Low Tox 0.2854971 Constructive 0.504
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canadian government more likely to investigate Tyler than the human smugglers. Failed state.
Canadian government more likely to investigate Tyler than the human smugglers. Failed state.
Identity Attack0.099899694
Insult0.24928534
Profanity0.019143965
Threat0.009048914
Severe Toxicity0.0065612793
Low Tox 0.2853768 Low Con 0.135 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Send the smugglers video to ICE
Send the smugglers video to ICE
Identity Attack0.040745795
Insult0.070482984
Profanity0.098067984
Threat0.13815513
Severe Toxicity0.017222947
Low Tox 0.27412915 Low Con 0.206 Call_To_Action
Feb 19, 2026 1 likes Inside Canada's Indian Invasion...
They arrested the smugglers, wild
They arrested the smugglers, wild
Identity Attack0.057492398
Insult0.123407245
Profanity0.11477985
Threat0.053330876
Severe Toxicity0.010986328
Low Tox 0.2553839 Moderate Con 0.301 Meta_Commentary
Feb 20, 2026 Inside Canada's Indian Invasion...
The human smuggler isn’t talking in Punjabi it’s actually hindi and haryanvi and they’re not Punjabi or Sikh they’re haryanvi
The human smuggler isn’t talking in Punjabi it’s actually hindi and haryanvi and they’re not Punjabi or Sikh they’re haryanvi
Identity Attack0.23163283
Insult0.24928534
Profanity0.12035047
Threat0.02924249
Severe Toxicity0.021548226
Low Tox 0.25462922 Low Con 0.25 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canada has lost itself allowing all this mass immigration to happen. I can assure you that there are millions of expired visas and fraudulent visas that the government claims to be checking on...but canadians know …
Canada has lost itself allowing all this mass immigration to happen. I can assure you that there are millions of expired visas and fraudulent visas that the government claims to be checking on...but canadians know that's a lie. So many don't want to learn english, assimilate to Canadian cultures and their entitlement is next level. They think they are above the law. If they love their culture so much and don't want to change...don't come to a better country like Canada just to make our country shit. The first guy speaking truth, even knows it's too much and out of control. And I can assure you all these so called doctors and engineers and so forth aren't the majority of immigrants coming in - being an amazon driver, working at Tim's or a gas station isn't a special skill set. And the smuggler guy - yeah those are exactly the type of people we want in our countries...they are shady, dangerous and break law as like it's a proper day job.
Identity Attack0.1808059
Insult0.1469393
Profanity0.02030538
Threat0.008013252
Severe Toxicity0.0063323975
Low Tox 0.2412222 Constructive 0.593 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
An Indian family consisting of a mother and father and their 11 and 3 year old children froze to death in the middle of a Manitoba blizzard while trying to cross the border illegally into …
An Indian family consisting of a mother and father and their 11 and 3 year old children froze to death in the middle of a Manitoba blizzard while trying to cross the border illegally into the US. They also payed an Indian human smuggler to get them across the border. Human smuggling is far more prevalent than any of us realize
Identity Attack0.26155844
Insult0.06529768
Profanity0.022764845
Threat0.03787563
Severe Toxicity0.008926392
Low Tox 0.22846605 Moderate Con 0.492 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
These smugglers promote their business openly on social media exposing their clients and themselves, still no actions are taken against them so far.
These smugglers promote their business openly on social media exposing their clients and themselves, still no actions are taken against them so far.
Identity Attack0.019274252
Insult0.1662211
Profanity0.023311393
Threat0.010265815
Severe Toxicity0.0041389465
Low Tox 0.22712809 Low Con 0.293 Policy_Critique
Feb 23, 2026 1 likes Inside Canada's Indian Invasion...
How come the smuggler didn't notice you had American accent?
How come the smuggler didn't notice you had American accent?
Identity Attack0.06249457
Insult0.0836065
Profanity0.031140719
Threat0.009799767
Severe Toxicity0.0051498413
Low Tox 0.20572066 Moderate Con 0.312 Humor_Satire
Jan 27, 2026 11 likes Inside Canada's Indian Invasion...
I love diversity. Im a leftie so I would say that. Say it loud say it clear refugees are welcome here and in every other western country. Also filming those smugglers was very dangerous. It …
I love diversity. Im a leftie so I would say that. Say it loud say it clear refugees are welcome here and in every other western country. Also filming those smugglers was very dangerous. It shouldn't have happened
Identity Attack0.10221587
Insult0.071433455
Profanity0.023311393
Threat0.011586283
Severe Toxicity0.004386902
Low Tox 0.19789438 Constructive 0.765 Solidarity
Feb 6, 2026 Inside Canada's Indian Invasion...
Just a technical term but that guy is a human smuggler not a trafficker. trafficking is when you are taken somewhere against your will. smuggling is when you are willfully being moved into the other …
Just a technical term but that guy is a human smuggler not a trafficker. trafficking is when you are taken somewhere against your will. smuggling is when you are willfully being moved into the other area.
