gimi9 Pandas Profiling

Dataset statistics

Number of variables	13
Number of observations	54
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	6.2 KiB
Average record size in memory	118.4 B

Variable types

DateTime	1
Numeric	12

Dataset

Description	평화누리길 월별 이용자 현황
Author	경기관광공사
URL	https://data.gg.go.kr/portal/data/service/selectServicePage.do?&infId=7CN7VHML3ZBWOFVD00IQ34555671&infSeq=1

Alerts

`1코스(대명항입구)` is highly overall correlated with `9코스(율곡습지공원)` and 2 other fields	High correlation
`2코스(문수산성)` is highly overall correlated with `8코스(반구정)`	High correlation
`3코스(애기봉)` is highly overall correlated with `5코스(노래하는분수대)` and 1 other fields	High correlation
`4코스(행주산성)` is highly overall correlated with `5코스(노래하는분수대)` and 1 other fields	High correlation
`5코스(노래하는분수대)` is highly overall correlated with `3코스(애기봉)` and 2 other fields	High correlation
`7코스(헤이리)` is highly overall correlated with `11코스(숭의전)`	High correlation
`8코스(반구정)` is highly overall correlated with `2코스(문수산성)` and 1 other fields	High correlation
`9코스(율곡습지공원)` is highly overall correlated with `1코스(대명항입구)` and 2 other fields	High correlation
`10코스(장남교)` is highly overall correlated with `8코스(반구정)` and 2 other fields	High correlation
`11코스(숭의전)` is highly overall correlated with `1코스(대명항입구)` and 3 other fields	High correlation
`12코스(신탄리역)` is highly overall correlated with `1코스(대명항입구)` and 3 other fields	High correlation
`구분` has unique values	Unique
`1코스(대명항입구)` has unique values	Unique
`2코스(문수산성)` has unique values	Unique
`4코스(행주산성)` has unique values	Unique
`5코스(노래하는분수대)` has unique values	Unique
`7코스(헤이리)` has unique values	Unique
`9코스(율곡습지공원)` has unique values	Unique
`10코스(장남교)` has unique values	Unique
`11코스(숭의전)` has 3 (5.6%) zeros	Zeros

Reproduction

Analysis started	2023-12-10 21:36:54.147741
Analysis finished	2023-12-10 21:37:08.286058
Duration	14.14 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

구분
Date

UNIQUE

Distinct	54
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	564.0 B

Minimum	2019-01-01 00:00:00
Maximum	2023-06-01 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

1코스(대명항입구)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	54
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12073.426

Minimum	769
Maximum	45915
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	618.0 B

Quantile statistics

Minimum	769
5-th percentile	2122.55
Q1	8810.75
median	11415
Q3	14203.25
95-th percentile	20994.45
Maximum	45915
Range	45146
Interquartile range (IQR)	5392.5

Descriptive statistics

Standard deviation	7421.4131
Coefficient of variation (CV)	0.61468991
Kurtosis	8.052049
Mean	12073.426
Median Absolute Deviation (MAD)	2766.5
Skewness	2.1279904
Sum	651965
Variance	55077373
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
803	1	1.9%
13573	1	1.9%
9048	1	1.9%
12106	1	1.9%
19128	1	1.9%
15870	1	1.9%
12447	1	1.9%
8969	1	1.9%
11486	1	1.9%
10111	1	1.9%
Other values (44)	44	81.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
769	1	1.9%
803	1	1.9%
1949	1	1.9%
2216	1	1.9%
4758	1	1.9%
4856	1	1.9%
4881	1	1.9%
4982	1	1.9%
5007	1	1.9%
6619	1	1.9%

Value	Count	Frequency (%)
45915	1	1.9%
33210	1	1.9%
24262	1	1.9%
19235	1	1.9%
19128	1	1.9%
18446	1	1.9%
18249	1	1.9%
18248	1	1.9%
16256	1	1.9%
16212	1	1.9%

