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: "Brother brother brother all was …" 105 comments · Page 3 of 5
Could you just make a video where you don't risk your life, Tyler? That's crazy dedication bro. I'd say keep it up but more importantly stay safe brother!
Could you just make a video where you don't risk your life, Tyler? That's crazy dedication bro. I'd say keep it up but more importantly stay safe brother!
Identity Attack0.009249465
Insult0.07491849
Profanity0.057944927
Threat0.02613456
Severe Toxicity0.0065994263
Low Tox 0.22043827 Constructive 0.645
Jan 27, 2026 Inside Canada's Indian Invasion...
So much ragebait. British colonization destabilized our country, cultures, and unity, leaving a power vaccum for corruption. Search up the 1947 Partition. Decades of conflict led individuals to immigrate for better opportunities. We don’t need …
So much ragebait. British colonization destabilized our country, cultures, and unity, leaving a power vaccum for corruption. Search up the 1947 Partition. Decades of conflict led individuals to immigrate for better opportunities. We don’t need someone outside from Brampton coming in to provoke our community. Especially when ya’ll will never comment on the strengths of these immigrants—some of the most hardworking people you’ll meet. E.g. how the Punjabi Sikh community raised over $2.3 million for the first hospital in Brampton. Let’s emphasize the love, brother. 🙏🏽
Identity Attack0.116281845
Insult0.10148193
Profanity0.027547138
Threat0.00933372
Severe Toxicity0.005760193
Low Tox 0.2191003 Constructive 0.756 Solidarity
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
Tyler brother, next time your in Canada, pickup a toque! you wont be hunching your shoulders up to protect your ears. Ahem, sorry in American that's a ... beanie
Tyler brother, next time your in Canada, pickup a toque! you wont be hunching your shoulders up to protect your ears. Ahem, sorry in American that's a ... beanie
Identity Attack0.05794714
Insult0.086852804
Profanity0.028913507
Threat0.016120117
Severe Toxicity0.0062561035
Low Tox 0.21508642 Constructive 0.605 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
brother get all back on the bus and go back please Canada would be a lot better off
brother get all back on the bus and go back please Canada would be a lot better off
Identity Attack0.051808115
Insult0.0820023
Profanity0.01893901
Threat0.020091362
Severe Toxicity0.0074768066
Low Tox 0.21107252 Moderate Con 0.343 Call_To_Action
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I'm from canada, buddy, and you are hitting it on the coffin brother Good job on exposing this BS .People need to hear everything and see it
I'm from canada, buddy, and you are hitting it on the coffin brother Good job on exposing this BS .People need to hear everything and see it
Identity Attack0.026207991
Insult0.0838533
Profanity0.11292298
Threat0.016120117
Severe Toxicity0.0076675415
Low Tox 0.20572066 Constructive 0.594
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
If some guy handed you an invitation to a party at his house, and there, after an hour, someone approaches saying , 'I hate to tell you, but you WERE'NT actually invited and your invitation …
If some guy handed you an invitation to a party at his house, and there, after an hour, someone approaches saying , 'I hate to tell you, but you WERE'NT actually invited and your invitation is fake, and although the guy who invited you DOES HALF OWN the house, but it is HIS BROTHER hosting the party, and your friend, whenever his brother holds a party prints out fake invitations. And then after being told to just STAY PUT, after thinking that you would like to just leave, the guy who explained this comes over to tell you that since your friend IS half owner of the house, that you are ALLOWED TO STAY, but preferably if you could just walk a long narrow hallway in sit in the large roomy storage closet. Maybe then, you think it preferable to just leave, but IT MIGHT BE CONSTRUED that you are making A BIG FUSS about leaving, and this would be BEING RUDE to the people WHO TOOK QUITE A BIT OF TIME to help you sort out YOUR DILEMMA, and IF you DO leave, you might NOT EVER be invited back again, and if you AREN'T invited back, MAYBE someone who saw you AT THE PARTY: LIKES YOU, and will go around LOOKING FOR YOU, even to the points of looking through people's windows to find you, and WHAT IF this would happen at like 3am, and maybe you should JUST TRY TO enjoy your stay in the broom closet BECAUSE someone who DOES LIKE YOU would wait and be able to SPOT YOU and say 'hi' AS YOU EXIT the main entrance, if that is the only exit.
