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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 192 of 1230
Immigration SLASHED! omg what a joke.....55k.....middle class??? Wtf
Immigration SLASHED! omg what a joke.....55k.....middle class??? Wtf
New rules, regulations take effect across Canada · 12: Cluster #11
Close reading → Video sentiment →
Identity Attack0.25140062
Insult0.32682732
Profanity0.44431314
Threat0.012596053
Severe Toxicity0.023411209
Moderate 0.49139655 Low Con 0.199
Jan 3, 2026 142 likes New rules, regulations take effect …
whever indians go, scams follow
whever indians go, scams follow
Inside Canada's Indian Invasion... · 44: Cluster #43
Close reading → Discourse → Video sentiment →
Identity Attack0.54996765
Insult0.40243408
Profanity0.2453505
Threat0.05688698
Severe Toxicity0.067522444
Moderate 0.49139655 Low Con 0.116 Identity Attack Unverified_Claim
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
RACSIST VIDEO
RACSIST VIDEO
Inside Canada's Indian Invasion... · 17: Cluster #16
Close reading → Discourse → Video sentiment →
Identity Attack0.35299334
Insult0.26957804
Profanity0.23857519
Threat0.039602257
Severe Toxicity0.07542343
Moderate 0.49139655 Low Con 0.221 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Wtf that's all!!
Wtf that's all!!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.009249465
Insult0.123407245
Profanity0.596623
Threat0.0097738765
Severe Toxicity0.023552058
Moderate 0.49139655 Moderate Con 0.345 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
Street shitters…. Ooohhhh Canada!!!!
Street shitters…. Ooohhhh Canada!!!!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.27875587
Insult0.45135358
Profanity0.6242122
Threat0.008311004
Severe Toxicity0.16960317
Moderate 0.49139655 Low Con 0.243 Unverified_Claim
Mar 2, 2026 Inside Canada's Indian Invasion...
But GOD..... CANADA needs divine help!! It is coming!! "When nations forget God, they will be turned into HELL!! these illegals are PAID!
But GOD..... CANADA needs divine help!! It is coming!! "When nations forget God, they will be turned into HELL!! these illegals are PAID!
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.40255263
Insult0.42743355
Profanity0.27005023
Threat0.05559385
Severe Toxicity0.02406851
Moderate 0.49139655 Low Con 0.197 Fear_Threat
Aug 26, 2025 Why Canadians Are Turning Against …
it’s actually horrible i’d rather 1000 chinese people then 100 indians
it’s actually horrible i’d rather 1000 chinese people then 100 indians
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.31740165
Profanity0.25367188
Threat0.108496375
Severe Toxicity0.03590374
Moderate 0.49139655 Low Con 0.218 Identity Attack Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
8:59 they walk naked 😂😂😂
8:59 they walk naked 😂😂😂
Inside Canada's Indian Metropolis (Brampton) · 78: Cluster #77
Close reading → Video sentiment →
Identity Attack0.054763943
Insult0.11172232
Profanity0.33023968
Threat0.08856395
Severe Toxicity0.03590374
Moderate 0.49139655 Low Con 0.285
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)
8:05 CRODIE IVE BEEN RIGHT THERE WHERES HES STANDING YOU CRODIE WHAT THE HELLY CRODIE
8:05 CRODIE IVE BEEN RIGHT THERE WHERES HES STANDING YOU CRODIE WHAT THE HELLY CRODIE
Inside Canada's Indian Invasion... · 18: Cluster #17
Close reading → Discourse → Video sentiment →
Identity Attack0.026007013
Insult0.3388922
Profanity0.39409557
Threat0.022681303
Severe Toxicity0.048457388
Moderate 0.49139655 Low Con 0.276 Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Promoting games that sells used data is probably the most pathetic actions of Tyler
Promoting games that sells used data is probably the most pathetic actions of Tyler
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.013144426
Insult0.5130944
Profanity0.22321637
Threat0.007857903
Severe Toxicity0.012054443
Moderate 0.49139655 Low Con 0.223 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Canadians should go invade india
Canadians should go invade india
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.1798321
Profanity0.16822512
Threat0.34804323
Severe Toxicity0.04397394
Moderate 0.49139655 Low Con 0.168 Identity Attack Humor_Satire
Sep 23, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
People are leaving Brampton because Indians are the most racist people that I've ever encountered. I have to run away from Brampton as quickly as I can. Those people have no interest in anyone else …
People are leaving Brampton because Indians are the most racist people that I've ever encountered. I have to run away from Brampton as quickly as I can. Those people have no interest in anyone else except themselves. Everywhere they are in Canada, they do 3 jobs (deny other people even just one single job), and other criminal activities, grab the money, and then send it straight back to India. I have to confront a lady who was charging taxes that she was not remitting to CRA. Indian people are very mean; they hate caucasians, blacks, and other people.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.46625584
Profanity0.11292298
Threat0.018537397
Severe Toxicity0.02420936
Moderate 0.49139655 Constructive 0.583 Identity Attack Unverified_Claim
Nov 6, 2025 Inside Canada's Indian Metropolis (Brampton)
IDK I wouldn't mind a Sikh or Hindu immigration problem, as long as they all eventually assimilated to the Canadian way of life. They should be happy they're not Muslim refugees. Though I notice they …
IDK I wouldn't mind a Sikh or Hindu immigration problem, as long as they all eventually assimilated to the Canadian way of life. They should be happy they're not Muslim refugees. Though I notice they have those undesirables in Canada as well.
Inside Canada's Indian Metropolis (Brampton) · 50: Cluster #49
Close reading → Discourse → Video sentiment →
Identity Attack0.5913144
Insult0.41530323
Profanity0.10023434
Threat0.01187109
Severe Toxicity0.02373986
Moderate 0.49139655 Constructive 0.595 Identity Attack Identity_Assertion
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Why is not wanting to have a majority race that effects way of life for other cultures and races, a racist genocide? We REALLY need to get rid of democrats and republicans.
Why is not wanting to have a majority race that effects way of life for other cultures and races, a racist genocide? We REALLY need to get rid of democrats and republicans.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.37052566
Profanity0.09583591
Threat0.48617232
Severe Toxicity0.02604016
Moderate 0.49139655 Low Con 0.23 Identity_Assertion
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
Religion makes sick
Religion makes sick
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.54151535
Insult0.36798462
Profanity0.21997347
Threat0.011974656
Severe Toxicity0.023076924
Moderate 0.49139655 Moderate Con 0.349 Identity Attack Moral_Argument
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
Corrupt Liberals 👏👏👏
Corrupt Liberals 👏👏👏
Inside Canada's Indian Metropolis (Brampton) · 23: Cluster #22
Close reading → Video sentiment →
Identity Attack0.31015682
Insult0.54471385
Profanity0.1589207
Threat0.012130005
Severe Toxicity0.022839356
Moderate 0.49139655 Low Con 0.229 Insult
Sep 28, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
This guy very resisted he heated black peoples
This guy very resisted he heated black peoples
Inside Canada's Indian Invasion... · 46: Cluster #45
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.34135336
Profanity0.27342406
Threat0.34804323
Severe Toxicity0.070156105
Moderate 0.49139655 Moderate Con 0.38 Identity Attack Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Damn, thank you for exposing this. It's been happening for years
Damn, thank you for exposing this. It's been happening for years
Inside Canada's Indian Invasion... · 117: Cluster #116
Close reading → Discourse → Video sentiment →
Identity Attack0.01274247
Insult0.16853803
Profanity0.61633086
Threat0.009074804
Severe Toxicity0.023076924
Moderate 0.49139655 Moderate Con 0.491 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I think this is a huge hipocrecy of Mark Carney is arriving bunch of ugly people to Manitoba. With no education, refugees, intimidating people souds like Antifa people.who don't have papers, dont speak english or …
I think this is a huge hipocrecy of Mark Carney is arriving bunch of ugly people to Manitoba. With no education, refugees, intimidating people souds like Antifa people.who don't have papers, dont speak english or french, stelling store's, And is many drugs around ? dealers from the Government of Carney and Trudeau in Steinbach, that people living in la Broquerie, D3NIS FALK. Is the huge
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.23391083
Insult0.54471385
Profanity0.08549073
Threat0.009903334
Severe Toxicity0.021806452
Moderate 0.49139655 Constructive 0.502 Insult
Oct 30, 2025 IRCC Names India in Study …
poopjeets deport them and make your country clean
poopjeets deport them and make your country clean
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.47384647
Profanity0.36230123
Threat0.13815513
Severe Toxicity0.16960317
Moderate 0.49139655 Low Con 0.149 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Do not redeem indians.
Do not redeem indians.
Inside Canada's Indian Invasion... · 145: Cluster #144
Close reading → Discourse → Video sentiment →
Identity Attack0.58743036
Insult0.29383746
Profanity0.16636424
Threat0.10542984
Severe Toxicity0.051147457
Moderate 0.49139655 Low Con 0.261 Identity Attack Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
I despise trump , he has ruined America.
I despise trump , he has ruined America.
· 19: Cluster #18
Close reading → Discourse → Video sentiment →
Identity Attack0.005800593
Insult0.22488719
Profanity0.00045700718
Threat0.024824545
Severe Toxicity0.000023683006
Moderate 0.48630232 Identity_Assertion
Dec 10, 2025
😂😂😂 too many dam Indians all over Canada ....but...🇨🇦 😒 😑 some cool.. while some not.
😂😂😂 too many dam Indians all over Canada ....but...🇨🇦 😒 😑 some cool.. while some not.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.47384647
Profanity0.29984993
Threat0.012337137
Severe Toxicity0.041283876
Moderate 0.4850187 Moderate Con 0.301 Identity Attack Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
You just got to hit them with a stick. 😅
You just got to hit them with a stick. 😅
Inside Canada's Indian Invasion... · 33: Cluster #32
Close reading → Discourse → Video sentiment →
Identity Attack0.02238941
Insult0.06512285
Profanity0.1765991
Threat0.5940531
Severe Toxicity0.072789766
Moderate 0.4850187 Low Con 0.265 Threat Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
This is just sad. Every single country with a White majority is just "magically" racially replacing the White population. We're told it's not happening, as if we're all just completely retarded leftists and believe everything …
This is just sad. Every single country with a White majority is just "magically" racially replacing the White population. We're told it's not happening, as if we're all just completely retarded leftists and believe everything they tell us.
Inside Canada's Indian Invasion... · 55: Cluster #54
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.4747285
Profanity0.33258784
Threat0.015429466
Severe Toxicity0.02373986
Moderate 0.4850187 Moderate Con 0.359 Identity Attack Fear_Threat
Jan 27, 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.