2코스(문수산성)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	54
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4166.1852

Minimum	610
Maximum	20081
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	618.0 B

Quantile statistics

Minimum	610
5-th percentile	1763.05
Q1	3132
median	3639.5
Q3	4335.5
95-th percentile	7711.9
Maximum	20081
Range	19471
Interquartile range (IQR)	1203.5

Descriptive statistics

Standard deviation	2738.6892
Coefficient of variation (CV)	0.65736136
Kurtosis	21.654514
Mean	4166.1852
Median Absolute Deviation (MAD)	592.5
Skewness	3.9974924
Sum	224974
Variance	7500418.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
695	1	1.9%
3050	1	1.9%
2598	1	1.9%
4167	1	1.9%
3192	1	1.9%
2311	1	1.9%
4370	1	1.9%
2905	1	1.9%
4513	1	1.9%
3755	1	1.9%
Other values (44)	44	81.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
610	1	1.9%
695	1	1.9%
1674	1	1.9%
1811	1	1.9%
2278	1	1.9%
2308	1	1.9%
2311	1	1.9%
2407	1	1.9%
2598	1	1.9%
2741	1	1.9%

Value	Count	Frequency (%)
20081	1	1.9%
9812	1	1.9%
8475	1	1.9%
7301	1	1.9%
6438	1	1.9%
6397	1	1.9%
5607	1	1.9%
5440	1	1.9%
5149	1	1.9%
4741	1	1.9%

3코스(애기봉)
Real number (ℝ)

HIGH CORRELATION

Distinct	53
Distinct (%)	98.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	712.62963

Minimum	28
Maximum	3372
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	618.0 B

Quantile statistics

Minimum	28
5-th percentile	44.75
Q1	244
median	585
Q3	946
95-th percentile	1581.45
Maximum	3372
Range	3344
Interquartile range (IQR)	702

Descriptive statistics

Standard deviation	626.93532
Coefficient of variation (CV)	0.87974917
Kurtosis	4.719291
Mean	712.62963
Median Absolute Deviation (MAD)	354.5
Skewness	1.7091181
Sum	38482
Variance	393047.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1522	2	3.7%
829	1	1.9%
1056	1	1.9%
417	1	1.9%
427	1	1.9%
901	1	1.9%
919	1	1.9%
736	1	1.9%
560	1	1.9%
646	1	1.9%
Other values (43)	43	79.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
28	1	1.9%
33	1	1.9%
35	1	1.9%
50	1	1.9%
58	1	1.9%
84	1	1.9%
100	1	1.9%
124	1	1.9%
127	1	1.9%
151	1	1.9%

Value	Count	Frequency (%)
3372	1	1.9%
1878	1	1.9%
1612	1	1.9%
1565	1	1.9%
1554	1	1.9%
1527	1	1.9%
1525	1	1.9%
1522	2	3.7%
1439	1	1.9%
1199	1	1.9%

4코스(행주산성)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	54
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4746.6111

Minimum	226
Maximum	19829
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	618.0 B

Quantile statistics

Minimum	226
5-th percentile	456.45
Q1	844.25
median	1447
Q3	8181.75
95-th percentile	16228
Maximum	19829
Range	19603
Interquartile range (IQR)	7337.5

Descriptive statistics

Standard deviation	5317.6294
Coefficient of variation (CV)	1.1203002
Kurtosis	0.76689696
Mean	4746.6111
Median Absolute Deviation (MAD)	838
Skewness	1.2730998
Sum	256317
Variance	28277183
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
882	1	1.9%
6879	1	1.9%
959	1	1.9%
9704	1	1.9%
12300	1	1.9%
4188	1	1.9%
8306	1	1.9%
5654	1	1.9%
9809	1	1.9%
8064	1	1.9%
Other values (44)	44	81.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
226	1	1.9%
231	1	1.9%
279	1	1.9%
552	1	1.9%
666	1	1.9%
729	1	1.9%
738	1	1.9%
740	1	1.9%
746	1	1.9%
748	1	1.9%

