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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: "What is North America doing …" 93 comments · Page 3 of 4
I'm pretty sure all of North America is being influenced by many countries across the oceans. The same thing is happening in the UK. People are obsessed with moving to another country to take advantage …
I'm pretty sure all of North America is being influenced by many countries across the oceans. The same thing is happening in the UK. People are obsessed with moving to another country to take advantage of their public services, lifestyles, and deductions because their own country doesn’t offer them. People prefer to leave their homes and cultures instead of making changes within their own communities. They rather take from others. It’s just sad and lazy.
Identity Attack0.07012023
Insult0.3388922
Profanity0.026590679
Threat0.0068869707
Severe Toxicity0.0045776367
Moderate 0.31686464 Constructive 0.553 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
now we know how so many of our doctors and dentists were replaced by indians overnight starting in the 90s fake colleges we need a huge investigation across all of north america
now we know how so many of our doctors and dentists were replaced by indians overnight starting in the 90s fake colleges we need a huge investigation across all of north america
Identity Attack0.36273825
Insult0.16809943
Profanity0.05017922
Threat0.008945347
Severe Toxicity0.010147095
Moderate 0.30452284 Low Con 0.277 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Folks....(1) If there are no immigrants We will be eating boring Fish & Chips all the time (2) If immigrants are not here it will be difficult to guard this massive country against Russian threats …
Folks....(1) If there are no immigrants We will be eating boring Fish & Chips all the time (2) If immigrants are not here it will be difficult to guard this massive country against Russian threats from the north (3) If immigrants didn't buy our inflated GTA houses from us then we might not have had the Golden Retirements (4) The Dutch in South Africa lost their colony because they didn't have adequate immigrants to help them hold the massive land they captured (5) When someone is uprooted and brought here, they work 150 % than the lazy locals to reestablish their lives this is a fact supported by various economic studies and this is what becomes the engine propelling the country's economic growth (6) When the Chinese came from Hong Kong the locals blamed the Chinese for everything. When the Italians out grew locals in Woodbridge the locals blamed them for everything and called them as Mafia . Now you guys are painting the same thing on to Brown People .This is hypocrisy and not a fact !!! ALL OF YOU ARE SETTLER DESENDANTS OR IMMIGRANTS IN CANADA UNLESS YOU ARE A NATIVE MIND THAT !!! and be grateful for this beautiful world and the life you have . Another fact is Second world war was won by English & Allies using massive African and Indian armies. So the freedom we enjoy today in Canada was helped by African and Indian soldiers as well !!! The English simply don't have the numbers win by themselves . BE GREATFUL AND LOVE THIS COUNTRY AND IT'S DIVERSITY PERIOD !!! BELOW IS A SAMPLE OF WHAT IMMIGRANTS ARE DOING TO HELP THE ANGLOSAXONS : Immigrant Oppenheimer - Enabled America win Second World War Immigrant Frank Stronach - Founded Magna Corp Immigrant Andrew Carnegie - Founded United Steel Immigrant Albert Einstein - Enabled America win Second World War Immigrant Shiva Ayyadurai- Invented Email Kevin O'Leary - Irish / Lebanese immigrant Elon Musk- South African immigrant AMERICA RUNS ON IMMIGRANT POWER !!! BE GREATFUL !!!
