Diabetic Retinopathy (UCI, Classification, n=1151, d=19, 2 classes)

Loading The Data

from kxy_datasets.uci_classifications import DiabeticRetinopathy # pip install kxy_datasets

dataset = DiabeticRetinopathy()
df = dataset.df # Retrieve the dataset as a pandas dataframe
y_column = dataset.y_column # The name of the column corresponding to the target
problem_type = dataset.problem_type # 'regression' or 'classification'

df.kxy.describe() # Visualize a summary of the data

-----------
Column: x_0
-----------
Type:      Categorical
Frequency: 99.65%, Label: 1.0
Other Labels: 0.35%

-----------
Column: x_1
-----------
Type:      Categorical
Frequency: 91.83%, Label: 1.0
Other Labels: 8.17%

------------
Column: x_10
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------------
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Other Labels: 9.99%

------------
Column: x_18
------------
Type:      Categorical
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Frequency: 33.62%, Label: 1.0

-----------
Column: x_2
-----------
Type:      Categorical
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-----------
Column: x_3
-----------
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Other Labels: 9.99%

-----------
Column: x_4
-----------
Type:      Categorical
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-----------
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-----------
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-----------
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-----------
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Frequency:  0.09%, Label: 5.710546
Frequency:  0.09%, Label: 5.73161
Frequency:  0.09%, Label: 5.807533
Frequency:  0.09%, Label: 5.829466
Frequency:  0.09%, Label: 5.836869
Frequency:  0.09%, Label: 5.845388
Frequency:  0.09%, Label: 5.89793
Frequency:  0.09%, Label: 5.918733
Frequency:  0.09%, Label: 5.947414
Frequency:  0.09%, Label: 5.947963
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Frequency:  0.09%, Label: 50.046814
Frequency:  0.09%, Label: 50.120899
Frequency:  0.09%, Label: 50.24816
Frequency:  0.09%, Label: 50.25123
Frequency:  0.09%, Label: 50.269654
Frequency:  0.09%, Label: 50.783631
Frequency:  0.09%, Label: 50.830598
Frequency:  0.09%, Label: 50.977459
Frequency:  0.09%, Label: 51.166905
Frequency:  0.09%, Label: 51.393095
Frequency:  0.09%, Label: 51.501265
Frequency:  0.09%, Label: 51.85002
Frequency:  0.09%, Label: 52.012674
Frequency:  0.09%, Label: 52.248081
Frequency:  0.09%, Label: 52.406283
Frequency:  0.09%, Label: 52.441259
Frequency:  0.09%, Label: 52.687611
Frequency:  0.09%, Label: 52.804797
Frequency:  0.09%, Label: 52.826758
Frequency:  0.09%, Label: 52.839766
Frequency:  0.09%, Label: 52.934659
Frequency:  0.09%, Label: 53.718054
Frequency:  0.09%, Label: 54.594325
Frequency:  0.09%, Label: 54.693471
Frequency:  0.09%, Label: 54.775579
Frequency:  0.09%, Label: 54.790166
Frequency:  0.09%, Label: 54.821803
Frequency:  0.09%, Label: 54.850589
Frequency:  0.09%, Label: 55.033417
Frequency:  0.09%, Label: 55.080941
Frequency:  0.09%, Label: 55.14125
Frequency:  0.09%, Label: 55.153629
Frequency:  0.09%, Label: 55.255552
Frequency:  0.09%, Label: 55.343818
Frequency:  0.09%, Label: 55.359483
Frequency:  0.09%, Label: 55.618727
Frequency:  0.09%, Label: 55.639066
Frequency:  0.09%, Label: 55.790363
Frequency:  0.09%, Label: 56.086928
Frequency:  0.09%, Label: 56.331349
Frequency:  0.09%, Label: 56.331519
Frequency:  0.09%, Label: 57.339018
Frequency:  0.09%, Label: 58.150064
Frequency:  0.09%, Label: 58.724897
Frequency:  0.09%, Label: 59.410218
Frequency:  0.09%, Label: 59.615396
Frequency:  0.09%, Label: 59.917325
Frequency:  0.09%, Label: 6.025305
Frequency:  0.09%, Label: 6.064866
Frequency:  0.09%, Label: 6.067515
Frequency:  0.09%, Label: 6.074005
Frequency:  0.09%, Label: 6.081112
Frequency:  0.09%, Label: 6.096383
Frequency:  0.09%, Label: 6.11697
Frequency:  0.09%, Label: 6.122027
Frequency:  0.09%, Label: 6.261148
Frequency:  0.09%, Label: 6.311696
Frequency:  0.09%, Label: 6.33682
Frequency:  0.09%, Label: 6.394202
Frequency:  0.09%, Label: 6.396691
Frequency:  0.09%, Label: 6.464113
Frequency:  0.09%, Label: 6.560523
Frequency:  0.09%, Label: 6.582832
Frequency:  0.09%, Label: 6.587595
Frequency:  0.09%, Label: 6.7075
Frequency:  0.09%, Label: 6.737583
Frequency:  0.09%, Label: 6.742002
Frequency:  0.09%, Label: 6.743903
Frequency:  0.09%, Label: 6.756794
Frequency:  0.09%, Label: 6.77495
Frequency:  0.09%, Label: 6.844414
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Frequency:  0.09%, Label: 6.890557
Frequency:  0.09%, Label: 6.890885
Frequency:  0.09%, Label: 6.911382
Frequency:  0.09%, Label: 6.918374
Frequency:  0.09%, Label: 6.935636
Frequency:  0.09%, Label: 6.938813
Frequency:  0.09%, Label: 6.9647
Frequency:  0.09%, Label: 60.094759
Frequency:  0.09%, Label: 60.452435
Frequency:  0.09%, Label: 60.484696
Frequency:  0.09%, Label: 60.838986
Frequency:  0.09%, Label: 60.878003
Frequency:  0.09%, Label: 61.295658
Frequency:  0.09%, Label: 61.29622
Frequency:  0.09%, Label: 61.517328
Frequency:  0.09%, Label: 61.770755
Frequency:  0.09%, Label: 62.267779
Frequency:  0.09%, Label: 62.74036
Frequency:  0.09%, Label: 66.31084
Frequency:  0.09%, Label: 68.007684
Frequency:  0.09%, Label: 69.277656
Frequency:  0.09%, Label: 69.677656
Frequency:  0.09%, Label: 69.973079
Frequency:  0.09%, Label: 7.01903
Frequency:  0.09%, Label: 7.031843
Frequency:  0.09%, Label: 7.033986
Frequency:  0.09%, Label: 7.038415
Frequency:  0.09%, Label: 7.055083
Frequency:  0.09%, Label: 7.067331
Frequency:  0.09%, Label: 7.067934
Frequency:  0.09%, Label: 7.128051
Frequency:  0.09%, Label: 7.133284
Frequency:  0.09%, Label: 7.145854
Frequency:  0.09%, Label: 7.149179
Frequency:  0.09%, Label: 7.213987
Frequency:  0.09%, Label: 7.225445
Frequency:  0.09%, Label: 7.234417
Frequency:  0.09%, Label: 7.245334
Frequency:  0.09%, Label: 7.266234
Frequency:  0.09%, Label: 7.338871
Frequency:  0.09%, Label: 7.365337
Frequency:  0.09%, Label: 7.365466
Frequency:  0.09%, Label: 7.36836
Frequency:  0.09%, Label: 7.388796
Frequency:  0.09%, Label: 7.492565
Frequency:  0.09%, Label: 7.512279
Frequency:  0.09%, Label: 7.513072
Frequency:  0.09%, Label: 7.519909
Frequency:  0.09%, Label: 7.530863
Frequency:  0.09%, Label: 7.559894
Frequency:  0.09%, Label: 7.576963
Frequency:  0.09%, Label: 7.607982
Frequency:  0.09%, Label: 7.623593
Frequency:  0.09%, Label: 7.656689
Frequency:  0.09%, Label: 7.668931
Frequency:  0.09%, Label: 7.670921
Frequency:  0.09%, Label: 7.675472
Frequency:  0.09%, Label: 7.688292
Frequency:  0.09%, Label: 7.694015
Frequency:  0.09%, Label: 7.69584
Frequency:  0.09%, Label: 7.696095
Frequency:  0.09%, Label: 7.727656
Frequency:  0.09%, Label: 7.864365
Frequency:  0.09%, Label: 7.875176
Frequency:  0.09%, Label: 7.875242
Frequency:  0.09%, Label: 7.879344
Frequency:  0.09%, Label: 7.917911
Frequency:  0.09%, Label: 7.935008
Other Labels: 9.99%

---------
Column: y
---------
Type:      Categorical
Frequency: 53.08%, Label: 1
Frequency: 46.92%, Label: 0

Data Valuation

df.kxy.data_valuation(y_column, problem_type=problem_type)

[====================================================================================================] 100% ETA: 0s    Duration: 0s

	Achievable R-Squared	Achievable Log-Likelihood Per Sample	Achievable Accuracy
0	0.53	-3.17e-01	0.90

Automatic (Model-Free) Variable Selection

df.kxy.variable_selection(y_column, problem_type=problem_type)

[====================================================================================================] 100% ETA: 0s    Duration: 0s

	Variable	Running Achievable R-Squared	Running Achievable Accuracy
Selection Order
0	No Variable	0.00	0.53
1	x_2	0.05	0.62
2	x_4	0.05	0.62
3	x_8	0.08	0.65
4	x_15	0.53	0.90
5	x_11	0.53	0.90
6	x_12	0.53	0.90
7	x_5	0.53	0.90
8	x_0	0.53	0.90
9	x_1	0.53	0.90
10	x_13	0.53	0.90
11	x_3	0.53	0.90
12	x_17	0.53	0.90
13	x_14	0.53	0.90
14	x_7	0.53	0.90
15	x_10	0.53	0.90
16	x_18	0.53	0.90
17	x_9	0.53	0.90
18	x_16	0.53	0.90
19	x_6	0.53	0.90