Value	Count	Frequency (%)
19829	1	1.9%
18705	1	1.9%
16501	1	1.9%
16081	1	1.9%
14458	1	1.9%
12300	1	1.9%
11758	1	1.9%
9809	1	1.9%
9704	1	1.9%
8773	1	1.9%

5코스(노래하는분수대)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	54
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9158.2778

Minimum	1006
Maximum	29021
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	618.0 B

Quantile statistics

Minimum	1006
5-th percentile	1222.35
Q1	1667.75
median	3803.5
Q3	16473.25
95-th percentile	27046.75
Maximum	29021
Range	28015
Interquartile range (IQR)	14805.5

Descriptive statistics

Standard deviation	8747.6126
Coefficient of variation (CV)	0.95515913
Kurtosis	-0.66719602
Mean	9158.2778
Median Absolute Deviation (MAD)	2605
Skewness	0.82158215
Sum	494547
Variance	76520726
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4644	1	1.9%
18580	1	1.9%
27824	1	1.9%
27557	1	1.9%
26772	1	1.9%
20049	1	1.9%
13377	1	1.9%
11127	1	1.9%
11114	1	1.9%
9076	1	1.9%
Other values (44)	44	81.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1006	1	1.9%
1112	1	1.9%
1119	1	1.9%
1278	1	1.9%
1283	1	1.9%
1344	1	1.9%
1352	1	1.9%
1369	1	1.9%
1377	1	1.9%
1421	1	1.9%

Value	Count	Frequency (%)
29021	1	1.9%
27824	1	1.9%
27557	1	1.9%
26772	1	1.9%
21985	1	1.9%
21562	1	1.9%
20259	1	1.9%
20189	1	1.9%
20049	1	1.9%
19923	1	1.9%

6코스(출판도시)
Real number (ℝ)

Distinct	53
Distinct (%)	98.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1499.7037

Minimum	408
Maximum	2656
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	618.0 B

Quantile statistics

Minimum	408
5-th percentile	834.05
Q1	1295
median	1459.5
Q3	1698.5
95-th percentile	2291.9
Maximum	2656
Range	2248
Interquartile range (IQR)	403.5

Descriptive statistics

Standard deviation	445.79781
Coefficient of variation (CV)	0.29725726
Kurtosis	0.99651285
Mean	1499.7037
Median Absolute Deviation (MAD)	227
Skewness	0.23905217
Sum	80984
Variance	198735.68
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1304	2	3.7%
449	1	1.9%
1039	1	1.9%
1424	1	1.9%
1699	1	1.9%
1955	1	1.9%
1115	1	1.9%
1028	1	1.9%
1343	1	1.9%
1246	1	1.9%
Other values (43)	43	79.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
408	1	1.9%
449	1	1.9%
784	1	1.9%
861	1	1.9%
1028	1	1.9%
1039	1	1.9%
1043	1	1.9%
1109	1	1.9%
1115	1	1.9%
1128	1	1.9%

Value	Count	Frequency (%)
2656	1	1.9%
2607	1	1.9%
2301	1	1.9%
2287	1	1.9%
2103	1	1.9%
2089	1	1.9%
1978	1	1.9%
1955	1	1.9%
1922	1	1.9%
1880	1	1.9%

7코스(헤이리)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	54
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2659.0741

Minimum	277
Maximum	4680
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	618.0 B

Quantile statistics

Minimum	277
5-th percentile	637.95
Q1	2070
median	2754
Q3	3366.75
95-th percentile	4191.05
Maximum	4680
Range	4403
Interquartile range (IQR)	1296.75

Descriptive statistics

Standard deviation	1009.8604
Coefficient of variation (CV)	0.37977895
Kurtosis	0.15687919
Mean	2659.0741
Median Absolute Deviation (MAD)	666
Skewness	-0.46442444
Sum	143590
Variance	1019818
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
277	1	1.9%
3087	1	1.9%
2127	1	1.9%
2134	1	1.9%
2821	1	1.9%
2740	1	1.9%
2130	1	1.9%
1818	1	1.9%
2018	1	1.9%
1865	1	1.9%
Other values (44)	44	81.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
277	1	1.9%
293	1	1.9%
350	1	1.9%
793	1	1.9%
1210	1	1.9%
1379	1	1.9%
1574	1	1.9%
1661	1	1.9%
1818	1	1.9%
1865	1	1.9%

Value	Count	Frequency (%)
4680	1	1.9%
4377	1	1.9%
4349	1	1.9%
4106	1	1.9%
3998	1	1.9%
3748	1	1.9%
3665	1	1.9%
3629	1	1.9%
3558	1	1.9%
3553	1	1.9%

8코스(반구정)
Real number (ℝ)

HIGH CORRELATION

Distinct	52
Distinct (%)	96.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1713.463

Minimum	258
Maximum	3854
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	618.0 B

Quantile statistics

Minimum	258
5-th percentile	775.35
Q1	1291.75
median	1727.5
Q3	2071.75
95-th percentile	2712
Maximum	3854
Range	3596
Interquartile range (IQR)	780

Descriptive statistics

Standard deviation	651.63471
Coefficient of variation (CV)	0.38030277
Kurtosis	1.4334311
Mean	1713.463
Median Absolute Deviation (MAD)	379.5
Skewness	0.36675283
Sum	92527
Variance	424627.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2232	2	3.7%
1583	2	3.7%
294	1	1.9%
1174	1	1.9%
1279	1	1.9%
1718	1	1.9%
1999	1	1.9%
2089	1	1.9%
1879	1	1.9%
1220	1	1.9%
Other values (42)	42	77.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
258	1	1.9%
294	1	1.9%
724	1	1.9%
803	1	1.9%
844	1	1.9%
886	1	1.9%
907	1	1.9%
978	1	1.9%
1142	1	1.9%
1174	1	1.9%

Value	Count	Frequency (%)
3854	1	1.9%
2960	1	1.9%
2855	1	1.9%
2635	1	1.9%
2442	1	1.9%
2417	1	1.9%
2351	1	1.9%
2234	1	1.9%
2232	2	3.7%
2226	1	1.9%

9코스(율곡습지공원)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	54
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6731.5

Minimum	84
Maximum	22498
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	618.0 B

Quantile statistics

Minimum	84
5-th percentile	1234.5
Q1	2636.75
median	5067.5
Q3	9617.25
95-th percentile	17852.5
Maximum	22498
Range	22414
Interquartile range (IQR)	6980.5

Descriptive statistics

Standard deviation	5357.6876
Coefficient of variation (CV)	0.79591289
Kurtosis	1.5860575
Mean	6731.5
Median Absolute Deviation (MAD)	2944
Skewness	1.3317522
Sum	363501
Variance	28704816
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
84	1	1.9%
8019	1	1.9%
2202	1	1.9%
6970	1	1.9%
11607	1	1.9%
6834	1	1.9%
4700	1	1.9%
2122	1	1.9%
2128	1	1.9%
2142	1	1.9%
Other values (44)	44	81.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
84	1	1.9%
98	1	1.9%
1059	1	1.9%
1329	1	1.9%
1743	1	1.9%
1768	1	1.9%
1898	1	1.9%
2054	1	1.9%
2122	1	1.9%
2125	1	1.9%

Value	Count	Frequency (%)
22498	1	1.9%
21744	1	1.9%
21330	1	1.9%
15980	1	1.9%
14381	1	1.9%
13269	1	1.9%
12758	1	1.9%
11775	1	1.9%
11607	1	1.9%
10939	1	1.9%

