gimi9 Pandas Profiling

Dataset statistics

Number of variables	15
Number of observations	4121
Missing cells	16484
Missing cells (%)	26.7%
Duplicate rows	194
Duplicate rows (%)	4.7%
Total size in memory	531.4 KiB
Average record size in memory	132.0 B

Variable types

Numeric	8
Categorical	3
Unsupported	4

Dataset

Description	경기도_도로대장 전산화 시스템_도로 성토면
Author	경기도
URL	https://data.gg.go.kr/portal/data/service/selectServicePage.do?&infId=6NPOO5LOW1AC4R0GUXU733879511&infSeq=1

Alerts

Dataset has 194 (4.7%) duplicate rows	Duplicates
`노선번호` is highly overall correlated with `비고`	High correlation
`구간번호` is highly overall correlated with `비고`	High correlation
`위치?시점` is highly overall correlated with `위치?종점`	High correlation
`위치?종점` is highly overall correlated with `위치?시점` and 1 other fields	High correlation
`연장` is highly overall correlated with `비고`	High correlation
`높이?최대` is highly overall correlated with `종류` and 1 other fields	High correlation
`높이?최소` is highly overall correlated with `비고`	High correlation
`종류` is highly overall correlated with `높이?최대` and 1 other fields	High correlation
`비고` is highly overall correlated with `노선번호` and 6 other fields	High correlation
`비고` is highly imbalanced (95.4%)	Imbalance
`공간경도시점` has 4121 (100.0%) missing values	Missing
`공간위도시점` has 4121 (100.0%) missing values	Missing
`공간경도종점` has 4121 (100.0%) missing values	Missing
`공간위도종점` has 4121 (100.0%) missing values	Missing
`높이?최대` is highly skewed (γ1 = 61.50453042)	Skewed
`공간경도시점` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`공간위도시점` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`공간경도종점` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`공간위도종점` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`높이?최대` has 1742 (42.3%) zeros	Zeros
`높이?최소` has 3449 (83.7%) zeros	Zeros
`경사` has 1762 (42.8%) zeros	Zeros

Reproduction

Analysis started	2023-12-10 22:49:39.706325
Analysis finished	2023-12-10 22:49:48.662516
Duration	8.96 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

노선번호
Real number (ℝ)

HIGH CORRELATION

Distinct	44
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	277.55399

Minimum	23
Maximum	391
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	36.3 KiB

Quantile statistics

Minimum	23
5-th percentile	56
Q1	302
median	314
Q3	341
95-th percentile	375
Maximum	391
Range	368
Interquartile range (IQR)	39

Descriptive statistics

Standard deviation	108.3166
Coefficient of variation (CV)	0.39025415
Kurtosis	-0.031366029
Mean	277.55399
Median Absolute Deviation (MAD)	19
Skewness	-1.2768473
Sum	1143800
Variance	11732.485
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
309	377	9.1%
78	276	6.7%
318	274	6.6%
333	274	6.6%
364	244	5.9%
313	205	5.0%
306	160	3.9%
56	145	3.5%
341	116	2.8%
342	116	2.8%
Other values (34)	1934	46.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23	65	1.6%
56	145	3.5%
57	16	0.4%
70	64	1.6%
78	276	6.7%
82	90	2.2%
86	88	2.1%
88	49	1.2%
98	69	1.7%
301	93	2.3%

Value	Count	Frequency (%)
391	23	0.6%
387	81	2.0%
383	95	2.3%
379	3	0.1%
375	110	2.7%
372	110	2.7%
371	85	2.1%
368	4	0.1%
367	12	0.3%
364	244	5.9%

구간번호
Real number (ℝ)

