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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
30,738 comments · Page 152 of 1230
Oh yeah Indians are using Curry as AK -7 and using their traditional wear as pistols against the superior white race, If I was dumb I would definitely term it as an "INVASION".
Oh yeah Indians are using Curry as AK -7 and using their traditional wear as pistols against the superior white race, If I was dumb I would definitely term it as an "INVASION".
Identity Attack0.55803186
Insult0.48627716
Profanity0.29209393
Threat0.13815513
Severe Toxicity0.072789766
Moderate 0.5532103 Low Con 0.256 Identity Attack Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
As a canadien i am sad at the amount of homeless canadiens canada wants to be inclusive so fuck the born and made in canada lets give houses and 5k a month for them too …
As a canadien i am sad at the amount of homeless canadiens canada wants to be inclusive so fuck the born and made in canada lets give houses and 5k a month for them too move here ...
Identity Attack0.3825363
Insult0.4196762
Profanity0.5188411
Threat0.019228047
Severe Toxicity0.12809667
Moderate 0.5532103 Moderate Con 0.455 Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Them dirty scammers are invading everywhere. The uk is a joke with how many they have let in
Them dirty scammers are invading everywhere. The uk is a joke with how many they have let in
Identity Attack0.32476485
Insult0.5723624
Profanity0.2659699
Threat0.01119791
Severe Toxicity0.023076924
Moderate 0.5532103 Low Con 0.218 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Kalestanians who do u think u are u are not canadians and u just invaded our country and took.over u need to get out u are all illegals taking all of our resources country and …
Kalestanians who do u think u are u are not canadians and u just invaded our country and took.over u need to get out u are all illegals taking all of our resources country and culture shame on u for taking away from canadians country plus we are fed up u need to get out
Identity Attack0.57150364
Insult0.4810288
Profanity0.08290444
Threat0.050744623
Severe Toxicity0.16960317
Moderate 0.5532103 Moderate Con 0.302 Identity Attack Identity_Assertion
Sep 20, 2025 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...
This guy is racist why doesnt he goes yo hillbilly areas and talk about white people
This guy is racist why doesnt he goes yo hillbilly areas and talk about white people
Identity Attack0.5124616
Insult0.47020787
Profanity0.22602804
Threat0.012492486
Severe Toxicity0.02453801
Moderate 0.5532103 Low Con 0.208 Identity Attack Identity_Assertion
Mar 3, 2026 Inside Canada's Indian Invasion...
And tamils also😂 all the former tamil terrorists are currently in canada😂.canadians love terrorists
And tamils also😂 all the former tamil terrorists are currently in canada😂.canadians love terrorists
Identity Attack0.58354634
Insult0.46173862
Profanity0.13785136
Threat0.046541955
Severe Toxicity0.109661035
Moderate 0.5532103 Low Con 0.167 Identity Attack
Jan 27, 2026 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)
yet the dancing boys of Afghanistan are sodommized little boys and then go to a mosque to pray for forgiveness please 😂 😂
yet the dancing boys of Afghanistan are sodommized little boys and then go to a mosque to pray for forgiveness please 😂 😂
Identity Attack0.5135796
Insult0.40243408
Profanity0.33453682
Threat0.063999176
Severe Toxicity0.18232453
Moderate 0.5532103 Low Con 0.166 Identity Attack
Sep 1, 2025 1 likes Why Canadians Are Turning Against …
None of the LPC know what is going on and either don't answer questions or attack the person for asking the question. It is pathetic
None of the LPC know what is going on and either don't answer questions or attack the person for asking the question. It is pathetic
Identity Attack0.022188433
Insult0.6120431
Profanity0.14490221
Threat0.012906751
Severe Toxicity0.011978149
Moderate 0.5532103 Moderate Con 0.344 Insult Policy_Critique
Feb 26, 2026 2 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Its just the uneducated Indians and immigrants who come to Canada that are messing things up, my parents immigrated to Canada from Pakistan, both my parents are from well educated families. When they came to …
Its just the uneducated Indians and immigrants who come to Canada that are messing things up, my parents immigrated to Canada from Pakistan, both my parents are from well educated families. When they came to Canada my dad got a job as a engineer and my moms a house wife, they are well assimilated to the culture of Canada and speak good English, they still practice there religion but don't force it down peoples throats. These are the types of immigrants that Canada needs not uneducated rats who don't know how to respect the people and country that welcomed them in the first place.
Identity Attack0.55044734
Insult0.5678696
Profanity0.2268346
Threat0.015429466
Severe Toxicity0.067522444
Moderate 0.5532103 Constructive 0.657 Identity Attack Insult Personal_Narrative
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
Last warning to the Anglo-Saxons: your days are counted. The Anglosphere and the Commonwealth as you knew it is totally doomed. Start learning other languages and emigrate to nations where your daughters won't be targeted …
Last warning to the Anglo-Saxons: your days are counted. The Anglosphere and the Commonwealth as you knew it is totally doomed. Start learning other languages and emigrate to nations where your daughters won't be targeted by the "cow-dung-bobs-and-vagene" folks. They're nasty, but they're too lazy to learn Spanish, Portuguese, Korean, etc.
Identity Attack0.48915586
Insult0.5130944
Profanity0.39409557
Threat0.043309137
Severe Toxicity0.16960317
Moderate 0.5532103 Low Con 0.254 Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Indian say India is 4 largest economy sarrr but we do not live in India trashy 💩
Indian say India is 4 largest economy sarrr but we do not live in India trashy 💩
Identity Attack0.5135796
Insult0.54471385
Profanity0.4001375
Threat0.13815513
Severe Toxicity0.3536391
Moderate 0.5532103 Low Con 0.144 Identity Attack Insult Identity_Assertion
Jan 28, 2026 4 likes Inside Canada's Indian Invasion...
Couple of things to say!! 1. Thank you for putting this video as people and pupil in India and Canada will know the current status of the country. And Govt also lowered the percentage of …
Couple of things to say!! 1. Thank you for putting this video as people and pupil in India and Canada will know the current status of the country. And Govt also lowered the percentage of offering the student visa. 2. I really don’t give a shit about your content Idk what’s exactly the problem with you, your life, or your parents that raised you in a way that you just complain about things. Your every video is either about drug capital / murder capital or invasion of blah blah country in blah blah city. 3. Let me simplify for you Indian didn’t just show up here over night it’s your governments who is fuckin greedy these people pay 3-4x amount of tuition fees and each and every student pay 20k ( formerly 10k) as GIC which is invested in your govt bonds and resturn of these shits is not even 1%. 4. There are flaws in each and every community and everywhere. When govt just getting people here blindly students, refugees and what not then it is nothing but obvious that people will not have jobs and no jobs mean yes crime! 5. Better to question your fuckin greedy GOVERNMENT, but you can’t bcs you also don’t give a damn you just wanna post these shit and get the comments from anti Indian people which is kinda cool now a days online but who cares they built their businesses and what not. You just can hate Indians they are everywhere ! Well it’s fine too when you can’t defeat only thing you can do is hate 6. They really don’t need any recommendations from the community of people whose young boys are busy in finding either they are gay or cats or what and their girls are busy selling their nasty pictures online. And their old males are busy in tailgating with their shity Ford F150 and the old females with their nth bf and pregnant with ,even they don’t know, with whom. 7. They are respectful and helping to work on low wages ( idk why). As you mentioned the Tim will you quit spreading hate and working at that place I’ll get you a job! 8. It’s much better rather than hating have good government who will offer visa to really the qualified ones not to just random white refugees with their 19 people family and feeding them! 8. You know what is more fucked up the muslims everywhere begging while they get help from UN as welfare. And even worst your people in Downtown high on even your JC don’t know. 9. There are real reasons to worry! Don’t create that doesn’t even exist! 10. If someone from across the world with not good English speaking and minimal education come here and take over your nation then you are right crying is the only option left bcs your lazy ass didn’t wanna do anything so, now you are crying and posting online
Identity Attack0.27682206
Insult0.48228607
Profanity0.41570562
Threat0.07093142
Severe Toxicity0.16960317
Moderate 0.5532103 Constructive 0.673 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
I think people with an AQ below 120 shouldn't be accepted as refugees; they ruin the country and its culture.
I think people with an AQ below 120 shouldn't be accepted as refugees; they ruin the country and its culture.
Identity Attack0.60238177
Insult0.43450394
Profanity0.17287734
Threat0.13228847
Severe Toxicity0.16960317
Moderate 0.5532103 Moderate Con 0.443 Identity Attack Fear_Threat
Feb 21, 2026 Inside Canada's Indian Invasion...
all of these subhumans will be either sent back or violently removed, the time is coming very soon.
all of these subhumans will be either sent back or violently removed, the time is coming very soon.
