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: "countries can't survive this, never …" 7 comments
A cheater must be cheat in one way or other...you create a program,make its look so attractive and easy to take aways the best doctors,nurses and so on into your first world...you are taking best …
A cheater must be cheat in one way or other...you create a program,make its look so attractive and easy to take aways the best doctors,nurses and so on into your first world...you are taking best of them into your country both their natural resources god take bless them. You too every good they have into your country america/Europe..you make their country look like ghetto and make yours look like paradise right ?so let me ask you this question please...isnt a crime for some living in ghetto later decide to live in paradise?go to India/africa all the best of the country have run to amarica and Europe...our police are corrupt..money made for their citizens to survive they will steal it hide it in western world,buying alot of properties all over the globe... All this issue is what world leaders have to address without that immigration problem will never stop...until today i still believe the law of nature...nobody is illegal
Identity Attack0.1015541
Insult0.27763805
Profanity0.094542764
Threat0.010757755
Severe Toxicity0.010910034
Moderate 0.32074678 Constructive 0.531 Moral_Argument
Feb 15, 2026 Canada's tighter immigration policy divides …
I am not racist in any way shape or form- my grandfather was in Germany and he was on the Beach in Normandy. He saw his friend die in a foxhole beside him and my …
I am not racist in any way shape or form- my grandfather was in Germany and he was on the Beach in Normandy. He saw his friend die in a foxhole beside him and my grandfather came home with shrapnel in his leg. His suffered all of this to give us our freedoms and a safe place to live. One of my uncles would never speak his language - Italian in front of anyone that didn’t understand it. I asked him why not? His answer was simple “its’s a rude!” Such eloquence from broken English. I am sick of not being allowed to stand up for my way of life, my culture and belief system without being accused of stamping on somebody else’s! I am Catholic I pray at home or at church in my car out on a walk! Nobody is subjected to it or restricted by it religion is a deeply personal thing we have churches and religious places of gathering that are everywhere that have been permitted when other countries would absolutely not allow such freedoms but it still is not enough and we are wrong for being upset by their intolerance and rudeness. I am disabled - if I was not married I would be living on the street. Students immigrants are given better housing and more money to survive on than me - who was a part of this workforce and a taxpayer from the age of 12 I have had some sort of job until I was injured at work. We aren’t racist we are fed up, abandoned and disgusted with out social safety net being handed out to others who do nothing but complain that it’s not enough! I just want to be able to survive in my home country - the country I have paid taxes into all my life. Is there another country in the world that puts itself and its people last as Canada does??? I really want to know. Where could I move and be treated as a Canadian immigrant is treated here???
Identity Attack0.17847598
Insult0.14150882
Profanity0.11663672
Threat0.03718498
Severe Toxicity0.01302678
Low Tox 0.24603334 Constructive 0.81 Identity_Assertion
Aug 28, 2025 7 likes Why Canadians Are Turning Against …
The problem is immigration back in day was a luxury in India so only riches made it outside and they were rich compared to others after independence because they were more pro british and served …
The problem is immigration back in day was a luxury in India so only riches made it outside and they were rich compared to others after independence because they were more pro british and served them. So it was easy for them to immigrate and assimilate into your culture. Now you see many poor people also immigrating because immigration became more accessible, its just like the touchscreen phones, before only rich people had them, but later and now everyone has it. Plus your overly liberal and the stupid point system lets anyone enter the country if they meet a specific criteria, they barely check their english, background, crime record, etc. Also, living in India is a survival, or a nightmare for short. Especially for the poor people in the up north, and so they go to these shady agents who claim that they can send him or her to Canada, UK, Australia where ever they want in exchange for some money. Sometimes these agents turnout to be scams and sometimes not, then these students apply to some fake university that has no campus in Canada and select a course thats easy. Then once approved they come to canada, don’t go to university and make some other indian friends who say they have contacts with some job providers and through that the students get their jobs at the fast food joints and shopping malls. The mindset with which these students come to Canada is that I want to get a simple job as soon as I land in Canada and through that job I can get a PR. They never go to assimilate or discover the culture, they come because the country looks nice, has resources, and will provide them with a good salary so that they send some money back home to their parents as compared to low paying jobs in India, which too are super competitive. They still like the indian way of life, the culture, the food, the attire, just not in India. Thats why you’ll never see these students eating at anything other than a Indian Punjabi Restaurant or a fast food joint, they will never make white friends, they will never try to change the way they speak and look at Canadians, they will never try to change their driving habits. In conclusion, more poor people and students migrating, paired with their mindset of “I want everything to be Indian just not in India but in a place that looks better” paired with their low interest in actually learning and working better jobs is what makes them a bad immigrant group. But thats not to say that all are like that its only some and mostly Punjabis/ other North Indians that have this mindset. The reason why the Indian group in USA is much better and successful is because they are mostly of south indian descent. Those people are far more educated, actually respect the law of the land. And fun fact: The stereotypical Indian Accent originated from USA mainly and reason why many indians say that they don’t speak in that accent is because that particular stereotypical accent is present in Indian people who come from the states of Andra Pradesh and Telegana, which is is where most of the Indians in USA are actually from. Sorry for the long ass comment and some writing mishaps, I really lose my writing quality when I’m writing long comments.
Identity Attack0.14875233
Insult0.083112895
Profanity0.041912504
Threat0.008129764
Severe Toxicity0.005607605
Low Tox 0.19893374 Constructive 0.608 Policy_Critique
Dec 3, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Well.. What goes around comes around it is said. When the settlers from Europe,, Great Britain came to this huge beautiful land blessed with a bountiful, lavish nature did they ever care to understand,study and …
Well.. What goes around comes around it is said. When the settlers from Europe,, Great Britain came to this huge beautiful land blessed with a bountiful, lavish nature did they ever care to understand,study and respect the value and life of those original natives who were the very first pioneers of Canada? Did they adopt their ways language and culture at least to a certain extent? Leave alone adopting or understanding. They took over the entire country and it's peoples through a brutal form of genocide and erasure of their beautiful natural way of life. Thekr lands were stolen, their languages extinguished, their culture spurned and erased.. These immigrants from Europe believed in their fanatical missionary zeal that they were saving the souls of tjese natives by forcing Christianity down their throats proudly announcing that they were on a civilising mission. Babies were stolen from their mothers and brought up as Christians. Families were separated leaving mothers in anguish never to see their children again. Slaughter of those who resisted became an accepted norm until the original native of Canada became a disappearing entity and those who survived are till today just surviving. It is to these people that Canada belongs and not to the invading anglo saxon proyestants and Christian evangelists or the mogrants from across the world. If anyone has a right to protest and femand their land back ots the native Canadians. It should be their government not of those who took over. So get a lottlr acquainted with true history and look at things with am intelligent honest perspective.. .
Identity Attack0.053854458
Insult0.06582214
Profanity0.025634222
Threat0.008311004
Severe Toxicity0.0037002563
Low Tox 0.13908891 Constructive 0.609
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
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 a multi-generational, born-and-raised Canadian citizen. Recently, I have been unemployed for 1 year and 2 months, which is the longest I have ever gone without a job in my entire life. My EI has …
As a multi-generational, born-and-raised Canadian citizen. Recently, I have been unemployed for 1 year and 2 months, which is the longest I have ever gone without a job in my entire life. My EI has run out, and during this stressful time, I have only had 4 actual interviews with real human beings. I am also a caregiver for both of my parents, and working remotely has been my profession for the last 7 years. Remote work allows me to both care for them and bring in a full-time income. Despite having 30 years of customer service experience, I find myself being overlooked. Many companies now use AI to prescreen resumes, so if your resume isn’t ATS-friendly, it often never gets seen by a human. Even if you make it past that stage, there are endless AI-driven assessments before you even have a chance to speak with someone. And when you finally do, it’s often yet another layer of screening rather than a real interview. I know I bring value — I consistently receive compliments from customers across cultures for speaking clearly, precisely, and making their experience enjoyable. Yet I find myself competing with younger candidates who can work longer hours, or new immigrants that companies often prioritize, sometimes with government incentives. At 55, I feel like I’m being overlooked despite my proven skills and professionalism. Right now, I live with my retired parents and should be caring for them. Instead, my father is helping me pay my bills so I don’t ruin the credit I worked so hard to build. If I don’t secure a job soon, I fear I’ll lose everything else I’ve managed to hold onto. The stress is overwhelming — I cry daily, and on top of everything, I also face health issues of my own, but I have no space to focus on them because survival takes priority. Canada today feels very different from the country I grew up in. Since the pandemic, things have become harder in every way — jobs, housing, and simply living. Even if I manage to secure work, rent alone now takes up nearly 75% of what I’d earn, not even including other basic bills. It’s disheartening to feel like no matter how hard I push, I can’t get ahead.
Identity Attack0.006474625
Insult0.015796926
Profanity0.014293353
Threat0.0064079775
Severe Toxicity0.0012207031
Low Tox 0.027560094 Constructive 0.813 Personal_Narrative
Aug 28, 2025 Why Canadians Are Turning Against …
countries can't survive this, never mind all the debt we have packed on the last ten years.
countries can't survive this, never mind all the debt we have packed on the last ten years.
Identity Attack0.003089321
Insult0.011312899
Profanity0.011219022
Threat0.0065244893
Severe Toxicity0.0007915497
Low Tox 0.024849601 Moderate Con 0.314 Economic_Argument
Jan 19, 2026 96 likes Why Canada’s immigration system has …

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.