Identity Attack0.28034934
Insult0.1378885
Profanity0.10549548
Threat0.02682521
Severe Toxicity0.015350811
Low Tox 0.2855005 Constructive 0.716 Moral_Argument
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
I am tired of people coming to Canada and not understanding why most Canadians celebrate Halloween And when we ask a Person that comes here if they take their children out for Halloween they say …
I am tired of people coming to Canada and not understanding why most Canadians celebrate Halloween And when we ask a Person that comes here if they take their children out for Halloween they say i Quote: We dont believe in the Devil only in jesus christ...This is a miss understanding and frankly an insult. So here you go.....Info for you! ...............Canadians celebrate Halloween due to its roots in the ancient Celtic festival of Samhain, which was brought to Canada by Irish and Scottish immigrants in the 19th century. While the original celebrations focused on appeasing spirits and marking the end of the harvest, modern Canadians celebrate for fun and community, participating in activities like trick-or-treating, costume parties, and decorating homes with jack-o'-lanterns. Historical Origins Celtic Festival: Halloween's origins lie in the ancient Celtic festival of Samhain (pronounced "sah-win"), which marked the end of summer and the harvest season and the beginning of the dark, cold winter months. Blurred Boundaries: Celts believed that on the night of October 31st, the boundary between the world of the living and the world of the dead blurred, allowing spirits to roam the earth. Pagan Practices: To ward off evil spirits and to celebrate the harvest, people would dress in costumes, light bonfires, and prepare food offerings. All Hallows' Eve: Over time, the tradition merged with Christianity. All Saints' Day was established on November 1st, and the night before became known as All Hallows' Eve, a contraction of which led to the word "Halloween". Arrival in Canada Immigrant Traditions: The customs of Halloween were brought to North America, including Canada, by large numbers of Irish and Scottish immigrants in the mid-1800s. Cultural Adaptation: Over generations, these traditions evolved into the modern holiday we see today, incorporating new elements and becoming a popular cultural event. Modern Celebrations Fun and Community: Today, Canadians celebrate Halloween for the fun and mystery it offers, fostering a sense of community and togetherness. Popular Activities: Common activities include dressing in costumes, carving pumpkins to create jack-o'-lanterns, decorating homes, attending parties, and the popular tradition of trick-or-treating. Cultural Experience: For newcomers, Halloween in Canada is an exciting opportunity to experience Canadian culture and connect with neighbors. This helps out Canadian businesses as well. So next time someone asks you at least you will know to not use the Devil reason! We are not Mexico! Go look up their calibrations! Quite insulting Canada and learn our Celebrations if you chose to come here! Than You for your time!
Identity Attack0.28034934
Insult0.16124763
Profanity0.07191269
Threat0.008194493
Severe Toxicity0.010757446
Low Tox 0.2854903 Constructive 0.743
Sep 28, 2025 Inside Canada's Indian Metropolis (Brampton)
We should be asking how did white people get to north america and where are the natives instead of focusing on legally migrating hardworkers who are ceos in all big tech companies
We should be asking how did white people get to north america and where are the natives instead of focusing on legally migrating hardworkers who are ceos in all big tech companies
Identity Attack0.32768643
Insult0.06459839
Profanity0.049928714
Threat0.009178371
Severe Toxicity0.008964539
Low Tox 0.27975297 Moderate Con 0.34 Moral_Argument
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Punjab is India! Why are the lying. Punjab,for those that don't know is a province in India. By the way Canada is a province of India located in North America. Believe me I live in …
Punjab is India! Why are the lying. Punjab,for those that don't know is a province in India. By the way Canada is a province of India located in North America. Believe me I live in Vancouver and for the past ten years and I feel like I've been teleported to India or Pakistan. It's scary bc I've never planned to live in India, but here I'm. Durka durka ! 😅
Identity Attack0.26833034
Insult0.16817254
Profanity0.07870171
Threat0.008582866
Severe Toxicity0.008506775
Low Tox 0.27525392 Constructive 0.655 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
I read the comments first before watching the video, and the negativity was strong. So I watched the video expecting to hear the Indians sounding terrible and entitled, and instead it's obvious they're just like …
I read the comments first before watching the video, and the negativity was strong. So I watched the video expecting to hear the Indians sounding terrible and entitled, and instead it's obvious they're just like every other group of immigrants who ever came before them, including those from Europe. The guy at 9:35 got lots of negative comments, but it's clear that he's the typical inspirational immigrant story, coming here, studying and working hard, and eventually achieving his degree, which brings him a better life in a prosperous country, the exact same thing Europeans came to Ellis Island for 100 years ago. And they also created Irish, Italian, Greek, etc. enclaves withing major cities. Also they say Brampton only had 18,000 people 50 years ago, and are upset that now it has 750,000, and all the growth has been from Indians. So then what's the problem? They didn't even displace anyone, they just moved to an area that was previously a small town on the outskirts of Toronto, and is now a major suburb. That growth of suburbs has happened over the last 50 years in every city in North America, from both domestic and immigrant people choosing to settle there. Did you expect a town that close to Toronto to experience zero growth over 50 years?!! While every other suburban area on the continent grows? If so, then you clearly aren't the brightest bulb.
Identity Attack0.2854555
Insult0.1505596
Profanity0.09389619
Threat0.012181788
Severe Toxicity0.012054443
Low Tox 0.27412915 Constructive 0.817
Oct 5, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
The agruments are weak. The first settlers who left europe to settle in US was for economical and religious reasons. People should give up their food, personal values, language when they settle in north america? …
The agruments are weak. The first settlers who left europe to settle in US was for economical and religious reasons. People should give up their food, personal values, language when they settle in north america? Well I guess you cannot eat any Jamaican food again. In new york people still are proud of their italian and irish heritage. The problem with Canada is you flooding your country way too fast with immigrants.
Identity Attack0.28034934
Insult0.08582769
Profanity0.015147334
Threat0.007521313
Severe Toxicity0.005264282
Low Tox 0.25462922 Constructive 0.629
Aug 25, 2025 8 likes Why Canadians Are Turning Against …
But at the end of the day they’re like EU who conquered North America and South Africa. Atleast no race got exterminated this time. Not like EU did 😛
But at the end of the day they’re like EU who conquered North America and South Africa. Atleast no race got exterminated this time. Not like EU did 😛
Identity Attack0.26663736
Insult0.059061307
Profanity0.062454045
Threat0.10542984
Severe Toxicity0.014898917
Low Tox 0.25462922 Low Con 0.196 Comparative_Framing
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Liberal party of Canada is a threat to north america safety... Carney and Trudeau are woke globalist... Unfortunataly Trump Help Carney with fear spread by CBC Radio Canada the public media sold out to liberal …
Liberal party of Canada is a threat to north america safety... Carney and Trudeau are woke globalist... Unfortunataly Trump Help Carney with fear spread by CBC Radio Canada the public media sold out to liberal party propaganda....
Identity Attack0.10221587
Insult0.15627414
Profanity0.015318131
Threat0.010680079
Severe Toxicity0.004787445
Low Tox 0.2312681 Low Con 0.283 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Lot of people....the original citizens feel the burn since the world around them is changing. It's natural that they harbor these ill feelings. Most of them are ill informed and have these racist views. It's …
Lot of people....the original citizens feel the burn since the world around them is changing. It's natural that they harbor these ill feelings. Most of them are ill informed and have these racist views. It's true for every immigrant community that emigrated from Europe as well. You have Irish immigrant towns, little Italy's, China towns, little India's, polish neighborhoods in Chicago etc ...these kind of neighborhoods are all over north America (USA & Canada). This is natural. Assimilation happens in 1 or 2 generations. Economic expansion and fulfilling social security benefits for the older generation needs population growth and a new younger workforce. This is achieved thru immigration of skilled labor force of all kinds. Population dynamics and demographics keep changing all the time and it has happened thru out human history. Now we are living in an interconnected and inter dependent world. It's better to adapt to change and move on and retain your loyalty to the country they migrated to and contribute positively to their economy and try to assimilate as much as possible and be aware of the sensitivities. This new immigration is from Asia and they are of different ethnicities and cultural background unlike european immigration that happened earlier. So some backlash to these new people's is to be expected and there will be lot of scapegoating and stereotypical epithets that will employed to demonize the new immigrant groups. We all have to adjust assimilate and move on in this great circle of life.
Identity Attack0.18705739
Insult0.08582769
Profanity0.027410502
Threat0.012440704
Severe Toxicity0.0062179565
Low Tox 0.2191003 Constructive 0.732 Comparative_Framing
Dec 21, 2025 Inside Canada's Indian Metropolis (Brampton)
It’s all the plan to erase culture in North America
It’s all the plan to erase culture in North America
Identity Attack0.105836816
Insult0.029383656
Profanity0.04216301
Threat0.10696311
Severe Toxicity0.008239746
Low Tox 0.20195828 Low Con 0.144 Unverified_Claim
Aug 25, 2025 Why Canadians Are Turning Against …
North America reverting to pre-Columbian "India" 🤣🤣🤣🤣🤣🤣
North America reverting to pre-Columbian "India" 🤣🤣🤣🤣🤣🤣
Identity Attack0.19495805
Insult0.06267534
Profanity0.04065997
Threat0.008815889
Severe Toxicity0.008087158
Low Tox 0.20195828 Low Con 0.175 Humor_Satire
Dec 16, 2025 Inside Canada's Indian Metropolis (Brampton)
The answer is family and community. The family unit and sense of community in North America is broken and, for most, there is no sense of duty. However the Indian community does tend to shun …
The answer is family and community. The family unit and sense of community in North America is broken and, for most, there is no sense of duty. However the Indian community does tend to shun outsiders. A single white divorcee will never be part of the family. I respect their culture and beliefs but sectarianism definitely exists.
Identity Attack0.23467018
Insult0.047349896
Profanity0.026863953
Threat0.008000307
Severe Toxicity0.0045394897
Low Tox 0.19409354 Constructive 0.72
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Dude it’s just a Hindu temple, and the statue ur filming is Hanuman a vanar warrior who was in charge of guarding lord ram the avatar of Vishnu and a highly revered god or deity …
Dude it’s just a Hindu temple, and the statue ur filming is Hanuman a vanar warrior who was in charge of guarding lord ram the avatar of Vishnu and a highly revered god or deity in Hinduism. It symbolizes the protection. It’s like you filming a church, mosque, gurdwara, Buddhist Shinto temple or any place of worship . Even the Chinese population is more than Indian over all in North America us-Canada overall. Problem is we don’t spy or build ccp police stations . Weakness is a problem
Identity Attack0.16993292
Insult0.06250052
Profanity0.013507691
Threat0.007145886
Severe Toxicity0.0038719177
Low Tox 0.17891699 Moderate Con 0.471
Sep 22, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
If Caucasian people go to a different country and try to force their culture, it’s colonization. If other cultures come to North America and force their culture, it’s celebrated.
If Caucasian people go to a different country and try to force their culture, it’s colonization. If other cultures come to North America and force their culture, it’s celebrated.
Identity Attack0.20483385
Insult0.031036375
Profanity0.024131214
Threat0.009359611
Severe Toxicity0.0045204163
Low Tox 0.17025198 Moderate Con 0.314 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Tyler you should start by moving back to Europe because North America belongs to native not Europeans
Tyler you should start by moving back to Europe because North America belongs to native not Europeans
Identity Attack0.10293542
Insult0.043250903
Profanity0.020032106
Threat0.007857903
Severe Toxicity0.0039100647
Low Tox 0.16851899 Low Con 0.126 Moral_Argument
Feb 11, 2026 Inside Canada's Indian Invasion...
There are many Korean, China, and Japanese towns across north America but when Indians move in it's all of a sudden a problem to some people??
There are many Korean, China, and Japanese towns across north America but when Indians move in it's all of a sudden a problem to some people??
Identity Attack0.19495805
Insult0.03335018
Profanity0.019895468
Threat0.007586042
Severe Toxicity0.0037002563
Low Tox 0.16245349 Moderate Con 0.442 Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
The bike guy woweee. Does he think all of Africa is one region? There are a lot of highly intelligent people from wealthier parts of Africa who immigrate to North America.
The bike guy woweee. Does he think all of Africa is one region? There are a lot of highly intelligent people from wealthier parts of Africa who immigrate to North America.
Identity Attack0.11047905
Insult0.043250903
Profanity0.021740068
Threat0.0066345283
Severe Toxicity0.0032615662
Low Tox 0.15545623 Moderate Con 0.419 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Both Christopher Columbus and I came to North America. Columbus mistook Native Indians for East Indians, and I mistook East Indians for Native Indians! History repeats itself!
Both Christopher Columbus and I came to North America. Columbus mistook Native Indians for East Indians, and I mistook East Indians for Native Indians! History repeats itself!
Identity Attack0.15945168
Insult0.029163294
Profanity0.017231047
Threat0.008039144
Severe Toxicity0.0037574768
Low Tox 0.15324512 Constructive 0.504 Humor_Satire
Feb 23, 2026 Inside Canada's Indian Invasion...
The old Dutch guy in the interview was right. When my father applied to bring us to Canada, we went through many tests and procedures, police checks from back home, and even from the FBI …
The old Dutch guy in the interview was right. When my father applied to bring us to Canada, we went through many tests and procedures, police checks from back home, and even from the FBI to prove we had never been to North America and the process lasted almost a year and a half. No money was given to our family, my dad was working our step mother was working; but now all these immigrants get in quick and free. I have a friend that works for a bank and he tells me people who can't even speak English or French show up and deposit government cheques for 30 or 40 thousand dollars. What about Canadians born and raised here, some need help, they don't get big cheques. There has to be a stop to all this influx of people coming from other countries who have it really easy once they're here, thanks to the government. I'm not anti-immigration, as I'm an immigrant myself, but this BS has to stop.
Identity Attack0.1007269
Insult0.06477321
Profanity0.027000591
Threat0.0082074385
Severe Toxicity0.0038146973
Low Tox 0.1460314 Constructive 0.823 Personal_Narrative
Sep 20, 2025 5 likes Inside Canada's Indian Metropolis (Brampton)
Wow Tyler was here thats jokes, dont go to Bramghanistan bro. They have the HIGHEST car insurance premiums in ALL of North America
Wow Tyler was here thats jokes, dont go to Bramghanistan bro. They have the HIGHEST car insurance premiums in ALL of North America
Identity Attack0.06749674
Insult0.046764325
Profanity0.020988565
Threat0.0066798385
Severe Toxicity0.0033187866
Low Tox 0.14429577 Low Con 0.298 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
If you are going to live somewhere, you assimilate. It’s not racist, its what you do. North America isn’t an exception
If you are going to live somewhere, you assimilate. It’s not racist, its what you do. North America isn’t an exception
Identity Attack0.1007269
Insult0.029273475
Profanity0.024814399
Threat0.007029374
Severe Toxicity0.0036239624
Low Tox 0.11450345 Low Con 0.294
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Problem is the people keep electing liberal progressive woke making policies against its own people. Till people wake up you all going to the drain. We here in US at lease hold the line for …
Problem is the people keep electing liberal progressive woke making policies against its own people. Till people wake up you all going to the drain. We here in US at lease hold the line for a while with Trump in office hoping the next one will continue his fight for his people. Canadians are the one to blame and not this politicians. Elbow up huh??? You really don’t know how Trump trying to save North America and recalibrate it for the goodness of its people living in it.
Identity Attack0.041003603
Insult0.054962315
Profanity0.015249812
Threat0.0074048014
Severe Toxicity0.0024318695
Low Tox 0.112643376 Constructive 0.506 Policy_Critique
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
This immediate and massive influx of "immigrants" from India and China into North America is deliberate and done with the permission of all governments involved. It is a great reset great replacement of the European …
This immediate and massive influx of "immigrants" from India and China into North America is deliberate and done with the permission of all governments involved. It is a great reset great replacement of the European populations of North America, done to run the bio-tech great reset. None of these people belong here. They have completely different histories and assumptions and narrative mythologies. I am now a foreigner in my family's. hometown of three generations.
Identity Attack0.10221587
Insult0.027218282
Profanity0.012175481
Threat0.0065827454
Severe Toxicity0.002746582
Low Tox 0.11088664 Constructive 0.578 Unverified_Claim
Jan 27, 2026 2 likes 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.