gimi9 Pandas Profiling

Dataset statistics

Number of variables	15
Number of observations	10000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.4 MiB
Average record size in memory	142.0 B

Variable types

Numeric	14
Categorical	1

Dataset

Description	기준일ID,시군구코드,시군구명,총생활인구수,내국인생활인구수,장기체류외국인인구수,단기체류외국인인구수,일최대인구수,일최소인구수,주간인구수(09~18),야간인구수(19~08),일최대이동인구수,서울외유입인구수,동일자치구행정동간이동인구수,자치구간이동인구수
Author	서울특별시
URL	https://data.seoul.go.kr/dataList/OA-15379/S/1/datasetView.do

Alerts

`시군구코드` is highly overall correlated with `내국인생활인구수` and 3 other fields	High correlation
`총생활인구수` is highly overall correlated with `내국인생활인구수` and 8 other fields	High correlation
`내국인생활인구수` is highly overall correlated with `시군구코드` and 8 other fields	High correlation
`장기체류외국인인구수` is highly overall correlated with `단기체류외국인인구수` and 3 other fields	High correlation
`단기체류외국인인구수` is highly overall correlated with `장기체류외국인인구수` and 4 other fields	High correlation
`일최대인구수` is highly overall correlated with `총생활인구수` and 8 other fields	High correlation
`일최소인구수` is highly overall correlated with `시군구코드` and 8 other fields	High correlation
`주간인구수(09~18)` is highly overall correlated with `총생활인구수` and 10 other fields	High correlation
`야간인구수(19~08)` is highly overall correlated with `시군구코드` and 8 other fields	High correlation
`일최대이동인구수` is highly overall correlated with `총생활인구수` and 8 other fields	High correlation
`서울외유입인구수` is highly overall correlated with `총생활인구수` and 6 other fields	High correlation
`동일자치구행정동간이동인구수` is highly overall correlated with `총생활인구수` and 5 other fields	High correlation
`자치구간이동인구수` is highly overall correlated with `장기체류외국인인구수` and 4 other fields	High correlation
`시군구명` is highly overall correlated with `시군구코드` and 7 other fields	High correlation
`총생활인구수` has unique values	Unique
`내국인생활인구수` has unique values	Unique
`장기체류외국인인구수` has unique values	Unique
`일최대인구수` has unique values	Unique
`일최소인구수` has unique values	Unique
`주간인구수(09~18)` has unique values	Unique
`야간인구수(19~08)` has unique values	Unique
`일최대이동인구수` has unique values	Unique
`서울외유입인구수` has unique values	Unique
`동일자치구행정동간이동인구수` has unique values	Unique
`자치구간이동인구수` has unique values	Unique

Reproduction

Analysis started	2024-05-04 02:15:47.871069
Analysis finished	2024-05-04 02:17:19.435362
Duration	1 minute and 31.56 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

기준일ID
Real number (ℝ)

Distinct	1890
Distinct (%)	18.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20213379

Minimum	20190211
Maximum	20240429
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20190211
5-th percentile	20190520
Q1	20200619
median	20211012
Q3	20230117
95-th percentile	20240128
Maximum	20240429
Range	50218
Interquartile range (IQR)	29498

Descriptive statistics

Standard deviation	15145.407
Coefficient of variation (CV)	0.00074927637
Kurtosis	-1.120717
Mean	20213379
Median Absolute Deviation (MAD)	10410
Skewness	0.03836692
Sum	2.0213379 × 10¹¹
Variance	2.2938336 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20211007	15	0.1%
20231231	13	0.1%
20220814	13	0.1%
20200503	12	0.1%
20200616	12	0.1%
20230106	12	0.1%
20211128	12	0.1%
20210308	12	0.1%
20240417	12	0.1%
20240427	11	0.1%
Other values (1880)	9876	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20190211	1	< 0.1%
20190212	3	< 0.1%
20190213	5	0.1%
20190214	9	0.1%
20190215	7	0.1%
20190216	6	0.1%
20190217	3	< 0.1%
20190218	6	0.1%
20190219	4	< 0.1%
20190220	2	< 0.1%

Value	Count	Frequency (%)
20240429	5	0.1%
20240428	2	< 0.1%
20240427	11	0.1%
20240426	5	0.1%
20240425	4	< 0.1%
20240424	8	0.1%
20240423	3	< 0.1%
20240422	5	0.1%
20240421	4	< 0.1%
20240420	5	0.1%

시군구코드
Real number (ℝ)

HIGH CORRELATION

Distinct	26
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11399.428

Minimum	11000
Maximum	11740
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	11000
5-th percentile	11110
Q1	11230
median	11380
Q3	11560
95-th percentile	11710
Maximum	11740
Range	740
Interquartile range (IQR)	330

Descriptive statistics

Standard deviation	198.20305
Coefficient of variation (CV)	0.017387104
Kurtosis	-1.0079976
Mean	11399.428
Median Absolute Deviation (MAD)	165
Skewness	-0.046521861
Sum	1.1399428 × 10⁸
Variance	39284.449
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
11110	408	4.1%
11530	405	4.0%
11305	403	4.0%
11650	402	4.0%
11560	399	4.0%
11170	397	4.0%
11290	396	4.0%
11260	395	4.0%
11590	395	4.0%
11350	393	3.9%
Other values (16)	6007	60.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11000	368	3.7%
11110	408	4.1%
11140	388	3.9%
11170	397	4.0%
11200	375	3.8%
11215	357	3.6%
11230	382	3.8%
11260	395	4.0%
11290	396	4.0%
11305	403	4.0%

Value	Count	Frequency (%)
11740	363	3.6%
11710	352	3.5%
11680	368	3.7%
11650	402	4.0%
11620	388	3.9%
11590	395	4.0%
11560	399	4.0%
11545	387	3.9%
11530	405	4.0%
11500	392	3.9%

시군구명
Categorical

HIGH CORRELATION

Distinct	26
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

종로구	408
구로구	405
강북구	403
서초구	402
영등포구	399
Other values (21)	7983

Length

Max length	4
Median length	3
Mean length	3.0763
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	강서구
2nd row	도봉구
3rd row	금천구
4th row	동작구
5th row	동작구

Common Values

Value	Count	Frequency (%)
종로구	408	4.1%
구로구	405	4.0%
강북구	403	4.0%
서초구	402	4.0%
영등포구	399	4.0%
용산구	397	4.0%
성북구	396	4.0%
중랑구	395	4.0%
동작구	395	4.0%
노원구	393	3.9%
Other values (16)	6007	60.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
종로구	408	4.1%
구로구	405	4.0%
강북구	403	4.0%
서초구	402	4.0%
영등포구	399	4.0%
용산구	397	4.0%
성북구	396	4.0%
중랑구	395	4.0%
동작구	395	4.0%
노원구	393	3.9%
Other values (16)	6007	60.1%

총생활인구수
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	820788.11

Minimum	167693.93
Maximum	11707668
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	167693.93
5-th percentile	256318.27
Q1	349446.85
median	415212.14
Q3	512331.05
95-th percentile	886449.32
Maximum	11707668
Range	11539974
Interquartile range (IQR)	162884.2

Descriptive statistics

Standard deviation	1980390.1
Coefficient of variation (CV)	2.412791
Kurtosis	22.123941
Mean	820788.11
Median Absolute Deviation (MAD)	85933.953
Skewness	4.8942926
Sum	8.2078811 × 10⁹
Variance	3.9219451 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
535536.7034	1	< 0.1%
244378.2987	1	< 0.1%
387148.0987	1	< 0.1%
274813.8606	1	< 0.1%
416917.9187	1	< 0.1%
423787.804	1	< 0.1%
384701.4375	1	< 0.1%
522149.3702	1	< 0.1%
468251.5329	1	< 0.1%
440181.4407	1	< 0.1%
Other values (9990)	9990	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
167693.9316	1	< 0.1%
183705.6238	1	< 0.1%
191213.9225	1	< 0.1%
191595.1951	1	< 0.1%
193043.4979	1	< 0.1%
193833.0584	1	< 0.1%
197063.5992	1	< 0.1%
197762.8474	1	< 0.1%
201824.6072	1	< 0.1%
202222.6991	1	< 0.1%

Value	Count	Frequency (%)
11707668.4276	1	< 0.1%
11689487.7364	1	< 0.1%
11679296.2354	1	< 0.1%
11650356.3953	1	< 0.1%
11649131.3283	1	< 0.1%
11645600.3024	1	< 0.1%
11644670.2874	1	< 0.1%
11629252.4393	1	< 0.1%
11622506.1938	1	< 0.1%
11622215.2466	1	< 0.1%

내국인생활인구수
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	781424.34

Minimum	143090.19
Maximum	11117078
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	143090.19
5-th percentile	233422.21
Q1	330579.63
median	388674.06
Q3	491973.33
95-th percentile	853207.02
Maximum	11117078
Range	10973987
Interquartile range (IQR)	161393.7

Descriptive statistics

Standard deviation	1886124.9
Coefficient of variation (CV)	2.4137013
Kurtosis	22.106494
Mean	781424.34
Median Absolute Deviation (MAD)	88555.58
Skewness	4.8915354
Sum	7.8142434 × 10⁹
Variance	3.5574673 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
517423.7025	1	< 0.1%
225743.6	1	< 0.1%
380756.6703	1	< 0.1%
268046.1404	1	< 0.1%
388479.912	1	< 0.1%
387183.7229	1	< 0.1%
357463.4028	1	< 0.1%
511923.4571	1	< 0.1%
442291.9114	1	< 0.1%
399135.6911	1	< 0.1%
Other values (9990)	9990	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
143090.1851	1	< 0.1%
148379.927	1	< 0.1%
150959.5952	1	< 0.1%
156119.5522	1	< 0.1%
161276.8861	1	< 0.1%
163056.6672	1	< 0.1%
166406.4699	1	< 0.1%
168073.0858	1	< 0.1%
169043.4946	1	< 0.1%
171722.903	1	< 0.1%

Value	Count	Frequency (%)
11117077.5196	1	< 0.1%
11102190.6456	1	< 0.1%
11084950.9846	1	< 0.1%
11055967.5317	1	< 0.1%
11042732.191	1	< 0.1%
11038427.6823	1	< 0.1%
11033697.2565	1	< 0.1%
11033696.5154	1	< 0.1%
11033690.0983	1	< 0.1%
11030871.6586	1	< 0.1%

장기체류외국인인구수
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29610.125

Minimum	2525.0218
Maximum	439789.07
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	2525.0218
5-th percentile	4768.2341
Q1	8872.2228
median	16094.934
Q3	21050.942
95-th percentile	39575.932
Maximum	439789.07
Range	437264.04
Interquartile range (IQR)	12178.719

Descriptive statistics

Standard deviation	71551.323
Coefficient of variation (CV)	2.4164478
Kurtosis	21.762218
Mean	29610.125
Median Absolute Deviation (MAD)	6077.0809
Skewness	4.829795
Sum	2.9610125 × 10⁸
Variance	5.1195918 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9565.1791	1	< 0.1%
16021.1049	1	< 0.1%
5504.4304	1	< 0.1%
5964.2154	1	< 0.1%
25792.1583	1	< 0.1%
30852.8671	1	< 0.1%
20293.999	1	< 0.1%
8664.7727	1	< 0.1%
19144.9808	1	< 0.1%
35449.7389	1	< 0.1%
Other values (9990)	9990	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2525.0218	1	< 0.1%
2605.2692	1	< 0.1%
2607.73	1	< 0.1%
2611.6171	1	< 0.1%
2632.4769	1	< 0.1%
2639.2226	1	< 0.1%
2642.5847	1	< 0.1%
2647.1117	1	< 0.1%
2654.2574	1	< 0.1%
2663.0448	1	< 0.1%

Value	Count	Frequency (%)
439789.0663	1	< 0.1%
437556.7659	1	< 0.1%
433154.2442	1	< 0.1%
430947.0239	1	< 0.1%
430915.5713	1	< 0.1%
430800.0369	1	< 0.1%
430122.0304	1	< 0.1%
429784.1145	1	< 0.1%
429130.6432	1	< 0.1%
428594.0727	1	< 0.1%

단기체류외국인인구수
Real number (ℝ)

HIGH CORRELATION

Distinct	9996
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9753.6477

Minimum	0
Maximum	209320.73
Zeros	4
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	616.41249
Q1	1500.8492
median	3212.1144
Q3	6883.4957
95-th percentile	34903.983
Maximum	209320.73
Range	209320.73
Interquartile range (IQR)	5382.6464

Descriptive statistics

Standard deviation	25478.787
Coefficient of variation (CV)	2.6122316
Kurtosis	27.346473
Mean	9753.6477
Median Absolute Deviation (MAD)	2133.6523
Skewness	5.1223576
Sum	97536477
Variance	6.4916856 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	4	< 0.1%
3895.0078	2	< 0.1%
2613.5938	1	< 0.1%
803.5049	1	< 0.1%
2645.8483	1	< 0.1%
5751.2139	1	< 0.1%
6944.0357	1	< 0.1%
1561.1404	1	< 0.1%
6814.6406	1	< 0.1%
5596.0107	1	< 0.1%
Other values (9986)	9986	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	4	< 0.1%
32.5101	1	< 0.1%
148.2856	1	< 0.1%
149.8783	1	< 0.1%
208.0576	1	< 0.1%
220.0543	1	< 0.1%
221.9365	1	< 0.1%
230.245	1	< 0.1%
249.8442	1	< 0.1%
263.3547	1	< 0.1%

Value	Count	Frequency (%)
209320.733	1	< 0.1%
205783.8351	1	< 0.1%
204446.8745	1	< 0.1%
200221.18	1	< 0.1%
198611.2319	1	< 0.1%
198266.449	1	< 0.1%
196745.9236	1	< 0.1%
196297.2181	1	< 0.1%
194313.1657	1	< 0.1%
191411.9408	1	< 0.1%

일최대인구수
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	873642.92

Minimum	185079.65
Maximum	12140449
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	185079.65
5-th percentile	286892.65
Q1	386910.71
median	445528.55
Q3	552119.51
95-th percentile	1123435.9
Maximum	12140449
Range	11955369
Interquartile range (IQR)	165208.8