Identity Attack0.0073255757
Insult0.1378885
Profanity0.022149978
Threat0.009359611
Severe Toxicity0.003566742
Low Tox 0.19694418 Constructive 0.575 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Great too know Canadian flag and ballon’s means smugglers.. that’s what was easiest for me to recognize …I’ve got one of these in my neighbourhood
Great too know Canadian flag and ballon’s means smugglers.. that’s what was easiest for me to recognize …I’ve got one of these in my neighbourhood
Identity Attack0.08583717
Insult0.083112895
Profanity0.015830519
Threat0.007534259
Severe Toxicity0.003376007
Low Tox 0.18174082 Constructive 0.534 Personal_Narrative
Feb 27, 2026 Inside Canada's Indian Invasion...
Bro you breaked the smuggler code
Bro you breaked the smuggler code
Identity Attack0.008139528
Insult0.045593183
Profanity0.05243378
Threat0.010472948
Severe Toxicity0.0045776367
Low Tox 0.1641865 Low Con 0.29 Humor_Satire
Feb 27, 2026 Inside Canada's Indian Invasion...
Dude, you haven't been "human-trafficked". You voluntarily hired the services of a smuggler -- just like everyone else who wants to cross a border illegally.
Dude, you haven't been "human-trafficked". You voluntarily hired the services of a smuggler -- just like everyone else who wants to cross a border illegally.
Identity Attack0.031206898
Insult0.07491849
Profanity0.015932998
Threat0.007741391
Severe Toxicity0.0032424927
Low Tox 0.16331999 Moderate Con 0.366 Policy_Critique
Feb 19, 2026 Inside Canada's Indian Invasion...
IMPORTANT-Before posting anything, it’s important to understand the situation clearly. Many Punjabis feel frustrated because they believe they are not given the freedom and respect they deserve within India bcz of Hindu and other communities. …
IMPORTANT-Before posting anything, it’s important to understand the situation clearly. Many Punjabis feel frustrated because they believe they are not given the freedom and respect they deserve within India bcz of Hindu and other communities. In this particular case, the smuggler was not Punjabi but a Hindu who was speaking Hindi. Incidents like this increase the frustration among some Punjabis and contribute to the demand for greater autonomy or a separate homeland. Many feel they are tired of being blamed or judged because of actions that are not even connected to their community. That's why we ask for separate land from them bcz we are fed up too.
Identity Attack0.17070955
Insult0.06285016
Profanity0.03915693
Threat0.016120117
Severe Toxicity0.0061035156
Low Tox 0.15932569 Constructive 0.813 Identity_Assertion
Feb 16, 2026 Inside Canada's Indian Invasion...
IMPORTANT-Before posting anything, it’s important to understand the situation clearly. Many Punjabis feel frustrated because they believe they are not given the freedom and respect they deserve within India bcz of Hindu and other communities. …
IMPORTANT-Before posting anything, it’s important to understand the situation clearly. Many Punjabis feel frustrated because they believe they are not given the freedom and respect they deserve within India bcz of Hindu and other communities. In this particular case, the smuggler was not Punjabi but a Hindu who was speaking Hindi. Incidents like this increase the frustration among some Punjabis and contribute to the demand for greater autonomy or a separate homeland. Many feel they are tired of being blamed or judged because of actions that are not even connected to their community. That's why we ask for separate land from them bcz we are fed up too.
Identity Attack0.1714862
Insult0.06267534
Profanity0.039407436
Threat0.015947454
Severe Toxicity0.0060653687
Low Tox 0.15932569 Constructive 0.813 Identity_Assertion
Feb 16, 2026 Inside Canada's Indian Invasion...
omg, you don't need a human smuggler to get from Canada to the US. just go to any wooded border area where there's no official border crossing point and hike over it, gee people are …
omg, you don't need a human smuggler to get from Canada to the US. just go to any wooded border area where there's no official border crossing point and hike over it, gee people are dense.
Identity Attack0.030691283
Insult0.06858205
Profanity0.021945024
Threat0.009592636
Severe Toxicity0.0038909912
Low Tox 0.15822013 Low Con 0.235 Humor_Satire
Feb 23, 2026 1 likes Inside Canada's Indian Invasion...
Sidoo the smuggler is a character from those old Ownage pranks videos 😂
Sidoo the smuggler is a character from those old Ownage pranks videos 😂
Identity Attack0.014551271
Insult0.047349896
Profanity0.07047026
Threat0.0101363575
Severe Toxicity0.005836487
Low Tox 0.15711457 Moderate Con 0.308 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Canadian smugglers got it good. 6k and they drive you for 20 minutes then tell you to walk through the woods
Canadian smugglers got it good. 6k and they drive you for 20 minutes then tell you to walk through the woods
Identity Attack0.09824528
Insult0.04852104
Profanity0.018734055
Threat0.014220826
Severe Toxicity0.00459671
Low Tox 0.15490346 Low Con 0.259 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
That got tense at the end when you hired the smuggler.
That got tense at the end when you hired the smuggler.
Identity Attack0.0055496786
Insult0.071750276
Profanity0.025907494
Threat0.009955117
Severe Toxicity0.002708435
Low Tox 0.1537979 Moderate Con 0.325 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Smuggler sees his house on YouTube later 😭
Smuggler sees his house on YouTube later 😭
Identity Attack0.013646871
Insult0.030926194
Profanity0.05168226
Threat0.018710058
Severe Toxicity0.0064086914
Low Tox 0.14256015 Moderate Con 0.322
Jan 27, 2026 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.