gimi9 Pandas Profiling

Dataset statistics

Number of variables	13
Number of observations	10000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.2 MiB
Average record size in memory	124.0 B

Variable types

DateTime	1
Numeric	9
Categorical	3

Dataset

Description	컬럼명 구분 통계년월, 시도보호기호, 시군구보호기호, 행정동보호기호, 통계지사코드, 통계소속구분, 통계보호종별코드, 통계보호유형코드, 통계정액행위구분, 통계 1000원 이상 건수, 통계 1000원 이상 금액, 통계 1000원 미만 건수, 통계 1000원 미만 금액
URL	https://www.data.go.kr/data/15121285/fileData.do

Alerts

`시도보호기호` is highly overall correlated with `시군구보호기호` and 2 other fields	High correlation
`시군구보호기호` is highly overall correlated with `시도보호기호` and 2 other fields	High correlation
`행정동보호기호` is highly overall correlated with `시도보호기호` and 2 other fields	High correlation
`통계지사코드` is highly overall correlated with `시도보호기호` and 2 other fields	High correlation
`통계보호유형코드` is highly overall correlated with `통계보호종별코드`	High correlation
`통계 1000원 이상 건수` is highly overall correlated with `통계 1000원 이상 금액`	High correlation
`통계 1000원 이상 금액` is highly overall correlated with `통계 1000원 이상 건수`	High correlation
`통계 1000원 미만 건수` is highly overall correlated with `통계 1000원 미만 금액`	High correlation
`통계 1000원 미만 금액` is highly overall correlated with `통계 1000원 미만 건수`	High correlation
`통계보호종별코드` is highly overall correlated with `통계보호유형코드`	High correlation
`통계소속구분` is highly imbalanced (93.3%)	Imbalance
`통계정액행위구분` is highly imbalanced (78.2%)	Imbalance
`통계 1000원 이상 건수` is highly skewed (γ1 = 20.35666101)	Skewed
`통계 1000원 미만 건수` is highly skewed (γ1 = 50.6214086)	Skewed
`통계 1000원 미만 금액` is highly skewed (γ1 = 25.47018931)	Skewed
`통계 1000원 이상 건수` has 2478 (24.8%) zeros	Zeros
`통계 1000원 이상 금액` has 2478 (24.8%) zeros	Zeros
`통계 1000원 미만 건수` has 4535 (45.4%) zeros	Zeros
`통계 1000원 미만 금액` has 4535 (45.4%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 20:21:42.547873
Analysis finished	2023-12-12 20:21:56.642887
Duration	14.1 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

통계년월
Date

Distinct	30
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

Minimum	2017-01-01 00:00:00
Maximum	2021-04-01 00:00:00

Histogram

Histogram with fixed size bins (bins=30)

시도보호기호
Real number (ℝ)

HIGH CORRELATION

Distinct	17
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6343455.1

Minimum	5691000
Maximum	6500000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	5691000
5-th percentile	6110000
Q1	6270000
median	6410000
Q3	6450000
95-th percentile	6480000
Maximum	6500000
Range	809000
Interquartile range (IQR)	180000

Descriptive statistics

Standard deviation	131236.5
Coefficient of variation (CV)	0.020688488
Kurtosis	0.74745093
Mean	6343455.1
Median Absolute Deviation (MAD)	70000
Skewness	-0.97445281
Sum	6.3434551 × 10¹⁰
Variance	1.7223018 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
6110000	1537	15.4%
6410000	1394	13.9%
6260000	858	8.6%
6470000	840	8.4%
6480000	733	7.3%
6460000	703	7.0%
6270000	628	6.3%
6450000	565	5.7%
6280000	514	5.1%
6440000	472	4.7%
Other values (7)	1756	17.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5691000	31	0.3%
6110000	1537	15.4%
6260000	858	8.6%
6270000	628	6.3%
6280000	514	5.1%
6290000	434	4.3%
6300000	278	2.8%
6310000	126	1.3%
6410000	1394	13.9%
6420000	410	4.1%

