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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: "This is how Elections are …" 178 comments · Page 5 of 8
Ashamed your elected leaders allowed this to happen. They gave away the town.
Ashamed your elected leaders allowed this to happen. They gave away the town.
Identity Attack0.006289636
Insult0.07365121
Profanity0.015898837
Threat0.008311004
Severe Toxicity0.00207901
Low Tox 0.15213956 Moderate Con 0.33
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
You have to realize how rigged the system is for example. Take a look at the liberal MP from Mississauga Malton. He only hires staff from India. He primarily deals with PR card issues as …
You have to realize how rigged the system is for example. Take a look at the liberal MP from Mississauga Malton. He only hires staff from India. He primarily deals with PR card issues as per his 5 star Google reviews. Anytime he makes a video talking about liberal propaganda. He has to turn off commenting section of the video due to the backlash. This is what happens when you elect foreign born MPs
Identity Attack0.07591068
Insult0.06826523
Profanity0.01887069
Threat0.0066798385
Severe Toxicity0.0024223328
Low Tox 0.15158679 Constructive 0.579 Identity_Assertion
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Doing the same thing over and over and expecting a different result is the definition of insanity. We have been under Liberal governance for well over 10 years, how is that working out for you? …
Doing the same thing over and over and expecting a different result is the definition of insanity. We have been under Liberal governance for well over 10 years, how is that working out for you? If you are ready for a change, remember to vote with your mind not your emotions, elections have consequences, we have been paying the price for too long.
Identity Attack0.004846719
Insult0.082619295
Profanity0.015318131
Threat0.006246155
Severe Toxicity0.0014781952
Low Tox 0.15103401 Constructive 0.653
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Canadians elected the wrong pm repeatedly
Canadians elected the wrong pm repeatedly
Identity Attack0.09328204
Insult0.039444692
Profanity0.019075647
Threat0.007598988
Severe Toxicity0.0027275085
Low Tox 0.1460314 Low Con 0.248
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Frankly, I don’t blame the Indian people. Most of them seek better opportunities and stability, and their decision to migrate is often driven by economic hardships, political instability, or a lack of educational resources in …
Frankly, I don’t blame the Indian people. Most of them seek better opportunities and stability, and their decision to migrate is often driven by economic hardships, political instability, or a lack of educational resources in their homeland. Why would they not accept coming here if they see potential for a brighter future ? Furthermore, they don’t have pathways to citizenship offered by the government; there are no well-defined courses or integration programs designed to help newcomers become fully part of the society. Instead, they are arriving in basically what is a new India. They are welcome with open arms and new rights as Canadians, without the responsibilities that SHOULD go with it. So, the entire culprit is our Canadian government. This situation is part of a much larger, global agenda aimed at sowing division among populations to weaken national unity. The phrase _Divide et Impera_ (Divide and Conquer) highlights this tactic. The Canadian government is orchestrating this strategy, intentionally aligned with the nefarious 2030 agenda. This agenda calls to flood the White Christian Western world with massive immigration, which will erode cultural and national identities. The ultimate goal is to strip nations of their cultural and historical identities, making their populations more dependent on the State to provide a new identity. This dependency is projected to lead to the implementation of digital identification systems, biometric tracking, and other dystopian technological measures. These politicians on both sides are NOT humanists. The overarching aim is not merely human advancement but transhumanism — merging humans with technology — which is pure evil, even demonic, a plan to transform human existence radically. A plot to erase humanity as we know it. This is also the real reason and rationale behind the trans agenda. You can be whatever you want if you identify with it. Now, how about a cyborg, the singularity or what is called humankind 2.0 ? They will try to get it with WW3. The mandates will be said to be good for us, as they will procure a false sense of security in every country on Earth. They need India to go against the Muslim world. Canada has accepted this for the novus ordo seclorum of nations. You probably heard the saying that governments are NOT elected, but selected. That’s true. Our system is an illusion of democracy. They needed these far-left Liberals for these objectives and many others. Then, when it will be too much and order for the chaos, they will count on the far right to go to war. There will be two coalitions: the Western nations + Israel 🇮🇱 + some arab countries like Saudi Arabia 🇸🇦, Jordan 🇯🇴, Syria 🇸🇾 + Ukraine 🇺🇦 + India 🇮🇳 + Japan 🇯🇵 + South Korea 🇰🇷 *VS* the Arab League + Russia 🇷🇺 + China 🇨🇳 + North Korea 🇰🇵. The worst in all of that is that Freemasonry controlled both sides and their political leaders. They play on both sides, as in WW1 and WW2.
Identity Attack0.12208464
Insult0.03588435
Profanity0.025907494
Threat0.007961469
Severe Toxicity0.003490448
Low Tox 0.13388206 Constructive 0.617 Unverified_Claim
Oct 12, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
It’s getting harder and harder for people to watch what happens in the House of Commons without feeling downright furious. Every day, Canadians work long hours, pay crushing taxes, and deal with rising costs — …
It’s getting harder and harder for people to watch what happens in the House of Commons without feeling downright furious. Every day, Canadians work long hours, pay crushing taxes, and deal with rising costs — and for what? To watch elected officials sit in Parliament and turn Canadian issues into a circus. It feels like half the time they’re more interested in scoring cheap political points than actually solving anything. The constant bickering, yelling, and rehearsed “outrage” looks less like leadership and more like a never‑ending performance meant to distract us from how little actually gets done. How much do you think each of them makes just sitting there doing nothing all day, and calling it a job. THE REAL CROOKS OF CANADA Politicians. Blame the Indians who come to work in Canada when send billions to Ukraine. WAKE UP CANADA TO REAL PROBLEM
Identity Attack0.026609946
Insult0.07016616
Profanity0.020168742
Threat0.008077981
Severe Toxicity0.0027656555
Low Tox 0.12867521 Moderate Con 0.49 Policy_Critique
Feb 5, 2026 Inside Canada's Indian Invasion...
And yet the Liberal were elected again, we are doom
And yet the Liberal were elected again, we are doom
Identity Attack0.026207991
Insult0.0638991
Profanity0.019758832
Threat0.007935578
Severe Toxicity0.0022602081
Low Tox 0.1269396 Low Con 0.262
Jun 22, 2025 How Canada broke its immigration …
Why does Ontario keep voting Liberal every election? I guess they haven't suffered enough yet?
Why does Ontario keep voting Liberal every election? I guess they haven't suffered enough yet?
Identity Attack0.038167715
Insult0.04207976
Profanity0.014805742
Threat0.023889944
Severe Toxicity0.0039863586
Low Tox 0.12260055 Moderate Con 0.326 Call_To_Action
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
It's because jughead singh elected and other immigration heads under immigration minister are indian what you expect they cunning plus century initiative in full progress as well as agenda 2030
It's because jughead singh elected and other immigration heads under immigration minister are indian what you expect they cunning plus century initiative in full progress as well as agenda 2030
Identity Attack0.10221587
Insult0.04442204
Profanity0.021535112
Threat0.008427517
Severe Toxicity0.0037765503
Low Tox 0.11739369 Low Con 0.242
Aug 24, 2025 1 likes Why Canadians Are Turning Against …
I know a lot of asylum seekers & rejected ones who are legally working. This guy will try anything just to get elected. Sad
I know a lot of asylum seekers & rejected ones who are legally working. This guy will try anything just to get elected. Sad
Identity Attack0.01555616
Insult0.061626412
Profanity0.011560614
Threat0.0067316215
Severe Toxicity0.0014686584
Low Tox 0.113263406 Constructive 0.536 Personal_Narrative
Feb 28, 2026 1 likes 'We do know that there's …
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 …
2:00 wait... But he's not completely anti-immigration like I've heard during elections... It's an unfortunate situation but I do agree with him. Immigration is good but you have to keep in mind how many immigrants …
2:00 wait... But he's not completely anti-immigration like I've heard during elections... It's an unfortunate situation but I do agree with him. Immigration is good but you have to keep in mind how many immigrants you can wellcome as a country. p.s: I'm Romanian
Identity Attack0.09659086
Insult0.0233509
Profanity0.024267852
Threat0.00789674
Severe Toxicity0.0031089783
Low Tox 0.112436704 Constructive 0.776 Economic_Argument
Feb 11, 2026 6 likes Canada's tighter immigration policy divides …
"We need talent"? We have talent! Canada is full of talent going to waste. Our government would rather import foreigners and slide them into canadian universitys and jobs than support, educate and train Canadians. The …
"We need talent"? We have talent! Canada is full of talent going to waste. Our government would rather import foreigners and slide them into canadian universitys and jobs than support, educate and train Canadians. The old argument that canada just does not have the talent is starting to sound like "other countries have the talent" that Canadians don't measure up..... we need to elect people who think Canadians ARE the talent!
Identity Attack0.061130337
Insult0.042665333
Profanity0.011970525
Threat0.0074436385
Severe Toxicity0.0026893616
Low Tox 0.112333365 Constructive 0.512 Policy_Critique
Nov 22, 2025 18 likes Quebec Ends Economic Immigration Program …
Europe is tightening up expelling illegal immigration’s and we have them in Canada. This government needs to change. I know I won’t be electing the next time. When liberals are in we pay the price.
Europe is tightening up expelling illegal immigration’s and we have them in Canada. This government needs to change. I know I won’t be electing the next time. When liberals are in we pay the price.
Identity Attack0.07094744
Insult0.029934563
Profanity0.0108774295
Threat0.008453408
Severe Toxicity0.0024032593
Low Tox 0.11223003 Constructive 0.508
Oct 8, 2025 1 likes Why Canadians Are Turning Against …
As you can tell from my name I am an immigrant from India. Been in this part of the world for almost 40 years. Educated from kindergarten with English as medium of instruction, a post …
As you can tell from my name I am an immigrant from India. Been in this part of the world for almost 40 years. Educated from kindergarten with English as medium of instruction, a post graduate degree, in IT - one of the first things I did was watch, listen and learn how things are done here. Quickly acquired accent neutrality. Please and thank you . Not litter every where. I came here on my own. Nobody requested me to come here. I considered it a privilege and I took it as my obligation to integrate, not import my values or culture here. I worked, paid my taxes and never expected a handout from anybody or from the government. I loved to be the brown dot in a sea of white. I loved my new country. After the pandemic years, things have changed. There has been a sudden browning of Canada. I didn't leave India 40 odd years ago for India to come to me. NO, I am not being racist and it is not just the visual browning either. The loud, non English speaking, profusely littering, rude, entitlement-minded, anti-social, riffraff that seem to have found their way here displacing the native, white Canadians. I so miss the "eh". I miss the polite society. Wherever I go, I see a sea of immigrants speaking their own tongue. Rude, misbehaved. Cutting you off in line. Discarding the shopping cart any where they please. I am getting older every year and I do not want to die in a country that is suddenly so foreign to me. I would love my old Canada back, please. I want my "eh"s back please. I did my part in the last elections, but lost out to "them". Are we at a point, where we can never get the old Canada back??????
Identity Attack0.062039822
Insult0.034341812
Profanity0.052934792
Threat0.009877442
Severe Toxicity0.0045776367
Low Tox 0.11202335 Constructive 0.754
Aug 25, 2025 8 likes Why Canadians Are Turning Against …
Immigration isn't broken, Canadians that elected this government for the last 10 years are not doing their due diligence!
Immigration isn't broken, Canadians that elected this government for the last 10 years are not doing their due diligence!
Identity Attack0.060675595
Insult0.033790905
Profanity0.011423977
Threat0.0065050707
Severe Toxicity0.0019836426
Low Tox 0.11109332 Moderate Con 0.373 Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
This happens when you elect people to show multiculturalism
This happens when you elect people to show multiculturalism
Identity Attack0.08087392
Insult0.021288296
Profanity0.019895468
Threat0.0074436385
Severe Toxicity0.0031471252
Low Tox 0.11098998 Low Con 0.192
Sep 28, 2025 2 likes IRCC Names India in Study …
If elections were honest if they were we canadians rooted ones at that queen put my family here in canada after the wars grandfather fought and won both wars to give me what I had …
If elections were honest if they were we canadians rooted ones at that queen put my family here in canada after the wars grandfather fought and won both wars to give me what I had and now immigrants have taken that over government and people today wouldn't exist with out my grandfather . Politions dont know what war is... or how it reflects all candians still today . A lession to all politions get back to work . And have some respect . For people who got uou to where you are today . Far to much time off running with a counrty and a hammer as yhe leader makes me puke every day . Say thank you carney for life u have be ayse of my grandfather. Thanks for staying and being humble and rooted . Your not . Stop giving Canadian money away this is the out come carney and trudeau twisted brothers. made this mess .
Identity Attack0.03636306
Insult0.054962315
Profanity0.017162729
Threat0.0076766624
Severe Toxicity0.0024795532
Low Tox 0.11098998 Constructive 0.639 Identity_Assertion
Aug 27, 2025 Why Canadians Are Turning Against …
There's no such thing as the middle class. That's destroyed. A little too late for the immigration problem. Election in spring or summer.
There's no such thing as the middle class. That's destroyed. A little too late for the immigration problem. Election in spring or summer.
Identity Attack0.03894114
Insult0.028612386
Profanity0.013610168
Threat0.010550622
Severe Toxicity0.0023269653
Low Tox 0.10956833 Moderate Con 0.429
Jan 3, 2026 5 likes New rules, regulations take effect …
1 the elections are rigged so HOW? 2 WE DON'T HAVE A GOVERNMENT, WE HAVE A DICTATORSHIP. 3 leaving isn't an option.
1 the elections are rigged so HOW? 2 WE DON'T HAVE A GOVERNMENT, WE HAVE A DICTATORSHIP. 3 leaving isn't an option.
Identity Attack0.006955597
Insult0.035553806
Profanity0.016069634
Threat0.007340072
Severe Toxicity0.0021266937
Low Tox 0.10870059 Low Con 0.267 Unverified_Claim
Sep 7, 2025 Why Canadians Are Turning Against …
Mark my words, many will stay illegally, and the Liberals will create a program so they can normalize their statuses, and give them permanent residency. Then they'll be voting in Canadian elections when they become …
Mark my words, many will stay illegally, and the Liberals will create a program so they can normalize their statuses, and give them permanent residency. Then they'll be voting in Canadian elections when they become Canadian citizens, they is how they take our country from us. This was always their plan.
Identity Attack0.06249457
Insult0.030044744
Profanity0.011782649
Threat0.007301235
Severe Toxicity0.0024604797
Low Tox 0.10783285 Moderate Con 0.34
Jan 15, 2026 2 likes 2.9 million Canadian temporary visas …
I’m trying to elect double lock Johnny for president
I’m trying to elect double lock Johnny for president
Identity Attack0.007214582
Insult0.039151907
Profanity0.02167175
Threat0.009100696
Severe Toxicity0.0023937225
Low Tox 0.10696511 Low Con 0.292 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Canadians continue to vote for open borders political parties election after election. So no, they aren't tired of invasion.
Canadians continue to vote for open borders political parties election after election. So no, they aren't tired of invasion.
Identity Attack0.057492398
Insult0.028502205
Profanity0.012004685
Threat0.007754337
Severe Toxicity0.0024318695
Low Tox 0.10609736 Moderate Con 0.392
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
This is how Elections are Rigged . So the Lib Federal Government can continue too Gather more and more Taxes from Canadian ,and massive knew migrants .money Money is the agenda of the Canadian Lib …
This is how Elections are Rigged . So the Lib Federal Government can continue too Gather more and more Taxes from Canadian ,and massive knew migrants .money Money is the agenda of the Canadian Lib Government.
Identity Attack0.035074018
Insult0.03827355
Profanity0.012414595
Threat0.006479179
Severe Toxicity0.0018978119
Low Tox 0.103494145 Low Con 0.156 Unverified_Claim
Aug 26, 2025 Why Canadians Are Turning Against …
Immigrants overflowing from Bampton into Mississauga and neighbouring areas. Liberals and NDP brought them in to buy votes for a majority win in Canada's elections.
Immigrants overflowing from Bampton into Mississauga and neighbouring areas. Liberals and NDP brought them in to buy votes for a majority win in Canada's elections.
Identity Attack0.056582913
Insult0.02708937
Profanity0.010706633
Threat0.006686311
Severe Toxicity0.0016975403
Low Tox 0.09828771 Moderate Con 0.403
Nov 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.