spicyTest
Results from spicy for diabetesData
Bundled with spicyR · exported, loads via data()
Class
SpicyResults
Elements
13
Missing
0
Format
rda · xz
version 3 · 290 KB
File
data/spicyTest.rda
Fingerprint
d44027f3
Format documented
Yes
Source
Source not stated
Structure
Distinct
13
Nesting depth
2
Element length
1 – 1,920
Total length
2,811
Nested rows
1,536
Nested columns
3
Nested schema
varies between elements
Elements
Element
Type
Distinct
Missing
Summary
coefficientlist30numeric·256 rows nested
Element class
numeric
Element length
256 – 256
Total length
768
Nested rows
256
What is inside it
Element
Type
Distinct
Missing
Summary
(Intercept)numeric2540-78.1295 – 208.955mean -0.4902
Min.
-78.1295
1st Qu.
-9.2374
Median
-2.1713
Mean
-0.4902
3rd Qu.
6.2966
Max.
208.955
Std. dev
41.5063
Skewness
2.74
Kurtosis
10.81
Zeros
3
Outliers
5538 low · 17 high
conditionOnsetnumeric2560-52.0612 – 81.0552mean 2.188
Min.
-52.0612
1st Qu.
-9.0249
Median
-0.3147
Mean
2.1884
3rd Qu.
12.2325
Max.
81.0552
Std. dev
18.2926
Skewness
0.7214
Kurtosis
2.442
Outliers
93 low · 6 high
conditionLong-durationnumeric2560-197.385 – 86.8256mean -3.106
Min.
-197.385
1st Qu.
-10.6592
Median
-2.6906
Mean
-3.1064
3rd Qu.
6.3327
Max.
86.8256
Std. dev
30.9742
Skewness
-3.349
Kurtosis
19.41
Zeros
1
Outliers
257 low · 18 high
dflist30numeric·256 rows nested
Element class
numeric
Element length
256 – 256
Total length
768
Nested rows
256
What is inside it
Element
Type
Distinct
Missing
Summary
(Intercept)numeric25607.6859 – 117mean 33.81
Min.
7.6859
1st Qu.
9.0543
Median
9.5951
Mean
33.8138
3rd Qu.
10.9972
Max.
117
Std. dev
45.1158
Skewness
1.298
Kurtosis
-0.3152
Outliers
580 low · 58 high
conditionOnsetnumeric25607.6713 – 117mean 33.54
Min.
7.6713
1st Qu.
8.8815
Median
9.2015
Mean
33.5396
3rd Qu.
9.9669
Max.
117
Std. dev
45.2618
Skewness
1.298
Kurtosis
-0.3147
Outliers
590 low · 59 high
conditionLong-durationnumeric25608.1823 – 117mean 33.82
Min.
8.1823
1st Qu.
9.0724
Median
9.4869
Mean
33.816
3rd Qu.
11.2712
Max.
117
Std. dev
45.1147
Skewness
1.298
Kurtosis
-0.3152
Outliers
580 low · 58 high
p.valuelist30numeric·256 rows nested
Element class
numeric
Element length
256 – 256
Total length
768
Nested rows
256
What is inside it
Element
Type
Distinct
Missing
Summary
(Intercept)numeric23807.0389e-41 – 1mean 0.3845
Min.
7.0389e-41
1st Qu.
0.0107
Median
0.2903
Mean
0.3845
3rd Qu.
0.7602
Max.
1
Std. dev
0.3771
Skewness
0.4529
Kurtosis
-1.365
conditionOnsetnumeric25600.0005 – 0.9774mean 0.3887
Min.
0.0005
1st Qu.
0.1428
Median
0.342
Mean
0.3887
3rd Qu.
0.588
Max.
0.9774
Std. dev
0.275
Skewness
0.4419
Kurtosis
-0.8598
conditionLong-durationnumeric25601.0957e-23 – 1mean 0.4426
Min.
1.0957e-23
1st Qu.
0.1858
Median
0.4048
Mean
0.4426
3rd Qu.
0.6961
Max.
1
Std. dev
0.3039
Skewness
0.2235
Kurtosis
-1.16
selist30numeric·256 rows nested
Element class
numeric
Element length
256 – 256
Total length
768
Nested rows
256
What is inside it
Element
Type
Distinct
Missing
Summary
(Intercept)numeric25601.8333 – 50.0555mean 9.123
Min.
1.8333
1st Qu.
4.7302
Median
8.456
Mean
9.123
3rd Qu.
12.1874
Max.
50.0555
Std. dev
5.7934
Skewness
1.901
Kurtosis
8.874
Outliers
30 low · 3 high
conditionOnsetnumeric25602.5869 – 69.957mean 12.74
Min.
2.5869
1st Qu.
6.6491
Median
11.6811
Mean
12.7429
3rd Qu.
16.8904
Max.
69.957
Std. dev
8.0874
Skewness
1.906
Kurtosis
8.909
Outliers
40 low · 4 high
conditionLong-durationnumeric25602.5991 – 69.4384mean 12.87
Min.
2.5991
1st Qu.
6.725
Median
11.6923
Mean
12.8715
3rd Qu.
17.0754
Max.
69.4384
Std. dev
8.105
Skewness
1.844
Kurtosis
8.414
Outliers
30 low · 3 high
statisticlist30numeric·256 rows nested
Element class
numeric
Element length
256 – 256
Total length
768
Nested rows
256
What is inside it
Element
Type
Distinct
Missing
Summary
(Intercept)numeric2540-14.8716 – 20.6781mean -0.4014
Min.
-14.8716
1st Qu.