Descriptive statistics

Standard deviation	2027478.2
Coefficient of variation (CV)	2.3207173
Kurtosis	22.093422
Mean	873642.92
Median Absolute Deviation (MAD)	87215.082
Skewness	4.8861563
Sum	8.7364292 × 10⁹
Variance	4.1106679 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
574416.8825	1	< 0.1%
271519.7913	1	< 0.1%
407072.5026	1	< 0.1%
305200.7955	1	< 0.1%
437574.9723	1	< 0.1%
436104.0728	1	< 0.1%
396804.6351	1	< 0.1%
550487.4422	1	< 0.1%
506610.9161	1	< 0.1%
463602.4611	1	< 0.1%
Other values (9990)	9990	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
185079.6534	1	< 0.1%
212046.6412	1	< 0.1%
213783.2911	1	< 0.1%
214339.9388	1	< 0.1%
216630.5077	1	< 0.1%
218559.2919	1	< 0.1%
218622.9084	1	< 0.1%
218741.5321	1	< 0.1%
218949.9764	1	< 0.1%
219160.2724	1	< 0.1%

Value	Count	Frequency (%)
12140448.7358	1	< 0.1%
12065970.1919	1	< 0.1%
12064531.2737	1	< 0.1%
12062971.8802	1	< 0.1%
12061411.3597	1	< 0.1%
12060838.3351	1	< 0.1%
12053347.1922	1	< 0.1%
12047327.0674	1	< 0.1%
12038082.3641	1	< 0.1%
12034277.9727	1	< 0.1%

일최소인구수
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	769846.29

Minimum	158114.29
Maximum	11309182
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	158114.29
5-th percentile	219715.7
Q1	308576.47
median	385347.72
Q3	465766.88
95-th percentile	752966.21
Maximum	11309182
Range	11151068
Interquartile range (IQR)	157190.41

Descriptive statistics

Standard deviation	1934569.3
Coefficient of variation (CV)	2.5129292
Kurtosis	22.123707
Mean	769846.29
Median Absolute Deviation (MAD)	79520.749
Skewness	4.896741
Sum	7.6984629 × 10⁹
Variance	3.7425582 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
498845.6943	1	< 0.1%
221613.7204	1	< 0.1%
366057.9926	1	< 0.1%
244238.5241	1	< 0.1%
390078.8049	1	< 0.1%
407962.156	1	< 0.1%
375717.6772	1	< 0.1%
488988.0119	1	< 0.1%
434597.8393	1	< 0.1%
419235.119	1	< 0.1%
Other values (9990)	9990	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
158114.2912	1	< 0.1%
158141.8904	1	< 0.1%
166558.9125	1	< 0.1%
167398.7759	1	< 0.1%
167595.6716	1	< 0.1%
170744.9443	1	< 0.1%
171461.2935	1	< 0.1%
171570.3549	1	< 0.1%
172396.7713	1	< 0.1%
172586.4315	1	< 0.1%

Value	Count	Frequency (%)
11309182.4429	1	< 0.1%
11303330.7113	1	< 0.1%
11293043.1003	1	< 0.1%
11277586.795	1	< 0.1%
11269320.9161	1	< 0.1%
11261800.1321	1	< 0.1%
11251014.62	1	< 0.1%
11249146.1148	1	< 0.1%
11247162.3893	1	< 0.1%
11244746.9059	1	< 0.1%

주간인구수(09~18)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	836038.73

Minimum	175872.58
Maximum	12053602
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	175872.58
5-th percentile	260249.71
Q1	355199.56
median	408093.52
Q3	507373.63
95-th percentile	1078318.3
Maximum	12053602
Range	11877729
Interquartile range (IQR)	152174.07

Descriptive statistics

Standard deviation	2019399.4
Coefficient of variation (CV)	2.4154377
Kurtosis	22.121949
Mean	836038.73
Median Absolute Deviation (MAD)	72854.399
Skewness	4.8886627
Sum	8.3603873 × 10⁹
Variance	4.0779741 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
504349.9163	1	< 0.1%
266977.5189	1	< 0.1%
373615.2054	1	< 0.1%
250176.8524	1	< 0.1%
398318.6137	1	< 0.1%
415815.1166	1	< 0.1%
390817.8009	1	< 0.1%
502579.2163	1	< 0.1%
495711.1621	1	< 0.1%
427658.2531	1	< 0.1%
Other values (9990)	9990	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
175872.5766	1	< 0.1%
201349.4512	1	< 0.1%
201880.7597	1	< 0.1%
203075.5121	1	< 0.1%
205973.8585	1	< 0.1%
207914.7579	1	< 0.1%
207947.6975	1	< 0.1%
208064.0435	1	< 0.1%
208169.8095	1	< 0.1%
208424.3334	1	< 0.1%

Value	Count	Frequency (%)
12053601.8738	1	< 0.1%
11996911.9851	1	< 0.1%
11988824.922	1	< 0.1%
11984625.9356	1	< 0.1%
11980281.4474	1	< 0.1%
11977083.8694	1	< 0.1%
11977002.1804	1	< 0.1%
11971119.4079	1	< 0.1%
11968626.5987	1	< 0.1%
11962217.679	1	< 0.1%

야간인구수(19~08)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	809894.81

Minimum	161852.04
Maximum	11469899
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	161852.04
5-th percentile	230775.94
Q1	345337.57
median	424314.25
Q3	520891.56
95-th percentile	772249.72
Maximum	11469899
Range	11308047
Interquartile range (IQR)	175553.99

