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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 #}

Comment Explorer

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Active: "You must learn to BUT …" 12 comments
Kick them out forget about their food you can learn it online trust me for your good they will bring all their village to make them work take Alf or thir salary they are dogs …
Kick them out forget about their food you can learn it online trust me for your good they will bring all their village to make them work take Alf or thir salary they are dogs not all but must and alsoo racist but always look kind
Identity Attack0.31307843
Insult0.42367843
Profanity0.17334256
Threat0.44942492
Severe Toxicity0.12282934
Moderate 0.47119883 Moderate Con 0.357 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
🚩🚫🚩🚩🚩🚩🚩🚩🚩🚩🚩🚩🚩 🌙 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 …
Canadian Govt. must learn from middle east...Saudies, dubai, baharin. etc...they bring in cheap labour from world over but never give citizanship rights be it a muslim worker...contract over go back to your home countries...
Canadian Govt. must learn from middle east...Saudies, dubai, baharin. etc...they bring in cheap labour from world over but never give citizanship rights be it a muslim worker...contract over go back to your home countries...
Identity Attack0.48915586
Insult0.24928534
Profanity0.021535112
Threat0.009566744
Severe Toxicity0.017222947
Moderate 0.39644176 Moderate Con 0.317
Aug 25, 2025 Why Canadians Are Turning Against …
Indians established a colony in Canada a long time ago, and their number grew like mushrooms. Before it's too late, Canadians must give up English and learn Hindi. The truth is depressing!
Indians established a colony in Canada a long time ago, and their number grew like mushrooms. Before it's too late, Canadians must give up English and learn Hindi. The truth is depressing!
Identity Attack0.4054415
Insult0.26957804
Profanity0.038655918
Threat0.008090926
Severe Toxicity0.014769804
Moderate 0.37073207 Moderate Con 0.357 Identity_Assertion
Aug 26, 2025 Why Canadians Are Turning Against …
As someone who lived in Brampton for several years, I learned that in the Indian culture they must look out for their own first. As a Black person looking to rent a place, it was …
As someone who lived in Brampton for several years, I learned that in the Indian culture they must look out for their own first. As a Black person looking to rent a place, it was extremely disheartening (I’m experiencing racism from people darker than me?!). Eventually one landlord told me what was up - they must help their own people and essentially only rent to other Indian people. You see it in all the companies where you have an Indian hiring manager - they are biased to employing only their own. I was left no choice but to leave Brampton.
Identity Attack0.36702603
Insult0.15556364
Profanity0.10178173
Threat0.010938995
Severe Toxicity0.013414118
Low Tox 0.28548008 Constructive 0.737
Sep 21, 2025 104 likes Inside Canada's Indian Metropolis (Brampton)
There is a video on how a Canadian citizen should leave Canada and come back as a refugee new immigrant! It's sickening because the government our tax paying dollars are paying each immigrant $224.00 per …
There is a video on how a Canadian citizen should leave Canada and come back as a refugee new immigrant! It's sickening because the government our tax paying dollars are paying each immigrant $224.00 per day to be housed in hotel room and food etc?! This is wrong as how come ppl like myself awaiting to have my knee replacement surgery I am only getting $1208 per month on disability EIA? I am sorry but I was.born and raised a true Canadian citizen from Wpg Mb Canada, I have never relocated and came back to Canada I have always remained here right from first day I was born! I lived threw our most brutal winters we have ever had and yes I lived it and still and were is my $30000 or should I say $53000, $1000 for each year born and raised here in Canada is what it should be!? These immigrants come here need to learn English language fluently both speak and listen in it as well, they should not become a Canadian citizen legally until they have resided in Canada for a substantial amount of time! A Canadian citizenship status should be earned big time no matter where you came flat out before getting any benefits of any kind and be able to buy and sell homes here too!? I find cab drivers muslems mostly very ignorant and rude talking in their language while on the job behind the wheel must add yes ppl driving you to your destination and not to mention do these.ppl stop to think maybe your clients passengers get annoyed listening to that on their ride to where ever,???? NO NO NO!! YOUR WIFE, MOTHER, FATHER OR CHILDREN WHOMEVER SHOULD NOT BE BOTHERING YOU WHILE YOU ARE ON THE JOB WORKING?! When I go to work as a nurse do you see me talking to my spouse or family members while I am helping my clients eat or bath and get dress, NO WAY YOU WOULD BE FIRED!!? Us Canadian citizens need to stand together and our tax paying money we should have a say in where it should be going not to ppl who are not from our country!?
