gimi9 Pandas Profiling

Dataset statistics

Number of variables	19
Number of observations	42
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	7.1 KiB
Average record size in memory	173.1 B

Variable types

Text	1
Numeric	18

Dataset

Description	공무원 재직년수별(1년미만~40년이상), 지역별(서울,부산,대구, 인천 등)공무원연금 가입자 현황 데이터입니다. 1년 미만부터 구분됩니다.
URL	https://www.data.go.kr/data/15053035/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
`인천` has unique values	Unique
`광주` has unique values	Unique
`세종` has unique values	Unique
`경기` has unique values	Unique
`충북` has unique values	Unique
`경북` has unique values	Unique
`경남` has unique values	Unique
`전북` has unique values	Unique
`전남` has unique values	Unique
`제주` has unique values	Unique

Reproduction

Analysis started	2023-12-12 10:46:31.313396
Analysis finished	2023-12-12 10:47:14.940733
Duration	43.63 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

구분
Text

UNIQUE

Distinct	42
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	468.0 B

Length

Max length	5
Median length	3
Mean length	3
Min length	2

Characters and Unicode

Total characters	126
Distinct characters	17
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	42 ?
Unique (%)	100.0%

Sample

1st row	1년미만
2nd row	1년이상
3rd row	2년
4th row	3년
5th row	4년

Value	Count	Frequency (%)
1년미만	1	2.4%
30년	1	2.4%
39년	1	2.4%
23년	1	2.4%
24년	1	2.4%
25년	1	2.4%
26년	1	2.4%
27년	1	2.4%
28년	1	2.4%
29년	1	2.4%
Other values (32)	32	76.2%

Most occurring characters

Value	Count	Frequency (%)
년	42	33.3%
3	16	12.7%
1	15	11.9%
2	14	11.1%
4	5	4.0%
6	4	3.2%
0	4	3.2%
8	4	3.2%
7	4	3.2%
5	4	3.2%
Other values (7)	14	11.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	74	58.7%
Other Letter	52	41.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
3	16	21.6%
1	15	20.3%
2	14	18.9%
4	5	6.8%
6	4	5.4%
0	4	5.4%
8	4	5.4%
7	4	5.4%
5	4	5.4%
9	4	5.4%

Other Letter

Value	Count	Frequency (%)
년	42	80.8%
이	3	5.8%
상	3	5.8%
만	1	1.9%
미	1	1.9%
초	1	1.9%
과	1	1.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	74	58.7%
Hangul	52	41.3%

Most frequent character per script

Common

Value	Count	Frequency (%)
3	16	21.6%
1	15	20.3%
2	14	18.9%
4	5	6.8%
6	4	5.4%
0	4	5.4%
8	4	5.4%
7	4	5.4%
5	4	5.4%
9	4	5.4%

Hangul

Value	Count	Frequency (%)
년	42	80.8%
이	3	5.8%
상	3	5.8%
만	1	1.9%
미	1	1.9%
초	1	1.9%
과	1	1.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	74	58.7%
Hangul	52	41.3%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
년	42	80.8%
이	3	5.8%
상	3	5.8%
만	1	1.9%
미	1	1.9%
초	1	1.9%
과	1	1.9%

ASCII

Value	Count	Frequency (%)
3	16	21.6%
1	15	20.3%
2	14	18.9%
4	5	6.8%
6	4	5.4%
0	4	5.4%
8	4	5.4%
7	4	5.4%
5	4	5.4%
9	4	5.4%

계
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	42
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30499.857

Minimum	1871
Maximum	64070
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	510.0 B

Quantile statistics

Minimum	1871
5-th percentile	3326.2
Q1	24209.5
median	28052
Q3	37785.5
95-th percentile	57381.55
Maximum	64070
Range	62199
Interquartile range (IQR)	13576

Descriptive statistics

Standard deviation	15242.84
Coefficient of variation (CV)	0.4997676
Kurtosis	0.007314927
Mean	30499.857
Median Absolute Deviation (MAD)	8546.5
Skewness	0.16513203
Sum	1280994
Variance	2.3234418 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
50252	1	2.4%
26010	1	2.4%
17565	1	2.4%
26425	1	2.4%
24158	1	2.4%
27847	1	2.4%
26146	1	2.4%
24996	1	2.4%
31106	1	2.4%
27296	1	2.4%
Other values (32)	32	76.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1871	1	2.4%
3108	1	2.4%
3194	1	2.4%
5838	1	2.4%
7187	1	2.4%
12151	1	2.4%
17565	1	2.4%
17934	1	2.4%
22488	1	2.4%
22584	1	2.4%

Value	Count	Frequency (%)
64070	1	2.4%
61921	1	2.4%
57438	1	2.4%
56309	1	2.4%
50252	1	2.4%
46286	1	2.4%
45459	1	2.4%
44745	1	2.4%
42872	1	2.4%
38615	1	2.4%

서울
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	42
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5748.0952

Minimum	297
Maximum	13633
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	510.0 B

Quantile statistics

Minimum	297
5-th percentile	630.35
Q1	4358.5
median	5284
Q3	6775
95-th percentile	11971.45
Maximum	13633
Range	13336
Interquartile range (IQR)	2416.5

Descriptive statistics

Standard deviation	3063.3667
Coefficient of variation (CV)	0.53293596
Kurtosis	0.54995685
Mean	5748.0952
Median Absolute Deviation (MAD)	1224
Skewness	0.57230837
Sum	241420
Variance	9384215.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
10517	1	2.4%
4504	1	2.4%
3731	1	2.4%
5508	1	2.4%
4931	1	2.4%
5524	1	2.4%
5389	1	2.4%
4601	1	2.4%
5698	1	2.4%
4634	1	2.4%
Other values (32)	32	76.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
297	1	2.4%
565	1	2.4%
604	1	2.4%
1131	1	2.4%
1553	1	2.4%
2624	1	2.4%
3428	1	2.4%
3731	1	2.4%
3855	1	2.4%
4039	1	2.4%

Value	Count	Frequency (%)
13633	1	2.4%
12431	1	2.4%
12048	1	2.4%
10517	1	2.4%
9835	1	2.4%
9019	1	2.4%
8766	1	2.4%
8719	1	2.4%
8199	1	2.4%
7444	1	2.4%

부산
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	42
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1865.5714

Minimum	136
Maximum	3410
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	510.0 B

Quantile statistics

Minimum	136
5-th percentile	236.5
Q1	1560.75
median	1831.5
Q3	2344.25
95-th percentile	3150.55
Maximum	3410
Range	3274
Interquartile range (IQR)	783.5

Descriptive statistics

Standard deviation	828.78216
Coefficient of variation (CV)	0.4442511
Kurtosis	-0.045270904
Mean	1865.5714
Median Absolute Deviation (MAD)	410.5
Skewness	-0.36263939
Sum	78354
Variance	686879.86
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
2965	1	2.4%
1827	1	2.4%
1076	1	2.4%
1645	1	2.4%
1547	1	2.4%
2093	1	2.4%
1697	1	2.4%
1680	1	2.4%
2026	1	2.4%
1832	1	2.4%
Other values (32)	32	76.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
136	1	2.4%
148	1	2.4%
231	1	2.4%
341	1	2.4%
510	1	2.4%
855	1	2.4%
1076	1	2.4%
1268	1	2.4%
1466	1	2.4%
1495	1	2.4%

Value	Count	Frequency (%)
3410	1	2.4%
3248	1	2.4%
3154	1	2.4%
3085	1	2.4%
2965	1	2.4%
2787	1	2.4%
2768	1	2.4%
2650	1	2.4%
2577	1	2.4%
2468	1	2.4%

대구
Real number (ℝ)

HIGH CORRELATION

Distinct	41
Distinct (%)	97.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1528.6905

Minimum	123
Maximum	2587
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	510.0 B

Quantile statistics

Minimum	123
5-th percentile	161.25
Q1	1322.75
median	1608.5
Q3	2039.25
95-th percentile	2244.25
Maximum	2587
Range	2464
Interquartile range (IQR)	716.5

Descriptive statistics

Standard deviation	648.42855
Coefficient of variation (CV)	0.42417256
Kurtosis	0.10908522
Mean	1528.6905
Median Absolute Deviation (MAD)	360
Skewness	-0.80982632
Sum	64205
Variance	420459.58
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
1328	2	4.8%
1628	1	2.4%
1563	1	2.4%
1338	1	2.4%
948	1	2.4%
1559	1	2.4%
1321	1	2.4%
1625	1	2.4%
1368	1	2.4%
1646	1	2.4%
Other values (31)	31	73.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
123	1	2.4%
134	1	2.4%
157	1	2.4%
242	1	2.4%
274	1	2.4%
659	1	2.4%
948	1	2.4%
988	1	2.4%
1247	1	2.4%
1250	1	2.4%

Value	Count	Frequency (%)
2587	1	2.4%
2503	1	2.4%
2247	1	2.4%
2192	1	2.4%
2184	1	2.4%
2165	1	2.4%
2151	1	2.4%
2142	1	2.4%
2101	1	2.4%
2094	1	2.4%

인천
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	42
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1533.4762

Minimum	74
Maximum	3286
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	510.0 B

Quantile statistics

Minimum	74
5-th percentile	135.9
Q1	1088.75
median	1502.5
Q3	2010
95-th percentile	2964.8
Maximum	3286
Range	3212
Interquartile range (IQR)	921.25

Descriptive statistics

Standard deviation	785.70299
Coefficient of variation (CV)	0.51236725
Kurtosis	-0.11933007
Mean	1533.4762
Median Absolute Deviation (MAD)	466.5
Skewness	0.10247398
Sum	64406
Variance	617329.18
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
2341	1	2.4%
1039	1	2.4%
954	1	2.4%
1222	1	2.4%
1277	1	2.4%
1654	1	2.4%
1363	1	2.4%
1387	1	2.4%
1646	1	2.4%
1163	1	2.4%
Other values (32)	32	76.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
74	1	2.4%
114	1	2.4%
129	1	2.4%
267	1	2.4%
358	1	2.4%
536	1	2.4%
915	1	2.4%
944	1	2.4%
954	1	2.4%
1039	1	2.4%

Value	Count	Frequency (%)
3286	1	2.4%
2995	1	2.4%
2966	1	2.4%
2942	1	2.4%
2341	1	2.4%
2264	1	2.4%
2132	1	2.4%
2102	1	2.4%
2096	1	2.4%
2079	1	2.4%

광주
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	42
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	990.66667

Minimum	63
Maximum	1733
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	510.0 B

Quantile statistics

Minimum	63
5-th percentile	102.5
Q1	852.25
median	1006.5
Q3	1297.75
95-th percentile	1587.7
Maximum	1733
Range	1670
Interquartile range (IQR)	445.5

Descriptive statistics

Standard deviation	436.44527
Coefficient of variation (CV)	0.44055713
Kurtosis	-0.0074617788
Mean	990.66667
Median Absolute Deviation (MAD)	248
Skewness	-0.65198913
Sum	41608
Variance	190484.47
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
1122	1	2.4%
962	1	2.4%
668	1	2.4%
908	1	2.4%
758	1	2.4%
933	1	2.4%
898	1	2.4%
865	1	2.4%
1054	1	2.4%
1014	1	2.4%
Other values (32)	32	76.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
63	1	2.4%
75	1	2.4%
100	1	2.4%
150	1	2.4%
192	1	2.4%
364	1	2.4%
565	1	2.4%
668	1	2.4%
758	1	2.4%
759	1	2.4%

Value	Count	Frequency (%)
1733	1	2.4%
1680	1	2.4%
1591	1	2.4%
1525	1	2.4%
1480	1	2.4%
1470	1	2.4%
1426	1	2.4%
1374	1	2.4%
1342	1	2.4%
1325	1	2.4%

대전
Real number (ℝ)

HIGH CORRELATION

Distinct	40
Distinct (%)	95.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1260.2619

Minimum	78
Maximum	2140
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	510.0 B

Quantile statistics

Minimum	78
5-th percentile	147
Q1	1100
median	1311.5
Q3	1651.25
95-th percentile	2057.55
Maximum	2140
Range	2062
Interquartile range (IQR)	551.25

Descriptive statistics

Standard deviation	559.80441
Coefficient of variation (CV)	0.44419688
Kurtosis	-0.17528802
Mean	1260.2619
Median Absolute Deviation (MAD)	332
Skewness	-0.72011821
Sum	52931
Variance	313380.98
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
1659	2	4.8%
1561	2	4.8%
1799	1	2.4%
78	1	2.4%
1087	1	2.4%
1226	1	2.4%
1208	1	2.4%
1139	1	2.4%
1356	1	2.4%
1344	1	2.4%
Other values (30)	30	71.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
78	1	2.4%
122	1	2.4%
145	1	2.4%
185	1	2.4%
273	1	2.4%
361	1	2.4%
598	1	2.4%
691	1	2.4%
868	1	2.4%
921	1	2.4%

Value	Count	Frequency (%)
2140	1	2.4%
2111	1	2.4%
2068	1	2.4%
1859	1	2.4%
1846	1	2.4%
1801	1	2.4%
1799	1	2.4%
1756	1	2.4%
1680	1	2.4%
1659	2	4.8%

세종
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	42
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	774.59524

Minimum	30
Maximum	1734
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	510.0 B

Quantile statistics

Minimum	30
5-th percentile	46.5
Q1	488.25
median	794
Q3	1102.5
95-th percentile	1436.9
Maximum	1734
Range	1704
Interquartile range (IQR)	614.25

Descriptive statistics

Standard deviation	446.16081
Coefficient of variation (CV)	0.57599219
Kurtosis	-0.73632159
Mean	774.59524
Median Absolute Deviation (MAD)	314
Skewness	-0.084810709
Sum	32533
Variance	199059.47
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
1106	1	2.4%
472	1	2.4%
519	1	2.4%
608	1	2.4%
625	1	2.4%
663	1	2.4%
642	1	2.4%
613	1	2.4%
648	1	2.4%
478	1	2.4%
Other values (32)	32	76.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
30	1	2.4%
41	1	2.4%
46	1	2.4%
56	1	2.4%
88	1	2.4%
136	1	2.4%
174	1	2.4%
238	1	2.4%
329	1	2.4%
472	1	2.4%

Value	Count	Frequency (%)
1734	1	2.4%
1451	1	2.4%
1440	1	2.4%
1378	1	2.4%
1364	1	2.4%
1255	1	2.4%
1189	1	2.4%
1180	1	2.4%
1159	1	2.4%
1117	1	2.4%

울산
Real number (ℝ)

HIGH CORRELATION

Distinct	41
Distinct (%)	97.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	571.42857

Minimum	27
Maximum	1077
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	510.0 B

Quantile statistics

Minimum	27
5-th percentile	63.35
Q1	421.25
median	560.5
Q3	722.5
95-th percentile	1046.75
Maximum	1077
Range	1050
Interquartile range (IQR)	301.25

Descriptive statistics

Standard deviation	275.53762
Coefficient of variation (CV)	0.48219084
Kurtosis	-0.31345062
Mean	571.42857
Median Absolute Deviation (MAD)	153
Skewness	-0.18049993
Sum	24000
Variance	75920.983
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
691	2	4.8%
27	1	2.4%
413	1	2.4%
464	1	2.4%
582	1	2.4%
516	1	2.4%
420	1	2.4%
526	1	2.4%
502	1	2.4%
425	1	2.4%
Other values (31)	31	73.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
27	1	2.4%
54	1	2.4%
61	1	2.4%
108	1	2.4%
131	1	2.4%
171	1	2.4%
299	1	2.4%
385	1	2.4%
412	1	2.4%
413	1	2.4%

Value	Count	Frequency (%)
1077	1	2.4%
1070	1	2.4%
1052	1	2.4%
947	1	2.4%
919	1	2.4%
917	1	2.4%
908	1	2.4%
824	1	2.4%
747	1	2.4%
724	1	2.4%

경기
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	42
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5783.1667

Minimum	221
Maximum	12906
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	510.0 B

Quantile statistics

Minimum	221
5-th percentile	561.3
Q1	3781.5
median	5006.5
Q3	7842.25
95-th percentile	11328.85
Maximum	12906
Range	12685
Interquartile range (IQR)	4060.75

Descriptive statistics

Standard deviation	3146.8861
Coefficient of variation (CV)	0.54414584
Kurtosis	-0.19288198
Mean	5783.1667
Median Absolute Deviation (MAD)	2003.5
Skewness	0.2793227
Sum	242893
Variance	9902892
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
9371	1	2.4%
3739	1	2.4%
3425	1	2.4%
4756	1	2.4%
4671	1	2.4%
4853	1	2.4%
4475	1	2.4%
4729	1	2.4%
4823	1	2.4%
3909	1	2.4%
Other values (32)	32	76.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
221	1	2.4%
537	1	2.4%
541	1	2.4%
947	1	2.4%
1104	1	2.4%
2020	1	2.4%
3047	1	2.4%
3425	1	2.4%
3683	1	2.4%
3691	1	2.4%

Value	Count	Frequency (%)
12906	1	2.4%
12378	1	2.4%
11350	1	2.4%
10927	1	2.4%
9398	1	2.4%
9371	1	2.4%
8700	1	2.4%
8348	1	2.4%
8317	1	2.4%
8100	1	2.4%

강원
Real number (ℝ)

HIGH CORRELATION

Distinct	41
Distinct (%)	97.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1317.9286

Minimum	103
Maximum	2801
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	510.0 B

Quantile statistics

Minimum	103
5-th percentile	165.15
Q1	982
median	1289
Q3	1594.25
95-th percentile	2560.4
Maximum	2801
Range	2698
Interquartile range (IQR)	612.25

Descriptive statistics

Standard deviation	683.07748
Coefficient of variation (CV)	0.51829629
Kurtosis	-0.19250368
Mean	1317.9286
Median Absolute Deviation (MAD)	330
Skewness	0.30525461
Sum	55353
Variance	466594.85
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
1327	2	4.8%
2267	1	2.4%
1310	1	2.4%
1115	1	2.4%
1048	1	2.4%
1100	1	2.4%
1268	1	2.4%
1158	1	2.4%
1432	1	2.4%
1409	1	2.4%
Other values (31)	31	73.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
103	1	2.4%
110	1	2.4%
157	1	2.4%
320	1	2.4%
344	1	2.4%
515	1	2.4%
727	1	2.4%
767	1	2.4%
783	1	2.4%
903	1	2.4%

Value	Count	Frequency (%)
2801	1	2.4%
2629	1	2.4%
2564	1	2.4%
2492	1	2.4%
2267	1	2.4%
2210	1	2.4%
2204	1	2.4%
2033	1	2.4%
1960	1	2.4%
1765	1	2.4%

충북
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	42
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1089.7857

Minimum	76
Maximum	2352
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	510.0 B

Quantile statistics

Minimum	76
5-th percentile	96
Q1	765.75
median	1031.5
Q3	1499.25
95-th percentile	2247.9
Maximum	2352
Range	2276
Interquartile range (IQR)	733.5

Descriptive statistics

Standard deviation	594.45132
Coefficient of variation (CV)	0.54547542
Kurtosis	-0.22630348
Mean	1089.7857
Median Absolute Deviation (MAD)	386.5
Skewness	0.32791354
Sum	45771
Variance	353372.37
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
1774	1	2.4%
1011	1	2.4%
566	1	2.4%
830	1	2.4%
691	1	2.4%
928	1	2.4%
838	1	2.4%
837	1	2.4%
1103	1	2.4%
1101	1	2.4%
Other values (32)	32	76.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
76	1	2.4%
79	1	2.4%
91	1	2.4%
191	1	2.4%
306	1	2.4%
386	1	2.4%
525	1	2.4%
566	1	2.4%
597	1	2.4%
691	1	2.4%

Value	Count	Frequency (%)
2352	1	2.4%
2313	1	2.4%
2254	1	2.4%
2132	1	2.4%
1774	1	2.4%
1773	1	2.4%
1701	1	2.4%
1620	1	2.4%
1614	1	2.4%
1559	1	2.4%

충남
Real number (ℝ)

HIGH CORRELATION

Distinct	41
Distinct (%)	97.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1349.881

Minimum	114
Maximum	3188
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	510.0 B

Quantile statistics

Minimum	114
5-th percentile	185.35
Q1	918.5
median	1252.5
Q3	1748.25
95-th percentile	2990.75
Maximum	3188
Range	3074
Interquartile range (IQR)	829.75

Descriptive statistics

Standard deviation	788.32797
Coefficient of variation (CV)	0.58399814
Kurtosis	0.3811249
Mean	1349.881
Median Absolute Deviation (MAD)	409
Skewness	0.76768423
Sum	56695
Variance	621460.99
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
1236	2	4.8%
2739	1	2.4%
1279	1	2.4%
929	1	2.4%
933	1	2.4%
1097	1	2.4%
1070	1	2.4%
915	1	2.4%
1253	1	2.4%
1299	1	2.4%
Other values (31)	31	73.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
114	1	2.4%
131	1	2.4%
181	1	2.4%
268	1	2.4%
332	1	2.4%
584	1	2.4%
617	1	2.4%
694	1	2.4%
771	1	2.4%
820	1	2.4%

Value	Count	Frequency (%)
3188	1	2.4%
3153	1	2.4%
2996	1	2.4%
2891	1	2.4%
2739	1	2.4%
2010	1	2.4%
1991	1	2.4%
1988	1	2.4%
1943	1	2.4%
1824	1	2.4%

경북
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	42
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1567.119

Minimum	143
Maximum	3350
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	510.0 B

Quantile statistics

Minimum	143
5-th percentile	278.35
Q1	1111.25
median	1463
Q3	1908
95-th percentile	3283
Maximum	3350
Range	3207
Interquartile range (IQR)	796.75

Descriptive statistics

Standard deviation	842.9092
Coefficient of variation (CV)	0.53787183
Kurtosis	-0.14114164
Mean	1567.119
Median Absolute Deviation (MAD)	424.5
Skewness	0.51322323
Sum	65819
Variance	710495.91
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
2862	1	2.4%
1638	1	2.4%
670	1	2.4%
1205	1	2.4%
1044	1	2.4%
1350	1	2.4%
1291	1	2.4%
1295	1	2.4%
1823	1	2.4%
1616	1	2.4%
Other values (32)	32	76.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
143	1	2.4%
258	1	2.4%
270	1	2.4%
437	1	2.4%
473	1	2.4%
645	1	2.4%
670	1	2.4%
704	1	2.4%
790	1	2.4%
1044	1	2.4%

Value	Count	Frequency (%)
3350	1	2.4%
3302	1	2.4%
3289	1	2.4%
3169	1	2.4%
2862	1	2.4%
2511	1	2.4%
2491	1	2.4%
2479	1	2.4%
2223	1	2.4%
2060	1	2.4%

경남
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	42
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1811.4524

Minimum	129
Maximum	3585
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	510.0 B

Quantile statistics

Minimum	129
5-th percentile	235.7
Q1	1351.25
median	1695
Q3	2379.5
95-th percentile	3299.7
Maximum	3585
Range	3456
Interquartile range (IQR)	1028.25

Descriptive statistics

Standard deviation	878.72641
Coefficient of variation (CV)	0.48509496
Kurtosis	-0.36484869
Mean	1811.4524
Median Absolute Deviation (MAD)	597
Skewness	0.0070996053
Sum	76081
Variance	772160.11
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
2815	1	2.4%
1874	1	2.4%
956	1	2.4%
1543	1	2.4%
1253	1	2.4%
1352	1	2.4%
1351	1	2.4%
1442	1	2.4%
2083	1	2.4%
2015	1	2.4%
Other values (32)	32	76.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
129	1	2.4%
214	1	2.4%
225	1	2.4%
439	1	2.4%
540	1	2.4%
691	1	2.4%
956	1	2.4%
1112	1	2.4%
1156	1	2.4%
1253	1	2.4%

Value	Count	Frequency (%)
3585	1	2.4%
3535	1	2.4%
3305	1	2.4%
3199	1	2.4%
2815	1	2.4%
2729	1	2.4%
2659	1	2.4%
2516	1	2.4%
2506	1	2.4%
2494	1	2.4%

전북
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	42
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1346.0714

Minimum	127
Maximum	3012
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	510.0 B

Quantile statistics

Minimum	127
5-th percentile	152.6
Q1	1139.75
median	1286.5
Q3	1571.75
95-th percentile	2566.9
Maximum	3012
Range	2885
Interquartile range (IQR)	432

Descriptive statistics

Standard deviation	662.78983
Coefficient of variation (CV)	0.49238831
Kurtosis	0.54917791
Mean	1346.0714
Median Absolute Deviation (MAD)	248.5
Skewness	0.30982141
Sum	56535
Variance	439290.36
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
2217	1	2.4%
1320	1	2.4%
728	1	2.4%
1222	1	2.4%
1137	1	2.4%
1202	1	2.4%
1187	1	2.4%
1205	1	2.4%
1704	1	2.4%
1396	1	2.4%
Other values (32)	32	76.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
127	1	2.4%
134	1	2.4%
146	1	2.4%
278	1	2.4%
350	1	2.4%
607	1	2.4%
728	1	2.4%
813	1	2.4%
871	1	2.4%
1091	1	2.4%

Value	Count	Frequency (%)
3012	1	2.4%
2817	1	2.4%
2583	1	2.4%
2261	1	2.4%
2217	1	2.4%
2081	1	2.4%
1934	1	2.4%
1874	1	2.4%
1715	1	2.4%
1704	1	2.4%

전남
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	42
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1478.9762

Minimum	106
Maximum	3776
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	510.0 B

Quantile statistics

Minimum	106
5-th percentile	210.3
Q1	1043
median	1343.5
Q3	1776.75
95-th percentile	3044.5
Maximum	3776
Range	3670
Interquartile range (IQR)	733.75

Descriptive statistics

Standard deviation	852.25876
Coefficient of variation (CV)	0.57624914
Kurtosis	0.65057581
Mean	1478.9762
Median Absolute Deviation (MAD)	366.5
Skewness	0.80799592
Sum	62117
Variance	726345
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
3047	1	2.4%
1465	1	2.4%
673	1	2.4%
1093	1	2.4%
1040	1	2.4%
1267	1	2.4%
1216	1	2.4%
976	1	2.4%
1764	1	2.4%
1540	1	2.4%
Other values (32)	32	76.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
106	1	2.4%
174	1	2.4%
210	1	2.4%
216	1	2.4%
410	1	2.4%
673	1	2.4%
741	1	2.4%
757	1	2.4%
976	1	2.4%
978	1	2.4%

Value	Count	Frequency (%)
3776	1	2.4%
3368	1	2.4%
3047	1	2.4%
2997	1	2.4%
2966	1	2.4%
2390	1	2.4%
2282	1	2.4%
2208	1	2.4%
2111	1	2.4%
1885	1	2.4%

제주
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	42
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	482.69048

Minimum	17
Maximum	1117
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	510.0 B

Quantile statistics

Minimum	17
5-th percentile	68.5
Q1	337.75
median	433
Q3	650.25
95-th percentile	955.9
Maximum	1117
Range	1100
Interquartile range (IQR)	312.5

Descriptive statistics

Standard deviation	265.67737
Coefficient of variation (CV)	0.55040938
Kurtosis	0.016790766
Mean	482.69048
Median Absolute Deviation (MAD)	120.5
Skewness	0.45222928
Sum	20273
Variance	70584.463
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
763	1	2.4%
387	1	2.4%
236	1	2.4%
380	1	2.4%
331	1	2.4%
398	1	2.4%
369	1	2.4%
406	1	2.4%
521	1	2.4%
481	1	2.4%
Other values (32)	32	76.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
17	1	2.4%
52	1	2.4%
67	1	2.4%
97	1	2.4%
120	1	2.4%
148	1	2.4%
236	1	2.4%
260	1	2.4%
317	1	2.4%
327	1	2.4%

Value	Count	Frequency (%)
1117	1	2.4%
1076	1	2.4%
960	1	2.4%
878	1	2.4%
817	1	2.4%
787	1	2.4%
763	1	2.4%
751	1	2.4%
729	1	2.4%
680	1	2.4%

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	0.974	0.960	0.932	0.975	0.931	0.976	0.841	0.943	0.986	0.959	0.817	0.859	0.923	0.958	0.979	0.956	0.955
서울	1.000	0.974	1.000	0.908	0.868	0.969	0.890	0.942	0.866	0.916	0.970	0.971	0.758	0.827	0.929	0.938	0.993	0.937	0.933
부산	1.000	0.960	0.908	1.000	0.855	0.940	0.830	0.930	0.727	0.939	0.949	0.935	0.882	0.866	0.955	0.924	0.921	0.936	0.934
대구	1.000	0.932	0.868	0.855	1.000	0.912	0.977	0.913	0.684	0.849	0.894	0.842	0.870	0.910	0.666	0.825	0.886	0.745	0.844
인천	1.000	0.975	0.969	0.940	0.912	1.000	0.881	0.962	0.893	0.948	0.969	0.953	0.810	0.886	0.931	0.928	0.968	0.915	0.904
광주	1.000	0.931	0.890	0.830	0.977	0.881	1.000	0.916	0.754	0.889	0.896	0.868	0.860	0.883	0.709	0.835	0.886	0.757	0.819
대전	1.000	0.976	0.942	0.930	0.913	0.962	0.916	1.000	0.865	0.930	0.958	0.953	0.768	0.805	0.859	0.936	0.948	0.829	0.931
세종	1.000	0.841	0.866	0.727	0.684	0.893	0.754	0.865	1.000	0.860	0.929	0.810	0.639	0.743	0.800	0.805	0.845	0.868	0.815
울산	1.000	0.943	0.916	0.939	0.849	0.948	0.889	0.930	0.860	1.000	0.938	0.919	0.778	0.800	0.824	0.853	0.901	0.890	0.865
경기	1.000	0.986	0.970	0.949	0.894	0.969	0.896	0.958	0.929	0.938	1.000	0.939	0.797	0.837	0.887	0.924	0.967	0.933	0.921
강원	1.000	0.959	0.971	0.935	0.842	0.953	0.868	0.953	0.810	0.919	0.939	1.000	0.854	0.876	0.961	0.957	0.982	0.957	0.940
충북	1.000	0.817	0.758	0.882	0.870	0.810	0.860	0.768	0.639	0.778	0.797	0.854	1.000	0.951	0.917	0.828	0.817	0.821	0.810
충남	1.000	0.859	0.827	0.866	0.910	0.886	0.883	0.805	0.743	0.800	0.837	0.876	0.951	1.000	0.924	0.832	0.875	0.931	0.828
경북	1.000	0.923	0.929	0.955	0.666	0.931	0.709	0.859	0.800	0.824	0.887	0.961	0.917	0.924	1.000	0.907	0.958	0.966	0.916
경남	1.000	0.958	0.938	0.924	0.825	0.928	0.835	0.936	0.805	0.853	0.924	0.957	0.828	0.832	0.907	1.000	0.974	0.897	0.934
전북	1.000	0.979	0.993	0.921	0.886	0.968	0.886	0.948	0.845	0.901	0.967	0.982	0.817	0.875	0.958	0.974	1.000	0.960	0.946
전남	1.000	0.956	0.937	0.936	0.745	0.915	0.757	0.829	0.868	0.890	0.933	0.957	0.821	0.931	0.966	0.897	0.960	1.000	0.958
제주	1.000	0.955	0.933	0.934	0.844	0.904	0.819	0.931	0.815	0.865	0.921	0.940	0.810	0.828	0.916	0.934	0.946	0.958	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	0.952	0.965	0.931	0.940	0.916	0.961	0.921	0.930	0.967	0.937	0.976	0.925	0.927	0.955	0.935	0.906	0.962
서울	0.952	1.000	0.889	0.846	0.917	0.828	0.892	0.880	0.871	0.917	0.885	0.920	0.874	0.864	0.875	0.882	0.856	0.898
부산	0.965	0.889	1.000	0.918	0.913	0.878	0.919	0.854	0.902	0.929	0.916	0.947	0.901	0.929	0.925	0.941	0.910	0.924
대구	0.931	0.846	0.918	1.000	0.909	0.966	0.940	0.899	0.916	0.928	0.868	0.895	0.843	0.840	0.906	0.876	0.818	0.899
인천	0.940	0.917	0.913	0.909	1.000	0.899	0.955	0.911	0.918	0.961	0.864	0.887	0.828	0.821	0.879	0.861	0.798	0.903
광주	0.916	0.828	0.878	0.966	0.899	1.000	0.937	0.883	0.921	0.914	0.848	0.886	0.829	0.812	0.898	0.841	0.793	0.894
대전	0.961	0.892	0.919	0.940	0.955	0.937	1.000	0.929	0.932	0.967	0.907	0.924	0.869	0.857	0.941	0.893	0.848	0.942
세종	0.921	0.880	0.854	0.899	0.911	0.883	0.929	1.000	0.874	0.944	0.835	0.885	0.834	0.808	0.875	0.818	0.772	0.895
울산	0.930	0.871	0.902	0.916	0.918	0.921	0.932	0.874	1.000	0.949	0.850	0.875	0.798	0.786	0.877	0.833	0.769	0.886
경기	0.967	0.917	0.929	0.928	0.961	0.914	0.967	0.944	0.949	1.000	0.884	0.919	0.852	0.844	0.916	0.877	0.823	0.927
강원	0.937	0.885	0.916	0.868	0.864	0.848	0.907	0.835	0.850	0.884	1.000	0.957	0.935	0.942	0.953	0.956	0.952	0.977
충북	0.976	0.920	0.947	0.895	0.887	0.886	0.924	0.885	0.875	0.919	0.957	1.000	0.965	0.960	0.969	0.952	0.941	0.970
충남	0.925	0.874	0.901	0.843	0.828	0.829	0.869	0.834	0.798	0.852	0.935	0.965	1.000	0.972	0.953	0.948	0.962	0.943
경북	0.927	0.864	0.929	0.840	0.821	0.812	0.857	0.808	0.786	0.844	0.942	0.960	0.972	1.000	0.947	0.971	0.973	0.939
경남	0.955	0.875	0.925	0.906	0.879	0.898	0.941	0.875	0.877	0.916	0.953	0.969	0.953	0.947	1.000	0.952	0.935	0.973
전북	0.935	0.882	0.941	0.876	0.861	0.841	0.893	0.818	0.833	0.877	0.956	0.952	0.948	0.971	0.952	1.000	0.961	0.945
전남	0.906	0.856	0.910	0.818	0.798	0.793	0.848	0.772	0.769	0.823	0.952	0.941	0.962	0.973	0.935	0.961	1.000	0.924
제주	0.962	0.898	0.924	0.899	0.903	0.894	0.942	0.895	0.886	0.927	0.977	0.970	0.943	0.939	0.973	0.945	0.924	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	1년미만	50252	10517	2965	1628	2341	1122	1799	1106	919	9371	2267	1774	2739	2862	2815	2217	3047	763
1	1년이상	64070	13633	3410	2587	2995	1680	2140	1052	1077	12906	2801	2313	2891	3302	3535	3012	3776	960
2	2년	57438	12048	3248	1962	2966	1426	1756	1092	1070	10927	2492	2352	3153	3289	3199	2583	2997	878
3	3년	61921	12431	3085	2503	3286	1733	2111	1180	947	12378	2629	2254	3188	3350	3585	2817	3368	1076
4	4년	56309	9835	3154	2184	2942	1480	2068	1734	1052	11350	2564	2132	2996	3169	3305	2261	2966	1117
5	5년	46286	9019	2768	2053	2264	1134	1801	1440	669	9398	2033	1620	2010	2479	2506	2081	2282	729
6	6년	45459	8766	2577	2151	2132	1200	1859	1378	651	8700	2204	1701	1991	2491	2729	1934	2208	787
7	7년	44745	8719	2787	1998	1954	1205	1659	1364	724	8317	2210	1614	1943	2511	2659	1874	2390	817
8	8년	42872	8199	2650	2165	1971	1325	1626	1451	747	8100	1960	1773	1988	2223	2197	1715	2111	671
9	9년	38615	6871	2243	2094	1967	1304	1561	1009	723	7196	1765	1511	1824	2060	2356	1495	1885	751

	구분	계	서울	부산	대구	인천	광주	대전	세종	울산	경기	강원	충북	충남	경북	경남	전북	전남	제주
32	32년	26010	4504	1827	1592	1039	962	1166	472	425	3739	1310	1011	1279	1638	1874	1320	1465	387
33	33년	1871	297	136	123	74	63	78	30	27	221	110	76	114	143	129	127	106	17
34	33년초과	24364	4039	1696	1250	915	848	921	329	412	3683	1196	990	1379	1662	1608	1506	1515	415
35	34년이상	22584	3855	1784	1328	1064	759	868	238	385	3691	960	795	1194	1300	1501	1191	1354	317
36	35년	17934	3428	1268	988	944	565	598	174	299	3047	783	525	950	1081	1112	813	1099	260
37	36년	12151	2624	855	659	536	364	361	136	171	2020	515	386	617	704	691	607	757	148
38	37년	7187	1553	510	274	358	192	273	88	108	1104	320	306	332	473	439	350	410	97
39	38년	5838	1131	341	242	267	150	185	56	131	947	344	191	268	437	540	278	210	120
40	39년	3108	604	148	134	129	75	145	41	61	537	103	91	181	258	214	146	174	67
41	40년이상	3194	565	231	157	114	100	122	46	54	541	157	79	131	270	225	134	216	52

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