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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
Clear all | Quick: Toxic (>0.5) Most constructive High toxicity (>0.7) Most liked
30,738 comments · Page 150 of 1230
11:07 this dude is vommiting just hate , and I will not be surprised, he is not even Sikh . If you will talk to divide & break india , you will be suppressed without …
11:07 this dude is vommiting just hate , and I will not be surprised, he is not even Sikh . If you will talk to divide & break india , you will be suppressed without any doubt.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.36942887
Insult0.45758462
Profanity0.29209393
Threat0.13815513
Severe Toxicity0.15443328
Moderate 0.5559701 Moderate Con 0.333 Identity_Assertion
Feb 4, 2026 2 likes Inside Canada's Indian Invasion...
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
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
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...
When i immigrated here amost 30 years ago, not a single $ was given to me by the stupid government. I have money to support myself, that's the rule before paid landing fee and must …
When i immigrated here amost 30 years ago, not a single $ was given to me by the stupid government. I have money to support myself, that's the rule before paid landing fee and must have money of my own to spend for couple of months besides me passing the point system from my home country. Now these people coming is given thousands of dollars😡
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.20878418
Insult0.56997263
Profanity0.2882351
Threat0.009126588
Severe Toxicity0.02258113
Moderate 0.5559701 Constructive 0.589 Insult Personal_Narrative
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
Indians are number one in corruption
Indians are number one in corruption
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
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)
this is repulsive. every White, Western nation it's the same thing. we need to sever these (((shackles))) and take our homeland back. this is so incredibly emasculating.
this is repulsive. every White, Western nation it's the same thing. we need to sever these (((shackles))) and take our homeland back. this is so incredibly emasculating.
Inside Canada's Indian Invasion... · 55: Cluster #54
Close reading → Discourse → Video sentiment →
Identity Attack0.46614665
Insult0.46173862
Profanity0.4170448
Threat0.13616586
Severe Toxicity0.16960317
Moderate 0.5559701 Moderate Con 0.339 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Our country sucks, we are planning our exit. Too many taxes, high cost of living, and every year it feels like we are more and more on the decline
Our country sucks, we are planning our exit. Too many taxes, high cost of living, and every year it feels like we are more and more on the decline
Canada’s new rules in 2026 · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.11860296
Insult0.48399165
Profanity0.41503602
Threat0.0077672824
Severe Toxicity0.023076924
Moderate 0.5559701 Moderate Con 0.42 Economic_Argument
Feb 4, 2026 Canada’s new rules in 2026
To all whites : all u can do is cry on internet alll day😅😅😅 can't revert anything 😂😂😂😂😂
To all whites : all u can do is cry on internet alll day😅😅😅 can't revert anything 😂😂😂😂😂
Inside Canada's Indian Invasion... · 30: Cluster #29
Close reading → Discourse → Video sentiment →
Identity Attack0.54151535
Insult0.36193377
Profanity0.2453505
Threat0.079364374
Severe Toxicity0.15706694
Moderate 0.5559701 Low Con 0.19 Identity Attack Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
These "officials" are useless
These "officials" are useless
IRCC Names India in Study Permit Fraud | … · 134: Cluster #133
Close reading → Video sentiment →
Identity Attack0.09741807
Insult0.61794597
Profanity0.2637234
Threat0.010913103
Severe Toxicity0.01735206
Moderate 0.5559701 Low Con 0.199 Insult
Oct 1, 2025 IRCC Names India in Study …
Tired of these street sh!tters
Tired of these street sh!tters
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
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)
Born in Brampton, what a 💩 hole. Thank God I was moved to Alberta in the mid 90s. And can not wait to seperate from the socialist 💩 hole that is Canada.
Born in Brampton, what a 💩 hole. Thank God I was moved to Alberta in the mid 90s. And can not wait to seperate from the socialist 💩 hole that is Canada.
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.43256098
Insult0.5588244
Profanity0.32965264
Threat0.008893564
Severe Toxicity0.030523606
Moderate 0.5559701 Moderate Con 0.433 Insult Personal_Narrative
Jan 27, 2026 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
Why Canadians Are Turning Against Immigrants. · 5: Cluster #4
Close reading → Discourse → Video sentiment →
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 …
CoudhovenKalergiePlan ✡️ 🧃wan’t to exterminate the white race!!!
CoudhovenKalergiePlan ✡️ 🧃wan’t to exterminate the white race!!!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.28791866
Profanity0.27207452
Threat0.5230719
Severe Toxicity0.35166132
Moderate 0.5559701 Low Con 0.223 Identity Attack Threat Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
oh OH ! we fuk'd
oh OH ! we fuk'd
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
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...
Get your racist BS outta here.
Get your racist BS outta here.
Inside Canada's Indian Metropolis (Brampton) · 8: Cluster #7
Close reading → Video sentiment →
Identity Attack0.2831485
Insult0.5208188
Profanity0.3033754
Threat0.01254427
Severe Toxicity0.02453801
Moderate 0.5559701 Low Con 0.144 Insult
Sep 23, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I went to Niagara Falls with my family in 2020 and because of Covid not a lot of people where there... It was the *reopening* of Clifton Hill and the Hornblower attraction... As we where …
I went to Niagara Falls with my family in 2020 and because of Covid not a lot of people where there... It was the *reopening* of Clifton Hill and the Hornblower attraction... As we where going to board the Sky Wheel there was a huge stench of weed in the air.... I have been around weed a lot but nothing compared to this... A big group of Indians where sitting in a circle and passing blunts to each other. It felt like a free for all do what the F*** you like. It sucked and they where super rude and cutting in the lines... I love Indians but come on man, have some manners.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.4794537
Profanity0.57488567
Threat0.03718498
Severe Toxicity0.23223256
Moderate 0.5559701 Constructive 0.595
Jan 27, 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
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
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...
Curse Vishnu
Curse Vishnu
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.4482637
Insult0.5177041
Profanity0.44366163
Threat0.5330498
Severe Toxicity0.45895407
Moderate 0.5559701 Moderate Con 0.37 Insult Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
It’s about damn time someone made a video about this 🎉
It’s about damn time someone made a video about this 🎉
Inside Canada's Indian Invasion... · 17: Cluster #16
Close reading → Discourse → Video sentiment →
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...
Koose phuddiaale khalistani
Koose phuddiaale khalistani
Inside Canada's Indian Invasion... · 154: Cluster #153
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.57566804
Profanity0.46460027
Threat0.34804323
Severe Toxicity0.45895407
Moderate 0.5559701 Low Con 0.181 Identity Attack Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
i rather live with dem indians than the mexicans and Somalis. some on dem indians females are hot, and i'll eat they ahh.
i rather live with dem indians than the mexicans and Somalis. some on dem indians females are hot, and i'll eat they ahh.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.37052566
Profanity0.39842105
Threat0.13853464
Severe Toxicity0.16960317
Moderate 0.5559701 Moderate Con 0.393 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
This Video created is hate spreading and he is trying his best to get negative footage. I know which race this TylerOlivera belongs to, hate again all culture and people. Shame on you
This Video created is hate spreading and he is trying his best to get negative footage. I know which race this TylerOlivera belongs to, hate again all culture and people. Shame on you
Inside Canada's Indian Invasion... · 56: Cluster #55
Close reading → Discourse → Video sentiment →
Identity Attack0.28034934
Insult0.40243408
Profanity0.22663295
Threat0.03718498
Severe Toxicity0.02491361
Moderate 0.5559701 Moderate Con 0.385 Meta_Commentary
Feb 17, 2026 3 likes Inside Canada's Indian Invasion...
They love to poo in public and group bathe in lakes as if it is the Ganges river in India. They are also extremely arrogant and have strong body odor. The ones that have been …
They love to poo in public and group bathe in lakes as if it is the Ganges river in India. They are also extremely arrogant and have strong body odor. The ones that have been in Canada for a long time think they are honorary Whites too. 😆
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.5208188
Profanity0.18049006
Threat0.011068452
Severe Toxicity0.028730227
Moderate 0.5559701 Moderate Con 0.346 Identity Attack Insult Unverified_Claim
Feb 28, 2026 3 likes Inside Canada's Indian Invasion...
Tyler you forgot to mention that you might get sold into the sex trade 😂
Tyler you forgot to mention that you might get sold into the sex trade 😂
Inside Canada's Indian Invasion... · 29: Cluster #28
Close reading → Discourse → Video sentiment →
Identity Attack0.047190998
Insult0.26957804
Profanity0.33258784
Threat0.12382901
Severe Toxicity0.041283876
Moderate 0.5559701 Low Con 0.25 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
All you conservatives should look in the mirror. Pierre has two of the most obnoxious Indians beside him in parliament, that's why he doesn't want to read the files, he's the biggest hypocrite of them …
All you conservatives should look in the mirror. Pierre has two of the most obnoxious Indians beside him in parliament, that's why he doesn't want to read the files, he's the biggest hypocrite of them all. That lady about the treacherous convoy, they deserved to be sent to prison just like the criminal elements from india.
Why Canadians Are Turning Against Immigrants. · 134: Cluster #133
Close reading → Discourse → Video sentiment →
Identity Attack0.49855098
Insult0.5723624
Profanity0.12727508
Threat0.079364374
Severe Toxicity0.023246882
Moderate 0.5559701 Low Con 0.261 Insult Policy_Critique
Aug 25, 2025 Why Canadians Are Turning Against …
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..
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
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)
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.