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Datasets:
TabBioMed
/
avida_htnfa_onehot

Tasks:
Tabular Classification
Modalities:
Tabular
Formats:
parquet
Size:
1K - 10K
Tags:
tabular
biomedical
benchmark
TabBioMed
proteomics
binary
Libraries:
Datasets
pandas
Polars
License:
Dataset card Data Studio Files
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row_idx
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11
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12
10
15
13
4
3
17
1
18
20
20
2
17
14
6
1
17
1
19
6
15
1
15
6
14
6
17
14
18
17
18
16
16
7
7
7
7
7
7
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0
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0
0
0
33
1
10
10
11
1
4
16
6
6
6
10
18
15
13
6
6
16
10
15
10
16
2
18
1
16
6
5
17
5
6
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16
17
11
12
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1
15
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1
13
6
9
6
10
4
19
11
16
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8
20
16
3
6
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10
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16
6
16
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9
6
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5
17
8
16
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3
12
1
9
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11
11
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10
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11
12
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10
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4
3
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1
18
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2
17
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1
17
1
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6
15
1
15
6
14
6
17
14
18
17
18
16
16
7
7
7
7
7
7
0
0
0
0
0
0
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0
0
0
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0
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0
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0
0
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0
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0
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0
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0
34
1
10
10
11
1
4
16
6
6
6
10
18
15
13
6
6
16
10
15
10
16
2
18
1
16
6
5
17
5
6
16
16
17
11
12
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1
15
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1
13
6
9
6
10
4
19
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16
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8
20
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3
6
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1
10
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6
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9
6
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5
17
8
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3
12
1
9
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11
11
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10
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11
12
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10
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4
3
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1
18
20
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2
17
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1
17
1
19
6
15
1
15
6
14
6
17
14
18
17
18
16
16
7
7
7
7
7
7
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0
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35
1
10
10
11
1
4
16
6
6
6
10
18
15
13
6
6
16
10
15
10
16
2
18
1
16
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5
17
5
6
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16
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11
12
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16
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1
13
6
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6
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4
19
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3
6
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10
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6
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9
6
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5
17
8
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3
12
1
9
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11
11
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10
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11
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10
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4
3
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1
18
20
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2
17
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1
17
1
19
6
15
1
15
6
14
6
17
14
18
17
18
16
16
7
7
7
7
7
7
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36
