gimi9 Pandas Profiling

Dataset statistics

Number of variables	19
Number of observations	54
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	9.0 KiB
Average record size in memory	171.4 B

Variable types

Text	1
Categorical	1
Numeric	17

Dataset

Description	(주)에스알에서 제공하는 SRT 역별 주별 승하차인원 데이터입니다. 2020년 1~6월 기간을 주별로 나누어 각 역의 승하차인원에 대한 정보를 조회할 수 있습니다.
Author	(주)에스알
URL	https://www.data.go.kr/data/15061851/fileData.do

Alerts

`수서` is highly overall correlated with `동탄` and 15 other fields	High correlation
`동탄` is highly overall correlated with `수서` and 15 other fields	High correlation
`지제` is highly overall correlated with `수서` and 15 other fields	High correlation
`천안아산` is highly overall correlated with `수서` and 15 other fields	High correlation
`오송` is highly overall correlated with `수서` and 15 other fields	High correlation
`대전` is highly overall correlated with `수서` and 15 other fields	High correlation
`김천구미` is highly overall correlated with `수서` and 15 other fields	High correlation
`동대구` is highly overall correlated with `수서` and 15 other fields	High correlation
`신경주` is highly overall correlated with `수서` and 15 other fields	High correlation
`울산` is highly overall correlated with `수서` and 15 other fields	High correlation
`부산` is highly overall correlated with `수서` and 15 other fields	High correlation
`공주` is highly overall correlated with `수서` and 15 other fields	High correlation
`익산` is highly overall correlated with `수서` and 15 other fields	High correlation
`정읍` is highly overall correlated with `수서` and 15 other fields	High correlation
`광주송정` is highly overall correlated with `수서` and 15 other fields	High correlation
`나주` is highly overall correlated with `수서` and 15 other fields	High correlation
`목포` is highly overall correlated with `수서` and 15 other fields	High correlation
`동탄` has unique values	Unique
`동대구` has unique values	Unique
`부산` has unique values	Unique
`광주송정` has unique values	Unique

Reproduction

Analysis started	2023-12-12 13:30:35.450897
Analysis finished	2023-12-12 13:31:07.432960
Duration	31.98 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

구분
Text

Distinct	27
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Memory size	564.0 B

Length

Max length	9
Median length	9
Mean length	8.6666667
Min length	8

Characters and Unicode

Total characters	468
Distinct characters	13
Distinct categories	3 ?
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	0 ?
Unique (%)	0.0%

Sample

1st row	2020년 1주
2nd row	2020년 1주
3rd row	2020년 2주
4th row	2020년 2주
5th row	2020년 3주

Value	Count	Frequency (%)
2020년	54	50.0%
1주	2	1.9%
26주	2	1.9%
25주	2	1.9%
24주	2	1.9%
23주	2	1.9%
22주	2	1.9%
21주	2	1.9%
20주	2	1.9%
19주	2	1.9%
Other values (18)	36	33.3%

Most occurring characters

Value	Count	Frequency (%)
2	130	27.8%
0	112	23.9%
년	54	11.5%
	54	11.5%
주	54	11.5%
1	26	5.6%
3	6	1.3%
4	6	1.3%
5	6	1.3%
6	6	1.3%
Other values (3)	14	3.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	306	65.4%
Other Letter	108	23.1%
Space Separator	54	11.5%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	130	42.5%
0	112	36.6%
1	26	8.5%
3	6	2.0%
4	6	2.0%
5	6	2.0%
6	6	2.0%
7	6	2.0%
8	4	1.3%
9	4	1.3%

Other Letter

Value	Count	Frequency (%)
년	54	50.0%
주	54	50.0%

Space Separator

Value	Count	Frequency (%)
	54	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	360	76.9%
Hangul	108	23.1%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	130	36.1%
0	112	31.1%
	54	15.0%
1	26	7.2%
3	6	1.7%
4	6	1.7%
5	6	1.7%
6	6	1.7%
7	6	1.7%
8	4	1.1%

Hangul

Value	Count	Frequency (%)
년	54	50.0%
주	54	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	360	76.9%
Hangul	108	23.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	130	36.1%
0	112	31.1%
	54	15.0%
1	26	7.2%
3	6	1.7%
4	6	1.7%
5	6	1.7%
6	6	1.7%
7	6	1.7%
8	4	1.1%

Hangul

Value	Count	Frequency (%)
년	54	50.0%
주	54	50.0%

승하차
Categorical

Distinct	2
Distinct (%)	3.7%
Missing	0
Missing (%)	0.0%
Memory size	564.0 B

승차	27
하차	27

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	승차
2nd row	하차
3rd row	승차
4th row	하차
5th row	승차

Common Values

Value	Count	Frequency (%)
승차	27	50.0%
하차	27	50.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
승차	27	50.0%
하차	27	50.0%

수서
Real number (ℝ)

HIGH CORRELATION

Distinct	53
Distinct (%)	98.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14805.852

Minimum	6714
Maximum	22140
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	618.0 B

