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Datasets:
madhavkarthi
/
2025-24679-HW1-Tabular-mkarthik

Tasks:
Tabular Classification
Modalities:
Tabular
Text
Formats:
parquet
Sub-tasks:
tabular-multi-class-classification
Languages:
English
Size:
< 1K
Tags:
tabular-data
book-metadata
classification
Libraries:
Datasets
pandas
Polars
License:
Dataset card Data Studio Files
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Title
string
Height (cm)
float64
Width (cm)
float64
Thickness (cm)
float64
Pages
int64
Genre
int8
Cover Type (Target)
int64
The Philip K Dick Reader
20.780703
13.619687
2.806853
419
9
0
Dark Mother Earth
21.502991
14.440417
2.706384
290
8
1
The Grand Design
22.749553
15.341667
1.318634
193
9
0
Norse Mythology
20.687258
14.641269
1.953873
291
1
0
Before The Coffee Gets Cold
19.598559
13.118835
1.374964
206
3
0
The 10x Rule
24.354515
16.156177
2.272019
234
10
1
Bedlam Planet
17.253185
10.475286
1.183819
182
10
0
The Master
19.981332
12.842645
2.816005
417
1
0
Children of Dune
19.21031
10.624549
3.251657
613
10
0
The Big Bang of Numbers
23.393419
15.940998
2.77578
368
8
1
Dune Messiah
18.549626
10.661493
2.181288
330
10
0
The Only Investment Guide You'll Ever Need
20.207033
13.502275
2.072984
290
3
0
Presence
19.728418
13.225618
2.004423
338
11
0
Cosmos
19.426346
12.656701
2.321567
404
8
0
Rich Dad Poor Dad
21.528404
14.078675
1.026389
226
4
0
Firefox
17.416047
10.406338
1.868709
290
12
0
The Boy in The Striped Pajamas
20.824511
14.012874
1.065753
216
5
0
Sapiens
19.60297
13.147354
3.346007
495
9
0
The Great Gatsby
15.680469
9.617841
1.469963
195
6
1
Brief Answers to the Big Questions
19.816048
12.851512
1.680099
242
9
0
Etica Para Amador
18.710708
12.593836
0.956883
129
7
0
Spatial Computing
17.709524
12.475952
1.599115
227
10
0
Screw Theory and Its Application to Spatial Robot Manipulators
25.050795
18.04112
1.68697
198
9
1
Una contribucion al estudio de La Transformada de Fourier
27.000348
21.262333
1.840047
367
7
0
Meet the Baby, Pout-Pout Fish
10.020083
9.94793
0.629415
13
1
1
A Legacy in Space
27.616526
18.92165
0.490627
76
9
0
Surely You're Joking, Mr. Feynman!
20.947433
13.678368
2.204609
352
1
0
The Hitchhiker's Guide to the Galaxy
20.7767
14.062204
1.497965
191
9
0
The Independent Inventor's Handbook
22.693797
17.794736
1.404153
251
10
0
Change Your Brain Every Day
23.240988
15.694569
3.291011
395
12
1
The Philip K Dick Reader
20.648229
13.559054
2.868828
425
10
0
Dark Mother Earth
21.610097
14.611423
2.658773
286
7
1
The Grand Design
23.056004
15.128733
1.249029
201
10
0
Norse Mythology
21.16678
14.653902
2.006282
296
1
0
Before The Coffee Gets Cold
19.587233
13.021625
1.402986
214
4
0
The 10x Rule
24.561874
16.265384
2.291667
252
12
1
Bedlam Planet
17.748914
10.52085
1.265149
174
11
0
The Master
19.537905
13.010302
2.825881
425
0
0
Children of Dune
18.867536
10.683923
3.185042
606
10
0
The Big Bang of Numbers
23.323995
15.752777
2.81793
371
9
1
Dune Messiah
18.789504
10.800323
2.114073
333
11
0
The Only Investment Guide You'll Ever Need
20.182721
13.609566
2.104268
287
3
0
Presence
19.716444
12.918359
1.935895
352
12
0
Cosmos
19.516896
12.693213
2.271471
416
8
0
Rich Dad Poor Dad
21.148514
13.746895
0.989878
224
4
0
Firefox
18.099217
10.619081
1.885716
279
12
0
The Boy in The Striped Pajamas
21.158992
14.134719
1.150875
220
6
0
Sapiens
19.782809
12.88627
3.39557
481
9
0
The Great Gatsby
15.532067
9.64926
1.398476
206
5
1
Brief Answers to the Big Questions
19.629438
13.110622
1.641798
256
9
0
Etica Para Amador
18.791486
12.597633
0.927798
146
7
0
Spatial Computing
17.811393
12.592763
1.634546
224
9
0
Screw Theory and Its Application to Spatial Robot Manipulators
24.952409
17.638655
1.690395
200
9
1
Una contribucion al estudio de La Transformada de Fourier
26.914999
21.366439
1.839299
378
6
0
Meet the Baby, Pout-Pout Fish
10.193586
9.913853
0.607789
14
1
1
A Legacy in Space
27.815395
19.27796
0.53408
78
8
0
Surely You're Joking, Mr. Feynman!
20.739981
13.976394
2.171171
364
0
0
The Hitchhiker's Guide to the Galaxy
20.793484
14.037419
1.549079
197
9
0
The Independent Inventor's Handbook
22.942261
17.769995
1.461282
241
11
0
Change Your Brain Every Day
23.753271
15.916493
3.261562
390
12
1
The Philip K Dick Reader
20.967684
13.68395
2.836582
420
10
0
Dark Mother Earth
21.726538
14.243775
2.724887
303
8
1
The Grand Design
23.316643
15.054814
1.331892
202
10
0
Norse Mythology
21.124839
14.827828
1.978425
303
2
0
Before The Coffee Gets Cold
19.924058
13.226866
1.375059
211
4
0
The 10x Rule
24.609345
16.2398
2.294892
236
10
1
Bedlam Planet
17.576154
10.590148
1.135532
190
11
0
The Master
20.196714
12.942538
2.765756
417
1
0
Children of Dune
19.279136
10.653855
3.269992
612
10
0
The Big Bang of Numbers
23.682295
15.690377
2.835754
377
9
1
Dune Messiah
18.826297
10.37644
2.235857
336
9
0
The Only Investment Guide You'll Ever Need
20.38409
13.264307
2.112424
305
3
0
Presence
19.611572
12.995342
1.966502
342
11
0
Cosmos
19.819162
12.808321
2.319315
409
9
0
Rich Dad Poor Dad
20.89775
14.152482
0.980334
212
4
0
Firefox
17.941696
10.625025
1.939976
300
12
0
The Boy in The Striped Pajamas
21.138592
13.954616
1.064422
207
5
0
Sapiens
19.928907
13.130089
3.393417
494
9
0
The Great Gatsby
15.879054
9.591043
1.444655
191
5
1
Brief Answers to the Big Questions
19.897398
13.033006
1.760777
253
9
0
Etica Para Amador
18.918844
12.225437
0.957431
145
7
0
Spatial Computing
17.916019
12.55497
1.621597
224
10
0
Screw Theory and Its Application to Spatial Robot Manipulators
24.755466
17.52922
1.635809
202
9
1
Una contribucion al estudio de La Transformada de Fourier
27.09851
21.454069
1.785714
372
6
0
Meet the Baby, Pout-Pout Fish
9.648944
9.885083
0.630051
9
0
1
A Legacy in Space
27.682563
19.31535
0.550813
72
10
0
Surely You're Joking, Mr. Feynman!
21.200369
13.955092
2.184893
356
0
0
The Hitchhiker's Guide to the Galaxy
21.018247
13.806035
1.461811
190
11
0
The Independent Inventor's Handbook
22.761757
17.520929
1.450394
236
11
0
Change Your Brain Every Day
23.224995
15.775473
3.286677
391
12
1
The Philip K Dick Reader
20.807834
13.727416
2.849657
426
10
0
Dark Mother Earth
21.843291
14.863526
2.726649
293
8
1
The Grand Design
22.94868
15.116163
1.318581
198
8
0
Norse Mythology
20.733653
14.631585
1.979002
298
1
0
Before The Coffee Gets Cold
19.867072
13.088027
1.343855
212
3
0
The 10x Rule
24.316582
16.308585
2.34216
242
11
1
Bedlam Planet
17.401986
10.569961
1.176875
188
10
0
The Master
19.63948
13.133377
2.772562
433
0
0
Children of Dune
18.877172
10.706054
3.24818
610
10
0
The Big Bang of Numbers
23.382274
15.866989
2.764276
371
8
1
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Dataset Card for Book Dataset - Cover Type Classification

Dataset Summary

This dataset contains tabular metadata about books, with the task of predicting the cover type (hardcover vs. softcover).
It combines simple numerical and categorical features to create a small but structured dataset for supervised learning.

Purpose

The dataset was created as part of a course project to practice building tabular classification pipelines and testing augmentation techniques.

Composition

  • Instances: 30 real book entries.
  • Features:
    • Title (string, identifier, not used for modeling)
    • Height (cm) (float)
    • Width (cm) (float)
    • Thickness (cm) (float)
    • Pages (integer)
    • Genre (categorical, encoded as int8)
    • Target: Cover Type (Target) (binary: Hardcover=1, Softcover=0)

Collection

Books were measured manually (height, width, thickness, pages) and assigned cover types. Genre labels were manually chosen.

Preprocessing / Augmentation

  • Numeric features normalized.
  • Genre encoded as integers.
  • Augmentation applied (SMOTE, jitter, mixup, CTGAN) to generate synthetic tabular samples.

Labels

  • Binary target: Cover Type
  • Class distribution balanced using augmentation.

Splits

  • original: raw dataset (30 rows)
  • augmented: synthetic samples (~300 rows, balanced)

Intended Uses

  • Tabular binary classification experiments.
  • Testing the effect of synthetic data generation.

Limitations

  • Small dataset; synthetic samples may not fully capture real-world distributions.
  • Genre assignment subjective.

Ethical Considerations

  • No sensitive or personal data included.
  • Synthetic samples should not be misrepresented as real-world book data.

License

CC-BY-4.0

AI Usage

  • Augmentation methods (SMOTE, CTGAN, jitter, mixup) were applied with AI tools.
  • AI assistance (ChatGPT) used for code setup and documentation.
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