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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 #}

Comment Explorer

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Active: "Up Canada ❤❤❤❤❤" 6,088 comments · Page 57 of 244
Canada is take over by Khalistani not Indians they don’t consider themselves Indian they are punjabi And they want different country 😂😂😂😂 inside india Even we don’t like them who wants to take apart our …
Canada is take over by Khalistani not Indians they don’t consider themselves Indian they are punjabi And they want different country 😂😂😂😂 inside india Even we don’t like them who wants to take apart our country india Our Indian government warn Canadian government not to allow these people in their country but they don’t listen they allow Khalistani tterrorists who are wanted or criminals in India So it’s canada government fault stop voting for leftist government
Identity Attack0.4911651
Insult0.37166002
Profanity0.043165036
Threat0.012958534
Severe Toxicity0.023076924
Moderate 0.4269174 Moderate Con 0.384 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This is awful. I am not Canadian, in fact, I really dislike Canada. But man, this is absolutely awful. You are destroying yourselves.
This is awful. I am not Canadian, in fact, I really dislike Canada. But man, this is absolutely awful. You are destroying yourselves.
Identity Attack0.22859548
Insult0.37506318
Profanity0.10363861
Threat0.056240413
Severe Toxicity0.021290002
Moderate 0.4269174 Moderate Con 0.446 Fear_Threat
Feb 20, 2026 Inside Canada's Indian Metropolis (Brampton)
Damn bro I worked there for some time in a warehouse that needed my help. I actually wanted to transfer to Canada after that experience it wasn’t anything like this lol. Brampton wasn’t always the …
Damn bro I worked there for some time in a warehouse that needed my help. I actually wanted to transfer to Canada after that experience it wasn’t anything like this lol. Brampton wasn’t always the best area I guess by Canadian standards but it wasn’t closely the same as this 12 years ago.
Identity Attack0.043581683
Insult0.24424846
Profanity0.5013569
Threat0.008634649
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.667
Jan 27, 2026 Inside Canada's Indian Invasion...
U white guy making video against immigrants- how sad for u - you don’t know real history- why u given visa to come - that is it govt issue nothing do immigrant - Poland guy …
U white guy making video against immigrants- how sad for u - you don’t know real history- why u given visa to come - that is it govt issue nothing do immigrant - Poland guy why come Canada tell me
Identity Attack0.48915586
Insult0.26957804
Profanity0.02973333
Threat0.010395273
Severe Toxicity0.019740647
Moderate 0.4269174 Low Con 0.252
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
I can understand both perspectives but you’re interviewing homeless and low class white Canadians… essentially the losers of society… the multi generational Canadians who have nothing to show for being in this country for over …
I can understand both perspectives but you’re interviewing homeless and low class white Canadians… essentially the losers of society… the multi generational Canadians who have nothing to show for being in this country for over 100 years 😂 Some points are fair but other just seem like they’re sad that they’re behind when they’ve been here for so long. If you are a white multi generational Canadian and you are poor, you have no one to blame but yourself and your family that came before you. If you did not capitalize on purely just the time that you’ve been here and all the appreciation that comes with it, it has nothing to do with Indians. Most wealth is inherited and if you didn’t inherit anything that sucks. Bunch of crackheads mad about Indians being in their country like that’s the reason they’re poor and on the streets. I don’t like how annoying the Indians can be in Canada either but that’s not the reason these people you’re showing are poor.
Identity Attack0.46028158
Insult0.42167732
Profanity0.06746418
Threat0.008440462
Severe Toxicity0.019611536
Moderate 0.4269174 Constructive 0.589
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
We need to END immigration from India,Africa, pakistan and no jihadis then start the mass deportations it's destroying Canada
We need to END immigration from India,Africa, pakistan and no jihadis then start the mass deportations it's destroying Canada
Identity Attack0.5135796
Insult0.24928534
Profanity0.045670103
Threat0.13262562
Severe Toxicity0.02373986
Moderate 0.4269174 Low Con 0.279 Identity Attack Fear_Threat
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
Deport them all if you want to save Canada. Also put all those illegal companies bring these vultures in Canada.
Deport them all if you want to save Canada. Also put all those illegal companies bring these vultures in Canada.
Identity Attack0.35624164
Insult0.42743355
Profanity0.08193458
Threat0.13815513
Severe Toxicity0.021419114
Moderate 0.4269174 Low Con 0.238 Call_To_Action
Feb 21, 2026 Inside Canada's Indian Invasion...
They’re here to work for less … you can kiss your union wages goodbye … you did it to yourselves … corrupt governments of Canada
They’re here to work for less … you can kiss your union wages goodbye … you did it to yourselves … corrupt governments of Canada
Identity Attack0.26494437
Insult0.47384647
Profanity0.03715288
Threat0.008556974
Severe Toxicity0.010986328
Moderate 0.4269174 Low Con 0.268
Nov 26, 2025 Quebec Ends Economic Immigration Program …
Conestoga is one of Doug Ford’s donor we need an investigation who’s giving work permits to Punjabi Indians to come to Canada the minorities are living in fear for their childre’s future with the number …
Conestoga is one of Doug Ford’s donor we need an investigation who’s giving work permits to Punjabi Indians to come to Canada the minorities are living in fear for their childre’s future with the number of Indians in Canada we are facing racism in jobs hiring the same will happen to our children deport the scammers they are a threat to this country
Identity Attack0.46028158
Insult0.4302003
Profanity0.047674157
Threat0.04167421
Severe Toxicity0.022710243
Moderate 0.4269174 Moderate Con 0.466
Oct 3, 2025 1 likes IRCC Names India in Study …
The hate in the comments is sad. The fact that people can’t differentiate their racist tendencies from their sense of nationalism is concerning. You guys love to comment “it is racist to not want Indians …
The hate in the comments is sad. The fact that people can’t differentiate their racist tendencies from their sense of nationalism is concerning. You guys love to comment “it is racist to not want Indians in Canada” but half of the people in your boat, liking those comments and engaging in discussion are literal bigots whose only points in discussions involving this topic are hateful phrases and ignorance.
Identity Attack0.29035977
Insult0.47020787
Profanity0.035148825
Threat0.007340072
Severe Toxicity0.010528564
Moderate 0.4269174 Moderate Con 0.385 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Khalistan is a terriost organisation in India khalistan will never happen in India so they will create it in Canada
Khalistan is a terriost organisation in India khalistan will never happen in India so they will create it in Canada
Identity Attack0.46614665
Insult0.35505778
Profanity0.078378424
Threat0.040638234
Severe Toxicity0.023076924
Moderate 0.4269174 Low Con 0.145 Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Cut down to 10,000 that may mean something, Canada is broke, dying, on life support. But these bums own our median now and they all need to go to jail.
Cut down to 10,000 that may mean something, Canada is broke, dying, on life support. But these bums own our median now and they all need to go to jail.
Identity Attack0.10409598
Insult0.42167732
Profanity0.22622968
Threat0.34804323
Severe Toxicity0.023076924
Moderate 0.4269174 Low Con 0.258
Jan 4, 2026 New rules, regulations take effect …
You see a lot of Indian people it's not a people they all Indian students you know how much money the Canada has robbed before they come to the Canada you know you're not going …
You see a lot of Indian people it's not a people they all Indian students you know how much money the Canada has robbed before they come to the Canada you know you're not going to believe it that much money they've been paying before they come to the Canada they've not came free there or they not immigrant they are a student visa students from India so stop talking about Indians and punjabis seems where they are Indian your country who use the punjabis against India throwing a storms and bomb the planes Air India back in the '80s or I think 85 they blow one plane out and they are the innocent people right Make up your mind is those people are innocent punjabis and your country are human right champion and now suddenly everyone talking s*** about Indians
Identity Attack0.4830652
Insult0.36798462
Profanity0.10920923
Threat0.122295745
Severe Toxicity0.02383376
Moderate 0.4269174 Constructive 0.562 Identity_Assertion
Aug 26, 2025 Why Canadians Are Turning Against …
WORST city in CANADA We need to DEPORT DEPORT DEPORT
WORST city in CANADA We need to DEPORT DEPORT DEPORT
Identity Attack0.37507164
Insult0.34032786
Profanity0.054437835
Threat0.07476458
Severe Toxicity0.023076924
Moderate 0.4269174 Low Con 0.221
Sep 26, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
We should turn Canada into the united states and deport em all
We should turn Canada into the united states and deport em all
Identity Attack0.47178617
Insult0.16890354
Profanity0.075468846
Threat0.28031203
Severe Toxicity0.023076924
Moderate 0.4269174 Low Con 0.156 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Totally disgusting that Canada has allowed this to happen. Although its not too late to clean it up. Ship them all out immediately.
Totally disgusting that Canada has allowed this to happen. Although its not too late to clean it up. Ship them all out immediately.
Identity Attack0.11512129
Insult0.44802538
Profanity0.0569429
Threat0.13363713
Severe Toxicity0.017674843
Moderate 0.42568782 Low Con 0.226 Fear_Threat
Oct 8, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Im white and i'm leaving Canada, Canada is no longer Canada, 20 years from now all government will be indian, jobs are taken, they only hire their own, and so eventually whites and blacks won't …
Im white and i'm leaving Canada, Canada is no longer Canada, 20 years from now all government will be indian, jobs are taken, they only hire their own, and so eventually whites and blacks won't have a chance to get a job.
Identity Attack0.5135796
Insult0.24630153
Profanity0.0816113
Threat0.020782012
Severe Toxicity0.023076924
Moderate 0.42568782 Moderate Con 0.409 Identity Attack
Oct 8, 2025 Inside Canada's Indian Metropolis (Brampton)
tbh ircc should be investigated - thousands of unqualified people are here in canada pestering the economy like wtf?? these people all have visitor visa and wanting to work
tbh ircc should be investigated - thousands of unqualified people are here in canada pestering the economy like wtf?? these people all have visitor visa and wanting to work
Identity Attack0.10221587
Insult0.35016364
Profanity0.40929472
Threat0.009463178
Severe Toxicity0.023076924
Moderate 0.42568782 Moderate Con 0.354
Oct 6, 2025 IRCC Names India in Study …
47,000 students that are illegal and missing in Canada! Who the f…, is responsible for immigration in Canada!!!!
47,000 students that are illegal and missing in Canada! Who the f…, is responsible for immigration in Canada!!!!
Identity Attack0.23391083
Insult0.3388922
Profanity0.38063943
Threat0.009696201
Severe Toxicity0.023076924
Moderate 0.42568782 Moderate Con 0.364 Unverified_Claim
Sep 29, 2025 10 likes IRCC Names India in Study …
This is the laziest, lax, and out of control govt. I have ever seen. Just Cancel the permits and send them packing. This is not difficult. Take the airfare out of their account for he …
This is the laziest, lax, and out of control govt. I have ever seen. Just Cancel the permits and send them packing. This is not difficult. Take the airfare out of their account for he chartered flights. START NOW BEFORE WE LOOSE IF WHAT WE KNOW IF AS CANADA. The lack of gut is appaling.
Identity Attack0.07508347
Insult0.47384647
Profanity0.039407436
Threat0.009644418
Severe Toxicity0.010528564
Moderate 0.42568782 Moderate Con 0.316 Call_To_Action
Sep 29, 2025 IRCC Names India in Study …
Remember Canada isn’t a white country the land was stolen and the history even 40 years ago with Native people is horrific, don’t act like Canada is some woopty do peaceful country 😂
Remember Canada isn’t a white country the land was stolen and the history even 40 years ago with Native people is horrific, don’t act like Canada is some woopty do peaceful country 😂
Identity Attack0.458714
Insult0.40243408
Profanity0.06946823
Threat0.008893564
Severe Toxicity0.02296847
Moderate 0.42568782 Moderate Con 0.376 Moral_Argument
Feb 6, 2026 2 likes Inside Canada's Indian Invasion...
So what's the problem. Just leave canada and America if you don't like indians. You guys can go to Antarctica or something like that 😂😂😂😂
So what's the problem. Just leave canada and America if you don't like indians. You guys can go to Antarctica or something like that 😂😂😂😂
Identity Attack0.4931391
Insult0.24928534
Profanity0.089693464
Threat0.021127338
Severe Toxicity0.023076924
Moderate 0.42568782 Low Con 0.233 Humor_Satire
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
India destroyed canada Usa 😂😂 Uk 😂😂 China 😭😭 Canada😭🤬
India destroyed canada Usa 😂😂 Uk 😂😂 China 😭😭 Canada😭🤬
Identity Attack0.49584505
Insult0.39297962
Profanity0.18786818
Threat0.18913531
Severe Toxicity0.16960317
Moderate 0.42568782 Low Con 0.188 Comparative_Framing
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Only 18,000 deported out of 5 million illegals? That is a joke. Deportations cost money because the government is way too dumb. You don't need to chase the illegals on our dime instead a few …
Only 18,000 deported out of 5 million illegals? That is a joke. Deportations cost money because the government is way too dumb. You don't need to chase the illegals on our dime instead a few bureaucratic steps will help line up the immigrants across Canada towards airports to flee and here we go: 1- Introduce a 3 months grace period for illegals to depart with their lute, no questions asked 2- Establish a Black-List-Database for all illegals and anyone who makes that list will never get permanent residence no matter how long they stay or even if they apply from abroad down the road 3- Introduce daily fines for overstaying or being here illegal with no ceiling including assets seizure to cover fines 4- Abolish automatic birth citizenship unless both parents are fully legal, else contact your embassy for birth certificate and fetch healthcare, school etc ..on your own dime 5- Revoke driver licenses, bank accounts, temporary SIN numbers of all illegals 6- Mandate the RCMP, Local Police, Sheriffs to check immigration status of anyone who comes in contact with law enforcement including traffic stops 7- Establish new Driver License and other documents for citizens and legal people with specific design and color etc.. 8- Introduce a toll-free number so citizens can report illegals and illegal activities 9- Impose hefty fines and jail time on employers who hire illegals including business closures 10- Limit running to office on all levels to Canadian born citizens 11- No illegal owns, buys or sells any real estate or property Do these and the longest line will be the line leading to airports so our friends CBSA can sit in the ri comfy offices processing illegals at their own pace.
Identity Attack0.27171627
Insult0.47384647
Profanity0.10797132
Threat0.013217449
Severe Toxicity0.014511578
Moderate 0.42568782 Moderate Con 0.448
Dec 23, 2025 15 likes Deportations From Canada at Their …
Welcome to GLOBALIST nightmare Canada. Our Cartel run governments along with our CORRUPT RCMP, compromised law enforcement.... rule with an iron fist. We have a two tiered judicial system also. COMMUNIST CARNEY and his band …
Welcome to GLOBALIST nightmare Canada. Our Cartel run governments along with our CORRUPT RCMP, compromised law enforcement.... rule with an iron fist. We have a two tiered judicial system also. COMMUNIST CARNEY and his band of incompetent immigrant cabinet ministers are anti-Canadian, anti-Christian. After 60 years in this country, I no longer recognize Canada, it is a morally and financially bankrupt country. Thank the Liberal voters.
Identity Attack0.36873037
Insult0.4378843
Profanity0.026317406
Threat0.009566744
Severe Toxicity0.015415368
Moderate 0.42568782 Moderate Con 0.312
Sep 29, 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.