10코스(장남교)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	54
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	838.92593

Minimum	270
Maximum	2974
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	618.0 B

Quantile statistics

Minimum	270
5-th percentile	362.55
Q1	509.25
median	755.5
Q3	958.75
95-th percentile	1938.4
Maximum	2974
Range	2704
Interquartile range (IQR)	449.5

Descriptive statistics

Standard deviation	492.70826
Coefficient of variation (CV)	0.58730842
Kurtosis	6.5159727
Mean	838.92593
Median Absolute Deviation (MAD)	220.5
Skewness	2.2452155
Sum	45302
Variance	242761.43
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
312	1	1.9%
882	1	1.9%
604	1	1.9%
730	1	1.9%
556	1	1.9%
426	1	1.9%
424	1	1.9%
531	1	1.9%
464	1	1.9%
434	1	1.9%
Other values (44)	44	81.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
270	1	1.9%
312	1	1.9%
332	1	1.9%
379	1	1.9%
424	1	1.9%
426	1	1.9%
434	1	1.9%
459	1	1.9%
463	1	1.9%
464	1	1.9%

Value	Count	Frequency (%)
2974	1	1.9%
2090	1	1.9%
1954	1	1.9%
1930	1	1.9%
1482	1	1.9%
1386	1	1.9%
1241	1	1.9%
1121	1	1.9%
1097	1	1.9%
1094	1	1.9%

11코스(숭의전)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	52
Distinct (%)	96.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2217.2222

Minimum	0
Maximum	28070
Zeros	3
Zeros (%)	5.6%
Negative	0
Negative (%)	0.0%
Memory size	618.0 B

Quantile statistics

Minimum	0
5-th percentile	295.75
Q1	1110
median	1636.5
Q3	2115.75
95-th percentile	3697.15
Maximum	28070
Range	28070
Interquartile range (IQR)	1005.75

Descriptive statistics

Standard deviation	3763.1274
Coefficient of variation (CV)	1.6972261
Kurtosis	43.980278
Mean	2217.2222
Median Absolute Deviation (MAD)	516.5
Skewness	6.3818536
Sum	119730
Variance	14161128
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3	5.6%
1537	1	1.9%
2132	1	1.9%
2581	1	1.9%
2469	1	1.9%
1658	1	1.9%
764	1	1.9%
994	1	1.9%
869	1	1.9%
1655	1	1.9%
Other values (42)	42	77.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	5.6%
455	1	1.9%
723	1	1.9%
764	1	1.9%
833	1	1.9%
848	1	1.9%
869	1	1.9%
981	1	1.9%
994	1	1.9%
1071	1	1.9%

Value	Count	Frequency (%)
28070	1	1.9%
7333	1	1.9%
4548	1	1.9%
3239	1	1.9%
3101	1	1.9%
2936	1	1.9%
2809	1	1.9%
2801	1	1.9%
2581	1	1.9%
2469	1	1.9%

12코스(신탄리역)
Real number (ℝ)

HIGH CORRELATION

Distinct	53
Distinct (%)	98.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	798.12963

Minimum	128
Maximum	2346
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	618.0 B

Quantile statistics

Minimum	128
5-th percentile	165.65
Q1	382
median	698
Q3	1054.75
95-th percentile	1880.05
Maximum	2346
Range	2218
Interquartile range (IQR)	672.75

Descriptive statistics

Standard deviation	544.31695
Coefficient of variation (CV)	0.68199066
Kurtosis	0.27421367
Mean	798.12963
Median Absolute Deviation (MAD)	349.5
Skewness	0.95456853
Sum	43099
Variance	296280.95
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
906	2	3.7%
311	1	1.9%
1417	1	1.9%
1029	1	1.9%
2346	1	1.9%
1830	1	1.9%
1997	1	1.9%
1104	1	1.9%
752	1	1.9%
1109	1	1.9%
Other values (43)	43	79.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
128	1	1.9%
139	1	1.9%
165	1	1.9%
166	1	1.9%
204	1	1.9%
225	1	1.9%
273	1	1.9%
274	1	1.9%
276	1	1.9%
277	1	1.9%

Value	Count	Frequency (%)
2346	1	1.9%
1997	1	1.9%
1973	1	1.9%
1830	1	1.9%
1699	1	1.9%
1592	1	1.9%
1565	1	1.9%
1439	1	1.9%
1417	1	1.9%
1411	1	1.9%

Phik (φk)
Auto

Heatmap
Table

	구분	1코스(대명항입구)	2코스(문수산성)	3코스(애기봉)	4코스(행주산성)	5코스(노래하는분수대)	6코스(출판도시)	7코스(헤이리)	8코스(반구정)	9코스(율곡습지공원)	10코스(장남교)	11코스(숭의전)	12코스(신탄리역)
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
1코스(대명항입구)	1.000	1.000	0.000	0.426	0.418	0.000	0.541	0.000	0.222	0.734	0.206	0.702	0.483
2코스(문수산성)	1.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.051	0.583	0.582	0.678	0.000
3코스(애기봉)	1.000	0.426	0.000	1.000	0.614	0.594	0.000	0.000	0.000	0.000	0.462	0.000	0.690
4코스(행주산성)	1.000	0.418	0.000	0.614	1.000	0.826	0.000	0.000	0.000	0.156	0.000	0.000	0.648
5코스(노래하는분수대)	1.000	0.000	0.000	0.594	0.826	1.000	0.176	0.337	0.000	0.000	0.000	0.000	0.744
6코스(출판도시)	1.000	0.541	0.000	0.000	0.000	0.176	1.000	0.625	0.677	0.000	0.330	0.000	0.000
7코스(헤이리)	1.000	0.000	0.000	0.000	0.000	0.337	0.625	1.000	0.614	0.397	0.133	0.371	0.251
8코스(반구정)	1.000	0.222	0.051	0.000	0.000	0.000	0.677	0.614	1.000	0.182	0.395	0.323	0.000
9코스(율곡습지공원)	1.000	0.734	0.583	0.000	0.156	0.000	0.000	0.397	0.182	1.000	0.617	0.841	0.341
10코스(장남교)	1.000	0.206	0.582	0.462	0.000	0.000	0.330	0.133	0.395	0.617	1.000	0.784	0.000
11코스(숭의전)	1.000	0.702	0.678	0.000	0.000	0.000	0.000	0.371	0.323	0.841	0.784	1.000	0.000
12코스(신탄리역)	1.000	0.483	0.000	0.690	0.648	0.744	0.000	0.251	0.000	0.341	0.000	0.000	1.000