Identity Attack0.014249804
Insult0.0816321
Profanity0.10982819
Threat0.011767523
Severe Toxicity0.008277893
Low Tox 0.20335422 Constructive 0.667 Humor_Satire
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
I've been waiting for this video, brother. This also happens with commercial truck drivers; they're just Indian here in Canada.
I've been waiting for this video, brother. This also happens with commercial truck drivers; they're just Indian here in Canada.
Identity Attack0.2700233
Insult0.047935467
Profanity0.024267852
Threat0.007832011
Severe Toxicity0.005455017
Low Tox 0.20195828 Constructive 0.611 Personal_Narrative
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
Great video Brother. God help us we have been invaded.
Great video Brother. God help us we have been invaded.
Identity Attack0.09741807
Insult0.038566336
Profanity0.07999486
Threat0.044925548
Severe Toxicity0.010147095
Low Tox 0.20126031 Moderate Con 0.447 Fear_Threat
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Youth unemployment is at an all-time high because Gurjeet and her 14 brothers are all 30 years old working at every fast food chain in Canada. I legit haven't seen a non-indian working a minimum …
Youth unemployment is at an all-time high because Gurjeet and her 14 brothers are all 30 years old working at every fast food chain in Canada. I legit haven't seen a non-indian working a minimum job for weeks.
Identity Attack0.23694818
Insult0.05027775
Profanity0.016752819
Threat0.006815769
Severe Toxicity0.004005432
Low Tox 0.18649188 Constructive 0.582 Unverified_Claim
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
GOING AFTER MY BROTHERS KEEPERS GANG WHO RUN WITH HA!
GOING AFTER MY BROTHERS KEEPERS GANG WHO RUN WITH HA!
Identity Attack0.018671319
Insult0.05203446
Profanity0.031140719
Threat0.0475118
Severe Toxicity0.0073242188
Low Tox 0.1798404 Low Con 0.223 Fear_Threat
Feb 20, 2026 Canadian immigration officers investigating hundreds …
Awesome video brother. Intelligence does not have a race, lol. Our politicians have sold us out, lobbyists for large corporations are somehow "convincing" our politicians to provide them with cheap labour (open borders). I wonder …
Awesome video brother. Intelligence does not have a race, lol. Our politicians have sold us out, lobbyists for large corporations are somehow "convincing" our politicians to provide them with cheap labour (open borders). I wonder how much a politician goes for these days, lol.
Identity Attack0.055218685
Insult0.06424874
Profanity0.03339528
Threat0.008492245
Severe Toxicity0.0040626526
Low Tox 0.17545098 Constructive 0.56
Sep 1, 2025 1 likes Why Canadians Are Turning Against …
You are right brother! Me too , it makes me feel sad when I see the speed with witch this country's shining color is fading away in this 10 years I have been in it! …
You are right brother! Me too , it makes me feel sad when I see the speed with witch this country's shining color is fading away in this 10 years I have been in it! I love Canada more than any other place since l was accepted here being stateless , My little family has no other culture , we embraced a canadian one and we are confident to have well chosen!
Identity Attack0.058856625
Insult0.083359696
Profanity0.025087673
Threat0.006433869
Severe Toxicity0.0033569336
Low Tox 0.1641865 Constructive 0.779 Personal_Narrative
Aug 28, 2025 2 likes Why Canadians Are Turning Against …
oh no, look at that statue. Cambodia took the right action. West allowed you in, not these statues. Lol, one months of stay (dude,it is one month), because his brother is staying here , but …
oh no, look at that statue. Cambodia took the right action. West allowed you in, not these statues. Lol, one months of stay (dude,it is one month), because his brother is staying here , but he would have sold everything in his homeland to come and settle in Canada, and he will start with a visit visa for one months, lol. Slowly breaking into settling down here. Most of these statue lovers, talk about love for their homeland, but they all want to leave their homeland and want to come settle in one of these Western, Christian countries. If you are patriotic , why do you even want to come and settle in Western Christian countries? because deep within they know Christian countries are blessed. I have heard, when they go visit their homeland, they feel so proud telling their locals that they are settled in one of these Western countries and are not locals like them. Double standards of patriotism.
