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: "The video is back!!!!!" 67 comments · Page 3 of 3
you video is back let's go
you video is back let's go
Identity Attack0.013445892
Insult0.019096779
Profanity0.03990845
Threat0.019746035
Severe Toxicity0.0061035156
Low Tox 0.08004235 Moderate Con 0.401 Meta_Commentary
Feb 5, 2026 Inside Canada's Indian Invasion...
Hey! Im a sikh that was born in canada, with my parents, grand father, great grand father also being in this beutiful country. I wanted to start of by saying a couple of things. My …
Hey! Im a sikh that was born in canada, with my parents, grand father, great grand father also being in this beutiful country. I wanted to start of by saying a couple of things. My home was in brampton for a long time and I have personally seen the safety gone down, my family used to come back from trips with our garage open and everything would be completely fine. The long term sikhs and indians came and actually contributing positively and that can be seen with how good canada was pre 2020. Immigration too an extent was good, but mass immigration was never a good idea. In 2018-2019 the old time punjabi community was heavily against so many students coming in, so much so people that were indian had "no students" signs when renting their basements. It's sad to see people that came here running things so badly and ruining the effort and contributions made by many(I even face the consqeunces of things I have never done). Remeber don't be afraid to call out people for their bullshit, but also dont bash innocent people. Now many ppl came to canada and have done good like sikhs having the highest donors of blood, plasma, and platelets. We also giveway a lot in charity and food. A good news is Canada is cracking down on these bad people and quickly, and many good people who came are returning back home. I have seen a lot of videos online, but please remember algorithms and pushed media make things seem worse than they actually are. My message is I'm sorry for how these people are acting, my recent trip to Canada(brampton) I saw better quality service and more white folk too. Stay safe and god bless!
Identity Attack0.039456755
Insult0.022448512
Profanity0.027000591
Threat0.008181547
Severe Toxicity0.0032043457
Low Tox 0.06421452 Constructive 0.862 Personal_Narrative
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
love watching your videos, I am Canadian and live in the suburbs of Toronto. I was born in 1962. My first Indian experience came in a small high school 1976-1980 the school had a small …
love watching your videos, I am Canadian and live in the suburbs of Toronto. I was born in 1962. My first Indian experience came in a small high school 1976-1980 the school had a small Punjabi student population, the students for the most part were not hassled nor did they hassel back. My next and biggest Indian experience was a job from 1984-1991 I worked for an Indian family and got to see a portion of Toronto's Indian population. Culturally there were big differences however I enjoyed my experience working with them. My point being you say in your video 'sudden indian.' this is 2026 and I have been experiencing as have Canadians, the Punjabi culture for over 46 years so this is not a sudden or new occurance. And lastly as far as cultures from other countries go, having Hindu's or even Sihk's as neighbors is far better than other ethnic possibilities, so I do not have any issue with Punjabi Canadians! Anyhow continue your video just wanted to add my comment as I am living in Canada with Indians and want to express my opinion.
Identity Attack0.042292643
Insult0.020063626
Profanity0.021603432
Threat0.008311004
Severe Toxicity0.002632141
Low Tox 0.05378982 Constructive 0.888 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I have such mixed feelings watching this video and the following is just my opinion. I am an immigrant from India too and I love my country's values and culture but I also realize its …
I have such mixed feelings watching this video and the following is just my opinion. I am an immigrant from India too and I love my country's values and culture but I also realize its drawbacks. When I came here, my immediate instinct was not to change everything to how it was back home...It was rather to learn the culture and values of Canada too (which I know is in and itself a mixture of multiple cultures). If you are reading this my fellow Indians, It is truly my most humble request to remember that you don't have have to quit your culture, but that does not mean that you make no effort or take part in involving yourself in other cultures or mock them. You have the chance to better a country that has offered YOU a better life. Please don't ruin things for other immigrants or Canadians. We are resilient, and we can choose the best of both worlds.
Identity Attack0.035331827
Insult0.020837102
Profanity0.018324144
Threat0.0071070488
Severe Toxicity0.0020980835
Low Tox 0.05354243 Constructive 0.863 Personal_Narrative
Nov 1, 2025 78 likes Inside Canada's Indian Metropolis (Brampton)
Omg the video is back
Omg the video is back
Identity Attack0.008657498
Insult0.012946909
Profanity0.03615085
Threat0.01086132
Severe Toxicity0.0042152405
Low Tox 0.04785245 Moderate Con 0.377 Meta_Commentary
Feb 6, 2026 8 likes Inside Canada's Indian Invasion...
This video was briefly removed before its back on YouTube
This video was briefly removed before its back on YouTube
Identity Attack0.010211408
Insult0.0129089095
Profanity0.026180768
Threat0.012906751
Severe Toxicity0.0028038025
Low Tox 0.0466155 Low Con 0.275 Meta_Commentary
Feb 5, 2026 117 likes Inside Canada's Indian Invasion...
🇨🇦IF you’re Canadian and struggling to find employment, post a video of yourself, your education level, your last job and THEN list companies you have applied to and have not heard back from.
🇨🇦IF you’re Canadian and struggling to find employment, post a video of yourself, your education level, your last job and THEN list companies you have applied to and have not heard back from.
Identity Attack0.025002124
Insult0.015796926
Profanity0.011031146
Threat0.006738094
Severe Toxicity0.0013828278
Low Tox 0.046120718 Constructive 0.576 Call_To_Action
Jan 6, 2026 13 likes Canada’s new rules in 2026
the video backed up lets go
the video backed up lets go
Identity Attack0.007991537
Insult0.012680908
Profanity0.025770858
Threat0.0130621
Severe Toxicity0.0037574768
Low Tox 0.044388983 Low Con 0.28 Meta_Commentary
Feb 3, 2026 6 likes Inside Canada's Indian Invasion...
Youtube brought the video back!
Youtube brought the video back!
Identity Attack0.009545447
Insult0.011920903
Profanity0.027000591
Threat0.012337137
Severe Toxicity0.0031852722
Low Tox 0.039462693 Moderate Con 0.315 Meta_Commentary
Feb 4, 2026 Inside Canada's Indian Invasion...
The video is back!!!!!
The video is back!!!!!
Identity Attack0.0071405866
Insult0.0113509
Profanity0.022764845
Threat0.011042561
Severe Toxicity0.0032615662
Low Tox 0.03875561 Moderate Con 0.338 Meta_Commentary
Feb 4, 2026 Inside Canada's Indian Invasion...
*_Now hold up, wait a minute… I saw this video 2 weeks ago, it was taken down after, but now it’s back up._* I’m happy it’s back up… Also as a Canadian: *_”Hello Eh!”_* (lol)
*_Now hold up, wait a minute… I saw this video 2 weeks ago, it was taken down after, but now it’s back up._* I’m happy it’s back up… Also as a Canadian: *_”Hello Eh!”_* (lol)
Identity Attack0.017163984
Insult0.013820915
Profanity0.019690514
Threat0.007301235
Severe Toxicity0.0018119812
Low Tox 0.037105743 Moderate Con 0.483 Meta_Commentary
Feb 15, 2026 Inside Canada's Indian Invasion...
I think my comment could have been deleted so back at it again - great video per usual!
I think my comment could have been deleted so back at it again - great video per usual!
Identity Attack0.004236255
Insult0.012946909
Profanity0.018187506
Threat0.009618527
Severe Toxicity0.0021648407
Low Tox 0.034984488 Constructive 0.514 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I'd like to see a video explaining how refugees give back more than they gain in the beginning, as you claimed at the end?
I'd like to see a video explaining how refugees give back more than they gain in the beginning, as you claimed at the end?
Identity Attack0.01465176
Insult0.010666896
Profanity0.011406898
Threat0.0067963502
Severe Toxicity0.0009441376
Low Tox 0.029445656 Moderate Con 0.48
Dec 24, 2018 63 likes How much do refugees and …
I am a new permanent resident in Canada. This video is very true regarding our integration. You are absolutely right. Newcomers must integrate, as it is the beginning of a new life in a new …
I am a new permanent resident in Canada. This video is very true regarding our integration. You are absolutely right. Newcomers must integrate, as it is the beginning of a new life in a new environment. What I do not fully agree with is when you complain about the social benefits given by the government to newcomers. It is not free money; we will pay it back later in taxes. We cannot build life projects depending on these benefits. Ask each newcomer if they are satisfied with these benefits rather than a good job. We want to contribute to the economy of this beautiful country. For example, I came to Canada with specific goals, including starting an IT company, which was difficult to achieve at home due to lack of opportunities. So, don't blame immigrants too much; in my opinion, responsibilities should be shared among all of us, including the government.
Identity Attack0.006696612
Insult0.013896915
Profanity0.011816809
Threat0.0062526283
Severe Toxicity0.0008869171
Low Tox 0.024260364 Constructive 0.915 Personal_Narrative
Sep 5, 2025 1 likes Why Canadians Are Turning Against …
This video raises another big question. How much is the CBC costing tax payers? I'm sure most Canadian's would have no problem with defunding them and sending that money back to the Canadian tax payers.
This video raises another big question. How much is the CBC costing tax payers? I'm sure most Canadian's would have no problem with defunding them and sending that money back to the Canadian tax payers.
Identity Attack0.006511623
Insult0.010818896
Profanity0.010194245
Threat0.0062849927
Severe Toxicity0.00078201294
Low Tox 0.020607091 Constructive 0.616
Oct 15, 2018 6 likes How much do refugees and …
Glad the video is back 🙌
Glad the video is back 🙌
Identity Attack0.005771666
Insult0.009013886
Profanity0.018734055
Threat0.009437286
Severe Toxicity0.002117157
Low Tox 0.019728716 Moderate Con 0.382 Meta_Commentary
Feb 3, 2026 8 likes Inside Canada's Indian Invasion...
great to see the video was put back on youtube @tyler oliveira
great to see the video was put back on youtube @tyler oliveira
Identity Attack0.0057346676
Insult0.008880884
Profanity0.017845914
Threat0.009955117
Severe Toxicity0.0018978119
Low Tox 0.017466826 Moderate Con 0.325 Meta_Commentary
Feb 3, 2026 Inside Canada's Indian Invasion...

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.