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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

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "He's a criminal! A fake! …" 16 comments
It's an invasion. This is an industry in India- to get people into Canada/West. They scam, lie, and cheat their way in. We need to remove the criminals first, then go after the fraud (fake …
It's an invasion. This is an industry in India- to get people into Canada/West. They scam, lie, and cheat their way in. We need to remove the criminals first, then go after the fraud (fake diploma mills, fake refugee status) fine them, imprison them, then deport and ban them from entering again. Then go after the people who are avoiding their orders to leave. In my view, the vast majority who are here from India has been through fraud. "refugee" my ass. Get them out
Identity Attack0.46028158
Insult0.5239335
Profanity0.48510036
Threat0.16699752
Severe Toxicity0.16960317
Moderate 0.64447093 Constructive 0.518 Insult Fear_Threat
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
380 million since 2018 on deportation... vs housing potential criminals/ fake students? Which has cost the average citizen or tax payers more? Media Clowns
380 million since 2018 on deportation... vs housing potential criminals/ fake students? Which has cost the average citizen or tax payers more? Media Clowns
Identity Attack0.030433474
Insult0.54471385
Profanity0.084844165
Threat0.008738215
Severe Toxicity0.0104522705
Moderate 0.47886392 Low Con 0.22 Insult
Dec 29, 2025 Deportations From Canada at Their …
The Liberals and NDP are straight up criminals. There are over 800 fake Indian run colleges in Ontario.
The Liberals and NDP are straight up criminals. There are over 800 fake Indian run colleges in Ontario.
Identity Attack0.43256098
Insult0.47384647
Profanity0.0816113
Threat0.010654188
Severe Toxicity0.018320406
Moderate 0.45396814 Low Con 0.183 Unverified_Claim
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Blaming India will not help . Gov. Of India told Canadian counterparts that criminals are using fake degrees to go study in Australia and Canada but you guys were making 4x tuition and took the …
Blaming India will not help . Gov. Of India told Canadian counterparts that criminals are using fake degrees to go study in Australia and Canada but you guys were making 4x tuition and took the money and those criminals . They were never Indin student . They came to join the Brampton Khalistani army . You will see them soon . Just know India warned you and you took the Khalistani side . Don’t call them Indian . As far as India’s prospective they are Canadian Khalistani terrorist 😊
Identity Attack0.48915586
Insult0.43158367
Profanity0.050680235
Threat0.031314444
Severe Toxicity0.023076924
Moderate 0.44039994 Moderate Con 0.454
Sep 28, 2025 IRCC Names India in Study …
Criminals have taken over the EU countries and turned into a third world countries They came on fake student visa and abuse the visa system They bring their wife husband mother in law family members …
Criminals have taken over the EU countries and turned into a third world countries They came on fake student visa and abuse the visa system They bring their wife husband mother in law family members relative's and not returning home Deport immediately
Identity Attack0.31015682
Insult0.27558193
Profanity0.044417568
Threat0.054947287
Severe Toxicity0.016706496
Moderate 0.37340668 Moderate Con 0.33 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
All these people praying to false idols in the hundreds in India alone, when there is only One True Living God in Jesus Christ. Then look at all of the people in Asia and all …
All these people praying to false idols in the hundreds in India alone, when there is only One True Living God in Jesus Christ. Then look at all of the people in Asia and all around the world worshiping the antichrist in the Islamic faith, doing voodoo and black magics in Africa, Jamaica, Haiti, Mexico, Columbia and the list goes on, all serving Satan praying to false gods. The concept of "one way to God through Jesus" stems from the biblical declaration in John 14:6 where Jesus says, "I am the way, the truth, and the life. No one comes to the Father except through me". This Christian belief holds that Jesus's unique role as God's Son, his perfect life, and his sacrificial death for humanity's sins make him the sole mediator and the only path to reconciliation and salvation with God. Yes, praying to false idols is considered a grave sin, as it is a form of idolatry that violates the fundamental principle of worshipping only the one true God. Idolatry is