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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: "It was never an example, …" 11 comments
So fucking based, especially the thumbnail haha. As an Indian myself, I don't like seeing too many Indians either. For example, just watch all the different "Indians litter" and "India sucks" videos and shorts out …
So fucking based, especially the thumbnail haha. As an Indian myself, I don't like seeing too many Indians either. For example, just watch all the different "Indians litter" and "India sucks" videos and shorts out there. Too many Indians bring their bad habits and couldn't care less about Western values and basic, humane principles. Also, my also Indian Mom recently told me about how she could never be left alone in India because there are a lot of "nasty people" over there. And I've heard those horror stories and seen various clips of that, it's insanity. Thank God I was born in the West.
Identity Attack0.57957685
Insult0.5130944
Profanity0.7107322
Threat0.046541955
Severe Toxicity0.35368225
Toxic 0.74954444 Constructive 0.766 Identity Attack Insult Personal_Narrative
Jan 27, 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 …
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 …
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not …
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not everyone is like that in my experience, I'm not from brampton but I'm sikh and I have sikh friends who are white and indigenous as well. One thing people don't realise is a lot of Canadians are actually really racist. You clearly saw that from the interview of the guy and his wife who was an RN, they passed the exam fair and square but I feel like his lack of understanding of the English language didn't get his point across right. The point he missed was the quality of life is higher in Canada, In India it's way easier, the cost of living is way cheaper, there's tons of cheap labour to hire maids for all your house work for example which is common in their culture, but as you've probably seen online, India isn't the cleanest or friendliest place to be, and if he was a nurse in India he would probably be broke without a good job, and having the opportunity to find good high paying jobs in something that Canadians also do when they travel to the US if a position in their field isn't available in whatever local city they grew up in. The main issue stems from international students from like after covid, regardless of country, India is in the spotlight because there's just more indians compared to other countries international students but its all the same stuff, you have kids from all over the world that might not have learned the same cultural practices, fresh 16-18 year olds living alone for the first time that have to do all their own chores and don't even know how to take care of themselves in some cases or do laundry or anything like that and it doesn't mean they were illegal immigrants or anything, just that they never put in the effort to learn because they were too entitled, its the same with entitled kids that go to Korea or Japan from north America as well that don't learn their culture and customs and misbehave because they are too entitled, and once you understand that you can see the bigger picture more clearly instead of just defaulting to racism. Also I'm not saying they can't be frustrated, its frustrating for everyone, even for me but racism isn't the answer.
Identity Attack0.38699543
Insult0.2817503
Profanity0.06646215
Threat0.015256803
Severe Toxicity0.016771052
Moderate 0.36867723 Constructive 0.855 Moral_Argument
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
The Bike guy is spewing objectively false things about Africans using Richard Lynn IQ data which is disproven: Why "National IQ" Data is Fraudulent 1. The Data is Factually Fraudulent (Sample Bias) Richard Lynn did …
The Bike guy is spewing objectively false things about Africans using Richard Lynn IQ data which is disproven: Why "National IQ" Data is Fraudulent 1. The Data is Factually Fraudulent (Sample Bias) Richard Lynn did not use representative samples. For example, he famously assigned Equatorial Guinea an average IQ of 59 based on a group of children in a Spanish home for the developmentally disabled, then claimed that score represented the entire country. Peer-reviewed studies by researchers like Jelte Wicherts proved that Lynn systematically ignored higher-scoring African studies (some in the 80s and 90s) to keep his "averages" artificially low. If you judge a country’s intelligence by testing its hospitals and orphanages, you aren't a scientist—you're a fraud. 2. Nutrition is the "Hardware" of the Brain Intelligence cannot develop without biological fuel. As of 2026, roughly 30% of children in Sub-Saharan Africa suffer from stunting due to chronic malnutrition. Science proves that iodine and iron deficiencies alone can drop a population's IQ by 10–15 points. You aren't measuring "race"; you are measuring starvation. 3. The Education Gap (Abstract Reasoning) IQ tests do not measure "raw brain power." They measure Western-style schooling. Studies show that for every single year of formal education, a person’s IQ score increases by 1 to 5 points. Comparing the scores of people in countries with 30% literacy rates to people with PhDs in the West is like comparing the "athletic ability" of a runner to someone who has never been given shoes. 4. The "Age and War" Factor The median age in many African nations is under 20, compared to over 40 in Europe. These tests are often administered to children and adolescents in areas plagued by toxic stress from war and displacement. Peer-reviewed research confirms that trauma and PTSD physically impair the parts of the brain responsible for the logic puzzles found on IQ tests. 5. The Flynn Effect (The Death of the Racial Argument) If IQ were "innate" and "racial," it would never change. However, as nutrition and education improved in the West over the last 100 years, average IQ scores jumped by nearly 30 points. This is called the Flynn Effect. African scores are currently rising at the same rate as they develop. The "gap" is a development gap, not a genetic one. Conclusion: Using Richard Lynn’s data doesn't make you a "truth-teller"; it means you fell for a man so biased that his own university revoked his emeritus status for scientific or incompetence and racism. You are confusing privilege—access to food, safety, and a classroom—with innate ability.
