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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 36 of 189
They come to our country and abuse our system and then they cry racism if anyone says anything. Fucking liberal government did this to Canada
They come to our country and abuse our system and then they cry racism if anyone says anything. Fucking liberal government did this to Canada
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.57566804
Profanity0.71218073
Threat0.03235042
Severe Toxicity0.33047765
Toxic 0.82048255 Moderate Con 0.301 Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
My tolerance is up. This is not our Canada anymore. Fuk these imagrants. We need to explode and show the government we’re fuking done.
My tolerance is up. This is not our Canada anymore. Fuk these imagrants. We need to explode and show the government we’re fuking done.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57554024
Insult0.6051471
Profanity0.7796426
Threat0.44942492
Severe Toxicity0.35368225
Toxic 0.82048255 Moderate Con 0.352 Identity Attack Insult Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
I d I o t s running Canada.
I d I o t s running Canada.
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.28622448
Insult0.8032227
Profanity0.37993968
Threat0.009048914
Severe Toxicity0.16960317
Toxic 0.82048255 Moderate Con 0.34 Insult Policy_Critique
Dec 29, 2025 Thousands of refugees allowed into …
love how some of those dirty fuckers trying to act tough towards WHITE, CANADIAN people.
love how some of those dirty fuckers trying to act tough towards WHITE, CANADIAN people.
Inside Canada's Indian Invasion... · 41: Cluster #40
Close reading → Video sentiment →
Identity Attack0.57554024
Insult0.67254376
Profanity0.70864636
Threat0.032695748
Severe Toxicity0.3529199
Toxic 0.82048255 Low Con 0.269 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
17:09 did he make you shit in the street before you entered Canada
17:09 did he make you shit in the street before you entered Canada
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.23391083
Insult0.4555076
Profanity0.6919765
Threat0.030969119
Severe Toxicity0.34942797
Toxic 0.82048255 Low Con 0.282 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Cry more muslims 😂😂😂😂 pakistani abdul crying hard in comment section 😂😂😂😂 fuck islam 🖕🤮🤮🤮🤮🇵🇰
Cry more muslims 😂😂😂😂 pakistani abdul crying hard in comment section 😂😂😂😂 fuck islam 🖕🤮🤮🤮🤮🇵🇰
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.7426507
Insult0.7497506
Profanity0.7654259
Threat0.5250885
Severe Toxicity0.71338886
Toxic 0.82048255 Low Con 0.188 Identity Attack Insult Threat Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
in FL, the same Indian bi*ch almost unalived me TWICE within a few weeks AT THE SAME INTERSECTION. DELETE ! THE JEET !!!! no comfy plane rides home.. flush them out to sea like they …
in FL, the same Indian bi*ch almost unalived me TWICE within a few weeks AT THE SAME INTERSECTION. DELETE ! THE JEET !!!! no comfy plane rides home.. flush them out to sea like they do THEIR trash
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.71027446
Profanity0.66405153
Threat0.34804323
Severe Toxicity0.45895407
Toxic 0.82048255 Moderate Con 0.38 Identity Attack Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I love this 😂 fuck Brampton
I love this 😂 fuck Brampton
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.10757765
Insult0.48627716
Profanity0.84506536
Threat0.058180105
Severe Toxicity0.27908814
Toxic 0.82048255 Moderate Con 0.363
Jan 27, 2026 Inside Canada's Indian Invasion...
Still too friggen many -idiots!!
Still too friggen many -idiots!!
New rules, regulations take effect across Canada · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.026810925
Insult0.8082062
Profanity0.39409557
Threat0.010162249
Severe Toxicity0.029626917
Toxic 0.82048255 Low Con 0.198 Insult
Jan 7, 2026 New rules, regulations take effect …
deport every indian I HATE BRAMPTON IT USED TO BE WHITE PEOPLE WHY INDIANS BRO WHYYYYYYYYYYYYY
deport every indian I HATE BRAMPTON IT USED TO BE WHITE PEOPLE WHY INDIANS BRO WHYYYYYYYYYYYYY
Inside Canada's Indian Invasion... · 77: Cluster #76
Close reading → Discourse → Video sentiment →
Identity Attack0.7895903
Insult0.48569724
Profanity0.35848376
Threat0.3423812
Severe Toxicity0.44787344
Toxic 0.82048255 Moderate Con 0.319 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
😢Dude, you might be the worst "journalist" ever Like bro, go back to making Mr Beast videos But srsly, way to just piggyback off nick shirley in attempt that you can use your xenophobic/racist narratives …
😢Dude, you might be the worst "journalist" ever Like bro, go back to making Mr Beast videos But srsly, way to just piggyback off nick shirley in attempt that you can use your xenophobic/racist narratives to bait views "Inside Canada's Indian invasion", it's one fucking town in Canada.. Hate to break it to you there's thousands of towns across the world that have large ethnic communities Just shut your channel down, or go back to making more brain rot 🤦you're the problem in this world
Inside Canada's Indian Invasion... · 60: Cluster #59
Close reading → Discourse → Video sentiment →
Identity Attack0.38185352
Insult0.65129566
Profanity0.541926
Threat0.18597278
Severe Toxicity0.45895407
Toxic 0.82048255 Moderate Con 0.407 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Let dude on the bike fucking cook
Let dude on the bike fucking cook
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.05089863
Insult0.39297962
Profanity0.83974665
Threat0.09316374
Severe Toxicity0.23224114
Toxic 0.82048255 Low Con 0.258 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Black guy dumb canada doesnt hve culture ppl fir themselves
Black guy dumb canada doesnt hve culture ppl fir themselves
Why Canadians Are Turning Against Immigrants. · 93: Cluster #92
Close reading → Discourse → Video sentiment →
Identity Attack0.6853638
Insult0.75027496
Profanity0.39409557
Threat0.013702838
Severe Toxicity0.26766825
Toxic 0.82048255 Low Con 0.21 Identity Attack Insult Identity_Assertion
Aug 27, 2025 Why Canadians Are Turning Against …
Arent you a Mexican fraud with the Oliviera surname? You are also an illegal immigrant. Go back to your hellhole Mexico.
Arent you a Mexican fraud with the Oliviera surname? You are also an illegal immigrant. Go back to your hellhole Mexico.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.7115778
Insult0.7065844
Profanity0.45028755
Threat0.06939816
Severe Toxicity0.35368225
Toxic 0.82048255 Low Con 0.1 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Deport them all close the borders import third world you get third world and Doug Ford was wacko tampon Trudeau lapdog and now he is idiot king Carney lapdog
Deport them all close the borders import third world you get third world and Doug Ford was wacko tampon Trudeau lapdog and now he is idiot king Carney lapdog
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.43256098
Insult0.8032227
Profanity0.36230123
Threat0.035458352
Severe Toxicity0.16960317
Toxic 0.82048255 Low Con 0.12 Insult
Aug 25, 2025 Why Canadians Are Turning Against …
Thanks for giving a voice to the racist idiots on your channel! Tyler, you are doing a great job bringing these cockroaches out! Yourself being one 😂
Thanks for giving a voice to the racist idiots on your channel! Tyler, you are doing a great job bringing these cockroaches out! Yourself being one 😂
Inside Canada's Indian Invasion... · 56: Cluster #55
Close reading → Discourse → Video sentiment →
Identity Attack0.40351558
Insult0.7497506
Profanity0.43900812
Threat0.04167421
Severe Toxicity0.34966052
Toxic 0.8115627 Low Con 0.29 Insult Meta_Commentary
Feb 7, 2026 Inside Canada's Indian Invasion...
Sick to death of seeing these clowns getting handed everything for free . The libs keep importing a bunch of unskilled peasants. We don’t need another cell phone salesmen or uber driver. F$%# this shit …
Sick to death of seeing these clowns getting handed everything for free . The libs keep importing a bunch of unskilled peasants. We don’t need another cell phone salesmen or uber driver. F$%# this shit , I’ve had enough.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.1064171
Insult0.69164425
Profanity0.70864636
Threat0.10236332
Severe Toxicity0.19761463
Toxic 0.8115627 Low Con 0.294 Insult Policy_Critique
Aug 25, 2025 Why Canadians Are Turning Against …
Always the homeless people who talk the most shit 😂
Always the homeless people who talk the most shit 😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.11512129
Insult0.5130944
Profanity0.7809412
Threat0.009048914
Severe Toxicity0.16960317
Toxic 0.8115627 Low Con 0.207 Insult Humor_Satire
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Go back to your poop festiabl instead of converting the usa city to your trash country
Go back to your poop festiabl instead of converting the usa city to your trash country
Inside Canada's Indian Invasion... · 218: Cluster #217
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.69164425
Profanity0.473824
Threat0.015256803
Severe Toxicity0.35368225
Toxic 0.8115627 Low Con 0.125 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Extortion crime has gone up 1000percent because of this shit
Extortion crime has gone up 1000percent because of this shit
Inside Canada's Indian Invasion... · 49: Cluster #48
Close reading → Discourse → Video sentiment →
Identity Attack0.029402243
Insult0.36939126
Profanity0.8089582
Threat0.014911477
Severe Toxicity0.16960317
Toxic 0.8115627 Low Con 0.153 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Brampton has the highest car insurance in all of Canada. One fucking city it’s because brown people can’t fucking drive and have caused so many accidents
Brampton has the highest car insurance in all of Canada. One fucking city it’s because brown people can’t fucking drive and have caused so many accidents
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.6227552
Insult0.5678696
Profanity0.7809412
Threat0.037530303
Severe Toxicity0.35368225
Toxic 0.8115627 Moderate Con 0.325 Identity Attack Insult Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The west is being taken over by Muslims . Wake the fuk up people . Take your country back !!!
The west is being taken over by Muslims . Wake the fuk up people . Take your country back !!!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.5678696
Profanity0.6643082
Threat0.1115629
Severe Toxicity0.35368225
Toxic 0.8115627 Low Con 0.224 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Now Canada is a shit hole thank u liberals for turn our home into the 3rd world thank y
Now Canada is a shit hole thank u liberals for turn our home into the 3rd world thank y
Inside Canada's Indian Metropolis (Brampton) · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.5124616
Insult0.6308392
Profanity0.6983885
Threat0.016465442
Severe Toxicity0.34950548
Toxic 0.8115627 Moderate Con 0.31 Identity Attack Insult Fear_Threat
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
Teri maki chut sale unsubscribe
Teri maki chut sale unsubscribe
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.38246045
Insult0.7497506
Profanity0.844891
Threat0.49142194
Severe Toxicity0.71338886
Toxic 0.8115627 Low Con 0.188 Insult Advertisement_Spam
Feb 15, 2026 Inside Canada's Indian Invasion...
7:05 - guys, you literally are fucking standing in the middle of the road while you talk about driving... HELLO ??? smh
7:05 - guys, you literally are fucking standing in the middle of the road while you talk about driving... HELLO ??? smh
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.05089863
Insult0.40420914
Profanity0.70864636
Threat0.020091362
Severe Toxicity0.35368225
Toxic 0.8115627 Low Con 0.267 Meta_Commentary
Jan 28, 2026 9 likes 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.