gimi9 Pandas Profiling

Dataset statistics

Number of variables	19
Number of observations	48
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	8.1 KiB
Average record size in memory	172.8 B

Variable types

Text	1
Numeric	18

Dataset

Description	공무원 연령별(18세이상) 지역별(광역시, 도) 가입자 현황에 대한 데이터입니다. 18세 이상부터 시작되며 65세 이상까지의 데이터가 있습니다.
URL	https://www.data.go.kr/data/15054015/fileData.do

Alerts

`계` is highly overall correlated with `서울` and 16 other fields	High correlation
`서울` is highly overall correlated with `계` and 16 other fields	High correlation
`부산` is highly overall correlated with `계` and 16 other fields	High correlation
`대구` is highly overall correlated with `계` and 16 other fields	High correlation
`인천` is highly overall correlated with `계` and 16 other fields	High correlation
`광주` is highly overall correlated with `계` and 16 other fields	High correlation
`대전` is highly overall correlated with `계` and 16 other fields	High correlation
`세종` is highly overall correlated with `계` and 16 other fields	High correlation
`울산` is highly overall correlated with `계` and 16 other fields	High correlation
`경기` is highly overall correlated with `계` and 16 other fields	High correlation
`강원` is highly overall correlated with `계` and 16 other fields	High correlation
`충북` is highly overall correlated with `계` and 16 other fields	High correlation
`충남` is highly overall correlated with `계` and 16 other fields	High correlation
`경북` is highly overall correlated with `계` and 16 other fields	High correlation
`경남` is highly overall correlated with `계` and 16 other fields	High correlation
`전북` is highly overall correlated with `계` and 16 other fields	High correlation
`전남` is highly overall correlated with `계` and 16 other fields	High correlation
`제주` is highly overall correlated with `계` and 16 other fields	High correlation
`구분` has unique values	Unique
`계` has unique values	Unique
`서울` has unique values	Unique
`부산` has unique values	Unique
`광주` has unique values	Unique
`충북` has unique values	Unique
`경북` has unique values	Unique
`전남` has unique values	Unique
`인천` has 1 (2.1%) zeros	Zeros
`세종` has 1 (2.1%) zeros	Zeros
`울산` has 1 (2.1%) zeros	Zeros
`강원` has 1 (2.1%) zeros	Zeros
`경북` has 1 (2.1%) zeros	Zeros
`경남` has 1 (2.1%) zeros	Zeros
`전북` has 1 (2.1%) zeros	Zeros
`제주` has 1 (2.1%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 19:01:02.154138
Analysis finished	2023-12-12 19:01:52.703619
Duration	50.55 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

구분
Text

UNIQUE

Distinct	48
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	516.0 B

Length

Max length	5
Median length	3
Mean length	3.0833333
Min length	3

Characters and Unicode

Total characters	148
Distinct characters	13
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	48 ?
Unique (%)	100.0%

Sample

1st row	18세이상
2nd row	19세
3rd row	20세
4th row	21세
5th row	22세

Value	Count	Frequency (%)
18세이상	1	2.1%
19세	1	2.1%
53세	1	2.1%
44세	1	2.1%
45세	1	2.1%
46세	1	2.1%
47세	1	2.1%
48세	1	2.1%
49세	1	2.1%
50세	1	2.1%
Other values (38)	38	79.2%

Most occurring characters

Value	Count	Frequency (%)
세	48	32.4%
2	15	10.1%
3	15	10.1%
4	15	10.1%
5	15	10.1%
6	10	6.8%
1	7	4.7%
8	5	3.4%
9	5	3.4%
0	5	3.4%
Other values (3)	8	5.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	96	64.9%
Other Letter	52	35.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	15	15.6%
3	15	15.6%
4	15	15.6%
5	15	15.6%
6	10	10.4%
1	7	7.3%
8	5	5.2%
9	5	5.2%
0	5	5.2%
7	4	4.2%

Other Letter

Value	Count	Frequency (%)
세	48	92.3%
이	2	3.8%
상	2	3.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	96	64.9%
Hangul	52	35.1%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	15	15.6%
3	15	15.6%
4	15	15.6%
5	15	15.6%
6	10	10.4%
1	7	7.3%
8	5	5.2%
9	5	5.2%
0	5	5.2%
7	4	4.2%

Hangul

Value	Count	Frequency (%)
세	48	92.3%
이	2	3.8%
상	2	3.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	96	64.9%
Hangul	52	35.1%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
세	48	92.3%
이	2	3.8%
상	2	3.8%

ASCII

Value	Count	Frequency (%)
2	15	15.6%
3	15	15.6%
4	15	15.6%
5	15	15.6%
6	10	10.4%
1	7	7.3%
8	5	5.2%
9	5	5.2%
0	5	5.2%
7	4	4.2%

계
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	48
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26687.375

Minimum	15
Maximum	44190
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	15
5-th percentile	738.45
Q1	11739.75
median	34799.5
Q3	37867.5
95-th percentile	43060.9
Maximum	44190
Range	44175
Interquartile range (IQR)	26127.75

