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	172.7 B

Variable types

Categorical	1
Numeric	18

Dataset

Description	공무원이 근무하고 있는 지역(서울,부산, 대전,광주,울산,제주 등)별, 나이별(18세이상~65세이상) 공무원연금에 가입한 수 데이터
Author	공무원연금공단
URL	https://www.data.go.kr/data/15053032/fileData.do

Alerts

`계` is highly correlated with `서울` and 16 other fields	High correlation
`서울` is highly correlated with `계` and 16 other fields	High correlation
`부산` is highly correlated with `계` and 16 other fields	High correlation
`대구` is highly correlated with `계` and 15 other fields	High correlation
`인천` is highly correlated with `계` and 16 other fields	High correlation
`광주` is highly correlated with `계` and 15 other fields	High correlation
`대전` is highly correlated with `계` and 14 other fields	High correlation
`세종` is highly correlated with `계` and 12 other fields	High correlation
`울산` is highly correlated with `계` and 15 other fields	High correlation
`경기` is highly correlated with `계` and 16 other fields	High correlation
`강원` is highly correlated with `계` and 16 other fields	High correlation
`충북` is highly correlated with `계` and 16 other fields	High correlation
`충남` is highly correlated with `계` and 12 other fields	High correlation
`경북` is highly correlated with `계` and 15 other fields	High correlation
`경남` is highly correlated with `계` and 16 other fields	High correlation
`전북` is highly correlated with `계` and 15 other fields	High correlation
`전남` is highly correlated with `계` and 13 other fields	High correlation
`제주` is highly 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
`인천` has unique values	Unique
`세종` has unique values	Unique
`울산` has unique values	Unique
`경기` has unique values	Unique
`전북` has unique values	Unique
`부산` has 1 (2.1%) zeros	Zeros
`대구` has 1 (2.1%) zeros	Zeros
`인천` has 1 (2.1%) zeros	Zeros
`광주` has 1 (2.1%) zeros	Zeros
`대전` has 1 (2.1%) zeros	Zeros
`세종` has 1 (2.1%) zeros	Zeros
`울산` has 1 (2.1%) zeros	Zeros
`충남` 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	2022-11-19 09:46:50.470193
Analysis finished	2022-11-19 09:47:32.073798
Duration	41.6 seconds
Software version	pandas-profiling v3.2.0
Download configuration	config.json

구분
Categorical

UNIQUE

Distinct	48
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	512.0 B

18세이상	1
19세	1
29세	1
20세	1
21세	1
Other values (43)	43

Length

Max length	5
Median length	3
Mean length	3.083333333
Min length	3

Unique

Unique	48 ?
Unique (%)	100.0%

Sample

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

Common Values

Value	Count	Frequency (%)
18세이상	1	2.1%
19세	1	2.1%
29세	1	2.1%
20세	1	2.1%
21세	1	2.1%
22세	1	2.1%
23세	1	2.1%
24세	1	2.1%
25세	1	2.1%
26세	1	2.1%
Other values (38)	38	79.2%

Length

Histogram of lengths of the category

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%

계
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	48
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26279.60417

Minimum	33
Maximum	43870
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	560.0 B

Quantile statistics

Minimum	33
5-th percentile	792.1
Q1	12069.75
median	33734
Q3	37812.25
95-th percentile	42701.4
Maximum	43870
Range	43837
Interquartile range (IQR)	25742.5

Descriptive statistics

Standard deviation	15192.88691
Coefficient of variation (CV)	0.5781246482
Kurtosis	-1.020241763
Mean	26279.60417
Median Absolute Deviation (MAD)	5142.5
Skewness	-0.7898024613
Sum	1261421
Variance	230823812.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
33	1	2.1%
43581	1	2.1%
692	1	2.1%
978	1	2.1%
1544	1	2.1%
5037	1	2.1%
10443	1	2.1%
16708	1	2.1%
23694	1	2.1%
30038	1	2.1%
Other values (38)	38	79.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
33	1	2.1%
471	1	2.1%
692	1	2.1%
978	1	2.1%
1000	1	2.1%
1026	1	2.1%
1104	1	2.1%
1544	1	2.1%
2248	1	2.1%
5037	1	2.1%

Value	Count	Frequency (%)
43870	1	2.1%
43581	1	2.1%
42798	1	2.1%
42522	1	2.1%
39959	1	2.1%
39318	1	2.1%
38435	1	2.1%
38324	1	2.1%
38138	1	2.1%
38131	1	2.1%

서울
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	48
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4981.145833

Minimum	19
Maximum	8144
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	560.0 B

Quantile statistics

Minimum	19
5-th percentile	166
Q1	2283.75
median	6438
Q3	7309
95-th percentile	7893.85
Maximum	8144
Range	8125
Interquartile range (IQR)	5025.25

Descriptive statistics

Standard deviation	2895.577104
Coefficient of variation (CV)	0.5813074343
Kurtosis	-1.085826647
Mean	4981.145833
Median Absolute Deviation (MAD)	1189.5
Skewness	-0.7625534789
Sum	239095
Variance	8384366.766
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
19	1	2.1%
7911	1	2.1%
145	1	2.1%
221	1	2.1%
338	1	2.1%
773	1	2.1%
1656	1	2.1%
2688	1	2.1%
3984	1	2.1%
5388	1	2.1%
Other values (38)	38	79.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
19	1	2.1%
84	1	2.1%
145	1	2.1%
205	1	2.1%
221	1	2.1%
236	1	2.1%
338	1	2.1%
439	1	2.1%
518	1	2.1%
773	1	2.1%

Value	Count	Frequency (%)
8144	1	2.1%
8129	1	2.1%
7911	1	2.1%
7862	1	2.1%
7785	1	2.1%
7754	1	2.1%
7664	1	2.1%
7591	1	2.1%
7474	1	2.1%
7461	1	2.1%

부산
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE
ZEROS

Distinct	48
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1607.583333

Minimum	0
Maximum	2777
Zeros	1
Zeros (%)	2.1%
Negative	0
Negative (%)	0.0%
Memory size	560.0 B

Quantile statistics

Minimum	0
5-th percentile	26.45
Q1	811.75
median	2057
Q3	2272
95-th percentile	2674.8
Maximum	2777
Range	2777
Interquartile range (IQR)	1460.25

Descriptive statistics

Standard deviation	935.981129
Coefficient of variation (CV)	0.5822286842
Kurtosis	-1.050500172
Mean	1607.583333
Median Absolute Deviation (MAD)	409.5
Skewness	-0.7167452232
Sum	77164
Variance	876060.6738
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
0	1	2.1%
2777	1	2.1%
21	1	2.1%
31	1	2.1%
72	1	2.1%
325	1	2.1%
634	1	2.1%
892	1	2.1%
1211	1	2.1%
1396	1	2.1%
Other values (38)	38	79.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	2.1%
21	1	2.1%
24	1	2.1%
31	1	2.1%
50	1	2.1%
72	1	2.1%
103	1	2.1%
113	1	2.1%
200	1	2.1%
325	1	2.1%

Value	Count	Frequency (%)
2777	1	2.1%
2699	1	2.1%
2693	1	2.1%
2641	1	2.1%
2617	1	2.1%
2495	1	2.1%
2438	1	2.1%
2436	1	2.1%
2419	1	2.1%
2400	1	2.1%

대구
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	47
Distinct (%)	97.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1332.479167

Minimum	0
Maximum	2483
Zeros	1
Zeros (%)	2.1%
Negative	0
Negative (%)	0.0%
Memory size	560.0 B

Quantile statistics

Minimum	0
5-th percentile	22.8
Q1	516.25
median	1653.5
Q3	1983.5
95-th percentile	2388.1
Maximum	2483
Range	2483
Interquartile range (IQR)	1467.25

Descriptive statistics

Standard deviation	826.3341756
Coefficient of variation (CV)	0.620147914
Kurtosis	-1.196773568
Mean	1332.479167
Median Absolute Deviation (MAD)	447
Skewness	-0.5418256362
Sum	63959
Variance	682828.1698
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
1649	2	4.2%
0	1	2.1%
2477	1	2.1%
20	1	2.1%
28	1	2.1%
51	1	2.1%
184	1	2.1%
397	1	2.1%
556	1	2.1%
846	1	2.1%
Other values (37)	37	77.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	2.1%
15	1	2.1%
20	1	2.1%
28	1	2.1%
42	1	2.1%
51	1	2.1%
59	1	2.1%
66	1	2.1%
116	1	2.1%
184	1	2.1%

Value	Count	Frequency (%)
2483	1	2.1%
2477	1	2.1%
2470	1	2.1%
2236	1	2.1%
2153	1	2.1%
2149	1	2.1%
2084	1	2.1%
2064	1	2.1%
2056	1	2.1%
2052	1	2.1%

인천
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE
ZEROS

Distinct	48
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1319.645833

Minimum	0
Maximum	2425
Zeros	1
Zeros (%)	2.1%
Negative	0
Negative (%)	0.0%
Memory size	560.0 B

Quantile statistics

Minimum	0
5-th percentile	23.35
Q1	511.25
median	1632
Q3	1916.25
95-th percentile	2366.6
Maximum	2425
Range	2425
Interquartile range (IQR)	1405

Descriptive statistics

Standard deviation	805.9119716
Coefficient of variation (CV)	0.610703229
Kurtosis	-1.133852374
Mean	1319.645833
Median Absolute Deviation (MAD)	403.5
Skewness	-0.5624730578
Sum	63343
Variance	649494.1059
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
0	1	2.1%
2411	1	2.1%
49	1	2.1%
38	1	2.1%
68	1	2.1%
239	1	2.1%
479	1	2.1%
809	1	2.1%
1139	1	2.1%
1572	1	2.1%
Other values (38)	38	79.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	2.1%
21	1	2.1%
23	1	2.1%
24	1	2.1%
35	1	2.1%
38	1	2.1%
49	1	2.1%
68	1	2.1%
88	1	2.1%
239	1	2.1%

Value	Count	Frequency (%)
2425	1	2.1%
2411	1	2.1%
2410	1	2.1%
2286	1	2.1%
2178	1	2.1%
2114	1	2.1%
2040	1	2.1%
2031	1	2.1%
2009	1	2.1%
1997	1	2.1%

광주
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	47
Distinct (%)	97.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	855.9583333

Minimum	0
Maximum	1562
Zeros	1
Zeros (%)	2.1%
Negative	0
Negative (%)	0.0%
Memory size	560.0 B

Quantile statistics

Minimum	0
5-th percentile	32.4
Q1	326.75
median	1028.5
Q3	1295.75
95-th percentile	1486
Maximum	1562
Range	1562
Interquartile range (IQR)	969

Descriptive statistics

Standard deviation	526.9454313
Coefficient of variation (CV)	0.6156204231
Kurtosis	-1.25439208
Mean	855.9583333
Median Absolute Deviation (MAD)	327
Skewness	-0.5223566665
Sum	41086
Variance	277671.4876
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
1014	2	4.2%
0	1	2.1%
1562	1	2.1%
35	1	2.1%
40	1	2.1%
45	1	2.1%
115	1	2.1%
245	1	2.1%
382	1	2.1%
571	1	2.1%
Other values (37)	37	77.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	2.1%
30	1	2.1%
31	1	2.1%
35	1	2.1%
40	1	2.1%
45	1	2.1%
54	1	2.1%
70	1	2.1%
84	1	2.1%
115	1	2.1%

Value	Count	Frequency (%)
1562	1	2.1%
1527	1	2.1%
1493	1	2.1%
1473	1	2.1%
1416	1	2.1%
1400	1	2.1%
1364	1	2.1%
1359	1	2.1%
1354	1	2.1%
1340	1	2.1%

대전
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	45
Distinct (%)	93.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1088.958333

Minimum	0
Maximum	1961
Zeros	1
Zeros (%)	2.1%
Negative	0
Negative (%)	0.0%
Memory size	560.0 B

Quantile statistics

Minimum	0
5-th percentile	38.7
Q1	419.25
median	1310
Q3	1695
95-th percentile	1880.55
Maximum	1961
Range	1961
Interquartile range (IQR)	1275.75

Descriptive statistics

Standard deviation	680.6812594
Coefficient of variation (CV)	0.6250755778
Kurtosis	-1.273617931
Mean	1088.958333
Median Absolute Deviation (MAD)	467.5
Skewness	-0.4942499216
Sum	52270
Variance	463326.977
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
1690	2	4.2%
1820	2	4.2%
40	2	4.2%
47	1	2.1%
1089	1	2.1%
1392	1	2.1%
38	1	2.1%
53	1	2.1%
124	1	2.1%
300	1	2.1%
Other values (35)	35	72.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	2.1%
31	1	2.1%
38	1	2.1%
40	2	4.2%
47	1	2.1%
53	1	2.1%
66	1	2.1%
97	1	2.1%
124	1	2.1%
182	1	2.1%

Value	Count	Frequency (%)
1961	1	2.1%
1907	1	2.1%
1897	1	2.1%
1850	1	2.1%
1821	1	2.1%
1820	2	4.2%
1810	1	2.1%
1791	1	2.1%
1764	1	2.1%
1727	1	2.1%

세종
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE
ZEROS

Distinct	48
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	672.3125

Minimum	0
Maximum	1427
Zeros	1
Zeros (%)	2.1%
Negative	0
Negative (%)	0.0%
Memory size	560.0 B

Quantile statistics

Minimum	0
5-th percentile	9.85
Q1	157.75
median	884
Q3	1046.5
95-th percentile	1317.4
Maximum	1427
Range	1427
Interquartile range (IQR)	888.75

Descriptive statistics

Standard deviation	467.2104704
Coefficient of variation (CV)	0.6949305128
Kurtosis	-1.44885455
Mean	672.3125
Median Absolute Deviation (MAD)	297
Skewness	-0.2619312222
Sum	32271
Variance	218285.6237
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
0	1	2.1%
1427	1	2.1%
19	1	2.1%
30	1	2.1%
21	1	2.1%
91	1	2.1%
169	1	2.1%
347	1	2.1%
457	1	2.1%
728	1	2.1%
Other values (38)	38	79.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	2.1%
4	1	2.1%
6	1	2.1%
17	1	2.1%
19	1	2.1%
20	1	2.1%
21	1	2.1%
23	1	2.1%
30	1	2.1%
41	1	2.1%

Value	Count	Frequency (%)
1427	1	2.1%
1336	1	2.1%
1330	1	2.1%
1294	1	2.1%
1179	1	2.1%
1154	1	2.1%
1141	1	2.1%
1138	1	2.1%
1125	1	2.1%
1081	1	2.1%

울산
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE
ZEROS

Distinct	48
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	488.1875

Minimum	0
Maximum	897
Zeros	1
Zeros (%)	2.1%
Negative	0
Negative (%)	0.0%
Memory size	560.0 B

Quantile statistics

Minimum	0
5-th percentile	5.05
Q1	252.5
median	583
Q3	728.5
95-th percentile	843
Maximum	897
Range	897
Interquartile range (IQR)	476

Descriptive statistics

Standard deviation	296.5434672
Coefficient of variation (CV)	0.6074376488
Kurtosis	-1.113681677
Mean	488.1875
Median Absolute Deviation (MAD)	187.5
Skewness	-0.557535598
Sum	23433
Variance	87938.02793
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
0	1	2.1%
863	1	2.1%
11	1	2.1%
9	1	2.1%
15	1	2.1%
132	1	2.1%
267	1	2.1%
364	1	2.1%
409	1	2.1%
461	1	2.1%
Other values (38)	38	79.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	2.1%
1	1	2.1%
4	1	2.1%
7	1	2.1%
8	1	2.1%
9	1	2.1%
11	1	2.1%
15	1	2.1%
31	1	2.1%
111	1	2.1%

Value	Count	Frequency (%)
897	1	2.1%
863	1	2.1%
850	1	2.1%
830	1	2.1%
815	1	2.1%
804	1	2.1%
799	1	2.1%
776	1	2.1%
765	1	2.1%
745	1	2.1%

경기
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	48
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4949.875

Minimum	6
Maximum	8791
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	560.0 B

Quantile statistics

Minimum	6
5-th percentile	69.45
Q1	2046.5
median	6252
Q3	7261
95-th percentile	8529.1
Maximum	8791
Range	8785
Interquartile range (IQR)	5214.5

Descriptive statistics

Standard deviation	2998.00339
Coefficient of variation (CV)	0.6056725452
Kurtosis	-1.138365245
Mean	4949.875
Median Absolute Deviation (MAD)	1487
Skewness	-0.6134766916
Sum	237594
Variance	8988024.324
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
6	1	2.1%
8766	1	2.1%
103	1	2.1%
155	1	2.1%
261	1	2.1%
1003	1	2.1%
2084	1	2.1%
3329	1	2.1%
4817	1	2.1%
6222	1	2.1%
Other values (38)	38	79.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6	1	2.1%
54	1	2.1%
67	1	2.1%
74	1	2.1%
103	1	2.1%
155	1	2.1%
156	1	2.1%
261	1	2.1%
272	1	2.1%
967	1	2.1%

Value	Count	Frequency (%)
8791	1	2.1%
8766	1	2.1%
8716	1	2.1%
8182	1	2.1%
8172	1	2.1%
7829	1	2.1%
7729	1	2.1%
7652	1	2.1%
7638	1	2.1%
7610	1	2.1%

강원
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	46
Distinct (%)	95.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1138.125

Minimum	3
Maximum	1810
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	560.0 B

Quantile statistics

Minimum	3
5-th percentile	29.25
Q1	591.75
median	1444
Q3	1635.5
95-th percentile	1745.7
Maximum	1810
Range	1807
Interquartile range (IQR)	1043.75

Descriptive statistics

Standard deviation	638.1494731
Coefficient of variation (CV)	0.5607024475
Kurtosis	-0.9356286251
Mean	1138.125
Median Absolute Deviation (MAD)	247
Skewness	-0.8547964591
Sum	54630
Variance	407234.75
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
1452	2	4.2%
1500	2	4.2%
24	1	2.1%
1677	1	2.1%
20	1	2.1%
1680	1	2.1%
39	1	2.1%
57	1	2.1%
98	1	2.1%
263	1	2.1%
Other values (36)	36	75.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	1	2.1%
20	1	2.1%
24	1	2.1%
39	1	2.1%
57	1	2.1%
63	1	2.1%
66	1	2.1%
98	1	2.1%
143	1	2.1%
256	1	2.1%

Value	Count	Frequency (%)
1810	1	2.1%
1775	1	2.1%
1752	1	2.1%
1734	1	2.1%
1731	1	2.1%
1712	1	2.1%
1699	1	2.1%
1683	1	2.1%
1680	1	2.1%
1677	1	2.1%

충북
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	46
Distinct (%)	95.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	948.5416667

Minimum	2
Maximum	1557
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	560.0 B

Quantile statistics

Minimum	2
5-th percentile	24.05
Q1	425
median	1178.5
Q3	1361
95-th percentile	1484.45
Maximum	1557
Range	1555
Interquartile range (IQR)	936

Descriptive statistics

Standard deviation	539.2559081
Coefficient of variation (CV)	0.5685105115
Kurtosis	-0.9539553443
Mean	948.5416667
Median Absolute Deviation (MAD)	221
Skewness	-0.8356299788
Sum	45530
Variance	290796.9344
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
52	2	4.2%
1361	2	4.2%
26	1	2.1%
1503	1	2.1%
23	1	2.1%
1447	1	2.1%
22	1	2.1%
34	1	2.1%
213	1	2.1%
434	1	2.1%
Other values (36)	36	75.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	2.1%
22	1	2.1%
23	1	2.1%
26	1	2.1%
34	1	2.1%
52	2	4.2%
66	1	2.1%
93	1	2.1%
187	1	2.1%
213	1	2.1%

Value	Count	Frequency (%)
1557	1	2.1%
1533	1	2.1%
1503	1	2.1%
1450	1	2.1%
1447	1	2.1%
1442	1	2.1%
1440	1	2.1%
1406	1	2.1%
1393	1	2.1%
1384	1	2.1%

충남
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	45
Distinct (%)	93.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1153.895833

Minimum	0
Maximum	1995
Zeros	1
Zeros (%)	2.1%
Negative	0
Negative (%)	0.0%
Memory size	560.0 B

Quantile statistics

Minimum	0
5-th percentile	27.8
Q1	607.25
median	1407
Q3	1605.75
95-th percentile	1817.9
Maximum	1995
Range	1995
Interquartile range (IQR)	998.5

Descriptive statistics

Standard deviation	650.7817636
Coefficient of variation (CV)	0.563986579
Kurtosis	-0.8318717801
Mean	1153.895833
Median Absolute Deviation (MAD)	241
Skewness	-0.8540839966
Sum	55387
Variance	423516.9038
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
33	2	4.2%
1538	2	4.2%
1605	2	4.2%
25	1	2.1%
1625	1	2.1%
1556	1	2.1%
23	1	2.1%
54	1	2.1%
74	1	2.1%
265	1	2.1%
Other values (35)	35	72.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	2.1%
23	1	2.1%
25	1	2.1%
33	2	4.2%
44	1	2.1%
54	1	2.1%
72	1	2.1%
74	1	2.1%
256	1	2.1%
265	1	2.1%

Value	Count	Frequency (%)
1995	1	2.1%
1864	1	2.1%
1820	1	2.1%
1814	1	2.1%
1813	1	2.1%
1764	1	2.1%
1763	1	2.1%
1754	1	2.1%
1650	1	2.1%
1643	1	2.1%

경북
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	47
Distinct (%)	97.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1344.770833

Minimum	2
Maximum	2127
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	560.0 B

Quantile statistics

Minimum	2
5-th percentile	30.7
Q1	765.5
median	1646
Q3	1864
95-th percentile	2044.95
Maximum	2127
Range	2125
Interquartile range (IQR)	1098.5

Descriptive statistics

Standard deviation	738.1634553
Coefficient of variation (CV)	0.5489139391
Kurtosis	-0.7266332668
Mean	1344.770833
Median Absolute Deviation (MAD)	255.5
Skewness	-0.9567645729
Sum	64549
Variance	544885.2868
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
36	2	4.2%
1952	1	2.1%
2046	1	2.1%
30	1	2.1%
88	1	2.1%
130	1	2.1%
412	1	2.1%
761	1	2.1%
1180	1	2.1%
1526	1	2.1%
Other values (37)	37	77.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	2.1%
9	1	2.1%
30	1	2.1%
32	1	2.1%
36	2	4.2%
88	1	2.1%
91	1	2.1%
130	1	2.1%
304	1	2.1%
412	1	2.1%

Value	Count	Frequency (%)
2127	1	2.1%
2089	1	2.1%
2046	1	2.1%
2043	1	2.1%
2039	1	2.1%
2016	1	2.1%
2006	1	2.1%
1973	1	2.1%
1952	1	2.1%
1908	1	2.1%

경남
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	47
Distinct (%)	97.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1560.208333

Minimum	0
Maximum	2738
Zeros	1
Zeros (%)	2.1%
Negative	0
Negative (%)	0.0%
Memory size	560.0 B

Quantile statistics

Minimum	0
5-th percentile	29.55
Q1	793.25
median	1985
Q3	2145
95-th percentile	2621.95
Maximum	2738
Range	2738
Interquartile range (IQR)	1351.75

Descriptive statistics

Standard deviation	898.2458783
Coefficient of variation (CV)	0.575721754
Kurtosis	-0.9264069562
Mean	1560.208333
Median Absolute Deviation (MAD)	334.5
Skewness	-0.7799048949
Sum	74890
Variance	806845.6578
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
1991	2	4.2%
0	1	2.1%
2738	1	2.1%
25	1	2.1%
38	1	2.1%
81	1	2.1%
265	1	2.1%
605	1	2.1%
1032	1	2.1%
1497	1	2.1%
Other values (37)	37	77.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	2.1%
11	1	2.1%
25	1	2.1%
38	1	2.1%
40	1	2.1%
68	1	2.1%
80	1	2.1%
81	1	2.1%
166	1	2.1%
265	1	2.1%

Value	Count	Frequency (%)
2738	1	2.1%
2719	1	2.1%
2651	1	2.1%
2568	1	2.1%
2429	1	2.1%
2333	1	2.1%
2306	1	2.1%
2275	1	2.1%
2229	1	2.1%
2203	1	2.1%

전북
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE
ZEROS

Distinct	48
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1159.895833

Minimum	0
Maximum	1958
Zeros	1
Zeros (%)	2.1%
Negative	0
Negative (%)	0.0%
Memory size	560.0 B

Quantile statistics

Minimum	0
5-th percentile	36.75
Q1	693.25
median	1423
Q3	1618.5
95-th percentile	1768.95
Maximum	1958
Range	1958
Interquartile range (IQR)	925.25

Descriptive statistics

Standard deviation	644.1349548
Coefficient of variation (CV)	0.5553386229
Kurtosis	-0.8469070305
Mean	1159.895833
Median Absolute Deviation (MAD)	260.5
Skewness	-0.8851330487
Sum	55675
Variance	414909.84
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
0	1	2.1%
1667	1	2.1%
40	1	2.1%
52	1	2.1%
68	1	2.1%
205	1	2.1%
532	1	2.1%
747	1	2.1%
1113	1	2.1%
1425	1	2.1%
Other values (38)	38	79.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	2.1%
33	1	2.1%
35	1	2.1%
40	1	2.1%
52	1	2.1%
65	1	2.1%
68	1	2.1%
71	1	2.1%
158	1	2.1%
205	1	2.1%

Value	Count	Frequency (%)
1958	1	2.1%
1824	1	2.1%
1770	1	2.1%
1767	1	2.1%
1765	1	2.1%
1734	1	2.1%
1733	1	2.1%
1730	1	2.1%
1700	1	2.1%
1667	1	2.1%

전남
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	46
Distinct (%)	95.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1263.479167

Minimum	1
Maximum	2068
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	560.0 B

Quantile statistics

Minimum	1
5-th percentile	27.9
Q1	744
median	1608
Q3	1743.5
95-th percentile	1953.25
Maximum	2068
Range	2067
Interquartile range (IQR)	999.5

Descriptive statistics

Standard deviation	689.6950294
Coefficient of variation (CV)	0.5458697283
Kurtosis	-0.7155560837
Mean	1263.479167
Median Absolute Deviation (MAD)	191
Skewness	-0.9585556006
Sum	60647
Variance	475679.2336
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
23	2	4.2%
1611	2	4.2%
37	1	2.1%
1802	1	2.1%
1632	1	2.1%
2068	1	2.1%
49	1	2.1%
58	1	2.1%
94	1	2.1%
352	1	2.1%
Other values (36)	36	75.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	2.1%
23	2	4.2%
37	1	2.1%
39	1	2.1%
49	1	2.1%
58	1	2.1%
94	1	2.1%
137	1	2.1%
352	1	2.1%
386	1	2.1%

Value	Count	Frequency (%)
2068	1	2.1%
2048	1	2.1%
2004	1	2.1%
1859	1	2.1%
1851	1	2.1%
1820	1	2.1%
1807	1	2.1%
1802	1	2.1%
1773	1	2.1%
1759	1	2.1%

제주
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	44
Distinct (%)	91.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	414.5416667

Minimum	0
Maximum	697
Zeros	1
Zeros (%)	2.1%
Negative	0
Negative (%)	0.0%
Memory size	560.0 B

Quantile statistics

Minimum	0
5-th percentile	7.8
Q1	197.25
median	521
Q3	585.25
95-th percentile	656.65
Maximum	697
Range	697
Interquartile range (IQR)	388

Descriptive statistics

Standard deviation	235.0860375
Coefficient of variation (CV)	0.5670986934
Kurtosis	-0.9410294482
Mean	414.5416667
Median Absolute Deviation (MAD)	75
Skewness	-0.8370571405
Sum	19898
Variance	55265.44504
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
551	3	6.2%
599	2	4.2%
548	2	4.2%
19	1	2.1%
586	1	2.1%
642	1	2.1%
13	1	2.1%
5	1	2.1%
23	1	2.1%
76	1	2.1%
Other values (34)	34	70.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	2.1%
2	1	2.1%
5	1	2.1%
13	1	2.1%
19	1	2.1%
23	1	2.1%
32	1	2.1%
37	1	2.1%
41	1	2.1%
76	1	2.1%

Value	Count	Frequency (%)
697	1	2.1%
696	1	2.1%
664	1	2.1%
643	1	2.1%
642	1	2.1%
625	1	2.1%
599	2	4.2%
593	1	2.1%
591	1	2.1%
588	1	2.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

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

	구분	계	서울	부산	대구	인천	광주	대전	세종	울산	경기	강원	충북	충남	경북	경남	전북	전남	제주
0	18세이상	33	19	0	0	0	0	0	0	0	6	3	2	0	2	0	0	1	0
1	19세	471	84	24	15	21	30	31	17	4	74	20	23	23	36	11	33	23	2
2	20세	692	145	21	20	49	35	38	19	11	103	39	22	33	30	25	40	49	13
3	21세	978	221	31	28	38	40	40	30	9	155	57	34	54	88	38	52	58	5
4	22세	1544	338	72	51	68	45	53	21	15	261	98	52	74	130	81	68	94	23
5	23세	5037	773	325	184	239	115	124	91	132	1003	263	213	265	412	265	205	352	76
6	24세	10443	1656	634	397	479	245	300	169	267	2084	507	434	578	761	605	532	636	159
7	25세	16708	2688	892	556	809	382	487	347	364	3329	821	748	1039	1180	1032	747	1028	259
8	26세	23694	3984	1211	846	1139	571	761	457	409	4817	1071	1014	1467	1526	1497	1113	1420	391
9	27세	30038	5388	1396	1151	1572	758	960	728	461	6222	1317	1133	1625	1830	1917	1425	1611	544

Last rows

	구분	계	서울	부산	대구	인천	광주	대전	세종	울산	경기	강원	충북	충남	경북	경남	전북	전남	제주
38	56세	30467	5701	2076	1649	1312	1043	1244	474	488	4847	1333	1212	1476	1810	1914	1589	1773	526
39	57세	27699	5426	1824	1430	1245	882	1080	349	441	4532	1283	1012	1427	1627	1591	1465	1606	479
40	58세	24019	4760	1615	1190	1083	821	860	302	330	3874	1051	848	1063	1486	1549	1283	1455	449
41	59세	23865	4920	1608	1183	1068	700	962	282	368	3749	1027	850	1168	1445	1457	1296	1372	410
42	60세	12612	2493	871	648	522	354	459	124	209	1934	620	398	617	767	856	750	780	210
43	61세	5582	1002	399	226	269	155	182	41	111	967	256	187	256	304	407	326	386	108
44	62세	2248	439	200	116	88	84	97	20	31	272	143	93	72	91	166	158	137	41
45	63세	1026	205	103	66	24	70	66	4	1	67	66	52	44	36	80	71	39	32
46	64세	1000	236	113	59	23	54	47	6	7	54	63	66	33	32	68	65	37	37
47	65세이상	1104	518	50	42	35	31	40	23	8	156	24	26	25	9	40	35	23	19

Overview

Variables

Common Values

Length

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows