SebastianAndreu/2025-24679-HW1-Part1-tabular-autolguon-predictor
Updated
length_cm
float64 | weight_g
float64 | is_metallic
int64 | body_shape
string | has_clip
int64 | is_pen
int64 |
|---|---|---|---|---|---|
14.41349
| 12.574193
| 0
|
hexagonal
| 0
| 0
|
15.096245
| 14.214988
| 0
|
hexagonal
| 0
| 0
|
15.21759
| 15.813408
| 1
|
round
| 0
| 1
|
16.741363
| 17.392629
| 1
|
round
| 1
| 1
|
14.393641
| 13.096828
| 0
|
hexagonal
| 0
| 0
|
16.293641
| 20.517805
| 1
|
round
| 0
| 1
|
15.242889
| 15.893896
| 1
|
round
| 0
| 1
|
14.220842
| 12.410224
| 0
|
hexagonal
| 1
| 1
|
14.38725
| 12.783026
| 0
|
hexagonal
| 0
| 0
|
15.414735
| 15.069316
| 0
|
other
| 0
| 0
|
14.287414
| 12.366965
| 0
|
hexagonal
| 0
| 0
|
14.687352
| 13.366748
| 0
|
hexagonal
| 1
| 1
|
14.406571
| 13.225264
| 0
|
hexagonal
| 0
| 0
|
14.348039
| 13.223457
| 0
|
hexagonal
| 0
| 0
|
16.053154
| 14.898117
| 0
|
round
| 0
| 1
|
14.184729
| 12.503188
| 0
|
hexagonal
| 1
| 1
|
15.272493
| 20.003492
| 1
|
round
| 0
| 1
|
16.308534
| 20.452915
| 1
|
round
| 0
| 1
|
16.07534
| 14.749195
| 0
|
round
| 0
| 1
|
14.861644
| 12.48025
| 0
|
hexagonal
| 0
| 0
|
11.139804
| 10.21472
| 0
|
hexagonal
| 0
| 0
|
14.193868
| 12.59032
| 0
|
hexagonal
| 1
| 1
|
15.101834
| 12.075828
| 0
|
hexagonal
| 0
| 0
|
16.061306
| 15.017536
| 0
|
round
| 0
| 1
|
14.285216
| 11.847329
| 0
|
hexagonal
| 0
| 0
|
13.203012
| 11.715737
| 0
|
hexagonal
| 0
| 0
|
13.368741
| 12.475753
| 0
|
hexagonal
| 0
| 0
|
15.110203
| 12.320141
| 0
|
hexagonal
| 0
| 0
|
12.883688
| 11.194715
| 0
|
hexagonal
| 0
| 0
|
14.192078
| 12.595356
| 0
|
hexagonal
| 1
| 1
|
14.183659
| 15.698141
| 0
|
round
| 1
| 1
|
14.350305
| 11.863834
| 0
|
hexagonal
| 0
| 0
|
15.399633
| 15.111504
| 0
|
other
| 0
| 0
|
11.1
| 10.1
| 0
|
hexagonal
| 0
| 0
|
15.222339
| 15.847982
| 1
|
round
| 0
| 1
|
14.266844
| 11.977683
| 0
|
hexagonal
| 0
| 0
|
13.705672
| 14.374724
| 1
|
round
| 1
| 1
|
18.246779
| 22.051227
| 0
|
triangle
| 0
| 0
|
13.163929
| 10.162666
| 0
|
hexagonal
| 0
| 0
|
13.205346
| 10.1
| 0
|
hexagonal
| 0
| 0
|
16.120055
| 15.475221
| 1
|
round
| 1
| 1
|
12.904654
| 11.136981
| 0
|
hexagonal
| 0
| 0
|
12.896859
| 11.137176
| 0
|
hexagonal
| 0
| 0
|
14.291823
| 17.023067
| 0
|
triangle
| 0
| 0
|
16.659846
| 17.228516
| 1
|
round
| 1
| 1
|
13.18045
| 11.935215
| 0
|
hexagonal
| 0
| 0
|
13.18749
| 11.680242
| 0
|
hexagonal
| 0
| 0
|
16.72871
| 17.086406
| 1
|
round
| 1
| 1
|
13.209332
| 11.79097
| 0
|
hexagonal
| 0
| 0
|
14.252119
| 12.367608
| 0
|
hexagonal
| 0
| 0
|
14.308802
| 12.047183
| 0
|
hexagonal
| 0
| 0
|
14.689542
| 13.423897
| 0
|
hexagonal
| 1
| 1
|
15.081616
| 14.430157
| 0
|
hexagonal
| 0
| 0
|
13.716612
| 14.475728
| 1
|
round
| 1
| 1
|
14.928
| 12.497114
| 0
|
hexagonal
| 0
| 0
|
15.325292
| 17.847858
| 1
|
round
| 1
| 1
|
14.277208
| 12.39719
| 0
|
hexagonal
| 0
| 0
|
14.391602
| 12.656194
| 0
|
hexagonal
| 0
| 0
|
14.208997
| 12.548975
| 0
|
hexagonal
| 1
| 1
|
15.726494
| 18.674461
| 1
|
round
| 1
| 1
|
14.386986
| 12.778815
| 0
|
hexagonal
| 0
| 0
|
16.094958
| 14.432605
| 0
|
other
| 0
| 1
|
15.269954
| 19.883495
| 1
|
round
| 0
| 1
|
13.667513
| 14.560963
| 1
|
round
| 1
| 1
|
12.922067
| 11.204735
| 0
|
hexagonal
| 0
| 0
|
15.736833
| 15.639112
| 0
|
round
| 0
| 1
|
16.098044
| 14.234008
| 0
|
other
| 0
| 1
|
15.427254
| 15.101911
| 0
|
other
| 0
| 0
|
15.709821
| 18.814823
| 1
|
round
| 1
| 1
|
15.38248
| 14.98269
| 0
|
other
| 0
| 0
|
14.209815
| 12.50372
| 0
|
hexagonal
| 1
| 1
|
15.14177
| 12.275575
| 0
|
hexagonal
| 0
| 0
|
15.099027
| 14.520223
| 0
|
hexagonal
| 0
| 0
|
12.942493
| 11.245577
| 0
|
hexagonal
| 0
| 0
|
16.628852
| 17.626763
| 1
|
round
| 1
| 1
|
12.922321
| 10.983549
| 0
|
hexagonal
| 0
| 0
|
14.402364
| 12.832382
| 0
|
hexagonal
| 0
| 0
|
14.291879
| 12.027824
| 0
|
hexagonal
| 0
| 0
|
15.202492
| 16.03232
| 1
|
round
| 0
| 1
|
16.246021
| 20.377334
| 1
|
round
| 0
| 1
|
16.694034
| 17.172565
| 1
|
round
| 1
| 1
|
14.909699
| 12.409037
| 0
|
hexagonal
| 0
| 0
|
15.740137
| 15.377682
| 0
|
round
| 0
| 1
|
18.285925
| 22.020212
| 0
|
triangle
| 0
| 0
|
15.278043
| 19.784796
| 1
|
round
| 0
| 1
|
16.086373
| 14.222823
| 0
|
other
| 0
| 1
|
16.324861
| 20.551864
| 1
|
round
| 0
| 1
|
15.308928
| 20.184724
| 1
|
round
| 0
| 1
|
15.085613
| 12.344234
| 0
|
hexagonal
| 0
| 0
|
13.213939
| 11.81245
| 0
|
hexagonal
| 0
| 0
|
13.402636
| 12.163658
| 0
|
hexagonal
| 0
| 0
|
11.126307
| 10.274653
| 0
|
hexagonal
| 0
| 0
|
16.080934
| 15.399644
| 1
|
round
| 1
| 1
|
15.291101
| 20.177939
| 1
|
round
| 0
| 1
|
11.1
| 10.378989
| 0
|
hexagonal
| 0
| 0
|
15.160254
| 15.628799
| 1
|
round
| 0
| 1
|
16.108042
| 13.940018
| 0
|
other
| 0
| 1
|
15.40709
| 15.305461
| 0
|
other
| 0
| 0
|
14.300139
| 11.982618
| 0
|
hexagonal
| 0
| 0
|
15.093629
| 12.387849
| 0
|
hexagonal
| 0
| 0
|
This dataset contains real-world measurements of pens and pencils collected manually, with augmentation for experimentation in ML education.
original: 30 manually measured rows (≥30)augmented: 300 synthetic rows (≥300), label-preserving jitter on numeric fieldsassets/feature_dists.png and assets/target_dist.png for summary distributions.Educational use for practice with tabular data, augmentation, and Hugging Face Datasets.
All data collected is from personal, non-sensitive objects (pens/pencils). No PII.
Some augmentation/plot code was assisted with GenAI, transparently documented in this notebook. The majority of code was referenced from the inclass tabular dataset example refactored for my use case