-1.6931
Median
-0.2544
Mean
-0.4014
3rd Qu.
0.5035
Max.
20.6781
Std. dev
4.507
Skewness
1.33
Kurtosis
7.141
Zeros
3
Outliers
4225 low · 17 high
conditionOnsetnumeric2560-3.5789 – 2.8457mean -0.0197
Min.
-3.5789
1st Qu.
-1.0074
Median
-0.0479
Mean
-0.0197
3rd Qu.
0.985
Max.
2.8457
Std. dev
1.3107
Skewness
-0.0682
Kurtosis
-0.6621
conditionLong-durationnumeric2560-12.6695 – 8.2227mean -0.2685
Min.
-12.6695
1st Qu.
-1.03
Median
-0.3658
Mean
-0.2685
3rd Qu.
0.4312
Max.
8.2227
Std. dev
2.2256
Skewness
-1.726
Kurtosis
12.68
Zeros
1
Outliers
195 low · 14 high
condition
factor
3
0
Non-diabetic40Onset40Long-duration40
subjectinteger1206089 – 6418mean 6272
Min.
6089
1st Qu.
6168.5
Median
6271
Mean
6271.58
3rd Qu.
6381.5
Max.
6418
Std. dev
115.441
Skewness
-0.1673
Kurtosis
-1.48
Order
ascending
pairwiseAssoclist2560numeric
Element class
numeric
Element length
120 – 120
Total length
30,720
What is inside it
Element
Type
Distinct
Missing
Summary
ductal__ductalnumeric1200-3.7276 – 107.732mean 10.31
Min.
-3.7276
1st Qu.
3.5863
Median
7.087
Mean
10.3098
3rd Qu.
13.9322
Max.
107.732
Std. dev
12.5397
Skewness
4.406
Kurtosis
29.19
Outliers
40 low · 4 high
acinar__ductalnumeric1200-15.1231 – 111.907mean -0.878
Min.
-15.1231
1st Qu.
-4.2219
Median
-2.7184
Mean
-0.878
3rd Qu.
0.4561
Max.
111.907
Std. dev
11.2813
Skewness
8.334
Kurtosis
80.37
Outliers
73 low · 4 high
neutrophil__ductalnumeric10317-64.4441 – 32.8067mean -5.371
Min.
-64.4441
1st Qu.
-12.8579
Median
-3.744
Mean
-5.371
3rd Qu.
2.2248
Max.
32.8067
Std. dev
14.5564
Skewness
-1.095
Kurtosis
2.913
Outliers
54 low · 1 high
Longest gap
6
unknown__ductalnumeric1200-40.0838 – 27.2171mean -4.081
Min.
-40.0838
1st Qu.
-9.0688
Median
-4.8271
Mean
-4.081
3rd Qu.
1.3054
Max.
27.2171
Std. dev
9.0757
Skewness
-0.1226
Kurtosis
2.175
Outliers
32 low · 1 high
stromal__ductalnumeric1200-55.095 – 25.7406mean -5.301
Min.
-55.095
1st Qu.
-10.3544
Median
-4.5843
Mean
-5.3011
3rd Qu.
-1.0838
Max.
25.7406
Std. dev
10.9813
Skewness
-0.6284
Kurtosis
3.881
Outliers
114 low · 7 high
alpha__ductalnumeric1200-116.781 – 26.1004mean -27.55
Min.
-116.781
1st Qu.
-39.7671
Median
-26.6182
Mean
-27.5514
3rd Qu.
-15.5458
Max.
26.1004
Std. dev
20.9573
Skewness
-0.5016
Kurtosis
1.89
Outliers
31 low · 2 high
endothelial__ductalnumeric1200-58.8542 – 13.4467mean -11.98
Min.
-58.8542
1st Qu.
-15.6207
Median
-10.4285
Mean
-11.9762
3rd Qu.
-5.2987
Max.
13.4467
Std. dev
11.1131
Skewness
-0.9967
Kurtosis
2.305
Outliers
86 low · 2 high
macrophage__ductalnumeric10713-77.4067 – 59.9237mean -3.475
Min.
-77.4067
1st Qu.
-9.6001
Median
-4.7187
Mean
-3.4747
3rd Qu.
4.576
Max.
59.9237
Std. dev
16.5332
Skewness
-0.2027
Kurtosis
4.611
Outliers
94 low · 5 high
Longest gap
3
delta__ductalnumeric1200-116.372 – 24.1559mean -30.15
Min.
-116.372
1st Qu.
-43.5988
Median
-31.72
Mean
-30.1524
3rd Qu.
-14.1773
Max.
24.1559
Std. dev
22.8846
Skewness
-0.2806
Kurtosis
0.6216
Outliers
11 low · 0 high
Tc__ductalnumeric1182-77.4771 – 67.4956mean -5.962
Min.
-77.4771
1st Qu.
-14.3912
Median
-6.2969
Mean
-5.962
3rd Qu.
1.2387
Max.
67.4956
Std. dev
15.8643
Skewness
0.3257
Kurtosis
5.946
Outliers
51 low · 4 high
Th__ductalnumeric10218-84.7492 – 57.5666mean -13.36
Min.
-84.7492
1st Qu.
-22.4271
Median
-12.6236
Mean
-13.3644
3rd Qu.
-2.2998
Max.
57.5666
Std. dev
18.7666
Skewness
-0.0922
Kurtosis
3.338
Outliers
53 low · 2 high
Longest gap
3
otherimmune__ductalnumeric1164-97.8284 – 84.8769mean -7.461
Min.
-97.8284
1st Qu.
-15.0069
Median
-7.8774
Mean
-7.4611
3rd Qu.
0.9183
Max.
84.8769
Std. dev
19.6305
Skewness
-0.0161
Kurtosis
7.043
Outliers
105 low · 5 high
gamma__ductalnumeric3288-104.227 – 24.0772mean -21.93
Min.
-104.227
1st Qu.
-33.4511
Median
-19.3272
Mean
-21.9274
3rd Qu.
1.0352
Max.
24.0772
Std. dev
27.9198
Skewness
-0.8729
Kurtosis
0.7092
Outliers
11 low · 0 high
Longest gap
18
Leading
1
Trailing
4
B__ductalnumeric20100-98.1134 – 35.3242mean -21.11
Min.
-98.1134
1st Qu.
-30.699
Median
-22.3883
Mean
-21.1073
3rd Qu.
-5.5903
Max.
35.3242
Std. dev
27.5777
Skewness
-0.5297
Kurtosis
1.319
Outliers
21 low · 1 high
Longest gap
34
Leading
5
Trailing
3
naiveTc__ductalnumeric4575-66.8855 – 52.1512mean -10.21
Min.
-66.8855
1st Qu.
-28.1744
Median
-7.6086
Mean
-10.2095
3rd Qu.
7.8803
Max.
52.1512
Std. dev
25.435
Skewness
0.0451
Kurtosis
-0.4415
Longest gap
13
Leading
8
Trailing
4
beta__ductalnumeric6753-85.6554 – 14.4465mean -36.54
Min.
-85.6554
1st Qu.
-49.4863
Median
-34.1714
Mean
-36.5385
3rd Qu.
-23.8982
Max.
14.4465
Std. dev
20.7239
Skewness
0.0218
Kurtosis
-0.3186
Longest gap
11
Leading
10
Trailing
7
ductal__acinarnumeric1200-16.1365 – 111.053mean -0.8442
Min.
-16.1365
1st Qu.
-4.2588
Median
-2.6045
Mean
-0.8442
3rd Qu.
0.8281
Max.
111.053
Std. dev
11.2709
Skewness
8.152
Kurtosis
78.12
Outliers
73 low · 4 high
acinar__acinarnumeric1200-3.9173 – 118.451mean 3.808
Min.
-3.9173
1st Qu.
-0.9694
Median
1.7633
Mean
3.808
3rd Qu.
5.6004
Max.
118.451
Std. dev
11.8678
Skewness
7.724
Kurtosis
70.17
Outliers
40 low · 4 high
neutrophil__acinarnumeric10317-50.0993 – 41.404mean -2.114
Min.
-50.0993
1st Qu.
-5.7205
Median
-1.5888
Mean
-2.1143
3rd Qu.
2.5689
Max.
41.404
Std. dev
10.6561
Skewness
-0.8277
Kurtosis
6.734
Outliers
64 low · 2 high
Longest gap
6
unknown__acinarnumeric1200-61.4991 – 4.032mean -8.311
Min.
-61.4991
1st Qu.
-10.8702
Median
-6.4249
Mean
-8.3113
3rd Qu.
-3.0678
Max.
4.032
Std. dev
8.6899
Skewness
-2.748
Kurtosis
12.21
Outliers
66 low · 0 high
stromal__acinarnumeric1200-58.0583 – 17.9226mean -5.341
Min.
-58.0583
1st Qu.
-8.8955
Median
-3.7726
Mean
-5.3411
3rd Qu.
-0.85
Max.
17.9226
Std. dev
9.2252
Skewness
-1.93
Kurtosis
8.546
Outliers
64 low · 2 high
alpha__acinarnumeric1200-130.942 – -3.8721mean -38.07
Min.
-130.942
1st Qu.
-48.0996
Median
-37.8317
Mean
-38.0744
3rd Qu.
-24.5169
Max.
-3.8721
Std. dev
18.4758
Skewness
-1.185
Kurtosis
3.86
Outliers
11 low · 0 high
endothelial__acinarnumeric1200-61.5657 – 4.9927mean -11.68
Min.
-61.5657
1st Qu.
-17.3761
Median
-9.1613
Mean
-11.6834
3rd Qu.
-4.0001
Max.
4.9927
Std. dev
10.7535
Skewness
-1.752
Kurtosis
4.807
Outliers
33 low · 0 high
macrophage__acinarnumeric10713-87.4433 – 22.2302mean -5.446
Min.
-87.4433
1st Qu.
-6.8717
Median
-3.4428
Mean
-5.4458
3rd Qu.
2.0497
Max.
22.2302
Std. dev
15.1838
Skewness
-2.513
Kurtosis
9.716
Outliers
1411 low · 3 high
Longest gap
3
delta__acinarnumeric1200-122.074 – 1.6286mean -40.6
Min.
-122.074
1st Qu.
-51.786
Median
-38.7232
Mean
-40.5953
3rd Qu.
-25.8333
Max.
1.6286
Std. dev
20.6921
Skewness
-0.6583
Kurtosis
0.9945
Outliers
11 low · 0 high
Tc__acinarnumeric1182-92.3951 – 18.8991mean -7.012
Min.
-92.3951
1st Qu.
-10.0205
Median
-5.4553
Mean
-7.0123
3rd Qu.
-1.1908
Max.
18.8991
Std. dev
14.2705
Skewness
-3.21
Kurtosis
16.61
Outliers
128 low · 4 high
Th__acinarnumeric10218-98.0804 – 29.3671mean -9.255
Min.
-98.0804
1st Qu.
-17.492
Median
-8.6807
Mean
-9.2545
3rd Qu.
0.9014
Max.
29.3671
Std. dev
15.5308
Skewness
-1.816
Kurtosis
9.348
Outliers
32 low · 1 high
Longest gap
3
otherimmune__acinarnumeric1164-107.695 – 20.5385mean -7.047
Min.
-107.695
1st Qu.
-10.6775
Median
-4.2247
Mean
-7.0472
3rd Qu.
0.5755
Max.
20.5385
Std. dev
15.6286
Skewness
-2.847
Kurtosis
14.01
Outliers
98 low · 1 high
gamma__acinarnumeric3288-91.0273 – 2.535mean -26.33
Min.
-91.0273
1st Qu.
-33.0105
Median
-20.1462
Mean
-26.3264
3rd Qu.
-10.2035
Max.
2.535
Std. dev
24.9219
Skewness
-1.197
Kurtosis
0.6492
Outliers
33 low · 0 high
Longest gap
18
Leading
1
Trailing
4
B__acinarnumeric20100-71.1972 – 21.639mean -19.46
Min.
-71.1972
1st Qu.
-31.2018
Median
-15.8647
Mean
-19.4625
3rd Qu.
-5.5323
Max.
21.639
Std. dev
22.7625
Skewness
-0.6698
Kurtosis
0.189
Outliers
11 low · 0 high
Longest gap
34
Leading
5
Trailing
3
naiveTc__acinarnumeric4575-86.0597 – 29.6592mean -8.796
Min.
-86.0597
1st Qu.
-17.4682
Median
-6.9493
Mean
-8.7964
3rd Qu.
7.5923
Max.
29.6592
Std. dev
21.7769
Skewness
-0.9653
Kurtosis
1.76
Outliers
11 low · 0 high
Longest gap
13
Leading
8
Trailing
4
beta__acinarnumeric6753-86.9922 – 9.6581mean -47.14
Min.
-86.9922
1st Qu.
-59.7963
Median
-45.5363
Mean
-47.1389
3rd Qu.
-36.1215
Max.
9.6581
Std. dev
17.9844
Skewness
0.2395
Kurtosis
0.6182
Outliers
10 low · 1 high
Longest gap
11
Leading
10
Trailing
7
ductal__neutrophilnumeric10317-57.4416 – 40.8125mean -6.398
Min.
-57.4416
1st Qu.
-14.8928
Median
-4.219
Mean
-6.398
3rd Qu.
1.2429
Max.
40.8125
Std. dev
15.6622
Skewness
-0.5036
Kurtosis
1.666
Outliers
65 low · 1 high
Longest gap
6
acinar__neutrophilnumeric10317-49.6761 – 41.2538mean -3.839
Min.
-49.6761
1st Qu.
-8.9246
Median
-3.0879
Mean
-3.8394
3rd Qu.
2.6888
Max.
41.2538
Std. dev
12.4675
Skewness
-0.5617
Kurtosis
3.216
Outliers
64 low · 2 high
Longest gap
6
neutrophil__neutrophilnumeric8717-170 – 361.428mean 23.44
Min.
-170
1st Qu.
-3.0638
Median
17.5933
Mean
23.4374
3rd Qu.
81.7876
Max.
361.428
Std. dev
116.122
Skewness
0.1509
Kurtosis
0.3339
Outliers
2317 low · 6 high
Longest gap
6
unknown__neutrophilnumeric10317-115.071 – 134.237mean 0.6638
Min.
-115.071
1st Qu.
-14.2079
Median
-0.6035
Mean
0.6638
3rd Qu.
10.6858
Max.
134.237
Std. dev
33.217
Skewness
0.6661
Kurtosis
4.898
Outliers
103 low · 7 high
Longest gap
6
stromal__neutrophilnumeric10317-170 – 126.09mean -2.366
Min.
-170
1st Qu.
-12.1242
Median
0.8786
Mean
-2.3659
3rd Qu.
20.0488
Max.
126.09
Std. dev
42.2744
Skewness
-0.843
Kurtosis
3.489
Outliers
118 low · 3 high
Longest gap
6
alpha__neutrophilnumeric9617-170 – 98.5369mean -68.51
Min.
-170
1st Qu.
-102.209
Median
-68.4205
Mean
-68.5112
3rd Qu.
-34.6453
Max.
98.5369
Std. dev
51.6306
Skewness
0.2276
Kurtosis
0.7217
Outliers
20 low · 2 high
Longest gap
6
endothelial__neutrophilnumeric10217-170 – 154.097mean -4.321
Min.
-170
1st Qu.
-24.6313
Median
-2.0542
Mean
-4.3208
3rd Qu.
14.3176
Max.
154.097
Std. dev
47.5805
Skewness
-0.552
Kurtosis
2.806
Outliers
106 low · 4 high
Longest gap
6
macrophage__neutrophilnumeric8823-170 – 271.797mean 13.65
Min.
-170
1st Qu.
-1.6196
Median
14.4914
Mean
13.65
3rd Qu.
40.9392
Max.
271.797
Std. dev
82.2066
Skewness
-0.3441
Kurtosis
1.58
Outliers
2011 low · 9 high
Longest gap
6
delta__neutrophilnumeric9317-170 – 90.056mean -77.44
Min.
-170
1st Qu.
-115.759
Median
-74.2878
Mean
-77.4378
3rd Qu.
-42.9088
Max.
90.056
Std. dev
53.9083
Skewness
0.1538
Kurtosis
-0.0192
Outliers
10 low · 1 high
Longest gap
6
Tc__neutrophilnumeric9918-170 – 183.319mean -4.286
Min.
-170
1st Qu.
-22.12
Median
2.5478
Mean
-4.2864
3rd Qu.
17.2539
Max.
183.319
Std. dev
58.494
Skewness
-0.4707
Kurtosis
2.065
Outliers
1610 low · 6 high
Longest gap
6
Th__neutrophilnumeric8027-170 – 154.297mean -23.46
Min.
-170
1st Qu.
-55.6321
Median
-7.8826
Mean
-23.4631
3rd Qu.
23.7738
Max.
154.297
Std. dev
79.4507
Skewness
-0.5344
Kurtosis
-0.4097
Outliers
10 low · 1 high
Longest gap
6
otherimmune__neutrophilnumeric9619-170 – 209.731mean 3.203
Min.
-170
1st Qu.
-20.2099
Median
9.8883
Mean
3.2031
3rd Qu.
37.1194
Max.
209.731
Std. dev
65.6381
Skewness
-0.6178
Kurtosis
1.685
Outliers
107 low · 3 high
Longest gap
6
Trailing
1
gamma__neutrophilnumeric2788-170 – 14.8701mean -82.52
Min.
-170
1st Qu.
-107.869
Median
-73.4938
Mean
-82.5195
3rd Qu.
-46.1883
Max.
14.8701
Std. dev
52.0684
Skewness
-0.4405
Kurtosis
-0.8114
Longest gap
18
Leading
1
Trailing
4
B__neutrophilnumeric14101-170 – 272.628mean -25.71
Min.
-170
1st Qu.
-170
Median
16.1927
Mean
-25.7083
3rd Qu.
55.2048
Max.
272.628
Std. dev
127.271
Skewness
0.3345
Kurtosis
-0.7203
Longest gap
34
Leading
5
Trailing
3
naiveTc__neutrophilnumeric3477-170 – 312.016mean -34.99
Min.
-170
1st Qu.
-113.135
Median
-49.428
Mean
-34.9889
3rd Qu.
24.3353
Max.
312.016
Std. dev
105.329
Skewness
0.6848
Kurtosis
0.918
Outliers
10 low · 1 high
Longest gap
13
Leading
8
Trailing
4
beta__neutrophilnumeric4470-170 – 78.6637mean -85.68
Min.
-170
1st Qu.
-128.148
Median
-79.1634
Mean
-85.678
3rd Qu.
-51.6141
Max.
78.6637
Std. dev
56.9127
Skewness
0.4663
Kurtosis
0.2809
Outliers
10 low · 1 high
Longest gap
12
Leading
10
Trailing
10
ductal__unknownnumeric1200-37.3301 – 27.539mean -4.105
Min.
-37.3301
1st Qu.
-9.3319
Median
-4.5226
Mean
-4.1049
3rd Qu.
0.3274
Max.
27.539
Std. dev
9.3046
Skewness
-0.1708
Kurtosis
1.848
Outliers
64 low · 2 high
acinar__unknownnumeric1200-61.6492 – 3.276mean -8.498
Min.
-61.6492
1st Qu.
-11.5669
Median
-6.4589
Mean
-8.4978
3rd Qu.
-3.2639
Max.
3.276
Std. dev
8.7977
Skewness
-2.574
Kurtosis
10.98
Outliers
66 low · 0 high
comparisonslist30character·256 rows nested
Element class
character
Element length
256 – 256
Total length
768
Nested rows
256
What is inside it
Element
Type
Distinct
Missing
Summary
from
character
16
0
1 – 11 characters
to
character
16
0
1 – 11 characters
labels
character
256
0
4 – 24 characters
weightslist2560numeric
Element class
numeric
Element length
120 – 120
Total length
30,720
What is inside it
Element
Type
Distinct
Missing
Summary
ductal__ductalnumeric7901.1959 – 2.4825mean 1.895
Min.
1.1959
1st Qu.
1.4577
Median
1.8204
Mean
1.8948
3rd Qu.
2.4825
Max.
2.4825
Std. dev
0.4776
Skewness
0.0811
Kurtosis
-1.658
acinar__ductalnumeric6401.5299 – 2.4825mean 2.21
Min.
1.5299
1st Qu.
1.901
Median
2.3734
Mean
2.2096
3rd Qu.
2.4825
Max.
2.4825
Std. dev
0.3052
Skewness
-0.4964
Kurtosis
-1.367
neutrophil__ductalnumeric11900.7858 – 2.0718mean 1.256
Min.
0.7858
1st Qu.
1.0011
Median
1.2405
Mean
1.2563
3rd Qu.
1.4686
Max.
2.0718
Std. dev
0.307
Skewness
0.3231
Kurtosis
-0.6623
unknown__ductalnumeric12001.093 – 2.3725mean 1.51
Min.
1.093
1st Qu.
1.272
Median
1.4246
Mean
1.5099
3rd Qu.
1.689
Max.
2.3725
Std. dev
0.3102
Skewness
0.8954
Kurtosis
-0.0147
Outliers
10 low · 1 high
stromal__ductalnumeric12000.8904 – 2.4825mean 1.396
Min.
0.8904
1st Qu.
1.1835
Median
1.3459
Mean
1.3963
3rd Qu.
1.6022
Max.
2.4825
Std. dev
0.3066
Skewness
0.859
Kurtosis
0.8318
Outliers
20 low · 2 high
alpha__ductalnumeric11701.024 – 2.4825mean 1.521
Min.
1.024
1st Qu.
1.2717
Median
1.428
Mean
1.5209
3rd Qu.
1.728
Max.
2.4825
Std. dev
0.3415
Skewness
1.207
Kurtosis
1.038
Outliers
60 low · 6 high
endothelial__ductalnumeric12000.9645 – 2.0174mean 1.421
Min.
0.9645
1st Qu.
1.217
Median
1.354
Mean
1.4213
3rd Qu.
1.612
Max.
2.0174
Std. dev
0.2522
Skewness
0.4695
Kurtosis
-0.9798
macrophage__ductalnumeric12000.7858 – 1.8867mean 1.257
Min.
0.7858
1st Qu.
1.0368
Median
1.2347
Mean
1.2571
3rd Qu.
1.482
Max.
1.8867
Std. dev
0.2935
Skewness
0.2056
Kurtosis
-0.9056
delta__ductalnumeric12000.8898 – 2.0293mean 1.327
Min.
0.8898
1st Qu.
1.1593
Median
1.2614
Mean
1.327
3rd Qu.
1.5086
Max.
2.0293
Std. dev
0.2499
Skewness
0.453
Kurtosis
-0.5899
Tc__ductalnumeric11800.8089 – 1.9593mean 1.298
Min.
0.8089
1st Qu.
1.0968
Median
1.2507
Mean
1.2978
3rd Qu.
1.494
Max.
1.9593
Std. dev
0.2791
Skewness
0.3556
Kurtosis
-0.7791
Th__ductalnumeric11800.7858 – 1.8226mean 1.132
Min.
0.7858
1st Qu.
0.9597
Median
1.0623
Mean
1.1322
3rd Qu.
1.2619
Max.
1.8226
Std. dev
0.2496
Skewness
0.8858
Kurtosis
0.2416
Outliers
60 low · 6 high
otherimmune__ductalnumeric12000.7886 – 1.8998mean 1.243
Min.
0.7886
1st Qu.
1.0404
Median
1.2129
Mean
1.243
3rd Qu.
1.4505
Max.
1.8998
Std. dev
0.2793
Skewness
0.3807
Kurtosis
-0.8234
gamma__ductalnumeric11700.7858 – 2.4825mean 0.9824
Min.
0.7858
1st Qu.
0.8403
Median
0.9204
Mean
0.9824
3rd Qu.
1.0174
Max.
2.4825
Std. dev
0.249
Skewness
3.57
Kurtosis
16.57
Outliers
110 low · 11 high
B__ductalnumeric11500.7858 – 1.7049mean 0.9414
Min.
0.7858
1st Qu.
0.8362
Median
0.8996
Mean
0.9414
3rd Qu.
0.994
Max.
1.7049
Std. dev
0.1604
Skewness
2.426
Kurtosis
7.541
Outliers
70 low · 7 high
naiveTc__ductalnumeric11700.7858 – 1.5075mean 0.9573
Min.
0.7858
1st Qu.
0.8377
Median
0.9095
Mean
0.9573
3rd Qu.
1.028
Max.
1.5075
Std. dev
0.1529
Skewness
1.445
Kurtosis
2.127
Outliers
60 low · 6 high
beta__ductalnumeric11800.8001 – 2.4825mean 1.258
Min.
0.8001
1st Qu.
0.8984
Median
1.2304
Mean
1.2584
3rd Qu.
1.4817
Max.
2.4825
Std. dev
0.4168
Skewness
0.9882
Kurtosis
0.3558
Outliers
30 low · 3 high
ductal__acinarnumeric6201.5373 – 2.4825mean 2.217
Min.
1.5373
1st Qu.
1.9116
Median
2.3897
Mean
2.2167
3rd Qu.
2.4825
Max.
2.4825
Std. dev
0.2995
Skewness
-0.5192
Kurtosis
-1.331
acinar__acinarnumeric1301.8864 – 2.4825mean 2.457
Min.
1.8864
1st Qu.
2.4825
Median
2.4825
Mean
2.4565
3rd Qu.
2.4825
Max.
2.4825
Std. dev
0.0969
Skewness
-4.275
Kurtosis
19.02
neutrophil__acinarnumeric12000.9168 – 2.0974mean 1.447
Min.
0.9168
1st Qu.
1.1013
Median
1.5186
Mean
1.4468
3rd Qu.
1.6915
Max.
2.0974
Std. dev
0.3052
Skewness
-0.1769
Kurtosis
-1.22
unknown__acinarnumeric12001.3918 – 2.4825mean 1.788
Min.
1.3918
1st Qu.
1.645
Median
1.7755
Mean
1.7877
3rd Qu.
1.896
Max.
2.4825
Std. dev
0.223
Skewness
0.6363
Kurtosis
0.3344
Outliers
40 low · 4 high
stromal__acinarnumeric12001.1098 – 2.4825mean 1.626
Min.
1.1098
1st Qu.
1.452
Median
1.6328
Mean
1.6256
3rd Qu.
1.7879
Max.
2.4825
Std. dev
0.2398
Skewness
0.4501
Kurtosis
1.05
Outliers
20 low · 2 high
alpha__acinarnumeric11501.2253 – 2.4825mean 1.8
Min.
1.2253
1st Qu.
1.6388
Median
1.7725
Mean
1.7999
3rd Qu.
1.897
Max.
2.4825
Std. dev
0.2709
Skewness
0.7179
Kurtosis
0.6196
Outliers
111 low · 10 high
endothelial__acinarnumeric12001.2285 – 2.0333mean 1.672
Min.
1.2285
1st Qu.
1.531
Median
1.6942
Mean
1.6721
3rd Qu.
1.8251
Max.
2.0333
Std. dev
0.1764
Skewness
-0.3114
Kurtosis
-0.7277
macrophage__acinarnumeric12000.9334 – 1.9079mean 1.447
Min.
0.9334
1st Qu.
1.1932
Median
1.5249
Mean
1.447
3rd Qu.
1.6994
Max.
1.9079
Std. dev
0.2842
Skewness
-0.3315
Kurtosis
-1.212
delta__acinarnumeric12000.9816 – 2.0454mean 1.552
Min.
0.9816
1st Qu.
1.3862
Median
1.6008
Mean
1.5522
3rd Qu.
1.7393
Max.
2.0454
Std. dev
0.2282
Skewness
-0.4982
Kurtosis
-0.6671
Tc__acinarnumeric12000.9583 – 1.9519mean 1.496
Min.
0.9583
1st Qu.
1.3303
Median
1.505
Mean
1.4962
3rd Qu.
1.6957
Max.
1.9519
Std. dev
0.2371
Skewness
-0.2487
Kurtosis
-0.8774
Th__acinarnumeric12000.9583 – 1.8215mean 1.282
Min.
0.9583
1st Qu.
1.112
Median
1.2631
Mean
1.2824
3rd Qu.
1.4
Max.
1.8215
Std. dev
0.2258
Skewness
0.6525
Kurtosis
-0.4005
otherimmune__acinarnumeric12000.9824 – 1.8928mean 1.419
Min.
0.9824
1st Qu.
1.2397
Median
1.4309
Mean
1.4191
3rd Qu.
1.6068
Max.
1.8928
Std. dev
0.2376
Skewness
-0.029
Kurtosis
-0.9603
gamma__acinarnumeric11600.8973 – 2.4825mean 1.097
Min.
0.8973
1st Qu.
0.9824
Median
1.0317
Mean
1.0973
3rd Qu.
1.0526
Max.
2.4825
Std. dev
0.2392
Skewness
3.643
Kurtosis
16.66
Outliers
260 low · 26 high
B__acinarnumeric11700.8973 – 1.7275mean 1.05
Min.
0.8973
1st Qu.
0.987
Median
1.0224
Mean
1.0498
3rd Qu.
1.0371
Max.
1.7275
Std. dev
0.1455
Skewness
3.134
Kurtosis
10.09
Outliers
161 low · 15 high
naiveTc__acinarnumeric11800.8973 – 1.5761mean 1.068
Min.
0.8973
1st Qu.
0.995
Median
1.0349
Mean
1.0676
3rd Qu.
1.111
Max.
1.5761
Std. dev
0.1251
Skewness
1.939
Kurtosis
4.11
Outliers
90 low · 9 high
beta__acinarnumeric11400.8952 – 2.4825mean 1.465
Min.
0.8952
1st Qu.
1.0169
Median
1.5528
Mean
1.4648
3rd Qu.
1.8434
Max.
2.4825
Std. dev
0.4636
Skewness
0.3466
Kurtosis
-1.142
ductal__neutrophilnumeric11900.7693 – 2.0501mean 1.235
Min.
0.7693
1st Qu.
0.9771
Median
1.222
Mean
1.2346
3rd Qu.
1.4456
Max.
2.0501
Std. dev
0.3034
Skewness
0.3106
Kurtosis
-0.6368
acinar__neutrophilnumeric12000.8902 – 2.0748mean 1.414
Min.
0.8902
1st Qu.
1.0778
Median
1.4853
Mean
1.4142
3rd Qu.
1.6578
Max.
2.0748
Std. dev
0.3038
Skewness
-0.1694
Kurtosis
-1.189
neutrophil__neutrophilnumeric5400.576 – 1.3668mean 0.9103
Min.
0.576
1st Qu.
0.6788
Median
0.9543
Mean
0.9103
3rd Qu.
1.1081
Max.
1.3668
Std. dev
0.222
Skewness
-0.2312
Kurtosis
-1.363
unknown__neutrophilnumeric11700.7086 – 1.3188mean 1.012
Min.
0.7086
1st Qu.
0.8514
Median
1.0632
Mean
1.0119
3rd Qu.
1.1327
Max.
1.3188
Std. dev
0.1642
Skewness
-0.3198
Kurtosis
-1.093
stromal__neutrophilnumeric11300.6211 – 1.2911mean 0.9602
Min.
0.6211
1st Qu.
0.8158
Median
1.003
Mean
0.9602
3rd Qu.
1.0985
Max.
1.2911
Std. dev
0.1704
Skewness
-0.2678
Kurtosis
-1.158
alpha__neutrophilnumeric11700.6805 – 1.5477mean 1.021
Min.
0.6805
1st Qu.
0.8407
Median
1.0543
Mean
1.0213
3rd Qu.
1.1415
Max.
1.5477
Std. dev
0.1883
Skewness
0.2467
Kurtosis
-0.3101
endothelial__neutrophilnumeric11500.7133 – 1.2606mean 0.9736
Min.
0.7133
1st Qu.
0.8212
Median
1.0075
Mean
0.9736
3rd Qu.
1.1035
Max.
1.2606
Std. dev
0.1523
Skewness
-0.2645
Kurtosis
-1.274
macrophage__neutrophilnumeric9700.576 – 1.2838mean 0.9063
Min.
0.576
1st Qu.
0.6825
Median
0.9617
Mean
0.9063
3rd Qu.
1.088
Max.
1.2838
Std. dev
0.2075
Skewness
-0.2967
Kurtosis
-1.373
delta__neutrophilnumeric11300.6009 – 1.2607mean 0.9307
Min.
0.6009
1st Qu.
0.773
Median
0.9576
Mean
0.9307
3rd Qu.
1.0628
Max.
1.2607
Std. dev
0.1606
Skewness
-0.1845
Kurtosis
-1.137
Tc__neutrophilnumeric11200.576 – 1.2328mean 0.9098
Min.
0.576
1st Qu.
0.791
Median
0.9248
Mean
0.9098
3rd Qu.
1.0504
Max.
1.2328
Std. dev
0.1588
Skewness
-0.2176
Kurtosis
-0.9935
Th__neutrophilnumeric10000.576 – 1.187mean 0.8288
Min.
0.576
1st Qu.
0.7008
Median
0.8088
Mean
0.8288
3rd Qu.
0.9509
Max.
1.187
Std. dev
0.158
Skewness
0.1594
Kurtosis
-0.9866
otherimmune__neutrophilnumeric10200.576 – 1.1768mean 0.882
Min.
0.576
1st Qu.
0.7607
Median
0.8841
Mean
0.882
3rd Qu.
1.0146
Max.
1.1768
Std. dev
0.1604
Skewness
-0.1482
Kurtosis
-0.9971
gamma__neutrophilnumeric7400.576 – 1.2954mean 0.7419
Min.
0.576
1st Qu.
0.6252
Median
0.7414
Mean
0.7419
3rd Qu.
0.7815
Max.
1.2954
Std. dev
0.1331
Skewness
1.089
Kurtosis
1.852
Outliers
50 low · 5 high
B__neutrophilnumeric6500.576 – 1.0367mean 0.7198
Min.
0.576
1st Qu.
0.6252
Median
0.7361
Mean
0.7198
3rd Qu.
0.7704
Max.
1.0367
Std. dev
0.0995
Skewness
0.5916
Kurtosis
0.8559
Outliers
30 low · 3 high
naiveTc__neutrophilnumeric7400.576 – 0.9783mean 0.7298
Min.
0.576
1st Qu.
0.6305
Median
0.7426
Mean
0.7298
3rd Qu.
0.7803
Max.
0.9783
Std. dev
0.1008
Skewness
0.1839
Kurtosis
-0.4528
beta__neutrophilnumeric10500.6009 – 1.3901mean 0.8672
Min.
0.6009
1st Qu.
0.7511
Median
0.7746
Mean
0.8672
3rd Qu.
1.0074
Max.
1.3901
Std. dev
0.1892
Skewness
0.9932
Kurtosis
-0.0898
ductal__unknownnumeric12001.0821 – 2.3574mean 1.495
Min.
1.0821
1st Qu.
1.2554
Median
1.4148
Mean
1.4948
3rd Qu.
1.6695
Max.
2.3574
Std. dev
0.3074
Skewness
0.9032
Kurtosis
0.0156
Outliers
30 low · 3 high
acinar__unknownnumeric12001.3655 – 2.4825mean 1.76
Min.
1.3655
1st Qu.
1.6099
Median
1.745
Mean
1.7601
3rd Qu.
1.8697
Max.
2.4825
Std. dev
0.2259
Skewness
0.674
Kurtosis
0.3867
Outliers
30 low · 3 high
nCellsinteger40000 – 6884·120 × 16 matrixmean 132.2
Min.
0
1st Qu.
2
Median
16
Mean
132.175
3rd Qu.
67
Max.
6884
Std. dev
376.464
Skewness
6.558
Kurtosis
71.56
Zeros
370
Outliers
2940 low · 294 high
imageIDsfactor1200P151Q061Q201P361P341Q011+114 more
P151Q061Q201P361P341Q011+114 more
Levels
120
Used
120
Rows per level, the 50 commonest of 120
P151Q061Q201P361P341Q011Q321Q051Q041Q241E341F171E321E191E171F141E371E291E421F041M291M051M321L091M161L291M151L311M171M211J161K331J291K251K171K341J071K091K261J311N251N411N601O171N551O111O021O351N521O041
alternateResult
logical
1
0
0 true·1 false
The nested tables do not share one set of columns, so there is no single schema to show.
Version history
| Version | Released | Size | Change | Stored as | Confidence |
|---|---|---|---|---|---|
| 3.23 | 2026-04-28 | 13 elements | Unchanged | rda · xz version 3 · 290 KB | exact |
| 3.22 | 2025-10-29 | 13 elements | Unchanged | rda · xz version 3 · 290 KB | exact |
| 3.21 | 2025-09-19 | 13 elements | Unchanged | rda · xz version 3 · 290 KB | exact |
| 3.20 | 2025-03-10 | 13 elements | Unchanged | rda · xz version 3 · 290 KB | exact |
| 3.19 | 2024-09-09 | 13 elements | Unchanged | rda · xz version 3 · 290 KB | exact |
| 3.18 | 2024-01-09 | 13 elements | Data changed Distinct 7 → 13 | rda · xz version 3 · 290 KB | exact |
| 3.17 | 2023-08-30 | 7 elements | Unchanged | rda · gzip version 3 · 173 KB | exact |
| 3.16 | 2023-02-15 | 7 elements | Unchanged | rda · gzip version 3 · 173 KB | exact |
| 3.15 | 2022-04-26 | 7 elements | Unchanged | rda · gzip version 3 · 173 KB | exact |
| 3.14 | 2021-10-26 | 7 elements | Unchanged | rda · gzip version 3 · 173 KB | exact |
| 3.13 | 2021-05-19 | 7 elements | Unchanged | rda · gzip version 3 · 173 KB | exact |
| 3.12 | 2021-03-16 | 7 elements | Data changed Class, Type, Missing and Distinct unchanged | rda · gzip version 3 · 173 KB | exact |
| 3.11 | 2020-07-10 | 7 elements | – | rda · xz version 3 · 65 KB | exact |
Class is the chain of classes R records on the object, most specific first. The facts above give the short name for the same chain. Type is what the values in it are. Missing is how many values were recorded as absent. Distinct is how many different values were counted in the object.