gimi9 Pandas Profiling

Dataset statistics

Number of variables	15
Number of observations	10000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.3 MiB
Average record size in memory	140.0 B

Variable types

DateTime	1
Categorical	5
Numeric	9

Dataset

Description	o (내용) 지사·출장소별 암검진 종목별 수검자 인원 수 o (대상) 당해연도 암검진 종별 중 하나라도 대상자인 건강보험가입자 및 의료급여수급권자 o (변수 레이아웃) 1 기준일자 2 사업년도 3 업무구분코드: 41 일반(암) 종목별 대상자, 42 일반(암) 종목별 수검자, A1 특정암 대상자, A3 특정암 수검자, A5 국가암 대상자, A7 국가암 수검자 4 지사코드(수검 당시 주소지 관할 지사) 5 소속구분코드(0: 지사, 1: 출장소1, 2: 출장소2, 3: 출장소3) 6 직역구분코드(E: 의료급여, G: 공교, J: 지역, K: 직장) 7 가입자구분코드(1: 지역세대주, 2: 지역세대원, 3: 비가입세대주, 4: 임의계속사업자, 5: 직장가입자, 6: 직장피부양자, 7: 의료급여세대주, 8: 의료급여세대원, 9: 임의계속피부양자) 0054 8 위암건수 9 대장암건수 10 유방암건수 11 간암상반기건수 12 자궁경부암건수 13 간암하반기건수 14 간암건수 15 폐암건수 o (자료제공범위) 조회일자 기준 최근 ‘1개월’ (2023년7월28일~2023년8월28일)
URL	https://www.data.go.kr/data/15121853/fileData.do

Alerts

`사업년도` has constant value ""	Constant
`위암건수` is highly overall correlated with `대장암건수` and 6 other fields	High correlation
`대장암건수` is highly overall correlated with `위암건수` and 6 other fields	High correlation
`유방암건수` is highly overall correlated with `위암건수` and 6 other fields	High correlation
`간암상반기건수` is highly overall correlated with `위암건수` and 6 other fields	High correlation
`자궁경부암건수` is highly overall correlated with `위암건수` and 6 other fields	High correlation
`간암하반기건수` is highly overall correlated with `위암건수` and 6 other fields	High correlation
`간암건수` is highly overall correlated with `위암건수` and 6 other fields	High correlation
`폐암건수` is highly overall correlated with `위암건수` and 6 other fields	High correlation
`직역구분코드` is highly overall correlated with `가입자구분코드`	High correlation
`가입자구분코드` is highly overall correlated with `직역구분코드`	High correlation
`위암건수` has 166 (1.7%) zeros	Zeros
`대장암건수` has 192 (1.9%) zeros	Zeros
`유방암건수` has 365 (3.6%) zeros	Zeros
`간암상반기건수` has 907 (9.1%) zeros	Zeros
`자궁경부암건수` has 305 (3.0%) zeros	Zeros
`간암하반기건수` has 2861 (28.6%) zeros	Zeros
`간암건수` has 898 (9.0%) zeros	Zeros
`폐암건수` has 2194 (21.9%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 23:05:43.939855
Analysis finished	2023-12-12 23:05:56.532528
Duration	12.59 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

기준일자
Date

Distinct	9
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

Minimum	2023-07-28 00:00:00
Maximum	2023-08-05 00:00:00

Histogram

Histogram with fixed size bins (bins=9)

사업년도
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

2023	10000

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2023
2nd row	2023
3rd row	2023
4th row	2023
5th row	2023

Common Values

Value	Count	Frequency (%)
2023	10000	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2023	10000	100.0%

업무구분코드
Categorical

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

41	1814
A1	1792
42	1716
A3	1640
A5	1545

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	A5
2nd row	41
3rd row	A5
4th row	A1
5th row	A7

Common Values

Value	Count	Frequency (%)
41	1814	18.1%
A1	1792	17.9%
42	1716	17.2%
A3	1640	16.4%
A5	1545	15.4%
A7	1493	14.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
41	1814	18.1%
a1	1792	17.9%
42	1716	17.2%
a3	1640	16.4%
a5	1545	15.4%
a7	1493	14.9%

지사코드
Real number (ℝ)

Distinct	178
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	440.3111

Minimum	101
Maximum	802
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	101
5-th percentile	113
Q1	242
median	405
Q3	662
95-th percentile	759
Maximum	802
Range	701
Interquartile range (IQR)	420

Descriptive statistics

Standard deviation	218.83374
Coefficient of variation (CV)	0.496998
Kurtosis	-1.423544
Mean	440.3111
Median Absolute Deviation (MAD)	197
Skewness	0.051998228
Sum	4403111
Variance	47888.204
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
716	158	1.6%
765	138	1.4%
401	131	1.3%
606	129	1.3%
604	125	1.2%
704	125	1.2%
505	123	1.2%
405	114	1.1%
416	109	1.1%
503	103	1.0%
Other values (168)	8745	87.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
101	57	0.6%
103	33	0.3%
104	55	0.5%
105	39	0.4%
106	38	0.4%
107	55	0.5%
108	38	0.4%
109	43	0.4%
110	44	0.4%
111	51	0.5%

Value	Count	Frequency (%)
802	43	0.4%
801	43	0.4%
771	91	0.9%
769	46	0.5%
767	42	0.4%
765	138	1.4%
762	84	0.8%
759	87	0.9%
757	51	0.5%
756	39	0.4%

소속지사구분코드
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

0	7724
1	1827
2	449

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	0
3rd row	0
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	7724	77.2%
1	1827	18.3%
2	449	4.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	7724	77.2%
1	1827	18.3%
2	449	4.5%

직역구분코드
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

K	4971
J	2522
G	2507

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	K
2nd row	K
3rd row	K
4th row	G
5th row	J

Common Values

Value	Count	Frequency (%)
K	4971	49.7%
J	2522	25.2%
G	2507	25.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
k	4971	49.7%
j	2522	25.2%
g	2507	25.1%

가입자구분코드
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

5	2536
2	2527
6	2481
1	2456

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	5
3rd row	1
4th row	6
5th row	2

Common Values

Value	Count	Frequency (%)
5	2536	25.4%
2	2527	25.3%
6	2481	24.8%
1	2456	24.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
5	2536	25.4%
2	2527	25.3%
6	2481	24.8%
1	2456	24.6%

위암건수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	4328
Distinct (%)	43.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3235.7059

Minimum	0
Maximum	112917
Zeros	166
Zeros (%)	1.7%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	70
median	693
Q3	3107.75
95-th percentile	14743.55
Maximum	112917
Range	112917
Interquartile range (IQR)	3037.75

Descriptive statistics

Standard deviation	7239.4528
Coefficient of variation (CV)	2.2373643
Kurtosis	53.166771
Mean	3235.7059
Median Absolute Deviation (MAD)	684
Skewness	5.8783507
Sum	32357059
Variance	52409677
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	166	1.7%
1	164	1.6%
3	159	1.6%
2	134	1.3%
4	115	1.1%
5	97	1.0%
7	86	0.9%
6	75	0.8%
11	61	0.6%
8	61	0.6%
Other values (4318)	8882	88.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	166	1.7%
1	164	1.6%
2	134	1.3%
3	159	1.6%
4	115	1.1%
5	97	1.0%
6	75	0.8%
7	86	0.9%
8	61	0.6%
9	48	0.5%

Value	Count	Frequency (%)
112917	1	< 0.1%
112733	1	< 0.1%
112370	1	< 0.1%
108817	1	< 0.1%
93942	2	< 0.1%
91928	1	< 0.1%
91068	1	< 0.1%
87136	2	< 0.1%
81837	1	< 0.1%
79984	1	< 0.1%

대장암건수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	4333
Distinct (%)	43.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3801.6463

Minimum	0
Maximum	166885
Zeros	192
Zeros (%)	1.9%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	47
median	622.5
Q3	3160
95-th percentile	18840.65
Maximum	166885
Range	166885
Interquartile range (IQR)	3113

