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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 964 of 1230
THANK YOOOOOU! Finally a light on this that isn't dimmed or whispered
THANK YOOOOOU! Finally a light on this that isn't dimmed or whispered
Inside Canada's Indian Invasion... · 64: Cluster #63
Close reading → Discourse → Video sentiment →
Identity Attack0.0027008436
Insult0.0198058
Profanity0.018392462
Threat0.006977591
Severe Toxicity0.0013542175
Low Tox 0.043646812 Moderate Con 0.444 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
I live in Calgary and the north east areas like Saddletowne and Martindale is also pretty much like India.
I live in Calgary and the north east areas like Saddletowne and Martindale is also pretty much like India.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.03223813
Insult0.015568925
Profanity0.015864678
Threat0.0072753434
Severe Toxicity0.0019454956
Low Tox 0.043646812 Constructive 0.515 Personal_Narrative
Feb 17, 2026 1 likes Inside Canada's Indian Invasion...
Why is it that refugees and asylum claims get more than citizens.
Why is it that refugees and asylum claims get more than citizens.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 110: Cluster #109
Close reading → Discourse → Video sentiment →
Identity Attack0.028016793
Insult0.012680908
Profanity0.011150704
Threat0.00636914
Severe Toxicity0.0013542175
Low Tox 0.043646812 Low Con 0.269 Question
Feb 26, 2026 22 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Mass immigration has doubled the price of rents.
Mass immigration has doubled the price of rents.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.024600167
Insult0.0116169015
Profanity0.01127026
Threat0.006356194
Severe Toxicity0.0015068054
Low Tox 0.043646812 Low Con 0.223
Dec 26, 2025 Deportations From Canada at Their …
hey man im asking youtubers for challenges and was wondering if you could give me one.
hey man im asking youtubers for challenges and was wondering if you could give me one.
Inside Canada's Indian Invasion... · 17: Cluster #16
Close reading → Discourse → Video sentiment →
Identity Attack0.010211408
Insult0.014276917
Profanity0.027410502
Threat0.012078222
Severe Toxicity0.0030708313
Low Tox 0.043399423 Moderate Con 0.402 Advertisement_Spam
Feb 9, 2026 Inside Canada's Indian Invasion...
Hey, that is me talking about issues Canadians have. Drewcouver56
Hey, that is me talking about issues Canadians have. Drewcouver56
Why Canadians Are Turning Against Immigrants. · 12: Cluster #11
Close reading → Video sentiment →
Identity Attack0.035847444
Insult0.014352918
Profanity0.011236101
Threat0.0066927844
Severe Toxicity0.0013828278
Low Tox 0.043399423 Moderate Con 0.452
Aug 25, 2025 Why Canadians Are Turning Against …
It's not right or tight yet. Lot of work needs to be done. Lot of people need to be sent back home. Unfortunately last 10 years immigration was done without any proper plans or objectives. …
It's not right or tight yet. Lot of work needs to be done. Lot of people need to be sent back home. Unfortunately last 10 years immigration was done without any proper plans or objectives. We all agree to that.
Canada's tighter immigration policy divides the country • … · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.020580608
Insult0.014390918
Profanity0.010587076
Threat0.006925808
Severe Toxicity0.0011873245
Low Tox 0.043399423 Constructive 0.67 Policy_Critique
Feb 11, 2026 Canada's tighter immigration policy divides …
W video
W video
Inside Canada's Indian Invasion... · 17: Cluster #16
Close reading → Video sentiment →
Identity Attack0.009915425
Insult0.013364912
Profanity0.03715288
Threat0.012285355
Severe Toxicity0.00415802
Low Tox 0.043399423 Moderate Con 0.408
Jan 27, 2026 Inside Canada's Indian Invasion...
You have to investigat the driver inc epidemic and all the dead related to it….
You have to investigat the driver inc epidemic and all the dead related to it….
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.0025713511
Insult0.013630914
Profanity0.011219022
Threat0.015947454
Severe Toxicity0.0015926361
Low Tox 0.043399423 Low Con 0.282 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
The New World Order
The New World Order
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.011839314
Insult0.0114269
Profanity0.020373698
Threat0.010395273
Severe Toxicity0.002822876
Low Tox 0.043399423 Low Con 0.275 Unverified_Claim
Feb 17, 2026 26 likes LILLEY UNLEASHED: The fall of …
5:03 😂
5:03 😂
Inside Canada's Indian Invasion... · 18: Cluster #17
Close reading → Video sentiment →
Identity Attack0.0057346676
Insult0.013516913
Profanity0.02932342
Threat0.009463178
Severe Toxicity0.004119873
Low Tox 0.043399423 Low Con 0.293
Jan 27, 2026 Inside Canada's Indian Invasion...
OUT
OUT
Deportations From Canada at Their Highest Level in …
Close reading → Video sentiment →
Identity Attack0.0035702933
Insult0.014314918
Profanity0.021603432
Threat0.0089712385
Severe Toxicity0.0021457672
Low Tox 0.043399423 Moderate Con 0.443
Dec 25, 2025 1 likes Deportations From Canada at Their …
Ahh, that’s a hard no! It’s out of control.
Ahh, that’s a hard no! It’s out of control.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0023863618
Insult0.019032324
Profanity0.01627459
Threat0.0067251488
Severe Toxicity0.0010728836
Low Tox 0.043399423 Moderate Con 0.345 Fear_Threat
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Criminal activity has been going on for many many years ..
Criminal activity has been going on for many many years ..
Canadian immigration officers investigating hundreds identified by extortion … · 152: Cluster #151
Close reading → Discourse → Video sentiment →
Identity Attack0.0040327664
Insult0.014732921
Profanity0.0113044195
Threat0.008556974
Severe Toxicity0.0012683868
Low Tox 0.043399423 Moderate Con 0.311 Comparative_Framing
Feb 18, 2026 Canadian immigration officers investigating hundreds …
When a government funded news media tells you the government is right you should think loooong and hard in order to believe it! Then think when a government funded news mediq told you the governemnt …
When a government funded news media tells you the government is right you should think loooong and hard in order to believe it! Then think when a government funded news mediq told you the governemnt was NOT right. That's right - NEVER!
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0035147965
Insult0.02173949
Profanity0.013951761
Threat0.0062267366
Severe Toxicity0.0009965897
Low Tox 0.043399423 Low Con 0.267
May 12, 2018 How much do refugees and …
Wow Great government. NOT ,,,,,,,,,,
Wow Great government. NOT ,,,,,,,,,,
IRCC Names India in Study Permit Fraud | … · 49: Cluster #48
Close reading → Video sentiment →
Identity Attack0.0045507364
Insult0.019225692
Profanity0.012073003
Threat0.006162008
Severe Toxicity0.001168251
Low Tox 0.043399423 Low Con 0.204
Sep 30, 2025 IRCC Names India in Study …
I'm from Buffalo and knew this was a Brampton video just based on the title
I'm from Buffalo and knew this was a Brampton video just based on the title
Inside Canada's Indian Metropolis (Brampton) · 224: Cluster #223
Close reading → Discourse → Video sentiment →
Identity Attack0.014551271
Insult0.013820915
Profanity0.027000591
Threat0.010239923
Severe Toxicity0.002861023
Low Tox 0.043399423 Moderate Con 0.463 Meta_Commentary
Oct 7, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Remember what happened in other countries like Italy for example men claiming to be young boys or students given ideas and fake visas. There was a group charged for all this in Ontario.
Remember what happened in other countries like Italy for example men claiming to be young boys or students given ideas and fake visas. There was a group charged for all this in Ontario.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.015757138
Insult0.01838776
Profanity0.010706633
Threat0.0064468146
Severe Toxicity0.0012207031
Low Tox 0.043399423 Constructive 0.568 Unverified_Claim
Sep 28, 2025 1 likes IRCC Names India in Study …
I've lived in brampton. I am canadian born. They have changed the entire city
I've lived in brampton. I am canadian born. They have changed the entire city
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.022992345
Insult0.014808921
Profanity0.016342908
Threat0.0074565844
Severe Toxicity0.0016212463
Low Tox 0.043399423 Constructive 0.553 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
I'm glad I moved from here. It was getting too crowded.
I'm glad I moved from here. It was getting too crowded.
Inside Canada's Indian Metropolis (Brampton) · 147: Cluster #146
Close reading → Discourse → Video sentiment →
Identity Attack0.0073995716
Insult0.017356457
Profanity0.016342908
Threat0.0077284453
Severe Toxicity0.0012302399
Low Tox 0.043399423 Constructive 0.522 Personal_Narrative
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
It's called Karma, it keeps giving no matter how long.😅😅
It's called Karma, it keeps giving no matter how long.😅😅
Inside Canada's Indian Invasion... · 248: Cluster #247
Close reading → Discourse → Video sentiment →
Identity Attack0.0029783275
Insult0.014884921
Profanity0.017777596
Threat0.007754337
Severe Toxicity0.0017166138
Low Tox 0.043399423 Moderate Con 0.355 Humor_Satire
Feb 26, 2026 1 likes Inside Canada's Indian Invasion...
The most dangerous thing about this is... These guys love love love to go into politics and into management in companies. Once they get those leadership footholds they make policies favorable to their people and …
The most dangerous thing about this is... These guys love love love to go into politics and into management in companies. Once they get those leadership footholds they make policies favorable to their people and they have the population to out vote everyone else.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.004069764
Insult0.019870255
Profanity0.013849284
Threat0.0070552654
Severe Toxicity0.0010299683
Low Tox 0.043399423 Moderate Con 0.479 Fear_Threat
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
So many Canadians without health care...even the Liberal 'free health care' is not free or accessible for Canadians...
So many Canadians without health care...even the Liberal 'free health care' is not free or accessible for Canadians...
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.026810925
Insult0.01648093
Profanity0.009562299
Threat0.006058442
Severe Toxicity0.0010871887
Low Tox 0.043399423 Moderate Con 0.349 Policy_Critique
Feb 26, 2026 11 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
U should come to surrey
U should come to surrey
Inside Canada's Indian Invasion... · 122: Cluster #121
Close reading → Discourse → Video sentiment →
Identity Attack0.009101473
Insult0.014048916
Profanity0.023994578
Threat0.011715741
Severe Toxicity0.0031280518
Low Tox 0.043399423 Low Con 0.258 Solidarity
Feb 12, 2026 Inside Canada's Indian Invasion...
Quebec doesn't have any jobs . What do you mean Job visa ?😂😂😂😂
Quebec doesn't have any jobs . What do you mean Job visa ?😂😂😂😂
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.015455672
Insult0.017807651
Profanity0.011014067
Threat0.0057509798
Severe Toxicity0.0011444092
Low Tox 0.043399423 Low Con 0.218
Nov 22, 2025 1 likes Quebec Ends Economic Immigration Program …
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.