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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 126 of 1230
Get the Indians out of here ! 🇨🇦
Get the Indians out of here ! 🇨🇦
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.36798462
Profanity0.22321637
Threat0.13161413
Severe Toxicity0.16960317
Moderate 0.5921536 Low Con 0.195 Identity Attack Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
What happened in Brampton, and I say this as a brown man whose father immigrated here, is nothing short of criminal. There are so many people in that area who do not belong here, and …
What happened in Brampton, and I say this as a brown man whose father immigrated here, is nothing short of criminal. There are so many people in that area who do not belong here, and any politician who takes a majority of them back would have my vote. My father escaped a south asian sh**hole country, I did not ask nor ever want to return there and they are just brazenly bringing their crappy sh** over here by the dozen. I'm under severe Indian Fatigue
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.5130944
Profanity0.541926
Threat0.038220957
Severe Toxicity0.20067264
Moderate 0.5921536 Constructive 0.645 Identity Attack Insult
Oct 25, 2025 Inside Canada's Indian Metropolis (Brampton)
They want to be replaced. Pathetic self hate
They want to be replaced. Pathetic self hate
Canada's tighter immigration policy divides the country • … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.018972786
Insult0.6308392
Profanity0.20375896
Threat0.012130005
Severe Toxicity0.017287504
Moderate 0.5921536 Low Con 0.169 Insult Fear_Threat
Feb 12, 2026 Canada's tighter immigration policy divides …
hindu fatigue on full. The whole world is sick of them
hindu fatigue on full. The whole world is sick of them
Inside Canada's Indian Invasion... · 188: Cluster #187
Close reading → Discourse → Video sentiment →
Identity Attack0.57957685
Insult0.48627716
Profanity0.28593817
Threat0.047835086
Severe Toxicity0.16960317
Moderate 0.5921536 Low Con 0.236 Identity Attack Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
5:28 the hell he is saying about a WHOLE continent 💀
5:28 the hell he is saying about a WHOLE continent 💀
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.051126
Insult0.24928534
Profanity0.48510036
Threat0.022335978
Severe Toxicity0.16960317
Moderate 0.5921536 Low Con 0.285 Meta_Commentary
Feb 11, 2026 37 likes Inside Canada's Indian Invasion...
Canada needs to find their balls and take their country back from the swarth horde.
Canada needs to find their balls and take their country back from the swarth horde.
How Canada broke its immigration system · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4508763
Insult0.46476576
Profanity0.45448917
Threat0.061736204
Severe Toxicity0.048457388
Moderate 0.5921536 Low Con 0.088 Identity_Assertion
Jul 27, 2025 How Canada broke its immigration …
I hate those rats
I hate those rats
Inside Canada's Indian Invasion... · 144: Cluster #143
Close reading → Discourse → Video sentiment →
Identity Attack0.28034934
Insult0.5130944
Profanity0.39409557
Threat0.032695748
Severe Toxicity0.034110364
Moderate 0.5921536 Moderate Con 0.368 Insult Fear_Threat
Feb 6, 2026 1 likes Inside Canada's Indian Invasion...
Вы пытаетесь наебать ежа голой жопой.
Вы пытаетесь наебать ежа голой жопой.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.038683333
Insult0.47384647
Profanity0.90150756
Threat0.063352615
Severe Toxicity0.44713756
Moderate 0.5921536 Low Con 0.1 Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
So sad how did we let this happen Canada is screwed
So sad how did we let this happen Canada is screwed
Inside Canada's Indian Metropolis (Brampton) · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.3817989
Insult0.54471385
Profanity0.44133487
Threat0.0074306927
Severe Toxicity0.02449106
Moderate 0.5921536 Moderate Con 0.331 Insult
Nov 17, 2025 Inside Canada's Indian Metropolis (Brampton)
I love reading the white rage in the comments. Bigoted pond scum seething about people looking for a better life. Seethe more whites.
I love reading the white rage in the comments. Bigoted pond scum seething about people looking for a better life. Seethe more whites.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.58354634
Insult0.5678696
Profanity0.33317488
Threat0.018192071
Severe Toxicity0.067522444
Moderate 0.5921536 Low Con 0.299 Identity Attack Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
The Punjabi’s are the problem not all Indians, their one the most disgusting casts in India.
The Punjabi’s are the problem not all Indians, their one the most disgusting casts in India.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5983441
Insult0.5678696
Profanity0.26735115
Threat0.030969119
Severe Toxicity0.16960317
Moderate 0.5921536 Low Con 0.219 Identity Attack Insult Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Only because of Hindus all Indians considered poop eating people.😢. Sad. There Sikhs, Christian, Muslims and many more religion's people who don't eat poop.
Only because of Hindus all Indians considered poop eating people.😢. Sad. There Sikhs, Christian, Muslims and many more religion's people who don't eat poop.
Inside Canada's Indian Invasion... · 52: Cluster #51
Close reading → Discourse → Video sentiment →
Identity Attack0.5485698
Insult0.46173862
Profanity0.41503602
Threat0.02492592
Severe Toxicity0.16960317
Moderate 0.5921536 Constructive 0.594 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
None of the punjabs speak english. I dont get how these pooptards were allowed if they cant speak english
None of the punjabs speak english. I dont get how these pooptards were allowed if they cant speak english
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5498214
Insult0.5678696
Profanity0.4596479
Threat0.02924249
Severe Toxicity0.26766825
Moderate 0.5921536 Low Con 0.236 Identity Attack Insult Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
Let the rats in this is what happens ! then add a corrupt government !! Canada is done !!!
Let the rats in this is what happens ! then add a corrupt government !! Canada is done !!!
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.27991617
Insult0.6308392
Profanity0.1308005
Threat0.012130005
Severe Toxicity0.023076924
Moderate 0.5921536 Low Con 0.157 Insult Fear_Threat
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
5:45 that guy is insanely racist and he's got his on all races not even one. Thats the first racist Canadian I've ever seen
5:45 that guy is insanely racist and he's got his on all races not even one. Thats the first racist Canadian I've ever seen
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.5423875
Profanity0.124631
Threat0.010654188
Severe Toxicity0.024631912
Moderate 0.5921536 Moderate Con 0.428 Insult Identity_Assertion
Feb 15, 2026 11 likes Inside Canada's Indian Invasion...
Those Indians are very racist to Black Canadians who were born and raised there.
Those Indians are very racist to Black Canadians who were born and raised there.
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.6487889
Insult0.45758462
Profanity0.17101645
Threat0.009929225
Severe Toxicity0.040387187
Moderate 0.5921536 Moderate Con 0.389 Identity Attack Identity_Assertion
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
@pwilla Calling English Urdu 😂😂 literally pjeeet restarded yo modrs was graped by a muslim male for sure😂😂
@pwilla Calling English Urdu 😂😂 literally pjeeet restarded yo modrs was graped by a muslim male for sure😂😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5680164
Insult0.62169385
Profanity0.5013569
Threat0.41368496
Severe Toxicity0.61260825
Moderate 0.5921536 Low Con 0.212 Identity Attack Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
As a Canadian-Indian born and raised in Brampton for the majority of my life. This shit is accurate. Alot of the issues stem from international students abusing Canada's immigration. That bike guy is wild btw😭
As a Canadian-Indian born and raised in Brampton for the majority of my life. This shit is accurate. Alot of the issues stem from international students abusing Canada's immigration. That bike guy is wild btw😭
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.46173862
Profanity0.6242122
Threat0.012751401
Severe Toxicity0.059217658
Moderate 0.5921536 Constructive 0.65 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Trump is not my enemy. My enemy is nobody else other than the evil, monstrous freaks that took my homeland from me by handing it over to hordes of alien foreigners.
Trump is not my enemy. My enemy is nobody else other than the evil, monstrous freaks that took my homeland from me by handing it over to hordes of alien foreigners.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.57566804
Profanity0.27882218
Threat0.018537397
Severe Toxicity0.037697118
Moderate 0.5921536 Low Con 0.295 Identity Attack Insult
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Trudeau and the clown show have destroyed this country in record time, the burden on all services has been crippling. Mass deportation? the only thing going on is a mass exodus of long time Canadians. …
Trudeau and the clown show have destroyed this country in record time, the burden on all services has been crippling. Mass deportation? the only thing going on is a mass exodus of long time Canadians. Trudeau followed orders from the Globalist Cabal just as Biden did, doing nothing but increase the socialist vote count by giving away billions of dollars, while stripping down the middle class to the bone. Trudeau should be in jail for Trieason.
· 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.00051986845
Insult0.5499171
Profanity0.00073783944
Threat0.00022369283
Severe Toxicity0.000007756301
Moderate 0.5903044 Insult Policy_Critique
Apr 16, 2025
Gosh I hate Indian accent so much
Gosh I hate Indian accent so much
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.28586254
Profanity0.31402156
Threat0.01508414
Severe Toxicity0.104393706
Moderate 0.5885171 Moderate Con 0.372 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Deport poopjeets as much as possible then you will become poo 💩 mandi 😂
Deport poopjeets as much as possible then you will become poo 💩 mandi 😂
Inside Canada's Indian Invasion... · 265: Cluster #264
Close reading → Discourse → Video sentiment →
Identity Attack0.3817989
Insult0.56997263
Profanity0.45190978
Threat0.16067244
Severe Toxicity0.35148153
Moderate 0.5885171 Low Con 0.153 Insult Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
0:41 First of all there is a difference between Indian and khalistani 🧐 khalistani is anti-nationalist anti India terrorist group who portray themselves as sikh they are not sikh and some damn Pakistanis and Bangladeshi …
0:41 First of all there is a difference between Indian and khalistani 🧐 khalistani is anti-nationalist anti India terrorist group who portray themselves as sikh they are not sikh and some damn Pakistanis and Bangladeshi also portrait inside as Indian
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.58354634
Insult0.5543018
Profanity0.44890457
Threat0.2836219
Severe Toxicity0.45895407
Moderate 0.5885171 Moderate Con 0.333 Identity Attack Insult Identity_Assertion
Feb 26, 2026 Inside Canada's Indian Invasion...
DEPORT HINDUS back to INDIA.
DEPORT HINDUS back to INDIA.
Inside Canada's Indian Invasion... · 77: Cluster #76
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.39297962
Profanity0.19032755
Threat0.18597278
Severe Toxicity0.2322463
Moderate 0.5885171 Low Con 0.194 Identity Attack Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
No more turbans and Muslims.
No more turbans and Muslims.
Why Canadians Are Turning Against Immigrants. · 10: Cluster #9
Close reading → Discourse → Video sentiment →
Identity Attack0.6682205
Insult0.37279442
Profanity0.18233459
Threat0.09929679
Severe Toxicity0.16960317
Moderate 0.5885171 Low Con 0.205 Identity Attack Identity_Assertion
Aug 28, 2025 Why Canadians Are Turning Against …
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.