Heatmap
Table

	1코스(대명항입구)	2코스(문수산성)	3코스(애기봉)	4코스(행주산성)	5코스(노래하는분수대)	6코스(출판도시)	7코스(헤이리)	8코스(반구정)	9코스(율곡습지공원)	10코스(장남교)	11코스(숭의전)	12코스(신탄리역)
1코스(대명항입구)	1.000	0.290	0.239	0.498	0.272	0.476	0.230	0.156	0.634	0.265	0.615	0.522
2코스(문수산성)	0.290	1.000	-0.280	-0.098	-0.344	0.389	0.334	0.542	0.390	0.496	0.461	-0.043
3코스(애기봉)	0.239	-0.280	1.000	0.444	0.653	-0.193	-0.126	-0.336	0.146	-0.021	-0.151	0.631
4코스(행주산성)	0.498	-0.098	0.444	1.000	0.643	0.054	-0.138	-0.328	0.076	-0.221	-0.062	0.690
5코스(노래하는분수대)	0.272	-0.344	0.653	0.643	1.000	-0.211	-0.054	-0.448	-0.026	-0.341	-0.099	0.694
6코스(출판도시)	0.476	0.389	-0.193	0.054	-0.211	1.000	0.123	0.444	0.346	0.354	0.476	0.138
7코스(헤이리)	0.230	0.334	-0.126	-0.138	-0.054	0.123	1.000	0.277	0.494	0.429	0.558	-0.016
8코스(반구정)	0.156	0.542	-0.336	-0.328	-0.448	0.444	0.277	1.000	0.324	0.558	0.459	-0.142
9코스(율곡습지공원)	0.634	0.390	0.146	0.076	-0.026	0.346	0.494	0.324	1.000	0.556	0.749	0.270
10코스(장남교)	0.265	0.496	-0.021	-0.221	-0.341	0.354	0.429	0.558	0.556	1.000	0.513	-0.114
11코스(숭의전)	0.615	0.461	-0.151	-0.062	-0.099	0.476	0.558	0.459	0.749	0.513	1.000	0.077
12코스(신탄리역)	0.522	-0.043	0.631	0.690	0.694	0.138	-0.016	-0.142	0.270	-0.114	0.077	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	1코스(대명항입구)	2코스(문수산성)	3코스(애기봉)	4코스(행주산성)	5코스(노래하는분수대)	6코스(출판도시)	7코스(헤이리)	8코스(반구정)	9코스(율곡습지공원)	10코스(장남교)	11코스(숭의전)	12코스(신탄리역)
0	2019-01-01	803	695	829	882	4644	449	277	294	84	312	0	311
1	2019-02-01	769	610	727	666	3125	408	293	258	98	270	0	277
2	2019-03-01	1949	1674	755	746	3019	1043	1210	1142	1329	474	0	406
3	2019-04-01	11344	9812	783	226	3224	1109	2605	2232	10819	2090	2801	276
4	2019-05-01	12623	1811	955	231	3634	1304	3540	2187	22498	2974	28070	204
5	2019-06-01	9802	4741	433	279	3540	1368	4680	1793	9931	931	4548	225
6	2019-07-01	4758	3482	339	552	2571	1475	3220	1583	3348	603	1567	488
7	2019-08-01	5007	3621	84	738	2942	1408	3272	2234	4514	669	1306	478
8	2019-09-01	6619	3450	151	814	3144	1771	3318	1801	5106	718	1404	319
9	2019-10-01	8911	4101	418	1410	3556	1922	4349	2855	2054	972	2278	534

	구분	1코스(대명항입구)	2코스(문수산성)	3코스(애기봉)	4코스(행주산성)	5코스(노래하는분수대)	6코스(출판도시)	7코스(헤이리)	8코스(반구정)	9코스(율곡습지공원)	10코스(장남교)	11코스(숭의전)	12코스(신탄리역)
44	2022-09-01	14030	3539	1612	8221	20259	1308	2897	1684	21744	782	1842	1973
45	2022-10-01	18248	3479	1565	14458	16162	1672	3140	1499	21330	833	1850	1439
46	2022-11-01	18249	5440	3372	16081	20189	1725	3748	1737	9402	1094	2076	1592
47	2022-12-01	9087	2934	1878	8427	15211	1509	2812	1330	3281	721	848	919
48	2023-01-01	8870	2278	1527	4608	5800	861	1661	803	1059	622	723	411
49	2023-02-01	12735	3405	425	8773	6869	1327	1892	844	1898	751	1071	577
50	2023-03-01	14565	3658	689	16501	9376	1351	2524	1261	4546	685	1113	724
51	2023-04-01	14138	3253	740	19829	13464	1455	2486	886	5587	502	1381	909
52	2023-05-01	12222	3112	706	18705	21562	1382	2458	907	6622	379	1731	1026
53	2023-06-01	11509	3285	610	11758	17248	1537	2375	724	5806	463	1818	1062

Overview

Variables

Interactions

Correlations

Missing values

Sample