1
10
10
11
1
4
16
6
6
6
10
18
15
13
6
6
16
10
15
10
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2
18
1
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5
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5
6
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16
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11
12
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1
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1
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6
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4
19
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8
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3
6
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6
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9
6
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17
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3
12
1
9
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11
11
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10
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11
12
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10
15
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4
3
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1
18
20
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2
17
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1
17
1
19
6
15
1
15
6
14
6
17
14
18
17
18
16
16
7
7
7
7
7
7
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37
1
10
10
11
1
4
16
6
6
6
10
18
14
1
6
6
16
10
15
10
16
2
18
18
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6
10
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5
15
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20
1
11
6
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1
10
6
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4
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5
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1
16
8
6
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6
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1
3
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1
9
6
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5
1
8
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12
3
9
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11
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11
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6
10
15
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4
3
17
1
18
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2
1
1
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5
18
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1
9
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1
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1
3
5
6
13
19
6
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6
17
14
18
17
18
16
16
7
7
7
7
7
7
0
0
0
0
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0
0
0
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0
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0
38
1
10
10
11
1
4
16
6
6
6
10
18
14
1
6
6
16
10
15
10
16
2
18
18
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6
10
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5
15
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20
1
11
6
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1
10
6
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4
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1
16
8
6
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6
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1
3
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1
9
6
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1
8
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1
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3
9
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11
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6
10
15
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4
3
17
1
18
20
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2
1
1
16
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5
18
16
1
9
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1
4
1
3
5
6
13
19
6
14
6
17
14
18
17
18
16
16
7
7
7
7
7
7
0
0
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66
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10
10
11
1
4
16
6
6
6
10
18
14
13
6
6
16
10
15
10
16
2
1
1
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5
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10
4
20
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18
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6
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5
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1
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6
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4
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4
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8
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2
8
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6