Value	Count	Frequency (%)
6500000	134	1.3%
6480000	733	7.3%
6470000	840	8.4%
6460000	703	7.0%
6450000	565	5.7%
6440000	472	4.7%
6430000	343	3.4%
6420000	410	4.1%
6410000	1394	13.9%
6310000	126	1.3%

시군구보호기호
Real number (ℝ)

HIGH CORRELATION

Distinct	247
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4143830.8

Minimum	3000000
Maximum	6520000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	3000000
5-th percentile	3080000
Q1	3420000
median	3930000
Q3	4830000
95-th percentile	5600000
Maximum	6520000
Range	3520000
Interquartile range (IQR)	1410000

Descriptive statistics

Standard deviation	848248.33
Coefficient of variation (CV)	0.20470149
Kurtosis	-0.75167171
Mean	4143830.8
Median Absolute Deviation (MAD)	670000
Skewness	0.52558225
Sum	4.1438308 × 10¹⁰
Variance	7.1952522 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3620000	129	1.3%
3470000	127	1.3%
3860000	118	1.2%
4800000	109	1.1%
3780000	107	1.1%
3150000	103	1.0%
3450000	101	1.0%
4490000	99	1.0%
3100000	99	1.0%
3540000	98	1.0%
Other values (237)	8910	89.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3000000	43	0.4%
3010000	29	0.3%
3020000	55	0.5%
3030000	55	0.5%
3040000	49	0.5%
3050000	59	0.6%
3060000	62	0.6%
3070000	85	0.9%
3080000	69	0.7%
3090000	52	0.5%

Value	Count	Frequency (%)
6520000	45	0.4%
6510000	88	0.9%
5735000	24	0.2%
5730000	23	0.2%
5725000	30	0.3%
5720000	29	0.3%
5700000	23	0.2%
5690000	31	0.3%
5680000	32	0.3%
5670206	30	0.3%

행정동보호기호
Real number (ℝ)

HIGH CORRELATION

Distinct	3173
Distinct (%)	31.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4179727.8

Minimum	3000000
Maximum	6520043
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	3000000
5-th percentile	3080130
Q1	3420071
median	3960115.5
Q3	4940070
95-th percentile	5660017
Maximum	6520043
Range	3520043
Interquartile range (IQR)	1519999

Descriptive statistics

Standard deviation	876849.5
Coefficient of variation (CV)	0.20978627
Kurtosis	-0.92532608
Mean	4179727.8
Median Absolute Deviation (MAD)	709938.5
Skewness	0.46788595
Sum	4.1797278 × 10¹⁰
Variance	7.6886505 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3100133	14	0.1%
3470043	13	0.1%
5130047	12	0.1%
5100048	12	0.1%
4790029	12	0.1%
3540041	11	0.1%
5350211	11	0.1%
5350047	11	0.1%
3400085	11	0.1%
3620109	11	0.1%
Other values (3163)	9882	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3000000	3	< 0.1%
3000042	3	< 0.1%
3000043	1	< 0.1%
3000044	5	0.1%
3000045	2	< 0.1%
3000047	4	< 0.1%
3000053	1	< 0.1%
3000054	1	< 0.1%
3000055	1	< 0.1%
3000056	4	< 0.1%

Value	Count	Frequency (%)
6520043	4	< 0.1%
6520042	3	< 0.1%
6520041	4	< 0.1%
6520040	1	< 0.1%
6520039	5	0.1%
6520038	1	< 0.1%
6520037	1	< 0.1%
6520036	3	< 0.1%
6520035	4	< 0.1%
6520033	5	0.1%

통계지사코드
Real number (ℝ)

HIGH CORRELATION

Distinct	177
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	395.9758

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	109
Q1	221
median	318
Q3	611
95-th percentile	756.05
Maximum	802
Range	701
Interquartile range (IQR)	390