Identity Attack0.27914262
Insult0.25404143
Profanity0.16357292
Threat0.025098583
Severe Toxicity0.018836858
Moderate 0.33836752 Constructive 0.527 Unverified_Claim
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
Of course the Liberals don't know what is going on. If they knew what was going on then they could be held accountable and it appears that is something no Liberal wants. They don't want …
Of course the Liberals don't know what is going on. If they knew what was going on then they could be held accountable and it appears that is something no Liberal wants. They don't want to take responsibility ever for anything that they do and they rely on equally inept voters to keep them in office. As to the subject at hand, Canadians should not be responsible for immigrants or people claiming asylum health costs for anything past their first 6 months here. Going past 6 months indicates that they have yet to gain employment and are living off our backs. Those who are still here after being turned back should be located and sent packing immediately regardless of their present standing. For example, someone came here and was rejected but never left. Today they get picked up and now they claim they have a family here. They should still be removed because if they had left when they were supposed to they wouldn't have that family now would they. Yes, it may appear to be harsh but is it not harsh to use the funds provided by people who have a legal right to be here to support those who never should have been here?
Identity Attack0.11163961
Insult0.35505778
Profanity0.027820412
Threat0.007624879
Severe Toxicity0.005874634
Moderate 0.3302291 Constructive 0.611 Policy_Critique
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Videos like these would be nicer if you did research/fact-checked people's statements. I know the purpose is to get the POV of the general populace, but it sucks hearing at the end of the video …
Videos like these would be nicer if you did research/fact-checked people's statements. I know the purpose is to get the POV of the general populace, but it sucks hearing at the end of the video "Well, idk why" when you could improve the quality of the video by supporting or rejecting claims people make. Also, asking more balanced questions instead of biased ones is another way you can improve. For example, no difficult questions or claims against the anti-immigration Canadians were given - they were basically just asked "why do you think this?" On the other hand, the pro-immigration migrants were given questions regarding claims made by the anti-immigrant Canadians - which again was never fact checked by your team. It's difficult and feels like a waste of time when we're just hearing testimony - as important as each individual's story is - but without any critical thinking or research applied.
Identity Attack0.05612817
Insult0.16883044
Profanity0.21348765
Threat0.007689608
Severe Toxicity0.008735657
Low Tox 0.25462922 Constructive 0.833
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
As an Indian who's living in india never went to Canada even once this should be the responsibility of the government don't promote mass immigration govt should take a stand against these people if they …
As an Indian who's living in india never went to Canada even once this should be the responsibility of the government don't promote mass immigration govt should take a stand against these people if they are not paying taxes not working properly not following rules etc it's your govt and Canadian people's responsibility but in the recent Times I've never seen the worst canadian govt till date its really bad you guys should do something about your govt they are not in good trade relations with anyone around the world recent example usa
Identity Attack0.10221587
Insult0.107333586
Profanity0.029460056
Threat0.008686432
Severe Toxicity0.005493164
Low Tox 0.20102765 Constructive 0.595 Policy_Critique
Oct 25, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Canada's Immigration Crisis: Prioritizing National Interests Over Uncontrolled Influx from India The Government of Canada must immediately halt the unchecked influx of immigrants from India. This is not about xenophobia—it's about protecting Canadian society, resources, …
Canada's Immigration Crisis: Prioritizing National Interests Over Uncontrolled Influx from India The Government of Canada must immediately halt the unchecked influx of immigrants from India. This is not about xenophobia—it's about protecting Canadian society, resources, and identity from a pattern of exploitation that is eroding our nation. 1. Failure to Assimilate and Community Insularity Indian immigrants are not integrating into Canadian culture. Instead, they form parallel societies: Sending children to private ethnic schools that prioritize Indian languages and customs over Canadian values. Erecting statues and cultural symbols that celebrate India, not Canada—this is Canada, not a satellite of New Delhi. Prioritizing their own communities in hiring and services, creating ethnic enclaves that exclude others. This insularity prevents true assimilation and fosters division. 2. Exploitation of Systems and Loopholes Many arrive through fraudulent means and demand instant benefits: Establishing "diploma mill" colleges solely to gain entry, then claiming permanent residency or citizenship after minimal study. Only Indians teachers are hired through this made up "Colleges". Sponsoring extended family chains (parents, siblings, cousins) who contribute nothing but drain resources. Elderly parents, who have never paid Canadian taxes, access healthcare and social services immediately, overburdening hospitals while their families use nursing homes as a last resort. Bribing for driver's licenses abroad, leading to reckless, entitled driving on Canadian roads. These tactics exploit loopholes, bypassing fair processes meant for genuine contributors. 3. Strain on Resources and Job Market The rapid population growth is unsustainable: High birth rates (far above Canada's replacement level) are used strategically to "populate" the country and secure more benefits. Taking jobs from Canadians in government, police, education, healthcare, and beyond—often through nepotism and "cutting in line" for their networks. For example IRCC Director - Harpreet Kochhar Deputy Minister - Pemi Gill and Aiesha Zafar who have no idea where the 79,000 illegal Indians are in Canada. Remove these Minister from their position. They are incompetent in the jobs. Fraud = Predominant country = India. Nepotism is rampant in their community and their class system mentality. Overwhelming housing, food banks, parks (littered with garbage), and public spaces (including reports of improper behavior on beaches). Many work in low-productivity roles, undercutting wages and relying on welfare despite employment. Canadians are being displaced in their own country. 4. Criminal and Cultural Importation A subset brings a "gangster mentality" from India: Rising involvement in organized crime, fraud, and violence in cities like Brampton and Surrey. Lazy or substandard work ethic in some cases, prioritizing quick gains over quality. Just look at Tim Horton! This is not the skilled, law-abiding immigration Canada needs. Call to Action: Policy Reforms Now Cap and pause Indian immigration until assimilation metrics improve. End chain migration and fake college scams—require proven contributions before PR/citizenship. Enforce assimilation: Mandate public schools, cultural integration tests, and community service. Protect Canadians first: Prioritize housing, jobs, and services for citizens. I don't care if this is labeled "racist"—the evidence is clear. Indians are not here to build Canada; many are here to overtake it. Canadians have to act before it's too late.
Identity Attack0.14661247
Insult0.047935467
Profanity0.014566627
Threat0.008634649
Severe Toxicity0.004196167
Low Tox 0.15324512 Constructive 0.674
Oct 29, 2025 IRCC Names India in Study …
I lived in Canada for 11 years, 2008 - 2019, went to university and worked in Toronto. I come from an upper-middle class family in China, went to a top university in Canada, landed good …
I lived in Canada for 11 years, 2008 - 2019, went to university and worked in Toronto. I come from an upper-middle class family in China, went to a top university in Canada, landed good jobs and I speak English like a native. I got my PR in 2015 and I remember the painful uphill battle I had to go through just get that. All the bureaucracy, redtape, unnecessarily rigid rules, high cost and long wait I received from CIC/IRCC felt like a humiliation to me. Every document was scrutinized and every step had obstacle that fealt unreasonable (my TOEFL examiner ask me why I had to do the language test required by CIC, and I had to visit a notary to validate my Chinese national ID card). It felt uneasy but I understood that these were the rules that everyone had to go through, and moving and integrating into a new society was never meant to be easy. I went back to Canada in 2021 and 2024, and it was evident that the country I once called home had gone down the hill. The streets were screaming crime, unemployment, inflation, drug and filth, it's total social rot. As someone who went through the whole immigration process (and many of my friends who went through the same have left Canada for good, like myself), I attribute much of this to failed immigration policy. I cannot help but feel confused, angry, betrayed and humiliated when I look at the recent immigration policies of Canada and their results, and compare with what I had to go through. The feeling sums up to: Canada penalizes the hard-working and law-abiding people, and rewards the undeserved and the cheaters. Example: when the US creates wars in the Middle East, why does CANADA bear the cost of bringing in refugees? I never regretted moving back to China and East Asia, and I feel bad for those who still truly think of Canada as home, as I am one myself. When the leadership of a country deviates from pragmatism, reason and common sense, and instead embraces idealogies, hypocrisy and political optics, this is what happens. The prices are paid by everyone, immigrant or not. For this, Trudeau deserves a court trial for his incompetence and dereliction of duty; and the people of Canada need some honest and serious retrospection. I will share some words of wisdom by the late Lee Kwan Yew: “Whoever governs Singapore (LKY was the PM and founding father of Singapore) must have that iron in him. Or give it up. This is not a game of cards, this is your life and mine. I've spent a whole lifetime building this and as long as I'm in charge, nobody is going to knock it down.” I hope the clownish weakling politicians in Canada (and, in much of the western world nowadays) can be enlightened a little bit.
Identity Attack0.01465176
Insult0.03158728
Profanity0.018187506
Threat0.0072235605
Severe Toxicity0.0019073486
Low Tox 0.07371122 Constructive 0.819
Oct 8, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
It was never an example, it was a laboratory. Notice how the same issues happened wherever this experiment was conducted?
It was never an example, it was a laboratory. Notice how the same issues happened wherever this experiment was conducted?
Identity Attack0.0016279058
Insult0.0074178753
Profanity0.010125926
Threat0.0063950317
Severe Toxicity0.00054597855
Low Tox 0.011560776 Low Con 0.181 Unverified_Claim
Feb 17, 2026 10 likes LILLEY UNLEASHED: The fall of …

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.