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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
Active: Tox: 0.5 – 1 4,704 comments · Page 123 of 189
Bro, You are crazy.
Bro, You are crazy.
Inside Canada's Indian Invasion... · 150: Cluster #149
Close reading → Video sentiment →
Identity Attack0.018972786
Insult0.6407567
Profanity0.2666764
Threat0.008375733
Severe Toxicity0.01896597
Moderate 0.60152835 Moderate Con 0.314 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Why is it so wrong to say it would be a better place without blacks and browns out of our country
Why is it so wrong to say it would be a better place without blacks and browns out of our country
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.69783735
Insult0.40243408
Profanity0.26600444
Threat0.12996206
Severe Toxicity0.20678867
Moderate 0.60152835 Moderate Con 0.31 Identity Attack Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Disgusting asf
Disgusting asf
Inside Canada's Indian Metropolis (Brampton) · 203: Cluster #202
Close reading → Video sentiment →
Identity Attack0.06658725
Insult0.5208188
Profanity0.42102736
Threat0.009799767
Severe Toxicity0.112294696
Moderate 0.60152835 Moderate Con 0.357 Insult
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Bruh Indians cannot drive for sht 😂 This is a fact.
Bruh Indians cannot drive for sht 😂 This is a fact.
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.46476576
Profanity0.5188411
Threat0.022681303
Severe Toxicity0.21290472
Moderate 0.60152835 Low Con 0.143 Identity Attack Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Why would anyone in canada want to sneak into the US? So they can pay for healthcare? LOL. What a dumb narrative.
Why would anyone in canada want to sneak into the US? So they can pay for healthcare? LOL. What a dumb narrative.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.17925262
Insult0.6308392
Profanity0.20139475
Threat0.008789998
Severe Toxicity0.017481172
Moderate 0.60152835 Low Con 0.196 Insult Humor_Satire
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
"Brought to you by the corporate scum brainwashing your nation at this very moment" Stop listening to zombies that hate you
"Brought to you by the corporate scum brainwashing your nation at this very moment" Stop listening to zombies that hate you
How Canada broke its immigration system · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.099072486
Insult0.6308392
Profanity0.3051381
Threat0.012699619
Severe Toxicity0.023152983
Moderate 0.60152835 Low Con 0.191 Insult Fear_Threat
Jun 21, 2025 How Canada broke its immigration …
That gentleman ranting against brown folks calling their place shithole, went to eat chicken tikka masala after this interview..
That gentleman ranting against brown folks calling their place shithole, went to eat chicken tikka masala after this interview..
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.5130944
Profanity0.5365423
Threat0.0138755
Severe Toxicity0.16960317
Moderate 0.60152835 Moderate Con 0.33 Identity Attack Insult Humor_Satire
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Deport The Sh*tters!
Deport The Sh*tters!
Inside Canada's Indian Invasion... · 45: Cluster #44
Close reading → Discourse → Video sentiment →
Identity Attack0.29951343
Insult0.5130944
Profanity0.5188411
Threat0.24484909
Severe Toxicity0.16960317
Moderate 0.5972042 Low Con 0.137 Insult Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
The guy with the bike is a real racist ❤❤❤❤
The guy with the bike is a real racist ❤❤❤❤
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.43896464
Insult0.46923602
Profanity0.22612886
Threat0.021645326
Severe Toxicity0.05025077
Moderate 0.5972042 Low Con 0.3 Meta_Commentary
Feb 8, 2026 Inside Canada's Indian Invasion...
Now Canada smells like dirty armpit!!! 😂
Now Canada smells like dirty armpit!!! 😂
Inside Canada's Indian Invasion... · 343: Cluster #342
Close reading → Video sentiment →
Identity Attack0.4931391
Insult0.5723624
Profanity0.15812257
Threat0.0078449575
Severe Toxicity0.023927659
Moderate 0.5972042 Low Con 0.26 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
YT acting like he's Indigenous to Canada, PS FCUK both Cultures.
YT acting like he's Indigenous to Canada, PS FCUK both Cultures.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.34974504
Insult0.42743355
Profanity0.596623
Threat0.012440704
Severe Toxicity0.16960317
Moderate 0.5972042 Low Con 0.29 Identity_Assertion
Feb 8, 2026 Inside Canada's Indian Invasion...
Justin screwed our country
Justin screwed our country
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.10221587
Insult0.5130944
Profanity0.47435758
Threat0.010938995
Severe Toxicity0.053837523
Moderate 0.5972042 Low Con 0.28 Insult
Sep 2, 2025 1 likes Why Canadians Are Turning Against …
Off course it would be India! The producer of scammers in the world .Indians should be banned Period!
Off course it would be India! The producer of scammers in the world .Indians should be banned Period!
IRCC Names India in Study Permit Fraud | … · 44: Cluster #43
Close reading → Discourse → Video sentiment →
Identity Attack0.61901736
Insult0.489133
Profanity0.2356715
Threat0.13815513
Severe Toxicity0.17009245
Moderate 0.5972042 Low Con 0.102 Identity Attack Unverified_Claim
Oct 1, 2025 1 likes IRCC Names India in Study …
The one guy's not talking about Africans he's talking about Somalians they are the ones that are inbred and are very unintelligent. They are pirates.
The one guy's not talking about Africans he's talking about Somalians they are the ones that are inbred and are very unintelligent. They are pirates.
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.5678696
Profanity0.2761231
Threat0.018710058
Severe Toxicity0.16960317
Moderate 0.5972042 Moderate Con 0.317 Identity Attack Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
THEY ARE NOT INDIANS THEY ARE KHALISTANIS PLEASE STOP BLAMING HINDU'S PLEASE, KHALISTANIS ARE THR PROBLEM NOT HINDUS.
THEY ARE NOT INDIANS THEY ARE KHALISTANIS PLEASE STOP BLAMING HINDU'S PLEASE, KHALISTANIS ARE THR PROBLEM NOT HINDUS.
Inside Canada's Indian Invasion... · 130: Cluster #129
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.4339631
Profanity0.22429734
Threat0.044278983
Severe Toxicity0.21290472
Moderate 0.5972042 Low Con 0.273 Identity Attack Identity_Assertion
Feb 7, 2026 4 likes Inside Canada's Indian Invasion...
Nobody wants Indians in their country
Nobody wants Indians in their country
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.33964422
Profanity0.20016506
Threat0.056563694
Severe Toxicity0.16960317
Moderate 0.5972042 Low Con 0.229 Identity Attack Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Corrupt , scammers.
Corrupt , scammers.
Inside Canada's Indian Metropolis (Brampton) · 106: Cluster #105
Close reading → Video sentiment →
Identity Attack0.02439919
Insult0.6500014
Profanity0.21997347
Threat0.011120236
Severe Toxicity0.023076924
Moderate 0.5972042 Low Con 0.238 Insult
Sep 21, 2025 16 likes Inside Canada's Indian Metropolis (Brampton)
Disgusting and unexceptionable……….this CANADA.
Disgusting and unexceptionable……….this CANADA.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.5935568
Profanity0.054437835
Threat0.007948523
Severe Toxicity0.023076924
Moderate 0.5972042 Low Con 0.143 Insult Moral_Argument
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
"Indians are dirty people." Not all but yes most. It's one of those things that sounds racist, but it's facts 70% of the time. But as the guy said. Canada mainly has the upper class …
"Indians are dirty people." Not all but yes most. It's one of those things that sounds racist, but it's facts 70% of the time. But as the guy said. Canada mainly has the upper class Indians who are not dirty.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.5678696
Profanity0.22105443
Threat0.008492245
Severe Toxicity0.02604016
Moderate 0.5972042 Constructive 0.654 Identity Attack Insult Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
when you come into somebody’s house, you don’t shit and piss on their kitchen sink.
when you come into somebody’s house, you don’t shit and piss on their kitchen sink.
Why Canadians Are Turning Against Immigrants. · 42: Cluster #41
Close reading → Discourse → Video sentiment →
Identity Attack0.013546381
Insult0.3416952
Profanity0.70864636
Threat0.010343489
Severe Toxicity0.024866661
Moderate 0.5972042 Low Con 0.211 Moral_Argument
Sep 7, 2025 Why Canadians Are Turning Against …
13:35…make NO mistake, majority of Taiwanese folks would NOT even consider immigrate to this damn place. I don’t know where you got your stats from, but you’re very wrong in your opinion.
13:35…make NO mistake, majority of Taiwanese folks would NOT even consider immigrate to this damn place. I don’t know where you got your stats from, but you’re very wrong in your opinion.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.32768643
Insult0.44126466
Profanity0.57236236
Threat0.0104988385
Severe Toxicity0.05832097
Moderate 0.5972042 Constructive 0.509
Aug 25, 2025 5 likes Why Canadians Are Turning Against …
WOW ! Canada is screwed. Unbelievable 😢. Keep em in Canada. The United States don't want them.
WOW ! Canada is screwed. Unbelievable 😢. Keep em in Canada. The United States don't want them.
Inside Canada's Indian Metropolis (Brampton) · 318: Cluster #317
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.5423875
Profanity0.39409557
Threat0.011430934
Severe Toxicity0.06488878
Moderate 0.5972042 Low Con 0.266 Insult Fear_Threat
Oct 26, 2025 Inside Canada's Indian Metropolis (Brampton)
The bike guy probably just pissed his boss black😂😂its 2026 everyone is learned
The bike guy probably just pissed his boss black😂😂its 2026 everyone is learned
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.4911651
Insult0.45758462
Profanity0.41503602
Threat0.06626215
Severe Toxicity0.16960317
Moderate 0.5972042 Low Con 0.168 Humor_Satire
Jan 28, 2026 4 likes Inside Canada's Indian Invasion...
Finally someone with balls
Finally someone with balls
Inside Canada's Indian Invasion... · 216: Cluster #215
Close reading → Video sentiment →
Identity Attack0.013244915
Insult0.16195811
Profanity0.49259362
Threat0.011172019
Severe Toxicity0.023076924
Moderate 0.5972042 Moderate Con 0.338
Jan 27, 2026 Inside Canada's Indian Invasion...
Canadian here. Thanks for doing this video. I thought I was loosing my mind in the last 5 years when all of a sudden all you see is Indian people everywhere….its insane. I hope we …
Canadian here. Thanks for doing this video. I thought I was loosing my mind in the last 5 years when all of a sudden all you see is Indian people everywhere….its insane. I hope we get to revert this or we are way beyond f****d
Inside Canada's Indian Invasion... · 60: Cluster #59
Close reading → Discourse → Video sentiment →
Identity Attack0.5108175
Insult0.47273466
Profanity0.541926
Threat0.025271246
Severe Toxicity0.16960317
Moderate 0.5972042 Constructive 0.544 Identity Attack Fear_Threat
Jan 29, 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.