Skip to content
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

click to expand

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.

Search & Filter

Search comment text, filter by category or toxicity level
Active: "No surprise. We need to …" 12 comments
Yeah, keep putting more taxes on everything. Keep taxing income and property that has already been taxed. Then act surprised when the fertility rate drops that low! So then you bring in migrants who will …
Yeah, keep putting more taxes on everything. Keep taxing income and property that has already been taxed. Then act surprised when the fertility rate drops that low! So then you bring in migrants who will reproduce like crazy. Then you need to collect even more taxes, robbing your hard-working population to provide for them, and you get even more surprised. But of course, you know exactly what you're doing. Those low-quality migrants are your future voters. That's why your asses in the government seats aren't going to be replaced anytime soon. Good job, liberals! Just remember, the branch you're sawing off now is the one you're sitting on. Your fall is inevitable; it's only a matter of time.
Identity Attack0.35299334
Insult0.489133
Profanity0.40878695
Threat0.023199292
Severe Toxicity0.0394905
Moderate 0.50789946 Moderate Con 0.39 Policy_Critique
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
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 …
What I'm surprised by as a Canadian myself, how come nobody did a thing to prepare... this was very obvious during Covid that you needed to get out of the Canadian Dollar and into something …
What I'm surprised by as a Canadian myself, how come nobody did a thing to prepare... this was very obvious during Covid that you needed to get out of the Canadian Dollar and into something less trash.
Identity Attack0.18158256
Insult0.4794537
Profanity0.075792134
Threat0.0062137907
Severe Toxicity0.008811951
Moderate 0.4269174 Moderate Con 0.447
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
No surprise. We need to stop bringing in so many Indians, well we’re at it, send back the hundreds of thousands brought in already over the past 5 years
No surprise. We need to stop bringing in so many Indians, well we’re at it, send back the hundreds of thousands brought in already over the past 5 years
Identity Attack0.48915586
Insult0.24493282
Profanity0.079025
Threat0.06238277
Severe Toxicity0.023552058
Moderate 0.4014846 Low Con 0.214 Identity_Assertion
Oct 1, 2025 IRCC Names India in Study …
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...
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at …
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at 2:50 was purhaps the most honest 'white' guy you will meet. The fact is Indians didn't take over, the upper class just decided to move north to Bolton or more west to the Halton area. Over time enough Indians replaced them to basically take over important roles like police officers and political positions. Eventually just like East Asians have Markham and parts of Scarborough, the south Asians had a high enough population for Brampton to be considered their home turf. Eventually though it was the student visas that drove Canadians crazy. Millions of students in record time and I believe there was an additional 4 million who came on temporary work visas during covid, eventually Canadians got annoyed. Personally I don't see any problem with it as long as we keep building apartments and homes for the new immigrants to rent and live it doesn't bother me. I would like to see three times more immigration especially from Europe as this country is super underpopulated and we need people to open factories and build companies that will strengthen Canada as a whole and employ our own not just send money back to their countries. So its not an invasion we just need come to a place of understanding and learn to work together. I will finish with the one negative; there truly is a massive lack of assimilation and this may prove to be more of a problem than we realize but I won't go into it. Stay strong my Punjabi friends 👳🏿
Identity Attack0.293411
Insult0.123407245
Profanity0.06596114
Threat0.012285355
Severe Toxicity0.009613037
Low Tox 0.25462922 Constructive 0.875 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
DOES ANYONE ASK WHY IMMIGRANTS ARE COMING, IF WESTERN GOVERNMENTS CONTINUE TO DESTABLISE AND WEAKEN OTHER COUNTRIES IN AFRICA AND THE MIDDLE EAST WHY BE SURPRISED IF NORMAL PEOPLE IN THOSE WANT TO SEEK A …
DOES ANYONE ASK WHY IMMIGRANTS ARE COMING, IF WESTERN GOVERNMENTS CONTINUE TO DESTABLISE AND WEAKEN OTHER COUNTRIES IN AFRICA AND THE MIDDLE EAST WHY BE SURPRISED IF NORMAL PEOPLE IN THOSE WANT TO SEEK A BETTER AND MORE STABLE LIFE IN THE WEST. MORAL OF THIS TALE THE WEST NEEDS TO STOP INVADING OTHER COUNTRIES!
Identity Attack0.25647953
Insult0.06889887
Profanity0.022013342
Threat0.010265815
Severe Toxicity0.009117126
Low Tox 0.25462922 Moderate Con 0.364 Moral_Argument
Aug 26, 2025 Why Canadians Are Turning Against …
I'm surprised no liberal voters are calling this dude a "racist" because it involves Indians. He is literally interviewing both sides of this issue. In my opinion, if the liberal government stays in power, and …
