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: "we need to fight" 34 comments · Page 2 of 2
we need to fight
we need to fight
Identity Attack0.024600167
Insult0.015416925
Profanity0.04742365
Threat0.13815513
Severe Toxicity0.0073242188
Low Tox 0.15987846 Moderate Con 0.335 Call_To_Action
Oct 1, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I worked since I was 14, (A lot of times evenings and weekends, several times, two jobs)! I am now 63, I got hurt at work! First I had to fight compensation for a year, …
I worked since I was 14, (A lot of times evenings and weekends, several times, two jobs)! I am now 63, I got hurt at work! First I had to fight compensation for a year, ZERO $$$! Then I had to apply to get Disability Canada Pension because I can't physically work anymore.. (damaged back, head injury, I have to use a cane and knee braces to walk)! I spent my savings just surviving while being forced to fight for MY money from my own government for 5 years just to get a measly $300. a month! THAT'S IT! Luckily my spouse works , we paid off our house ten years ago! But, we still barely get by! Every person I speak to about my case with the government on the phone, can barely speak English and yell at me or are VERY impatient with me, because I can't understand THEM, they usually hang up! When I ask to please speak to someone IN Canada, they hang up, then I have to wait another hour to talk to someone else! (I went to 4 government funded agencies to see if I could possibly get a job working from home, because I have trouble getting out! All sent me somewhere else! One agency who is supposed to help disabled people in WPG, REES, the agent refused to talk to me or look me in the eye, * he got a supervisor to talk to me! Because he's Muslim and I'm Gay! They were continuously hostile/aggressive towards me without reason??? I volunteer at 2 different food banks , I've met TONS of people who have never worked a day in their lives, their family, parents, grandparents have never worked... EVER! Yet they have brand new trucks??? Still go to food banks? AND, several new Canadians who I've met, have never worked a day in Canada... Some with new cars??? Yet everyone else receives 10 times what I receive to live on??? I PAID TAXES ALL OF MY LIFE! We can't afford a car! Yet... I don't blame them! I would take it they offered! I blame our government (NDP, Libs, AND CONservatives) who don't give a crap about disabled and seniors in Canada! Or if you paid taxes all of your life , into a system that's supposed to help when you need it! ALL politicians in Canada just whore out their votes! I've volunteered for almost 40 years, also holding down jobs, helping others, I've never seen so may seniors and disabled people forced to access food banks and soup kitchens than the last few years! EVER! Disabled people have to constantly prove they are disabled enough to get kitchen scraps from sociopathic politicians who are over paid and under worked! Fees go up, taxes go up, housing goes up, property taxes go up, bus fairs go up, etc.. Services go WAY down! We can afford trillion$ in corporate welfare, but not help our own? Seniors can't afford to live in their homes anymore! YOU'RE WELCOME for paying for YOUR golden pensions pig politicians, and NOT helping us when we need it! POS!
