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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: "The FACTS is that there …" 357 comments · Page 10 of 15
The video shows facts, and it is sad to see people turning Canada into the country they came from (not just India). But funny how the older immigrants totally calling out the more educated and …
The video shows facts, and it is sad to see people turning Canada into the country they came from (not just India). But funny how the older immigrants totally calling out the more educated and recent immigrants for being free loaders, while not realizing the young are paying for your benefits. You worked a minimum wages job and bought landed properties with lunch money, while being the core reason for the housing crises because you "don't want condos or apartments to be build in our single household areas". Hypocrites!!
Identity Attack0.10221587
Insult0.07365121
Profanity0.020646973
Threat0.0072235605
Severe Toxicity0.0044059753
Low Tox 0.15987846 Constructive 0.643 Personal_Narrative
Jan 20, 2026 2 likes Inside Canada's Indian Metropolis (Brampton)
Yea, but the immigrant ( all races) kids get far better grades in school, and that generation pays 30% tax every year of their 100k salary... They're the ones that gonna take this country into …
Yea, but the immigrant ( all races) kids get far better grades in school, and that generation pays 30% tax every year of their 100k salary... They're the ones that gonna take this country into next century of technologically advanced world. Issue with economy starts with the family. If you have single parent family and social issues.. kids aren't gonna make it in this highly competitive world. Please go to Google, facebook, Microsoft. .. you'll see immigrants left right and centre. Lets face the facts, immigrant mentality is what builds a proper county. First generation immigrants are lost and weird and seems odd, second generation is the cream of the crop . Third slows down then 4th is basically are the ones complaining about the first generation. Solution is to use these people and figure out how they will help this county in the next 30 years, not tomorrow. Look at how Irish, Ukrainian, Chinese, Italian etc.. came as first gen immigrants (to this native land). Cold.. lost.. try to use their wits to survive in a colonial economy. That second generation built what we have now. Immigration is a god damn economical strategy man... Issue with homelessness, has nothing to do with immigration. Homelessness is related to addiction and mental health. Most immigrants don't suffer from homelessness because they have relatives that look after each other. 3rd generation+ Canadians (all races) lack that.. if you're 18 you are own your own, thats where that issue is with homelessness.
Identity Attack0.11860296
Insult0.047935467
Profanity0.018597418
Threat0.007870848
Severe Toxicity0.0041007996
Low Tox 0.15932569 Constructive 0.681
Mar 16, 2019 How much do refugees and …
that IQ fact is wild
that IQ fact is wild
Identity Attack0.01087737
Insult0.056133457
Profanity0.051181246
Threat0.0069646453
Severe Toxicity0.0037193298
Low Tox 0.15600902 Low Con 0.234 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Bike guy was spitting FACTS! It’s not racist to want to preserve your culture. Free speech is still alive in canada. UK needs to take note
Bike guy was spitting FACTS! It’s not racist to want to preserve your culture. Free speech is still alive in canada. UK needs to take note
Identity Attack0.054763943
Insult0.06372428
Profanity0.021466793
Threat0.008246276
Severe Toxicity0.0037574768
Low Tox 0.15545623 Moderate Con 0.464 Identity_Assertion
Feb 15, 2026 1 likes Inside Canada's Indian Invasion...
I was born in brampton, lived in cbridge then to b.c.! I will never go back! Heres a fun fact tho, the government opened the flood gate to immigration, red taped housing, started a catch …
I was born in brampton, lived in cbridge then to b.c.! I will never go back! Heres a fun fact tho, the government opened the flood gate to immigration, red taped housing, started a catch and release program for repeat offenders, even violent ones! And made drugs decriminalised! From what I heard, there was commercials and panphlets all over differnt countries saying come to canada for a better life, its great here! Many came and because of the housing shortage due to the red tape, people were sleeping on the street in front of the government offices! Its also colder then many people that have never experienced could even imagine! Then there starting from the bottom! A chip on there shoulder thinking the gov owes them and do whatever you can to get payed! Hence why there were so many car, jewlery store, liqure store thiefts and break & enters! The cops were literally telling people to keep there car keys near the door so the thiefs can take them with no altercation! I blame turdo and sean fraser! Fun fact, sean fraser was the immagration minister then got cabnet shuffled to housing minister during turdos terms, idk what he is now but i think hes still in cabnet. I try not to be racist but this failed experiment and just plain bad math/out of touch with reality cabinet ministers are litterally making people racist! Its too many, too fast, when there manipulating the housing market by red taping it so much nobody can get a shovel in the ground! The stupidity of the gov is insane! I dont like the convervatives either as they will just swing the pendulem so far the other way too fast, i.e. cut everything! Including when they were hurting single mothers on welfare and persons with disibilities, we need somthing new, maybe a.i. or the upcomming future party, idk but this crap is wak!
Identity Attack0.053854458
Insult0.0670459
Profanity0.023311393
Threat0.011042561
Severe Toxicity0.0046157837
Low Tox 0.15490346 Constructive 0.646 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
More BS from a supposedly neutral balanced media outlet. At least when the CBC have a panel they have one from each party. Here are the facts. The Honourable Lena Metlege Diab is the current …
More BS from a supposedly neutral balanced media outlet. At least when the CBC have a panel they have one from each party. Here are the facts. The Honourable Lena Metlege Diab is the current Minister of Immigration, Refugees and Citizenship. She was appointed to the role in May 2025 by Prime Minister Mark Carney following the April 2025 federal election. Her current activity is defined by a shift toward more restrictive and "talent-focused" policies. Here is the technical breakdown of her recent initiatives: 1. 2026 Express Entry Overhaul On February 18, 2026, Diab announced significant adjustments to the Express Entry system. The primary objective is to transition from broad intake to "sustainable levels" while addressing specific labor gaps. * New Categories: Streams were added for researchers, senior managers, transport occupations (pilots/mechanics), and foreign military personnel recruited by the Canadian Armed Forces. * Medical Priority: A specific category was introduced for foreign medical doctors already possessing Canadian work experience. * Tightened Requirements: She doubled the category-specific work experience requirement from 6 months to 12 months. This move is designed to narrow the candidate pool and prioritize those with deeper integration into the Canadian labor market. 2. Legislative Reform (Bill C-12) Diab is currently championing a major immigration and border security bill (C-12), which is moving through its third reading in the Senate as of February 26, 2026. * Executive Power: The bill grants the Governor in Council (acting on cabinet advice) broad authority to vary, cancel, or suspend immigration documents and applications in the "public interest." * Asylum Restrictions: Diab has been vocal about curbing what she terms "fraudulent" claims. The legislation proposes making anyone who has been in Canada for over a year ineligible to claim asylum, and it restricts claims from those entering via land borders outside official ports of entry. 3. Shift in Strategy The Minister’s rhetoric marks a pivot from previous Liberal administrations. Her current messaging focuses on "taking back control" of immigration levels. While she continues to promote the recruitment of "the best and brightest," she has explicitly stated the government's goal is to reduce the total annual number of both permanent and temporary residents. Summary Table | Focus Area | Recent Action | |---|---| | Express Entry | Increased experience threshold to 12 months; added military/researcher streams. | | Asylum Policy | Supporting Bill C-12 to restrict claims made after 1 year of residency. | | Staffing | Recently appointed Isaac MacDonald (former P.E.I. Liberal executive) as Director of Parliamentary Affairs.
Identity Attack0.008916483
Insult0.07365121
Profanity0.10054382
Threat0.007353018
Severe Toxicity0.00459671
Low Tox 0.15490346 Constructive 0.655 Unverified_Claim
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
I ish you touched on the fact that our government pays businesses to hire Indians. Our entire labour force is being replaced
I ish you touched on the fact that our government pays businesses to hire Indians. Our entire labour force is being replaced
Identity Attack0.1444726
Insult0.033570543
Profanity0.025360947
Threat0.008505191
Severe Toxicity0.0043678284
Low Tox 0.15435068 Moderate Con 0.446 Economic_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Because they are not trying to fit in to our society and they are causing problems for the neighbors. They receive more than born Canadians and are given jobs here over Canadians. In my apartment …
Because they are not trying to fit in to our society and they are causing problems for the neighbors. They receive more than born Canadians and are given jobs here over Canadians. In my apartment building they don't like to be told to stop causing noise disturbances, in fact it even gets worse when they have been asked to stop. Some of the tenants " Newcomers " seem to think they can operate a business in the apartment which means they use excessive noise to build whatever they are building. Once they have been asked to stop by other tenants and given notices they then decide to retaliate by causing further noise which is deliberately to disturb the rest of us. They try to intimidate people that they know are born Canadians like some kind of gang members. We no longer feel safe in our own homes and neighborhoods. We are tired of them using the race card for every problem they have which is usually something they caused in the first place. In this particular building on Queen st. N. in Hamilton they cause trouble in multiple different apartments which they attend. Once they have been asked to stop causing noise in one apartment they just go to one of the others and then proceed to do the same thing there. Some of the newcomers have been given more than one apartment in the same building and therefore run back and forth between those apartments and slam the door of each one over and over all day long. The management has been informed hundreds of times for a number of years and yet they have not yet dealt with the issues. There is an ongoing record of so many incidents in this building which the management has not addressed beyond a blanket notice to all tenants regarding noise complaints. The manager says things like " It's a process " and yet there seems to be no results. Is management afraid to just simply evict the trouble makers ??
Identity Attack0.09410924
Insult0.06739554
Profanity0.0166845
Threat0.009178371
Severe Toxicity0.0042152405
Low Tox 0.1537979 Constructive 0.735
Aug 25, 2025 Why Canadians Are Turning Against …
Where did the point system go? Why is the canadian government not strict with fact-checking the documents being submitted by applicants? I thought Canada is stricter but I guess Indians are already treating it like …
Where did the point system go? Why is the canadian government not strict with fact-checking the documents being submitted by applicants? I thought Canada is stricter but I guess Indians are already treating it like the middle east where they can just pay the schools from their country to submit fraudulent papers saying they have a master's degree in computer science but when they start working, they couldn't even do proper coding!
Identity Attack0.10221587
Insult0.06459839
Profanity0.015079016
Threat0.0065827454
Severe Toxicity0.0028419495
Low Tox 0.1537979 Moderate Con 0.381
Oct 3, 2025 IRCC Names India in Study …
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 …
Please pin this comment Tyler, please go back and do a whole series about the Trucking Scandal 1. Please search the tragic Humboldt crash. The driver failed to read a stop sign 2. You actually …
Please pin this comment Tyler, please go back and do a whole series about the Trucking Scandal 1. Please search the tragic Humboldt crash. The driver failed to read a stop sign 2. You actually ended up speaking with a possible "mule" who again is there "temporarily" 3. Please look up the free documentary CBC put out in regards to the E Indian community "handing out" commercial driving licenses 4. Please search all the recent arrests inbound and outbound Detroit and Port Huron borders. 98% east Indian and the names are always written in the articles. These are facts 5. The "mules" get a slap on the wrist for the contraband and end up getting deported 6. The company starts the process again and claims they know nothing 7. Their company owners all drive exotic vehicles and fancy homes Please look into this, it's been happening for years and years
Identity Attack0.024198212
Insult0.071750276
Profanity0.024199532
Threat0.0101363575
Severe Toxicity0.0039863586
Low Tox 0.15103401 Constructive 0.747 Call_To_Action
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
No immigrant will ever consider Canada as their home and the government needs to sync that in. People come here for papers and education to leave the country and live as a Canadian in other …
No immigrant will ever consider Canada as their home and the government needs to sync that in. People come here for papers and education to leave the country and live as a Canadian in other countries. This is F facts.
Identity Attack0.10221587
Insult0.036435258
Profanity0.047173142
Threat0.0064468146
Severe Toxicity0.0035476685
Low Tox 0.15103401 Moderate Con 0.424 Unverified_Claim
Jan 19, 2026 2.9 million Canadian temporary visas …
I have seen all across southern Ontario that when Indians set up businesses here, they only hire their own, why doesn't the government make sure jobs are equally distributed? It's not fair to the natives. …
I have seen all across southern Ontario that when Indians set up businesses here, they only hire their own, why doesn't the government make sure jobs are equally distributed? It's not fair to the natives. Facts not racism.
Identity Attack0.1508922
Insult0.02982438
Profanity0.013576009
Threat0.006602164
Severe Toxicity0.002670288
Low Tox 0.147767 Constructive 0.725 Economic_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
The fact that they r all from punjab is straight
The fact that they r all from punjab is straight
Identity Attack0.1232452
Insult0.033680726
Profanity0.042413518
Threat0.007741391
Severe Toxicity0.0059509277
Low Tox 0.1460314 Low Con 0.202
Jan 27, 2026 Inside Canada's Indian Invasion...
omg these ads are being spread inside India as well bro that is the known fact
omg these ads are being spread inside India as well bro that is the known fact
Identity Attack0.08252834
Insult0.02567133
Profanity0.06796519
Threat0.010032792
Severe Toxicity0.0059127808
Low Tox 0.14256015 Low Con 0.275
Jan 27, 2026 Inside Canada's Indian Invasion...
Well we're pretty big on deporting people right now so you might not want to sneak over just yet in fact maybe you should just look into coming over to the greatest country in the …
Well we're pretty big on deporting people right now so you might not want to sneak over just yet in fact maybe you should just look into coming over to the greatest country in the world the legal way I know it's an unpopular opinion or you can just stay in Canada
Identity Attack0.07591068
Insult0.032689095
Profanity0.015728042
Threat0.011379151
Severe Toxicity0.003414154
Low Tox 0.1373533 Constructive 0.611 Policy_Critique
Feb 6, 2026 Inside Canada's Indian Invasion...
I have only one question.. why is the government allowing them into the country ? What is the reason and who is it benefiting??? As I commented before , my parents came to Canada in …
I have only one question.. why is the government allowing them into the country ? What is the reason and who is it benefiting??? As I commented before , my parents came to Canada in 1966 I was just a baby , Canada had endless jobs in manufacturing, and especially in the construction sector , I will say that immigrants back then , Italians , and Portuguese really built this country , the men and women worked sometimes two jobs , no hand out from the government , no sick days , Canada was beautiful growing up , .. that’s how I remember it , other immigrants followed , from Poland , and then the Indians started to come in by the 80”s .. fast forward to now , I’m embarrassed of our country , it’s disgraceful and disgusting, the transition from back then to now , I feel like I’m living in India , dirty , scammers , gangs , thief’s , murders , ignorant , entitlement; disrespectful etc .. facts , one thing that I can’t wrap my head around is the language barrier , why are these people working in customer service ? Why are they dealing with the public ??? Why are they in the health care industry, nurses , doctors etc , when they can’t speak the language???? Why are they accepted in these highly skilled positions? Just because you have the skill ? Isn’t knowing the language and being able to communicate a requirement regardless what job you have ? Why is the government allowing them in this country and then paying for them to have all these resources available to them ? Why ?? We need to start helping the people that have contributed to this country , that paid taxes and their dues FIRST … we do not have enough affordable housing , jobs , hospitals ,etc .Canada has falling , they are a financial strain on this country , it needs to STOP.. this isn’t the 60”s anymore Canada is to the max , no opportunity here anymore , send them back !
Identity Attack0.06249457
Insult0.05964688
Profanity0.018324144
Threat0.0072106146
Severe Toxicity0.0032043457
Low Tox 0.12260055 Constructive 0.724
Aug 27, 2025 2 likes Why Canadians Are Turning Against …
India business owners here have been charging upwards of $10,000 for the promise of a permanent residency. Many of these people are human trafficked after the fact in a cruel and fraudulent arrangement. We need …
India business owners here have been charging upwards of $10,000 for the promise of a permanent residency. Many of these people are human trafficked after the fact in a cruel and fraudulent arrangement. We need to do what America is doing and clean house, but maybe a bit more nicely than they are.
Identity Attack0.061130337
Insult0.061276767
Profanity0.018255826
Threat0.007741391
Severe Toxicity0.0024223328
Low Tox 0.12086493 Constructive 0.605
Sep 29, 2025 2 likes IRCC Names India in Study …
The lady at 6:20 spat facts!!
The lady at 6:20 spat facts!!
Identity Attack0.008398513
Insult0.04910661
Profanity0.033144772
Threat0.008686432
Severe Toxicity0.003376007
Low Tox 0.11912931 Moderate Con 0.323
Nov 9, 2025 Inside Canada's Indian Metropolis (Brampton)
Fun fact: carrying a weapon in Canada can and will land you in jail.
Fun fact: carrying a weapon in Canada can and will land you in jail.
Identity Attack0.02821777
Insult0.0233509
Profanity0.013200258
Threat0.08856395
Severe Toxicity0.003929138
Low Tox 0.11912931 Low Con 0.166
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Guy on the bike spitting facts!...
Guy on the bike spitting facts!...
Identity Attack0.0030153254
Insult0.0623257
Profanity0.020783609
Threat0.009955117
Severe Toxicity0.0028419495
Low Tox 0.11652588 Moderate Con 0.341
Jan 27, 2026 Inside Canada's Indian Invasion...
The fact that all those that came from the years when they mass migrated are from 1 state in India is suspicious
The fact that all those that came from the years when they mass migrated are from 1 state in India is suspicious
Identity Attack0.10221587
Insult0.029604018
Profanity0.023516348
Threat0.007249452
Severe Toxicity0.003452301
Low Tox 0.115658075 Low Con 0.19
Jan 27, 2026 Inside Canada's Indian Invasion...
dude with bike spoke all facts
dude with bike spoke all facts
Identity Attack0.011839314
Insult0.060752302
Profanity0.02385794
Threat0.007327127
Severe Toxicity0.0032615662
Low Tox 0.11479026 Low Con 0.232 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Based cyclist guy was spitting non stop facts.
Based cyclist guy was spitting non stop facts.
Identity Attack0.004347248
Insult0.06285016
Profanity0.020578653
Threat0.0086087575
Severe Toxicity0.002336502
Low Tox 0.11450345 Moderate Con 0.34 Meta_Commentary
Feb 10, 2026 Inside Canada's Indian Invasion...
They have whole continents and ethnic nations for themselves. Now, we have little, mere, scant slivers of erable land while the rest of the world's nations still have plenty of land, except for those whom …
They have whole continents and ethnic nations for themselves. Now, we have little, mere, scant slivers of erable land while the rest of the world's nations still have plenty of land, except for those whom have already overpopulated themselves. While actual canadians have no opportunities and means to make products and services and compete in the marketplace for our people. Nobody seems to give a care about french and british isles canadians who built this country. Most of everyone else just moved in and out of those many just came for the government benefits and perks, and also the fact they could move their whole family and acquaintances. Let's be honest. A lot of people born here are descendants of scammers and grifters of the canadian system in some way. At this point, I think we should criticize all the various groups that have come here en masse. Most of the MPs have no spine. You can still have a liberal policy and still end immigration. It's the elephant in the room. End immigration and subsequent benefits and family unification policies.
Identity Attack0.06385879
Insult0.05964688
Profanity0.021125201
Threat0.0069516995
Severe Toxicity0.0033950806
Low Tox 0.11429678 Constructive 0.624
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.