Descriptive statistics

Standard deviation	15536.131
Coefficient of variation (CV)	0.58215285
Kurtosis	-1.0632425
Mean	26687.375
Median Absolute Deviation (MAD)	5758.5
Skewness	-0.77326555
Sum	1280994
Variance	2.4137138 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
15	1	2.1%
43063	1	2.1%
38190	1	2.1%
36196	1	2.1%
35247	1	2.1%
38289	1	2.1%
38458	1	2.1%
37481	1	2.1%
39132	1	2.1%
37760	1	2.1%
Other values (38)	38	79.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
15	1	2.1%
528	1	2.1%
652	1	2.1%
899	1	2.1%
1005	1	2.1%
1079	1	2.1%
1301	1	2.1%
1645	1	2.1%
2288	1	2.1%
4647	1	2.1%

Value	Count	Frequency (%)
44190	1	2.1%
43953	1	2.1%
43063	1	2.1%
43057	1	2.1%
42465	1	2.1%
41606	1	2.1%
39132	1	2.1%
38458	1	2.1%
38368	1	2.1%
38359	1	2.1%

서울
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	48
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5029.5833

Minimum	1
Maximum	8179
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	1
5-th percentile	139.15
Q1	2096.25
median	6611.5
Q3	7364.25
95-th percentile	7972.85
Maximum	8179
Range	8178
Interquartile range (IQR)	5268

Descriptive statistics

Standard deviation	2959.8455
Coefficient of variation (CV)	0.58848721
Kurtosis	-1.1495118
Mean	5029.5833
Median Absolute Deviation (MAD)	1219
Skewness	-0.73530878
Sum	241420
Variance	8760685.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
1	1	2.1%
7829	1	2.1%
6801	1	2.1%
6661	1	2.1%
6630	1	2.1%
7400	1	2.1%
7720	1	2.1%
7607	1	2.1%
7832	1	2.1%
7555	1	2.1%
Other values (38)	38	79.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	2.1%
93	1	2.1%
122	1	2.1%
171	1	2.1%
205	1	2.1%
229	1	2.1%
328	1	2.1%
466	1	2.1%
621	1	2.1%
676	1	2.1%

Value	Count	Frequency (%)
8179	1	2.1%
8122	1	2.1%
7976	1	2.1%
7967	1	2.1%
7832	1	2.1%
7829	1	2.1%
7790	1	2.1%
7720	1	2.1%
7607	1	2.1%
7555	1	2.1%

부산
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	48
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1632.375

Minimum	1
Maximum	2815
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	1
5-th percentile	30.2
Q1	833.5
median	2123
Q3	2308
95-th percentile	2664.25
Maximum	2815
Range	2814
Interquartile range (IQR)	1474.5

Descriptive statistics

Standard deviation	946.90878
Coefficient of variation (CV)	0.58008042
Kurtosis	-1.0492136
Mean	1632.375
Median Absolute Deviation (MAD)	419.5
Skewness	-0.73536285
Sum	78354
Variance	896636.24
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
1	1	2.1%
2716	1	2.1%
2280	1	2.1%
2166	1	2.1%
2153	1	2.1%
2297	1	2.1%
2398	1	2.1%
2388	1	2.1%
2512	1	2.1%
2436	1	2.1%
Other values (38)	38	79.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	2.1%
19	1	2.1%
26	1	2.1%
38	1	2.1%
67	1	2.1%
69	1	2.1%
101	1	2.1%
114	1	2.1%
181	1	2.1%
334	1	2.1%

Value	Count	Frequency (%)
2815	1	2.1%
2716	1	2.1%
2666	1	2.1%
2661	1	2.1%
2610	1	2.1%
2512	1	2.1%
2461	1	2.1%
2455	1	2.1%
2436	1	2.1%
2398	1	2.1%

대구
Real number (ℝ)

HIGH CORRELATION

Distinct	47
Distinct (%)	97.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1337.6042

Minimum	1
Maximum	2498
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	1
5-th percentile	21.25
Q1	514.5
median	1685.5
Q3	1987.5
95-th percentile	2409.55
Maximum	2498
Range	2497
Interquartile range (IQR)	1473

Descriptive statistics

Standard deviation	835.87288
Coefficient of variation (CV)	0.62490302
Kurtosis	-1.2274253
Mean	1337.6042
Median Absolute Deviation (MAD)	399
Skewness	-0.54429905
Sum	64205
Variance	698683.48
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
16	2	4.2%
1	1	2.1%
2082	1	2.1%
1946	1	2.1%
2004	1	2.1%
2150	1	2.1%
2087	1	2.1%
2020	1	2.1%
2024	1	2.1%
1982	1	2.1%
Other values (37)	37	77.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	2.1%
16	2	4.2%
31	1	2.1%
46	1	2.1%
49	1	2.1%
62	1	2.1%
66	1	2.1%
104	1	2.1%
140	1	2.1%
229	1	2.1%

Value	Count	Frequency (%)
2498	1	2.1%
2496	1	2.1%
2482	1	2.1%
2275	1	2.1%
2150	1	2.1%
2116	1	2.1%
2087	1	2.1%
2082	1	2.1%
2024	1	2.1%
2020	1	2.1%

인천
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	47
Distinct (%)	97.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1341.7917

Minimum	0
Maximum	2439
Zeros	1
Zeros (%)	2.1%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	24.4
Q1	556.75
median	1673
Q3	1972.25
95-th percentile	2373.4
Maximum	2439
Range	2439
Interquartile range (IQR)	1415.5

Descriptive statistics

Standard deviation	823.15876
Coefficient of variation (CV)	0.61347732
Kurtosis	-1.1781076
Mean	1341.7917
Median Absolute Deviation (MAD)	441
Skewness	-0.55780607
Sum	64406
Variance	677590.34
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
1973	2	4.2%
0	1	2.1%
1438	1	2.1%
1947	1	2.1%
1882	1	2.1%
2020	1	2.1%
2000	1	2.1%
1850	1	2.1%
1972	1	2.1%
1867	1	2.1%
Other values (37)	37	77.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	2.1%
21	1	2.1%
23	1	2.1%
27	1	2.1%
29	1	2.1%
49	1	2.1%
52	1	2.1%
74	1	2.1%
82	1	2.1%
243	1	2.1%

Value	Count	Frequency (%)
2439	1	2.1%
2412	1	2.1%
2407	1	2.1%
2311	1	2.1%
2291	1	2.1%
2209	1	2.1%
2135	1	2.1%
2035	1	2.1%
2020	1	2.1%
2000	1	2.1%

광주
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	48
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	866.83333

Minimum	1
Maximum	1584
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	1
5-th percentile	34.35
Q1	316.25
median	1056
Q3	1299
95-th percentile	1508.9
Maximum	1584
Range	1583
Interquartile range (IQR)	982.75

Descriptive statistics

Standard deviation	533.15182
Coefficient of variation (CV)	0.6150569
Kurtosis	-1.2478071
Mean	866.83333
Median Absolute Deviation (MAD)	309.5
Skewness	-0.54122219
Sum	41608
Variance	284250.87
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
1	1	2.1%
1518	1	2.1%
1427	1	2.1%
1341	1	2.1%
1291	1	2.1%
1408	1	2.1%
1279	1	2.1%
1339	1	2.1%
1366	1	2.1%
1323	1	2.1%
Other values (38)	38	79.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	2.1%
23	1	2.1%
34	1	2.1%
35	1	2.1%
38	1	2.1%
52	1	2.1%
66	1	2.1%
68	1	2.1%
92	1	2.1%
98	1	2.1%

Value	Count	Frequency (%)
1584	1	2.1%
1547	1	2.1%
1518	1	2.1%
1492	1	2.1%
1427	1	2.1%
1408	1	2.1%
1403	1	2.1%
1366	1	2.1%
1341	1	2.1%
1339	1	2.1%

대전
Real number (ℝ)

HIGH CORRELATION

Distinct	47
Distinct (%)	97.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1102.7292

Minimum	2
Maximum	1964
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	2
5-th percentile	39.7
Q1	399.5
median	1352.5
Q3	1688
95-th percentile	1878.65
Maximum	1964
Range	1962
Interquartile range (IQR)	1288.5

Descriptive statistics

Standard deviation	686.44817
Coefficient of variation (CV)	0.62249934
Kurtosis	-1.2933742
Mean	1102.7292
Median Absolute Deviation (MAD)	438.5
Skewness	-0.53759419
Sum	52931
Variance	471211.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
1687	2	4.2%
2	1	2.1%
39	1	2.1%
1691	1	2.1%
1801	1	2.1%
1709	1	2.1%
1865	1	2.1%
1797	1	2.1%
1665	1	2.1%
1888	1	2.1%
Other values (37)	37	77.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	2.1%
36	1	2.1%
39	1	2.1%
41	1	2.1%
44	1	2.1%
55	1	2.1%
60	1	2.1%
66	1	2.1%
85	1	2.1%
117	1	2.1%

Value	Count	Frequency (%)
1964	1	2.1%
1888	1	2.1%
1886	1	2.1%
1865	1	2.1%
1853	1	2.1%
1823	1	2.1%
1801	1	2.1%
1797	1	2.1%
1785	1	2.1%
1747	1	2.1%

세종
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	47
Distinct (%)	97.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	677.77083

Minimum	0
Maximum	1434
Zeros	1
Zeros (%)	2.1%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	11.05
Q1	164.5
median	888
Q3	1040.25
95-th percentile	1341.8
Maximum	1434
Range	1434
Interquartile range (IQR)	875.75

Descriptive statistics

Standard deviation	470.01151
Coefficient of variation (CV)	0.69346671
Kurtosis	-1.4427393
Mean	677.77083
Median Absolute Deviation (MAD)	291
Skewness	-0.27553696
Sum	32533
Variance	220910.82
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
1089	2	4.2%
0	1	2.1%
10	1	2.1%
1170	1	2.1%
1125	1	2.1%
1031	1	2.1%
1027	1	2.1%
996	1	2.1%
1093	1	2.1%
965	1	2.1%
Other values (37)	37	77.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	2.1%
5	1	2.1%
10	1	2.1%
13	1	2.1%
15	1	2.1%
21	1	2.1%
24	1	2.1%
28	1	2.1%
36	1	2.1%
39	1	2.1%

Value	Count	Frequency (%)
1434	1	2.1%
1357	1	2.1%
1353	1	2.1%
1321	1	2.1%
1170	1	2.1%
1146	1	2.1%
1125	1	2.1%
1093	1	2.1%
1089	2	4.2%
1076	1	2.1%

울산
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	46
Distinct (%)	95.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	500

Minimum	0
Maximum	898
Zeros	1
Zeros (%)	2.1%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	4.35
Q1	227
median	640.5
Q3	735.5
95-th percentile	844
Maximum	898
Range	898
Interquartile range (IQR)	508.5

Descriptive statistics

Standard deviation	300.67067
Coefficient of variation (CV)	0.60134134
Kurtosis	-1.1063113
Mean	500
Median Absolute Deviation (MAD)	163.5
Skewness	-0.62962859
Sum	24000
Variance	90402.851
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
5	2	4.2%
659	2	4.2%
0	1	2.1%
531	1	2.1%
782	1	2.1%
729	1	2.1%
807	1	2.1%
831	1	2.1%
740	1	2.1%
753	1	2.1%
Other values (36)	36	75.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	2.1%
2	1	2.1%
4	1	2.1%
5	2	4.2%
11	1	2.1%
12	1	2.1%
21	1	2.1%
42	1	2.1%
103	1	2.1%
127	1	2.1%

Value	Count	Frequency (%)
898	1	2.1%
867	1	2.1%
851	1	2.1%
831	1	2.1%
816	1	2.1%
807	1	2.1%
801	1	2.1%
782	1	2.1%
755	1	2.1%
753	1	2.1%

경기
Real number (ℝ)

HIGH CORRELATION

Distinct	47
Distinct (%)	97.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5060.2708

Minimum	4
Maximum	8841
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	4
5-th percentile	78.75
Q1	2037
median	6449.5
Q3	7606.25
95-th percentile	8590.85
Maximum	8841
Range	8837
Interquartile range (IQR)	5569.25

Descriptive statistics

Standard deviation	3074.4291
Coefficient of variation (CV)	0.60756217
Kurtosis	-1.1850254
Mean	5060.2708
Median Absolute Deviation (MAD)	1783
Skewness	-0.61078695
Sum	242893
Variance	9452114.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
7154	2	4.2%
4	1	2.1%
7696	1	2.1%
7669	1	2.1%
7182	1	2.1%
7720	1	2.1%
7708	1	2.1%
7302	1	2.1%
6914	1	2.1%
6557	1	2.1%
Other values (37)	37	77.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	1	2.1%
55	1	2.1%
70	1	2.1%
95	1	2.1%
107	1	2.1%
138	1	2.1%
172	1	2.1%
289	1	2.1%
301	1	2.1%
1021	1	2.1%

Value	Count	Frequency (%)
8841	1	2.1%
8817	1	2.1%
8734	1	2.1%
8325	1	2.1%
8287	1	2.1%
8178	1	2.1%
8145	1	2.1%
7720	1	2.1%
7708	1	2.1%
7696	1	2.1%

강원
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	47
Distinct (%)	97.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1153.1875

Minimum	0
Maximum	1800
Zeros	1
Zeros (%)	2.1%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	27.45
Q1	497.5
median	1466
Q3	1658
95-th percentile	1759.3
Maximum	1800
Range	1800
Interquartile range (IQR)	1160.5

Descriptive statistics

Standard deviation	654.80781
Coefficient of variation (CV)	0.56782423
Kurtosis	-0.99738793
Mean	1153.1875
Median Absolute Deviation (MAD)	261.5
Skewness	-0.84346848
Sum	55353
Variance	428773.26
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
1534	2	4.2%
0	1	2.1%
1424	1	2.1%
1443	1	2.1%
1436	1	2.1%
1636	1	2.1%
1682	1	2.1%
1702	1	2.1%
1760	1	2.1%
1762	1	2.1%
Other values (37)	37	77.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	2.1%
22	1	2.1%
25	1	2.1%
32	1	2.1%
50	1	2.1%
65	1	2.1%
75	1	2.1%
96	1	2.1%
108	1	2.1%
233	1	2.1%

Value	Count	Frequency (%)
1800	1	2.1%
1762	1	2.1%
1760	1	2.1%
1758	1	2.1%
1754	1	2.1%
1753	1	2.1%
1733	1	2.1%
1722	1	2.1%
1712	1	2.1%
1702	1	2.1%

충북
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	48
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	953.5625

Minimum	3
Maximum	1628
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	3
5-th percentile	31.35
Q1	428.75
median	1177
Q3	1361.25
95-th percentile	1513.25
Maximum	1628
Range	1625
Interquartile range (IQR)	932.5

Descriptive statistics

Standard deviation	548.7788
Coefficient of variation (CV)	0.57550375
Kurtosis	-1.003193
Mean	953.5625
Median Absolute Deviation (MAD)	254
Skewness	-0.78573738
Sum	45771
Variance	301158.17
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
3	1	2.1%
1442	1	2.1%
1238	1	2.1%
1098	1	2.1%
1166	1	2.1%
1253	1	2.1%
1165	1	2.1%
1123	1	2.1%
1250	1	2.1%
1209	1	2.1%
Other values (38)	38	79.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	1	2.1%
22	1	2.1%
31	1	2.1%
32	1	2.1%
39	1	2.1%
51	1	2.1%
54	1	2.1%
62	1	2.1%
94	1	2.1%
159	1	2.1%

Value	Count	Frequency (%)
1628	1	2.1%
1553	1	2.1%
1522	1	2.1%
1497	1	2.1%
1496	1	2.1%
1493	1	2.1%
1462	1	2.1%
1442	1	2.1%
1420	1	2.1%
1387	1	2.1%

충남
Real number (ℝ)

HIGH CORRELATION

Distinct	47
Distinct (%)	97.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1181.1458

Minimum	1
Maximum	2166
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	1
5-th percentile	28.45
Q1	604
median	1385.5
Q3	1644.75
95-th percentile	1952.35
Maximum	2166
Range	2165
Interquartile range (IQR)	1040.75

Descriptive statistics

Standard deviation	679.31023
Coefficient of variation (CV)	0.57512816
Kurtosis	-0.90729484
Mean	1181.1458
Median Absolute Deviation (MAD)	408
Skewness	-0.73249946
Sum	56695
Variance	461462.38
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
1577	2	4.2%
1	1	2.1%
1306	1	2.1%
1404	1	2.1%
1284	1	2.1%
1301	1	2.1%
1361	1	2.1%
1331	1	2.1%
1599	1	2.1%
1504	1	2.1%
Other values (37)	37	77.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	2.1%
20	1	2.1%
26	1	2.1%
33	1	2.1%
34	1	2.1%
44	1	2.1%
52	1	2.1%
92	1	2.1%
106	1	2.1%
243	1	2.1%

Value	Count	Frequency (%)
2166	1	2.1%
1995	1	2.1%
1994	1	2.1%
1875	1	2.1%
1868	1	2.1%
1839	1	2.1%
1836	1	2.1%
1829	1	2.1%
1817	1	2.1%
1778	1	2.1%

경북
Real number (ℝ)

HIGH CORRELATION UNIQUE ZEROS

Distinct	48
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1371.2292

Minimum	0
Maximum	2273
Zeros	1
Zeros (%)	2.1%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	32.4
Q1	782.25
median	1679.5
Q3	1881.75
95-th percentile	2160.15
Maximum	2273
Range	2273
Interquartile range (IQR)	1099.5

Descriptive statistics

Standard deviation	757.8654
Coefficient of variation (CV)	0.55269055
Kurtosis	-0.76344604
Mean	1371.2292
Median Absolute Deviation (MAD)	307.5
Skewness	-0.90261762
Sum	65819
Variance	574359.97
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
0	1	2.1%
1965	1	2.1%
1576	1	2.1%
1549	1	2.1%
1442	1	2.1%
1604	1	2.1%
1620	1	2.1%
1687	1	2.1%
1874	1	2.1%
1796	1	2.1%
Other values (38)	38	79.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	2.1%
24	1	2.1%
31	1	2.1%
35	1	2.1%
37	1	2.1%
53	1	2.1%
55	1	2.1%
118	1	2.1%
133	1	2.1%
355	1	2.1%

Value	Count	Frequency (%)
2273	1	2.1%
2209	1	2.1%
2199	1	2.1%
2088	1	2.1%
2069	1	2.1%
2055	1	2.1%
2047	1	2.1%
2037	1	2.1%
2009	1	2.1%
1965	1	2.1%

경남
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	47
Distinct (%)	97.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1585.0208

Minimum	0
Maximum	2740
Zeros	1
Zeros (%)	2.1%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	24.45
Q1	790.5
median	2007
Q3	2198.5
95-th percentile	2653.5
Maximum	2740
Range	2740
Interquartile range (IQR)	1408

Descriptive statistics

Standard deviation	922.36972
Coefficient of variation (CV)	0.58192908
Kurtosis	-0.98955084
Mean	1585.0208
Median Absolute Deviation (MAD)	330
Skewness	-0.7577966
Sum	76081
Variance	850765.89
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
78	2	4.2%
0	1	2.1%
2292	1	2.1%
2198	1	2.1%
1994	1	2.1%
1947	1	2.1%
2008	1	2.1%
2006	1	2.1%
1974	1	2.1%
2134	1	2.1%
Other values (37)	37	77.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	2.1%
21	1	2.1%
22	1	2.1%
29	1	2.1%
33	1	2.1%
78	2	4.2%
79	1	2.1%
163	1	2.1%
245	1	2.1%
411	1	2.1%

Value	Count	Frequency (%)
2740	1	2.1%
2739	1	2.1%
2685	1	2.1%
2595	1	2.1%
2574	1	2.1%
2421	1	2.1%
2356	1	2.1%
2318	1	2.1%
2292	1	2.1%
2280	1	2.1%

전북
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	47
Distinct (%)	97.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1177.8125

Minimum	0
Maximum	1944
Zeros	1
Zeros (%)	2.1%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	40.35
Q1	578.25
median	1453.5
Q3	1658.75
95-th percentile	1841.25
Maximum	1944
Range	1944
Interquartile range (IQR)	1080.5

Descriptive statistics

Standard deviation	660.96318
Coefficient of variation (CV)	0.56117861
Kurtosis	-0.91724094
Mean	1177.8125
Median Absolute Deviation (MAD)	255.5
Skewness	-0.86813425
Sum	56535
Variance	436872.33
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
1764	2	4.2%
1656	1	2.1%
1451	1	2.1%
1538	1	2.1%
1514	1	2.1%
1381	1	2.1%
1614	1	2.1%
1587	1	2.1%
1595	1	2.1%
1763	1	2.1%
Other values (37)	37	77.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	2.1%
34	1	2.1%
40	1	2.1%
41	1	2.1%
48	1	2.1%
76	1	2.1%
81	1	2.1%
86	1	2.1%
146	1	2.1%
181	1	2.1%

Value	Count	Frequency (%)
1944	1	2.1%
1873	1	2.1%
1871	1	2.1%
1786	1	2.1%
1764	2	4.2%
1763	1	2.1%
1724	1	2.1%
1706	1	2.1%
1695	1	2.1%
1687	1	2.1%

전남
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	48
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1294.1042

Minimum	1
Maximum	2263
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	1
5-th percentile	31.75
Q1	714.5
median	1630.5
Q3	1759.25
95-th percentile	2070
Maximum	2263
Range	2262
Interquartile range (IQR)	1044.75

Descriptive statistics

Standard deviation	714.9303
Coefficient of variation (CV)	0.55245189
Kurtosis	-0.76025652
Mean	1294.1042
Median Absolute Deviation (MAD)	204.5
Skewness	-0.88543559
Sum	62117
Variance	511125.33
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
1	1	2.1%
1719	1	2.1%
1539	1	2.1%
1459	1	2.1%
1427	1	2.1%
1572	1	2.1%
1571	1	2.1%
1615	1	2.1%
1810	1	2.1%
1769	1	2.1%
Other values (38)	38	79.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	2.1%
29	1	2.1%
30	1	2.1%
35	1	2.1%
48	1	2.1%
49	1	2.1%
70	1	2.1%
99	1	2.1%
148	1	2.1%
318	1	2.1%

Value	Count	Frequency (%)
2263	1	2.1%
2159	1	2.1%
2119	1	2.1%
1979	1	2.1%
1931	1	2.1%
1917	1	2.1%
1847	1	2.1%
1836	1	2.1%
1826	1	2.1%
1810	1	2.1%

제주
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	46
Distinct (%)	95.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	422.35417

Minimum	0
Maximum	741
Zeros	1
Zeros (%)	2.1%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	7.85
Q1	223.75
median	521.5
Q3	588.25
95-th percentile	676.05
Maximum	741
Range	741
Interquartile range (IQR)	364.5

Descriptive statistics

Standard deviation	240.66031
Coefficient of variation (CV)	0.56980687
Kurtosis	-0.93115496
Mean	422.35417
Median Absolute Deviation (MAD)	93
Skewness	-0.79341099
Sum	20273
Variance	57917.383
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
589	2	4.2%
557	2	4.2%
0	1	2.1%
608	1	2.1%
507	1	2.1%
581	1	2.1%
505	1	2.1%
545	1	2.1%
547	1	2.1%
588	1	2.1%
Other values (36)	36	75.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	2.1%
1	1	2.1%
4	1	2.1%
15	1	2.1%
20	1	2.1%
21	1	2.1%
26	1	2.1%
33	1	2.1%
51	1	2.1%
87	1	2.1%

Value	Count	Frequency (%)
741	1	2.1%
735	1	2.1%
682	1	2.1%
665	1	2.1%
664	1	2.1%
629	1	2.1%
623	1	2.1%
621	1	2.1%
608	1	2.1%
605	1	2.1%

Phik (φk)
Auto

Heatmap
Table

	구분	계	서울	부산	대구	인천	광주	대전	세종	울산	경기	강원	충북	충남	경북	경남	전북	전남	제주
구분	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
계	1.000	1.000	0.980	0.954	0.955	0.984	0.943	0.947	0.913	0.979	0.983	0.967	0.900	0.900	0.922	0.939	0.970	0.974	0.976
서울	1.000	0.980	1.000	0.956	0.960	0.979	0.952	0.948	0.916	0.960	0.936	0.906	0.873	0.797	0.830	0.908	0.987	0.961	0.970
부산	1.000	0.954	0.956	1.000	0.982	0.917	0.975	0.964	0.895	0.946	0.943	0.912	0.823	0.830	0.858	0.904	0.967	0.954	0.974
대구	1.000	0.955	0.960	0.982	1.000	0.946	0.993	0.982	0.937	0.940	0.926	0.849	0.811	0.745	0.782	0.905	0.961	0.936	0.972
인천	1.000	0.984	0.979	0.917	0.946	1.000	0.931	0.941	0.918	0.942	0.973	0.914	0.911	0.855	0.868	0.922	0.960	0.945	0.945
광주	1.000	0.943	0.952	0.975	0.993	0.931	1.000	0.981	0.918	0.935	0.928	0.817	0.788	0.726	0.793	0.897	0.955	0.932	0.965
대전	1.000	0.947	0.948	0.964	0.982	0.941	0.981	1.000	0.896	0.937	0.932	0.851	0.842	0.764	0.768	0.903	0.944	0.936	0.949
세종	1.000	0.913	0.916	0.895	0.937	0.918	0.918	0.896	1.000	0.948	0.916	0.731	0.735	0.609	0.664	0.827	0.855	0.834	0.881
울산	1.000	0.979	0.960	0.946	0.940	0.942	0.935	0.937	0.948	1.000	0.969	0.907	0.872	0.875	0.889	0.854	0.940	0.956	0.955
경기	1.000	0.983	0.936	0.943	0.926	0.973	0.928	0.932	0.916	0.969	1.000	0.934	0.928	0.900	0.930	0.878	0.928	0.953	0.947
강원	1.000	0.967	0.906	0.912	0.849	0.914	0.817	0.851	0.731	0.907	0.934	1.000	0.902	0.910	0.980	0.881	0.910	0.897	0.906
충북	1.000	0.900	0.873	0.823	0.811	0.911	0.788	0.842	0.735	0.872	0.928	0.902	1.000	0.971	0.925	0.952	0.888	0.882	0.843
충남	1.000	0.900	0.797	0.830	0.745	0.855	0.726	0.764	0.609	0.875	0.900	0.910	0.971	1.000	0.937	0.900	0.837	0.947	0.880
경북	1.000	0.922	0.830	0.858	0.782	0.868	0.793	0.768	0.664	0.889	0.930	0.980	0.925	0.937	1.000	0.820	0.881	0.942	0.902
경남	1.000	0.939	0.908	0.904	0.905	0.922	0.897	0.903	0.827	0.854	0.878	0.881	0.952	0.900	0.820	1.000	0.907	0.873	0.901
전북	1.000	0.970	0.987	0.967	0.961	0.960	0.955	0.944	0.855	0.940	0.928	0.910	0.888	0.837	0.881	0.907	1.000	0.980	0.983
전남	1.000	0.974	0.961	0.954	0.936	0.945	0.932	0.936	0.834	0.956	0.953	0.897	0.882	0.947	0.942	0.873	0.980	1.000	0.978
제주	1.000	0.976	0.970	0.974	0.972	0.945	0.965	0.949	0.881	0.955	0.947	0.906	0.843	0.880	0.902	0.901	0.983	0.978	1.000

Heatmap
Table

	계	서울	부산	대구	인천	광주	대전	세종	울산	경기	강원	충북	충남	경북	경남	전북	전남	제주
계	1.000	0.983	0.924	0.919	0.969	0.897	0.927	0.950	0.941	0.949	0.942	0.893	0.817	0.843	0.922	0.878	0.787	0.942
서울	0.983	1.000	0.934	0.921	0.932	0.901	0.925	0.927	0.937	0.914	0.959	0.884	0.804	0.827	0.895	0.872	0.783	0.928
부산	0.924	0.934	1.000	0.963	0.877	0.929	0.954	0.878	0.906	0.850	0.922	0.810	0.712	0.785	0.864	0.894	0.733	0.861
대구	0.919	0.921	0.963	1.000	0.901	0.978	0.983	0.914	0.946	0.884	0.878	0.758	0.643	0.706	0.837	0.832	0.653	0.834
인천	0.969	0.932	0.877	0.901	1.000	0.893	0.918	0.983	0.952	0.988	0.863	0.858	0.781	0.794	0.911	0.815	0.723	0.899
광주	0.897	0.901	0.929	0.978	0.893	1.000	0.976	0.918	0.957	0.880	0.841	0.747	0.636	0.663	0.836	0.786	0.618	0.812
대전	0.927	0.925	0.954	0.983	0.918	0.976	1.000	0.933	0.959	0.894	0.882	0.765	0.652	0.694	0.837	0.814	0.643	0.832
세종	0.950	0.927	0.878	0.914	0.983	0.918	0.933	1.000	0.972	0.977	0.844	0.821	0.740	0.742	0.881	0.766	0.666	0.852
울산	0.941	0.937	0.906	0.946	0.952	0.957	0.959	0.972	1.000	0.950	0.855	0.791	0.698	0.698	0.847	0.768	0.638	0.836
경기	0.949	0.914	0.850	0.884	0.988	0.880	0.894	0.977	0.950	1.000	0.836	0.847	0.774	0.773	0.883	0.776	0.691	0.869
강원	0.942	0.959	0.922	0.878	0.863	0.841	0.882	0.844	0.855	0.836	1.000	0.883	0.827	0.868	0.876	0.908	0.846	0.928
충북	0.893	0.884	0.810	0.758	0.858	0.747	0.765	0.821	0.791	0.847	0.883	1.000	0.941	0.932	0.937	0.823	0.897	0.932
충남	0.817	0.804	0.712	0.643	0.781	0.636	0.652	0.740	0.698	0.774	0.827	0.941	1.000	0.944	0.886	0.800	0.938	0.875
경북	0.843	0.827	0.785	0.706	0.794	0.663	0.694	0.742	0.698	0.773	0.868	0.932	0.944	1.000	0.905	0.896	0.960	0.913
경남	0.922	0.895	0.864	0.837	0.911	0.836	0.837	0.881	0.847	0.883	0.876	0.937	0.886	0.905	1.000	0.868	0.847	0.944
전북	0.878	0.872	0.894	0.832	0.815	0.786	0.814	0.766	0.768	0.776	0.908	0.823	0.800	0.896	0.868	1.000	0.883	0.903
전남	0.787	0.783	0.733	0.653	0.723	0.618	0.643	0.666	0.638	0.691	0.846	0.897	0.938	0.960	0.847	0.883	1.000	0.884
제주	0.942	0.928	0.861	0.834	0.899	0.812	0.832	0.852	0.836	0.869	0.928	0.932	0.875	0.913	0.944	0.903	0.884	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

	구분	계	서울	부산	대구	인천	광주	대전	세종	울산	경기	강원	충북	충남	경북	경남	전북	전남	제주
0	18세이상	15	1	1	1	0	1	2	0	0	4	0	3	1	0	0	0	1	0
1	19세	528	93	19	16	29	23	39	10	4	95	22	22	20	31	21	34	49	1
2	20세	652	122	38	16	27	34	41	21	5	107	25	31	34	55	22	40	30	4
3	21세	899	171	26	31	52	38	44	28	11	138	50	39	52	53	33	48	70	15
4	22세	1645	328	69	49	74	52	55	36	21	289	96	54	106	133	78	86	99	20
5	23세	4647	676	334	140	243	98	117	73	103	1022	233	159	243	375	245	181	318	87
6	24세	9855	1473	616	351	451	233	278	174	230	2022	481	416	532	741	552	465	677	163
7	25세	16769	2684	991	616	773	412	523	294	397	3297	817	679	948	1210	989	824	1048	267
8	26세	23207	3855	1224	800	1089	566	728	498	470	4523	1127	1013	1426	1553	1406	1094	1478	357
9	27세	29626	5062	1549	1074	1382	710	990	608	517	5936	1335	1208	1778	1873	1877	1400	1836	491

	구분	계	서울	부산	대구	인천	광주	대전	세종	울산	경기	강원	충북	충남	경북	경남	전북	전남	제주
38	56세	29481	5458	2081	1683	1296	1053	1184	514	490	4564	1389	1099	1232	1778	1810	1658	1665	527
39	57세	28601	5332	1930	1511	1253	1005	1176	389	449	4562	1263	1107	1358	1717	1824	1533	1684	508
40	58세	25441	5009	1645	1315	1132	821	983	281	414	4143	1152	904	1322	1507	1479	1395	1486	453
41	59세	21467	4324	1434	1058	962	747	774	285	299	3377	891	727	962	1313	1379	1195	1329	411
42	60세	12368	2304	906	569	592	344	440	136	218	2042	503	433	628	796	870	616	727	244
43	61세	5793	1055	419	229	261	139	185	39	127	1021	299	187	288	355	411	307	369	102
44	62세	2288	466	181	104	82	92	85	15	42	301	108	94	92	118	163	146	148	51
45	63세	1079	229	114	66	21	66	60	13	5	70	75	62	33	37	78	81	48	21
46	64세	1005	205	101	62	23	68	66	5	2	55	65	51	44	35	79	76	35	33
47	65세이상	1301	621	67	46	49	35	36	24	12	172	32	32	26	24	29	41	29	26

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Letter

Most occurring scripts

Most frequent character per script

Common

Hangul

Most occurring blocks

Most frequent character per block

Hangul

ASCII

Interactions

Correlations

Missing values

Sample