gimi9 Pandas Profiling

Dataset statistics

Number of variables	15
Number of observations	171
Missing cells	201
Missing cells (%)	7.8%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	22.5 KiB
Average record size in memory	134.8 B

Variable types

Categorical	5
Numeric	9
Unsupported	1

Dataset

Description	도내 문화재(국가지정,지방지정 등) 통계
Author	강원도
URL	https://www.data.go.kr/data/3082811/fileData.do

Alerts

`국가지정문화재(보물)` is highly overall correlated with `문화재자료` and 3 other fields	High correlation
`국가지정문화재(사적 및 명승)` is highly overall correlated with `문화재자료` and 3 other fields	High correlation
`국가지정문화재(천연기념물)` is highly overall correlated with `기관명`	High correlation
`지방지정문화재(시도유형문화재)` is highly overall correlated with `지방지정문화재(시도무형문화재)` and 4 other fields	High correlation
`지방지정문화재(시도무형문화재)` is highly overall correlated with `지방지정문화재(시도유형문화재)` and 3 other fields	High correlation
`지방지정문화재(시도기념물)` is highly overall correlated with `문화재자료` and 4 other fields	High correlation
`문화재자료` is highly overall correlated with `국가지정문화재(보물)` and 6 other fields	High correlation
`등록문화재` is highly overall correlated with `기관명` and 3 other fields	High correlation
`기관명` is highly overall correlated with `국가지정문화재(보물)` and 11 other fields	High correlation
`국가지정문화재(국보)` is highly overall correlated with `국가지정문화재(보물)` and 5 other fields	High correlation
`국가지정문화재(국가무형문화재)` is highly overall correlated with `국가지정문화재(보물)` and 8 other fields	High correlation
`국가지정문화재(국가민속문화재)` is highly overall correlated with `국가지정문화재(사적 및 명승)` and 4 other fields	High correlation
`지방지정문화재(시도민속문화재)` is highly overall correlated with `지방지정문화재(시도기념물)` and 3 other fields	High correlation
`국가지정문화재(보물)` has 4 (2.3%) missing values	Missing
`국가지정문화재(사적 및 명승)` has 6 (3.5%) missing values	Missing
`국가지정문화재(천연기념물)` has 3 (1.8%) missing values	Missing
`지방지정문화재(시도유형문화재)` has 2 (1.2%) missing values	Missing
`지방지정문화재(시도무형문화재)` has 5 (2.9%) missing values	Missing
`지방지정문화재(시도기념물)` has 2 (1.2%) missing values	Missing
`등록문화재` has 7 (4.1%) missing values	Missing
`Unnamed: 14` has 171 (100.0%) missing values	Missing
`Unnamed: 14` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`국가지정문화재(보물)` has 32 (18.7%) zeros	Zeros
`국가지정문화재(사적 및 명승)` has 53 (31.0%) zeros	Zeros
`국가지정문화재(천연기념물)` has 28 (16.4%) zeros	Zeros
`지방지정문화재(시도유형문화재)` has 12 (7.0%) zeros	Zeros
`지방지정문화재(시도무형문화재)` has 54 (31.6%) zeros	Zeros
`지방지정문화재(시도기념물)` has 16 (9.4%) zeros	Zeros
`문화재자료` has 8 (4.7%) zeros	Zeros
`등록문화재` has 60 (35.1%) zeros	Zeros

Reproduction

Analysis started	2023-12-11 23:02:16.870366
Analysis finished	2023-12-11 23:02:26.208689
Duration	9.34 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

기관명
Categorical

HIGH CORRELATION

Distinct	19
Distinct (%)	11.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

강원도	9
춘천시	9
원주시	9
강릉시	9
동해시	9
Other values (14)	126

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	강원도
2nd row	춘천시
3rd row	원주시
4th row	강릉시
5th row	동해시

Common Values

Value	Count	Frequency (%)
강원도	9	5.3%
춘천시	9	5.3%
원주시	9	5.3%
강릉시	9	5.3%
동해시	9	5.3%
태백시	9	5.3%
속초시	9	5.3%
삼척시	9	5.3%
홍천군	9	5.3%
횡성군	9	5.3%
Other values (9)	81	47.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
강원도	9	5.3%
영월군	9	5.3%
고성군	9	5.3%
인제군	9	5.3%
양구군	9	5.3%
화천군	9	5.3%
철원군	9	5.3%
정선군	9	5.3%
평창군	9	5.3%
횡성군	9	5.3%
Other values (9)	81	47.4%

연도별
Real number (ℝ)

Distinct	9
Distinct (%)	5.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2014

Minimum	2010
Maximum	2018
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	2010
5-th percentile	2010
Q1	2012
median	2014
Q3	2016
95-th percentile	2018
Maximum	2018
Range	8
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.5895718
Coefficient of variation (CV)	0.0012857854
Kurtosis	-1.2308115
Mean	2014
Median Absolute Deviation (MAD)	2
Skewness	0
Sum	344394
Variance	6.7058824
Monotonicity	Increasing

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
2010	19	11.1%
2011	19	11.1%
2012	19	11.1%
2013	19	11.1%
2014	19	11.1%
2015	19	11.1%
2016	19	11.1%
2017	19	11.1%
2018	19	11.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2010	19	11.1%
2011	19	11.1%
2012	19	11.1%
2013	19	11.1%
2014	19	11.1%
2015	19	11.1%
2016	19	11.1%
2017	19	11.1%
2018	19	11.1%

Value	Count	Frequency (%)
2018	19	11.1%
2017	19	11.1%
2016	19	11.1%
2015	19	11.1%
2014	19	11.1%
2013	19	11.1%
2012	19	11.1%
2011	19	11.1%
2010	19	11.1%

국가지정문화재(국보)
Categorical

HIGH CORRELATION

Distinct	6
Distinct (%)	3.5%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

0	108
1	36
<NA>	13
4	7
2	5

Length

Max length	4
Median length	1
Mean length	1.2280702
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
0	108	63.2%
1	36	21.1%
<NA>	13	7.6%
4	7	4.1%
2	5	2.9%
5	2	1.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	108	63.2%
1	36	21.1%
na	13	7.6%
4	7	4.1%
2	5	2.9%
5	2	1.2%

국가지정문화재(보물)
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	13
Distinct (%)	7.8%
Missing	4
Missing (%)	2.3%
Infinite	0
Infinite (%)	0.0%
Mean	3.7904192

Minimum	0
Maximum	16
Zeros	32
Zeros (%)	18.7%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	4
95-th percentile	14.8
Maximum	16
Range	16
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	4.4799854
Coefficient of variation (CV)	1.1819235
Kurtosis	1.035174
Mean	3.7904192
Median Absolute Deviation (MAD)	2
Skewness	1.4388835
Sum	633
Variance	20.070269
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
1	43	25.1%
0	32	18.7%
2	20	11.7%
3	16	9.4%
4	15	8.8%
16	9	5.3%
11	9	5.3%
9	8	4.7%
12	5	2.9%
8	4	2.3%
Other values (3)	6	3.5%
(Missing)	4	2.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	32	18.7%
1	43	25.1%
2	20	11.7%
3	16	9.4%
4	15	8.8%
5	2	1.2%
6	3	1.8%
7	1	0.6%
8	4	2.3%
9	8	4.7%

Value	Count	Frequency (%)
16	9	5.3%
12	5	2.9%
11	9	5.3%
9	8	4.7%
8	4	2.3%
7	1	0.6%
6	3	1.8%
5	2	1.2%
4	15	8.8%
3	16	9.4%

국가지정문화재(사적 및 명승)
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	8
Distinct (%)	4.8%
Missing	6
Missing (%)	3.5%
Infinite	0
Infinite (%)	0.0%
Mean	2.0727273

Minimum	0
Maximum	7
Zeros	53
Zeros (%)	31.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	4
95-th percentile	6.8
Maximum	7
Range	7
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.1935705
Coefficient of variation (CV)	1.0583016
Kurtosis	-0.57715695
Mean	2.0727273
Median Absolute Deviation (MAD)	1
Skewness	0.83610695
Sum	342
Variance	4.8117517
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	53	31.0%
1	40	23.4%
5	18	10.5%
2	17	9.9%
4	16	9.4%
7	9	5.3%
3	7	4.1%
6	5	2.9%
(Missing)	6	3.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	53	31.0%
1	40	23.4%
2	17	9.9%
3	7	4.1%
4	16	9.4%
5	18	10.5%
6	5	2.9%
7	9	5.3%

Value	Count	Frequency (%)
7	9	5.3%
6	5	2.9%
5	18	10.5%
4	16	9.4%
3	7	4.1%
2	17	9.9%
1	40	23.4%
0	53	31.0%

국가지정문화재(천연기념물)
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	7
Distinct (%)	4.2%
Missing	3
Missing (%)	1.8%
Infinite	0
Infinite (%)	0.0%
Mean	2.2380952

Minimum	0
Maximum	6
Zeros	28
Zeros (%)	16.4%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	4
95-th percentile	5
Maximum	6
Range	6
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.7923259
Coefficient of variation (CV)	0.80082648
Kurtosis	-1.0233793
Mean	2.2380952
Median Absolute Deviation (MAD)	1
Skewness	0.50156669
Sum	376
Variance	3.2124323
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
1	48	28.1%
2	29	17.0%
0	28	16.4%
5	28	16.4%
3	18	10.5%
4	13	7.6%
6	4	2.3%
(Missing)	3	1.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	28	16.4%
1	48	28.1%
2	29	17.0%
3	18	10.5%
4	13	7.6%
5	28	16.4%
6	4	2.3%

Value	Count	Frequency (%)
6	4	2.3%
5	28	16.4%
4	13	7.6%
3	18	10.5%
2	29	17.0%
1	48	28.1%
0	28	16.4%

국가지정문화재(국가무형문화재)
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	2.3%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

0	131
<NA>	16
1	15
2	9

Length

Max length	4
Median length	1
Mean length	1.2807018
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
0	131	76.6%
<NA>	16	9.4%
1	15	8.8%
2	9	5.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	131	76.6%
na	16	9.4%
1	15	8.8%
2	9	5.3%

국가지정문화재(국가민속문화재)
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

0	96
1	45
<NA>	12
4	9
2	9

Length

Max length	4
Median length	1
Mean length	1.2105263
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
0	96	56.1%
1	45	26.3%
<NA>	12	7.0%
4	9	5.3%
2	9	5.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	96	56.1%
1	45	26.3%
na	12	7.0%
4	9	5.3%
2	9	5.3%

지방지정문화재(시도유형문화재)
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	21
Distinct (%)	12.4%
Missing	2
Missing (%)	1.2%
Infinite	0
Infinite (%)	0.0%
Mean	8.3136095

Minimum	0
Maximum	39
Zeros	12
Zeros (%)	7.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	5
Q3	10
95-th percentile	33.8
Maximum	39
Range	39
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	10.110808
Coefficient of variation (CV)	1.2161755
Kurtosis	2.237163
Mean	8.3136095
Median Absolute Deviation (MAD)	4
Skewness	1.7667601
Sum	1405
Variance	102.22844
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
1	39	22.8%
5	23	13.5%
8	17	9.9%
0	12	7.0%
10	12	7.0%
2	10	5.8%
6	9	5.3%
3	9	5.3%
23	5	2.9%
11	5	2.9%
Other values (11)	28	16.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	12	7.0%
1	39	22.8%
2	10	5.8%
3	9	5.3%
4	1	0.6%
5	23	13.5%
6	9	5.3%
7	4	2.3%
8	17	9.9%
10	12	7.0%

Value	Count	Frequency (%)
39	4	2.3%
38	2	1.2%
37	3	1.8%
29	3	1.8%
28	2	1.2%
26	3	1.8%
24	4	2.3%
23	5	2.9%
20	1	0.6%
12	1	0.6%

지방지정문화재(시도무형문화재)
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	7
Distinct (%)	4.2%
Missing	5
Missing (%)	2.9%
Infinite	0
Infinite (%)	0.0%
Mean	1.313253

Minimum	0
Maximum	6
Zeros	54
Zeros (%)	31.6%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	5
Maximum	6
Range	6
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.4806036
Coefficient of variation (CV)	1.1274321
Kurtosis	1.4010275
Mean	1.313253
Median Absolute Deviation (MAD)	1
Skewness	1.4420323
Sum	218
Variance	2.1921869
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
1	66	38.6%
0	54	31.6%
2	19	11.1%
5	10	5.8%
3	8	4.7%
4	7	4.1%
6	2	1.2%
(Missing)	5	2.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	54	31.6%
1	66	38.6%
2	19	11.1%
3	8	4.7%
4	7	4.1%
5	10	5.8%
6	2	1.2%

Value	Count	Frequency (%)
6	2	1.2%
5	10	5.8%
4	7	4.1%
3	8	4.7%
2	19	11.1%
1	66	38.6%
0	54	31.6%

지방지정문화재(시도기념물)
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	13
Distinct (%)	7.7%
Missing	2
Missing (%)	1.2%
Infinite	0
Infinite (%)	0.0%
Mean	4.2130178

Minimum	0
Maximum	15
Zeros	16
Zeros (%)	9.4%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	3
Q3	6
95-th percentile	12.6
Maximum	15
Range	15
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.7593782
Coefficient of variation (CV)	0.89232433
Kurtosis	1.2830868
Mean	4.2130178
Median Absolute Deviation (MAD)	2
Skewness	1.3814651
Sum	712
Variance	14.132925
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
3	35	20.5%
2	34	19.9%
6	18	10.5%
1	18	10.5%
5	18	10.5%
0	16	9.4%
12	9	5.3%
8	7	4.1%
15	4	2.3%
14	4	2.3%
Other values (3)	6	3.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	16	9.4%
1	18	10.5%
2	34	19.9%
3	35	20.5%
4	3	1.8%
5	18	10.5%
6	18	10.5%
8	7	4.1%
9	2	1.2%
12	9	5.3%

Value	Count	Frequency (%)
15	4	2.3%
14	4	2.3%
13	1	0.6%
12	9	5.3%
9	2	1.2%
8	7	4.1%
6	18	10.5%
5	18	10.5%
4	3	1.8%
3	35	20.5%

지방지정문화재(시도민속문화재)
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

0	120
1	36
<NA>	15

Length

Max length	4
Median length	1
Mean length	1.2631579
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
0	120	70.2%
1	36	21.1%
<NA>	15	8.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	120	70.2%
1	36	21.1%
na	15	8.8%

문화재자료
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	18
Distinct (%)	10.6%
Missing	1
Missing (%)	0.6%
Infinite	0
Infinite (%)	0.0%
Mean	7.1058824

Minimum	0
Maximum	36
Zeros	8
Zeros (%)	4.7%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	5
Q3	10
95-th percentile	23.8
Maximum	36
Range	36
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	7.533002
Coefficient of variation (CV)	1.0601079
Kurtosis	6.8215393
Mean	7.1058824
Median Absolute Deviation (MAD)	3
Skewness	2.4785244
Sum	1208
Variance	56.746119
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
3	28	16.4%
10	24	14.0%
1	19	11.1%
2	17	9.9%
6	12	7.0%
9	11	6.4%
5	10	5.8%
8	9	5.3%
0	8	4.7%
7	6	3.5%
Other values (8)	26	15.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8	4.7%
1	19	11.1%
2	17	9.9%
3	28	16.4%
4	4	2.3%
5	10	5.8%
6	12	7.0%
7	6	3.5%
8	9	5.3%
9	11	6.4%

Value	Count	Frequency (%)
36	4	2.3%
35	2	1.2%
32	2	1.2%
31	1	0.6%
15	5	2.9%
13	4	2.3%
11	4	2.3%
10	24	14.0%
9	11	6.4%
8	9	5.3%

등록문화재
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	7
Distinct (%)	4.3%
Missing	7
Missing (%)	4.1%
Infinite	0
Infinite (%)	0.0%
Mean	2.0121951

Minimum	0
Maximum	8
Zeros	60
Zeros (%)	35.1%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	3
95-th percentile	8
Maximum	8
Range	8
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.2264109
Coefficient of variation (CV)	1.1064588
Kurtosis	1.0887408
Mean	2.0121951
Median Absolute Deviation (MAD)	2
Skewness	1.2371997
Sum	330
Variance	4.9569056
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	60	35.1%
2	31	18.1%
1	19	11.1%
3	18	10.5%
4	18	10.5%
8	11	6.4%
5	7	4.1%
(Missing)	7	4.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	60	35.1%
1	19	11.1%
2	31	18.1%
3	18	10.5%
4	18	10.5%
5	7	4.1%
8	11	6.4%

Value	Count	Frequency (%)
8	11	6.4%
5	7	4.1%
4	18	10.5%
3	18	10.5%
2	31	18.1%
1	19	11.1%
0	60	35.1%

Unnamed: 14
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	171
Missing (%)	100.0%
Memory size	1.6 KiB

Heatmap
Table

	기관명	연도별	국가지정문화재(국보)	국가지정문화재(보물)	국가지정문화재(사적 및 명승)	국가지정문화재(천연기념물)	국가지정문화재(국가무형문화재)	국가지정문화재(국가민속문화재)	지방지정문화재(시도유형문화재)	지방지정문화재(시도무형문화재)	지방지정문화재(시도기념물)	지방지정문화재(시도민속문화재)	문화재자료	등록문화재
기관명	1.000	0.000	0.912	0.953	0.959	0.960	0.938	0.956	0.903	0.877	0.949	0.890	0.900	0.949
연도별	0.000	1.000	0.090	0.000	0.000	0.000	0.163	0.000	0.000	0.000	0.000	0.298	0.000	0.000
국가지정문화재(국보)	0.912	0.090	1.000	0.872	0.585	0.636	0.570	0.286	0.747	0.694	0.545	0.173	0.720	0.527
국가지정문화재(보물)	0.953	0.000	0.872	1.000	0.758	0.677	0.961	0.507	0.843	0.707	0.864	0.357	0.852	0.681
국가지정문화재(사적 및 명승)	0.959	0.000	0.585	0.758	1.000	0.693	0.715	0.855	0.817	0.596	0.800	0.546	0.749	0.652
국가지정문화재(천연기념물)	0.960	0.000	0.636	0.677	0.693	1.000	0.552	0.576	0.658	0.784	0.682	0.384	0.743	0.778
국가지정문화재(국가무형문화재)	0.938	0.163	0.570	0.961	0.715	0.552	1.000	0.311	0.861	0.764	0.966	0.105	0.875	0.668
국가지정문화재(국가민속문화재)	0.956	0.000	0.286	0.507	0.855	0.576	0.311	1.000	0.547	0.515	0.850	0.789	0.546	0.736
지방지정문화재(시도유형문화재)	0.903	0.000	0.747	0.843	0.817	0.658	0.861	0.547	1.000	0.757	0.785	0.364	0.823	0.865
지방지정문화재(시도무형문화재)	0.877	0.000	0.694	0.707	0.596	0.784	0.764	0.515	0.757	1.000	0.607	0.234	0.881	0.843
지방지정문화재(시도기념물)	0.949	0.000	0.545	0.864	0.800	0.682	0.966	0.850	0.785	0.607	1.000	0.714	0.741	0.784
지방지정문화재(시도민속문화재)	0.890	0.298	0.173	0.357	0.546	0.384	0.105	0.789	0.364	0.234	0.714	1.000	0.335	0.699
문화재자료	0.900	0.000	0.720	0.852	0.749	0.743	0.875	0.546	0.823	0.881	0.741	0.335	1.000	0.806
등록문화재	0.949	0.000	0.527	0.681	0.652	0.778	0.668	0.736	0.865	0.843	0.784	0.699	0.806	1.000

Heatmap
Table

	기관명	국가지정문화재(국가민속문화재)	지방지정문화재(시도민속문화재)	국가지정문화재(국보)	국가지정문화재(국가무형문화재)
기관명	1.000	0.824	0.796	0.708	0.808
국가지정문화재(국가민속문화재)	0.824	1.000	0.577	0.236	0.299
지방지정문화재(시도민속문화재)	0.796	0.577	1.000	0.209	0.172
국가지정문화재(국보)	0.708	0.236	0.209	1.000	0.513
국가지정문화재(국가무형문화재)	0.808	0.299	0.172	0.513	1.000

Heatmap
Table

	연도별	국가지정문화재(보물)	국가지정문화재(사적 및 명승)	국가지정문화재(천연기념물)	지방지정문화재(시도유형문화재)	지방지정문화재(시도무형문화재)	지방지정문화재(시도기념물)	문화재자료	등록문화재	기관명	국가지정문화재(국보)	국가지정문화재(국가무형문화재)	국가지정문화재(국가민속문화재)	지방지정문화재(시도민속문화재)
연도별	1.000	0.136	0.209	0.107	0.053	0.203	0.056	0.087	0.113	0.000	0.041	0.078	0.000	0.191
국가지정문화재(보물)	0.136	1.000	0.487	-0.065	0.462	0.325	0.443	0.681	0.068	0.789	0.731	0.751	0.365	0.348
국가지정문화재(사적 및 명승)	0.209	0.487	1.000	0.318	0.433	0.268	0.251	0.543	-0.119	0.805	0.405	0.596	0.525	0.403
국가지정문화재(천연기념물)	0.107	-0.065	0.318	1.000	0.306	0.296	0.324	0.108	-0.059	0.817	0.474	0.435	0.432	0.404
지방지정문화재(시도유형문화재)	0.053	0.462	0.433	0.306	1.000	0.658	0.385	0.767	0.070	0.654	0.602	0.832	0.405	0.383
지방지정문화재(시도무형문화재)	0.203	0.325	0.268	0.296	0.658	1.000	0.168	0.496	0.062	0.619	0.537	0.691	0.376	0.246
지방지정문화재(시도기념물)	0.056	0.443	0.251	0.324	0.385	0.168	1.000	0.557	0.374	0.705	0.342	0.744	0.673	0.503
문화재자료	0.087	0.681	0.543	0.108	0.767	0.496	0.557	1.000	0.068	0.664	0.569	0.853	0.404	0.352
등록문화재	0.113	0.068	-0.119	-0.059	0.070	0.062	0.374	0.068	1.000	0.783	0.371	0.567	0.605	0.743
기관명	0.000	0.789	0.805	0.817	0.654	0.619	0.705	0.664	0.783	1.000	0.708	0.808	0.824	0.796
국가지정문화재(국보)	0.041	0.731	0.405	0.474	0.602	0.537	0.342	0.569	0.371	0.708	1.000	0.513	0.236	0.209
국가지정문화재(국가무형문화재)	0.078	0.751	0.596	0.435	0.832	0.691	0.744	0.853	0.567	0.808	0.513	1.000	0.299	0.172
국가지정문화재(국가민속문화재)	0.000	0.365	0.525	0.432	0.405	0.376	0.673	0.404	0.605	0.824	0.236	0.299	1.000	0.577
지방지정문화재(시도민속문화재)	0.191	0.348	0.403	0.404	0.383	0.246	0.503	0.352	0.743	0.796	0.209	0.172	0.577	1.000

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.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	기관명	연도별	국가지정문화재(국보)	국가지정문화재(보물)	국가지정문화재(사적 및 명승)	국가지정문화재(천연기념물)	국가지정문화재(국가무형문화재)	국가지정문화재(국가민속문화재)	지방지정문화재(시도유형문화재)	지방지정문화재(시도무형문화재)	지방지정문화재(시도기념물)	지방지정문화재(시도민속문화재)	문화재자료	등록문화재	Unnamed: 14
0	강원도	2010	0	0	0	4	0	0	0	0	0	0	0	0	<NA>
1	춘천시	2010	0	4	2	0	0	1	5	0	12	0	10	3	<NA>
2	원주시	2010	1	4	4	3	1	0	23	5	3	0	13	5	<NA>
3	강릉시	2010	1	16	5	4	2	1	37	3	15	0	31	1	<NA>
4	동해시	2010	0	2	1	0	0	0	4	0	3	0	3	2	<NA>
5	태백시	2010	0	0	1	2	0	1	1	0	2	1	1	4	<NA>
6	속초시	2010	0	1	1	1	0	0	5	1	0	0	5	0	<NA>
7	삼척시	2010	0	1	2	5	0	4	8	1	9	1	8	4	<NA>
8	홍천군	2010	0	11	0	0	0	0	5	0	6	0	10	2	<NA>
9	횡성군	2010	0	0	0	1	0	0	10	2	1	0	3	2	<NA>

	기관명	연도별	국가지정문화재(국보)	국가지정문화재(보물)	국가지정문화재(사적 및 명승)	국가지정문화재(천연기념물)	국가지정문화재(국가무형문화재)	국가지정문화재(국가민속문화재)	지방지정문화재(시도유형문화재)	지방지정문화재(시도무형문화재)	지방지정문화재(시도기념물)	지방지정문화재(시도민속문화재)	문화재자료	등록문화재	Unnamed: 14
161	횡성군	2018	<NA>	<NA>	<NA>	1	<NA>	<NA>	10	2	1	<NA>	3	2	<NA>
162	영월군	2018	<NA>	1	7	5	<NA>	<NA>	12	1	5	<NA>	9	<NA>	<NA>
163	평창군	2018	5	6	1	3	<NA>	1	28	4	3	<NA>	10	1	<NA>
164	정선군	2018	<NA>	1	<NA>	6	<NA>	1	3	1	5	1	2	<NA>	<NA>
165	철원군	2018	1	1	<NA>	2	<NA>	<NA>	1	1	6	<NA>	2	8	<NA>
166	화천군	2018	<NA>	1	<NA>	1	<NA>	<NA>	2	<NA>	2	1	1	3	<NA>
167	양구군	2018	<NA>	<NA>	<NA>	2	<NA>	<NA>	1	1	1	<NA>	3	<NA>	<NA>
168	인제군	2018	<NA>	4	5	1	<NA>	<NA>	<NA>	<NA>	3	<NA>	3	<NA>	<NA>
169	고성군	2018	<NA>	2	1	<NA>	<NA>	2	2	2	2	<NA>	5	1	<NA>
170	양양군	2018	1	9	5	2	<NA>	<NA>	6	2	3	<NA>	9	<NA>	<NA>

Overview

Variables

Common Values

Length

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