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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 #}

Comment Explorer

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Active: "Both my sons were born …" 10 comments
About time! Indians are indeed in all the jobs! My son born here went to a job interview and was disgusted with the entire room filled with Indians unable to speak proper English!!!!! If Carney …
About time! Indians are indeed in all the jobs! My son born here went to a job interview and was disgusted with the entire room filled with Indians unable to speak proper English!!!!! If Carney does not stop them Trump or no trump, i will not vote for him again. As it is the jury is still out on him!!!!!?!! I hate Trudeau and the mess he's made of Canada!!!!!
Identity Attack0.43903774
Insult0.090437785
Profanity0.0030823688
Threat0.0030097065
Severe Toxicity0.000034775607
Moderate 0.44317427 Identity_Assertion
May 31, 2025
🚩🚫🚩🚩🚩🚩🚩🚩🚩🚩🚩🚩🚩 🌙 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 …
As a proud Canadian I am so very done with these immigrants literally bombarding and overwhelming our beautiful country. We, Canadians need to come together. Unite. Deny all immigrants. I’m tired of hearing about these …
As a proud Canadian I am so very done with these immigrants literally bombarding and overwhelming our beautiful country. We, Canadians need to come together. Unite. Deny all immigrants. I’m tired of hearing about these people that are not Canadian, not born here, migrated here, and are doing so many sickening illegal things to OUR PEOPLE. Kidnappings. Abductions. Stalking single women. Stealing. Squatting in homes and properties. All that with no consequences. Zero. None. And yet they receive all the jobs. All the income. All the amenities that natural born true Canadians should receive and very well deserve. I have never understood why these immigrants all of a sudden bombarded our small towns and cities like swarms of rodents or insects and expect to be welcomed with open arms. It seemed like it happened overnight! I remember seeing a few immigrants wearing their traditional towel wrap things on their heads in a mall one day and I was okay with it. Figured they were tourists or something and then BAM there are THOUSANDS of them moving in our towns and act like they own the place. Trying to intimidate US! In our OWN COUNTRY! It really angers me from within but at the same time I don’t want to come off as a racist or a hater or wtv. I’m not a racist by any means, but I am a very protective Canadian and I love my people and my country and I will help do whatever it takes to protect my country from immigrants and them thinking that they can push us around, intimidate us and try to act superior when they are the ones pretty much INVADING our beautiful, peaceful country. I am a PROUD CANADIAN SON. Pardon my long rant. Love, Peace and Unity 👊🏽 #nativecanadianpride
Identity Attack0.46028158
Insult0.38406035
Profanity0.07255927
Threat0.13262562
Severe Toxicity0.023411209
Moderate 0.41168427 Constructive 0.713 Fear_Threat
Sep 5, 2025 1 likes Why Canadians Are Turning Against …
You guys can’t respect Canada and have the same values like Canada, wanting to change our wonderful country then please do Canadian a favor and go back to your country. I hate to see how …
You guys can’t respect Canada and have the same values like Canada, wanting to change our wonderful country then please do Canadian a favor and go back to your country. I hate to see how our lovely country is going down hill because of the mistakes of our government not screening the immigrants coming to this country. We’re sick and tired of the mess this has done to our country. My son is almost 40, born in Canada and is facing the sane dilemma as our fellow Canadians. We must do some reform with our immigration.
Identity Attack0.27991617
Insult0.24928534
Profanity0.035649836
Threat0.009747985
Severe Toxicity0.011367798
Moderate 0.31132057 Constructive 0.597 Identity_Assertion
Sep 15, 2025 Why Canadians Are Turning Against …
I'm a Canadian, I was born here, who knows what generation Canadian I am - my ancestors were here long before Canada was a country, later they fought for the British (one naughty son fought …
I'm a Canadian, I was born here, who knows what generation Canadian I am - my ancestors were here long before Canada was a country, later they fought for the British (one naughty son fought for the "rebels" americans and was in jail for 5 years), the monarchy granted them 100 acres in the Niagara region which was farmed by a line of my family until the 1980s when the last of that direct line sold which is tragic. blah blah - Canadian. ANYWAY - I love other people, other cultures, every immigrant that spoke in this video I welcome with open arms, would befriend, share a meal with etc. I grew up working with many people from Pakistan and India who were escaping really scary situations, worked their butts off to be part of this country, learn the language, save for a home - live a safe and happy life. Whether you're a first or 50th generation Canadian - you come here and you adapt to our wonderful way - you're a freaking Canadian. That's not happening right now. Like the video said, it's a math problem. One of my largest concerns is that now all these wonderful Canadians who have been here for a long ass time, worked their butts off to be part of the family will now be subject to violence, harassment and racist comments because this population bomb has misrepresented their intentions entirely.
Identity Attack0.14233272
Insult0.16551061
Profanity0.05017922
Threat0.008401625
Severe Toxicity0.007896423
Low Tox 0.24924077 Constructive 0.806 Solidarity
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
as a son of immigrants and born in canada, i understand everyones concerns. for all the hard work we've done to assimilate and be accepted, the newer indians have thrown that hard work we've done …
as a son of immigrants and born in canada, i understand everyones concerns. for all the hard work we've done to assimilate and be accepted, the newer indians have thrown that hard work we've done out the window very sad
Identity Attack0.17614605
Insult0.04969218
Profanity0.01805087
Threat0.006912862
Severe Toxicity0.003452301
Low Tox 0.15987846 Constructive 0.767 Personal_Narrative
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I am born in Canada and I am seeing immigrants getting so much help! They live better than my son and I and I’m 60 man .. wow!! My son and I were evicted 3 …
I am born in Canada and I am seeing immigrants getting so much help! They live better than my son and I and I’m 60 man .. wow!! My son and I were evicted 3 yrs ago and barely found a place I can afford!! I’m indeginious and I love All diff races man!! We were soooo close to live in my car! And 34 yrs at my job!!
Identity Attack0.09824528
Insult0.023866551
Profanity0.01764096
Threat0.0071717775
Severe Toxicity0.003528595
Low Tox 0.11129999 Constructive 0.693 Personal_Narrative
Aug 26, 2025 21 likes Why Canadians Are Turning Against …
Did some sons to immigrants in Brampton too maybe convert to Christianity after being born in Canada to Sikhs some of whom were authoritarian in Brampton too same as authoritarian minded men and women from …
Did some sons to immigrants in Brampton too maybe convert to Christianity after being born in Canada to Sikhs some of whom were authoritarian in Brampton too same as authoritarian minded men and women from every other kind of family background are like sometimes. Would be interesting to find out how they mangaged to survive after choosing to leave the faith of their parents behind them.
Identity Attack0.06658725
Insult0.028392024
Profanity0.012551232
Threat0.0064468146
Severe Toxicity0.0019264221
Low Tox 0.10089093 Constructive 0.645 Personal_Narrative
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
(This can be viewed as assumptions but it's factual) Was at a A&W last night me and my fiancee were the only Canadians there... went to Walmart after.... Now sure I wasn't in every part …
(This can be viewed as assumptions but it's factual) Was at a A&W last night me and my fiancee were the only Canadians there... went to Walmart after.... Now sure I wasn't in every part of Walmart but I only seen one actual Canadian born worker... Sure it can be said it's assumption on my part but I am confident with my assumption based on what I saw. Our public transportation ( bus ) there's only 4 Canadians left. Now our busses speed, don't give time for people to get on safely.... accidents almost daily. And from what I heard there has to be a shuttle bus on standby because the new drivers just make false claims of accidents and issues so shuttle has to come and pick up the people on the bus to finish the route. Our rental market is far and thin. Our homeless is Canadians NOT foreign. And we are seeking illicit activities and mind altering chemicals to deal with the stress of life more and more each day. Concerns me my son and daughter have to grow up like this. I fear for them and their future in a country that I once believed in. I'm not racist I try my best to treat everyone fairly and equally. But Canada is changing and it's causing great impact we can't handle.
Identity Attack0.02138452
Insult0.024511116
Profanity0.015728042
Threat0.007832011
Severe Toxicity0.0019836426
Low Tox 0.054779384 Constructive 0.835
Aug 31, 2025 4 likes Why Canadians Are Turning Against …
My son is Canadian born and a college graduate. He was a smart student and very hard working person but until now he couldn't find a job even at Tim Horton. I noticed that a …
My son is Canadian born and a college graduate. He was a smart student and very hard working person but until now he couldn't find a job even at Tim Horton. I noticed that a lot of people who are working now are from India. They're the one who are getting experienced and etc.This is not fair to Canadians😢.
Identity Attack0.00010560334
Insult0.00015255246
Profanity0.000024591673
Threat0.000033847275
Severe Toxicity0.0000032942548
Low Tox 0.00037675962
Apr 19, 2025 28 likes

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.