Identity Attack0.018168874
Insult0.06858205
Profanity0.040158957
Threat0.009463178
Severe Toxicity0.005302429
Low Tox 0.15324512 Constructive 0.763 Personal_Narrative
Sep 3, 2025 1 likes Why Canadians Are Turning Against …
Let me use this opportunity to bring awareness to the oppression of Tibetans. No, I am not talking about the Tibetans in China. I am talking about Tibetans in occupied South Tibet, which was annexed …
Let me use this opportunity to bring awareness to the oppression of Tibetans. No, I am not talking about the Tibetans in China. I am talking about Tibetans in occupied South Tibet, which was annexed by India in 1951 and made a state by India in 1987 to become the so-called Arunachal Pradesh. South Tibet includes Tawang, birthplace of the Sixth Dalai Lama and home to a four-hundred-year-old Tibetan Monastery. The Tibetans in occupied South Tibet are fast becoming strangers in their own native homeland because the Indian government is settling Indians in the region to change the demographic structure of the area and trashing the place just like the Indians did in India or in Canada. The Indians like to mock them, calling them Chinese as a form of insult (sometimes using slurs such as the C* word or the M* word). Rape by Indians in occupied South Tibet is a major source of anger among the locals toward the thuggish Indian occupiers. Another thing is that India doesn't trust the locals and likes to accuse them of being Chinese spies if they don't display enough loyalty to the Indian occupier. This area is tightly controlled by India, with limited access to the outside world. In 2014, a Tibetan Chinese called Nido Tania went to Delhi and was beaten to death because he looked 'Chinese'. His case was hardly an isolated one. Northeasterners in India have for years endured racial hatred by the Indian people. They have held demonstrations in New Delhi, but not much has changed. On December 9, 2025, a Chinese-looking youth from the north-east Indian state was murdered by racist Indian thugs. The thugs mocked him with racist taunts like "CHINKI, MOMO, CHINESE," etc., and then the youth was mercilessly beaten to death. This is not the first nor will it be the last case of racism against the north eastern people living under New Delhi's oppression. No killer or rapist of the northeastern people has ever been brought to justice. The Indian political leadership does nothing more than produce hollow words of sympathy: "I AM VARY VARY SAARY!" There was not even a single word of support or remorse from the high priest of the Bar-Rat hindu empire: Modi. The greatest irony and shameless hypocrisy of India and Indians is that the murdered youth's father is serving in the Indian Border Security Force and deployed along the border with China. He is fighting against China for a country that is ready to kill him and his family for looking Chinese. Some years back, yet another rape case by Indian soldiers occurred in Bomdila, South Tibet. The local police detained the two suspects, and the Indian military, fearing that the two suspects would be lynched, stormed the police station, vandalized it, and rescued the two suspects. This leads to massive protests by the local people. Eventually, the unrest caught the attention of New Delhi, and India flew in the defense minister to Bomdila to make a show of force to suppress the protests. Today, South Tibet is restless, and India knows it. This is the reason a law called the AFSPA (Armed Forces Special Power Act) is imposed on South Tibet. AFSPA gives the state the power to detain or kill anyone with impunity. No due process is needed. AFSPA is imposed on areas India deems restless, such as South Tibet and Kashmir. It is a law meant to suppress dissent and instill fear among the populace. The Tibetans in occupied South Tibet are voiceless people because they are not the right kind of Tibetans, so their plight is ignored by the Western world. I have yet to hear from the Western media any concern for the human rights abuses of the Tibetans in occupied South Tibet by India. P.S. I am using the word Tibetan as an umbrella term to include the various Sino-Tibetan Burmese people (Monpa, Abotani (called Lhotba on the Chinese side),..etc. The Sixth Dalai Lama was a Monpa) in South Tibet. The Sixth Dalai Lama is known for his many love poems and romantic escapades outside the Potola Palace. Sadly, his hometown, Tawang, is now under India's occupation since 1951. The Tawang Monastery is the last major frontier monastery before the area merged into the tribal region. It historically enjoyed a close relation with the Beijing central government. Free South Tibet (so-called Arunachal Pradesh) from India.
Identity Attack0.10221587
Insult0.032028005
Profanity0.024951037
Threat0.015947454
Severe Toxicity0.00415802
Low Tox 0.112643376 Constructive 0.594 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
As Canadians we must mobilize . our enemy has many faces, the 1st face of our enemy is known as democracy especially our democracy in Canada, if we remove the people in power we can …
As Canadians we must mobilize . our enemy has many faces, the 1st face of our enemy is known as democracy especially our democracy in Canada, if we remove the people in power we can then fight our 2nd enemy called law enforcement then those of us who are lucky to still be alive can then fight the 3rd face called immigration. This isnt easy and many of us will die but we must do things for the greater good and this war will be long. As European descendants we must always remember the fact that our forefathers never left home soil voluntarily they were kicked out and sent here as so called criminals. They built the country to what it was up until the 1980s then the soft Canadians who only survived thanks to the strong and brave decided wokeness needed to happen and thus here we are today
Identity Attack0.04512853
Insult0.0350029
Profanity0.015386449
Threat0.020782012
Severe Toxicity0.0030899048
Low Tox 0.1104733 Constructive 0.612 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
As an immigrant who came 10 yrs ago , I dont recognize this country anymore!! We need to stand up and fight for Canadians' values, culture, and language, Immigration has to change NOW !!!
As an immigrant who came 10 yrs ago , I dont recognize this country anymore!! We need to stand up and fight for Canadians' values, culture, and language, Immigration has to change NOW !!!
Identity Attack0.068465814
Insult0.023093075
Profanity0.011765569
Threat0.006848133
Severe Toxicity0.002374649
Low Tox 0.104361884 Constructive 0.625
Aug 31, 2025 258 likes Why Canadians Are Turning Against …
To be honest this is something all political party’s from across the spectrum agree with in Canada at the moment, we literally have no housing . We the Canadian Tax payer have been footing rbe …
To be honest this is something all political party’s from across the spectrum agree with in Canada at the moment, we literally have no housing . We the Canadian Tax payer have been footing rbe bill to keeo these immigrants/ refugees in rather nice 3/4 Hotles for the last few years . I’m a farmer who lives in the county but the closest city to where I live is Windsor and for the last 4 ish year the Government was hosting them in Five Hotel's across the city . It got to the point where it was cheaper for the government to BUY the hotels then rent all the rooms , so that’s what they did … No I’m all for helping people but that is kinda pushing it don’t you think ? There are no jobs for them , no homes for them , etc . We have been in a trade war for the last 2 years with the two largest economies in the world and we need to focus our economic power on thous conflicts at the moment and if the world like it or not fighting that is out top priority and everything else comes second .Even with out that fact Our former government overloaded what our ability’s where capable of handling . We have a pretty advanced social care network but these new folks who have never payed a dime into it and are living off of it for years with the government having no real plan on how to deal with it is just to much , with our with out the economic conflict we are currently in . The facts are the facts and we live in reality, anyways you guys all have a good one , cheers .
Identity Attack0.031206898
Insult0.030926194
Profanity0.019348921
Threat0.006977591
Severe Toxicity0.0024318695
Low Tox 0.08479069 Constructive 0.816 Policy_Critique
Feb 11, 2026 5 likes Canada's tighter immigration policy divides …
Canada is going to be America soon Think of that. You need more,to fight
Canada is going to be America soon Think of that. You need more,to fight
Identity Attack0.014350293
Insult0.014352918
Profanity0.013268576
Threat0.016638106
Severe Toxicity0.0022792816
Low Tox 0.05255287 Low Con 0.155
Jan 8, 2026 Inside Canada's Indian Metropolis (Brampton)
I want all my money back that I paid taxes for and you took way too much off my cheques if it’s my country and my career and I don’t approve of the last 58 …
I want all my money back that I paid taxes for and you took way too much off my cheques if it’s my country and my career and I don’t approve of the last 58 years of being taken for granted need a great lawyer fighting for me
Identity Attack0.0025158543
Insult0.014314918
Profanity0.012141321
Threat0.0065050707
Severe Toxicity0.00091552734
Low Tox 0.031684756 Constructive 0.543
Aug 29, 2025 Why Canadians Are Turning Against …
We as Canadians allowed this to happen we didn't fight back for what was our right and now this has happened and ppl are complaining about it. if you want to fix the problem we …
We as Canadians allowed this to happen we didn't fight back for what was our right and now this has happened and ppl are complaining about it. if you want to fix the problem we need to band together and force the government to change.
Identity Attack0.0048837173
Insult0.010286893
Profanity0.009647697
Threat0.0072882893
Severe Toxicity0.00074863434
Low Tox 0.019980038 Constructive 0.533 Call_To_Action
Aug 26, 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.