Identity Attack0.03894114
Insult0.07840354
Profanity0.041912504
Threat0.008181547
Severe Toxicity0.004558563
Low Tox 0.16331999 Moderate Con 0.496 Identity_Assertion
Feb 23, 2026 Inside Canada's Indian Invasion...
YOO TYLER!! WELCOME TO OUR HOME BROTHER ❤❤❤ thats sick that you were here again..not great lol but lfg baby! ❤️🇨🇦
YOO TYLER!! WELCOME TO OUR HOME BROTHER ❤❤❤ thats sick that you were here again..not great lol but lfg baby! ❤️🇨🇦
Identity Attack0.019877186
Insult0.06826523
Profanity0.066963166
Threat0.008556974
Severe Toxicity0.005455017
Low Tox 0.16098402 Constructive 0.551
Jan 27, 2026 Inside Canada's Indian Invasion...
brothers about to get rich off the free cash referral links that's what I'm trying to do but ya only a few family members joined it lmao
brothers about to get rich off the free cash referral links that's what I'm trying to do but ya only a few family members joined it lmao
Identity Attack0.009360458
Insult0.034672357
Profanity0.08904689
Threat0.0097738765
Severe Toxicity0.007095337
Low Tox 0.15545623 Moderate Con 0.464
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler brother, thanks for Canada, but you need to wake up, go to bay area, the one in north california, sf bay area. it has become India long time ago. all the software engineering jobs …
Tyler brother, thanks for Canada, but you need to wake up, go to bay area, the one in north california, sf bay area. it has become India long time ago. all the software engineering jobs belong to indians now. local US engineers are sittings without a job. standford, mit, berkley graduates, all of them jobless.
Identity Attack0.12735364
Insult0.05203446
Profanity0.013336895
Threat0.0069646453
Severe Toxicity0.0033950806
Low Tox 0.15545623 Moderate Con 0.456
Jan 27, 2026 Inside Canada's Indian Invasion...
I remember when my family immigrated here over 15+ years ago and my brother was only 1 years old. 2 weeks after coming here he slipped on the floor and cut open his forehead on …
I remember when my family immigrated here over 15+ years ago and my brother was only 1 years old. 2 weeks after coming here he slipped on the floor and cut open his forehead on the hinges of our door and he was bleeding everywhere (he later had to get 6 stitches to fix it), my father was out working and we didn't know how to contact the police or hospital because we didn't have a home phone yet. We used our neighbors and the ambulance came and I strictly remember that because we didn't have our health cards yet they wouldn't start work even though my father said he will pay when he gets there. I remember my mother and I feeling helpless while my 1 year old brother was bleeding out (the hospital staff tried to stop the bleeding with cotton ball and bandage) and I distinctly remember that they did not start helping my brother even WHILE my father was paying but only started work after the bill was completed. Even though my family felt helpless at that time and we felt it was unfair, we never blamed Canada because it was their policy and they have every right to follow protocols. So it makes me angry to see people who walked into our country illegally getting far better treatment than my family ever got even though it might not be anything as life threatening as ours was. It makes me angry that our hard earned tax dollars are used to help people who have no motivation to help the country that gave them asylum during war.. It's actually the opposite as a lot of these families call their free housing "disgusting" and compare it to "living like a slave". I'm angry because little girls at my brothers own school are getting shoved and assaulted by refugee boys as young as 6-7 and are let off with a simple "don't do that again" and a meeting with the parents. This is not the Canada my family came to love and call home so I can't imagine the hardships of Canadians who are living here for 3, 4, 5+ generations 😔😔
Identity Attack0.046159767
Insult0.04910661
Profanity0.08193458
Threat0.063029334
Severe Toxicity0.00793457
Low Tox 0.15490346 Constructive 0.87
Feb 12, 2019 15 likes How much do refugees and …
I have a sister and brother-in-law (old people) living in Brampton and they and other ‘traditional Canadian’ love their Hindu neighbors.😏
I have a sister and brother-in-law (old people) living in Brampton and they and other ‘traditional Canadian’ love their Hindu neighbors.😏
Identity Attack0.15303208
Insult0.03522326
Profanity0.020510335
Threat0.0064468146
Severe Toxicity0.0039100647
Low Tox 0.15269235 Constructive 0.691
Oct 1, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
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...