I'm surprised no liberal voters are calling this dude a "racist" because it involves Indians. He is literally interviewing both sides of this issue. In my opinion, if the liberal government stays in power, and more and more liberal voters use the racism card on people who point out these issues just to make themselves feel like a good person, more and more major cities in Canada will be filled of them who either entered as an international student, or as an asylum seeker. It is not "multiculturalism" or "diversity" if there is only people from one culture coming to Canada? Where are the people from countries like Italy? Germany? Ukraine? Mexico? It is not racist to point out how in very few homes, most notably in Brampton, around 7 or more people live in one house. It is not racist to point out how these Indians need to learn to write and speak proper English. It is not racist to point out how they need to adapt to our civilized way of life here in Canada. It is not racist to point out the rise in crime done by people of Indian descent. It is not racist to point out how, coincidentally, the quality in Tim Hortons has dropped lately, when in a majority of them have workers of Indian descent, which are usually in major cities. How so? The liberal-imposed foreign worker plan, plus a little bit of corporate greed. It is not racist to point out that Indian "international students" are getting their food from food banks, which are supposed to be for the poor, and how some places of work only hire Indians, because they are run by Indians. Why is this discussion even about Indians? Because they make up HUGE majority of people coming to live in Canada. Matter of fact, this does not apply to Indians coming to Canada, but to whoever goes to live in another country. It does not take much out of you to at least adapt to the way of life in which ever country you go to. The conservative party sees this in a way that the liberals do not. Come back to this comment in another 10-20 years when the liberals are still in power. You'll see the difference.
Identity Attack0.27759558
Insult0.110259406
Profanity0.02303812
Threat0.008065036
Severe Toxicity0.005645752
Low Tox 0.2540519 Constructive 0.705
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
With 10 plus years of the Federal Liberals incompetence governing Canada none of this surprises me!!! We may not want to admit it but we may need to start using Mr. Trump's play book on …
With 10 plus years of the Federal Liberals incompetence governing Canada none of this surprises me!!! We may not want to admit it but we may need to start using Mr. Trump's play book on how to handle illegal immigration in this country!!!
Identity Attack0.07094744
Insult0.1798321
Profanity0.013507691
Threat0.0069646453
Severe Toxicity0.0038719177
Low Tox 0.24442963 Moderate Con 0.45 Policy_Critique
Sep 30, 2025 IRCC Names India in Study …
⸻ “It’s surprising to hear someone say immigrants should ‘leave their culture and what about religion’ behind. That’s not Canada — that’s brainwashing. Canada is built on multiculturalism. We don’t need to erase who we …
⸻ “It’s surprising to hear someone say immigrants should ‘leave their culture and what about religion’ behind. That’s not Canada — that’s brainwashing. Canada is built on multiculturalism. We don’t need to erase who we are to belong here. We bring our values, our traditions, our work ethic, and we mix them into this country. That’s what makes Canada strong, not weaker. Stop spreading messages that divide — unity and respect is what truly builds this country.”
Identity Attack0.09576365
Insult0.04910661
Profanity0.014327513
Threat0.006420923
Severe Toxicity0.0024795532
Low Tox 0.11739369 Constructive 0.647 Moral_Argument
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Culture is a tricky thing. Is it not a known fact that one may not be all that interested in their culture and religion in their country of origin, but once immigrated to a different …
Culture is a tricky thing. Is it not a known fact that one may not be all that interested in their culture and religion in their country of origin, but once immigrated to a different land, these same people become more attached to their original culture and religion, even more orthodox in their beliefs. They try to recreate what is familar. Why are we surprised most are not assimilating? It takes, for most, many generations. And even then. Immigrants will always, in one way or another affect change in the general culture. Think of different cuisine, the arts, influences on our beliefs, etc. What is a Canadian anyways? One who lives here? Who pays taxes here? How long of roots do you need to have before you are no longer called an immigrant? We have a very large country and from one community to another there is a difference in the culture. Perhaps we need to be clearer on what is in fact our highest Canadian values and communicate them more effectively. I would also like to add that there is suffering in not being able to pass on your culture. Watching your children and grandchildren speaking a different language, not having them understand yours enough for you to enjoy signing traditional songs to, not being able to guide them in your religious beliefs, etc., in the name of them becoming assimilated. I am experiencing these and my roots go back over 400 years on this land.
Identity Attack0.07673789
Insult0.027730936
Profanity0.018734055
Threat0.006861079
Severe Toxicity0.0023174286
Low Tox 0.102626406 Constructive 0.861
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
Thank you so much for putting this video together! I passed my citizenship test today with a score of 19 out of 20. The questions were surprisingly simple. I read the guide once and watched …
Thank you so much for putting this video together! I passed my citizenship test today with a score of 19 out of 20. The questions were surprisingly simple. I read the guide once and watched your video once, and that was all I needed. Truly appreciate the effort you put into making it clear and helpful. 🙌
Identity Attack0.005771666
Insult0.008500882
Profanity0.01627459
Threat0.008466354
Severe Toxicity0.001449585
Low Tox 0.01646154 Constructive 0.695
Jul 25, 2025 5 likes Canadian Citizenship Test 2025 – …

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.