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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: "INDIA- GARBAGE 🗑" 33 comments · Page 1 of 2
Showing garbage on the road while talking about india and making views and money out of this . You western are the real hypocrites . Stop spreading hate and should focus on your own business …
Showing garbage on the road while talking about india and making views and money out of this . You western are the real hypocrites . Stop spreading hate and should focus on your own business shit person.🤬
Identity Attack0.46028158
Insult0.71120167
Profanity0.71218073
Threat0.035458352
Severe Toxicity0.35368225
Toxic 0.85333383 Low Con 0.208 Insult Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
India is the problem Garbage
India is the problem Garbage
Identity Attack0.7115778
Insult0.6308392
Profanity0.39207047
Threat0.029587816
Severe Toxicity0.35368225
Toxic 0.75208336 Low Con 0.181 Identity Attack Insult Identity_Assertion
Nov 12, 2025 IRCC Names India in Study …
We want immigrants who RESPECT our culture, not animals that shit in the streets, on our beaches dropping garbage all o er he fking place! The culture of Arabs and Indians from India is not …
We want immigrants who RESPECT our culture, not animals that shit in the streets, on our beaches dropping garbage all o er he fking place! The culture of Arabs and Indians from India is not compatible with western nations laws or values
Identity Attack0.6649212
Insult0.5678696
Profanity0.70864636
Threat0.030969119
Severe Toxicity0.44787344
Toxic 0.743089 Low Con 0.284 Identity Attack Insult
Aug 27, 2025 Why Canadians Are Turning Against …
INDIA- GARBAGE 🗑
INDIA- GARBAGE 🗑
Identity Attack0.69661283
Insult0.6308392
Profanity0.40878695
Threat0.1115629
Severe Toxicity0.5454843
Moderate 0.6827122 Low Con 0.184 Identity Attack Insult Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
GOVERNMENT SCREWED UP, CANADA IS GOING TO BE IN HUGE TROUBLE NOW AND IN THE FUTURE. CANADA IS NOW THE NEW INDIA. CANT SPEAK ENGLISH, CANT FOLLOW THE RULES, THEY WANT TO CHANGE CANADA. POPULATION …
GOVERNMENT SCREWED UP, CANADA IS GOING TO BE IN HUGE TROUBLE NOW AND IN THE FUTURE. CANADA IS NOW THE NEW INDIA. CANT SPEAK ENGLISH, CANT FOLLOW THE RULES, THEY WANT TO CHANGE CANADA. POPULATION WILL EXPLODE JUST LIKE INDIA. ITS A NUMBERS GAME....WATCH AND SEE, GARBAGE EVERYWHERE, CANADA WILL TURN INTO A THIRD WORLD COUNTRY LIKE INDIA. SO DO YOU WANT TO BE A CANADIAN OR INDIA???? CANADA IS MUCH BETTER THATS WHY THEY CAME HERE SO DON'T FORGET WHY YOU LEFT YOUR COUNTRY!!!!!!!!!
Identity Attack0.55011386
Insult0.5739874
Profanity0.26802593
Threat0.025271246
Severe Toxicity0.16960317
Moderate 0.63782936 Low Con 0.267 Identity Attack Insult
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
This has to stop!!! I am sickened by what’s happened to our lovely country. We are gonna become a crap hole like India is. Crapping in our fresh water, garbage lining every street and no …
This has to stop!!! I am sickened by what’s happened to our lovely country. We are gonna become a crap hole like India is. Crapping in our fresh water, garbage lining every street and no jobs, chaos on our streets. It never ends. I could go on and on. I am SICK of it!!! I didn’t vote them in!!!
Identity Attack0.5135796
Insult0.5239335
Profanity0.41436642
Threat0.030969119
Severe Toxicity0.16960317
Moderate 0.61223894 Moderate Con 0.447 Identity Attack Insult Fear_Threat
Aug 26, 2025 Why Canadians Are Turning Against …
We have this garbage from India😅
We have this garbage from India😅
Identity Attack0.55044734
Insult0.5130944
Profanity0.3283819
Threat0.0138755
Severe Toxicity0.16960317
Moderate 0.5885171 Low Con 0.25 Identity Attack Insult Identity_Assertion
Sep 29, 2025 1 likes IRCC Names India in Study …
All the garbage is from India Vancouver BC😅
All the garbage is from India Vancouver BC😅
Identity Attack0.55044734
Insult0.5130944
Profanity0.21673056
Threat0.007547205
Severe Toxicity0.038593806
Moderate 0.5885171 Low Con 0.294 Identity Attack Insult Identity_Assertion
Sep 29, 2025 1 likes IRCC Names India in Study …
Liberal government just garbage policy. All visa must be limited to India or China
Liberal government just garbage policy. All visa must be limited to India or China
Identity Attack0.49032792
Insult0.5678696
Profanity0.2882351
Threat0.010421164
Severe Toxicity0.023505108
Moderate 0.584095 Low Con 0.112 Insult
Sep 30, 2025 2 likes IRCC Names India in Study …
They r leaving India because it's a garbage 💩 hole and instead of determining their cultural concepts are the problem they try and change their new country into the 💩 hole they left. Send them …
They r leaving India because it's a garbage 💩 hole and instead of determining their cultural concepts are the problem they try and change their new country into the 💩 hole they left. Send them back.
Identity Attack0.55044734
Insult0.5543018
Profanity0.39842105
Threat0.108496375
Severe Toxicity0.2322566
Moderate 0.584095 Low Con 0.203 Identity Attack Insult Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
India garbage😅
India garbage😅
Identity Attack0.6007182
Insult0.5678696
Profanity0.39409557
Threat0.13414288
Severe Toxicity0.45510182
Moderate 0.5721988 Moderate Con 0.318 Identity Attack Insult
Oct 18, 2025 1 likes Why Canadians Are Turning Against …
Thrall in Vancouver BC India garbage😅
Thrall in Vancouver BC India garbage😅
Identity Attack0.48915586
Insult0.5678696
Profanity0.36230123
Threat0.016292779
Severe Toxicity0.16960317
Moderate 0.55739564 Low Con 0.183 Insult Identity_Assertion
Sep 29, 2025 1 likes IRCC Names India in Study …
Great a Pakistani saying India lol So this has been since 2016.. before that everything was vetted and was a complete lock down on applications and students. Only 2% were non compliant in general. Everyone …
Great a Pakistani saying India lol So this has been since 2016.. before that everything was vetted and was a complete lock down on applications and students. Only 2% were non compliant in general. Everyone else got jobs or went back. Trudeau let a lot of garbage in!!
Identity Attack0.43896464
Insult0.5362655
Profanity0.11477985
Threat0.008285114
Severe Toxicity0.020644438
Moderate 0.52139956 Moderate Con 0.453 Insult
Oct 4, 2025 1 likes IRCC Names India in Study …
I always feel bad for the assimilated immigrants. Imagine you leave your country because the culture is dump garbage in neighbors yard, so you figure you will just move to a place that fits your …
I always feel bad for the assimilated immigrants. Imagine you leave your country because the culture is dump garbage in neighbors yard, so you figure you will just move to a place that fits your idea more and then they f-king follow you to whatever country you go... I left USA to get away from commie patriots who think they are capitalist, now the Alt-left who identifies as right-wing is here too... might move to India once all the Indians left. 🤣
Identity Attack0.55044734
Insult0.47787863
Profanity0.43554106
Threat0.023026628
Severe Toxicity0.16960317
Moderate 0.52139956 Moderate Con 0.364 Identity Attack Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
It would be fine if they weren’t so dirty. They would come through my town to go to the beach and left garbage, food, and random ass things all over the store without a care. …
It would be fine if they weren’t so dirty. They would come through my town to go to the beach and left garbage, food, and random ass things all over the store without a care. They have shut down 66 illegal driving schools in Brampton in 2025 most were Indian that’s why they are such bad drivers. It’s so hard to get a job as a teen it’s fine if they want to learn our culture that’s fine but this is not India .
Identity Attack0.46028158
Insult0.48484445
Profanity0.42990944
Threat0.017156094
Severe Toxicity0.13073033
Moderate 0.51980776 Constructive 0.614 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Recent polls suggest 70% of Canadians don't want more immigration. That *alone* should be enough for the government to stop doing what its doing. And when India's Foreign Affairs Minister warns Canada that they're bringing …
Recent polls suggest 70% of Canadians don't want more immigration. That *alone* should be enough for the government to stop doing what its doing. And when India's Foreign Affairs Minister warns Canada that they're bringing in criminals and not adequately checking those who arrive - you've got a clear indication that the entire system is complete garbage.
Identity Attack0.21075934
Insult0.5678696
Profanity0.17055123
Threat0.0072235605
Severe Toxicity0.014382465
Moderate 0.5140397 Moderate Con 0.483 Insult Unverified_Claim
Jun 21, 2025 How Canada broke its immigration …
And they wonder why India is so filthy, I've even seen them throw trash on the ground while they're walking and I pick up the garbage and tell them put this in the garbage this …
And they wonder why India is so filthy, I've even seen them throw trash on the ground while they're walking and I pick up the garbage and tell them put this in the garbage this is not your dumping Ground.
Identity Attack0.48915586
Insult0.46625584
Profanity0.29209393
Threat0.039602257
Severe Toxicity0.05832097
Moderate 0.50759226 Constructive 0.548 Unverified_Claim
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
It all boils down to how the Indians are raised in their own country. They are raised with the individual mentality. Do for yourself, and to hell with the others. Leave it for someone else …
It all boils down to how the Indians are raised in their own country. They are raised with the individual mentality. Do for yourself, and to hell with the others. Leave it for someone else to take care of. This is why their country is one of the dirtiest in all the world. They use the streets as a garbage can or toilet, then just leave it for someone else to clean it up. But, when everyone is raised with this attitude, there's no one left to clean it up. In India, they have the "untouchables". Yes, the caste system is still operating in India, although it's not recognized by the government. It's the untouchables that are supposed to clean up all the trash and feces off the streets, but they never do. They don't get paid to do it. This is why their trash clean up is so poor as far as having trucks go around and pick it up to take to a landfill. There are very few untouchables and the other people won't work for the trash pick up companies, because they feel it's beneath them. So, they trash their country and instead of cleaning it up, they move to another country to trash it. My brother used to be a truck driver for many years. Every time he saw a truck rolled over on it's side, he'd say "Must have been an Indian", because every rolled over truck he ever saw was driven by someone from India. If you look at videos of the traffic in India, you will see lot of trucks rolled over, and you'll see no one pay attention to stop lights, stop signs and everyone just cuts off everyone. This is the individual idea. I have to get somewhere, so I will cut you off to get there. It's always "Me, me, me". This attitude causes so many wrecks. Westerners have a hard time driving in India because we are all raised with everyone in mind, not just ourselves. We are a community, not an individual. We need to put a big wall around India and stop all airplanes going in and out, so they don't spread their diseased ideals of life and end up ruining another country. Do you know why India doesn't really take military training very seriously? Because no other country wants to invade and have to deal with the clean up. At this point, it's just about impossible to ever clean that country up.
Identity Attack0.50588524
Insult0.43450394
Profanity0.3813392
Threat0.046541955
Severe Toxicity0.16960317
Moderate 0.47119883 Constructive 0.685 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
USA got the cream and Canada imported the garbage due to greed. They were liability in India too, now they are Canada's headache.
USA got the cream and Canada imported the garbage due to greed. They were liability in India too, now they are Canada's headache.
Identity Attack0.29798782
Insult0.4794537
Profanity0.06295506
Threat0.007922632
Severe Toxicity0.01483436
Moderate 0.4402136 Low Con 0.23 Comparative_Framing
Jan 28, 2026 1 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...
One thing i can and do respect about indians is that they will never be pushy with their religions. Sure you'll find some "bad apples" but rare. Then there are other countries, that are much …
One thing i can and do respect about indians is that they will never be pushy with their religions. Sure you'll find some "bad apples" but rare. Then there are other countries, that are much more pushy with their religions. I have no respect for that. So there might be a lot of them, but they don't ruin it as per say. As long as they don't shit on the beach and use garbage cans and not sidewalks. I won't go to india an impose my belief or way of living. And i don't think they do that in canada either. But others do it. Sadly, by association of the religion, some will see them as the same people. Anyways we're in 2026, religions are stone age laws to scare people. Now we have actual laws that are based on being a decent person, not the winner or the best, or the only right way. No need for some boogeyman in the sky to scare you, 10 years in prison should be enough to make you behave like a decent human. Even 1 month is enough for me to not be some idiot. We had horses, now we have cars. We had gods, now we have laws. Simple evolution and progress. Well some countries didn't get that update apparently. And noooo, if i say one bad word about an ideology, not a race (yaaawn, human race, all the same) i will be hunted down. That should tell you everything about the situation. You don't like my ideas? Ok, you do you. I don't like your ideas? Throw me off a roof? I'm sorry what? Should all be banned worldwide. Believe what you want, don't impose your ignorance on others. Especially not with force or threats.
Identity Attack0.3817989
Insult0.36798462
Profanity0.4193644
Threat0.013579931
Severe Toxicity0.023076924
Moderate 0.41445592 Constructive 0.654 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Indian community, especially Hindus, who are deeply engrossed in superstitions and their religion are known for destroying the native cultures. Even many Indians who are other than Hindus, know their secret agenda but western countries …
Indian community, especially Hindus, who are deeply engrossed in superstitions and their religion are known for destroying the native cultures. Even many Indians who are other than Hindus, know their secret agenda but western countries remain completely ignorant and oblivion to Hindu style of working. In India also, they deliberately assigned Hinduism to every tribes, although truth is that many tribes (well known tribe is Jatt/Jat) in India have their own culture and they do not belong to Hinduism or any other known religions of Hindu, Muslim, and Christians. Hinduism is just construction of sanghi brahamins, who destroyed India oldest known dhamm budhism. Intially these so called Hindus show kindness and courtesy to the culture of foreign countries they go. Once they get settled there, starts spreading hate against other relgions and cultures. One day, I am sure that these people make western countries's societies worst than India. You will see the big heaps of garbage and polluted rivers in west. Westerners are destined to be destroyed because of lack of understanding about these people.
Identity Attack0.46028158
Insult0.34314156
Profanity0.16589902
Threat0.045895394
Severe Toxicity0.023076924
Moderate 0.37795907 Moderate Con 0.479 Identity_Assertion
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
My family is from India, I’m born and raised in America. India used to be nice in the 1960’s. I’m disappointed in what has become of it, unsanitary food, pollution, overpopulation, and garbage everywhere. I’m …
My family is from India, I’m born and raised in America. India used to be nice in the 1960’s. I’m disappointed in what has become of it, unsanitary food, pollution, overpopulation, and garbage everywhere. I’m reluctant to visit
Identity Attack0.37507164
Insult0.24928534
Profanity0.1308005
Threat0.008945347
Severe Toxicity0.016512826
Moderate 0.3389984 Constructive 0.608
Jan 27, 2026 Inside Canada's Indian Invasion...
Who does the background checks on people immigrating to Canada. Some of the seem like insurrectionists . Almost like India gathered a lot of their criminal population and sent them here. We had an incident …
Who does the background checks on people immigrating to Canada. Some of the seem like insurrectionists . Almost like India gathered a lot of their criminal population and sent them here. We had an incident recently filmed a group of 5 or 6 Indian immigrate men shooting up one of our brand trail bridge and shooting shot guns and other long barreled rifes into the air.. then left their garbage and spent shells behind. I'd like to know how non Canadian Citizens get their hands on weapons? Isn't it against the law?
Identity Attack0.30256465
Insult0.26957804
Profanity0.045419596
Threat0.13464862
Severe Toxicity0.014253352
Moderate 0.33338684 Constructive 0.533
Aug 27, 2025 Why Canadians Are Turning Against …
The thing about India is they only focus on white collar work and this is enforced in their culture and education system. This country of ~1.45 BILLION people (India) vs a population of ~41.3 million …
The thing about India is they only focus on white collar work and this is enforced in their culture and education system. This country of ~1.45 BILLION people (India) vs a population of ~41.3 million people (Canada) looks at white collar work as the only respectable work, sometimes because of their caste system. That's why a lot of poor Indians bathe in contaminated waste water and you see garbage all over the streets. Yet India has some remarkable engineers and mathematicians out of the human species and their billionaires living ~100 meters from the poorest. Second, Indians worship bartering or negotiating for everything even with a set price. saw a group of Indians upset with the price of entry in apple orchard and start arguing with the cashier trying to negotiate the price (my most recent experience). It's just a very different culture that only wants their own from education to even marriage. It's not gonna work with Western values
Identity Attack0.36733335
Insult0.25602314
Profanity0.0741757
Threat0.007832011
Severe Toxicity0.012574885
Moderate 0.3286776 Constructive 0.741
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)

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.