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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 #}

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Active: "We are with you, Canada." 6,088 comments · Page 156 of 244
Canada ❌ Indian 2.0 ☑
Canada ❌ Indian 2.0 ☑
Identity Attack0.11976352
Insult0.061101943
Profanity0.031391226
Threat0.0116639575
Severe Toxicity0.009994507
Low Tox 0.15213956 Low Con 0.245 Identity_Assertion
Sep 20, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I think due to the prosperity and stability Canada has enjoyed for so long Canadians have developed a certain standard of living and expectations in regards to that. So no, we don't want to have …
I think due to the prosperity and stability Canada has enjoyed for so long Canadians have developed a certain standard of living and expectations in regards to that. So no, we don't want to have to work 2-3 minimum wage paying jobs to get by, no we don't want to live 4 or more to a 400 sqft studio apartment, yes we want to be able to afford our own homes, yes we want to be able to achieve a stable middle class lifestyle. That doesn't work for the crony capitalists who's greed and lust for power always needs satiating. So we have the Liberal government bringing in more immigrants than we have infrastructure to accommodate in an effort to keep wages down so profits can always be up. Immigrants who are willing to accept a lower quality of life than what most Canadians expect/accustom to because it's still superior to where they came from. So the quality of life for all Canadians is exponentially reduced. We are to accept a lower quality of life and if we resist then we are branded with all kinds of derogatory names; racist, xenophobe, fascist, unacceptable fringe, far-right extremists, et al. What's undeniable is that before the Liberals took power in 2015 we had an immigration system in Canada that worked quite well and that since the Liberals took power our immigration system is a destructive mess. This isn't by accident or incompetence, it's intentional, by design. Unfortunately Canada has a problem with so much of our population being ideologically blind, willingly ignorant, easily manipulated, cowardly staying in an abusive relation with our current oppressive government. Question is can the country be saved before too much damage is done?
Identity Attack0.030433474
Insult0.0820023
Profanity0.021056883
Threat0.0068416605
Severe Toxicity0.00289917
Low Tox 0.15213956 Constructive 0.741
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
Canada about to be the big India.🤣
Canada about to be the big India.🤣
Identity Attack0.11396073
Insult0.04090862
Profanity0.028640235
Threat0.0077154995
Severe Toxicity0.005645752
Low Tox 0.15213956 Low Con 0.186 Humor_Satire
Sep 23, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Gog took over America Lakewood and Magog took over Canada
Gog took over America Lakewood and Magog took over Canada
Identity Attack0.037394293
Insult0.06634661
Profanity0.026317406
Threat0.009463178
Severe Toxicity0.004749298
Low Tox 0.15213956 Low Con 0.129 Unverified_Claim
Mar 1, 2026 Inside Canada's Indian Invasion...
No one is allowing coming here without visa, driving without license and not paying taxes except criminals. I came to canada recently through immigration and took ielts, scored 7.5 bands. Had 5 years of working …
No one is allowing coming here without visa, driving without license and not paying taxes except criminals. I came to canada recently through immigration and took ielts, scored 7.5 bands. Had 5 years of working experience and post graduation education, now am a citizen here. All in 4 years. Am among the new generation. Just think twice before speaking.
Identity Attack0.032753747
Insult0.07333439
Profanity0.0127561875
Threat0.006537435
Severe Toxicity0.002193451
Low Tox 0.15213956 Constructive 0.674
Nov 16, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Only a certain caliber a person should be able to enter Canada and become a citizen meanwhile our government is taking in the lowest of the low from India that even India doesn't want...
Only a certain caliber a person should be able to enter Canada and become a citizen meanwhile our government is taking in the lowest of the low from India that even India doesn't want...
Identity Attack0.11976352
Insult0.047935467
Profanity0.013985921
Threat0.006861079
Severe Toxicity0.0031280518
Low Tox 0.15213956 Low Con 0.231
Sep 15, 2025 1 likes Why Canadians Are Turning Against …
thats the problem ! it can't be saved !!! its too far gone ! the real canada is no more ! &&& you can never ever get it back R I P .
thats the problem ! it can't be saved !!! its too far gone ! the real canada is no more ! &&& you can never ever get it back R I P .
