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Canadian Immigration Dashboard [ CID ]
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: "1 and 2 kind of …" 9 comments
🚩🚫🚩🚩🚩🚩🚩🚩🚩🚩🚩🚩🚩 🌙 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 …
Tyler Panjab is First country occupied by india , for kind information, Sikhs and Panjaab is not India nor hindus and Neither they are Pakistani or Muslims , and india killed half millions Sikhs in …
Tyler Panjab is First country occupied by india , for kind information, Sikhs and Panjaab is not India nor hindus and Neither they are Pakistani or Muslims , and india killed half millions Sikhs in last 125 yrs as they are bff with yemen mughals pig god of theirs as mughal mukesh ambaanies adaanies modi shaah doval jaishankar bishnoi yogi Sunak Anita Anand Jeff Patel Chandra Arya Mehta Patels Gupta aggarwals Joshies mittals mehul choksi terrorist actors when British left, they occupied Sikh country as Sikhs stood with white race in world wars 1&2 to help as soldiers in British army
Identity Attack0.5039629
Insult0.48627716
Profanity0.33453682
Threat0.3485223
Severe Toxicity0.44787344
Moderate 0.43720075 Moderate Con 0.357 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
It's hilarious that even now Canadians will not say a word against these majority white politicians and bureaucrats. Even at this table, there are 2 whites, 1 East Asian and 1 South Asian. Yet the …
It's hilarious that even now Canadians will not say a word against these majority white politicians and bureaucrats. Even at this table, there are 2 whites, 1 East Asian and 1 South Asian. Yet the entire country just wants the South Asians out. You will not hold a single one of your kind responsible for what is predominantly a white political and bureaucratic body. And then you wonder why you're being called racists. You people ARE. It's so much easier to direct your anger towards the brown guy than the white guy isn't it? Because then you'd have to admit that the white guy is the one holding the gun and the brown guy is the one whose shoulder is being used to rest the gun on. Good luck fixing the roots of your problems Canadians. You just carry on shouting at the symptoms.
Identity Attack0.4508763
Insult0.3388922
Profanity0.06345607
Threat0.011974656
Severe Toxicity0.017158391
Moderate 0.39021665 Constructive 0.506
Sep 28, 2025 IRCC Names India in Study …
1. The PROBLEM is WHO Canada lets in! ANYONE that has applied for Asylum, should be rounded up and deported, many of them were DENIED Asylum by the U.S. and other countries because they have …
1. The PROBLEM is WHO Canada lets in! ANYONE that has applied for Asylum, should be rounded up and deported, many of them were DENIED Asylum by the U.S. and other countries because they have ties to Terrorist or Criminal Organizations! (I could post a List of Known Terrorist Groups Operating in Canada, Most are from Muslim countries, India, Pakistan, and Palestine!) 2. Any Immigrant that REFUSE to comply with Canadian Laws needs to be Deported! (Example: Not having to wear motorcycle helmets for "Religious reasons" and that kind of stuff!) 3. If an Immigrant commits a crime it is INSTANT DEPORTATION, never to be allowed Entry Again! (including any and all members of their Families!) 4. Canada needs to STOP subsidizing these Immigrants PAY! You want to come to work, Fine You EARN your ENTIRE Pay Check like everyone else does! (I know at least ONE Employer that is Scamming part of the Subsidy for themselves instead of paying workers what they are supposed to pay them! I am sure there are others!) 5. If you throw a protest for a Known Terror group, INSTANT Deportation!
Identity Attack0.38699543
Insult0.25800487
Profanity0.036651865
Threat0.050098058
Severe Toxicity0.02258113
Moderate 0.36867723 Constructive 0.554
Sep 1, 2025 1 likes Why Canadians Are Turning Against …
Welp, 1. We gave government immigration jobs to the very same greasy people who are not doing any kind of vetting. 2. Immigration "consultants" gaming the system by submitting false documentation and defrauding their own …
Welp, 1. We gave government immigration jobs to the very same greasy people who are not doing any kind of vetting. 2. Immigration "consultants" gaming the system by submitting false documentation and defrauding their own people in the process. (See Item 1) 3. Shopping mall colleges enrolling foreign students, taking their money and pumping out useless "Business Diplomas" for classes they never attended, Then they claim asylum and or turn to crime all the while mooching off food banks. (See items 1 & 2) 4. Foreign investors buying Tim Hortons, McDonalds, and other retail business then import and only hire their own people to work as indebted slaves as Canadian tax payers subsidize them. 5. Anyone can claim refugee status in Canada and get instant benefits. 6. They can bring over Grama and Grampa who contribute zero to the economy and clog up social services and the healthcare system. Questions?...
Identity Attack0.19298288
Insult0.37392882
Profanity0.070942834
Threat0.009644418
Severe Toxicity0.011367798
Moderate 0.36095104 Moderate Con 0.453 Policy_Critique
Aug 26, 2025 Why Canadians Are Turning Against …
As a indian my self i found saying "proud canadian " from a indian is really weird cringy they are not even inviting you and all of they just tryn hard to associate with them …
As a indian my self i found saying "proud canadian " from a indian is really weird cringy they are not even inviting you and all of they just tryn hard to associate with them either make india better or live here there is no need to move out HIndus are already started birthcontrols being aware is just all we need thats it i think whites or native people are right because no one likes sudden changes !! I am also capable of moving out but i will not i think i can do something better here i can make my community better . Indians also have this some kind of invisible competetion between there extended fam. or neighbourhood which is the one of the shittiest reason of indian leaving india they think washing dishes is better then a business or farmer here . I know we have multiple problems but leaving them would not give any solution to them ,we are actually growing it takes time to be like any europian country but im sure we should not have to like them we can be better in our own we are not in a race of living better all we have to do is making our living standards better Rule No 1 Never make more than 2 children Dont do something uncivilied thing in front of them We are really good in cleaning our houses but focus on streets too( ofc this is not for all many of us are actually doing this) Dont give shit about politics too much your control should be in your hands Practice religion very well , Dont cutt off from roots Dont beileve in pathetic rituals Rivers are water sources respecting them means keep them clean as possible thats all Work on esthetics of your streets try to make your house lil similar to all and dont think of job either you can make jobs THATS ALL. In this case like if we say we dont want to tolerate illegal bangladeshis same as they NO nation wants too much people from a particular country it obviously feels like invaded Anyhow To all white people reading this May be you can found us problematic in some way but most indian are really sweet and kind by heart .
Identity Attack0.36702603
Insult0.24493282
Profanity0.092279755
Threat0.010472948
Severe Toxicity0.014447021
Moderate 0.31963667 Constructive 0.707
Jan 3, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
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)
1 and 2 kind of contradict eachother lmao
1 and 2 kind of contradict eachother lmao
Identity Attack0.012541492
Insult0.047349896
Profanity0.108590275
Threat0.010291707
Severe Toxicity0.00831604
Low Tox 0.20032968 Low Con 0.256 Meta_Commentary
Jan 14, 2026 1 likes Canada’s new rules in 2026
The world is changing my friend old people from sedwell countries. Other countries that the west destroyed and robbed the reverse is now happening. These people from those countries are now coming in your country, …
The world is changing my friend old people from sedwell countries. Other countries that the west destroyed and robbed the reverse is now happening. These people from those countries are now coming in your country, it's kind of funny, you Europeans or westernized people don't like it, but it was okay when you destroy their country and 1 day country put in case you should mind your own business 2 years ago. Now you're paid for what you did.
Identity Attack0.08500996
Insult0.05262003
Profanity0.021876704
Threat0.010602405
Severe Toxicity0.0041007996
Low Tox 0.15545623 Moderate Con 0.453 Moral_Argument
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.