6
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3
16
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9
6
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17
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3
12
1
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1
18
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10
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3
10
9
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4
3
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1
18
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2
1
1
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6
6
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16
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2
4
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6
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3
5
17
20
19
6
14
6
17
14
18
17
18
16
16
7
7
7
7
7
7
0
0
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67
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10
10
11
1
4
16
6
6
6
10
18
14
13
6
6
16
10
15
10
16
2
1
1
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5
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10
4
20
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18
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6
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5
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1
14
6
4
4
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4
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2
8
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6
6
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3
16
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9
6
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5
17
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3
12
1
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1
18
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10
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11
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3
10
9
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4
3
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1
18
20
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2
1
1
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10
6
6
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16
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2
4
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6
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3
5
17
20
19
6
14
6
17
14
18
17
18
16
16
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7
7
7
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7
0
0
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68
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10
10
11
1
4
16
6
6
6
10
18
14
13
6
6
16
10
15
10
16
2
1
1
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6
5
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10
4
20
20
18
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6
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5
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1
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6
9
6
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4
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2
8
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6
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3
16
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9
6
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5
17
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3
12
1
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1
18
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10
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3
10
9
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4
3
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1
18
20
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2
1
1
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6
6
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16
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2
4
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6
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3
5
17
20
19
6
14
6
17
14
18
17
18
16
16
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7
7
7
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7
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69
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10
10
11
1
4
16
6
6
6
10
18
14
13
6
6
16
10
15
10
16
2
1
1
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5
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4
20
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18
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6
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5
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1
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4
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2
8
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3
16
