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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: "There are places in Punjab …" 16 comments
2:30 dude what are you trying to even show there? That all the Punjab is dirty and trash been thrown everywhere just like your downtown New York? I don't know why this hate is so …
2:30 dude what are you trying to even show there? That all the Punjab is dirty and trash been thrown everywhere just like your downtown New York? I don't know why this hate is so forced against Indian? I feel all countries have their problems and dirty places so just to show that part would be so illogical and hatred to them. Edit:- You are telling me to believe a guy who's promoting gambling and selling his audience trust for some bucks is insane dude.
Identity Attack0.36702603
Insult0.4747285
Profanity0.22429734
Threat0.012026439
Severe Toxicity0.023076924
Moderate 0.47473195 Constructive 0.592 Moral_Argument
Feb 7, 2026 Inside Canada's Indian Invasion...
2:30 typical rage bait content creator troll who calls himself a "journalist" showing some obscure street in a slum with trash on the side of the street isn't representative of Punjab or India kid. It's …
2:30 typical rage bait content creator troll who calls himself a "journalist" showing some obscure street in a slum with trash on the side of the street isn't representative of Punjab or India kid. It's funny how foreigners mostly w8tes will travel to India and purposely go to the worst places to travel (old delhi, varanasi, Calcutta) which is common knowledge not only amongst Indians themselves but amongst travelers globally, just so they can make negative videos for sensation and views and then assume the entire country looks like that. When the fact of the matter is India has beautiful beaches, resorts in the south (kerela goa etc ie tourist areas) beautiful mountains and snowy areas in the north like Shimla, Risikesh in states like himachal pradesh and uttarkhand, theres ther north east which has arunachal pradesh etc. Yet despite common knowledge amongst those who travel to India these vloggers choose to avoid such places for the former just for content and to make videos such as this. Channels like Chris Lewis, Alfonso and Jessica, Daily Max, Van Boys, GallivanterDom, Dunney Travels are much more honest and unbiased with their vlogs on India showing both the good and bad side of the country. Both the beautiful luxurious sides as well as the slums and poverty. Unlike vloggers like this who only show the negative sides of India for the sake of views, content and engagement farming. Positive videos on India never go as viral as the negative ones. The algorithm always pushes negativity over positivity
Identity Attack0.37655997
Insult0.44126466
Profanity0.29209393
Threat0.0347677
Severe Toxicity0.052940834
Moderate 0.47473195 Constructive 0.728 Policy_Critique
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
2:29 okay, these little things are the reasons why when people think of India they think of a dirty place, like it's just toxic to place a specific road with clear garbage on the side, …
2:29 okay, these little things are the reasons why when people think of India they think of a dirty place, like it's just toxic to place a specific road with clear garbage on the side, out of all the clips you can find of Punjab, like i get that India is pretty dirty but you're putting it after he said he would prefer to live in Punjab as if he's wrong to think that , why not put golden temple or all the beautiful temples there!!!
Identity Attack0.37507164
Insult0.29383746
Profanity0.20139475
Threat0.012647836
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.707 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Exactly they come here they pull the scoop card some are cool but others are ignorant they want to turn Canada into ther country you want to live here act like you do these people …
Exactly they come here they pull the scoop card some are cool but others are ignorant they want to turn Canada into ther country you want to live here act like you do these people work in every fast food joint ther is cause the owners can pay them minimum wage and they don’t cry about it most don’t act like ther in Canada they should adapt our culture not Thers dress like us young people have no we’re to find a job I see cars with punjab on them all over the place how about a Canada flag and some of our clothes I have my room me and my dog I can’t afford to live and cpp cuts me I’m in the lowest bracket ther is so this month I might be homeless they come here get everything I’m 67and I don’t have a pot to piss in o have medical problems and shouldn’t work but I’ve thought of going back to work the cost of living they take m PPP net from me cause they don’t care about us old people I need 7 cases of insure ninth cause I’ve lost to much Weight and now they want a hundred dollar bill for my drug plan a deductable I don’t get it also I’ll be homeless in sept 16 living in a room I won’t be able to find a room I m not a punjab put a Canadian flag on no car not punjab they come here to go to scool work 2 or 3 jobs to bring the rest of ther people here it’s a fact if you want to live here dress and t talk like us why did u leave if you want that culture leave it were you came from exactly leave it at the door
Identity Attack0.2308735
Insult0.4378843
Profanity0.07676199
Threat0.008789998
Severe Toxicity0.013607788
Moderate 0.3972142 Constructive 0.612 Personal_Narrative
Aug 25, 2025 Why Canadians Are Turning Against …
2:30 , this guy shows worst streets of India even tho Punjab is not like this only specific places are like this. Soon Karma will hit hard wait for time.
2:30 , this guy shows worst streets of India even tho Punjab is not like this only specific places are like this. Soon Karma will hit hard wait for time.
Identity Attack0.17614605
Insult0.15982662
Profanity0.110447146
Threat0.029933142
Severe Toxicity0.015802706
Moderate 0.33255672 Moderate Con 0.315 Comparative_Framing
Feb 13, 2026 7 likes Inside Canada's Indian Invasion...
First of all, Tyler is a hardworking journalist and I respect that, however a lot of this video was wildly ignorant, from almost everyone involved, including from him. This is cheap views unfortunately. It paints …
First of all, Tyler is a hardworking journalist and I respect that, however a lot of this video was wildly ignorant, from almost everyone involved, including from him. This is cheap views unfortunately. It paints a very bad perspective for all the genuinely hardworking citizens and residents of Indian origins, why not show that side of them too? There’s obviously actual students who come to study and provide for the community while also maintaining their own culture? What’s wrong with that? Besides, what is a Canadian culture if not a mix of immigrants from all around the world? Are white people also not just immigrants to this country or did they magically spawn in this place? They’ve committed ATROCITIES (not just in Canada), yet have the audacity to act like they’re the cleanest ones in the land. While I do agree some Indians do not improve the reputation, most are really kind, helpful and honest people. Perhaps treat everyone like humans for a change instead of using the bad ones as a benchmark. PS, cutting to the ugly streets when someone mentions Punjab is probably the cheapest attention grab, obviously there’s bad streets, ugly roads, gross people everywhere but so are beautiful ones, lovely countryside views, beautiful mountains and most of all, very hardworking and respectful people as well. Your view of Punjab is just NOT the same as the one of the people in the video who view their motherland as a beautiful place. You can portray every place in the world in that light with the wrong perspective, be it New York, Paris, Barcelona, Cairo, Sydney, Rio, London, etc, but it must be nice to get a few more looks at the expense of demeaning others.
Identity Attack0.13591312
Insult0.2817503
Profanity0.10178173
Threat0.009747985
Severe Toxicity0.009994507
Moderate 0.32020867 Constructive 0.821
Jan 27, 2026 Inside Canada's Indian Invasion...
I am an indian, genuinely speaking, when I came here back in 2023, I didn’t know there are so many people from one of the indian state called punjab. They have ruined this place as …
I am an indian, genuinely speaking, when I came here back in 2023, I didn’t know there are so many people from one of the indian state called punjab. They have ruined this place as well as image of all Indians. Also, If you want khalistan, why they are not protesting in where their land belongs(so called), why in Canada or Usa? There are 70% of the people are living in canada is punjabi. They have ruined the image of our whole country. We are peace loving people and follow rules but just because of these people, we fell into the same group. Fun fact: why brampton and surrey have bad reputation and increased crime rates because punjabi people live there. Thats heart wrenching. The other aspect is the Canadian government doing nothing to curb thia types of people instead of that these people do crime, get arrested, claim asylum, get free food for 1 year and become the resident of the Canada. I am really frustated and both the goverment and these khalistan entity. Go to hell man.
Identity Attack0.36702603
Insult0.20668297
Profanity0.07870171
Threat0.018364733
Severe Toxicity0.017158391
Moderate 0.3057765 Constructive 0.635 Personal_Narrative
Feb 25, 2026 Inside Canada's Indian Invasion...
Can I just remind you that the British empire took 45 trillion out of India, from being the richest nation in the world at that time, 25% of global gdp - why do you think …
Can I just remind you that the British empire took 45 trillion out of India, from being the richest nation in the world at that time, 25% of global gdp - why do you think the British came to India in the first place? Not cus they like a good curry! Robbed the place blind & now you have a problem with hard working people on your nation - you started it!! India didn’t invite you over!! Punjab had an empire before the British systematically took it apart piece by piece - but I’m sure that doesn’t interest you - very blinkered & one sided view
Identity Attack0.24150419
Insult0.24424846
Profanity0.08419759
Threat0.015429466
Severe Toxicity0.015221698
Moderate 0.30464804 Constructive 0.506 Moral_Argument
Feb 27, 2026 3 likes Inside Canada's Indian Invasion...
