ND Pandas Exercises for Data Analysis (Interactive) (machinelearningplus.com)
125 points by selva86 6 days ago | 32 comments on HN ~lite vlite-2.0
Summary ~lite
The page provides interactive pandas exercises with clear authorship and publication date.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 119 HN snapshots · 16 evals
+1 0 −1 HN
Audit Trail 36 entries
2026-03-18 17:15 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-18 17:15 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 17:10 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-18 17:10 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-18 17:10 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-18 16:37 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-18 16:37 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 16:34 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-18 16:34 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-18 16:34 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-18 16:00 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-18 16:00 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 15:57 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-18 15:57 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-18 15:57 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-18 15:22 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-18 15:22 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 15:21 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-18 15:21 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-18 15:21 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-18 14:45 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-18 14:45 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 14:45 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-18 14:45 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-18 14:44 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-18 14:11 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-18 14:10 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 14:10 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-18 14:10 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-18 14:10 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-18 13:35 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-18 13:35 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 13:35 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-18 13:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion
2026-03-18 13:00 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-18 12:59 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical content, no human rights discussion