Identity Attack0.36702603
Insult0.46173862
Profanity0.24631839
Threat0.5507274
Severe Toxicity0.18232453
Moderate 0.5532103 Low Con 0.119 Threat Fear_Threat
Feb 9, 2026 2 likes Inside Canada's Indian Invasion...
I hate being born as an Indian. I wish I was white.
I hate being born as an Indian. I wish I was white.
Identity Attack0.6007182
Insult0.26957804
Profanity0.27342406
Threat0.013372798
Severe Toxicity0.0475607
Moderate 0.5532103 Moderate Con 0.42 Identity Attack Identity_Assertion
Feb 5, 2026 4 likes Inside Canada's Indian Invasion...
Damn straight we're fed up! Immigration used to work. This today is NOT immigration. These people are being used by western governments as a catalyst to chaos. It's working and it really hasn't even begun …
Damn straight we're fed up! Immigration used to work. This today is NOT immigration. These people are being used by western governments as a catalyst to chaos. It's working and it really hasn't even begun yet.
Identity Attack0.26325142
Insult0.36798462
Profanity0.542788
Threat0.012440704
Severe Toxicity0.03590374
Moderate 0.5532103 Constructive 0.527 Fear_Threat
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Indian guy.......I don't feel any difference between India and Canada.....life is good for us in India....... why you came here, life is good in Canada.....WTF 😂😂😂😂😂
Indian guy.......I don't feel any difference between India and Canada.....life is good for us in India....... why you came here, life is good in Canada.....WTF 😂😂😂😂😂
Identity Attack0.46028158
Insult0.40189892
Profanity0.46460027
Threat0.009981008
Severe Toxicity0.08332442
Moderate 0.5532103 Moderate Con 0.456
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
wtf is happening to the world right now? Europe is screwed and almost invaded, Canada too. This is what happens when liberals have rights and a voice
wtf is happening to the world right now? Europe is screwed and almost invaded, Canada too. This is what happens when liberals have rights and a voice
Identity Attack0.2839175
Insult0.42743355
Profanity0.5249258
Threat0.011275585
Severe Toxicity0.059217658
Moderate 0.5532103 Low Con 0.278 Fear_Threat
Feb 5, 2026 Inside Canada's Indian Invasion...
As a indian🇮🇳 ....if u feel disgusted mainly canadians why u r voting ndp....and after electing your own party ...tell them to kick...btw i dont think they are illegal immigrants...they went there legally..and they behave …
As a indian🇮🇳 ....if u feel disgusted mainly canadians why u r voting ndp....and after electing your own party ...tell them to kick...btw i dont think they are illegal immigrants...they went there legally..and they behave nothing like immigrants of Europe ....yes indians are dirty...but i think that tax paying blame is actually false..indian do pay taxes...
Identity Attack0.5707127
Insult0.5130944
Profanity0.22429734
Threat0.34804323
Severe Toxicity0.14126498
Moderate 0.5532103 Constructive 0.668 Identity Attack Insult Personal_Narrative
Dec 2, 2025 Inside Canada's Indian Metropolis (Brampton)
If you have guts go and expose muslims
If you have guts go and expose muslims
Identity Attack0.57957685
Insult0.36798462
Profanity0.26631543
Threat0.49142194
Severe Toxicity0.17926651
Moderate 0.5532103 Low Con 0.239 Identity Attack Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
Send all this indians back!!
Send all this indians back!!
Identity Attack0.6007182
Insult0.34782293
Profanity0.17752954
Threat0.21332647
Severe Toxicity0.16960317
Moderate 0.5532103 Low Con 0.2 Identity Attack
Jan 17, 2026 2.9 million Canadian temporary visas …
NUKE Brampton. problem solve. kel em all.
NUKE Brampton. problem solve. kel em all.
Identity Attack0.11280017
Insult0.26957804
Profanity0.22602804
Threat0.62574995
Severe Toxicity0.35220072
Moderate 0.5532103 Low Con 0.258 Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
These videos are clickbait. People assimilate and they take care of cities. These kinds of videos are just for creator to gain views and earn money. I don’t know how stupid people are to watch …
These videos are clickbait. People assimilate and they take care of cities. These kinds of videos are just for creator to gain views and earn money. I don’t know how stupid people are to watch and fall for such videos. Currently youtube, google is working as villian for society. Along with other social media
Identity Attack0.08087392
Insult0.5130944
Profanity0.3778404
Threat0.010757755
Severe Toxicity0.023076924
Moderate 0.5532103 Moderate Con 0.34 Insult Meta_Commentary
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
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.