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: "if you want a fun …" 6 comments
Fun how Canada if against these fraudes 79k person But when Lebanon decided to kick the 2.5Millions Syrians in Lebanon 4.5 M lebanese who. Has no papers only 300k have legal papers no rights and …
Fun how Canada if against these fraudes 79k person But when Lebanon decided to kick the 2.5Millions Syrians in Lebanon 4.5 M lebanese who. Has no papers only 300k have legal papers no rights and even confirmed by the UNHCR , and that we have no data for their criminal record and they create lot of crimes and when its in their advantage all one them goes for holidays in Syria " while its supposed to be dangerous" Canada opposed on returning them . Hahah stupid government I think I will support these fraudulent indian lol * nah I dont support them * but you need to be fair , you dont wanna take those Syrians no country wanted them and you dont want Lebanon to return them
Identity Attack0.32476485
Insult0.6308392
Profanity0.22562476
Threat0.0824309
Severe Toxicity0.023076924
Moderate 0.5885171 Constructive 0.55 Insult
Sep 29, 2025 IRCC Names India in Study …
I am an indian, genuinely speaking, when I came here back in 2023, I didn’t know there are so many people from one of the indian state called punjab. They have ruined this place as …
I am an indian, genuinely speaking, when I came here back in 2023, I didn’t know there are so many people from one of the indian state called punjab. They have ruined this place as well as image of all Indians. Also, If you want khalistan, why they are not protesting in where their land belongs(so called), why in Canada or Usa? There are 70% of the people are living in canada is punjabi. They have ruined the image of our whole country. We are peace loving people and follow rules but just because of these people, we fell into the same group. Fun fact: why brampton and surrey have bad reputation and increased crime rates because punjabi people live there. Thats heart wrenching. The other aspect is the Canadian government doing nothing to curb thia types of people instead of that these people do crime, get arrested, claim asylum, get free food for 1 year and become the resident of the Canada. I am really frustated and both the goverment and these khalistan entity. Go to hell man.
Identity Attack0.36702603
Insult0.20668297
Profanity0.07870171
Threat0.018364733
Severe Toxicity0.017158391
Moderate 0.3057765 Constructive 0.635 Personal_Narrative
Feb 25, 2026 Inside Canada's Indian Invasion...
if you want a fun game of spot the white man, check out cross iron mills on boxing day.
if you want a fun game of spot the white man, check out cross iron mills on boxing day.
Identity Attack0.22859548
Insult0.06529768
Profanity0.069969244
Threat0.10696311
Severe Toxicity0.010604858
Low Tox 0.24282593 Low Con 0.279 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
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)
The population comment by the Pakistani isn't 100% accurate. Sure immigration plays a big role, but undeniably the South Asians still care about having kids and forming a strong family. In my school, most students …
The population comment by the Pakistani isn't 100% accurate. Sure immigration plays a big role, but undeniably the South Asians still care about having kids and forming a strong family. In my school, most students just want to enjoy life, have kids in the far future, and they don't really care about family ties like these cultures do. They'll be tight with their parents but barely know their cousins or uncles. They'll be in their late 30s finally looking to get married and have kids, which is just not realistic biologically. 45 is the average age for menopause, and you see symptoms of menopause happen before then. Not rare to see a woman get perimenopausal symptoms at age 40. Meanwhile these Asians get married "young" (normal age back in the day), and they plan their future around their family's growth. Can't really blame it on immigration when other nations like Japan and Korea don't see a huge immigrant population from South Asia and still show insanely low birth rates for the locals, because they follow the secular societal standard of having one kid so you can enjoy life. South Asians could be living in a shack and still have 5 kids. We make fun of that in the west, and now our population is on a nosedive.
Identity Attack0.15945168
Insult0.06442356
Profanity0.03915693
Threat0.008492245
Severe Toxicity0.005645752
Low Tox 0.165053 Constructive 0.796
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Why would you want to bring a child into this world when all you do is work to pay bills and can't have any fun. There's zero incentive
Why would you want to bring a child into this world when all you do is work to pay bills and can't have any fun. There's zero incentive
Identity Attack0.0053276913
Insult0.027218282
Profanity0.017436003
Threat0.0067251488
Severe Toxicity0.001821518
Low Tox 0.09655223 Low Con 0.288
Aug 25, 2025 31 likes 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.