Identity Attack0.21668483
Insult0.16846494
Profanity0.025360947
Threat0.007883795
Severe Toxicity0.008163452
Low Tox 0.26293078 Constructive 0.8
Aug 29, 2025 Why Canadians Are Turning Against …
Everyone is an immigrant whether born or naturalised in Canada if ya not the Native red indians, hate it or love it, The problem Canada is facing and MUST Fix is the simple but complex …
Everyone is an immigrant whether born or naturalised in Canada if ya not the Native red indians, hate it or love it, The problem Canada is facing and MUST Fix is the simple but complex problem of imbalance in the multicultural immigration policy entries,, STOP favouring a particular RACE and set of people over others, setting an english test prerequisite for others and waiving for these RACE that dont even speak ABC...Create a balanced society and Maintain the Quota measures across board or scrap the quota that is not adopted seamlessly. The Problem of IMBALANCE in culture will distort the society further...Take a lesson learned from United Kingdom now being overrun ,,,Ya land at Hearthrow now ya think ya not in UK. In Canada now, if ya not from the RACE of leading population, ya dont get food (the job)...Basic needs of life are now out of the window...Canada ya got massive resources and ya still less than the STATE OF CALIFORNIA in population...Born here,,now looking to sign a work deal contract in the so called middle East. Most importantly, Canada should humble before the LORD GOD under whom the forefathers belief and obey Him, stop provoking the LORD GOD,,,Eradicate and REPENT from being Sodomic and Gomorrahic Abolish same sex ABOMINATION as The Ubited States of America is doing..for Mercy and Progress to come to this Nation under GOD ALMIGHTY...
Identity Attack0.27991617
Insult0.09563028
Profanity0.024131214
Threat0.008634649
Severe Toxicity0.009307861
Low Tox 0.25462922 Constructive 0.572 Policy_Critique
Aug 28, 2025 Why Canadians Are Turning Against …
India had experienced a very bad situation when Western nations invaded and treated natives as slaves, imposed the "Hindu tax" on Indians, for about 1000 years, till 1947. It is estimated that English rulers looted …
India had experienced a very bad situation when Western nations invaded and treated natives as slaves, imposed the "Hindu tax" on Indians, for about 1000 years, till 1947. It is estimated that English rulers looted over £45 trillion worth of wealth from India, in addition to priceless artefacts, precious stones, and cultural treasures stolen, many of which remain in the British Museum to this day. India was subjected to foreign rule for nearly a thousand years, culminating in English colonial rule. During this time, countless Indians were enslaved, shackled, and forcibly transported to distant English colonies to work as indentured labourers under inhumane conditions. " Hindu tax ' was imposed on every Indian, and English rulers collected the tax on gunpoint for centuries. Those who did not have money were used as slaves in English households. Ancient India, once a beacon of knowledge and wisdom, was known as a subcontinent of learning and prosperity, contributing up to 38% of the world’s GDP at its height. For centuries, Indians struggled for their freedom, drawing strength from the timeless values of truth and non-violence embedded in our culture. The freedom movement, led through non-violent resistance, ultimately led to India's independence in 1947. However, the residual grip of colonial influence continued until around 1956. By the end of colonial rule, India’s sacred and ancient universities had been dismantled, and the country—once among the richest—was reduced to one of the poorest nations in the world. Widespread poverty, illiteracy, disease, social divisions, and national humiliation were the tragic legacies of foreign rule. If might and brawn continue to justify exploitation, it must be confronted with truth, non-violent justice, and a collective call for accountability.
Identity Attack0.16587129
Insult0.06634661
Profanity0.035399333
Threat0.01698343
Severe Toxicity0.005836487
Low Tox 0.17458448 Constructive 0.6 Comparative_Framing
Sep 19, 2025 34 likes Inside Canada's Indian Metropolis (Brampton)
As a Canadian, I work in healthcare in the disability sector, and I am extremely frustrated with what I am seeing the Indian population taking over the sector. There are ongoing issues with Indians who …
As a Canadian, I work in healthcare in the disability sector, and I am extremely frustrated with what I am seeing the Indian population taking over the sector. There are ongoing issues with Indians who cannot communicate clearly in English with clients. This has resulted in serious confusion and, on several occasions, situations escalating into violence. Clear communication is essential in healthcare, and this failure puts vulnerable clients at risk. Clients are not being provided with proper meals that meet their dietary needs. Instead, food is often prepared without consideration for the client’s usual diet, which has caused clients to become physically ill. On top of that, basic food safety practices are not being followed at all. To make matters worse, the company does not provide proper foodsafe training, despite it being a legal requirement. There are also major professionalism issues. Some Indians arrive late to work—sometimes by hours—and give excuses with no consequences. I have documented these incidents and reported them to upper management, yet nothing is done. During shifts, 90 percent of Indian staff sit in the office for long periods, leaving clients unattended except for basic cooking. This can go on for days until white staff are scheduled. One incident that really stood out involved a client returning from a doctor’s appointment. When I asked how it went, I was told the client “had something on his head” and needed to use a cream. When I asked what the condition was or whether it was contagious, the Indian staff member did not know what the word contagious meant let me remind you I work in health care. I later learned from the client’s mother that it was a fungal infection information that should have been clearly communicated immediately for everyone’s safety. I am exhausted by the lack of standards, accountability, and training in this workplace. If you are going to work in healthcare in Canada, you must be able to communicate effectively, follow food safety laws, show up on time, and provide proper care. Lowering standards for the Indian population puts vulnerable people at risk, and management allowing this is unacceptable. If your coming to Canada follow are values and beliefs are stay in India.
Identity Attack0.17303948
Insult0.061276767
Profanity0.017845914
Threat0.009592636
Severe Toxicity0.0046920776
Low Tox 0.15766735 Constructive 0.81 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
No offence to the amazing Indian people, as a Canadian I find the majority very helpful and good for our country. However, things changed 2015- onwards- there are large scam companies now that bring unqualified …
No offence to the amazing Indian people, as a Canadian I find the majority very helpful and good for our country. However, things changed 2015- onwards- there are large scam companies now that bring unqualified people by taking money from them and creating fake student permits for them. The issue with that is that these people are OK with subpar living standards and offer their services for less than minimum wage and this creates a shadow/ cash-based economy where taxes go unreported and quality of life does not improve. This is not good for anyone- not the Canadians and older immigrants who lose jobs to these people and must pay higher taxes to maintain the infrastructure needed for a larger population. Not to mention how these new immigrants are a bit uncultured and almost like the "red-necks" of India- they throw garbage around, do not learn English, never make friendships with other races/ethnicities.
Identity Attack0.054763943
Insult0.076819435
Profanity0.022559889
Threat0.0067834044
Severe Toxicity0.002861023
Low Tox 0.15158679 Constructive 0.775 Policy_Critique
Jan 26, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
Canada must repeat what it did in the 1930's and the 1940's. Canada needs to bring 5 million immigrants from Eastern Europe, like Poland, Portugal, Romania, Ukraine, Russia, Serbia, Bosnia, Lithuania, Estonia, Hungary, Macedonia etc. …
Canada must repeat what it did in the 1930's and the 1940's. Canada needs to bring 5 million immigrants from Eastern Europe, like Poland, Portugal, Romania, Ukraine, Russia, Serbia, Bosnia, Lithuania, Estonia, Hungary, Macedonia etc. Just look at the Eastern Europeans in Canada, they and their Canadian born children and grandchildren have learned and speak English language fluently. In Canada, people speak English and French. The British and the French values must be upheld. God save the King.
Identity Attack0.031722516
Insult0.014580919
Profanity0.010365041
Threat0.007534259
Severe Toxicity0.0018882751
Low Tox 0.04711028 Constructive 0.54 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
I arrived in Canada 25 years ago. Yes, I am an immigrant — but I embraced this country, learned its language, and built my life here. Canadians welcomed me with open arms, and I carry …
I arrived in Canada 25 years ago. Yes, I am an immigrant — but I embraced this country, learned its language, and built my life here. Canadians welcomed me with open arms, and I carry deep respect and gratitude for that generosity. But Canada today is not the Canada of 25, or even 15, years ago. Our nation has changed profoundly. And because I love this country, I believe we must not be afraid to speak up, to protect the values and culture that make Canada the home we cherish.
Identity Attack0.005956655
Insult0.007797878
Profanity0.009801413
Threat0.0062137907
Severe Toxicity0.0006246567
Low Tox 0.011686437 Constructive 0.733 Personal_Narrative
Sep 10, 2025 1 likes Why Canadians Are Turning Against …

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.