Skip to content
Canadian Immigration Dashboard [ CID ]
Civility Analysis

Discourse Quality

Toxicity and constructive discourse scores from Google's Perspective API (via Communalytic).

Comments Scored
55,769
Embeddings
55,418
Avg Toxicity
0.2446
Avg Constructive
0.4192
Highly Toxic (>0.5)
7,830
14.0% of scored

Toxicity Breakdown by Video (Top 10)

Average toxicity scores across comments on each video — bars show how commenters' language scores on each toxicity dimension.

Constructive vs Toxic

Each point is a comment. X-axis = toxicity, Y-axis = average constructive score (affinity, compassion, curiosity, nuance, personal story, reasoning, respect).

27,099
Constructive & Civil
2,759
Passionate but Toxic
19,440
Neutral / Low Signal
4,931
Purely Toxic

Based on 54,229 comments with both toxicity and constructive scores.

Toxicity & Constructiveness Over Time

Monthly average toxicity vs constructive scores — track how discourse quality shifts around key events.

Discourse Quality Score by Video (Top 10)

Composite score = avg constructive - avg toxicity, computed from comment-level Perspective API scores. Green bars = net constructive discourse; red bars = net toxic discourse.

Discourse Quality Score by Channel (Top 10)

Same composite score aggregated by channel — based on comment toxicity/constructiveness scores, not the channel's own content. Which channels' comment sections foster constructive vs toxic discussion?

{# 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: Tox: 0.5 – 1 4,704 comments · Page 151 of 189
White colonizer : Kill and maim for land. Loses to their Women not giving them pum pum.
White colonizer : Kill and maim for land. Loses to their Women not giving them pum pum.
Identity Attack0.55044734
Insult0.39297962
Profanity0.27477357
Threat0.52547425
Severe Toxicity0.17315048
Moderate 0.5559701 Low Con 0.217 Identity Attack Threat Identity_Assertion
Feb 26, 2026 1 likes Inside Canada's Indian Invasion...
That women in green t shirt is so useless that she couldn’t even learn English after living here for so many years and her accent is very much indian. However she has the audacity to …
That women in green t shirt is so useless that she couldn’t even learn English after living here for so many years and her accent is very much indian. However she has the audacity to say “new immigrants “ are bad..
Identity Attack0.5135796
Insult0.54525656
Profanity0.21456863
Threat0.009696201
Severe Toxicity0.02373986
Moderate 0.5559701 Moderate Con 0.372 Identity Attack Insult
Oct 14, 2025 Inside Canada's Indian Metropolis (Brampton)
To the racist man who said he hates all africans. Not all african are dumb. 8:18
To the racist man who said he hates all africans. Not all african are dumb. 8:18
Identity Attack0.5124616
Insult0.49151286
Profanity0.36230123
Threat0.018882722
Severe Toxicity0.02383376
Moderate 0.5559701 Low Con 0.255 Identity Attack Moral_Argument
Feb 28, 2026 1 likes Inside Canada's Indian Invasion...
Indians are number one in corruption
Indians are number one in corruption
Identity Attack0.6007182
Insult0.46476576
Profanity0.22105443
Threat0.015774792
Severe Toxicity0.16960317
Moderate 0.5559701 Low Con 0.203 Identity Attack
Nov 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Disgusting, changed Canadian cities to Indian cities along with the culture, scams, mess, etc & our government doesn't see this bc its all done on purpose to punish the "white ppl mentality" all woke idealogy. …
Disgusting, changed Canadian cities to Indian cities along with the culture, scams, mess, etc & our government doesn't see this bc its all done on purpose to punish the "white ppl mentality" all woke idealogy. Canada, yeah ... all BS
Identity Attack0.5135796
Insult0.5270482
Profanity0.17566866
Threat0.012596053
Severe Toxicity0.023692908
Moderate 0.5559701 Moderate Con 0.31 Identity Attack Insult Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Even the 2nd generation info Canadians I grew up hate these new fucking wave it isn't a white vs brown it's Canadians vs those who won't adapt My wife's Russian speaks Russian my kids speak …
Even the 2nd generation info Canadians I grew up hate these new fucking wave it isn't a white vs brown it's Canadians vs those who won't adapt My wife's Russian speaks Russian my kids speak Russian So I'm not against immigration People saying they can't find work just aren't willing to look around in my city I can think of 10 plus company's hiring but it's construction but immigrants look down on it as it was low paying not respected etc back home Prime example is central america
Identity Attack0.49032792
Insult0.4302003
Profanity0.5188411
Threat0.02250864
Severe Toxicity0.16960317
Moderate 0.5559701 Constructive 0.797 Identity_Assertion
Aug 27, 2025 Why Canadians Are Turning Against …
💯 🍃 THE DUM FREAKING PUNJABIS DON'T KNOW PUNJAB AIN'T NO DAM NATION... INDIA IS THEIR NATION 🎉🎉🎉🎉🎉
💯 🍃 THE DUM FREAKING PUNJABIS DON'T KNOW PUNJAB AIN'T NO DAM NATION... INDIA IS THEIR NATION 🎉🎉🎉🎉🎉
Identity Attack0.55044734
Insult0.563347
Profanity0.46460027
Threat0.13853464
Severe Toxicity0.45895407
Moderate 0.5559701 Low Con 0.229 Identity Attack Insult Identity_Assertion
Feb 23, 2026 1 likes Inside Canada's Indian Invasion...
At least the indians don't get stunlocked when you ask them a question like those creepy jewish mole men in new york
At least the indians don't get stunlocked when you ask them a question like those creepy jewish mole men in new york
Identity Attack0.5913144
Insult0.5130944
Profanity0.33954415
Threat0.09776353
Severe Toxicity0.16960317
Moderate 0.5559701 Low Con 0.235 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Tired of these street sh!tters
Tired of these street sh!tters
Identity Attack0.072601855
Insult0.47357693
Profanity0.54024357
Threat0.02855184
Severe Toxicity0.053837523
Moderate 0.5559701 Low Con 0.229 Fear_Threat
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
It’s about damn time someone made a video about this 🎉
It’s about damn time someone made a video about this 🎉
Identity Attack0.025203101
Insult0.17486192
Profanity0.57236236
Threat0.018882722
Severe Toxicity0.052044146
Moderate 0.5559701 Low Con 0.272 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canada died on 9/11 like all the western countries.....your all just parasites feeding on the corpse....China bought us in 2008 and they are just killing us off to get the last few coins they can …
Canada died on 9/11 like all the western countries.....your all just parasites feeding on the corpse....China bought us in 2008 and they are just killing us off to get the last few coins they can before the flush.....it is sad
Identity Attack0.39677486
Insult0.5678696
Profanity0.11477985
Threat0.13815513
Severe Toxicity0.023552058
Moderate 0.5559701 Low Con 0.229 Insult Fear_Threat
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
oh OH ! we fuk'd
oh OH ! we fuk'd
Identity Attack0.00880549
Insult0.19734058
Profanity0.78491896
Threat0.0083886795
Severe Toxicity0.16960317
Moderate 0.5559701 Moderate Con 0.348 Humor_Satire
Feb 5, 2026 Inside Canada's Indian Invasion...
At least no Africans I prefer all Indians they at least One of us
At least no Africans I prefer all Indians they at least One of us
Identity Attack0.6458014
Insult0.3388922
Profanity0.21024476
Threat0.047835086
Severe Toxicity0.16960317
Moderate 0.5559701 Moderate Con 0.343 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Ind fatigue is real Has to be condenmed ,again Inds you dont teach or advice You have those inner racist castiest beliefs inside you Leave it to others Or some really good minded Inds I …
Ind fatigue is real Has to be condenmed ,again Inds you dont teach or advice You have those inner racist castiest beliefs inside you Leave it to others Or some really good minded Inds I used to enjoy jamcan ❤ Videos But it's not only sharing Fatigue and other videos But also hate on religion Just like that idiot @Reality fake Alex Quite disgusting to see him speaking Like the other guy Kachina Your aim is not to promote fatigue only or some insane stupid things done by people Just to promote hate on other religions Just like many missionaries would do Don't assume you guys to be very perfect , Look at his speech Come to Canada ,learn culture Adopt, Talks like 💩💩💩 Of course we have follow the rules Respect the people If we can't each other At least don't Trouble others Do your promotion somewhere
Identity Attack0.38246045
Insult0.5678696
Profanity0.37503055
Threat0.100830056
Severe Toxicity0.21902075
Moderate 0.5559701 Constructive 0.548 Insult
Aug 25, 2025 Why Canadians Are Turning Against …
🚩🚩🚩Shaitan made Hindus Eat Cow POOP (Panchgavya), Drink Cow Urine, Self Urine(Shivambu), as mentioned in Hindu Scriptures. Cow Poop Idols r worshipped in Gowardhan Pooja Festival. May Allah Guide all mankind. in Vedas too Drinking …
🚩🚩🚩Shaitan made Hindus Eat Cow POOP (Panchgavya), Drink Cow Urine, Self Urine(Shivambu), as mentioned in Hindu Scriptures. Cow Poop Idols r worshipped in Gowardhan Pooja Festival. May Allah Guide all mankind. in Vedas too Drinking Self Urine अथर्ववेद संहिता भाग-१ काण्ड-६ सूक्त-४४ - रोगनाशन सूक्त१४२७. रुद्रस्य मूत्रमस्यमृतस्य नाभिः । विषाणका नाम वा असि पितॄणां मूलादुत्थिता वातीकृतनाशनी ॥३ ॥ रुद्र का मूत्र अमृतरूप रस है एवं यह विषाणका नामक ओषधि है। इनके विशेष यौगिक प्रयोग से आनुवंशिक 'वात रोग' भी अपने मूल कारण सहित नष्ट हो जाते हैं ॥३ ॥ [ १० रुद्राक्ष से उत्सर्जित द्रव (तेल), यह विशेष विधियों से निकाला जाता है। २- मेघ का उत्सर्जी द्रव अर्थात् वृष्टि आन। यहाँ जल विकित्सा और शिवाम्यु-चिकित्सा अर्थात् पुत्र-विकित्सा की ओर संकेत मिलता है।।
Identity Attack0.57150364
Insult0.54471385
Profanity0.41031027
Threat0.3485223
Severe Toxicity0.6130557
Moderate 0.5559701 Moderate Con 0.399 Identity Attack Insult Advertisement_Spam
Jan 27, 2026 Inside Canada's Indian Invasion...
'Its like home' its not fucking supposed to be. Thats our problem. Our home is not supposed to be like your 'home' you left from. If thats how you feel you should just go back …
'Its like home' its not fucking supposed to be. Thats our problem. Our home is not supposed to be like your 'home' you left from. If thats how you feel you should just go back 'home'. Edit: I have no issue with immigration, immigrants, or other cultures. I hate the abuse of the system, and lack of humility when given a better opportunity.
Identity Attack0.2831485
Insult0.3486032
Profanity0.6001929
Threat0.013010317
Severe Toxicity0.08859174
Moderate 0.5559701 Constructive 0.637 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Tyler, great video. I'm a born African man. Our culture is beautiful. What fluorescent snowbunny vest dude is saying is bullshit of the highest rank!! We do not have low intelligence as the guy with …
Tyler, great video. I'm a born African man. Our culture is beautiful. What fluorescent snowbunny vest dude is saying is bullshit of the highest rank!! We do not have low intelligence as the guy with the fluorenscent vest claims!!! We have African brothers and sisters who are basically geniuses. We have that, too, better than whites. Inventions made by Blacks but, the white man wanted the credit so bad for it. That's your story, anything Africans/Blacks create, y'all want to steal and, "make it ours" and you alter history books and other storytelling materials for that. You people have a serious issue and he claims whites as being the good ones? 😂😂 Seriously, this bullshit boils my blood, it makes me sick. No one is good except God! Just because you do not understand another man's culture, it doesn't mean he's of low intelligence. Same language dialects. I can't believe he said such bullshit about my people! Does he mingle with us or know us?! He looks like he's probably stayed in Canada all his life until now. This is pathetic but I know you whites are just afraid and terrified of us. I'll never forget the way we suffered and still are.
Identity Attack0.55044734
Insult0.48484445
Profanity0.48510036
Threat0.06863153
Severe Toxicity0.23225832
Moderate 0.5532103 Constructive 0.654 Identity Attack Moral_Argument
Feb 17, 2026 2 likes Inside Canada's Indian Invasion...
Pierre trudeau was the godfather of immigration, since then its been an open door policy of every bottom feeder around the world looking to suck the blood out of Canada. They don't come to embrace …
Pierre trudeau was the godfather of immigration, since then its been an open door policy of every bottom feeder around the world looking to suck the blood out of Canada. They don't come to embrace our society, they drag along their failed, demented, cultures along with them and that's why Canada is falling to a 3rd world status. That man said it "It feels like he's in his home town." yeah, they're turning Canada into fvcking india, and those of us born here who are not Indian don't want that. This is a cultural take over.
Identity Attack0.5108175
Insult0.5130944
Profanity0.46460027
Threat0.043309137
Severe Toxicity0.20067264
Moderate 0.5532103 Moderate Con 0.405 Identity Attack Insult Fear_Threat
Oct 11, 2025 Inside Canada's Indian Metropolis (Brampton)
This is y we need Trump to make Canada the 51st state and bring ICE to take this trash out.
This is y we need Trump to make Canada the 51st state and bring ICE to take this trash out.
Identity Attack0.051353373
Insult0.58196646
Profanity0.12727508
Threat0.013528148
Severe Toxicity0.01806218
Moderate 0.5532103 Low Con 0.245 Insult Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
After watching this video, and then reading the comments i think I know what the problem is, its RACISM, people just dont like seeing so many people of different color, ofcourse mass immigration will bring …
After watching this video, and then reading the comments i think I know what the problem is, its RACISM, people just dont like seeing so many people of different color, ofcourse mass immigration will bring a lot of people, in this case it was Indians/pakistanis/bangladeshis, and its true out of so many immigrants some will choose wrong things to do(there are bad fishes in every pond), but isnt it true for everyone, even white people do the same shit, but the issue here which is concerning to everybody why a different race is here, the feel like its no more like canada used to be cuz brown people are here, but they forget white people also immigrated at one point of time to these lands. And also is nobody seeing the second part of the video where these people have temples giving out free food to so so many people. In my honest opinion, this rant of people is just glorified wrapper of RACISM which people dont wanna say out loud.
Identity Attack0.5051593
Insult0.40698266
Profanity0.4894185
Threat0.04718852
Severe Toxicity0.16960317
Moderate 0.5532103 Constructive 0.668 Identity Attack
Sep 22, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Canada needs MASS DEPORTATIONS IMMEDIATELY. Can’t stand the Indians!!
Canada needs MASS DEPORTATIONS IMMEDIATELY. Can’t stand the Indians!!
Identity Attack0.6227552
Insult0.35161978
Profanity0.10240069
Threat0.13616586
Severe Toxicity0.06101104
Moderate 0.5532103 Low Con 0.214 Identity Attack Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Holy fuck I love that guy on the bike, he speaks for real Canadians.
Holy fuck I love that guy on the bike, he speaks for real Canadians.
Identity Attack0.11744241
Insult0.25007802
Profanity0.70864636
Threat0.009023022
Severe Toxicity0.028730227
Moderate 0.5532103 Moderate Con 0.451 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Wait. Canada doesn't have the right to keep immigrants out of their country. Just ask them. They think they have the right to enter the US and do whatever they want whenever they want so …
Wait. Canada doesn't have the right to keep immigrants out of their country. Just ask them. They think they have the right to enter the US and do whatever they want whenever they want so they couldn't be hypocrites now.
Identity Attack0.29035977
Insult0.6099415
Profanity0.06195303
Threat0.007870848
Severe Toxicity0.013285006
Moderate 0.5532103 Moderate Con 0.301 Insult Comparative_Framing
Feb 13, 2026 Canada's tighter immigration policy divides …
Immigrants aren’t just stealing your jobs, they’re stealing your cities
Immigrants aren’t just stealing your jobs, they’re stealing your cities
Identity Attack0.6007182
Insult0.40243408
Profanity0.1854088
Threat0.016810767
Severe Toxicity0.040387187
Moderate 0.5532103 Low Con 0.238 Identity Attack
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
لعنة الله على هندةس الهند
لعنة الله على هندةس الهند
Identity Attack0.5051609
Insult0.36798462
Profanity0.47435758
Threat0.122295745
Severe Toxicity0.35368225
Moderate 0.5532103 Low Con 0.203 Identity Attack Identity_Assertion
Feb 10, 2026 Inside Canada's Indian Invasion...
Data source: comment_perspective_scores (Google Perspective API via Communalytic) · Scores are probability values (0-1) indicating how likely a reader would perceive the interaction as toxic or constructive.