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
Clear all | Quick: Toxic (>0.5) Most constructive High toxicity (>0.7) Most liked
Active: "Its back up!" 1,445 comments · Page 58 of 58
WE NEED TO DO WHAT USA IS DOING SEND THEM BACK
WE NEED TO DO WHAT USA IS DOING SEND THEM BACK
· 17: Cluster #16
Close reading → Discourse → Video sentiment →
Identity Attack0.00043493015
Insult0.0010040705
Profanity0.00007652149
Threat0.0038450288
Severe Toxicity0.000007402302
Low Tox 0.00697039 Call_To_Action
Apr 14, 2025
It’s harder to get back into Canada being a Canadian citizen than it is to get into the states.
It’s harder to get back into Canada being a Canadian citizen than it is to get into the states.
· 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.003101066
Insult0.001349852
Profanity0.00005283596
Threat0.00010079269
Severe Toxicity0.0000029379269
Low Tox 0.0064019407
Dec 10, 2025
Who cares never go back to USA even again
Who cares never go back to USA even again
· 10: Cluster #9
Close reading → Discourse → Video sentiment →
Identity Attack0.000663311
Insult0.0014896046
Profanity0.000064551445
Threat0.00019737163
Severe Toxicity0.000002804462
Low Tox 0.0058108647 Call_To_Action
Dec 10, 2025
Trump will be gone soon. Things will go back to normal. The only reason why I will not go to the USA is because I don't feel safe down there anymore. Canadians just have to …
Trump will be gone soon. Things will go back to normal. The only reason why I will not go to the USA is because I don't feel safe down there anymore. Canadians just have to wait until a Democrat is president again if they really need to go there. I would rather go to another country for vacation. Plenty of safer places to go.
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00015178563
Insult0.0018463861
Profanity0.000065314794
Threat0.0001947979
Severe Toxicity0.0000030311344
Low Tox 0.0048855473 Personal_Narrative
Dec 10, 2025
Well, you do not need to bother their whatever rules if you do not go there, right?!😂🎉 So simple, just pass USA until it is tamed back being civilized.
Well, you do not need to bother their whatever rules if you do not go there, right?!😂🎉 So simple, just pass USA until it is tamed back being civilized.
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.00037235592
Insult0.0010652016
Profanity0.00007141146
Threat0.0002614447
Severe Toxicity0.000003176095
Low Tox 0.00482604
Dec 9, 2025
Stop allowing foreign students to come in the back door thru universities .
Stop allowing foreign students to come in the back door thru universities .
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0019720504
Insult0.0008554962
Profanity0.00002580362
Threat0.00020324628
Severe Toxicity0.0000030421388
Low Tox 0.004656655 Policy_Critique
Apr 19, 2025
No more pr. Go back all. Clean Canada.
No more pr. Go back all. Clean Canada.
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.00020180264
Insult0.0013182673
Profanity0.00004923913
Threat0.00014148068
Severe Toxicity0.0000024845524
Low Tox 0.003138065
Apr 19, 2025 2 likes
I doubt this. Especially if the liberals win a fourth term, it’ll be back to mass immigration in no time.
I doubt this. Especially if the liberals win a fourth term, it’ll be back to mass immigration in no time.
· 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.0003394207
Insult0.0005155184
Profanity0.000016392283
Threat0.000051399504
Severe Toxicity0.0000017437383
Low Tox 0.0021564264 Policy_Critique
Apr 15, 2025
That's fine. I think we have permanent residents and new naturalized citizens that went to America that never came back to our country for decades that are not being reported to the public. America is …
That's fine. I think we have permanent residents and new naturalized citizens that went to America that never came back to our country for decades that are not being reported to the public. America is just trying to fix loophooles for their country.
· 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.00016808667
Insult0.0010283373
Profanity0.00006494519
Threat0.00003096067
Severe Toxicity0.000002250703
Low Tox 0.0021313783
Dec 7, 2025 3 likes
I have no problem I’m usually going for A weeks vacation a back home. Just straight forward with your intentions on ur reason of travel. I don’t think I’ll Have a hard time im Canadian …
I have no problem I’m usually going for A weeks vacation a back home. Just straight forward with your intentions on ur reason of travel. I don’t think I’ll Have a hard time im Canadian an not an immigrant of other foreign country our immigrated to other places
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0007319175
Insult0.0004995934
Profanity0.000022571734
Threat0.00007728063
Severe Toxicity0.0000025561992
Low Tox 0.002071151
Dec 8, 2025 1 likes
Not ever going back….don’t care about their border rules.
Not ever going back….don’t care about their border rules.
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.00013249363
Insult0.00025756942
Profanity0.000020693516
Threat0.000030080426
Severe Toxicity0.0000018404779
Low Tox 0.0007807034
Dec 8, 2025 7 likes
It's getting more and more difficult to want to go on a nice trip. Between the long line ups to enter the countries, filling out paperwork, being treated like a criminal at the border it's …
It's getting more and more difficult to want to go on a nice trip. Between the long line ups to enter the countries, filling out paperwork, being treated like a criminal at the border it's not worth it. I can remember crossing a few years back before COVID my stomach would do flip flops waiting in the line and it should never be like that
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00007683819
Insult0.00023573764
Profanity0.000022703574
Threat0.000026121497
Severe Toxicity0.0000022189006
Low Tox 0.00061102543 Personal_Narrative
Dec 8, 2025
I go back and fore and guess what.!? Never had an issue 😂
I go back and fore and guess what.!? Never had an issue 😂
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.00005344967
Insult0.00021192535
Profanity0.00002930933
Threat0.000034014112
Severe Toxicity0.0000020534908
Low Tox 0.00052860833
Dec 10, 2025
thats bs none for the next 5 years then back to 200000 like it used to be and only those with skills and they will need to learn english
thats bs none for the next 5 years then back to 200000 like it used to be and only those with skills and they will need to learn english
· 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.0000930994
Insult0.00017000348
Profanity0.000022312452
Threat0.00003339689
Severe Toxicity0.0000021373992
Low Tox 0.0004968769
Apr 14, 2025 7 likes
We should be sending some back the damage has been done already look at rent and housing .
We should be sending some back the damage has been done already look at rent and housing .
· 23: Cluster #22
Close reading → Video sentiment →
Identity Attack0.00006954438
Insult0.0001613043
Profanity0.000020400561
Threat0.000042247815
Severe Toxicity0.0000023697778
Low Tox 0.0004692504
Apr 16, 2025 2 likes
Not a problem, never going back.
Not a problem, never going back.
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.00007136571
Insult0.00018942081
Profanity0.000017503593
Threat0.000023340715
Severe Toxicity0.000002032391
Low Tox 0.00046418674
Jan 22, 2026
3:36 If there's a snag...never go back.
3:36 If there's a snag...never go back.
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.000051982446
Insult0.00016519976
Profanity0.000018945462
Threat0.000032260716
Severe Toxicity0.0000020143625
Low Tox 0.00041108145
Dec 10, 2025
Why care about new rules? I'm never going back 😂
Why care about new rules? I'm never going back 😂
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.000067663575
Insult0.0001594451
Profanity0.000023979906
Threat0.000024808189
Severe Toxicity0.0000022832548
Low Tox 0.0004001966 Humor_Satire
Dec 9, 2025
At lastly..government & authorities has taken absolutely extraordinary steps against..new immigration & jobs in immegrants should be close & send them backs without hesitations..housing crises & unemployment will be improved immediately..go ahead without delay…wakes up..wakes …
At lastly..government & authorities has taken absolutely extraordinary steps against..new immigration & jobs in immegrants should be close & send them backs without hesitations..housing crises & unemployment will be improved immediately..go ahead without delay…wakes up..wakes up..we are delayed in decision.
· 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.000048779526
Insult0.00014532087
Profanity0.000017338123
Threat0.000020040892
Severe Toxicity0.0000025921015
Low Tox 0.0003061768
Apr 14, 2025
I went earlier this year. I was the only vehicle at what typically would be a very busy crossing. The only difference, while in the lane, they asked me to open my trunk and examined …
I went earlier this year. I was the only vehicle at what typically would be a very busy crossing. The only difference, while in the lane, they asked me to open my trunk and examined the contents while I remained in the lane. I went forward with no issues. I was not stopped coming back. Before you go, make sure your vehicle is clear of any thing that could generate additional questions.
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00004452459
Insult0.00012055086
Profanity0.000018495342
Threat0.00001990034
Severe Toxicity0.000003142657
Low Tox 0.00025909377 Personal_Narrative
Dec 9, 2025 1 likes

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.