Identity Attack0.06704199
Insult0.039444692
Profanity0.016001316
Threat0.01052473
Severe Toxicity0.004749298
Low Tox 0.15213956 Moderate Con 0.339
Sep 20, 2025 Why Canadians Are Turning Against …
I KNOW. Its hard. Our host, trying, trying, straining to comprehend the big picture. This was a decent logical interview. Kenney called out 'post nationalist' the death of history insane ideology. And the two of …
I KNOW. Its hard. Our host, trying, trying, straining to comprehend the big picture. This was a decent logical interview. Kenney called out 'post nationalist' the death of history insane ideology. And the two of you showed how it has been rejigged, a lot of the details. Good job. Honestly, excellent interview. I saved it to my PC. Here is the hard part. Excepting the US, the entire west, UK, Germany, France, Spain, Canada, Australia etc, is engaging the same precise nation wrecking migration policies. Ponder the concept - its a global plan. THAT is the hard part. Stretch your mind Lilley, you can do it. You would start to wonder whether its one arm of an overall decline of the west actual plan. Wreck energy, agriculture, public finances, flood the place with unvetted migrants to swamp the place, deride the history, promote shame, wreck the very concept of a family, de-industralize. Make us all poor, dependent, minorities in our own homeland. Keep gnawing away at free speech, arrest grandmas for posting why is the local hotel full of migrants who dont speak english? Just how it is man. I know, its hard to comprehend. Facts are facts however.
Identity Attack0.045901958
Insult0.06984934
Profanity0.02433617
Threat0.009074804
Severe Toxicity0.0031661987
Low Tox 0.15213956 Constructive 0.797 Unverified_Claim
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
I met a north Indian girl working in a restaurant, who came to Canada on student visa, she said she was an IELTS instructor back home, but had very poor English language skills,😮😮
I met a north Indian girl working in a restaurant, who came to Canada on student visa, she said she was an IELTS instructor back home, but had very poor English language skills,😮😮
Identity Attack0.10221587
Insult0.05086332
Profanity0.015044857
Threat0.0060196044
Severe Toxicity0.0022602081
Low Tox 0.15158679 Constructive 0.628 Personal_Narrative
Oct 1, 2025 124 likes Inside Canada's Indian Metropolis (Brampton)
It's not a Liberal or Conservative issue any longer. Unless someone is hiding under the rock, there is no way to avoid facing the effects of Liberal disastrous immigration over past 10 yrs. Before 2015, …
It's not a Liberal or Conservative issue any longer. Unless someone is hiding under the rock, there is no way to avoid facing the effects of Liberal disastrous immigration over past 10 yrs. Before 2015, illegal immigration = 0 🟢By end of 2026, temporary residents with expired and illegal status = 2.6 million ⏳Illegal immigration is promoting a vast underground economy and destroying Canada each day. *20,000 deportations/year is just a drop in the bucket-it needs to be 100,000+ for real change.* ✈💥
Identity Attack0.068465814
Insult0.06529768
Profanity0.01764096
Threat0.009281937
Severe Toxicity0.0035095215
Low Tox 0.15158679 Moderate Con 0.449 Policy_Critique
Feb 25, 2026 'We do know that there's …
Appluses for hearing one side of the story. Care to hear the perspective of an Indian Immigrant in Canada? Then read on. I believe most people are barking up the wrong tree. As a legal …
Appluses for hearing one side of the story. Care to hear the perspective of an Indian Immigrant in Canada? Then read on. I believe most people are barking up the wrong tree. As a legal immigrant who migrated here with a nuclear family only on merit, I believe I earn the privilege to voice my thoughts here. First of all, rather than blaming the hoards of Indian immigrants, why don't anyone ask questions to the people who allowed it? Why not ask the politicians who vetoed it? Why not ask the police who is not able to stop reckless drivers? Why not ask the minister's who allow hospitals to run under staffed? USA has a massive Indian diaspora. But they are mostly IT workers and CEOs and Doctors. So who was at mistake of bringing illiterate, uncouth Indians to Canada? After earning all the required merit, and paying as much taxes from my family that is equivalent to minimum wages of at least 4 people, it hurts me to see undeserving people taking benefits of the system, while we get the short end. No one seemed too concerned when Indian students brought in so much money and revived some dead economies. No one blamed thousands of Punjabi businesses bringing in dollars into the economy. India, with its 150 billion people has s#!to eaters and people who can buy out Canada. You only see the bad. Press the government to bring in good people. Doctors, engineers, lawyers, scientists, business people, who will add value to the country and generate you jobs and salaries and grow this country. Not cooks and drivers only. Khalistan and Pro-BJP factions are both bad outside India. They all should go back and let the peace loving Indians and Canadians live here in peace. I don't hate anyone, but just the people who make my home country and me look bad. We ain't that bad after all.
Identity Attack0.105836816
Insult0.05262003
Profanity0.016172111
Threat0.007909686
Severe Toxicity0.0029945374
Low Tox 0.15158679 Constructive 0.821 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Hahahahahaha ...too late 😂 we will take over canada
Hahahahahaha ...too late 😂 we will take over canada
Identity Attack0.050671257
Insult0.025413504
Profanity0.018187506
Threat0.11309616
Severe Toxicity0.00579834
Low Tox 0.15158679 Low Con 0.226
Aug 27, 2025 Why Canadians Are Turning Against …
Canada used to have one of the strictest immigration systems in the world. We need to get back to that system where immigrants were vetted for years before earning citizenship. It's like Trudeau saw what …
Canada used to have one of the strictest immigration systems in the world. We need to get back to that system where immigrants were vetted for years before earning citizenship. It's like Trudeau saw what Biden was doing and then said "Hold my White Claw!"
Identity Attack0.10221587
Insult0.04032305
Profanity0.015693882
Threat0.009851551
Severe Toxicity0.004005432
Low Tox 0.15158679 Constructive 0.586 Policy_Critique
Aug 30, 2025 1 likes Why Canadians Are Turning Against …
Immigration into Canada has been a mess for decades, but far worse over the last ten years. This should be the hardest country on earth to immigrate to. Instead, it's the easiest.
Immigration into Canada has been a mess for decades, but far worse over the last ten years. This should be the hardest country on earth to immigrate to. Instead, it's the easiest.
Identity Attack0.10221587
Insult0.04910661
Profanity0.014566627
Threat0.0072106146
Severe Toxicity0.0031661987
Low Tox 0.15158679 Moderate Con 0.369 Policy_Critique
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
I really liked the black gentleman's support of Canada. I'm an old white dude, born and bred in Canada. I feel he is as Canadian as me .
I really liked the black gentleman's support of Canada. I'm an old white dude, born and bred in Canada. I feel he is as Canadian as me .
Identity Attack0.17459276
Insult0.0314771
Profanity0.038655918
Threat0.008077981
Severe Toxicity0.004749298
Low Tox 0.15158679 Constructive 0.762 Solidarity
Aug 26, 2025 145 likes Why Canadians Are Turning Against …
Canadas standard of living is now below the UK and the UK is failing badly. We must stop this mass immigration.
Canadas standard of living is now below the UK and the UK is failing badly. We must stop this mass immigration.
Identity Attack0.10221587
Insult0.042665333
Profanity0.012107162
Threat0.008090926
Severe Toxicity0.003376007
Low Tox 0.15158679 Moderate Con 0.474
Nov 24, 2025 Quebec Ends Economic Immigration Program …
Wow, they get $ 50.000 tax free dollars the first year…must be nice, I wish I made that much money. And the also get 25,000 tax free dollars to set up their house …I never …
Wow, they get $ 50.000 tax free dollars the first year…must be nice, I wish I made that much money. And the also get 25,000 tax free dollars to set up their house …I never got that! and they also get the child tax free benefit too…..if they have 8-10kids wow ..they are making over six figures tax free ..free dental, free RX….I have to work hard for that! No freebies for the hard working Canadian tax payers! No wonder they all want to come to Canada …the land of milk and honey and easy money…why work? She forgot to mention that a lot of refugees never pay back the money for their air fare costs to come here ..ever! A lot of them complained when they had to go on welfare after a year…a drop on income…..oh no …maybe they have to go out in the cold to work everyday…..no , just have another kid or two…why work right. No wonder we pay high taxes in Canada!
Identity Attack0.06294931
Insult0.06652143
Profanity0.020783609
Threat0.0068287146
Severe Toxicity0.0048065186
Low Tox 0.15103401 Constructive 0.651
Aug 23, 2023 2 likes How much do refugees and …
This is also happening in UK and Australia lots of Indian students are using fake documents not only in Canada.
This is also happening in UK and Australia lots of Indian students are using fake documents not only in Canada.
Identity Attack0.1232452
Insult0.04090862
Profanity0.014259194
Threat0.0065827454
Severe Toxicity0.0025749207
Low Tox 0.15103401 Moderate Con 0.313
Sep 30, 2025 103 likes IRCC Names India in Study …
Canada, you are importing Indians from one single region/state of India. You have 22 MPs from one Indian state in your parliament- even we don't have that many. They have a political goal and you …
Canada, you are importing Indians from one single region/state of India. You have 22 MPs from one Indian state in your parliament- even we don't have that many. They have a political goal and you are enabling.
Identity Attack0.14233272
Insult0.036545437
Profanity0.013131939
Threat0.0067057298
Severe Toxicity0.0032424927
Low Tox 0.15103401 Moderate Con 0.468
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
A good scheister would inflate immigration, send untrackable monies through Ukraine on the way to their own pockets, stifle Canada's economy and buy up assets when everything crashes, like taking candy from a baby!
A good scheister would inflate immigration, send untrackable monies through Ukraine on the way to their own pockets, stifle Canada's economy and buy up assets when everything crashes, like taking candy from a baby!
Identity Attack0.033527173
Insult0.061801232
Profanity0.015147334
Threat0.009566744
Severe Toxicity0.0029563904
Low Tox 0.15103401 Low Con 0.228 Unverified_Claim
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
Canada needs to invest in more elephants 🐘 😂
Canada needs to invest in more elephants 🐘 😂
Identity Attack0.04023018
Insult0.061976057
Profanity0.019758832
Threat0.009696201
Severe Toxicity0.0051879883
Low Tox 0.15103401 Low Con 0.128 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Bottom line is Liberal government has allowed these mess of people in Country of Canada. Why does it keep happening?. We need immigration when its needed. The laws need to be enforced for everyone.
Bottom line is Liberal government has allowed these mess of people in Country of Canada. Why does it keep happening?. We need immigration when its needed. The laws need to be enforced for everyone.
Identity Attack0.053854458
Insult0.06512285
Profanity0.015864678
Threat0.007586042
Severe Toxicity0.0029563904
Low Tox 0.15103401 Moderate Con 0.475 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
Indians have been a part of Canada since forever. The real question is why you guys care so much.
Indians have been a part of Canada since forever. The real question is why you guys care so much.
Identity Attack0.120924085
Insult0.03412145
Profanity0.016821137
Threat0.006220264
Severe Toxicity0.0028800964
Low Tox 0.15103401 Moderate Con 0.338 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Britain had to fight to conquer India. Canada by contrast invited in the invaders and paid them to come and colonize them
Britain had to fight to conquer India. Canada by contrast invited in the invaders and paid them to come and colonize them
Identity Attack0.10221587
Insult0.035333443
Profanity0.01805087
Threat0.011068452
Severe Toxicity0.003490448
Low Tox 0.15103401 Low Con 0.155 Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Finally someone is looking into this. FFS they literally founded non existent colleges to exploit the bridge loopholes from a faux student visa to a faux job which gets them to a PR status because …
Finally someone is looking into this. FFS they literally founded non existent colleges to exploit the bridge loopholes from a faux student visa to a faux job which gets them to a PR status because the immigration offices are not doing their jobs. We've been flodded with fake students for years now. And for the record I am not against student visas and legal and appropriate immigration. Far from it. I appreciate every person, whether from India or somewhere esle, that is in Canada legally and with intention to integrate and contribute.
Identity Attack0.056582913
Insult0.06669625
Profanity0.02522431
Threat0.007417747
Severe Toxicity0.0032615662
Low Tox 0.15103401 Constructive 0.794 Unverified_Claim
Oct 3, 2025 IRCC Names India in Study …

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.