Age at diagnosis
int64
2
99
Regional nodes positive (1988+)
int64
0
99
Total number of in situ/malignant tumors for patient
int64
1
4
Radiation recode
stringclasses
6 values
Chemotherapy recode
stringclasses
2 values
Radiation sequence with surgery
stringclasses
7 values
ER Status Recode Breast Cancer (1990+)
stringclasses
4 values
PR Status Recode Breast Cancer (1990+)
stringclasses
4 values
CS tumor size (2004-2015)
stringclasses
193 values
Derived HER2 Recode (2010+)
stringclasses
4 values
Regional nodes examined (1988+)
int64
0
99
COD to site recode
stringclasses
61 values
Race recode
stringclasses
3 values
Sex
stringclasses
2 values
Vital status recode (study cutoff used)
stringclasses
2 values
Diagnosis_year
int64
2.01k
2.02k
Last_fu _year
int64
2.01k
2.02k
interva_years
int64
0
6
stutus_5_years
stringclasses
2 values
55
1
2
Beam radiation
Yes
Radiation after surgery
Positive
Positive
27
Negative
12
Breast
White
Female
Dead
2,010
2,013
3
Dead
65
0
1
None/Unknown
Yes
No radiation and/or cancer-directed surgery
Negative
Negative
18
Negative
5
Alive
White
Female
Alive
2,010
2,016
6
Alive
40
0
1
None/Unknown
Yes
No radiation and/or cancer-directed surgery
Positive
Positive
22
Negative
10
Alive
White
Female
Alive
2,010
2,016
6
Alive
46
4
1
None/Unknown
Yes
No radiation and/or cancer-directed surgery
Positive
Positive
22
Negative
14
Alive
White
Female
Alive
2,010
2,016
6
Alive
83
95
2
None/Unknown
No/Unknown
No radiation and/or cancer-directed surgery
Positive
Positive
20
Positive
95
Alive
White
Female
Alive
2,010
2,016
6
Alive
79
0
1
None/Unknown
No/Unknown
No radiation and/or cancer-directed surgery
Positive
Positive
11
Negative
3
Alive
White
Female
Alive
2,010
2,016
6
Alive
49
0
1
None/Unknown
No/Unknown
No radiation and/or cancer-directed surgery
Positive
Positive
1
Unknown
4
Alive
White
Female
Alive
2,010
2,016
6
Alive
57
98
1
Beam radiation
Yes
No radiation and/or cancer-directed surgery
Positive
Negative
0
Negative
0
State DC not available or state DC available but no COD
White
Female
Dead
2,010
2,010
0
Dead
86
98
1
Beam radiation
No/Unknown
Radiation after surgery
Positive
Positive
7
Negative
0
Alive
White
Female
Alive
2,010
2,016
6
Alive
86
98
1
None/Unknown
No/Unknown
No radiation and/or cancer-directed surgery
Positive
Positive
15
Borderline
0
Other Cause of Death
White
Female
Dead
2,010
2,016
6
Alive
65
0
1
Beam radiation
No/Unknown
Radiation after surgery
Positive
Positive
10
Negative
1
Alive
White
Female
Alive
2,010
2,016
6
Alive
66
98
1
Beam radiation
No/Unknown
Radiation after surgery
Positive
Positive
8
Negative
0
Alive
White
Female
Alive
2,010
2,016
6
Alive
53
1
1
Beam radiation
No/Unknown
Radiation after surgery
Positive
Positive
20
Negative
2
Alive
White
Female
Alive
2,010
2,016
6
Alive
58
0
1
Beam radiation
No/Unknown
Radiation after surgery
Positive
Positive
14
Negative
8
Alive
White
Female
Alive
2,010
2,016
6
Alive
80
1
1
Beam radiation
No/Unknown
Radiation after surgery
Positive
Positive
25
Negative
9
Alive
White
Female
Alive
2,010
2,016
6
Alive
49
0
1
Beam radiation
Yes
Radiation after surgery
Negative
Negative
14
Negative
3
Alive
White
Female
Alive
2,010
2,016
6
Alive
26
4
1
Beam radiation
Yes
Radiation after surgery
Negative
Negative
45
Negative
6
Alive
White
Female
Alive
2,010
2,016
6
Alive
74
0
1
Beam radiation
No/Unknown
Radiation after surgery
Negative
Negative
8
Negative
7
Alive
White
Female
Alive
2,010
2,016
6
Alive
52
2
1
Beam radiation
Yes
Radiation after surgery
Positive
Positive
36
Negative
34
Alive
White
Female
Alive
2,010
2,016
6
Alive
56
0
1
None/Unknown
No/Unknown
No radiation and/or cancer-directed surgery
Positive
Negative
18
Positive
4
Alive
White
Female
Alive
2,010
2,016
6
Alive
72
0
1
Beam radiation
Yes
Radiation after surgery
Negative
Negative
20
Positive
6
Alive
Black
Female
Alive
2,010
2,016
6
Alive
52
4
1
Beam radiation
Yes
Radiation after surgery
Positive
Negative
60
Negative
23
Alive
White
Female
Alive
2,010
2,016
6
Alive
69
0
2
Beam radiation
No/Unknown
Radiation after surgery
Positive
Positive
13
Negative
2
Alive
White
Female
Alive
2,010
2,016
6
Alive
54
1
1
Beam radiation
No/Unknown
Radiation after surgery
Positive
Positive
12
Negative
6
Alive
White
Female
Alive
2,010
2,016
6
Alive
47
1
1
Beam radiation
Yes
Radiation after surgery
Positive
Positive
22
Negative
3
Alive
White
Male
Alive
2,010
2,016
6
Alive
68
0
1
Beam radiation
No/Unknown
Radiation after surgery
Positive
Positive
21
Negative
6
Alive
White
Female
Alive
2,010
2,016
6
Alive
59
39
1
Beam radiation
Yes
Radiation after surgery
Positive
Positive
25
Negative
39
Alive
White
Male
Alive
2,010
2,016
6
Alive
63
0
1
Beam radiation
No/Unknown
Radiation after surgery
Positive
Positive
15
Negative
6
Alive
White
Female
Alive
2,010
2,016
6
Alive
48
0
1
Beam radiation
Yes
Radiation after surgery
Positive
Positive
18
Negative
3
Alive
White
Female
Alive
2,010
2,016
6
Alive
71
98
1
None/Unknown
No/Unknown
No radiation and/or cancer-directed surgery
Unknown
Unknown
999
Unknown
0
Breast
White
Female
Dead
2,010
2,010
0
Dead
65
0
1
None/Unknown
No/Unknown
No radiation and/or cancer-directed surgery
Positive
Positive
12
Negative
2
Alive
White
Female
Alive
2,010
2,016
6
Alive
60
98
1
None/Unknown
Yes
No radiation and/or cancer-directed surgery
Positive
Positive
999
Negative
0
Septicemia
White
Female
Dead
2,010
2,013
3
Dead
76
13
1
None/Unknown
Yes
No radiation and/or cancer-directed surgery
Positive
Positive
60
Positive
13
Ovary
White
Female
Dead
2,010
2,016
6
Alive
69
0
1
Beam radiation
No/Unknown
Radiation after surgery
Positive
Positive
27
Negative
1
Alive
White
Female
Alive
2,010
2,016
6
Alive
89
98
1
Beam radiation
Yes
No radiation and/or cancer-directed surgery
Unknown
Unknown
70
Unknown
0
Breast
White
Female
Dead
2,010
2,012
2
Dead
62
15
2
Beam radiation
Yes
Radiation after surgery
Positive
Positive
32
Negative
16
Alive
White
Female
Alive
2,010
2,016
6
Alive
69
0
1
None/Unknown
Yes
No radiation and/or cancer-directed surgery
Positive
Positive
16
Positive
4
Alive
White
Female
Alive
2,010
2,016
6
Alive
48
0
1
None/Unknown
No/Unknown
No radiation and/or cancer-directed surgery
Positive
Positive
12
Unknown
5
Alive
White
Female
Alive
2,010
2,016
6
Alive
48
0
1
None/Unknown
No/Unknown
No radiation and/or cancer-directed surgery
Positive
Positive
3
Unknown
1
Alive
White
Female
Alive
2,010
2,016
6
Alive
46
0
1
Beam radiation
Yes
Radiation after surgery
Positive
Positive
20
Negative
3
Alive
White
Female
Alive
2,010
2,016
6
Alive
58
0
1
Beam radiation
No/Unknown
Radiation after surgery
Positive
Negative
12
Unknown
7
Alive
White
Female
Alive
2,010
2,016
6
Alive
47
1
1
None/Unknown
No/Unknown
No radiation and/or cancer-directed surgery
Positive
Positive
19
Positive
8
Alive
White
Female
Alive
2,010
2,016
6
Alive
38
0
2
None/Unknown
Yes
No radiation and/or cancer-directed surgery
Positive
Positive
18
Positive
4
Alive
White
Female
Alive
2,010
2,016
6
Alive
49
1
1
None/Unknown
Yes
No radiation and/or cancer-directed surgery
Positive
Positive
17
Negative
11
Alive
White
Female
Alive
2,010
2,016
6
Alive
43
0
2
None/Unknown
No/Unknown
No radiation and/or cancer-directed surgery
Positive
Positive
6
Negative
2
Alive
Black
Female
Alive
2,010
2,016
6
Alive
58
0
1
Beam radiation
No/Unknown
Radiation after surgery
Positive
Positive
12
Negative
2
Alive
White
Female
Alive
2,010
2,016
6
Alive
74
5
1
Beam radiation
Yes
Radiation after surgery
Positive
Positive
12
Negative
6
Alive
White
Female
Alive
2,010
2,016
6
Alive
53
0
1
Beam radiation
No/Unknown
Radiation after surgery
Positive
Negative
6
Negative
2
Alive
White
Female
Alive
2,010
2,016
6
Alive
72
0
1
Beam radiation
No/Unknown
Radiation after surgery
Positive
Positive
15
Negative
1
Diabetes Mellitus
White
Female
Dead
2,010
2,014
4
Dead
71
0
1
Beam radiation
No/Unknown
Radiation after surgery
Positive
Positive
5
Negative
2
Alive
Black
Female
Alive
2,010
2,016
6
Alive
63
0
1
Beam radiation
No/Unknown
Radiation after surgery
Positive
Positive
15
Negative
1
Alive
White
Female
Alive
2,010
2,016
6
Alive
79
1
1
Beam radiation
Yes
Radiation after surgery
Negative
Negative
15
Positive
12
Alive
White
Female
Alive
2,010
2,016
6
Alive
67
0
1
Beam radiation
No/Unknown
Radiation after surgery
Positive
Negative
11
Negative
3
Alive
White
Female
Alive
2,010
2,016
6
Alive
57
1
2
Beam radiation
Yes
Radiation after surgery
Positive
Positive
29
Negative
6
Chronic Liver Disease and Cirrhosis
White
Female
Dead
2,010
2,016
6
Alive
70
2
1
None/Unknown
Yes
No radiation and/or cancer-directed surgery
Positive
Negative
55
Positive
23
Alive
White
Female
Alive
2,010
2,016
6
Alive
59
2
1
None/Unknown
Yes
No radiation and/or cancer-directed surgery
Positive
Positive
12
Negative
14
Alive
White
Female
Alive
2,010
2,016
6
Alive
61
0
1
Beam radiation
No/Unknown
Radiation after surgery
Positive
Positive
12
Negative
2
Alive
White
Female
Alive
2,010
2,016
6
Alive
75
0
2
None/Unknown
No/Unknown
No radiation and/or cancer-directed surgery
Positive
Positive
18
Negative
1
Pancreas
White
Female
Dead
2,010
2,016
6
Alive
35
0
1
None/Unknown
Yes
No radiation and/or cancer-directed surgery
Positive
Negative
12
Positive
1
Alive
White
Female
Alive
2,010
2,016
6
Alive
70
13
1
Beam radiation
No/Unknown
Radiation after surgery
Positive
Positive
33
Negative
17
Diseases of Heart
Black
Female
Dead
2,010
2,013
3
Dead
63
0
1
Beam radiation
No/Unknown
Radiation after surgery
Positive
Positive
13
Negative
2
Alive
White
Female
Alive
2,010
2,016
6
Alive
90
98
1
None/Unknown
No/Unknown
No radiation and/or cancer-directed surgery
Positive
Negative
25
Positive
0
Alive
White
Female
Alive
2,010
2,016
6
Alive
62
98
1
None/Unknown
Yes
No radiation and/or cancer-directed surgery
Unknown
Unknown
999
Negative
0
Breast
White
Female
Dead
2,010
2,015
5
Dead
45
2
1
None/Unknown
Yes
No radiation and/or cancer-directed surgery
Positive
Positive
30
Negative
21
Alive
White
Female
Alive
2,010
2,016
6
Alive
51
9
2
Beam radiation
Yes
Radiation after surgery
Positive
Positive
50
Negative
10
Alive
White
Female
Alive
2,010
2,016
6
Alive
45
0
1
Beam radiation
No/Unknown
Radiation after surgery
Positive
Negative
5
Negative
1
Alive
White
Female
Alive
2,010
2,016
6
Alive
44
0
1
Beam radiation
No/Unknown
Radiation after surgery
Positive
Positive
50
Negative
2
Alive
White
Female
Alive
2,010
2,016
6
Alive
77
0
1
None/Unknown
No/Unknown
No radiation and/or cancer-directed surgery
Positive
Negative
25
Negative
5
Breast
White
Female
Dead
2,010
2,013
3
Dead
69
1
2
None/Unknown
Yes
No radiation and/or cancer-directed surgery
Negative
Negative
999
Negative
12
Alive
White
Female
Alive
2,010
2,016
6
Alive
52
0
1
None/Unknown
Yes
No radiation and/or cancer-directed surgery
Negative
Negative
22
Negative
4
Alive
White
Female
Alive
2,010
2,016
6
Alive
41
0
1
None/Unknown
Yes
No radiation and/or cancer-directed surgery
Positive
Negative
22
Positive
4
Alive
White
Female
Alive
2,010
2,016
6
Alive
55
2
1
None/Unknown
Yes
No radiation and/or cancer-directed surgery
Negative
Negative
32
Negative
11
Breast
White
Female
Dead
2,010
2,012
2
Dead
79
1
1
None/Unknown
No/Unknown
No radiation and/or cancer-directed surgery
Positive
Positive
90
Negative
1
Breast
Black
Female
Dead
2,010
2,011
1
Dead
32
3
1
Beam radiation
Yes
Radiation after surgery
Negative
Negative
37
Negative
23
Breast
Black
Female
Dead
2,010
2,013
3
Dead
77
0
1
Beam radiation
No/Unknown
Radiation after surgery
Positive
Negative
21
Negative
4
Alive
White
Female
Alive
2,010
2,016
6
Alive
77
0
1
Beam radiation
No/Unknown
Radiation after surgery
Positive
Positive
9
Negative
2
Alive
White
Female
Alive
2,010
2,016
6
Alive
74
0
1
Beam radiation
No/Unknown
Radiation after surgery
Positive
Negative
9
Negative
1
Alive
Black
Female
Alive
2,010
2,016
6
Alive
46
0
1
Beam radiation
No/Unknown
Radiation after surgery
Positive
Positive
9
Negative
2
Alive
White
Female
Alive
2,010
2,016
6
Alive
41
21
1
Beam radiation
Yes
Radiation after surgery
Positive
Negative
40
Negative
23
Alive
Black
Female
Alive
2,010
2,016
6
Alive
85
98
1
None/Unknown
No/Unknown
No radiation and/or cancer-directed surgery
Positive
Positive
999
Unknown
0
Alive
Black
Female
Alive
2,010
2,016
6
Alive
73
0
1
None/Unknown
No/Unknown
No radiation and/or cancer-directed surgery
Positive
Negative
40
Negative
1
Alive
White
Female
Alive
2,010
2,016
6
Alive
61
0
1
Beam radiation
No/Unknown
Radiation after surgery
Positive
Positive
990
Unknown
1
Alive
White
Female
Alive
2,010
2,016
6
Alive
54
0
1
Beam radiation
Yes
Radiation after surgery
Positive
Positive
17
Positive
2
Alive
White
Female
Alive
2,010
2,016
6
Alive
67
1
1
Beam radiation
No/Unknown
Radiation after surgery
Positive
Positive
15
Negative
24
Alive
White
Female
Alive
2,010
2,016
6
Alive
51
0
1
Beam radiation
No/Unknown
Radiation after surgery
Positive
Positive
9
Negative
1
Alive
White
Female
Alive
2,010
2,016
6
Alive
45
0
1
None/Unknown
Yes
No radiation and/or cancer-directed surgery
Negative
Negative
18
Negative
18
Alive
White
Female
Alive
2,010
2,016
6
Alive
87
13
2
None/Unknown
No/Unknown
No radiation and/or cancer-directed surgery
Positive
Positive
40
Negative
13
Breast
White
Female
Dead
2,010
2,011
1
Dead
48
0
1
Beam radiation
Yes
Radiation after surgery
Negative
Negative
40
Negative
1
Alive
Black
Female
Alive
2,010
2,016
6
Alive
33
4
1
Beam radiation
Yes
Radiation after surgery
Positive
Negative
24
Negative
20
Alive
White
Female
Alive
2,010
2,016
6
Alive
42
0
1
None/Unknown
Yes
No radiation and/or cancer-directed surgery
Positive
Positive
17
Negative
3
Alive
White
Female
Alive
2,010
2,016
6
Alive
67
1
1
None/Unknown
Yes
No radiation and/or cancer-directed surgery
Negative
Negative
30
Negative
6
Breast
White
Female
Dead
2,010
2,013
3
Dead
87
3
1
None/Unknown
No/Unknown
No radiation and/or cancer-directed surgery
Positive
Positive
45
Negative
7
Alive
White
Female
Alive
2,010
2,016
6
Alive
57
0
1
None/Unknown
Yes
No radiation and/or cancer-directed surgery
Negative
Negative
15
Negative
2
Alive
White
Female
Alive
2,010
2,016
6
Alive
28
2
1
None/Unknown
Yes
No radiation and/or cancer-directed surgery
Positive
Positive
15
Negative
13
Alive
White
Female
Alive
2,010
2,016
6
Alive
51
0
2
None/Unknown
No/Unknown
No radiation and/or cancer-directed surgery
Positive
Negative
13
Negative
6
Alive
White
Female
Alive
2,010
2,015
5
Alive
53
0
1
Beam radiation
No/Unknown
Radiation after surgery
Positive
Negative
6
Negative
1
Alive
White
Female
Alive
2,010
2,016
6
Alive
55
0
1
Beam radiation
No/Unknown
Radiation after surgery
Positive
Positive
10
Negative
2
Alive
White
Female
Alive
2,010
2,016
6
Alive
61
0
1
Beam radiation
Yes
Radiation after surgery
Positive
Positive
15
Positive
1
Alive
White
Female
Alive
2,010
2,016
6
Alive
76
0
1
Beam radiation
No/Unknown
Radiation after surgery
Positive
Positive
10
Negative
1
Alive
White
Female
Alive
2,010
2,016
6
Alive
41
2
1
None/Unknown
Yes
No radiation and/or cancer-directed surgery
Positive
Positive
45
Negative
10
Alive
White
Female
Alive
2,010
2,016
6
Alive