Bruh the comment section is filled with racist people not minding india's population and seeing the not so big size of the country and still criticizing it for its poor infrastructure or people. The people …
Bruh the comment section is filled with racist people not minding india's population and seeing the not so big size of the country and still criticizing it for its poor infrastructure or people. The people also forgot how rich India was before united kingdoms invasion and how the British empire stole all the valuable resources from India like gold and used it for the development of London. So pls I am respectful don't be racist towards other countries. All are equal made by god just separated by borders of countries but live in the same soil which is our earth. It's also a fact that the people who have enough money or are rich in India live a good life where the infrastructure is good the people are good like the system in upper castes. Whereas the poor people are the ones which have to suffer as generally they are low castes and don't get jobs offered in India as they face caste discrimination and so they get involved in illegal activities like scam call centres and robbery to get some money. The foreigners only see the bad side of India and the bad people who are poor and have to earn something for their family to survive. So pls I know that the things these are doing are illegal or bad but still don't blame whole India for it as those people are very poor have nothing to eat and so they get lured by strangers into doing these things. I can easily say tyler is racist because it's just bad things about India that he shows like the photo of punjab he shows like a random street in punjab a person is driving in motorcycle and there is garbage all around and not showing the golden temple or beautiful places there. I know the people should point out the mistakes of a country like dirty places there but like all the images shown of the country are dirty and not a single picture is good about it even though there are many. That clearly racist and the motive is clearly here to disrespect the countrys image
Identity Attack0.25478655
Insult0.18604483
Profanity0.056441884
Threat0.00933372
Severe Toxicity0.010223389
Low Tox 0.2922276 Constructive 0.76 Moral_Argument
Feb 3, 2026 4 likes Inside Canada's Indian Invasion...
If they didn’t want Indians to be in their country, then probably the British, French and Portuguese shouldn’t have forced their way into India. Especially Britain, stealing around £38 Trillion from India. Actions have reactions.😂😂😂😂 …
If they didn’t want Indians to be in their country, then probably the British, French and Portuguese shouldn’t have forced their way into India. Especially Britain, stealing around £38 Trillion from India. Actions have reactions.😂😂😂😂 And if people want to UNDERSTAND why people from mostly Punjab move to Canada, they need to learn history. The short version is - Sikh Regiment, business in the 19th and 20th century. For a longer version why the migration exploded in the late 20th and 21st century, the seeds were sown back in the early 20th century - Brits favouring a handful of Khalistanis to weaken Indian National movement before Indian Independence (read Sanjiv Sanyal’s book - “Revolutionaries”) and keep the Jewel (India) in the crown. Post the assassination of Indian PM Indira Gandhi by the Khalistani Terrorists (concentrated in Punjab) in 1984 and the Indian government crackdown on them - many found refuge in Canada aided by Pakistan’s Intelligence Service Agency and off course the USA and Canada 🫡🫡🫡 Indian government repeatedly pleaded the West to hand over the terrorists but surprise surprise, the West wants to use these elements to keep India in check and support its ally Pakistan. Fast forward, Khalistani sympathisers (Khalistan was a violent separatist movement in Punjab)find their refuge in Canada. Their relatives move in shortly and encourage others from Punjab to do so. Why ?? To build the base for Khalistan movement in Canada against India (all this being supported by the West while India cries its lungs out) 😢😢😢. Canada becomes a mini Punjab for the Khalistani terrorists/sympathisers. The Punjabi culture takes root courtesy of the Khalistanis - brings in more migration. Fast forward to today, the movement is now a tsunami with people from Punjab moving in large numbers. Why ? Because of the Khalistan movement, Punjab got destroyed economically (it was the richest state in India) as a result people are forced to move out. And the best place is their second Punjabi 🫣🫣 ie. Khalistani homeland Canada.
Identity Attack0.2816105
Insult0.12521741
Profanity0.026590679
Threat0.0091524795
Severe Toxicity0.008621216
Low Tox 0.26859093 Constructive 0.685 Comparative_Framing
Feb 11, 2026 4 likes Inside Canada's Indian Invasion...
See the thing is cultural shock... First of all the sikhs come from a very conservatives cultural and so in cannada the britishers and french settler earlier so their will be a cultural shock... And …
See the thing is cultural shock... First of all the sikhs come from a very conservatives cultural and so in cannada the britishers and french settler earlier so their will be a cultural shock... And , The main point is the Sikh genocide , so particuarally in 1980's their was a fight between Indian government and radical sikh group to make another own country. So in the civil war our government launched Operation Blue Star in this the holyiest place the Golden temple for sikhs was attacked by Indian army and killed the main terrosist and somehow the main part of Golden Templen was burn.. So then the Sikhs were very government. Then, our prime minister Indhira Ghandhi was assisinate by their sikh body guard and then bcz she was very influencial person, people started riots and revoluting again the Sikhs , like in the main cities like the capital New Delhi people throw stones and boycott the Sikhs and the goverment stop funding their state PUNJAB so their was low job oppurnities and they economically.. So a mass migeration movement happen that every sikh families were moving in Cannada for good quality of Life....
Identity Attack0.20878418
Insult0.06477321
Profanity0.023584666
Threat0.02924249
Severe Toxicity0.0064468384
Low Tox 0.1883923 Constructive 0.686
Oct 27, 2025 Inside Canada's Indian Metropolis (Brampton)
I’m the son of Indian immigrants who came into Melbourne, Australia 34 years ago, my mom came with her family of 8 and my father came here by himself. The exact same thing is happening …
I’m the son of Indian immigrants who came into Melbourne, Australia 34 years ago, my mom came with her family of 8 and my father came here by himself. The exact same thing is happening over here. We have suburbs in our eastern side which have turned into pockets of Punjab and Haryana. We have been in the restaurant industry for 30 years now, these students are taking our cash in what is a ‘cashless economy’. We’ve had one particular instance where a former employee faked her marriage certificates in order to get her permanent residency, now she’s in trouble with the authorities and may face some years in jail. The problem is they like taking ‘shortcuts’ and then they get stuck and expect us as employers to save them. The systems put into place have been exhausted to the point where is it useless.
Identity Attack0.083355546
Insult0.06023245
Profanity0.04867618
Threat0.009825659
Severe Toxicity0.0048065186
Low Tox 0.13388206 Constructive 0.795 Personal_Narrative
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
I explained this a while ago technically he’s not trafficking people across the boarder it’s a loop hole. He drives you as if a uber would and you illegally cross yourself it’s just a punjab …
I explained this a while ago technically he’s not trafficking people across the boarder it’s a loop hole. He drives you as if a uber would and you illegally cross yourself it’s just a punjab scheme. This is how this has been operating at a large scale for so long. If you want more info feel free to get in touch. They essentially give you guidance on how to do so, orchestrate most of it by setting up a temporary air b&b “the safe house” etc. everything has reasoning behind it where it falls in that grey area. In the end you cross the boarder by yourself they don’t help you cross and all the risk is on you. They delete the chats and point the finger saying “this guy just needed a ride and a place to stay”
Identity Attack0.020882076
Insult0.04383647
Profanity0.03915693
Threat0.009230154
Severe Toxicity0.0036811829
Low Tox 0.10826672 Constructive 0.711
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Come to the Central Valley California it's exactly like this. Specifically from Punjab. They had those Khalistan posters all over the place here too.
Come to the Central Valley California it's exactly like this. Specifically from Punjab. They had those Khalistan posters all over the place here too.
Identity Attack0.05976611
Insult0.021417208
Profanity0.021056883
Threat0.008349842
Severe Toxicity0.0029563904
Low Tox 0.08241652 Constructive 0.594 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
You should go just north of the Pearson airport to The (Great Punjab Business Centre) there is like 20+ immigration lawyers on 1 plaza and trucking school there is also another plaza that looks just …
You should go just north of the Pearson airport to The (Great Punjab Business Centre) there is like 20+ immigration lawyers on 1 plaza and trucking school there is also another plaza that looks just like this one in Surrey BC- (Payal Business Centre) both of these places have the biggest Indian population's no other culture needs this many immigration lawyers
Identity Attack0.052944973
Insult0.020579277
Profanity0.014874061
Threat0.006977591
Severe Toxicity0.0022697449
Low Tox 0.07687678 Constructive 0.616 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
There are places in Punjab India where entire villages have migrated to Canada en mass. And having criminal record did not stop them from migrating no questions asked just come..
There are places in Punjab India where entire villages have migrated to Canada en mass. And having criminal record did not stop them from migrating no questions asked just come..
Identity Attack0.041261412
Insult0.023995465
Profanity0.010125926
Threat0.0064727063
Severe Toxicity0.0014400482
Low Tox 0.07608539 Constructive 0.524 Unverified_Claim
Feb 18, 2026 5 likes Canadian immigration officers investigating hundreds …

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.