In a matriarchy country known as Canada, tall women rule eastern Canada especially Ontario. They hold many team lead to middle and even upper management positions. In this part of Canada, India and Pakistan have …
In a matriarchy country known as Canada, tall women rule eastern Canada especially Ontario. They hold many team lead to middle and even upper management positions. In this part of Canada, India and Pakistan have taken over. Thanks brother
Identity Attack0.11976352
Insult0.04207976
Profanity0.014225035
Threat0.007029374
Severe Toxicity0.00333786
Low Tox 0.14950264 Constructive 0.542
Aug 24, 2025 8 likes Why Canadians Are Turning Against …
4:58 As an African, im not offended at all. Our brothers and sisters abroad have been painting a vividly bad image of us, but we do have a lot of intelligent and kind hearted people …
4:58 As an African, im not offended at all. Our brothers and sisters abroad have been painting a vividly bad image of us, but we do have a lot of intelligent and kind hearted people too. 4:59
Identity Attack0.089973204
Insult0.029493837
Profanity0.055940874
Threat0.011819307
Severe Toxicity0.005302429
Low Tox 0.14256015 Constructive 0.732 Solidarity
Jan 28, 2026 Inside Canada's Indian Invasion...
My brother married a philapin and she was here 3 months at my house then left him to live on her own because he didn’t have money so people like that need to be shipped …
My brother married a philapin and she was here 3 months at my house then left him to live on her own because he didn’t have money so people like that need to be shipped bad because they use people just to get here
Identity Attack0.039456755
Insult0.05144889
Profanity0.028230323
Threat0.008867673
Severe Toxicity0.0032615662
Low Tox 0.14082454 Moderate Con 0.494
Sep 1, 2025 1 likes Why Canadians Are Turning Against …
brother grab some gloves !! its cold out here
brother grab some gloves !! its cold out here
Identity Attack0.007288578
Insult0.024124376
Profanity0.04216301
Threat0.012181788
Severe Toxicity0.0050735474
Low Tox 0.11171334 Moderate Con 0.389
Jan 27, 2026 Inside Canada's Indian Invasion...
If elections were honest if they were we canadians rooted ones at that queen put my family here in canada after the wars grandfather fought and won both wars to give me what I had …
If elections were honest if they were we canadians rooted ones at that queen put my family here in canada after the wars grandfather fought and won both wars to give me what I had and now immigrants have taken that over government and people today wouldn't exist with out my grandfather . Politions dont know what war is... or how it reflects all candians still today . A lession to all politions get back to work . And have some respect . For people who got uou to where you are today . Far to much time off running with a counrty and a hammer as yhe leader makes me puke every day . Say thank you carney for life u have be ayse of my grandfather. Thanks for staying and being humble and rooted . Your not . Stop giving Canadian money away this is the out come carney and trudeau twisted brothers. made this mess .
Identity Attack0.03636306
Insult0.054962315
Profanity0.017162729
Threat0.0076766624
Severe Toxicity0.0024795532
Low Tox 0.11098998 Constructive 0.639 Identity_Assertion
Aug 27, 2025 Why Canadians Are Turning Against …
Brother I live in Mississauga and Toronto used to go to Brampton all the time yeah it's literally indiantown it's not Brampton it's browntown.
Brother I live in Mississauga and Toronto used to go to Brampton all the time yeah it's literally indiantown it's not Brampton it's browntown.
Identity Attack0.07012023
Insult0.025929155
Profanity0.029050145
Threat0.007637825
Severe Toxicity0.003452301
Low Tox 0.10522962 Constructive 0.651 Personal_Narrative
Jan 28, 2026 4 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.