Descriptive statistics

Standard deviation	1953383
Coefficient of variation (CV)	2.4118972
Kurtosis	22.106642
Mean	809894.81
Median Absolute Deviation (MAD)	91860.543
Skewness	4.8942943
Sum	8.0989481 × 10⁹
Variance	3.8157053 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
557812.9799	1	< 0.1%
228235.9985	1	< 0.1%
396814.451	1	< 0.1%
292411.7237	1	< 0.1%
430203.1365	1	< 0.1%
429482.5807	1	< 0.1%
380332.6064	1	< 0.1%
536128.0515	1	< 0.1%
448637.512	1	< 0.1%
449126.5747	1	< 0.1%
Other values (9990)	9990	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
161852.0423	1	< 0.1%
171102.8899	1	< 0.1%
176374.7828	1	< 0.1%
178933.3405	1	< 0.1%
179006.3222	1	< 0.1%
182741.3585	1	< 0.1%
184057.5144	1	< 0.1%
185010.6108	1	< 0.1%
185146.3208	1	< 0.1%
185671.6122	1	< 0.1%

Value	Count	Frequency (%)
11469898.9873	1	< 0.1%
11461203.5925	1	< 0.1%
11460573.1088	1	< 0.1%
11419445.0334	1	< 0.1%
11414695.6437	1	< 0.1%
11413272.9222	1	< 0.1%
11410974.6573	1	< 0.1%
11406493.0472	1	< 0.1%
11400230.4972	1	< 0.1%
11398610.0299	1	< 0.1%

일최대이동인구수
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	432274.27

Minimum	66330.993
Maximum	7125566.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	66330.993
5-th percentile	133548.89
Q1	165749.1
median	198102.2
Q3	266396.44
95-th percentile	698471.51
Maximum	7125566.3
Range	7059235.3
Interquartile range (IQR)	100647.34

Descriptive statistics

Standard deviation	1053387
Coefficient of variation (CV)	2.4368487
Kurtosis	23.775838
Mean	432274.27
Median Absolute Deviation (MAD)	39753.954
Skewness	5.002532
Sum	4.3227427 × 10⁹
Variance	1.1096241 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
256679.938	1	< 0.1%
163529.728	1	< 0.1%
142218.3963	1	< 0.1%
172599.9418	1	< 0.1%
221495.7786	1	< 0.1%
212926.5079	1	< 0.1%
193977.4154	1	< 0.1%
224384.6441	1	< 0.1%
290936.0729	1	< 0.1%
169629.0026	1	< 0.1%
Other values (9990)	9990	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
66330.9932	1	< 0.1%
77718.6758	1	< 0.1%
80317.1533	1	< 0.1%
81366.6602	1	< 0.1%
82669.8882	1	< 0.1%
82951.6596	1	< 0.1%
84565.0456	1	< 0.1%
85161.0382	1	< 0.1%
85614.0368	1	< 0.1%
85635.2761	1	< 0.1%

Value	Count	Frequency (%)
7125566.3037	1	< 0.1%
7108895.8906	1	< 0.1%
7083713.3701	1	< 0.1%
7075117.6183	1	< 0.1%
7066265.5851	1	< 0.1%
7065268.0893	1	< 0.1%
7045772.7466	1	< 0.1%
7040061.8999	1	< 0.1%
7029642.9731	1	< 0.1%
6987285.9465	1	< 0.1%

서울외유입인구수
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	105156.07

Minimum	9894.4939
Maximum	1792553.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	9894.4939
5-th percentile	17259.816
Q1	30111.506
median	44255.61
Q3	73257.101
95-th percentile	220116.03
Maximum	1792553.6
Range	1782659.1
Interquartile range (IQR)	43145.595

Descriptive statistics

Standard deviation	259669.14
Coefficient of variation (CV)	2.469369
Kurtosis	23.748854
Mean	105156.07
Median Absolute Deviation (MAD)	18242.3
Skewness	4.9572632
Sum	1.0515607 × 10⁹
Variance	6.7428064 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
62258.3194	1	< 0.1%
63179.0036	1	< 0.1%
27716.3202	1	< 0.1%
14772.3378	1	< 0.1%
41504.853	1	< 0.1%
65494.7089	1	< 0.1%
35222.3036	1	< 0.1%
43581.6058	1	< 0.1%
72472.2224	1	< 0.1%
44640.0806	1	< 0.1%
Other values (9990)	9990	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9894.4939	1	< 0.1%
10142.6366	1	< 0.1%
10648.2952	1	< 0.1%
10709.522	1	< 0.1%
10729.2587	1	< 0.1%
10736.191	1	< 0.1%
10750.0245	1	< 0.1%
10751.7203	1	< 0.1%
10847.469	1	< 0.1%
10850.5409	1	< 0.1%

Value	Count	Frequency (%)
1792553.6042	1	< 0.1%
1778231.0198	1	< 0.1%
1772039.7509	1	< 0.1%
1764361.8024	1	< 0.1%
1758324.9626	1	< 0.1%
1751420.3051	1	< 0.1%
1733165.5222	1	< 0.1%
1731402.0203	1	< 0.1%
1718177.8244	1	< 0.1%
1717574.4695	1	< 0.1%

