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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: "We need a PM that …" 12 comments
Since PM MODI of INDIA is now HUGGING King Jong Un, Putin, and China Leaders............... At the Summit of Anti Western Nations.... They are all East Indians who need to be shut out?! Their Mother …
Since PM MODI of INDIA is now HUGGING King Jong Un, Putin, and China Leaders............... At the Summit of Anti Western Nations.... They are all East Indians who need to be shut out?! Their Mother Country Seeks Menace to Canada. Otherwise MODI wouldn't treat Canada like Shit. They laugh at us. Cut them off. Show Modi were not your dumping ground. HOW WILL CHINA, RUSSIA Like it when India in their "Partnership" should ASK For their Indians to go in DROVES to Russia, China.................... HAH!!!!!!!!!!!!!!! NO WAY. Canada SHUT IT DOWN. INDIANS dont Respect US. Their home Country conspires and SHOOTS canadian CITIZENS and Then SNUBS US. MAKE YOUR OWN COUNTRY. DO BETTER SCAMMERS!!!!!!!!!!
Identity Attack0.55044734
Insult0.5935568
Profanity0.4662011
Threat0.34804323
Severe Toxicity0.35515398
Moderate 0.6744087 Low Con 0.279 Identity Attack Insult Unverified_Claim
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
The guy on the bike that the losers in the comment section said should be the PM for Canada is a white inferiorist who knows nothing of history. And it’s unbeknownst to him that the …
The guy on the bike that the losers in the comment section said should be the PM for Canada is a white inferiorist who knows nothing of history. And it’s unbeknownst to him that the IQ for the average white man today is much less than the IQ of the average white man say in the 1950s but wants to talk about the IQ of black people in Africa. And he says that he’s a racist but hes also a broke loser thats why he’s in the state that he’s in. The fact that you have a bunch of low IQ people in the comments butt hurt about the immigration saying that the guy on the bike should be the PM of Canada tells me what I need to know about them as well.
Identity Attack0.5135796
Insult0.6306599
Profanity0.17055123
Threat0.012285355
Severe Toxicity0.024866661
Moderate 0.5972042 Moderate Con 0.306 Identity Attack Insult Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canada has become a f'ing cesspool with all these useless inbred immigrants. The Liberals with the first Trudeau PM started the downfall in the 70's and the second Trudeau PM for the last 10 years. …
Canada has become a f'ing cesspool with all these useless inbred immigrants. The Liberals with the first Trudeau PM started the downfall in the 70's and the second Trudeau PM for the last 10 years. The politicians need to go to jail for causing this to happen and we need to ship all of these immigrants back.
Identity Attack0.4907465
Insult0.57787937
Profanity0.35094926
Threat0.09776353
Severe Toxicity0.067522444
Moderate 0.5885171 Moderate Con 0.322 Insult Fear_Threat
Mar 2, 2026 1 likes Inside Canada's Indian Invasion...
He wants to have a slave class to serve the elites. 95% of maid is white people. Now fast tracking citizenship for Chinese mercanary soldiers and taking our guns for the 3rd time and spent …
He wants to have a slave class to serve the elites. 95% of maid is white people. Now fast tracking citizenship for Chinese mercanary soldiers and taking our guns for the 3rd time and spent billions and aren't getting guns but this time they will and Chinese mercenaries have no ties so they will have no problem turning their guns on us. I believe he is planning a genocide of older people to save money on Healthcare after all death cures everything. His orange man bad narrative is going to come true if he thinks trump will put up with massive immigration and ccp soldiers in our military. Carney has so many conflicts of interest he is tanking canada on purpose so he can sell his green scam tech which surprise is owned by Brookfield a Canadian company which he moved to New York to avoid paying our high taxes. He is the biggest security threat to canada ever he is a madman ,arrogant prick that needs to go to jail along with his gangster liberal buddies. I cant believe how lefties believe his b.s every word out of his mouth is a lie. He attacks Pierre and he is not the government and says its a global problem. No its liberal mismanagement and corruption. The election is over after ontario and quebec votes because its gerrymandered with not enough seats out west because they think we are children and we pay the bills and no immigrants are working i get taxed 1500 on my 1450 pension to pay for these parasites. Carney talks out of the side of his mouth id love to play poker with him he cant lie worth shit. There is no way these policies are put in for any reason other than to impoverish us they are ridiculous. How about the teacher in hope b.c who got a 750,000 fine for a perfectly reasonable post about trans insanity. They say they are going to give it to lgbq+ offended teachers. You disagree with the government narrative they freeze your bank account, cancel you and bankrupt you all in violation of the charter of rights and freedoms. There not even trying to hide their dictatorship with their new kings clause where a company thats in with pm can basically break Canadian laws if pm says so. I hope ee get invaded i will never go to a hospital to die . In ontario 65 people got maid in 24 hours without talking to family and without life threatening conditions. This guy is a co trol freak has to be stopped now
Identity Attack0.43896464
Insult0.38852
Profanity0.1184936
Threat0.27243137
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.535 Unverified_Claim
Feb 25, 2026 LILLEY UNLEASHED: The fall of …
We need a PM that puts Canadians first. No more immigrants and get rid of😅😂the 600,000 illegals here now
We need a PM that puts Canadians first. No more immigrants and get rid of😅😂the 600,000 illegals here now
Identity Attack0.44690517
Insult0.21135417
Profanity0.028093686
Threat0.13815513
Severe Toxicity0.023076924
Moderate 0.37751234 Low Con 0.286 Policy_Critique
Aug 30, 2025 Why Canadians Are Turning Against …
Canada is too generous by far. We need to go back to the good system we had under PM Harper. We also need to enforce our laws and kick the illegals out. Or the very …
Canada is too generous by far. We need to go back to the good system we had under PM Harper. We also need to enforce our laws and kick the illegals out. Or the very least, cut off the social programs to these people.
Identity Attack0.28034934
Insult0.07555214
Profanity0.022628209
Threat0.33609006
Severe Toxicity0.014576134
Low Tox 0.29039988 Constructive 0.515 Policy_Critique
Feb 17, 2026 10 likes LILLEY UNLEASHED: The fall of …
If they didn’t want Indians to be in their country, then probably the British, French and Portuguese shouldn’t have forced their way into India. Especially Britain, stealing around £38 Trillion from India. Actions have reactions.😂😂😂😂 …
If they didn’t want Indians to be in their country, then probably the British, French and Portuguese shouldn’t have forced their way into India. Especially Britain, stealing around £38 Trillion from India. Actions have reactions.😂😂😂😂 And if people want to UNDERSTAND why people from mostly Punjab move to Canada, they need to learn history. The short version is - Sikh Regiment, business in the 19th and 20th century. For a longer version why the migration exploded in the late 20th and 21st century, the seeds were sown back in the early 20th century - Brits favouring a handful of Khalistanis to weaken Indian National movement before Indian Independence (read Sanjiv Sanyal’s book - “Revolutionaries”) and keep the Jewel (India) in the crown. Post the assassination of Indian PM Indira Gandhi by the Khalistani Terrorists (concentrated in Punjab) in 1984 and the Indian government crackdown on them - many found refuge in Canada aided by Pakistan’s Intelligence Service Agency and off course the USA and Canada 🫡🫡🫡 Indian government repeatedly pleaded the West to hand over the terrorists but surprise surprise, the West wants to use these elements to keep India in check and support its ally Pakistan. Fast forward, Khalistani sympathisers (Khalistan was a violent separatist movement in Punjab)find their refuge in Canada. Their relatives move in shortly and encourage others from Punjab to do so. Why ?? To build the base for Khalistan movement in Canada against India (all this being supported by the West while India cries its lungs out) 😢😢😢. Canada becomes a mini Punjab for the Khalistani terrorists/sympathisers. The Punjabi culture takes root courtesy of the Khalistanis - brings in more migration. Fast forward to today, the movement is now a tsunami with people from Punjab moving in large numbers. Why ? Because of the Khalistan movement, Punjab got destroyed economically (it was the richest state in India) as a result people are forced to move out. And the best place is their second Punjabi 🫣🫣 ie. Khalistani homeland Canada.
Identity Attack0.2816105
Insult0.12521741
Profanity0.026590679
Threat0.0091524795
Severe Toxicity0.008621216
Low Tox 0.26859093 Constructive 0.685 Comparative_Framing
Feb 11, 2026 4 likes Inside Canada's Indian Invasion...
Canada PM has deal with India Modi to use and abuse students as needed. Many other countries would get rejected while Indian would get access to Canada while colleges and universities exploit them as needed.
Canada PM has deal with India Modi to use and abuse students as needed. Many other countries would get rejected while Indian would get access to Canada while colleges and universities exploit them as needed.
Identity Attack0.27662867
Insult0.08582769
Profanity0.019075647
Threat0.03649433
Severe Toxicity0.008163452
Low Tox 0.25462922 Moderate Con 0.33
Sep 29, 2025 IRCC Names India in Study …
People want reduced numbers but dealing with existing temporary workers needs a just solution . Canada lacks the space. Two thirds of the population live within 62 miles of the US border! You go little …
People want reduced numbers but dealing with existing temporary workers needs a just solution . Canada lacks the space. Two thirds of the population live within 62 miles of the US border! You go little north and life will be miserable and unbearable. —- PM Carney is a rational man. The numbers need to be managed. New entrants specially reduced, but I don’t know about those in the country already. It’s like they got hoodwinked.
Identity Attack0.013646871
Insult0.06739554
Profanity0.016616182
Threat0.007832011
Severe Toxicity0.0022125244
Low Tox 0.11479026 Constructive 0.784 Policy_Critique
Feb 11, 2026 Canada's tighter immigration policy divides …
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)
I would like to say thank you for your video, I passed my test, I got 18/20 today 18 July 2025 5:06 pm . I appreciate it. The questions are very easy, no need to …
I would like to say thank you for your video, I passed my test, I got 18/20 today 18 July 2025 5:06 pm . I appreciate it. The questions are very easy, no need to fret.
Identity Attack0.007917541
Insult0.011274899
Profanity0.024131214
Threat0.010032792
Severe Toxicity0.002193451
Low Tox 0.028856417 Constructive 0.715 Meta_Commentary
Jul 18, 2025 13 likes Canadian Citizenship Test 2025 – …
Tyler no need to wonder why the government allows this .... look at who's holding PM right now. That's ur answer
Tyler no need to wonder why the government allows this .... look at who's holding PM right now. That's ur answer
Identity Attack0.001692652
Insult0.011274899
Profanity0.010501678
Threat0.0064468146
Severe Toxicity0.000667572
Low Tox 0.018723432 Low Con 0.234 Identity_Assertion
Feb 20, 2026 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.