defined as the worship of something other than God, including physical idols, created beings, or even earthly things, and is seen as a profound sin because it steals glory due to God and prioritizes something powerless over the all-powerful true God. To pray to false idols from different Nations was and still is a trick, lie and manipulation of the devil to ensure that you all burn for all eternity in Hell with Satan, when Jesus returns. This is not meant as an insult to people from other cultures but a word of Gods truth being shared so you too can be delivered from the evil in todays word when Jesus does return and He is coming. Not everyone is guilty of evil works of the devil but we are all guilty of sin in every nation and every culture. God gifted us with the death of Christ so we can be delivered form sin in todays world and saved from eternal damnation. No other offer is made to man except those who believe in Christ. Why do you think that they want to destroy Christianity and all who choose God in Christ. Satan knows his time is up and he wants you and your generations to suffer eternal damnation with him. Government employees doing acts of terror against Christian places of worship. This is who our Corrupt Governments hire, not to protect and serve the people but do literal acts of terror against them. https://youtu.be/uCLkFrPdhXw Just look at our government run businesses in the LCBO https://youtu.be/THQWvc3_jcc ,which appears to have a very high number of East Indian employees as staffers and the police do nothing against it or in defense of the taxpayer. It appears that many from India are doing the devils works against Canadians https://youtu.be/LfLzJX7kXuI What is Pierre Poilievre doing for our economy again, as he claims that he has more important things to do to save our economy than stand in defense of the Canadian people for our rights and freedoms. https://youtu.be/sJyC7yda2FE Lies all lies as he plays the role of Pinocchio. Canada Nation Defense for terrorists against the people of Canada and believers in Jesus Christ. health Canada scientists promoting death and illness promoting things that are harmful to pregnant women, fake science and forcing these things on people by threatening their incomes livelihoods and freedoms to have basic living essential and conditions. Canada Revenue robbing every tax payer until the have nothing left. Even in your death as they find new was to ensure that death comes sooner than later in our lives by creating suicide programs, and free drug programs, criminal release programs, allowing criminals to break into your home to steal, destroy and kill you and your family, inviting terrorist into the country and free to do whatever harm they want to the Canadian people. You go to jail and they are free to do it again. This story of capital gains https://youtu.be/c0OukNP1vZ8is even before Carneys new 2026 Capital gains tax laws on you initial home and property as well, not just secondary real estate. They are greedy and want everything that you have worked your whole life for. Truth be told though, they have being saying this the whole time "you will have nothing and be happy" All these things are real and are happening in Canada under this evil agenda of both the Federal and Provincial governments. You as Canadians need to arm yourselves with the power Of God in Jesus Name as His word warns us in Ephesians 6:12; For we wrestle not against flesh and blood, but against principalities, against powers, against the rulers of the darkness of this world, against spiritual wickedness in high places. If you still don't believe me, then ask yourself "What has any one of those fake politicians Federal and provincial done against any of these evil actions that have been forced onto the Canadian people since Trudeau too power ten years ago...That was rhetorical, that have done nothing but talk from both sides of their mouths. They have done nothing for the people but they have served themselves in every possible way as they are all guilty of taking your money and living high on the hog while you go broke, homeless and without food. They are true evil ang guilty of crimes against humanity. I vow as I decree and declare to my Father in the heavens in the name of Jesus, that I will pray for the good people of Canada against this evil and corruption every day. I hope that many of you will join me in these prayers IN THE MORNING AND AT NIGHT, for Him to defend us against our modern day Pharaoh in Canada and deliver us from our oppressors', as He did for Moses and his people in the Book of Exodus against that evil that Satan brought and is bring to us again today. Amen!
Identity Attack0.40713623
Insult0.26957804
Profanity0.11477985
Threat0.014393489
Severe Toxicity0.022064678
Moderate 0.3722269 Constructive 0.51 Meta_Commentary
Sep 30, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
The reality is that many Canadian citizens have been suffering in silence, struggling to survive in Canada without any help or support from the Canadian government. The irresponsible Liberal government has allowed a massive influx …
The reality is that many Canadian citizens have been suffering in silence, struggling to survive in Canada without any help or support from the Canadian government. The irresponsible Liberal government has allowed a massive influx of fraudulent immigrants, fake international students, illegal visitors, and criminals to devastate our peaceful nation and ruin its middle-class citizens' lives without any control... There is no doubt that the Liberals' reckless immigration policy and the broken immigration system have destroyed our peaceful, prosperous, decent, and happy nation since 2015...
Identity Attack0.3072352
Insult0.34032786
Profanity0.039657943
Threat0.011793415
Severe Toxicity0.0127685545
Moderate 0.3561489 Constructive 0.519
Jun 26, 2025 2 likes How Canada broke its immigration …
The reality is that there are so many Canadian citizens who have been suffering in silence to survive in Canada without any help or support from the Canadian government... The irresponsible Liberal government has allowed …
The reality is that there are so many Canadian citizens who have been suffering in silence to survive in Canada without any help or support from the Canadian government... The irresponsible Liberal government has allowed a massive influx of fraudulent immigrants, fake international students, illegal visitors, and criminals to devastate our peaceful nation and ruin its middle-class citizens' lives without any control... There is no doubt that the Liberals' reckless immigration policy and the broken immigration system have destroyed our peaceful, prosperous, decent, and happy nation since 2015...
Identity Attack0.28883415
Insult0.3406697
Profanity0.021125201
Threat0.010964886
Severe Toxicity0.01159668
Moderate 0.3389984 Constructive 0.51
Jun 26, 2025 1 likes How Canada broke its immigration …
All fake refugee cases, criminal background student visas …. Deport Deport Deport
All fake refugee cases, criminal background student visas …. Deport Deport Deport
Identity Attack0.2846865
Insult0.1823172
Profanity0.019758832
Threat0.03373172
Severe Toxicity0.013543231
Moderate 0.3389984 Low Con 0.154 Unverified_Claim
Dec 25, 2025 1 likes Deportations From Canada at Their …
The scam was allowed to happen by the liberal-ndp mafia, which created a huge ecosystem of corruption, scams, money-laundering, frauds, and letting in many dishonest people and even criminals to enter the country easily under …
The scam was allowed to happen by the liberal-ndp mafia, which created a huge ecosystem of corruption, scams, money-laundering, frauds, and letting in many dishonest people and even criminals to enter the country easily under the cover of students visa, purchased LMIA'S openly promoted on instagram, entering on tourist visa and converting to LMIA'S with help of corrupt businesses and lawyers, and finally the biggest scam of fake assylum claims. It is a massive corruption racket involving politicians, lawyers, business owners, diploma mill colleges, consultants, and even banks in foreign countries. So Canada is highly corrupt and will only be super corrupt in the future with a lot of dishonest people being let in.
Identity Attack0.055673428
Insult0.3388922
Profanity0.050680235
Threat0.010602405
Severe Toxicity0.008926392
Moderate 0.32074678 Moderate Con 0.384 Unverified_Claim
Sep 29, 2025 IRCC Names India in Study …
I agree. Canadians are not getting jobs. All Canadians of every color. The govt is responsible for this epidemic. Cdn born students cannot get a job at any fast food joints. They are occupied by …
I agree. Canadians are not getting jobs. All Canadians of every color. The govt is responsible for this epidemic. Cdn born students cannot get a job at any fast food joints. They are occupied by fake students . Chalo, fresco, no frills, real cdn superstore , Costco, Amazon etc are only hiring Sikh punjabis. This is called discrimination against the Cdn citizens of ever colour. Our standard of living is down. Send these so-called student back. Not forgetting the refugees who are collecting free housing, free money for clothing shelter. We did not vote for these million of refugees to come to our country with all their hate for Canadians and our way of life. Close the borders. Especially Roxham in Quebec. Criminals, terrorist are entering Canada without being vetted. Home owners should have the right to defend themselves against home invasion.
Identity Attack0.31307843
Insult0.20201176
Profanity0.027273865
Threat0.010265815
Severe Toxicity0.01159668
Moderate 0.30502358 Constructive 0.679 Unverified_Claim
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Just a small word here. Khalistan sikh are not Indian Sikh. They are people who are wanted for various crimes even in India. They have criminal records and India has been requesting Canadian government to …
Just a small word here. Khalistan sikh are not Indian Sikh. They are people who are wanted for various crimes even in India. They have criminal records and India has been requesting Canadian government to deport some of these people to undergo trial in India but Trudeau govt under jagmeet Singh did not agree and so you have crimes happening in Canada but the bad name goes to India. As far as this oppression against minority is concerned all sikhs in India are free to do as they wish in their own land. They have a democratically elected leader and sikhs in India are very happy. Others in India love them and respect them a lot so much so that manmohan Singh became the prime minister of India with zero opposition to his leadership. Abdul kalam who is also a muslim became the president of India. This oppression story is fake. That is one of the ways for this khalistan punjabi apply for refugee status inside Canada. It’s a Canadian loophole they misuse and the worst part is even the govt knows that. They just won’t do anything about it.
Identity Attack0.37292135
Insult0.19967617
Profanity0.031641733
Threat0.017156094
Severe Toxicity0.01302678
Moderate 0.3048984 Constructive 0.674 Unverified_Claim
Feb 19, 2026 1 likes Inside Canada's Indian Invasion...
In the first place they haven’t come here for studies - when you started giving student visa to gangsters, criminals and without any credentials- this is what happens. You created a whole fake college visa …
In the first place they haven’t come here for studies - when you started giving student visa to gangsters, criminals and without any credentials- this is what happens. You created a whole fake college visa scam to pocket the money - giving dubious one year diploma which can never give any job skill. Advertising it’s a pathway for citizenship . There are better colleges in India where these visa seekers can never enter due to the standards
Identity Attack0.17769934
Insult0.24928534
Profanity0.040409464
Threat0.008867673
Severe Toxicity0.007896423
Low Tox 0.2786282 Low Con 0.294 Policy_Critique
Sep 28, 2025 IRCC Names India in Study …
the difference is not the color of the skin, the difference is cultural.. when people move to any country and refuse to assimilate and adopt the ways of the host country.. instead they bring their …
the difference is not the color of the skin, the difference is cultural.. when people move to any country and refuse to assimilate and adopt the ways of the host country.. instead they bring their own rules and the way they did things from the country of origin. if they throw trash in the streets where they use to live they throw trash in the streets in the host country.. and again as I said on another video of yours, we use to have a sustainable model that took in high value people (most of the time) now with the liberals they have brought in everyone including criminals, those who refuse to speak English, those who want to keep the way of life they had elsewhere, uneducated, and going to fake schools that are only there to get people here on student visas. their culture is one of scams, racism, do we have good east Indians? yes 100% I have met many that I love, but over these past few years the ones who have taken over.. no.. they do not have any respect for us or even those East Indians that have been here for generations.
Identity Attack0.15731181
Insult0.107333586
Profanity0.09324962
Threat0.008841781
Severe Toxicity0.009841919
Low Tox 0.24924077 Constructive 0.705
Oct 3, 2025 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 …
how is filing a fake refugee claim isn't criminal in and of itself? explain that to me why are ya'll always giving everyone the benefit of the doubt
how is filing a fake refugee claim isn't criminal in and of itself? explain that to me why are ya'll always giving everyone the benefit of the doubt
Identity Attack0.018068384
Insult0.034011267
Profanity0.01490822
Threat0.0070164283
Severe Toxicity0.0017166138
Low Tox 0.1013248 Moderate Con 0.332 Policy_Critique
Dec 30, 2025 Deportations From Canada at Their …

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.