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3
12
1
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1
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3
10
9
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3
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1
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2
1
1
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6
6
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2
4
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3
5
17
20
19
6
14
6
17
14
18
17
18
16
16
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7
7
7
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7
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0
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70
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10
10
11
1
4
16
6
6
6
10
18
14
13
6
6
16
10
15
10
16
2
1
1
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5
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4
20
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18
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5
2
14
1
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2
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3
16
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9
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3
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1
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1
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3
10
9
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3
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1
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1
1
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6
6
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2
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3
5
17
20
19
6
14
6
17
14
18
17
18
16
16
7
7
7
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7
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0
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71
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10
10
11
1
4
16
6
6
6
10
18
14
13
6
6
16
10
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2
1
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4
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1
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3
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1
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1
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10
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3
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1
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1
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6
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2
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3
5
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20
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6
14
6
17
14
18
17
18
16
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7
7
7
7
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0
0
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72
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10
10
11
1
4
16
6
6
6
10
18
14
13
6
6
16
10
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2
1
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1
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3
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1
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1
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10
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3
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1
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2
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3
5
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20
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6
14
6
17
14
18
17
18
16
16
7
7
7
7
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7
0
0
0
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0
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73
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10
10
11
1
4
16
6
6
6
10
18
14
13
6
6
16
13
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2
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1
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3
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1
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1
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10
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3
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1
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6
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2
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3
5
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20
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6
14
6
17
14
18
17
18
16
16
7
7
7
7
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7
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0
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74
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10
10
11
1
4
16
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6
6
10
18
14
13
6
6
16
10
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2
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1
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3
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1
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1
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3
10
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3
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1
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2
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3
5
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6
14
6
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14
18
17
18
16
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7
7
7
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7
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75
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10
10
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4
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6
6
10
18
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6
6
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10
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1
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3
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1
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3
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1
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3
5
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6
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18
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7
7
7
7
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0
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76
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10
10
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1
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6
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6
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1
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1
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3
5
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6
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18
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7
7
7
7
7
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0
0
0
0
0
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0
0
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0
77
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10
10
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1
4
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6
6
6
10
18
14
13
6
6
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10
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2
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1
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3
16
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3
12
1
9
12
1
18
20
10
14
11
3
3
10
9
13
4
3
17
1
18
20
20
2
1
1
14
10
6
6
5
16
14
2
4
13
6
17
3
5
17
20
19
6
14
6
17
14
18
17
18
16
16
7
7
7
7
7
7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
78
1
10
10
11
1
4
16
6
6
6
10
18
14
13
6
6
16
10
15
10
16
2
1
1
16
6
5
17
10
4
20
20
18
18
6
19
5
15
14
1
14
6
9
4
15
4
6
8
16
2
8
16
15
16
6
6
16
17
12
20
17
3
16
18
9
6
15
5
17
18
16
15
3
12
1
9
12
1
18
20
18
14
11
12
3
10
9
13
4
3
17
1
18
20
20
2
1
1
14
10
6
6
5
16
14
2
4
13
6
17
3
5
17
20
19
6
14
6
17
14
18
17
18
16
16
7
7
7
7
7
7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
79
1
10
10
11
1
4
16
6
6
6
10
18
14
13
6
6
16
10
15
10
16
2
1
1
16
6
5
17
10
4
20
20
18
18
6
19
5
15
14
1
14
6
9
4
15
4
6
8
16
2
8
16
15
16
6
6
16
17
12
20
17
3
16
18
9
6
15
5
17
18
16
15
3
12
1
9
12
1
18
20
10
14
11
12
3
10
9
13
4
3
17
1
18
20
20
2
1
18
14
10
6
6
5
16
14
2
4
13
6
17
3
5
17
20
19
6
14
6
17
14
18
17
18
16
16
7
7
7
7
7
7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
80
1
10
10
11
1
4
16
6
6
6
10
18
14
13
6
6
16
10
15
10
16
2
1
1
16
6
5
17
10
4
20
20
18
18
6
19
5
15
14
1
14
6
9
4
15
4
6
8
16
2
8
16
15
16
6
6
16
17
12
20
17
3
16
18
9
6
15
5
17
18
16
15
3
12
1
9
12
1
18
20
10
14
11
12
3
10
9
13
4
3
17
1
18
20
2
2
1
1
14
10
6
6
5
16
14
2
4
13
6
17
3
5
17
20
19
6
14
6
17
14
18
17
18
16
16
7
7
7
7
7
7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
81
1
10
10
11
1
4
16
6
6
6
10
18
14
13
6
6
16
10
15
10
16
2
1
1
16
6
5
17
10
4
20
20
18
18
6
19
5
15
14
1
14
6
9
4
15
4
6
8
16
2
8
16
15
16
6
6
16
17
12
20
17
3
16
18
9
6
15
5
17
18
16
15
3
12
1
9
12
1
18
20
10
10
11
12
3
10
9
13
4
3
17
1
18
20
20
2
1
1
14
10
6
6
5
16
14
2
4
13
6
17
3
5
17
20
19
6
14
6
17
14
18
17
18
16
16
7
7
7
7
7
7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
82
1
10
10
11
1
4
16
6
6
6
10
18
14
13
6
6
16
10
15
10
16
2
1
1
16
6
5
17
10
4
20
20
18
18
6
19
5
15
14
1
14
6
9
1
15
4
6
8
16
2
8
16
15
16
6
6
16
17
12
20
17
3
16
18
9
6
15
5
17
18
16
15
3
12
1
9
12
1
18
20
10
14
11
12
3
10
9
13
4
3
17
1
18
20
20
2
1
1
14
10
6
6
5
16
14
2
4
13
6
17
3
5
17
20
19
6
14
6
17
14
18
17
18
16
16
7
7
7
7
7
7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
83
1
10
10
11
1
4
16
6
6
6
10
18
14
13
6
6
16
10
15
10
16
2
1
1
16
6
5
17
10
4
20
20
18
18
6
19
5
15
14
1
14
6
9
4
15
4
18
8
16
2
8
16
15
16
6
6
12
17
12
20
17
3
16
18
9
6
15
5
17
18
16
15
3
12
1
9
12
1
18
20
10
14
11
12
3
10
9
13
4
3
17
1
18
20
20
2
1
1
14
10
6
6
5
16
14
2
4
13
6
17
3
5
17
20
19
6
14
6
17
14
18
17
18
16
16
7
7
7
7
7
7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
84
1
10
10
11
1
4
16
6
6
6
10
18
14
1
6
6
16
10
15
10
1
2
17
1
16
6
17
8
20
16
18
12
1
11
6
19
20
15
14
1
13
6
9
6
15
4
10
18
1
1
8
16
12
6
6
17
17
19
20
4
3
16
18
9
6
15
5
17
8
16
15
3
16
1
9
12
18
10
8
10
14
11
12
12
10
9
13
4
3
17
1
11
20
20
2
1
1
15
18
18
6
6
12
10
19
4
12
3
20
3
20
17
6
11
6
17
14
18
17
16
16
7
7
7
7
7
7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
85
1
10
10
11
1
4
16
6
6
6
10
18
14
1
6
6
16
10
15
10
1
2
17
1
16
6
17
8
20
16
18
12
1
11
6
19
20
15
14
1
13
6
9
6
15
4
10
18
1
1
8
16
12
6
6
17
17
19
20
4
3
16
18
9
6
15
5
17
8
16
15
3
16
1
9
12
18
10
8
10
14
11
12
12
10
9
13
4
3
17
17
11
20
20
2
1
1
15
18
18
6
6
12
10
19
4
12
3
20
3
20
17
6
11
6
17
14
18
17
18
16
16
7
7
7
7
7
7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
86
1
10
10
11
1
4
16
6
6
6
10
18
14
1
6
6
16
10
15
10
1
2
17
1
16
6
17
8
20
16
18
12
1
11
6
19
20
15
14
1
13
6
9
6
15
4
10
18
1
1
8
16
12
6
6
17
17
19
20
4
3
16
18
9
6
15
5
17
8
16
15
3
16
1
9
12
18
10
8
10
14
11
12
12
10
9
13
4
3
17
1
11
20
20
2
1
1
15
18
18
6
6
12
10
19
6
12
3
20
3
20
17
6
11
6
17
14
18
17
18
16
16
7
7
7
7
7
7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
87
1
10
10
11
1
4
16
6
6
6
10
18
14
1
6
6
16
10
15
10
1
2
17
1
16
6
17
8
20
16
18
12
1
11
6
19
20
15
14
1
13
6
9
6
15
4
10
18
1
1
8
16
12
6
6
17
17
19
20
4
3
16
18
4
6
15
5
17
8
16
15
3
16
1
9
12
18
10
8
10
14
11
12
12
10
9
13
4
3
17
1
11
20
20
2
1
1
15
18
18
6
6
12
10
19
4
12
3
20
3
20
17
6
11
6
17
14
18
17
18
16
16
7
7
7
7
7
7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
88
1
10
10
11
1
4
16
6
6
6
10
18
14
1
6
6
16
10
15
10
1
2
17
1
16
6
17
8
20
16
18
12
1
11
6
19
20
15
14
1
13
6
9
4
15
4
10
18
1
1
8
16
12
6
6
17
17
19
20
4
3
16
18
9
6
15
5
17
8
16
15
3
16
1
9
12
18
10
8
10
14
11
12
12
10
9
13
4
3
17
1
11
20
20
2
1
1
15
18
18
6
6
12
10
19
4
12
3
20
3
20
17
6
11
6
17
14
18
17
18
16
16
7
7
7
7
7
7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
89
1
10
10
11
1
4
16
6
6
6
10
18
14
1
6
6
16
10
15
10
1
2
17
1
16
6
17
8
20
6
18
12
1
11
6
19
20
15
14
1
13
6
9
6
15
4
10
18
1
1
8
16
12
6
6
17
17
19
20
4
3
16
18
9
6
15
5
17
8
16
15
3
16
1
9
12
18
10
8
10
14
11
12
12
10
9
13
4
3
17
1
11
20
20
2
1
1
15
18
18
6
6
12
10
19
4
12
3
20
3
20
17
6
11
6
17
14
18
17
18
16
16
7
7
7
7
7
7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
90
1
10
10
11
1
4
16
6
6
6
10
18
14
1
6
6
16
10
15
10
1
2
17
1
16
6
17
8
20
16
18
12
1
11
6
19
20
15
14
1
13
6
9
6
15
4
10
18
1
1
8
16
12
6
6
17
17
19
20
4
3
16
18
9
6
15
5
17
8
16
15
3
16
1
9
12
18
10
8
10
14
11
12
16
10
9
13
4
3
17
1
11
20
20
2
1
1
15
18
18
6
6
12
10
19
4
12
3
20
3
20
17
6
11
6
17
14
18
17
16
16
7
7
7
7
7
7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
91
1
10
10
11
1
4
16
6
6
6
10
18
14
1
6
6
16
10
15
10
1
2
17
1
16
6
17
8
20
16
18
12
1
17
6
19
20
15
14
1
13
6
9
6
15
4
10
18
1
1
8
16
12
6
6
17
17
19
20
4
3
16
18
9
6
15
5
17
8
16
15
3
16
1
9
12
18
10
8
10
14
11
12
12
10
9
13
4
3
17
1
11
20
20
2
1
1
15
18
18
6
6
12
10
19
4
12
3
20
3
20
17
6
11
6
17
14
18
17
18
16
16
7
7
7
7
7
7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
92
1
10
10
11
1
4
16
6
6
6
10
18
14
1
6
6
16
10
15
10
1
2
17
1
16
6
17
8
20
16
18
12
1
11
6
19
20
15
14
1
13
6
9
6
15
4
10
18
1
1
8
16
12
6
6
17
17
19
20
4
3
16
18
11
6
15
5
17
8
16
15
3
16
1
9
12
18
10
8
10
14
11
12
12
10
9
13
4
3
17
1
11
20
20
2
1
1
15
18
18
6
6
12
10
19
4
12
3
20
3
20
17
6
11
6
17
14
18
17
18
16
16
7
7
7
7
7
7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
93
1
10
10
11
1
4
16
6
6
6
10
18
14
1
6
6
16
10
15
10
1
2
17
1
16
6
17
8
20
16
18
12
1
11
6
19
20
15
14
1
13
6
9
6
15
4
10
18
1
1
8
16
12
6
6
17
17
19
20
4
3
16
18
9
6
15
5
17
8
16
15
3
16
1
9
12
18
10
8
10
14
11
12
12
10
9
13
4
3
17
1
11
20
20
2
1
3
15
18
18
6
6
12
10
19
4
12
3
20
3
20
17
6
11
6
17
14
18
17
18
16
16
7
7
7
7
7
7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
94
1
10
10
11
1
4
16
6
6
6
10
18
14
1
6
6
16
10
15
10
16
2
1
1
16
6
16
17
16
16
16
17
15
8
8
13
18
6
19
5
15
14
1
13
6
9
14
15
4
10
18
1
16
10
12
4
16
6
5
16
1
19
20
1
3
16
18
15
6
15
5
17
18
16
15
3
12
16
4
12
17
11
20
10
10
11
12
11
10
14
13
4
3
17
1
18
20
20
2
9
6
15
3
15
15
20
20
3
20
19
6
14
6
17
14
18
17
18
16
16
7
7
7
7
7
7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
95
1
10
10
11
1
4
16
6
6
6
10
18
14
1
6
6
16
10
15
10
16
2
1
1
16
6
16
17
16
16
16
17
15
8
8
13
18
6
19
5
15
14
1
13
6
9
14
15
4
10
18
1
16
10
12
4
16
6
5
16
1
19
20
1
3
16
18
9
6
15
5
17
18
16
15
3
12
16
4
12
17
11
20
10
10
11
12
11
10
14
13
4
3
17
1
18
20
20
2
9
6
15
3
15
6
20
20
3
20
19
6
14
6
17
14
18
17
18
16
16
7
7
7
7
7
7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
96
1
10
10
11
1
4
16
6
6
6
10
18
14
1
6
6
16
10
15
10
16
2
1
1
16
6
16
17
16
16
16
17
15
8
8
13
18
6
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5
15
14
1
13
6
9
14
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4
10
6
1
16
10
12
4
16
6
5
16
1
19
20
1
3
16
18
9
6
15
5
17
18
16
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3
12
16
4
12
17
11
20
10
10
11
12
11
10
14
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4
3
17
1
18
20
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2
9
6
15
3
15
15
20
20
3
20
19
6
14
6
17
14
18
17
18
16
16
7
7
7
7
7
7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
97
1
10
10
11
1
4
16
6
6
6
10
18
14
1
6
6
16
10
15
10
16
2
1
1
16
6
16
17
16
16
16
17
15
8
8
13
18
6
19
5
15
14
1
13
6
9
14
15
4
10
18
1
16
10
12
4
16
6
5
16
1
19
20
1
3
5
18
9
6
15
5
17
18
16
15
3
12
16
4
12
17
11
20
10
10
11
12
11
10
14
13
4
3
17
1
18
20
20
2
9
6
15
3
15
15
20
20
3
20
19
6
14
6
17
14
18
17
18
16
16
7
7
7
7
7
7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
98
1
10
10
11
1
4
16
6
6
6
10
18
14
1
6
6
16
10
15
10
16
2
1
1
16
6
16
17
16
16
16
17
15
8
8
13
18
6
19
5
15
14
1
13
6
9
14
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4
10
18
1
16
10
12
4
16
6
5
16
1
19
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1
3
16
18
9
6
15
5
17
18
16
15
3
12
16
4
12
17
11
20
10
10
17
12
11
10
14
13
4
3
17
1
18
20
20
2
9
6
15
3
15
15
20
20
3
20
19
6
14
6
17
14
18
17
18
16
16
7
7
7
7
7
7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
99
1
10
10
11
1
4
16
6
6
6
10
18
14
13
6
4
16
10
15
10
16
2
18
6
16
6
19
17
10
6
3
20
6
18
6
19
5
15
14
1
13
6
9
4
15
4
6
18
16
2
8
12
1
4
6
6
16
17
12
8
1
6
16
18
9
6
15
5
17
8
16
15
3
12
3
9
12
17
18
20
10
14
11
12
16
10
9
13
4
3
17
6
18
20
20
2
1
1
15
20
3
13
20
6
16
16
2
16
20
1
10
3
20
19
6
14
6
17
14
18
17
18
16
16
7
7
7
7
7
7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100
1
10
10
11
1
4
16
6
6
6
16
18
14
13
6
4
16
10
15
10
16
2
15
6
16
6
19
15
10
6
3
20
6
18
6
19
5
15
14
1
13
6
9
4
15
4
6
18
16
2
8
12
1
4
6
6
16
17
12
8
1
3
16
18
9
6
15
5
17
8
16
15
3
12
3
9
12
17
18
20
10
14
11
12
16
10
9
13
4
3
17
6
18
20
20
2
1
1
15
20
3
13
20
6
16
16
2
16
20
1
7
3
20
19
6
14
15
17
14
18
17
18
16
16
7
7
7
7
7
7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
101
1
10
10
11
1
4
16
6
6
6
16
18
14
13
6
4
16
10
15
10
16
2
18
6
16
6
19
17
10
6
3
20
6
18
6
19
5
15
14
1
13
6
9
4
15
4
6
18
16
2
8
12
1
4
6
6
16
17
12
8
1
6
16
18
9
6
15
5
17
8
16
15
3
12
3
9
12
17
18
20
10
14
11
12
16
10
9
13
4
3
17
6
1
20
20
2
1
1
15
20
3
13
20
6
16
16
2
16
20
1
10
3
20
19
6
14
6
17
14
18
17
18
16
16
7
7
7
7
7
7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
102
1
10
10
11
1
4
16
6
6
6
16
18
14
13
6
4
16
13
15
10
16
2
15
6
16
6
19
15
10
6
3
20
6
18
6
19
5
15
14
1
13
6
9
4
15
4
6
18
16
2
8
12
1
4
6
6
16
17
12
8
1
3
16
18
9
6
15
5
17
8
16
15
3
12
3
9
12
17
18
20
10
14
11
12
16
10
9
13
4
3
17
6
18
20
20
2
1
1
15
20
3
13
20
6
16
16
2
16
20
1
7
3
20
19
6
14
6
17
14
18
17
18
16
16
7
7
7
7
7
7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
103
1
10
10
11
1
4
16
6
6
6
16
18
14
13
6
4
16
10
15
10
16
2
15
6
16
6
19
15
10
6
3
20
6
18
6
19
5
15
14
1
13
6
9
4
15
4
6
18
16
2
8
12
1
4
6
6
16
17
12
8
1
3
16
18
9
6
15
5
17
8
16
15
3
12
3
9
16
17
18
20
10
14
11
12
16
10
9
13
4
3
17
6
18
20
20
2
1
1
15
20
3
13
20
6
16
16
2
16
20
1
7
3
20
19
6
14
6
17
14
18
17
18
16
16
7
7
7
7
7
7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
104
1
10
10
11
1
4
16
6
6
6
16
18
14
13
6
4
16
10
15
10
16
2
15
6
16
6
19
15
10
6
3
20
6
18
6
19
5
15
14
1
13
6
9
4
15
4
6
18
16
2
8
12
1
4
6
6
16
17
12
8
1
3
16
18
9
6
15
5
17
8
16
15
3
12
3
9
12
17
18
20
10
14
11
12
15
10
9
13
4
3
17
6
18
20
20
2
1
1
15
20
3
13
20
6
16
16
2
16
20
1
7
3
20
19
6
14
6
17
14
18
17
18
16
16
7
7
7
7
7
7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
105
1
10
10
11
1
4
16
6
6
6
16
18
14
13
6
4
16
10
15
10
16
2
15
6
16
6
19
15
10
6
6
20
6
18
6
19
5
15
14
1
13
6
9
4
15
4
6
18
16
2
8
12
1
4
6
6
16
17
12
8
1
3
16
18
9
6
15
5
17
8
16
15
3
12
3
9
12
17
18
20
10
14
11
12
16
10
9
13
4
3
17
6
18
20
20
2
1
1
15
20
3
13
20
6
16
16
2
16
20
1
7
3
20
19
6
14
6
17
14
18
17
18
16
16
7
7
7
7
7
7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
106
1
10
10
11
1
4
16
6
6
6
10
18
14
13
6
6
16
11
15
10
16
2
1
1
16
6
16
6
19
3
20
5
18
8
6
19
5
15
14
1
13
6
9
4
15
4
6
18
16
2
8
17
13
16
6
6
10
17
18
20
15
3
16
18
9
6
15
5
17
8
16
15
3
12
1
9
12
17
18
20
10
4
11
17
16
10
9
13
4
3
17
1
18
20
17
2
1
1
18
15
1
4
9
5
6
16
15
20
18
2
20
3
4
16
14
20
3
16
19
6
15
6
17
14
18
17
18
16
16
7
7
7
7
7
7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
107
1
10
10
11
1
4
16
6
6
6
10
18
14
13
6
6
16
11
15
10
16
2
1
1
16
6
16
6
19
3
20
5
18
8
6
19
5
15
14
1
13
6
9
4
15
4
6
18
16
2
8
17
13
16
6
6
10
17
18
20
15
3
16
18
9
6
15
5
17
8
16
15
3
12
1
9
12
17
18
20
10
4
11
4
16
10
9
13
4
3
17
1
18
20
17
2
1
1
18
15
1
4
9
5
6
16
15
20
18
2
20
3
4
16
14
20
3
16
19
6
15
6
17
14
18
17
18
16
16
7
7
7
7
7
7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
108
1
10
10
11
1
4
16
6
6
6
10
18
14
13
6
6
16
11
15
10
16
2
1
1
16
6
16
6
19
3
20
5
18
8
6
19
5
15
14
1
13
6
9
4
15
4
6
18
16
2
8
17
13
16
6
6
10
17
18
20
15
3
16
18
9
6
15
5
17
8
16
15
3
12
1
9
12
17
18
20
10
4
11
4
6
10
9
13
4
3
17
1
18
20
17
2
1
1
18
15
1
4
9
5
6
16
15
20
18
2
20
3
4
16
14
20
3
16
19
6
15
6
17
14
18
17
18
16
16
7
7
7
7
7
7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
109
1
10
10
11
1
4
16
6
6
6
10
18
14
13
6
6
16
11
15
10
16
2
18
1
16
6
16
6
19
4
12
5
18
8
6
19
5
15
14
1
13
6
9
4
15
4
6
18
16
2
8
17
13
16
6
6
10
17
18
20
15
3
16
18
9
6
15
5
1
8
16
15
3
12
1
9
12
17
18
20
10
4
11
9
17
10
9
13
4
3
17
1
18
20
17
2
1
1
18
15
1
4
9
5
6
16
15
20
18
2
20
3
4
16
14
20
3
16
19
6
15
6
17
14
18
17
18
16
16
7
7
7
7
7
7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
110
1
10
10
11
1
4
16
6
6
6
10
18
14
13
6
6
16
11
15
10
16
2
1
1
16
6
16
6
19
3
20
5
18
8
6
19
5
15
14
1
13
6
9
4
15
4
6
18
16
2
8
17
13
16
6
6
10
17
18
20
15
3
13
18
9
6
15
5
17
8
16
15
3
12
1
9
12
17
18
20
10
4
11
17
16
10
9
13
4
3
17
1
18
20
17
2
1
1
18
15
1
4
9
5
6
16
15
20
18
2
20
3
4
16
14
20
3
16
19
6
15
6
17
14
18
17
18
16
16
7
7
7
7
7
7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
111
1
10
10
11
1
4
16
6
6
6
10
18
14
13
6
6
16
11
15
10
16
2
1
1
16
6
16
6
19
3
20
5
18
8
6
19
5
15
14
1
13
6
9
4
15
4
6
18
16
2
8
17
13
16
6
6
10
17
18
20
15
3
16
18
9
6
15
5
17
8
16
15
3
12
1
9
12
17
18
20
10
4
11
17
16
10
9
13
4
3
17
1
18
20
17
2
1
1
18
15
1
4
9
5
6
16
15
20
18
2
20
3
4
16
14
20
3
16
19
6
15
6
17
14
18
17
16
16
7
7
7
7
7
7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
112
1
10
10
11
1
4
16
6
6
6
10
18
14
13
6
6
16
11
15
10
16
2
18
1
16
6
16
6
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4
12
5
18
8
6
19
5
15
14
1
13
6
9
4
15
4
1
18
16
2
8
17
13
16
6
6
10
17
18
20
15
3
16
18
9
6
15
5
17
8
16
15
3
12
1
9
12
17
18
20
10
4
11
9
17
10
9
13
4
3
17
1
18
20
17
2
1
1
18
15
1
4
9
5
6
16
15
20
18
2
20
3
4
16
14
20
3
16
19
6
15
6
17
14
18
17
18
16
16
7
7
7
7
7
7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
115
1
10
10
11
1
4
16
6
6
6
10
18
14
13
6
6
16
10
15
10
16
2
1
1
16
6
5
3
3
10
3
20
20
1
18
1
19
5
15
14
1
13
6
9
6
15
4
4
8
16
2
8
10
6
17
6
6
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End of preview. Expand in Data Studio

avida_htnfa_onehot

Part of TabBioMed (TabBioMed: A Large-Scale Benchmark for Biomedical Tabular Learning), a benchmark of 94 curated biomedical tabular datasets. Code, preprocessing and documentation: https://github.com/AI-sandbox/TabBioMed.

Binary classification: predict VHH nanobody binding to hTNFa. Single antigen — antigen features omitted. Features: padded integer AA token IDs of VHH sequence (vocab size 21, 0=PAD); padded/truncated to the maximum training VHH length. Split: CD-HIT families (identity 0.8, coverage 0.8, on the VHH core without the constant leader and His-tag) assigned to train/val/test 70/15/15 by a label-balanced local search (partition sizes and val/test positive rates matched to the overall data); VHH families never span splits.

Domain Task Samples Features Classes
Proteomics binary 5,580 150 2

Splits. Fixed train/val/test split (3910/835/835 rows).

Files

  • data/**.parquet: one row per sample. row_idx is the row index in the original TabBioMed array; f_<i>[_<name>] are the features (in order); target (or target_<j> for multi-target tasks) is the label. Categorical feature indices (0-based, among the features): [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149]. Missing values are stored as nulls.
  • metadata.json: TabBioMed task metadata (task type, categorical indices, source, description).
from datasets import load_dataset
ds = load_dataset("TabBioMed/avida_htnfa_onehot")

A Croissant (1.1) description with Responsible-AI fields is distributed with the TabBioMed release.

Source and license

Source: COGNANO AVIDa datasets (HuggingFace: cognano/AVIDa-hIL6, cognano/AVIDa-hTNFa, cognano/AVIDa-SARS-CoV-2). VHH (nanobody) sequences with binary binding labels against antigen variants.

This derived dataset is distributed under CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/). Please also cite and respect the terms of the original source.

Citation 

@inproceedings{tabbiomed2026,
  title     = {TabBioMed: A Large-Scale Benchmark for Biomedical Tabular Learning},
  author    = {Mateo Bernad{\'o}, Pau and Polapragada, Saivenkata Nagavyjayanthi and Bonet, David and Arbiol Rakuljic, Pol and Mogas Pladevall, Laia and Comajoan Cara, Mar{\c{c}}al and Gonzalez Ferrer, Jesus and Abante, Jordi and Mas Montserrat, Daniel and Haussler, David and Ioannidis, Alexander G.},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS), Evaluations and Datasets Track},
  year      = {2026}
}
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Number of rows:
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Total file size:
596 kB