Descriptive statistics

Standard deviation	9049.2994
Coefficient of variation (CV)	2.3803633
Kurtosis	54.965937
Mean	3801.6463
Median Absolute Deviation (MAD)	617.5
Skewness	5.8975187
Sum	38016463
Variance	81889819
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	238	2.4%
0	192	1.9%
2	180	1.8%
3	171	1.7%
4	153	1.5%
6	125	1.2%
5	113	1.1%
8	97	1.0%
7	69	0.7%
13	61	0.6%
Other values (4323)	8601	86.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	192	1.9%
1	238	2.4%
2	180	1.8%
3	171	1.7%
4	153	1.5%
5	113	1.1%
6	125	1.2%
7	69	0.7%
8	97	1.0%
9	49	0.5%

Value	Count	Frequency (%)
166885	1	< 0.1%
142079	1	< 0.1%
130731	1	< 0.1%
130414	1	< 0.1%
130277	1	< 0.1%
125077	1	< 0.1%
116852	1	< 0.1%
107600	2	< 0.1%
96567	1	< 0.1%
96371	1	< 0.1%

유방암건수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	3406
Distinct (%)	34.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1655.9623

Minimum	0
Maximum	75237
Zeros	365
Zeros (%)	3.6%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	40
median	359.5
Q3	1624
95-th percentile	7622.35
Maximum	75237
Range	75237
Interquartile range (IQR)	1584

Descriptive statistics

Standard deviation	3635.9252
Coefficient of variation (CV)	2.195657
Kurtosis	65.911616
Mean	1655.9623
Median Absolute Deviation (MAD)	355.5
Skewness	6.1972047
Sum	16559623
Variance	13219952
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	365	3.6%
1	246	2.5%
2	190	1.9%
3	163	1.6%
4	109	1.1%
7	104	1.0%
5	90	0.9%
6	73	0.7%
8	66	0.7%
11	65	0.7%
Other values (3396)	8529	85.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	365	3.6%
1	246	2.5%
2	190	1.9%
3	163	1.6%
4	109	1.1%
5	90	0.9%
6	73	0.7%
7	104	1.0%
8	66	0.7%
9	63	0.6%

Value	Count	Frequency (%)
75237	1	< 0.1%
67263	1	< 0.1%
57918	1	< 0.1%
55836	1	< 0.1%
48687	1	< 0.1%
48685	1	< 0.1%
41192	1	< 0.1%
41174	1	< 0.1%
39200	1	< 0.1%
39156	1	< 0.1%

간암상반기건수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1326
Distinct (%)	13.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	248.8937

Minimum	0
Maximum	8034
Zeros	907
Zeros (%)	9.1%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	6
median	58
Q3	261
95-th percentile	1123
Maximum	8034
Range	8034
Interquartile range (IQR)	255

Descriptive statistics

Standard deviation	515.07101
Coefficient of variation (CV)	2.0694417
Kurtosis	42.444568
Mean	248.8937
Median Absolute Deviation (MAD)	57
Skewness	5.1686784
Sum	2488937
Variance	265298.14
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	907	9.1%
1	505	5.1%
2	347	3.5%
3	223	2.2%
4	208	2.1%
6	182	1.8%
5	173	1.7%
7	125	1.2%
8	119	1.2%
9	106	1.1%
Other values (1316)	7105	71.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	907	9.1%
1	505	5.1%
2	347	3.5%
3	223	2.2%
4	208	2.1%
5	173	1.7%
6	182	1.8%
7	125	1.2%
8	119	1.2%
9	106	1.1%

Value	Count	Frequency (%)
8034	1	< 0.1%
8022	1	< 0.1%
8017	1	< 0.1%
6721	1	< 0.1%
6257	2	< 0.1%
5984	1	< 0.1%
5827	2	< 0.1%
5656	1	< 0.1%
4927	1	< 0.1%
4918	2	< 0.1%

자궁경부암건수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	3747
Distinct (%)	37.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2227.6119

Minimum	0
Maximum	95055
Zeros	305
Zeros (%)	3.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	55
median	469
Q3	2062
95-th percentile	10383.6
Maximum	95055
Range	95055
Interquartile range (IQR)	2007

Descriptive statistics

Standard deviation	5140.2516
Coefficient of variation (CV)	2.3075167
Kurtosis	58.632969
Mean	2227.6119
Median Absolute Deviation (MAD)	464
Skewness	6.1911545
Sum	22276119
Variance	26422186
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	305	3.0%
1	265	2.6%
2	177	1.8%
3	149	1.5%
4	128	1.3%
5	90	0.9%
6	73	0.7%
8	70	0.7%
7	69	0.7%
10	54	0.5%
Other values (3737)	8620	86.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	305	3.0%
1	265	2.6%
2	177	1.8%
3	149	1.5%
4	128	1.3%
5	90	0.9%
6	73	0.7%
7	69	0.7%
8	70	0.7%
9	50	0.5%

Value	Count	Frequency (%)
95055	1	< 0.1%
85025	1	< 0.1%
73963	1	< 0.1%
70043	1	< 0.1%
64554	1	< 0.1%
64553	1	< 0.1%
64070	2	< 0.1%
55375	1	< 0.1%
55278	1	< 0.1%
55166	1	< 0.1%

간암하반기건수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1053
Distinct (%)	10.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	153.3058

Minimum	0
Maximum	7922
Zeros	2861
Zeros (%)	28.6%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	8
Q3	82
95-th percentile	792.15
Maximum	7922
Range	7922
Interquartile range (IQR)	82

Descriptive statistics

Standard deviation	455.07065
Coefficient of variation (CV)	2.9683851
Kurtosis	66.765665
Mean	153.3058
Median Absolute Deviation (MAD)	8
Skewness	6.7274813
Sum	1533058
Variance	207089.29
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2861	28.6%
1	751	7.5%
2	392	3.9%
3	289	2.9%
5	224	2.2%
4	210	2.1%
6	135	1.4%
9	130	1.3%
8	125	1.2%
7	123	1.2%
Other values (1043)	4760	47.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2861	28.6%
1	751	7.5%
2	392	3.9%
3	289	2.9%
4	210	2.1%
5	224	2.2%
6	135	1.4%
7	123	1.2%
8	125	1.2%
9	130	1.3%

Value	Count	Frequency (%)
7922	1	< 0.1%
7911	1	< 0.1%
7904	1	< 0.1%
6683	1	< 0.1%
6209	2	< 0.1%
5793	2	< 0.1%
5607	1	< 0.1%
5068	1	< 0.1%
4846	2	< 0.1%
4835	1	< 0.1%

간암건수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1342
Distinct (%)	13.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	252.1826

Minimum	0
Maximum	8062
Zeros	898
Zeros (%)	9.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	6
median	60
Q3	265.25
95-th percentile	1142
Maximum	8062
Range	8062
Interquartile range (IQR)	259.25

Descriptive statistics

Standard deviation	519.8939
Coefficient of variation (CV)	2.0615772
Kurtosis	41.713867
Mean	252.1826
Median Absolute Deviation (MAD)	59
Skewness	5.1263029
Sum	2521826
Variance	270289.67
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	898	9.0%
1	499	5.0%
2	332	3.3%
3	240	2.4%
4	207	2.1%
6	171	1.7%
5	166	1.7%
7	132	1.3%
8	121	1.2%
9	99	1.0%
Other values (1332)	7135	71.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	898	9.0%
1	499	5.0%
2	332	3.3%
3	240	2.4%
4	207	2.1%
5	166	1.7%
6	171	1.7%
7	132	1.3%
8	121	1.2%
9	99	1.0%

Value	Count	Frequency (%)
8062	1	< 0.1%
8050	1	< 0.1%
8046	1	< 0.1%
6758	1	< 0.1%
6282	2	< 0.1%
6024	1	< 0.1%
5851	2	< 0.1%
5687	1	< 0.1%
4957	1	< 0.1%
4935	2	< 0.1%

폐암건수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	675
Distinct (%)	6.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	72.1445

Minimum	0
Maximum	3715
Zeros	2194
Zeros (%)	21.9%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	9
Q3	54
95-th percentile	374
Maximum	3715
Range	3715
Interquartile range (IQR)	53

Descriptive statistics

Standard deviation	183.35487
Coefficient of variation (CV)	2.5414948
Kurtosis	72.083544
Mean	72.1445
Median Absolute Deviation (MAD)	9
Skewness	6.4171994
Sum	721445
Variance	33619.01
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2194	21.9%
1	849	8.5%
2	508	5.1%
3	295	2.9%
4	271	2.7%
5	211	2.1%
7	195	1.9%
6	194	1.9%
8	166	1.7%
10	166	1.7%
Other values (665)	4951	49.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2194	21.9%
1	849	8.5%
2	508	5.1%
3	295	2.9%
4	271	2.7%
5	211	2.1%
6	194	1.9%
7	195	1.9%
8	166	1.7%
9	146	1.5%

Value	Count	Frequency (%)
3715	1	< 0.1%
3697	1	< 0.1%
3696	1	< 0.1%
2623	1	< 0.1%
2218	1	< 0.1%
1959	1	< 0.1%
1945	1	< 0.1%
1933	1	< 0.1%
1881	1	< 0.1%
1880	2	< 0.1%

Heatmap
Table

	기준일자	업무구분코드	지사코드	소속지사구분코드	직역구분코드	가입자구분코드	위암건수	대장암건수	유방암건수	간암상반기건수	자궁경부암건수	간암하반기건수	간암건수	폐암건수
기준일자	1.000	0.177	0.013	0.027	0.000	0.000	0.010	0.000	0.015	0.000	0.015	0.022	0.005	0.000
업무구분코드	0.177	1.000	0.036	0.000	0.000	0.000	0.233	0.246	0.214	0.176	0.211	0.222	0.177	0.209
지사코드	0.013	0.036	1.000	0.450	0.000	0.000	0.226	0.199	0.207	0.219	0.221	0.159	0.221	0.104
소속지사구분코드	0.027	0.000	0.450	1.000	0.058	0.000	0.167	0.148	0.134	0.170	0.139	0.129	0.173	0.127
직역구분코드	0.000	0.000	0.000	0.058	1.000	0.502	0.204	0.182	0.175	0.221	0.185	0.179	0.223	0.164
가입자구분코드	0.000	0.000	0.000	0.000	0.502	1.000	0.157	0.140	0.121	0.229	0.132	0.202	0.231	0.270
위암건수	0.010	0.233	0.226	0.167	0.204	0.157	1.000	0.956	0.907	0.958	0.920	0.956	0.955	0.829
대장암건수	0.000	0.246	0.199	0.148	0.182	0.140	0.956	1.000	0.977	0.922	0.973	0.927	0.922	0.799
유방암건수	0.015	0.214	0.207	0.134	0.175	0.121	0.907	0.977	1.000	0.863	0.990	0.854	0.862	0.619
간암상반기건수	0.000	0.176	0.219	0.170	0.221	0.229	0.958	0.922	0.863	1.000	0.873	0.992	1.000	0.876
자궁경부암건수	0.015	0.211	0.221	0.139	0.185	0.132	0.920	0.973	0.990	0.873	1.000	0.865	0.872	0.618
간암하반기건수	0.022	0.222	0.159	0.129	0.179	0.202	0.956	0.927	0.854	0.992	0.865	1.000	0.993	0.890
간암건수	0.005	0.177	0.221	0.173	0.223	0.231	0.955	0.922	0.862	1.000	0.872	0.993	1.000	0.876
폐암건수	0.000	0.209	0.104	0.127	0.164	0.270	0.829	0.799	0.619	0.876	0.618	0.890	0.876	1.000

Heatmap
Table

	직역구분코드	가입자구분코드	업무구분코드	소속지사구분코드
직역구분코드	1.000	0.501	0.000	0.017
가입자구분코드	0.501	1.000	0.000	0.000
업무구분코드	0.000	0.000	1.000	0.000
소속지사구분코드	0.017	0.000	0.000	1.000

Heatmap
Table

	지사코드	위암건수	대장암건수	유방암건수	간암상반기건수	자궁경부암건수	간암하반기건수	간암건수	폐암건수	업무구분코드	소속지사구분코드	직역구분코드	가입자구분코드
지사코드	1.000	-0.194	-0.171	-0.203	-0.188	-0.218	-0.095	-0.188	-0.119	0.019	0.303	0.000	0.000
위암건수	-0.194	1.000	0.988	0.985	0.983	0.978	0.907	0.982	0.951	0.125	0.100	0.124	0.094
대장암건수	-0.171	0.988	1.000	0.980	0.956	0.968	0.928	0.955	0.950	0.132	0.089	0.110	0.084
유방암건수	-0.203	0.985	0.980	1.000	0.961	0.993	0.890	0.961	0.913	0.114	0.080	0.106	0.072
간암상반기건수	-0.188	0.983	0.956	0.961	1.000	0.956	0.865	1.000	0.939	0.093	0.102	0.135	0.139
자궁경부암건수	-0.218	0.978	0.968	0.993	0.956	1.000	0.896	0.955	0.899	0.113	0.083	0.112	0.079
간암하반기건수	-0.095	0.907	0.928	0.890	0.865	0.896	1.000	0.864	0.884	0.118	0.077	0.108	0.122
간암건수	-0.188	0.982	0.955	0.961	1.000	0.955	0.864	1.000	0.938	0.094	0.104	0.136	0.140
폐암건수	-0.119	0.951	0.950	0.913	0.939	0.899	0.884	0.938	1.000	0.118	0.081	0.105	0.123
업무구분코드	0.019	0.125	0.132	0.114	0.093	0.113	0.118	0.094	0.118	1.000	0.000	0.000	0.000
소속지사구분코드	0.303	0.100	0.089	0.080	0.102	0.083	0.077	0.104	0.081	0.000	1.000	0.017	0.000
직역구분코드	0.000	0.124	0.110	0.106	0.135	0.112	0.108	0.136	0.105	0.000	0.017	1.000	0.501
가입자구분코드	0.000	0.094	0.084	0.072	0.139	0.079	0.122	0.140	0.123	0.000	0.000	0.501	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	기준일자	사업년도	업무구분코드	지사코드	소속지사구분코드	직역구분코드	가입자구분코드	위암건수	대장암건수	유방암건수	간암상반기건수	자궁경부암건수	간암하반기건수	간암건수	폐암건수
19484	2023-07-29	2023	A5	505	2	K	1	5	0	4	0	4	0	0	0
33768	2023-07-31	2023	41	301	0	K	5	64944	47297	20960	4212	43453	4175	4227	775
41218	2023-07-31	2023	A5	311	0	K	1	18	6	8	1	10	0	1	0
26319	2023-07-30	2023	A1	252	0	G	6	3397	5241	2444	169	3187	159	170	26
66288	2023-08-02	2023	A7	754	1	J	2	406	284	306	62	310	0	62	4
49755	2023-08-01	2023	A1	765	1	K	1	0	0	0	0	0	0	0	0
12688	2023-07-29	2023	41	718	1	J	2	1738	2532	1434	123	1631	106	123	11
70343	2023-08-03	2023	A1	201	0	G	6	1575	2560	1103	88	1456	84	89	15
783	2023-07-28	2023	41	333	0	K	6	11247	16792	7981	587	10698	484	589	220
32246	2023-07-30	2023	A7	403	0	G	6	118	96	81	12	97	1	13	2

	기준일자	사업년도	업무구분코드	지사코드	소속지사구분코드	직역구분코드	가입자구분코드	위암건수	대장암건수	유방암건수	간암상반기건수	자궁경부암건수	간암하반기건수	간암건수	폐암건수
14422	2023-07-29	2023	42	704	0	J	2	1481	1324	1125	158	1344	9	166	13
11041	2023-07-28	2023	A7	771	0	J	2	583	476	451	53	491	2	53	6
14079	2023-07-29	2023	42	558	1	K	6	370	332	220	26	266	1	27	1
95096	2023-08-05	2023	A3	503	0	G	5	201	101	94	23	146	3	26	2
84256	2023-08-04	2023	A3	604	1	J	1	212	191	57	30	48	0	30	14
65672	2023-08-02	2023	A7	553	0	J	2	543	367	455	34	474	3	37	3
88853	2023-08-05	2023	41	208	0	K	2	29	18	18	3	18	0	3	1
91431	2023-08-05	2023	42	505	1	J	2	509	363	402	20	404	2	21	4
63152	2023-08-02	2023	A5	235	0	K	5	28579	40689	15521	1933	21620	1900	1937	941
92326	2023-08-05	2023	A1	111	0	J	1	5210	7636	1921	296	2278	273	297	74

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample