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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: "Excuse me, but when you …" 47 comments · Page 1 of 2
avoid any illegal shit, they will use any excuse to take down your channel
avoid any illegal shit, they will use any excuse to take down your channel
Identity Attack0.34324843
Insult0.47384647
Profanity0.759977
Threat0.09623027
Severe Toxicity0.23340854
Toxic 0.8364697 Low Con 0.138 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Stupid guy "there's they don't have focus, other things distracting them" like that's a valid reason. Excusing homicidal sociopathic behavior. Everyone giggling - would you find it funny if you got hit and paralyzed by …
Stupid guy "there's they don't have focus, other things distracting them" like that's a valid reason. Excusing homicidal sociopathic behavior. Everyone giggling - would you find it funny if you got hit and paralyzed by this thug psycho driving?
Identity Attack0.038425524
Insult0.8012121
Profanity0.34536663
Threat0.44235477
Severe Toxicity0.16960317
Toxic 0.8115627 Moderate Con 0.368 Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Excuse me, was that really a fucking tuk tuk on a highway?
Excuse me, was that really a fucking tuk tuk on a highway?
Identity Attack0.016862517
Insult0.2817503
Profanity0.844891
Threat0.009048914
Severe Toxicity0.16960317
Toxic 0.73663366 Low Con 0.238 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
It is clear that Carney and the sycophantic Liberals (emphasis on the first syllable) have to go; PERIOD. Let's stop making excuses for these moronic, stupid incompetent and corrupt individuals and get all the foreign …
It is clear that Carney and the sycophantic Liberals (emphasis on the first syllable) have to go; PERIOD. Let's stop making excuses for these moronic, stupid incompetent and corrupt individuals and get all the foreign interference compromised MPs exposed and charged immediately. Get the priorities straight here.
Identity Attack0.10221587
Insult0.7418356
Profanity0.26603898
Threat0.022335978
Severe Toxicity0.023076924
Moderate 0.6852916 Low Con 0.182 Insult Call_To_Action
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
I've been to Africa. They're rude, aggressive, dirty. Everyone tries to overcharge and then claim they have no change or shortchange you. Being poor is not an excuse to be a liar, cheat or thief. …
I've been to Africa. They're rude, aggressive, dirty. Everyone tries to overcharge and then claim they have no change or shortchange you. Being poor is not an excuse to be a liar, cheat or thief. That's African culture i guess.
Identity Attack0.6007182
Insult0.5739874
Profanity0.26555094
Threat0.01254427
Severe Toxicity0.109661035
Moderate 0.6027529 Constructive 0.547 Identity Attack Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
My buddy is half black and half white so he’s light skinned and has straight wavy hair. Hes been sick so he went out to get food wearing a mask etc and was social distancing …
My buddy is half black and half white so he’s light skinned and has straight wavy hair. Hes been sick so he went out to get food wearing a mask etc and was social distancing in Wendy’s while ordering and waiting for his food. When a white lady and her 8-10 year old son he noticed kept getting really close to him. He said excuse me in trying to keep distsnce as I have a cold and the lady turned to him told him to fuck off and go back to India ☝️ he’s Bahamian 🇧🇸 ☝️ and here is the kicker her SON is also mixed but is darker skinned than my friend and he said in that moment he saw her sons reaction was embarassed and that of being ashamed. We don’t know this woman’s life story but this is a partial snapshot of how frustrated and tired ppl are on top of toxicity ignorance and hatefulness.
Identity Attack0.5135796
Insult0.4339631
Profanity0.57236236
Threat0.100830056
Severe Toxicity0.34981552
Moderate 0.5885171 Constructive 0.74 Identity Attack Personal_Narrative
Aug 28, 2025 4 likes Why Canadians Are Turning Against …
I wouldn't worry about the name calling, don't care DOES AFFECT ME. IVE BEEN CALLED A LOT OF NAMES IN MY LIFE RACIST IS AT THE BOTTOM OF THE LIST. IT IS NOT RACIST TO …
I wouldn't worry about the name calling, don't care DOES AFFECT ME. IVE BEEN CALLED A LOT OF NAMES IN MY LIFE RACIST IS AT THE BOTTOM OF THE LIST. IT IS NOT RACIST TO STAND UP FOR YOURSELF OR COUNTRY. THESE PEOPLE ONLY HAVE RACIST TO GO NO THEY HAVE NOTHING ELSE TO FIGHT WITH. MOST OF THEM ARE DUNNB AS THEY COME. LOOK AT THE COUNTRY THEY COME FROM THEY ARE SHIT HOLES, THESE PEOPLE WHO INVADED OUR COUMTRY DID THID TO THEIR COUNTRY. BIRTH RATE IS A EXCUSE FOR THE INVASION. LESS PEOPLE LESS MEDICAL, LESS EVERYTHING. THIS IS TRUDEAUS AND HIS GOON SQUAD FAULT. THEY NEED TO BE RUN DOWN BE CHARGED WITH TREASON, SINCE THEY LIKE TO MENTION THE COLONIZATION WE SHOULD FOLLOW THE LAWS FOT TREASO THEY USED BACK THEN. DONT LISTEN TO THEM, TELL THEM TO PUT IT WHERE THE SUN DONT SHINE. WE ALL WANT THEM OUT. MOST OF HEM HAVE GOTTEN THEY MONEY FROM ILLEGALS GAINS TO COME HERE. PEOLE HAVE TO QUIT HIREING. HEM, QUIT FUNDING THEM, QUIT GIVING INTO THEM
Identity Attack0.44690517
Insult0.5177041
Profanity0.47001255
Threat0.051391184
Severe Toxicity0.1762085
Moderate 0.568186 Moderate Con 0.4 Insult
Aug 25, 2025 Why Canadians Are Turning Against …
Morone on wheels that's all they are no excuses for driving and being on cell phones Punjabi idioicracy
Morone on wheels that's all they are no excuses for driving and being on cell phones Punjabi idioicracy
Identity Attack0.37953663
Insult0.5739874
Profanity0.41031027
Threat0.032695748
Severe Toxicity0.16960317
Moderate 0.55739564 Low Con 0.192 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
It's not lack of their skills, it's just lack of their attention 🤣 Attention is part of critical driving skill, but hey, they're indians - always excuses 💩
It's not lack of their skills, it's just lack of their attention 🤣 Attention is part of critical driving skill, but hey, they're indians - always excuses 💩
Identity Attack0.5485698
Insult0.4339631
Profanity0.29209393
Threat0.012751401
Severe Toxicity0.06225512
Moderate 0.50759226 Low Con 0.199 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Just take a look at India,the world's biggest sh!th0le and then ask yourself why you think importing millions of them is going to turn Canada/U.S/Australia/U.K/Germany/Japan into paradise. All i hear is the same WEF excuse:"the …
Just take a look at India,the world's biggest sh!th0le and then ask yourself why you think importing millions of them is going to turn Canada/U.S/Australia/U.K/Germany/Japan into paradise. All i hear is the same WEF excuse:"the whites are too lazy to work" which can be translated as "we need cheap third world labor to drive down costs". The ruling elites of the West are all WEF. Got any shares in BlackRock???
Identity Attack0.50125694
Insult0.48484445
Profanity0.39409557
Threat0.01508414
Severe Toxicity0.052940834
Moderate 0.50503236 Low Con 0.297 Identity Attack Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
🚩🚫🚩🚩🚩🚩🚩🚩🚩🚩🚩🚩🚩 🌙 1. **Ras Leela with married women** Bhagavata Purana 10.33.27 Krishna danced with married Gopis in the forest at night. Even though they left their husbands, the scripture says: Whatever Krishna does is pure, …
🚩🚫🚩🚩🚩🚩🚩🚩🚩🚩🚩🚩🚩 🌙 1. **Ras Leela with married women** Bhagavata Purana 10.33.27 Krishna danced with married Gopis in the forest at night. Even though they left their husbands, the scripture says: Whatever Krishna does is pure, even if He plays with others’ wives. 🛑 Normalizes adultery under divine excuse. 🩲 2. **Stealing clothes and watching girls naked** Bhagavata Purana 10.22.1 to 10.22.28 Krishna hides the clothes of young bathing girls, climbs a tree, and watches them come out of the river **naked with hands raised**. He says it’s a test of their devotion. 😳 Highly inappropriate by any ethical standard. 💍 3. **Sex with 16,000 women** Bhagavata Purana 10.59.42 After killing Narakasura, Krishna takes 16,000 captive women as wives. He is said to live with them all by creating multiple forms of himself. ⚠️ Glorifies mass polygamy and male domination. 🧈 4. **Stealing butter and lying about it** Bhagavata Purana 10.8 to 10.11 Krishna frequently steals butter from villagers and breaks their pots. Even when caught, he lies and charms his way out. 😂 Presented as playful, but glorifies theft and dishonesty. 🔪 5. **Killing Ekalavya, a tribal archer** Mahabharata, Adi Parva and Bhagavata Purana 10.52.31 Ekalavya, a low-caste boy, learns archery on his own. Drona cuts off his thumb. Later Krishna kills him, calling him unrighteous. 🚫 Reinforces caste violence against talented lower-caste individuals. 📿 6. **Supports caste system in Gita** Bhagavad Gita 4.13 Krishna says: I created the four varnas (castes) based on qualities and actions. Although interpreted philosophically, this verse was used for centuries to enforce caste discrimination. 📛 Justifies systemic social inequality. 🗣️ 7. **Killing Shishupala for verbal insults** Mahabharata, Sabha Parva During a royal ceremony, Shishupala mocks Krishna. Krishna responds by using his chakra to **behead him publicly**. 🧠 Kills someone for speech — raises moral concerns. #rama Unethical, Weird ❌🚩🚩🚩🚩👺🚩🚩❤🚩🚩🚩🚩🚩🚩🚩 Acts of Rama in Ramayana These are all from mainstream Valmiki Ramayana or well-known regional versions. 1. 💔 Banishing Sita While Pregnant — Based on Gossip Rama sends Sita to the forest alone while she is pregnant, based on a washerman’s comment about her “purity.” 🕉️ Uttara Kanda, Valmiki Ramayana “A ruler must be free from blame. I banish you to uphold my people’s trust.” Comment: Seriously? Gossip over your wife? This is not ideal leadership or love — it’s cruel and cowardly. 2. ⚔️ Killing Shambuka the Shudra for Doing Tapas Rama beheads a Shudra ascetic just because he was doing penance in the forest, which “violated dharma.” 🕉️ Uttara Kanda, Ramayana “By performing penance, the Shudra threatens the cosmic order. He must die.” Comment: Casteist horror. What kind of god kills someone for meditating? 3. 🐒 Making Monkeys Fight His War Instead of asking help from humans, Rama uses an army of monkeys (Vanaras) — like Hanuman, Sugreeva, etc. 🔹 Comment: Literal monkey business. Why use animals for war instead of diplomacy? Slaying Vali Unfairly from Behind a Tree Rama hides and shoots Vali from behind while he's fighting someone else (Sugreeva). 🕉️ Kishkindha Kanda “A king can kill from hiding when dharma is at stake.” 🔹 Comment: That’s just sneaky and cowardly, not heroic. 🔥 Asking Sita to Do Agni Pariksha (Fire Test) After rescuing her from Ravana, Rama demands she walk through fire to prove her purity. 🕉️ Yuddha Kanda, Valmiki Ramayana “I rescued you for honor, not for love. Prove your chastity.” 🔹 Comment: Toxic masculinity. Instead of comforting her, he humiliates her. Never Defending Sita Against Critics He allows society to question Sita again and again, never confronting the toxic moral policing. 🔹 Comment: Doesn’t defend his wife. Silent when he should speak. 7. 🪦 Abandoning His Children in Forest His twin sons, Lava and Kusha, are born and raised without knowing who their father is. 🔹 Comment: A father who abandons family, then fights his own sons without knowing. Blind Obedience to Dharma, No Compassion Rama is shown as a king who follows “Rajdharma” even when it destroys his personal life. 🔹 Comment: Robot-like morality — no real humanity or emotion. ❓🤔 So… Why the “Jai Shri Ram” Hype? Originally a devotional phrase, “Jai Shri Ram” has now become: 🚩 1. Political Slogan (Not JustReligious) Widely used by Hindutva groups (like RSS, Bajrang Dal, etc.) Chanted during hate crimes, riots, and lynchings Used to assert Hindu supremacy, not peace or devotion Brainwashed Symbolism Kids in schools, people on streets forced to chant it Becomes reflex rather than real devotion 🔊 3. Used in Intimidation Many victims of hate attacks in India were forced to chant “Jai Shri Ram” before being beaten or killed. 🔹 Example: Tabrez (Jharkhand), 2019 🔹 Example: Delhi Riots, 2020 Fake Masculinity & Heroism Rama is projected as “Hindu warrior king” — even though real Ramayana presents him as soft, conflicted, and Fake Masculinity & Heroism Rama is projected as “Hindu warrior king” — even though real Ramayana presents him as soft, conflicted, and emotional The aggressive macho image is fake propaganda
Identity Attack0.43256098
Insult0.36798462
Profanity0.33453682
Threat0.13815513
Severe Toxicity0.34927294
Moderate 0.43720075 Constructive 0.558 Advertisement_Spam
Oct 2, 2025 1 likes IRCC Names India in Study …
Excuse me who exactly is getting you to spew this dis information ! 50.000 .... For set up !? NO CITIZEN ON DISABILITY GETS THAT !!!! And Housing is in CRISIS !!!! ...... 8 - …
Excuse me who exactly is getting you to spew this dis information ! 50.000 .... For set up !? NO CITIZEN ON DISABILITY GETS THAT !!!! And Housing is in CRISIS !!!! ...... 8 - 13 hour wait times in ERs in my city !!!!! COME ON CANADA YOUR BEING LIED TO .....WAKE UP CANADIANS YOUR MEDIA IS OWNED BY THIS CURRENT CORRUPT GOVERMENT !
Identity Attack0.20483385
Insult0.47273466
Profanity0.028776871
Threat0.008323951
Severe Toxicity0.012359619
Moderate 0.4274071 Moderate Con 0.416
Nov 11, 2024 How much do refugees and …
Why are people dancing around the issue? So it like it is - indians have invaded Canada. You give them an inch and they take the whole yard. Then they accuse you of being rascist, …
Why are people dancing around the issue? So it like it is - indians have invaded Canada. You give them an inch and they take the whole yard. Then they accuse you of being rascist, the easiest excuse for deflecting responsibility and accountability. They don't have to adapt to your country, you have to adapt to them. If a guest comes into my home and start acting entitled, I would kick them right out.
Identity Attack0.45610145
Insult0.25998658
Profanity0.09744903
Threat0.5195707
Severe Toxicity0.02491361
Moderate 0.4269174 Moderate Con 0.448 Threat Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
Excuse mua,Hi there I am an Indian living in India , how colonialism is going whitards. Howdy 🤠
Excuse mua,Hi there I am an Indian living in India , how colonialism is going whitards. Howdy 🤠
Identity Attack0.45348886
Insult0.35333878
Profanity0.33453682
Threat0.017328756
Severe Toxicity0.02420936
Moderate 0.40336934 Constructive 0.541 Humor_Satire
Nov 2, 2025 Inside Canada's Indian Metropolis (Brampton)
I really hope you read this Tyler! You are a sad excuse for a journalist and I wish you nothing but the worst luck.
I really hope you read this Tyler! You are a sad excuse for a journalist and I wish you nothing but the worst luck.
Identity Attack0.012340514
Insult0.4339631
Profanity0.04792466
Threat0.08089764
Severe Toxicity0.013478675
Moderate 0.4013387 Moderate Con 0.386 Meta_Commentary
Feb 7, 2026 2 likes Inside Canada's Indian Invasion...
A tragedy? Excuse me??? Gtfo
A tragedy? Excuse me??? Gtfo
Identity Attack0.016259583
Insult0.27763805
Profanity0.39409557
Threat0.008582866
Severe Toxicity0.02258113
Moderate 0.39987978 Low Con 0.286 Moral_Argument
Nov 22, 2025 Quebec Ends Economic Immigration Program …
All lies. 1.6 millions from India who are committing crimes and still living here, they use going back to their country as a excuse to stay here.
All lies. 1.6 millions from India who are committing crimes and still living here, they use going back to their country as a excuse to stay here.
Identity Attack0.44690517
Insult0.25404143
Profanity0.03464781
Threat0.009307829
Severe Toxicity0.015350811
Moderate 0.37751234 Moderate Con 0.319
Dec 24, 2025 Deportations From Canada at Their …
This almost feels like the borat social experiment. So openly racist and not caring , its just downright disgusting , diversity is what makes canada strong and having lived on every province , there is …
This almost feels like the borat social experiment. So openly racist and not caring , its just downright disgusting , diversity is what makes canada strong and having lived on every province , there is things i would change but im glad people are building new lives here and finding it safe, dont blame all your problems on immigrants and then call it based. Thats just a excuse.
Identity Attack0.24970764
Insult0.37392882
Profanity0.057944927
Threat0.0074954215
Severe Toxicity0.009613037
Moderate 0.37751234 Constructive 0.622 Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
Indian Foreign minister Jaishankar himself told that the Canadian govt is not vetting the ppl being given the visas. All 5hitty ppl with crimial background are being handed over visas as if it free-for-all thing. …
Indian Foreign minister Jaishankar himself told that the Canadian govt is not vetting the ppl being given the visas. All 5hitty ppl with crimial background are being handed over visas as if it free-for-all thing. This has to change. There should be serious filtering done before giving visas. Anyone with even a simple criminal offence in India should be BANNED forever from entering. No excuses. The quality of ppl coming has gone down like crazy. Bad ppl are there everywhere, but seems like the LIberal a-h0les in Ottawa intentionally want to get criminals here in order to create chaos and break the soceity and turn ppl against each other. This is Intentionally done, so that its easy for the to rule and win in Elections.
Identity Attack0.23467018
Insult0.35677677
Profanity0.24341469
Threat0.013372798
Severe Toxicity0.01825585
Moderate 0.34757367 Moderate Con 0.434 Policy_Critique
Oct 27, 2025 Inside Canada's Indian Metropolis (Brampton)
Excuse me but India is Not a sh,✨h,✨le. It's on its way to becoming one the top 20 economies on the planet. It's going to leave us way behind in the next 30 years or …
Excuse me but India is Not a sh,✨h,✨le. It's on its way to becoming one the top 20 economies on the planet. It's going to leave us way behind in the next 30 years or so.
Identity Attack0.18546575
Insult0.16817254
Profanity0.352205
Threat0.010783645
Severe Toxicity0.021290002
Moderate 0.31825066 Moderate Con 0.361 Comparative_Framing
Jan 24, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
This was done deliberately, the government knew this would happen! Now they have a ready made excuse for allowing everyone to stay. “We’re really backlogged so in order to facilitate new applications we’re going to …
This was done deliberately, the government knew this would happen! Now they have a ready made excuse for allowing everyone to stay. “We’re really backlogged so in order to facilitate new applications we’re going to rubber stamp all the old ones, dam covid really made a mess of things didn’t it” Liberal Government
Identity Attack0.022992345
Insult0.16795322
Profanity0.36230123
Threat0.009178371
Severe Toxicity0.012833111
Moderate 0.3140926 Moderate Con 0.408 Unverified_Claim
Jan 19, 2026 27 likes Why Canada’s immigration system has …
Fur 15 years, we tried to warn you but because you believed your white privilege will protect you, you didn't do enough or nothing at all. I need to think about it. We support other …
Fur 15 years, we tried to warn you but because you believed your white privilege will protect you, you didn't do enough or nothing at all. I need to think about it. We support other charities. Excuses. Excuses Excuses. Now you are paying the price.
Identity Attack0.2964622
Insult0.107333586
Profanity0.04141149
Threat0.011741633
Severe Toxicity0.010070801
Moderate 0.30319387 Constructive 0.53
Aug 28, 2025 Why Canadians Are Turning Against …
Est-ce que le rassit! les Canadains donnent une excuse pour Pierre Poilieve donnent un levier pour critiquer Carney. Je suis Canadain québécois non séparatiste et que Jésus soit avec vous pour l'éternité amen 😊J'ai travaillé …
Est-ce que le rassit! les Canadains donnent une excuse pour Pierre Poilieve donnent un levier pour critiquer Carney. Je suis Canadain québécois non séparatiste et que Jésus soit avec vous pour l'éternité amen 😊J'ai travaillé avec eux et ils sont à l'heure au travail que bien des Canadains laissent à désiré et il n' ont pas la vision d'une grève pour plus et plus et plus encore 😊seux qui parle comme ça est-ce que vous venez de usa, ont a besoin d'eux j'ai travaillé 37 ans dans le métier imprimeur j'ai mieux avec l'émigrant que ceux qui travaillent juste pour une paye 😊
Identity Attack0.14875233
Insult0.26196828
Profanity0.038906425
Threat0.00823333
Severe Toxicity0.010223389
Low Tox 0.28857216 Constructive 0.533
Sep 8, 2025 Why Canadians Are Turning Against …
Excuse me? Africans?
Excuse me? Africans?
Identity Attack0.33060804
Insult0.07745308
Profanity0.07385241
Threat0.007417747
Severe Toxicity0.010375977
Low Tox 0.28548008 Moderate Con 0.304 Question
Jan 29, 2026 Inside Canada's Indian Invasion...
Their visa is expired, they MUST leave Canada NOW!!! No extensions, no renewals, no excuses, no sympathy. GET OUT!!!!!
Their visa is expired, they MUST leave Canada NOW!!! No extensions, no renewals, no excuses, no sympathy. GET OUT!!!!!
Identity Attack0.094936445
Insult0.0836065
Profanity0.01620627
Threat0.017846745
Severe Toxicity0.0077438354
Low Tox 0.24924077 Low Con 0.162 Call_To_Action
Jan 16, 2026 1 likes 2.9 million Canadian temporary visas …

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.