동일자치구행정동간이동인구수
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	156115.21

Minimum	19706.421
Maximum	2467021.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	19706.421
5-th percentile	32380.038
Q1	64918.649
median	80664.426
Q3	109003.76
95-th percentile	160187.91
Maximum	2467021.2
Range	2447314.8
Interquartile range (IQR)	44085.106

Descriptive statistics

Standard deviation	376363.31
Coefficient of variation (CV)	2.4108048
Kurtosis	22.715308
Mean	156115.21
Median Absolute Deviation (MAD)	19924.035
Skewness	4.9311655
Sum	1.5611521 × 10⁹
Variance	1.4164934 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
126357.4914	1	< 0.1%
42613.9767	1	< 0.1%
63779.9552	1	< 0.1%
110442.1499	1	< 0.1%
96593.6928	1	< 0.1%
76757.2207	1	< 0.1%
66157.7468	1	< 0.1%
145145.4306	1	< 0.1%
85313.0768	1	< 0.1%
79987.5173	1	< 0.1%
Other values (9990)	9990	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
19706.4205	1	< 0.1%
20050.1464	1	< 0.1%
20222.7967	1	< 0.1%
21492.8739	1	< 0.1%
21636.85	1	< 0.1%
22073.9078	1	< 0.1%
23008.0706	1	< 0.1%
23011.1317	1	< 0.1%
23158.8403	1	< 0.1%
23186.9515	1	< 0.1%

Value	Count	Frequency (%)
2467021.239	1	< 0.1%
2418017.8349	1	< 0.1%
2409674.3939	1	< 0.1%
2394839.6063	1	< 0.1%
2377319.0909	1	< 0.1%
2365832.3712	1	< 0.1%
2365582.2344	1	< 0.1%
2343561.0729	1	< 0.1%
2343350.6376	1	< 0.1%
2337837.412	1	< 0.1%

자치구간이동인구수
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	171002.98

Minimum	17125.275
Maximum	3030576.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	17125.275
5-th percentile	34018.698
Q1	50102.727
median	69073.588
Q3	116584.9
95-th percentile	347677.78
Maximum	3030576.4
Range	3013451.2
Interquartile range (IQR)	66482.174

Descriptive statistics

Standard deviation	425739.88
Coefficient of variation (CV)	2.4896635
Kurtosis	25.304673
Mean	171002.98
Median Absolute Deviation (MAD)	25915.653
Skewness	5.0870715
Sum	1.7100298 × 10⁹
Variance	1.8125445 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
68064.1272	1	< 0.1%
57736.7477	1	< 0.1%
50722.1209	1	< 0.1%
47385.4541	1	< 0.1%
83397.2328	1	< 0.1%
70674.5783	1	< 0.1%
92597.365	1	< 0.1%
35657.6077	1	< 0.1%
133150.7737	1	< 0.1%
45001.4047	1	< 0.1%
Other values (9990)	9990	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
17125.2749	1	< 0.1%
20348.6737	1	< 0.1%
21142.4675	1	< 0.1%
21345.1191	1	< 0.1%
21788.0464	1	< 0.1%
21945.5068	1	< 0.1%
22540.3071	1	< 0.1%
22716.323	1	< 0.1%
22743.4668	1	< 0.1%
22825.7869	1	< 0.1%

Value	Count	Frequency (%)
3030576.4411	1	< 0.1%
3010733.8334	1	< 0.1%
3006649.7555	1	< 0.1%
2984046.6635	1	< 0.1%
2957712.5335	1	< 0.1%
2950235.7741	1	< 0.1%
2943686.4319	1	< 0.1%
2941633.1272	1	< 0.1%
2937849.8713	1	< 0.1%
2934527.652	1	< 0.1%

Phik (φk)
Auto

Heatmap
Table

	기준일ID	시군구코드	시군구명	총생활인구수	내국인생활인구수	장기체류외국인인구수	단기체류외국인인구수	일최대인구수	일최소인구수	주간인구수(09~18)	야간인구수(19~08)	일최대이동인구수	서울외유입인구수	동일자치구행정동간이동인구수	자치구간이동인구수
기준일ID	1.000	0.000	0.000	0.038	0.035	0.163	0.300	0.031	0.037	0.038	0.036	0.105	0.086	0.204	0.102
시군구코드	0.000	1.000	1.000	NaN	NaN	0.074	0.571	NaN	NaN	NaN	NaN	0.057	0.428	NaN	0.418
시군구명	0.000	1.000	1.000	0.811	0.811	0.817	0.755	0.811	0.872	0.811	0.872	0.721	0.790	0.768	0.795
총생활인구수	0.038	NaN	0.811	1.000	0.999	0.899	0.771	0.994	0.778	0.959	0.782	0.802	0.816	0.700	0.943
내국인생활인구수	0.035	NaN	0.811	0.999	1.000	0.897	0.772	0.993	0.786	0.956	0.791	0.804	0.806	0.706	0.942
장기체류외국인인구수	0.163	0.074	0.817	0.899	0.897	1.000	0.828	0.897	0.679	0.897	0.680	0.737	0.752	0.678	0.919
단기체류외국인인구수	0.300	0.571	0.755	0.771	0.772	0.828	1.000	0.770	0.820	0.771	0.818	0.705	0.701	0.900	0.720
일최대인구수	0.031	NaN	0.811	0.994	0.993	0.897	0.770	1.000	0.727	0.986	0.729	0.851	0.857	0.714	0.971
일최소인구수	0.037	NaN	0.872	0.778	0.786	0.679	0.820	0.727	1.000	0.772	1.000	0.857	0.958	0.759	0.851
주간인구수(09~18)	0.038	NaN	0.811	0.959	0.956	0.897	0.771	0.986	0.772	1.000	0.770	0.866	0.857	0.703	0.977
야간인구수(19~08)	0.036	NaN	0.872	0.782	0.791	0.680	0.818	0.729	1.000	0.770	1.000	0.854	0.959	0.758	0.849
일최대이동인구수	0.105	0.057	0.721	0.802	0.804	0.737	0.705	0.851	0.857	0.866	0.854	1.000	0.804	0.753	0.891
서울외유입인구수	0.086	0.428	0.790	0.816	0.806	0.752	0.701	0.857	0.958	0.857	0.959	0.804	1.000	0.743	0.890
동일자치구행정동간이동인구수	0.204	NaN	0.768	0.700	0.706	0.678	0.900	0.714	0.759	0.703	0.758	0.753	0.743	1.000	0.737
자치구간이동인구수	0.102	0.418	0.795	0.943	0.942	0.919	0.720	0.971	0.851	0.977	0.849	0.891	0.890	0.737	1.000

Heatmap
Table

	기준일ID	시군구코드	총생활인구수	내국인생활인구수	장기체류외국인인구수	단기체류외국인인구수	일최대인구수	일최소인구수	주간인구수(09~18)	야간인구수(19~08)	일최대이동인구수	서울외유입인구수	동일자치구행정동간이동인구수	자치구간이동인구수	시군구명
기준일ID	1.000	0.013	-0.057	-0.055	-0.074	0.024	-0.052	-0.059	-0.055	-0.057	-0.106	0.036	-0.166	-0.052	0.000
시군구코드	0.013	1.000	0.500	0.514	-0.086	-0.081	0.431	0.511	0.393	0.525	0.183	0.199	0.379	-0.095	0.999
총생활인구수	-0.057	0.500	1.000	0.993	0.229	0.352	0.958	0.980	0.940	0.981	0.686	0.542	0.737	0.375	0.575
내국인생활인구수	-0.055	0.514	0.993	1.000	0.140	0.270	0.942	0.977	0.910	0.990	0.642	0.486	0.775	0.312	0.575
장기체류외국인인구수	-0.074	-0.086	0.229	0.140	1.000	0.714	0.247	0.215	0.352	0.127	0.428	0.540	-0.140	0.605	0.584
단기체류외국인인구수	0.024	-0.081	0.352	0.270	0.714	1.000	0.429	0.315	0.534	0.225	0.650	0.752	-0.112	0.798	0.392
일최대인구수	-0.052	0.431	0.958	0.942	0.247	0.429	1.000	0.893	0.970	0.912	0.782	0.639	0.660	0.477	0.575
일최소인구수	-0.059	0.511	0.980	0.977	0.215	0.315	0.893	1.000	0.896	0.976	0.623	0.488	0.757	0.312	0.705
주간인구수(09~18)	-0.055	0.393	0.940	0.910	0.352	0.534	0.970	0.896	1.000	0.866	0.838	0.717	0.578	0.573	0.575
야간인구수(19~08)	-0.057	0.525	0.981	0.990	0.127	0.225	0.912	0.976	0.866	1.000	0.581	0.423	0.815	0.237	0.705
일최대이동인구수	-0.106	0.183	0.686	0.642	0.428	0.650	0.782	0.623	0.838	0.581	1.000	0.860	0.388	0.819	0.408
서울외유입인구수	0.036	0.199	0.542	0.486	0.540	0.752	0.639	0.488	0.717	0.423	0.860	1.000	0.105	0.802	0.443
동일자치구행정동간이동인구수	-0.166	0.379	0.737	0.775	-0.140	-0.112	0.660	0.757	0.578	0.815	0.388	0.105	1.000	-0.057	0.498
자치구간이동인구수	-0.052	-0.095	0.375	0.312	0.605	0.798	0.477	0.312	0.573	0.237	0.819	0.802	-0.057	1.000	0.470
시군구명	0.000	0.999	0.575	0.575	0.584	0.392	0.575	0.705	0.575	0.705	0.408	0.443	0.498	0.470	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

	기준일ID	시군구코드	시군구명	총생활인구수	내국인생활인구수	장기체류외국인인구수	단기체류외국인인구수	일최대인구수	일최소인구수	주간인구수(09~18)	야간인구수(19~08)	일최대이동인구수	서울외유입인구수	동일자치구행정동간이동인구수	자치구간이동인구수
46764	20190515	11500	강서구	535536.7034	517423.7025	9565.1791	8547.8218	574416.8825	498845.6943	504349.9163	557812.9799	256679.938	62258.3194	126357.4914	68064.1272
20706	20220223	11320	도봉구	272543.0516	268892.4427	2699.4535	951.1554	295000.9059	245459.2855	251796.0591	287362.332	125588.9926	16661.4654	72641.0155	36286.5117
35118	20200818	11545	금천구	249946.1836	230433.5826	17198.6311	2313.97	278663.807	224014.1137	274744.5987	232233.03	171217.9117	64381.8843	47296.8681	59539.1593
34626	20200906	11590	동작구	416539.6683	396689.0868	15365.7335	4484.848	436433.4138	397799.2229	404300.4529	425281.9649	129137.1231	17652.212	65653.22	45831.6911
29374	20210327	11590	동작구	404161.5056	386844.4243	14138.3549	3178.7264	421816.6369	381420.761	389378.4134	414720.8571	150295.1131	30827.8838	63261.0368	56206.1925
42168	20191121	11650	서초구	650740.9138	624840.1874	18224.5463	7676.1801	783013.8509	520497.9035	757615.0732	574402.2285	480069.3434	159623.5439	86707.8158	233737.9837
3110	20240101	11500	강서구	550833.7351	533898.105	9086.741	7848.8892	565607.568	540591.4907	547070.54	553521.7316	190262.4292	53925.0306	89070.5698	47266.8288
9670	20230424	11710	송파구	749238.5244	731848.3258	13010.4204	4379.7782	756838.3929	739102.8765	745599.7707	751837.6342	380458.0911	118077.9246	142816.7533	119563.4132
43225	20190928	11410	서대문구	398118.0906	362755.7382	24917.6904	10444.6621	405152.5587	384758.257	396409.8205	399338.2836	185914.7512	43412.3427	61285.0448	81217.3637
33332	20201025	11000	서울시	10578580.8693	10108560.3911	384405.2983	85615.18	10746916.9316	10486513.3198	10552938.5729	10596896.7953	4729645.9174	1004365.1142	2126243.1278	1599037.6754

	기준일ID	시군구코드	시군구명	총생활인구수	내국인생활인구수	장기체류외국인인구수	단기체류외국인인구수	일최대인구수	일최소인구수	주간인구수(09~18)	야간인구수(19~08)	일최대이동인구수	서울외유입인구수	동일자치구행정동간이동인구수	자치구간이동인구수
4694	20231101	11440	마포구	487639.2591	449286.8828	20307.3415	18045.0348	525402.2768	453444.1399	513487.6823	469176.0996	294045.8507	78305.5035	77346.206	138394.1412
36147	20200709	11260	중랑구	353222.7565	346041.0118	6043.7431	1138.0016	392132.5308	311395.3878	320774.3845	376400.1651	153794.0487	23732.7719	92276.6287	37784.6481
22241	20211226	11350	노원구	525891.253	518988.8173	5383.178	1519.2576	541624.6342	512821.3494	516957.495	532272.5086	184294.9219	32289.1264	109051.115	42954.6805
22914	20211130	11290	성북구	431459.1172	413728.7642	15199.2257	2531.1272	458279.7146	397554.7585	405722.5488	449842.3803	180649.2441	22259.0654	87211.2561	71178.9226
47743	20190407	11260	중랑구	382099.319	375612.8181	5925.1913	561.3096	402814.2894	351418.0678	363560.6667	395341.2135	171229.209	30227.1626	101700.6393	39301.4071
4246	20231118	11290	성북구	437526.4624	419161.3366	16700.1898	1664.936	463707.8211	407181.3611	417622.7929	451743.3692	165943.7498	29584.4685	76934.0958	59425.1855
31437	20210106	11170	용산구	300167.5501	279851.1488	18264.6821	2051.7193	320652.017	274088.2081	318024.2626	287412.7555	174012.5444	41505.3859	48847.8383	83659.3202
29952	20210304	11000	서울시	11082237.8338	10613664.6512	378397.2491	90175.9335	11408787.287	10767324.9544	11358306.9662	10885045.5963	6255958.8635	1498985.8314	2167576.7433	2589396.2888
99	20240426	11620	관악구	464199.2638	443404.3215	18738.9324	2056.01	524290.8839	399809.0348	413558.2583	500371.4106	184634.0933	34088.3809	92432.8414	58112.871
14639	20221014	11110	종로구	336523.1851	306917.7828	17738.2564	11867.1459	467780.4611	237314.6814	429998.6618	269754.9874	293718.3759	85354.6313	30872.2701	177491.4745

Overview

Variables

Common Values

Length

Interactions

Correlations

Missing values

Sample