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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 949 of 1230
This is not true. And now that the Government of Canada has hid it, I can no longer prove it. However, not only did my MP admit that they get close to 2500 dollars per …
This is not true. And now that the Government of Canada has hid it, I can no longer prove it. However, not only did my MP admit that they get close to 2500 dollars per month for the first year and sometimes longer. They are automatically authorized for a loan. And hey, 50,000 for a family is enough for a downpayment, while we can sit here working all our lives and never be able to buy a house. But they are automatically authorized. So the question is, why is it profittable to bring in refugees? Maybe if the government gave me 50,000 or 2500 per month, and or they gave me easier loans....I would have already been profiting Canada in many ways. Other than trying to work hard and when I can't get a job, because I am not part of a minority group, collecting ei or assistance and never getting anywhere in my life.
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.008879486
Insult0.02425329
Profanity0.015044857
Threat0.006492125
Severe Toxicity0.001411438
Low Tox 0.04686289 Constructive 0.795
Dec 29, 2018 How much do refugees and …
Same illegal stuff happening in other countries
Same illegal stuff happening in other countries
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.02048012
Insult0.014960921
Profanity0.013302735
Threat0.006485652
Severe Toxicity0.0013637543
Low Tox 0.04686289 Low Con 0.244 Comparative_Framing
Jan 27, 2026 36 likes Inside Canada's Indian Invasion...
Soon they want to be a separatist state… you’ll see
Soon they want to be a separatist state… you’ll see
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.015053716
Insult0.0154929245
Profanity0.014361672
Threat0.009178371
Severe Toxicity0.001707077
Low Tox 0.04686289 Low Con 0.114 Fear_Threat
Jan 16, 2026 Inside Canada's Indian Metropolis (Brampton)
Don’t let SOG see this
Don’t let SOG see this
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.008213525
Insult0.016784932
Profanity0.016479544
Threat0.009540852
Severe Toxicity0.0018310547
Low Tox 0.04686289 Low Con 0.117
Jan 27, 2026 Inside Canada's Indian Invasion...
I never thought I’d see the day that Brampton is being featured as an epidemic 😭 as someone who grew up in the city next to brampton…this is a problem.
I never thought I’d see the day that Brampton is being featured as an epidemic 😭 as someone who grew up in the city next to brampton…this is a problem.
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.008361516
Insult0.020450363
Profanity0.011697251
Threat0.007301235
Severe Toxicity0.001335144
Low Tox 0.04686289 Constructive 0.534 Personal_Narrative
Feb 10, 2026 Inside Canada's Indian Invasion...
As soon as they touch down at the airport, THEY ARE MAGICALLY CANADIAN. The ones coming in two weeks will also be Canadian. Make that make sense
As soon as they touch down at the airport, THEY ARE MAGICALLY CANADIAN. The ones coming in two weeks will also be Canadian. Make that make sense
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.024600167
Insult0.015340924
Profanity0.012073003
Threat0.008893564
Severe Toxicity0.0020217896
Low Tox 0.04686289 Low Con 0.224
Aug 25, 2025 8 likes Why Canadians Are Turning Against …
That old guy with the bike was based.
That old guy with the bike was based.
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.0053276913
Insult0.02193286
Profanity0.015386449
Threat0.008362788
Severe Toxicity0.0017356873
Low Tox 0.04686289 Moderate Con 0.357 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
The question is, what is being done now to solve this Liberal made crisis? How much lasting damage will it do to Canada? Is it fixable?
The question is, what is being done now to solve this Liberal made crisis? How much lasting damage will it do to Canada? Is it fixable?
How Canada broke its immigration system · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.014249804
Insult0.01961243
Profanity0.010740792
Threat0.008362788
Severe Toxicity0.0014877319
Low Tox 0.04686289 Low Con 0.218 Policy_Critique
Jun 17, 2025 52 likes How Canada broke its immigration …
🇨🇦 Immigration is our greatest strength….ya, right. Maybe back in the 50’s and 60’s.
🇨🇦 Immigration is our greatest strength….ya, right. Maybe back in the 50’s and 60’s.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.024198212
Insult0.013288911
Profanity0.011543535
Threat0.0072106146
Severe Toxicity0.0017929077
Low Tox 0.04686289 Low Con 0.274 Comparative_Framing
Dec 27, 2025 Deportations From Canada at Their …
This vid made me miss London.
This vid made me miss London.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.012842959
Insult0.013288911
Profanity0.027000591
Threat0.010938995
Severe Toxicity0.003490448
Low Tox 0.0466155 Moderate Con 0.474
Jan 27, 2026 Inside Canada's Indian Invasion...
0:28 who is she?
0:28 who is she?
Why Canadians Are Turning Against Immigrants. · 35: Cluster #34
Close reading → Video sentiment →
Identity Attack0.008250522
Insult0.015036922
Profanity0.024882717
Threat0.008362788
Severe Toxicity0.002374649
Low Tox 0.0466155 Low Con 0.283
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
Oh, some departments knew....sure CSIS would know because it did stop a few terror attack attempts 😊
Oh, some departments knew....sure CSIS would know because it did stop a few terror attack attempts 😊
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0058456613
Insult0.0151129225
Profanity0.011406898
Threat0.01187109
Severe Toxicity0.0015544891
Low Tox 0.0466155 Low Con 0.244 Humor_Satire
Sep 29, 2025 IRCC Names India in Study …
This video was briefly removed before its back on YouTube
This video was briefly removed before its back on YouTube
Inside Canada's Indian Invasion... · 17: Cluster #16
Close reading → Discourse → Video sentiment →
Identity Attack0.010211408
Insult0.0129089095
Profanity0.026180768
Threat0.012906751
Severe Toxicity0.0028038025
Low Tox 0.0466155 Low Con 0.275 Meta_Commentary
Feb 5, 2026 117 likes Inside Canada's Indian Invasion...
❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂
❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂
Inside Canada's Indian Invasion... · 103: Cluster #102
Close reading → Discourse → Video sentiment →
Identity Attack0.006622616
Insult0.012718908
Profanity0.030389199
Threat0.01052473
Severe Toxicity0.00579834
Low Tox 0.0466155 Moderate Con 0.405 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
And they ain't going anywhere. Just a click on the "RENEW" button and their here to stay. 😂😂😂😂😂😂😂
And they ain't going anywhere. Just a click on the "RENEW" button and their here to stay. 😂😂😂😂😂😂😂
2.9 million Canadian temporary visas expire in 2025-2026 · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0052906936
Insult0.016632931
Profanity0.017709278
Threat0.008582866
Severe Toxicity0.0018882751
Low Tox 0.0466155 Low Con 0.222
Jan 16, 2026 2.9 million Canadian temporary visas …
When we going to Isreal
When we going to Isreal
Inside Canada's Indian Invasion... · 279: Cluster #278
Close reading → Discourse → Video sentiment →
Identity Attack0.028886627
Insult0.010780896
Profanity0.020851927
Threat0.010576514
Severe Toxicity0.0030136108
Low Tox 0.0466155 Moderate Con 0.368 Question
Feb 13, 2026 Inside Canada's Indian Invasion...
I love the guy on the bike 😅
I love the guy on the bike 😅
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.00621564
Insult0.015796926
Profanity0.025087673
Threat0.011405042
Severe Toxicity0.0031089783
Low Tox 0.0466155 Moderate Con 0.455 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Clearly not integrating. It's time for people to go home, if they are not integrating.
Clearly not integrating. It's time for people to go home, if they are not integrating.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0070665907
Insult0.017485369
Profanity0.010979908
Threat0.007909686
Severe Toxicity0.0010633469
Low Tox 0.0466155 Low Con 0.183 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
As the US government does, so does the government of Bananda.
As the US government does, so does the government of Bananda.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.007029593
Insult0.023608726
Profanity0.015147334
Threat0.0063950317
Severe Toxicity0.0011587143
Low Tox 0.0466155 Low Con 0.166
Dec 26, 2025 Deportations From Canada at Their …
Thanks a lot for this video, I watched only this video 3 times and took my exam today, Got 20/20 🫶
Thanks a lot for this video, I watched only this video 3 times and took my exam today, Got 20/20 🫶
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 19: Cluster #18
Close reading → Discourse → Video sentiment →
Identity Attack0.006955597
Insult0.012642908
Profanity0.03239325
Threat0.010913103
Severe Toxicity0.003414154
Low Tox 0.0466155 Constructive 0.565 Meta_Commentary
Jan 6, 2026 2 likes Canadian Citizenship Test 2025 – …
The questioner is just proving her own questions? What is non-compliance as a student? Not going to the college? How many colleges shut down their courses within the said period? Do you expect students to …
The questioner is just proving her own questions? What is non-compliance as a student? Not going to the college? How many colleges shut down their courses within the said period? Do you expect students to be firever students? What if they get work permit while still being student? This is very possible for the IT engineers from India, they are student here but get a job in USA or any other country and they leave. Where are the statistics of students who got married to Canadian nationals and decided to stop studying because of family expenses? It will be easy to track down the fees transfer and return of these said 8% non-compliant students. Did they get their money back? If not, then why didn't colleges paid the remaining fees back and report that non-obligatory to the study visa rules? Or, was the past govt quite about this because Canada needed cheap labor and money in other colleges accounts?
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.014551271
Insult0.021546122
Profanity0.013780965
Threat0.006763986
Severe Toxicity0.0014305115
Low Tox 0.0466155 Constructive 0.511 Question
Sep 29, 2025 IRCC Names India in Study …
Wow that was an intense ending
Wow that was an intense ending
Inside Canada's Indian Invasion... · 309: Cluster #308
Close reading → Discourse → Video sentiment →
Identity Attack0.003903274
Insult0.0118069025
Profanity0.026863953
Threat0.009877442
Severe Toxicity0.0027656555
Low Tox 0.0466155 Moderate Con 0.419 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Mass Immigration continues to be a problem in Canada, and until Carney gets this under control Canadians will increasing be opposed to it.
Mass Immigration continues to be a problem in Canada, and until Carney gets this under control Canadians will increasing be opposed to it.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.023595277
Insult0.016784932
Profanity0.0092292465
Threat0.006874025
Severe Toxicity0.001168251
Low Tox 0.0466155 Moderate Con 0.456 Policy_Critique
Feb 17, 2026 22 likes LILLEY UNLEASHED: The fall of …
Vassy is a Liberal.
Vassy is a Liberal.
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.011617327
Insult0.025542418
Profanity0.016172111
Threat0.0067316215
Severe Toxicity0.0015068054
Low Tox 0.0466155 Low Con 0.272 Meta_Commentary
Feb 24, 2026 32 likes 'We do know that there's …
5:11 🤣🤣
5:11 🤣🤣
Inside Canada's Indian Invasion... · 18: Cluster #17
Close reading → Video sentiment →
Identity Attack0.0037182847
Insult0.013782915
Profanity0.038154904
Threat0.0077154995
Severe Toxicity0.005264282
Low Tox 0.0466155 Moderate Con 0.316
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.