Quantile statistics

Minimum	6714
5-th percentile	7194.95
Q1	10677
median	15916
Q3	17247.25
95-th percentile	21174.25
Maximum	22140
Range	15426
Interquartile range (IQR)	6570.25

Descriptive statistics

Standard deviation	4410.7131
Coefficient of variation (CV)	0.29790337
Kurtosis	-0.88826309
Mean	14805.852
Median Absolute Deviation (MAD)	2608.5
Skewness	-0.35393734
Sum	799516
Variance	19454390
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16041	2	3.7%
20114	1	1.9%
15830	1	1.9%
10528	1	1.9%
11124	1	1.9%
11329	1	1.9%
12823	1	1.9%
13045	1	1.9%
14878	1	1.9%
15066	1	1.9%
Other values (43)	43	79.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6714	1	1.9%
6724	1	1.9%
7193	1	1.9%
7196	1	1.9%
7926	1	1.9%
7980	1	1.9%
8786	1	1.9%
8788	1	1.9%
9224	1	1.9%
9276	1	1.9%

Value	Count	Frequency (%)
22140	1	1.9%
21350	1	1.9%
21223	1	1.9%
21148	1	1.9%
21044	1	1.9%
21008	1	1.9%
20511	1	1.9%
20121	1	1.9%
20114	1	1.9%
18262	1	1.9%

동탄
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	54
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2938.2778

Minimum	1260
Maximum	4978
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	618.0 B

Quantile statistics

Minimum	1260
5-th percentile	1340.45
Q1	2056.5
median	3087
Q3	3398.75
95-th percentile	4555.55
Maximum	4978
Range	3718
Interquartile range (IQR)	1342.25

Descriptive statistics

Standard deviation	970.19252
Coefficient of variation (CV)	0.33019088
Kurtosis	-0.6656046
Mean	2938.2778
Median Absolute Deviation (MAD)	555
Skewness	-0.0057266752
Sum	158667
Variance	941273.53
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4590	1	1.9%
3123	1	1.9%
2181	1	1.9%
2229	1	1.9%
2439	1	1.9%
2464	1	1.9%
3344	1	1.9%
3089	1	1.9%
2994	1	1.9%
3224	1	1.9%
Other values (44)	44	81.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1260	1	1.9%
1293	1	1.9%
1306	1	1.9%
1359	1	1.9%
1536	1	1.9%
1537	1	1.9%
1685	1	1.9%
1743	1	1.9%
1771	1	1.9%
1803	1	1.9%

Value	Count	Frequency (%)
4978	1	1.9%
4644	1	1.9%
4590	1	1.9%
4537	1	1.9%
4350	1	1.9%
4323	1	1.9%
4243	1	1.9%
4202	1	1.9%
4152	1	1.9%
3574	1	1.9%

지제
Real number (ℝ)

HIGH CORRELATION

Distinct	51
Distinct (%)	94.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1529.0926

Minimum	818
Maximum	2256
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	618.0 B

Quantile statistics

Minimum	818
5-th percentile	835.9
Q1	1160
median	1646.5
Q3	1796
95-th percentile	2044.9
Maximum	2256
Range	1438
Interquartile range (IQR)	636

Descriptive statistics

Standard deviation	389.07565
Coefficient of variation (CV)	0.25444872
Kurtosis	-0.88805972
Mean	1529.0926
Median Absolute Deviation (MAD)	238.5
Skewness	-0.40471422
Sum	82571
Variance	151379.86
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1737	2	3.7%
1885	2	3.7%
1690	2	3.7%
2147	1	1.9%
1616	1	1.9%
1128	1	1.9%
1260	1	1.9%
1256	1	1.9%
1318	1	1.9%
1319	1	1.9%
Other values (41)	41	75.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
818	1	1.9%
822	1	1.9%
832	1	1.9%
838	1	1.9%
907	1	1.9%
940	1	1.9%
1002	1	1.9%
1017	1	1.9%
1032	1	1.9%
1037	1	1.9%

Value	Count	Frequency (%)
2256	1	1.9%
2147	1	1.9%
2106	1	1.9%
2012	1	1.9%
2000	1	1.9%
1961	1	1.9%
1947	1	1.9%
1940	1	1.9%
1885	2	3.7%
1844	1	1.9%

천안아산
Real number (ℝ)

HIGH CORRELATION

Distinct	51
Distinct (%)	94.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2012.1852

Minimum	900
Maximum	2843
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	618.0 B

Quantile statistics

Minimum	900
5-th percentile	1002.65
Q1	1576.5
median	2184
Q3	2369.25
95-th percentile	2743.85
Maximum	2843
Range	1943
Interquartile range (IQR)	792.75