Descriptive statistics

Standard deviation	223.70413
Coefficient of variation (CV)	0.56494396
Kurtosis	-1.3576396
Mean	395.9758
Median Absolute Deviation (MAD)	185
Skewness	0.3849361
Sum	3959758
Variance	50043.54
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
242	171	1.7%
202	148	1.5%
243	134	1.3%
241	129	1.3%
222	127	1.3%
221	127	1.3%
232	126	1.3%
206	119	1.2%
651	109	1.1%
251	109	1.1%
Other values (167)	8701	87.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
101	88	0.9%
103	49	0.5%
104	59	0.6%
105	85	0.9%
106	99	1.0%
107	41	0.4%
108	75	0.8%
109	44	0.4%
110	92	0.9%
111	21	0.2%

Value	Count	Frequency (%)
802	45	0.4%
801	89	0.9%
771	66	0.7%
769	42	0.4%
767	50	0.5%
765	77	0.8%
762	39	0.4%
759	39	0.4%
757	53	0.5%
756	31	0.3%

통계소속구분
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

0	9921
1	79

Length

Max length	1
Median length	1
Mean length	1
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	9921	99.2%
1	79	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	9921	99.2%
1	79	0.8%

통계보호종별코드
Categorical

HIGH CORRELATION

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

2	5179
1	4804
6	12
8	5

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	2
3rd row	1
4th row	1
5th row	2

Common Values

Value	Count	Frequency (%)
2	5179	51.8%
1	4804	48.0%
6	12	0.1%
8	5	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	5179	51.8%
1	4804	48.0%
6	12	0.1%
8	5	< 0.1%

통계보호유형코드
Real number (ℝ)

HIGH CORRELATION

Distinct	16
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.7951

Minimum	11
Maximum	49
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	11
5-th percentile	11
Q1	11
median	21
Q3	21
95-th percentile	21
Maximum	49
Range	38
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	5.979623
Coefficient of variation (CV)	0.35603379
Kurtosis	6.4835229
Mean	16.7951
Median Absolute Deviation (MAD)	0
Skewness	1.5561186
Sum	167951
Variance	35.755892
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
21	5101	51.0%
11	3856	38.6%
13	439	4.4%
12	274	2.7%
14	102	1.0%
49	91	0.9%
16	64	0.6%
41	43	0.4%
18	9	0.1%
17	9	0.1%
Other values (6)	12	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11	3856	38.6%
12	274	2.7%
13	439	4.4%
14	102	1.0%
16	64	0.6%
17	9	0.1%
18	9	0.1%
20	1	< 0.1%
21	5101	51.0%
31	1	< 0.1%

Value	Count	Frequency (%)
49	91	0.9%
43	1	< 0.1%
42	1	< 0.1%
41	43	0.4%
39	5	0.1%
33	3	< 0.1%
31	1	< 0.1%
21	5101	51.0%
20	1	< 0.1%
18	9	0.1%

통계정액행위구분
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

0	9652
9	348

Length

Max length	1
Median length	1
Mean length	1
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	9652	96.5%
9	348	3.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	9652	96.5%
9	348	3.5%

통계 1000원 이상 건수
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	56
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.8529

Minimum	0
Maximum	335
Zeros	2478
Zeros (%)	24.8%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	3
95-th percentile	11
Maximum	335
Range	335
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	5.9984381
Coefficient of variation (CV)	2.1025757
Kurtosis	971.11626
Mean	2.8529
Median Absolute Deviation (MAD)	1
Skewness	20.356661
Sum	28529
Variance	35.98126
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	3338	33.4%
0	2478	24.8%
2	1290	12.9%
3	710	7.1%
4	477	4.8%
5	305	3.0%
6	244	2.4%
7	175	1.8%
8	146	1.5%
9	146	1.5%
Other values (46)	691	6.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2478	24.8%
1	3338	33.4%
2	1290	12.9%
3	710	7.1%
4	477	4.8%
5	305	3.0%
6	244	2.4%
7	175	1.8%
8	146	1.5%
9	146	1.5%

Value	Count	Frequency (%)
335	1	< 0.1%
106	1	< 0.1%
103	1	< 0.1%
90	1	< 0.1%
71	1	< 0.1%
68	1	< 0.1%
58	1	< 0.1%
49	2	< 0.1%
48	1	< 0.1%
47	4	< 0.1%

통계 1000원 이상 금액
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	967
Distinct (%)	9.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1943.561

Minimum	0
Maximum	200040
Zeros	2478
Zeros (%)	24.8%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	10
median	600
Q3	1780
95-th percentile	9000
Maximum	200040
Range	200040
Interquartile range (IQR)	1770

Descriptive statistics

Standard deviation	4858.2548
Coefficient of variation (CV)	2.4996667
Kurtosis	349.47667
Mean	1943.561
Median Absolute Deviation (MAD)	600
Skewness	12.492422
Sum	19435610
Variance	23602640
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2478	24.8%
10	509	5.1%
1000	290	2.9%
20	153	1.5%
1500	99	1.0%
2000	92	0.9%
30	89	0.9%
3000	71	0.7%
40	69	0.7%
500	64	0.6%
Other values (957)	6086	60.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2478	24.8%
10	509	5.1%
20	153	1.5%
30	89	0.9%
40	69	0.7%
50	40	0.4%
60	55	0.5%
70	45	0.4%
80	37	0.4%
90	38	0.4%

Value	Count	Frequency (%)
200040	1	< 0.1%
106020	1	< 0.1%
102900	1	< 0.1%
91000	1	< 0.1%
71660	1	< 0.1%
71000	1	< 0.1%
63270	1	< 0.1%
49810	1	< 0.1%
49000	1	< 0.1%
47880	1	< 0.1%

통계 1000원 미만 건수
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	25
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.9514

Minimum	0
Maximum	193
Zeros	4535
Zeros (%)	45.4%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	3
Maximum	193
Range	193
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.4357815
Coefficient of variation (CV)	2.5602076
Kurtosis	3879.3545
Mean	0.9514
Median Absolute Deviation (MAD)	1
Skewness	50.621409
Sum	9514
Variance	5.9330313
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0	4535	45.4%
1	3568	35.7%
2	1093	10.9%
3	404	4.0%
4	179	1.8%
5	81	0.8%
6	53	0.5%
7	24	0.2%
8	21	0.2%
10	9	0.1%
Other values (15)	33	0.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4535	45.4%
1	3568	35.7%
2	1093	10.9%
3	404	4.0%
4	179	1.8%
5	81	0.8%
6	53	0.5%
7	24	0.2%
8	21	0.2%
9	9	0.1%

Value	Count	Frequency (%)
193	1	< 0.1%
35	1	< 0.1%
33	1	< 0.1%
32	1	< 0.1%
28	1	< 0.1%
26	1	< 0.1%
24	1	< 0.1%
18	2	< 0.1%
17	1	< 0.1%
15	3	< 0.1%

통계 1000원 미만 금액
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	2812
Distinct (%)	28.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23245.513

Minimum	0
Maximum	6312370
Zeros	4535
Zeros (%)	45.4%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2635
Q3	14830
95-th percentile	78573
Maximum	6312370
Range	6312370
Interquartile range (IQR)	14830

Descriptive statistics

Standard deviation	147400.84
Coefficient of variation (CV)	6.3410449
Kurtosis	798.42502
Mean	23245.513
Median Absolute Deviation (MAD)	2635
Skewness	25.470189
Sum	2.3245513 × 10⁸
Variance	2.1727008 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4535	45.4%
12200	47	0.5%
2060	39	0.4%
3130	37	0.4%
2000	35	0.4%
3440	32	0.3%
18470	32	0.3%
2750	29	0.3%
10320	29	0.3%
6880	27	0.3%
Other values (2802)	5158	51.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4535	45.4%
2000	35	0.4%
2010	6	0.1%
2020	3	< 0.1%
2030	8	0.1%
2040	5	0.1%
2050	7	0.1%
2060	39	0.4%
2070	15	0.1%
2080	5	0.1%

Value	Count	Frequency (%)
6312370	1	< 0.1%
4595890	1	< 0.1%
4595030	1	< 0.1%
4529830	1	< 0.1%
4317000	1	< 0.1%
3890760	1	< 0.1%
3297480	1	< 0.1%
3020940	1	< 0.1%
2718470	1	< 0.1%
2665810	1	< 0.1%

Heatmap
Table

	통계년월	시도보호기호	시군구보호기호	행정동보호기호	통계지사코드	통계소속구분	통계보호종별코드	통계보호유형코드	통계정액행위구분	통계 1000원 이상 건수	통계 1000원 이상 금액	통계 1000원 미만 건수	통계 1000원 미만 금액
통계년월	1.000	0.287	0.325	0.328	0.348	0.000	0.097	0.128	0.063	0.000	0.000	0.053	0.000
시도보호기호	0.287	1.000	0.918	0.911	0.990	0.212	0.044	0.061	0.054	0.019	0.029	0.029	0.022
시군구보호기호	0.325	0.918	1.000	1.000	0.893	0.171	0.020	0.078	0.016	0.023	0.021	0.048	0.000
행정동보호기호	0.328	0.911	1.000	1.000	0.887	0.171	0.012	0.077	0.016	0.012	0.010	0.029	0.000
통계지사코드	0.348	0.990	0.893	0.887	1.000	0.302	0.040	0.081	0.047	0.000	0.023	0.031	0.000
통계소속구분	0.000	0.212	0.171	0.171	0.302	1.000	0.000	0.030	0.000	0.000	0.000	0.025	0.002
통계보호종별코드	0.097	0.044	0.020	0.012	0.040	0.000	1.000	0.718	0.237	0.000	0.053	0.000	0.256
통계보호유형코드	0.128	0.061	0.078	0.077	0.081	0.030	0.718	1.000	0.149	0.000	0.060	0.000	0.537
통계정액행위구분	0.063	0.054	0.016	0.016	0.047	0.000	0.237	0.149	1.000	0.000	0.000	0.000	0.000
통계 1000원 이상 건수	0.000	0.019	0.023	0.012	0.000	0.000	0.000	0.000	0.000	1.000	0.916	0.719	0.546
통계 1000원 이상 금액	0.000	0.029	0.021	0.010	0.023	0.000	0.053	0.060	0.000	0.916	1.000	0.772	0.495
통계 1000원 미만 건수	0.053	0.029	0.048	0.029	0.031	0.025	0.000	0.000	0.000	0.719	0.772	1.000	0.810
통계 1000원 미만 금액	0.000	0.022	0.000	0.000	0.000	0.002	0.256	0.537	0.000	0.546	0.495	0.810	1.000

Heatmap
Table

	통계소속구분	통계보호종별코드	통계정액행위구분
통계소속구분	1.000	0.000	0.000
통계보호종별코드	0.000	1.000	0.157
통계정액행위구분	0.000	0.157	1.000

Heatmap
Table

	시도보호기호	시군구보호기호	행정동보호기호	통계지사코드	통계보호유형코드	통계 1000원 이상 건수	통계 1000원 이상 금액	통계 1000원 미만 건수	통계 1000원 미만 금액	통계소속구분	통계보호종별코드	통계정액행위구분
시도보호기호	1.000	0.947	0.924	0.987	-0.024	-0.132	-0.145	-0.014	0.006	0.140	0.015	0.036
시군구보호기호	0.947	1.000	0.977	0.962	-0.022	-0.140	-0.148	-0.016	0.006	0.170	0.012	0.016
행정동보호기호	0.924	0.977	1.000	0.938	-0.019	-0.133	-0.139	-0.018	0.004	0.170	0.008	0.016
통계지사코드	0.987	0.962	0.938	1.000	-0.024	-0.138	-0.149	-0.013	0.007	0.231	0.024	0.036
통계보호유형코드	-0.024	-0.022	-0.019	-0.024	1.000	0.189	0.130	-0.195	-0.221	0.033	0.589	0.159
통계 1000원 이상 건수	-0.132	-0.140	-0.133	-0.138	0.189	1.000	0.881	-0.186	-0.225	0.000	0.000	0.000
통계 1000원 이상 금액	-0.145	-0.148	-0.139	-0.149	0.130	0.881	1.000	-0.201	-0.238	0.000	0.036	0.000
통계 1000원 미만 건수	-0.014	-0.016	-0.018	-0.013	-0.195	-0.186	-0.201	1.000	0.925	0.042	0.000	0.000
통계 1000원 미만 금액	0.006	0.006	0.004	0.007	-0.221	-0.225	-0.238	0.925	1.000	0.002	0.166	0.000
통계소속구분	0.140	0.170	0.170	0.231	0.033	0.000	0.000	0.042	0.002	1.000	0.000	0.000
통계보호종별코드	0.015	0.012	0.008	0.024	0.589	0.000	0.036	0.000	0.166	0.000	1.000	0.157
통계정액행위구분	0.036	0.016	0.016	0.036	0.159	0.000	0.000	0.000	0.000	0.000	0.157	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

	통계년월	시도보호기호	시군구보호기호	행정동보호기호	통계지사코드	통계보호종별코드	통계보호유형코드	통계 1000원 이상 건수	통계 1000원 이상 금액	통계 1000원 미만 건수	통계 1000원 미만 금액
12910	2018-04	6290000	3600000	3600023	242	1	11	1	10	2	25460
79723	2017-03	6270000	3430000	3430023	222	2	21	3	660	1	7130
94101	2019-06	6110000	3210000	3210042	111	1	11	1	200	0	0
20948	2017-02	6440000	4520000	4520105	563	1	11	2	1940	1	2630
91731	2019-07	6280000	3540000	3540034	237	2	21	7	4300	1	4390
64664	2018-07	6410000	3860000	3860393	305	1	11	0	0	1	11470
34306	2018-06	6260000	3330000	3330031	212	1	11	3	2010	0	0
25428	2018-07	6480000	5350000	5350047	755	2	21	0	0	1	7580
37821	2018-08	6420000	4270000	4270026	408	2	21	0	0	1	34940
68643	2017-01	6410000	5530000	5530138	321	2	21	15	13630	0	0

	통계년월	시도보호기호	시군구보호기호	행정동보호기호	통계지사코드	통계보호종별코드	통계보호유형코드	통계 1000원 이상 건수	통계 1000원 이상 금액	통계 1000원 미만 건수	통계 1000원 미만 금액
7196	2018-09	6260000	3280000	3280034	202	1	11	2	2500	1	9730
71111	2017-01	6410000	3910000	3910068	307	1	11	10	10000	0	0
93739	2019-07	6470000	5090000	5090033	705	2	21	1	860	1	248110
22381	2017-02	6460000	4850000	4850039	667	2	21	1	60	0	0
45083	2017-08	6110000	3020000	3020040	125	1	11	0	0	1	24080
35741	2018-09	6410000	3830000	3850015	340	2	21	1	590	0	0
3110	2018-02	6410000	4050000	5630008	342	2	21	2	2150	3	10730
61926	2018-03	6480000	5670140	5670150	767	2	21	1	1170	0	0
22875	2017-02	6470000	5030000	5030027	719	1	11	6	6000	1	11700
79157	2017-11	6450000	4710000	4710090	605	2	21	2	100	1	2020

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample