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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 1088 of 1230
You need to interview johnjeetsingh
You need to interview johnjeetsingh
Inside Canada's Indian Invasion... · 220: Cluster #219
Close reading → Discourse → Video sentiment →
Identity Attack0.004125261
Insult0.011008898
Profanity0.015728042
Threat0.0089712385
Severe Toxicity0.0011348724
Low Tox 0.022964042 Low Con 0.229 Call_To_Action
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
wow
wow
Inside Canada's Indian Invasion...
Close reading → Video sentiment →
Identity Attack0.0040327664
Insult0.010248893
Profanity0.018597418
Threat0.007624879
Severe Toxicity0.0016403198
Low Tox 0.022964042 Moderate Con 0.48
Jan 29, 2026 Inside Canada's Indian Invasion...
Ah yeah! We so back!!!!!!
Ah yeah! We so back!!!!!!
Inside Canada's Indian Invasion... · 117: Cluster #116
Close reading → Discourse → Video sentiment →
Identity Attack0.0040327664
Insult0.010210892
Profanity0.014874061
Threat0.007586042
Severe Toxicity0.0015258789
Low Tox 0.022964042 Moderate Con 0.438 Solidarity
Feb 3, 2026 Inside Canada's Indian Invasion...
Watched the video twice went over the study guide once and did free practice test from any site i could find. I Scored 20/20 thank you! The video really helped.
Watched the video twice went over the study guide once and did free practice test from any site i could find. I Scored 20/20 thank you! The video really helped.
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 19: Cluster #18
Close reading → Video sentiment →
Identity Attack0.006622616
Insult0.00979289
Profanity0.02023706
Threat0.009618527
Severe Toxicity0.0020599365
Low Tox 0.022964042 Constructive 0.608
Aug 20, 2025 3 likes Canadian Citizenship Test 2025 – …
I can't even pay my bills anymore and back in 2000 my job would have been considered middle/upper class.
I can't even pay my bills anymore and back in 2000 my job would have been considered middle/upper class.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0047727237
Insult0.010970897
Profanity0.011902207
Threat0.0061166976
Severe Toxicity0.0007200241
Low Tox 0.022964042 Constructive 0.502 Economic_Argument
Sep 14, 2025 1 likes Why Canadians Are Turning Against …
Brother it's Punjab Pronounce it Panjab
Brother it's Punjab Pronounce it Panjab
Inside Canada's Indian Invasion... · 16: Cluster #15
Close reading → Discourse → Video sentiment →
Identity Attack0.013948337
Insult0.014580919
Profanity0.020510335
Threat0.008867673
Severe Toxicity0.0024986267
Low Tox 0.022964042 Moderate Con 0.353 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
FOR EVERY 1000 THAT LEAVE 5000 ENTER.
FOR EVERY 1000 THAT LEAVE 5000 ENTER.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0027563404
Insult0.009051885
Profanity0.011680172
Threat0.007754337
Severe Toxicity0.0014591217
Low Tox 0.022964042 Low Con 0.227
Dec 28, 2025 Deportations From Canada at Their …
Thanks for speaking out
Thanks for speaking out
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.003903274
Insult0.011540901
Profanity0.016821137
Threat0.0077672824
Severe Toxicity0.0012588501
Low Tox 0.022964042 Moderate Con 0.456
Jan 13, 2026 1 likes Why Canadians Are Turning Against …
As a beloved-canada, i give 2 advice. The first, canada needs not only limit immigration but also set/establish quota for each regions/countries where have a huge number immigants apply to canada (for example: india 30.000 …
As a beloved-canada, i give 2 advice. The first, canada needs not only limit immigration but also set/establish quota for each regions/countries where have a huge number immigants apply to canada (for example: india 30.000 immigrant/year, china 20.000 immigrants/year,....). The second, canada must empower for each territories/provinces to decide how much foreign people can study/work/live in there
Why Canadians Are Turning Against Immigrants. · 129: Cluster #128
Close reading → Discourse → Video sentiment →
Identity Attack0.015857628
Insult0.008994885
Profanity0.009562299
Threat0.006356194
Severe Toxicity0.0008916855
Low Tox 0.022964042 Constructive 0.576 Policy_Critique
Aug 25, 2025 Why Canadians Are Turning Against …
Who are … “these people” that he’s talking about ?
Who are … “these people” that he’s talking about ?
2.9 million Canadian temporary visas expire in 2025-2026 · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0034038029
Insult0.0113889
Profanity0.012346277
Threat0.006427396
Severe Toxicity0.00079631805
Low Tox 0.022964042 Low Con 0.278 Question
Jan 25, 2026 2.9 million Canadian temporary visas …
You so right Michelle glad your shinning light on this subject
You so right Michelle glad your shinning light on this subject
IRCC Names India in Study Permit Fraud | … · 92: Cluster #91
Close reading → Discourse → Video sentiment →
Identity Attack0.0022753682
Insult0.012832909
Profanity0.010655395
Threat0.006576272
Severe Toxicity0.0008201599
Low Tox 0.022964042 Constructive 0.526 Solidarity
Sep 29, 2025 2 likes IRCC Names India in Study …
wow
wow
Canadian immigration officers investigating hundreds identified by extortion …
Close reading → Video sentiment →
Identity Attack0.0040327664
Insult0.010248893
Profanity0.018597418
Threat0.007624879
Severe Toxicity0.0016403198
Low Tox 0.022964042 Moderate Con 0.476
Feb 18, 2026 1 likes Canadian immigration officers investigating hundreds …
She should be immigration Minister under Carney's government
She should be immigration Minister under Carney's government
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.008361516
Insult0.010362893
Profanity0.011594773
Threat0.006647474
Severe Toxicity0.000872612
Low Tox 0.022964042 Low Con 0.238
Sep 29, 2025 IRCC Names India in Study …
Thought you went to surrey
Thought you went to surrey
Inside Canada's Indian Metropolis (Brampton) · 122: Cluster #121
Close reading → Video sentiment →
Identity Attack0.0035702933
Insult0.011198899
Profanity0.016821137
Threat0.0072365063
Severe Toxicity0.0011825562
Low Tox 0.022964042 Moderate Con 0.304
Sep 18, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
Bye-bye
Bye-bye
Quebec Ends Economic Immigration Program | Your Morning · 55: Cluster #54
Close reading → Video sentiment →
Identity Attack0.0035147965
Insult0.010438894
Profanity0.017845914
Threat0.008013252
Severe Toxicity0.0017929077
Low Tox 0.022964042 Moderate Con 0.374
Nov 25, 2025 Quebec Ends Economic Immigration Program …
What are the causes that immigrants are leaving canada.
What are the causes that immigrants are leaving canada.
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.018392684
Insult0.0023595204
Profanity0.000028780689
Threat0.00033674616
Severe Toxicity0.0000038822745
Low Tox 0.022944557
Apr 28, 2025
I used to watch Tyler for on-the-ground curiosity, but the tone has clearly shifted post-2024. Earlier videos observed problems; recent ones assign blame by implication. Extreme claims go unchallenged, anecdotes replace data, and editing clusters …
I used to watch Tyler for on-the-ground curiosity, but the tone has clearly shifted post-2024. Earlier videos observed problems; recent ones assign blame by implication. Extreme claims go unchallenged, anecdotes replace data, and editing clusters the most inflammatory voices to suggest consensus. That’s not neutral documentation that’s narrative framing. Silence isn’t objectivity, it’s an editorial choice.
Inside Canada's Indian Invasion... · 56: Cluster #55
Close reading → Discourse → Video sentiment →
Identity Attack0.0022198714
Insult0.013174911
Profanity0.010501678
Threat0.006712203
Severe Toxicity0.00069618225
Low Tox 0.022846194 Constructive 0.537 Meta_Commentary
Jan 28, 2026 4 likes Inside Canada's Indian Invasion...
The lady reading brought tears to my eyes ...heartbreaking ...
The lady reading brought tears to my eyes ...heartbreaking ...
Why Canadians Are Turning Against Immigrants. · 111: Cluster #110
Close reading → Video sentiment →
Identity Attack0.0023493639
Insult0.009526889
Profanity0.013576009
Threat0.008013252
Severe Toxicity0.001115799
Low Tox 0.022846194 Moderate Con 0.482
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
Bright yellow and blue car for trafficking. Not suspicious at all.😂
Bright yellow and blue car for trafficking. Not suspicious at all.😂
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.003366805
Insult0.0114269
Profanity0.010638315
Threat0.0071717775
Severe Toxicity0.0010251999
Low Tox 0.022846194 Low Con 0.24 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Where are they? Easy answer: Tim Hortons.
Where are they? Easy answer: Tim Hortons.
IRCC Names India in Study Permit Fraud | … · 181: Cluster #180
Close reading → Video sentiment →
Identity Attack0.0020441315
Insult0.011692902
Profanity0.011475217
Threat0.007547205
Severe Toxicity0.0009775162
Low Tox 0.022846194 Low Con 0.238
Sep 30, 2025 IRCC Names India in Study …
I can get custard and chips for for 6.00 chips are more expensive now which isnt such a bad thing if you want a healthier population. Am still loyal to my canada 🇨🇦
I can get custard and chips for for 6.00 chips are more expensive now which isnt such a bad thing if you want a healthier population. Am still loyal to my canada 🇨🇦
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.005512681
Insult0.011236899
Profanity0.0118338885
Threat0.006543908
Severe Toxicity0.0010108948
Low Tox 0.022846194 Constructive 0.654 Identity_Assertion
Aug 26, 2025 Why Canadians Are Turning Against …
Let's gooo double this number for this year
Let's gooo double this number for this year
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0048097214
Insult0.009127886
Profanity0.016035475
Threat0.009126588
Severe Toxicity0.0017261505
Low Tox 0.022846194 Moderate Con 0.354 Policy_Critique
Dec 24, 2025 1 likes Deportations From Canada at Their …
Changes to immigration are welcome. In Quebec things are far more complicated as integration and language come into play. Most immigrants struggle to build a life in Canada due to expensive housing (renting or ownership). …
Changes to immigration are welcome. In Quebec things are far more complicated as integration and language come into play. Most immigrants struggle to build a life in Canada due to expensive housing (renting or ownership). Canada was also accepting too many professional immigrants (engineering, business, consulting, IT, accounting) when we desperately need trades, construction workers and mechanics. The reduction in immigration and foreign students to sustainable levels is long overdue.
Canada's tighter immigration policy divides the country • … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.012842959
Insult0.010096892
Profanity0.00904991
Threat0.0060778605
Severe Toxicity0.0007867813
Low Tox 0.022846194 Constructive 0.721 Policy_Critique
Feb 11, 2026 Canada's tighter immigration policy divides …
It’s happening here in California too. I’m all for diversity but when a demographic settles in an area and takes over it’s not fair to everyone else. Prime examples are Fremont and Pleasanton both my …
It’s happening here in California too. I’m all for diversity but when a demographic settles in an area and takes over it’s not fair to everyone else. Prime examples are Fremont and Pleasanton both my home towns. I moved away intentionally because everyone I knew growing up is gone.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0068446035
Insult0.011122898
Profanity0.011765569
Threat0.0068999166
Severe Toxicity0.0008535385
Low Tox 0.022846194 Constructive 0.684 Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
brace the comments.................
brace the comments.................
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0017851467
Insult0.010780896
Profanity0.010552917
Threat0.00756015
Severe Toxicity0.0010251999
Low Tox 0.022846194 Moderate Con 0.318 Meta_Commentary
Oct 2, 2025 2 likes 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.