Descriptive statistics

Standard deviation	544.33151
Coefficient of variation (CV)	0.2705176
Kurtosis	-0.70143906
Mean	2012.1852
Median Absolute Deviation (MAD)	277.5
Skewness	-0.59991907
Sum	108658
Variance	296296.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2184	2	3.7%
2193	2	3.7%
2740	2	3.7%
1990	1	1.9%
2435	1	1.9%
1647	1	1.9%
1720	1	1.9%
1789	1	1.9%
1862	1	1.9%
2025	1	1.9%
Other values (41)	41	75.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
900	1	1.9%
941	1	1.9%
963	1	1.9%
1024	1	1.9%
1081	1	1.9%
1143	1	1.9%
1229	1	1.9%
1263	1	1.9%
1318	1	1.9%
1355	1	1.9%

Value	Count	Frequency (%)
2843	1	1.9%
2815	1	1.9%
2751	1	1.9%
2740	2	3.7%
2710	1	1.9%
2593	1	1.9%
2465	1	1.9%
2462	1	1.9%
2461	1	1.9%
2435	1	1.9%

오송
Real number (ℝ)

HIGH CORRELATION

Distinct	52
Distinct (%)	96.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1920.537

Minimum	941
Maximum	2692
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	618.0 B

Quantile statistics

Minimum	941
5-th percentile	1013.4
Q1	1479.25
median	2134
Q3	2265
95-th percentile	2623.45
Maximum	2692
Range	1751
Interquartile range (IQR)	785.75

Descriptive statistics

Standard deviation	511.68419
Coefficient of variation (CV)	0.26642766
Kurtosis	-0.91064744
Mean	1920.537
Median Absolute Deviation (MAD)	197
Skewness	-0.61819582
Sum	103709
Variance	261820.71
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2134	2	3.7%
2320	2	3.7%
2442	1	1.9%
1410	1	1.9%
1544	1	1.9%
1531	1	1.9%
1740	1	1.9%
1713	1	1.9%
1942	1	1.9%
1831	1	1.9%
Other values (42)	42	77.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
941	1	1.9%
953	1	1.9%
1003	1	1.9%
1019	1	1.9%
1083	1	1.9%
1111	1	1.9%
1149	1	1.9%
1207	1	1.9%
1211	1	1.9%
1228	1	1.9%

Value	Count	Frequency (%)
2692	1	1.9%
2688	1	1.9%
2628	1	1.9%
2621	1	1.9%
2442	1	1.9%
2415	1	1.9%
2383	1	1.9%
2336	1	1.9%
2320	2	3.7%
2306	1	1.9%

대전
Real number (ℝ)

HIGH CORRELATION

Distinct	53
Distinct (%)	98.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3075.1111

Minimum	1265
Maximum	4452
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	618.0 B

Quantile statistics

Minimum	1265
5-th percentile	1313.4
Q1	2318.75
median	3395.5
Q3	3610.25
95-th percentile	4349.1
Maximum	4452
Range	3187
Interquartile range (IQR)	1291.5

Descriptive statistics

Standard deviation	917.87373
Coefficient of variation (CV)	0.29848474
Kurtosis	-0.73874115
Mean	3075.1111
Median Absolute Deviation (MAD)	550
Skewness	-0.54073752
Sum	166056
Variance	842492.18
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3330	2	3.7%
4193	1	1.9%
2511	1	1.9%
2465	1	1.9%
2792	1	1.9%
2759	1	1.9%
3119	1	1.9%
3064	1	1.9%
3377	1	1.9%
3483	1	1.9%
Other values (43)	43	79.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1265	1	1.9%
1274	1	1.9%
1277	1	1.9%
1333	1	1.9%
1607	1	1.9%
1636	1	1.9%
1837	1	1.9%
1863	1	1.9%
1908	1	1.9%
1955	1	1.9%

Value	Count	Frequency (%)
4452	1	1.9%
4412	1	1.9%
4379	1	1.9%
4333	1	1.9%
4281	1	1.9%
4247	1	1.9%
4193	1	1.9%
3960	1	1.9%
3931	1	1.9%
3921	1	1.9%

김천구미
Real number (ℝ)

HIGH CORRELATION

Distinct	52
Distinct (%)	96.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	547.16667

Minimum	184
Maximum	847
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	618.0 B

Quantile statistics

Minimum	184
5-th percentile	192.6
Q1	400
median	604.5
Q3	661.25
95-th percentile	777.25
Maximum	847
Range	663
Interquartile range (IQR)	261.25

Descriptive statistics

Standard deviation	184.20372
Coefficient of variation (CV)	0.33665011
Kurtosis	-0.61517773
Mean	547.16667
Median Absolute Deviation (MAD)	95.5
Skewness	-0.66460646
Sum	29547
Variance	33931.009
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
673	2	3.7%
184	2	3.7%
596	1	1.9%
445	1	1.9%
506	1	1.9%
482	1	1.9%
580	1	1.9%
610	1	1.9%
621	1	1.9%
597	1	1.9%
Other values (42)	42	77.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
184	2	3.7%
190	1	1.9%
194	1	1.9%
217	1	1.9%
222	1	1.9%
277	1	1.9%
282	1	1.9%
309	1	1.9%
331	1	1.9%
351	1	1.9%

Value	Count	Frequency (%)
847	1	1.9%
817	1	1.9%
813	1	1.9%
758	1	1.9%
752	1	1.9%
746	1	1.9%
744	1	1.9%
729	1	1.9%
717	1	1.9%
697	1	1.9%

동대구
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	54
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4391

Minimum	855
Maximum	7931
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	618.0 B

Quantile statistics

Minimum	855
5-th percentile	875.9
Q1	2625.5
median	4839
Q3	5681
95-th percentile	7356.75
Maximum	7931
Range	7076
Interquartile range (IQR)	3055.5

Descriptive statistics

Standard deviation	2041.4803
Coefficient of variation (CV)	0.46492377
Kurtosis	-0.92648487
Mean	4391
Median Absolute Deviation (MAD)	1283
Skewness	-0.26726827
Sum	237114
Variance	4167641.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7423	1	1.9%
4841	1	1.9%
3026	1	1.9%
3005	1	1.9%
3618	1	1.9%
3563	1	1.9%
4373	1	1.9%
4651	1	1.9%
4930	1	1.9%
4626	1	1.9%
Other values (44)	44	81.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
855	1	1.9%
871	1	1.9%
872	1	1.9%
878	1	1.9%
1161	1	1.9%
1166	1	1.9%
1512	1	1.9%
1547	1	1.9%
1798	1	1.9%
1841	1	1.9%

Value	Count	Frequency (%)
7931	1	1.9%
7423	1	1.9%
7373	1	1.9%
7348	1	1.9%
7239	1	1.9%
7111	1	1.9%
7087	1	1.9%
7026	1	1.9%
7003	1	1.9%
6185	1	1.9%

신경주
Real number (ℝ)

HIGH CORRELATION

Distinct	51
Distinct (%)	94.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	613.07407

Minimum	156
Maximum	1031
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	618.0 B

Quantile statistics

Minimum	156
5-th percentile	172
Q1	392.5
median	686.5
Q3	770.5
95-th percentile	969.4
Maximum	1031
Range	875
Interquartile range (IQR)	378

Descriptive statistics

Standard deviation	242.63248
Coefficient of variation (CV)	0.39576373
Kurtosis	-0.83111546
Mean	613.07407
Median Absolute Deviation (MAD)	150.5
Skewness	-0.38578914
Sum	33106
Variance	58870.523
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
972	2	3.7%
687	2	3.7%
172	2	3.7%
1031	1	1.9%
692	1	1.9%
428	1	1.9%
498	1	1.9%
502	1	1.9%
712	1	1.9%
810	1	1.9%
Other values (41)	41	75.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
156	1	1.9%
166	1	1.9%
172	2	3.7%
230	1	1.9%
234	1	1.9%
275	1	1.9%
285	1	1.9%
308	1	1.9%
324	1	1.9%
352	1	1.9%

Value	Count	Frequency (%)
1031	1	1.9%
972	2	3.7%
968	1	1.9%
954	1	1.9%
925	1	1.9%
897	1	1.9%
890	1	1.9%
864	1	1.9%
810	1	1.9%
808	1	1.9%

울산
Real number (ℝ)

HIGH CORRELATION

Distinct	51
Distinct (%)	94.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1948.4074

Minimum	707
Maximum	3206
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	618.0 B

Quantile statistics

Minimum	707
5-th percentile	736.55
Q1	1430.5
median	2113.5
Q3	2283
95-th percentile	2827.5
Maximum	3206
Range	2499
Interquartile range (IQR)	852.5

Descriptive statistics

Standard deviation	643.58526
Coefficient of variation (CV)	0.33031349
Kurtosis	-0.65218609
Mean	1948.4074
Median Absolute Deviation (MAD)	411.5
Skewness	-0.37881379
Sum	105214
Variance	414201.98
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2786	2	3.7%
2181	2	3.7%
2190	2	3.7%
2899	1	1.9%
2074	1	1.9%
1492	1	1.9%
1506	1	1.9%
1680	1	1.9%
1716	1	1.9%
2040	1	1.9%
Other values (41)	41	75.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
707	1	1.9%
709	1	1.9%
732	1	1.9%
739	1	1.9%
950	1	1.9%
972	1	1.9%
1085	1	1.9%
1102	1	1.9%
1166	1	1.9%
1204	1	1.9%

Value	Count	Frequency (%)
3206	1	1.9%
2908	1	1.9%
2899	1	1.9%
2789	1	1.9%
2786	2	3.7%
2785	1	1.9%
2696	1	1.9%
2607	1	1.9%
2539	1	1.9%
2498	1	1.9%

부산
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	54
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5333.3889

Minimum	1928
Maximum	9345
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	618.0 B

Quantile statistics

Minimum	1928
5-th percentile	2025.25
Q1	3604.75
median	5593
Q3	6265
95-th percentile	8446.1
Maximum	9345
Range	7417
Interquartile range (IQR)	2660.25

Descriptive statistics

Standard deviation	1985.2462
Coefficient of variation (CV)	0.37222978
Kurtosis	-0.68746462
Mean	5333.3889
Median Absolute Deviation (MAD)	1297
Skewness	0.050307349
Sum	288003
Variance	3941202.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9027	1	1.9%
5585	1	1.9%
3864	1	1.9%
3808	1	1.9%
4331	1	1.9%
4261	1	1.9%
5610	1	1.9%
6319	1	1.9%
5700	1	1.9%
5154	1	1.9%
Other values (44)	44	81.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1928	1	1.9%
1955	1	1.9%
1957	1	1.9%
2062	1	1.9%
2478	1	1.9%
2532	1	1.9%
2849	1	1.9%
2887	1	1.9%
3092	1	1.9%
3124	1	1.9%

Value	Count	Frequency (%)
9345	1	1.9%
9027	1	1.9%
8541	1	1.9%
8395	1	1.9%
8374	1	1.9%
8217	1	1.9%
8192	1	1.9%
8100	1	1.9%
8087	1	1.9%
7046	1	1.9%

공주
Real number (ℝ)

HIGH CORRELATION

Distinct	37
Distinct (%)	68.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	59.722222

Minimum	27
Maximum	115
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	618.0 B

Quantile statistics

Minimum	27
5-th percentile	30.3
Q1	43
median	64
Q3	69
95-th percentile	82.7
Maximum	115
Range	88
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	18.935259
Coefficient of variation (CV)	0.3170555
Kurtosis	0.36902064
Mean	59.722222
Median Absolute Deviation (MAD)	11
Skewness	0.23473769
Sum	3225
Variance	358.54403
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
67	4	7.4%
64	4	7.4%
32	3	5.6%
69	3	5.6%
60	2	3.7%
82	2	3.7%
70	2	3.7%
65	2	3.7%
41	2	3.7%
75	2	3.7%
Other values (27)	28	51.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
27	1	1.9%
28	1	1.9%
29	1	1.9%
31	1	1.9%
32	3	5.6%
35	1	1.9%
37	1	1.9%
39	1	1.9%
40	1	1.9%
41	2	3.7%

Value	Count	Frequency (%)
115	1	1.9%
104	1	1.9%
84	1	1.9%
82	2	3.7%
81	1	1.9%
80	1	1.9%
77	1	1.9%
75	2	3.7%
73	1	1.9%
70	2	3.7%

익산
Real number (ℝ)

HIGH CORRELATION

Distinct	53
Distinct (%)	98.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1389.9074

Minimum	763
Maximum	2065
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	618.0 B

Quantile statistics

Minimum	763
5-th percentile	810.95
Q1	1085.75
median	1478.5
Q3	1583
95-th percentile	1905.05
Maximum	2065
Range	1302
Interquartile range (IQR)	497.25

Descriptive statistics

Standard deviation	342.87565
Coefficient of variation (CV)	0.24668956
Kurtosis	-0.81932764
Mean	1389.9074
Median Absolute Deviation (MAD)	219.5
Skewness	-0.18986336
Sum	75055
Variance	117563.71
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1396	2	3.7%
1946	1	1.9%
1475	1	1.9%
1148	1	1.9%
1097	1	1.9%
1228	1	1.9%
1194	1	1.9%
1498	1	1.9%
1602	1	1.9%
1667	1	1.9%
Other values (43)	43	79.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
763	1	1.9%
775	1	1.9%
809	1	1.9%
812	1	1.9%
885	1	1.9%
916	1	1.9%
921	1	1.9%
955	1	1.9%
960	1	1.9%
988	1	1.9%

Value	Count	Frequency (%)
2065	1	1.9%
1955	1	1.9%
1946	1	1.9%
1883	1	1.9%
1880	1	1.9%
1841	1	1.9%
1837	1	1.9%
1819	1	1.9%
1733	1	1.9%
1667	1	1.9%

정읍
Real number (ℝ)

HIGH CORRELATION

Distinct	47
Distinct (%)	87.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	280.7963

Minimum	161
Maximum	497
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	618.0 B

Quantile statistics

Minimum	161
5-th percentile	166.6
Q1	221.5
median	289.5
Q3	320.5
95-th percentile	384.15
Maximum	497
Range	336
Interquartile range (IQR)	99

Descriptive statistics

Standard deviation	72.393156
Coefficient of variation (CV)	0.25781379
Kurtosis	0.46061846
Mean	280.7963
Median Absolute Deviation (MAD)	48.5
Skewness	0.43259077
Sum	15163
Variance	5240.769
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
289	2	3.7%
164	2	3.7%
381	2	3.7%
234	2	3.7%
343	2	3.7%
321	2	3.7%
292	2	3.7%
229	1	1.9%
260	1	1.9%
244	1	1.9%
Other values (37)	37	68.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
161	1	1.9%
164	2	3.7%
168	1	1.9%
179	1	1.9%
183	1	1.9%
191	1	1.9%
196	1	1.9%
200	1	1.9%
204	1	1.9%
209	1	1.9%

Value	Count	Frequency (%)
497	1	1.9%
449	1	1.9%
390	1	1.9%
381	2	3.7%
368	1	1.9%
363	1	1.9%
343	2	3.7%
341	1	1.9%
331	1	1.9%
324	1	1.9%

광주송정
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	54
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2840.9444

Minimum	1533
Maximum	4460
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	618.0 B

Quantile statistics

Minimum	1533
5-th percentile	1632.65
Q1	2164.5
median	2982.5
Q3	3170.5
95-th percentile	4035.8
Maximum	4460
Range	2927
Interquartile range (IQR)	1006

Descriptive statistics

Standard deviation	737.81926
Coefficient of variation (CV)	0.25970915
Kurtosis	-0.60855797
Mean	2840.9444
Median Absolute Deviation (MAD)	378.5
Skewness	0.0040164745
Sum	153411
Variance	544377.26
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4096	1	1.9%
2976	1	1.9%
2317	1	1.9%
2208	1	1.9%
2533	1	1.9%
2449	1	1.9%
3009	1	1.9%
3177	1	1.9%
3290	1	1.9%
2975	1	1.9%
Other values (44)	44	81.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1533	1	1.9%
1548	1	1.9%
1632	1	1.9%
1633	1	1.9%
1805	1	1.9%
1815	1	1.9%
1888	1	1.9%
1930	1	1.9%
1948	1	1.9%
1974	1	1.9%

Value	Count	Frequency (%)
4460	1	1.9%
4096	1	1.9%
4067	1	1.9%
4019	1	1.9%
3992	1	1.9%
3909	1	1.9%
3862	1	1.9%
3819	1	1.9%
3711	1	1.9%
3290	1	1.9%

나주
Real number (ℝ)

HIGH CORRELATION

Distinct	46
Distinct (%)	85.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	326.38889

Minimum	203
Maximum	452
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	618.0 B

Quantile statistics

Minimum	203
5-th percentile	224.95
Q1	258.75
median	348
Q3	360.75
95-th percentile	421.8
Maximum	452
Range	249
Interquartile range (IQR)	102

Descriptive statistics

Standard deviation	67.093969
Coefficient of variation (CV)	0.2055645
Kurtosis	-0.93266266
Mean	326.38889
Median Absolute Deviation (MAD)	43
Skewness	-0.25514501
Sum	17625
Variance	4501.6006
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
355	2	3.7%
391	2	3.7%
226	2	3.7%
358	2	3.7%
339	2	3.7%
353	2	3.7%
348	2	3.7%
352	2	3.7%
350	1	1.9%
253	1	1.9%
Other values (36)	36	66.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
203	1	1.9%
204	1	1.9%
223	1	1.9%
226	2	3.7%
229	1	1.9%
231	1	1.9%
233	1	1.9%
238	1	1.9%
241	1	1.9%
249	1	1.9%

Value	Count	Frequency (%)
452	1	1.9%
446	1	1.9%
427	1	1.9%
419	1	1.9%
416	1	1.9%
409	1	1.9%
403	1	1.9%
394	1	1.9%
391	2	3.7%
387	1	1.9%

목포
Real number (ℝ)

HIGH CORRELATION

Distinct	49
Distinct (%)	90.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	596.85185

Minimum	321
Maximum	1043
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	618.0 B

Quantile statistics

Minimum	321
5-th percentile	348.3
Q1	435.5
median	621.5
Q3	691.25
95-th percentile	874.45
Maximum	1043
Range	722
Interquartile range (IQR)	255.75

Descriptive statistics

Standard deviation	169.87114
Coefficient of variation (CV)	0.2846119
Kurtosis	-0.39179093
Mean	596.85185
Median Absolute Deviation (MAD)	118.5
Skewness	0.15554247
Sum	32230
Variance	28856.204
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=49)

Value	Count	Frequency (%)
645	3	5.6%
785	2	3.7%
366	2	3.7%
606	2	3.7%
909	1	1.9%
650	1	1.9%
434	1	1.9%
505	1	1.9%
501	1	1.9%
734	1	1.9%
Other values (39)	39	72.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
321	1	1.9%
324	1	1.9%
347	1	1.9%
349	1	1.9%
352	1	1.9%
366	2	3.7%
385	1	1.9%
387	1	1.9%
390	1	1.9%
396	1	1.9%

Value	Count	Frequency (%)
1043	1	1.9%
909	1	1.9%
892	1	1.9%
865	1	1.9%
794	1	1.9%
785	2	3.7%
779	1	1.9%
769	1	1.9%
767	1	1.9%
734	1	1.9%

Phik (φk)
Auto

Heatmap
Table

	구분	승하차	수서	동탄	지제	천안아산	오송	대전	김천구미	동대구	신경주	울산	부산	공주	익산	정읍	광주송정	나주	목포
구분	1.000	0.000	0.950	0.967	0.973	0.964	0.985	0.985	0.948	0.978	0.968	0.947	0.986	0.979	0.960	0.948	0.935	0.928	0.929
승하차	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.342	0.000	0.000
수서	0.950	0.000	1.000	0.989	0.953	0.958	0.966	0.967	0.949	0.957	0.946	0.941	0.955	0.859	0.967	0.767	0.975	0.928	0.944
동탄	0.967	0.000	0.989	1.000	0.943	0.949	0.961	0.949	0.954	0.958	0.960	0.927	0.921	0.860	0.948	0.821	0.959	0.882	0.931
지제	0.973	0.000	0.953	0.943	1.000	0.952	0.976	0.942	0.944	0.950	0.951	0.935	0.872	0.848	0.928	0.821	0.944	0.915	0.903
천안아산	0.964	0.000	0.958	0.949	0.952	1.000	0.959	0.982	0.939	0.964	0.941	0.943	0.889	0.877	0.953	0.805	0.948	0.906	0.924
오송	0.985	0.000	0.966	0.961	0.976	0.959	1.000	0.955	0.952	0.950	0.944	0.916	0.898	0.844	0.954	0.804	0.963	0.883	0.932
대전	0.985	0.000	0.967	0.949	0.942	0.982	0.955	1.000	0.933	0.961	0.929	0.945	0.915	0.844	0.941	0.793	0.950	0.918	0.915
김천구미	0.948	0.000	0.949	0.954	0.944	0.939	0.952	0.933	1.000	0.968	0.965	0.939	0.890	0.869	0.950	0.829	0.957	0.897	0.906
동대구	0.978	0.000	0.957	0.958	0.950	0.964	0.950	0.961	0.968	1.000	0.963	0.943	0.920	0.864	0.919	0.790	0.933	0.855	0.869
신경주	0.968	0.000	0.946	0.960	0.951	0.941	0.944	0.929	0.965	0.963	1.000	0.966	0.903	0.868	0.928	0.807	0.942	0.831	0.904
울산	0.947	0.000	0.941	0.927	0.935	0.943	0.916	0.945	0.939	0.943	0.966	1.000	0.904	0.896	0.949	0.867	0.950	0.910	0.918
부산	0.986	0.000	0.955	0.921	0.872	0.889	0.898	0.915	0.890	0.920	0.903	0.904	1.000	0.937	0.913	0.921	0.932	0.809	0.880
공주	0.979	0.000	0.859	0.860	0.848	0.877	0.844	0.844	0.869	0.864	0.868	0.896	0.937	1.000	0.897	0.983	0.908	0.831	0.915
익산	0.960	0.000	0.967	0.948	0.928	0.953	0.954	0.941	0.950	0.919	0.928	0.949	0.913	0.897	1.000	0.836	0.975	0.919	0.975
정읍	0.948	0.000	0.767	0.821	0.821	0.805	0.804	0.793	0.829	0.790	0.807	0.867	0.921	0.983	0.836	1.000	0.856	0.776	0.852
광주송정	0.935	0.342	0.975	0.959	0.944	0.948	0.963	0.950	0.957	0.933	0.942	0.950	0.932	0.908	0.975	0.856	1.000	0.920	0.975
나주	0.928	0.000	0.928	0.882	0.915	0.906	0.883	0.918	0.897	0.855	0.831	0.910	0.809	0.831	0.919	0.776	0.920	1.000	0.933
목포	0.929	0.000	0.944	0.931	0.903	0.924	0.932	0.915	0.906	0.869	0.904	0.918	0.880	0.915	0.975	0.852	0.975	0.933	1.000

Heatmap
Table

	수서	동탄	지제	천안아산	오송	대전	김천구미	동대구	신경주	울산	부산	공주	익산	정읍	광주송정	나주	목포	승하차
수서	1.000	0.981	0.960	0.973	0.905	0.939	0.934	0.942	0.930	0.942	0.952	0.878	0.903	0.820	0.887	0.901	0.871	0.000
동탄	0.981	1.000	0.968	0.955	0.884	0.923	0.943	0.945	0.958	0.946	0.961	0.890	0.922	0.862	0.898	0.911	0.906	0.000
지제	0.960	0.968	1.000	0.967	0.939	0.930	0.950	0.946	0.939	0.932	0.921	0.900	0.911	0.864	0.895	0.915	0.892	0.000
천안아산	0.973	0.955	0.967	1.000	0.931	0.945	0.926	0.937	0.924	0.943	0.940	0.877	0.899	0.808	0.887	0.914	0.867	0.000
오송	0.905	0.884	0.939	0.931	1.000	0.901	0.921	0.912	0.866	0.861	0.863	0.824	0.850	0.771	0.856	0.848	0.823	0.000
대전	0.939	0.923	0.930	0.945	0.901	1.000	0.931	0.941	0.914	0.936	0.923	0.880	0.861	0.798	0.866	0.868	0.841	0.000
김천구미	0.934	0.943	0.950	0.926	0.921	0.931	1.000	0.987	0.950	0.942	0.942	0.869	0.918	0.866	0.909	0.896	0.891	0.000
동대구	0.942	0.945	0.946	0.937	0.912	0.941	0.987	1.000	0.954	0.958	0.949	0.857	0.898	0.839	0.891	0.889	0.870	0.000
신경주	0.930	0.958	0.939	0.924	0.866	0.914	0.950	0.954	1.000	0.974	0.970	0.905	0.917	0.893	0.903	0.905	0.920	0.000
울산	0.942	0.946	0.932	0.943	0.861	0.936	0.942	0.958	0.974	1.000	0.969	0.903	0.907	0.873	0.902	0.922	0.888	0.000
부산	0.952	0.961	0.921	0.940	0.863	0.923	0.942	0.949	0.970	0.969	1.000	0.903	0.939	0.869	0.934	0.933	0.932	0.000
공주	0.878	0.890	0.900	0.877	0.824	0.880	0.869	0.857	0.905	0.903	0.903	1.000	0.925	0.922	0.940	0.917	0.934	0.000
익산	0.903	0.922	0.911	0.899	0.850	0.861	0.918	0.898	0.917	0.907	0.939	0.925	1.000	0.946	0.985	0.946	0.970	0.000
정읍	0.820	0.862	0.864	0.808	0.771	0.798	0.866	0.839	0.893	0.873	0.869	0.922	0.946	1.000	0.935	0.893	0.951	0.000
광주송정	0.887	0.898	0.895	0.887	0.856	0.866	0.909	0.891	0.903	0.902	0.934	0.940	0.985	0.935	1.000	0.954	0.971	0.225
나주	0.901	0.911	0.915	0.914	0.848	0.868	0.896	0.889	0.905	0.922	0.933	0.917	0.946	0.893	0.954	1.000	0.947	0.000
목포	0.871	0.906	0.892	0.867	0.823	0.841	0.891	0.870	0.920	0.888	0.932	0.934	0.970	0.951	0.971	0.947	1.000	0.000
승하차	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.225	0.000	0.000	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	승하차	수서	동탄	지제	천안아산	오송	대전	김천구미	동대구	신경주	울산	부산	공주	익산	정읍	광주송정	나주	목포
0	2020년 1주	승차	20114	4590	2147	2710	2442	4193	752	7423	1031	2899	9027	73	1946	390	4096	409	909
1	2020년 1주	하차	21044	4644	2256	2740	2383	4281	813	7348	968	2908	8541	82	1837	381	3711	419	794
2	2020년 2주	승차	21008	4323	2012	2740	2688	4333	758	7239	954	2696	8087	82	1883	341	4019	391	767
3	2020년 2주	하차	21148	4350	2000	2815	2621	4379	744	7111	972	2786	8192	81	1819	319	3819	394	769
4	2020년 3주	승차	21350	4202	1961	2751	2692	4412	746	7087	897	2607	8217	80	1880	343	3992	385	785
5	2020년 3주	하차	21223	4152	1947	2843	2628	4452	729	7026	925	2789	8374	84	1841	331	3862	403	779
6	2020년 4주	승차	22140	4978	2106	2593	2300	4247	817	7373	864	2785	8100	115	1955	449	3909	446	865
7	2020년 4주	하차	20121	4537	1940	2465	2099	3960	847	7931	972	3206	9345	104	2065	497	4460	452	1043
8	2020년 5주	승차	17643	3543	1737	2323	2239	3721	717	7003	890	2786	8395	77	1733	381	4067	416	892
9	2020년 5주	하차	20511	4243	1885	2461	2282	3907	655	6025	808	2498	7046	75	1543	291	3180	427	726

	구분	승하차	수서	동탄	지제	천안아산	오송	대전	김천구미	동대구	신경주	울산	부산	공주	익산	정읍	광주송정	나주	목포
44	2020년 23주	승차	15739	3081	1654	2152	2200	3481	638	4912	689	2079	5532	63	1496	306	2983	327	645
45	2020년 23주	하차	15849	3054	1672	2225	2134	3488	605	4863	704	2125	5562	65	1462	301	2918	331	619
46	2020년 24주	승차	16288	3172	1727	2249	2336	3638	662	5189	686	2095	5692	64	1525	289	3074	355	643
47	2020년 24주	하차	16358	3209	1700	2343	2259	3622	613	5133	687	2181	5755	67	1482	292	3001	353	628
48	2020년 25주	승차	16989	3331	1834	2333	2320	3510	673	5370	708	2181	5882	69	1577	321	3151	352	689
49	2020년 25주	하차	16872	3285	1800	2399	2252	3489	641	5435	727	2250	6098	68	1547	310	3083	361	672
50	2020년 26주	승차	17294	3417	1885	2378	2415	3253	693	5693	754	2190	6099	66	1631	321	3216	391	692
51	2020년 26주	하차	17333	3438	1844	2435	2320	3265	657	5614	776	2320	6211	66	1601	324	3117	387	681
52	2020년 27주	승차	15398	2911	1438	1990	2122	2790	633	4906	639	1914	5272	58	1366	251	2844	298	584
53	2020년 27주	하차	15680	2914	1604	2142	2202	3032	587	4786	623	1896	4740	56	1302	234	2726	330	559

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Letter

Space Separator

Most occurring scripts

Most frequent character per script

Common

Hangul

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample