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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 163 of 1230
The Indian population is so huge, they are taking over the world and taking their horrible cultures with them Most are uncivilised !
The Indian population is so huge, they are taking over the world and taking their horrible cultures with them Most are uncivilised !
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.56711763
Insult0.46923602
Profanity0.26555094
Threat0.045895394
Severe Toxicity0.16960317
Moderate 0.52272606 Low Con 0.236 Identity Attack Fear_Threat
Feb 22, 2026 1 likes Inside Canada's Indian Invasion...
Liberal government is the only place where you fail upwards jut like gun grab man! If LIBTARDS don't wake up soon we will not be a G7 country. The entire pool of ministers are all …
Liberal government is the only place where you fail upwards jut like gun grab man! If LIBTARDS don't wake up soon we will not be a G7 country. The entire pool of ministers are all useless.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 46: Cluster #45
Close reading → Discourse → Video sentiment →
Identity Attack0.12735364
Insult0.57787937
Profanity0.20808282
Threat0.029587816
Severe Toxicity0.020902663
Moderate 0.52272606 Low Con 0.191 Insult Policy_Critique
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
blak boy ur imigrient so why u yappin
blak boy ur imigrient so why u yappin
Why Canadians Are Turning Against Immigrants. · 14: Cluster #13
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.4339631
Profanity0.26189584
Threat0.011741633
Severe Toxicity0.0475607
Moderate 0.52272606 Low Con 0.286 Identity Attack
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
These d1rt Indians buys up all the dunkin donuts, subways, citgo and change prices and never honor coupons. Boycott all Indian owned franchises
These d1rt Indians buys up all the dunkin donuts, subways, citgo and change prices and never honor coupons. Boycott all Indian owned franchises
Inside Canada's Indian Invasion... · 20: Cluster #19
Close reading → Discourse → Video sentiment →
Identity Attack0.5548181
Insult0.4810288
Profanity0.27139977
Threat0.06561559
Severe Toxicity0.16960317
Moderate 0.52272606 Moderate Con 0.322 Identity Attack Call_To_Action
Jan 29, 2026 Inside Canada's Indian Invasion...
These new Indian immigrants have no class.
These new Indian immigrants have no class.
Inside Canada's Indian Invasion... · 58: Cluster #57
Close reading → Discourse → Video sentiment →
Identity Attack0.56445944
Insult0.47384647
Profanity0.1696208
Threat0.013424582
Severe Toxicity0.02604016
Moderate 0.52272606 Low Con 0.189 Identity Attack Identity_Assertion
Feb 23, 2026 1 likes Inside Canada's Indian Invasion...
The bike guy racist and extremely uneducated
The bike guy racist and extremely uneducated
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.30103904
Insult0.54525656
Profanity0.21456863
Threat0.010576514
Severe Toxicity0.023076924
Moderate 0.52272606 Low Con 0.182 Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Bike Guy was spitting full auto facts no trigger release! He is a savage mf!
Bike Guy was spitting full auto facts no trigger release! He is a savage mf!
Inside Canada's Indian Invasion... · 155: Cluster #154
Close reading → Discourse → Video sentiment →
Identity Attack0.04151922
Insult0.54471385
Profanity0.39409557
Threat0.026652548
Severe Toxicity0.024631912
Moderate 0.52272606 Low Con 0.296 Insult Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Really,,as an Indian I feel very bad,,, indians are destroying the canada.
Really,,as an Indian I feel very bad,,, indians are destroying the canada.
Inside Canada's Indian Metropolis (Brampton) · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.35849577
Profanity0.13785136
Threat0.08703069
Severe Toxicity0.02402156
Moderate 0.52272606 Constructive 0.51 Identity Attack Identity_Assertion
Dec 31, 2025 Inside Canada's Indian Metropolis (Brampton)
Wow that guy on scooter is ignorant and is proud of it
Wow that guy on scooter is ignorant and is proud of it
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.04306607
Insult0.6099415
Profanity0.21348765
Threat0.0077284453
Severe Toxicity0.015479924
Moderate 0.52272606 Low Con 0.199 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Please Donald Trump - demand that Canada fixes this. And to think these clowns who facilitate this get early retirement with a nice pension.
Please Donald Trump - demand that Canada fixes this. And to think these clowns who facilitate this get early retirement with a nice pension.
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.022791367
Insult0.6149945
Profanity0.08128801
Threat0.009023022
Severe Toxicity0.010070801
Moderate 0.52272606 Low Con 0.216 Insult Call_To_Action
Nov 21, 2025 1 likes Thousands of refugees allowed into …
Destroying Canada one Indian at a time
Destroying Canada one Indian at a time
Inside Canada's Indian Metropolis (Brampton) · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.5680164
Insult0.30326313
Profanity0.14666493
Threat0.5195707
Severe Toxicity0.16960317
Moderate 0.52272606 Low Con 0.27 Identity Attack Threat Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Nothing would make me happier than having the ice guys from America drag these rats out.
Nothing would make me happier than having the ice guys from America drag these rats out.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.28034934
Insult0.5678696
Profanity0.22889622
Threat0.18913531
Severe Toxicity0.023152983
Moderate 0.52272606 Low Con 0.203 Insult Fear_Threat
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
Th3bindian lady is using big words to escape the question.. red flag ml. She is frud
Th3bindian lady is using big words to escape the question.. red flag ml. She is frud
IRCC Names India in Study Permit Fraud | … · 131: Cluster #130
Close reading → Video sentiment →
Identity Attack0.34974504
Insult0.5678696
Profanity0.26593533
Threat0.011741633
Severe Toxicity0.023692908
Moderate 0.52272606 Low Con 0.19 Insult
Sep 27, 2025 1 likes IRCC Names India in Study …
SENT THEM BACK TO BJP MODI GANDHI KILLERS INDIA
SENT THEM BACK TO BJP MODI GANDHI KILLERS INDIA
Inside Canada's Indian Invasion... · 77: Cluster #76
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.6120431
Profanity0.36230123
Threat0.49142194
Severe Toxicity0.45895407
Moderate 0.52272606 Low Con 0.137 Insult Call_To_Action
Mar 1, 2026 2 likes Inside Canada's Indian Invasion...
I'm gonna vomit..!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
I'm gonna vomit..!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
Inside Canada's Indian Metropolis (Brampton) · 379: Cluster #378
Close reading → Discourse → Video sentiment →
Identity Attack0.009434453
Insult0.17361937
Profanity0.30866358
Threat0.24090876
Severe Toxicity0.044870634
Moderate 0.52272606 Moderate Con 0.394 Humor_Satire
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Must be fkn stink 😂
Must be fkn stink 😂
Inside Canada's Indian Invasion... · 65: Cluster #64
Close reading → Video sentiment →
Identity Attack0.026408968
Insult0.40243408
Profanity0.542788
Threat0.0103175985
Severe Toxicity0.16960317
Moderate 0.52272606 Low Con 0.282
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Strange. It’s almost like having illegal’s in your country is bad. Hey, Canada.. “Hypocritical” much.. You hate Trump. You call America the evil country. Yet, you do the exact same thing.
Strange. It’s almost like having illegal’s in your country is bad. Hey, Canada.. “Hypocritical” much.. You hate Trump. You call America the evil country. Yet, you do the exact same thing.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.38230872
Insult0.5678696
Profanity0.051181246
Threat0.0077025536
Severe Toxicity0.017158391
Moderate 0.52272606 Low Con 0.233 Insult Comparative_Framing
Dec 26, 2025 1 likes Deportations From Canada at Their …
Ts sh racist gng
Ts sh racist gng
Inside Canada's Indian Invasion... · 8: Cluster #7
Close reading → Discourse → Video sentiment →
Identity Attack0.36273825
Insult0.4710501
Profanity0.46460027
Threat0.020609349
Severe Toxicity0.16960317
Moderate 0.52139956 Low Con 0.292 Moral_Argument
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
We even do here honor killing!!!!
We even do here honor killing!!!!
Why Canadians Are Turning Against Immigrants. · 111: Cluster #110
Close reading → Discourse → Video sentiment →
Identity Attack0.047190998
Insult0.09270445
Profanity0.19893537
Threat0.5487409
Severe Toxicity0.16960317
Moderate 0.52139956 Low Con 0.262 Threat Fear_Threat
Oct 1, 2025 Why Canadians Are Turning Against …
Great a Pakistani saying India lol So this has been since 2016.. before that everything was vetted and was a complete lock down on applications and students. Only 2% were non compliant in general. Everyone …
Great a Pakistani saying India lol So this has been since 2016.. before that everything was vetted and was a complete lock down on applications and students. Only 2% were non compliant in general. Everyone else got jobs or went back. Trudeau let a lot of garbage in!!
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.43896464
Insult0.5362655
Profanity0.11477985
Threat0.008285114
Severe Toxicity0.020644438
Moderate 0.52139956 Moderate Con 0.453 Insult
Oct 4, 2025 1 likes IRCC Names India in Study …
Haven`t turned against anyone who lives and works here EVER ! Who the "F" are you !?? I am 66 years old born July 1 and i ha ve never discriminated against anyone . And …
Haven`t turned against anyone who lives and works here EVER ! Who the "F" are you !?? I am 66 years old born July 1 and i ha ve never discriminated against anyone . And i would and have fpu if they did it in front of me ya looser content "creator" . ffs
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.029402243
Insult0.5129801
Profanity0.3938786
Threat0.012803185
Severe Toxicity0.02383376
Moderate 0.52139956 Moderate Con 0.469 Insult Meta_Commentary
Aug 28, 2025 Why Canadians Are Turning Against …
after this video i'm unsubscribing this video gave me bad & racist vibes
after this video i'm unsubscribing this video gave me bad & racist vibes
Inside Canada's Indian Invasion... · 54: Cluster #53
Close reading → Discourse → Video sentiment →
Identity Attack0.31892163
Insult0.2659317
Profanity0.2317999
Threat0.064969026
Severe Toxicity0.026936848
Moderate 0.52139956 Moderate Con 0.4 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
How does someone from India come to America and buy a Mercedes travel van with no plates and get to drive around just fine meanwhile I’m getting pulled over for stopping to early at a …
How does someone from India come to America and buy a Mercedes travel van with no plates and get to drive around just fine meanwhile I’m getting pulled over for stopping to early at a stop sign! Our own police let these mfs do whatever they want and steal to high hell
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.47384647
Profanity0.41081807
Threat0.06561559
Severe Toxicity0.14126498
Moderate 0.52139956 Moderate Con 0.384
Jan 27, 2026 Inside Canada's Indian Invasion...
The most "sacred" river, the Ganges, is a polluted Sh*t hole. If that's how you treat what you consider sacred, how are you gonna treat a country not your own?
The most "sacred" river, the Ganges, is a polluted Sh*t hole. If that's how you treat what you consider sacred, how are you gonna treat a country not your own?
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.08252834
Insult0.43296707
Profanity0.5365423
Threat0.010291707
Severe Toxicity0.030523606
Moderate 0.52139956 Moderate Con 0.345
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
8:35 nothing but hate hate hate. How can you sign up and drive uber without driver’s license? Old man is out of his mind.
8:35 nothing but hate hate hate. How can you sign up and drive uber without driver’s license? Old man is out of his mind.
Inside Canada's Indian Metropolis (Brampton) · 269: Cluster #268
Close reading → Video sentiment →
Identity Attack0.10221587
Insult0.48484445
Profanity0.10023434
Threat0.013113883
Severe Toxicity0.022710243
Moderate 0.52139956 Moderate Con 0.382
Oct 10, 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.