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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: "Keep the khalistani with you …" 9 comments
Sorry darling, but those are not Indians, they keep applying for indian documents and get rejected, because around 20 years ago India recognised them as a terrorist separatist group. That's why they are called KHALISTANIS, …
Sorry darling, but those are not Indians, they keep applying for indian documents and get rejected, because around 20 years ago India recognised them as a terrorist separatist group. That's why they are called KHALISTANIS, NOT INDIANS. Clean up your own mess, Canadians.
Identity Attack0.46028158
Insult0.36798462
Profanity0.034146797
Threat0.011042561
Severe Toxicity0.01896597
Moderate 0.41690505 Moderate Con 0.313
Jan 5, 2026 Inside Canada's Indian Metropolis (Brampton)
"Invasion", while it was the previous Canadian government that let in a flood of Indians by letting Canadians run fake diploma mills, including but not limited to khalistani terrorists despite warnings from the Indian govt. …
"Invasion", while it was the previous Canadian government that let in a flood of Indians by letting Canadians run fake diploma mills, including but not limited to khalistani terrorists despite warnings from the Indian govt. But not taking any blame is a part of white culture so it is wt it is ig. Keep importing our worst, keep blaming others instead of your govt, helps us back home
Identity Attack0.43256098
Insult0.26957804
Profanity0.041160982
Threat0.011120236
Severe Toxicity0.014963473
Moderate 0.37751234 Moderate Con 0.374 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
Why in the first place White Canadian Politicians, Canadian Establishment allowed Large numbers of Indians to come to Canada ?? And Mind you, majority of Indian migrants are Legal Immigrants and those who had arrived …
Why in the first place White Canadian Politicians, Canadian Establishment allowed Large numbers of Indians to come to Canada ?? And Mind you, majority of Indian migrants are Legal Immigrants and those who had arrived illegally was taken back to India by indian authorities. But illegal Indians thise Canadian Government choose to keep and not handover to India purposely are mystery. And Remember Canada's Anti India group AKA Criminal Sikh Khalistani organisation which is Legally protected, patronised, used by very Canadian political party & Canadian Secret Service agencies to Snub india in geopolitics. Vanadian courts have already convicted these Khalistani Criminals for Bombing Air India Flight in 1983 where 300+ Candian citizens were died. These khalistanis & other ilegal indian immigrant who are willfully protected by canada under the name of Social Religious Freedom & what not. India had already complained to Canada about stop giving political asylum to these criminal groups, end the support to these Sikh Khalistani Criminals who are awaiting Criminal trials in Indian courts. But Canada refused to handover these criminals, many of these who have become Khalistani Drug Cartel Operatives & recruits living in Canada under secret Canadian government protection. And same Khalistani Big drug cartel money goes in to Canadian election funding and to the Canadian Political parties both the Conservative & Liberals are in co hoot with these Indian criminals. Thats why they get free run in Canada. Hense Canadian political parties protect ,shield the Khalistani group members when ever they get into trouble with Canadian Law & enforcement. So Canadian whites are equally responsible for corruption, rampant unchecked immigration of criminals and then its easy for Whites Canadians to blem India & Indians for everything mess they have created in Canada. No White Canadian is questioning RCMP's role in all this mess bcoz white Canadians never want to question their White Canadian Police and how the RCMP police operates ignoring the criminal activities of Immigrants who become drug cartel members and how the hell they get quick easy Canadian Citizenship where as a Legal Skilled immigrant do not get Canadian PR or Citizenship even after putting many efforts and money as fees. Something Rot is Cookin in Canada and it Smells bad....😢😢
Identity Attack0.4139151
Insult0.26957804
Profanity0.049427703
Threat0.011612174
Severe Toxicity0.018126737
Moderate 0.36867723 Constructive 0.504 Unverified_Claim
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
More like Khalistanis rather than Indians most people who are qualified only takes up Canada if they don't get their first choice ( US ) but Canada under Trudeau in the name of diversity allowed …
More like Khalistanis rather than Indians most people who are qualified only takes up Canada if they don't get their first choice ( US ) but Canada under Trudeau in the name of diversity allowed people with questionable background without any checks and they mostly come from one region , to generalise this goof up by canadian govt for monies from international students to subsidise education to Canadian citizens is just mind boggling to start with :) As we know Canadians enjoy their company with Khalistanis , we don't need them here , keep them close to you
Identity Attack0.2949366
Insult0.34626248
Profanity0.11477985
Threat0.00814271
Severe Toxicity0.013801457
Moderate 0.35186127 Constructive 0.523
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Keep the khalistani with you We Indians don’t own them
Keep the khalistani with you We Indians don’t own them
Identity Attack0.36702603
Insult0.15627414
Profanity0.06345607
Threat0.030969119
Severe Toxicity0.017997624
Moderate 0.3048984 Moderate Con 0.316 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
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 had a sizeable Indian population always and it was not an issue till Trudeau took power and mass imported millions esp military aged men from Panjab /rural Northern India so he could cater to …
Canada had a sizeable Indian population always and it was not an issue till Trudeau took power and mass imported millions esp military aged men from Panjab /rural Northern India so he could cater to his Sikh /Khalistani vote who are an extremely powerful lobby in the Canadian govt, every party in Canada has high ranking Khalistani politicians. The liberal yt elite Canadian govt sold its working and middle class ( who are largely white Canadians) for a 3rd world servile class which would keep them in power forever but it comes at the cost of massive collapse of social cohesion, falling wages and massive cultural shifts. When I visited Toronto, an Indian fast food worker said he was giving me an extra BBQ sauce as a favor and would charge for the second, I called the manager too school this moron and she was also shocked , when you mass import million of 3rd world largely uneducated Indians they mentally still think the are in India
Identity Attack0.24293575
Insult0.113185234
Profanity0.021535112
Threat0.008712323
Severe Toxicity0.006980896
Low Tox 0.2396185 Constructive 0.577 Unverified_Claim
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Just a note on the Khalistanis in Canada. After the Khalistani insurgency in India in the 80s, many Khalistani terrorists moved to Canada after they assassinated the Indian Prime Minister Indira Gandhi. The Canadian government …
Just a note on the Khalistanis in Canada. After the Khalistani insurgency in India in the 80s, many Khalistani terrorists moved to Canada after they assassinated the Indian Prime Minister Indira Gandhi. The Canadian government has been keeping the movement alive in order to mobilize their community for votes. This has caused many diplomatic fallouts with India lately since terrorists from Canada have been causing a resurgence in the movement in India and no one in India wants to deal with this. So essentially, you can't put the Indians and Khalistanis in the same bucket for this video.
Identity Attack0.13591312
Insult0.076819435
Profanity0.017026093
Threat0.046541955
Severe Toxicity0.0061798096
Low Tox 0.18554166 Constructive 0.717 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
I'm a proud Canadian Immigrant of Indian origin. I came here to do specialized studies in Game Development. I took my time, and studied 6 years as an international student, paying 3x the tuition, sank …
I'm a proud Canadian Immigrant of Indian origin. I came here to do specialized studies in Game Development. I took my time, and studied 6 years as an international student, paying 3x the tuition, sank $200,000 of hard earned money into the Canadian Education system — Not as a fast track gimmick to immigrate, but so I could achieve my dream as a Game Developer. This money was family income, earned on 1/4th the salary, taking 4x longer to save. I was a great privileged to me. Today 15 years later, no one would ever think I'm from India. I sound Canadian, I behave Canadian, I have Canadian values, and I am Canadian. I came here because I loved Canada. I would watch hours upon hours of indigenous history, and on my Citizenship day, I watched Juno Beach to celebrate. However I must say this... I suffered through s*icidal depression here for 8 years, because I had far less leverage here than in a developing country, and it's really telling what sort of situation we're all in... Rent caps in Canada were removed... The housing market was open to foreign investors / and real estate monopolies with a 20% year-on-year rise... Rents went from 1000$ to 2100$ MINIMUM for a 1 bedroom through Trudeau's term and the govt said "It's not a federal responsibility"... Auto insurance is like 2.5-3.5k a year in Ontario and if you get a dent, you pay a deductable... I was quoted 8500$ for two wisdom teeth surgeries while it costed me 260$ abroad... During Covid - property owners, banks, and grocery stores exploited our misery and made record profits!... The govt stopped filtering through it's immigrants with "interviews", and it's operating like a scam — "Bring all your foreign money, convert it to CAD, and keep our GDP stable.. while we neither have the infrastructure, nor the job market to support these numbers". I think some accountability is due... these issues are "symptoms", not the problem — The problem is our Liberal govt / policies, and our wonderful voting body who voted Liberal term after term after term while complaining. Why does this govt safeguard extremism, foreign politics, foreign separatism? Khalistanis are as much of a threat / nuance to India than it is to Canada, but in Canada they actually have a unrestricted platform. Instead of resenting immigrants, we need to start resenting how mismanaged Canada is by our govt, and hold our voting body accountable. We had a chance to vote differently, but once again a repackaged and rebranded Liberal term. Because my ethnicity is Indian, I've become an object of collective resentment / hatred, and I don't think that's fair.. Please direct it at your vote, and govt level policies. Why should I (and other's like me) be crucified with the sins of other immigrants? It's like hating all your neighbors in a burning building, when the management has been lighting the fire.
Identity Attack0.026810925
Insult0.027218282
Profanity0.022354934
Threat0.0074436385
Severe Toxicity0.0024795532
Low Tox 0.0665887 Constructive 0.817 Personal_Narrative
Aug 28, 2025 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.