HIGH CORRELATION

Distinct	18
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.90876

Minimum	1
Maximum	99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	36.3 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	5
Q3	9
95-th percentile	14
Maximum	99
Range	98
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	9.7089901
Coefficient of variation (CV)	1.4053159
Kurtosis	69.888403
Mean	6.90876
Median Absolute Deviation (MAD)	3
Skewness	7.6825161
Sum	28471
Variance	94.264489
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
1	610	14.8%
4	536	13.0%
3	386	9.4%
7	352	8.5%
9	318	7.7%
2	309	7.5%
6	304	7.4%
5	297	7.2%
14	273	6.6%
8	216	5.2%
Other values (8)	520	12.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	610	14.8%
2	309	7.5%
3	386	9.4%
4	536	13.0%
5	297	7.2%
6	304	7.4%
7	352	8.5%
8	216	5.2%
9	318	7.7%
10	65	1.6%

Value	Count	Frequency (%)
99	37	0.9%
24	10	0.2%
18	19	0.5%
15	57	1.4%
14	273	6.6%
13	137	3.3%
12	80	1.9%
11	115	2.8%
10	65	1.6%
9	318	7.7%

위치?시점
Real number (ℝ)

HIGH CORRELATION

Distinct	3066
Distinct (%)	74.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.3537137

Minimum	0
Maximum	17.48
Zeros	30
Zeros (%)	0.7%
Negative	0
Negative (%)	0.0%
Memory size	36.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.245
Q1	2.22
median	4.755
Q3	7.803
95-th percentile	13.058
Maximum	17.48
Range	17.48
Interquartile range (IQR)	5.583

Descriptive statistics

Standard deviation	3.9050296
Coefficient of variation (CV)	0.72940576
Kurtosis	-0.13291271
Mean	5.3537137
Median Absolute Deviation (MAD)	2.712
Skewness	0.7185414
Sum	22062.654
Variance	15.249256
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	30	0.7%
0.05	7	0.2%
0.08	6	0.1%
5.0	6	0.1%
2.58	6	0.1%
4.57	6	0.1%
4.78	5	0.1%
14.692	5	0.1%
14.972	5	0.1%
14.873	5	0.1%
Other values (3056)	4040	98.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	30	0.7%
0.005	1	< 0.1%
0.006	2	< 0.1%
0.007	2	< 0.1%
0.008	2	< 0.1%
0.009	4	0.1%
0.01	5	0.1%
0.012	1	< 0.1%
0.015	1	< 0.1%
0.016	2	< 0.1%

Value	Count	Frequency (%)
17.48	1	< 0.1%
17.181	1	< 0.1%
17.028	1	< 0.1%
16.902	1	< 0.1%
16.88	1	< 0.1%
16.87	1	< 0.1%
16.692	1	< 0.1%
16.69	1	< 0.1%
16.689	1	< 0.1%
16.677	1	< 0.1%

위치?종점
Real number (ℝ)

HIGH CORRELATION

Distinct	3110
Distinct (%)	75.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.5303227

Minimum	0.003
Maximum	71
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	36.3 KiB

Quantile statistics

Minimum	0.003
5-th percentile	0.418
Q1	2.405
median	4.9
Q3	7.94
95-th percentile	13.189
Maximum	71
Range	70.997
Interquartile range (IQR)	5.535

Descriptive statistics

Standard deviation	4.030286
Coefficient of variation (CV)	0.72876144
Kurtosis	16.429558
Mean	5.5303227
Median Absolute Deviation (MAD)	2.709
Skewness	1.6792284
Sum	22790.46
Variance	16.243205
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.772	6	0.1%
5.084	5	0.1%
14.479	5	0.1%
15.132	5	0.1%
15.057	5	0.1%
14.972	5	0.1%
14.869	5	0.1%
15.133	5	0.1%
2.31	5	0.1%
14.842	5	0.1%
Other values (3100)	4070	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.003	1	< 0.1%
0.005	1	< 0.1%
0.012	1	< 0.1%
0.013	1	< 0.1%
0.019	1	< 0.1%
0.026	1	< 0.1%
0.034	1	< 0.1%
0.037	1	< 0.1%
0.048	1	< 0.1%
0.05	2	< 0.1%

Value	Count	Frequency (%)
71.0	1	< 0.1%
17.72	1	< 0.1%
17.21	1	< 0.1%
17.18	1	< 0.1%
17.07	1	< 0.1%
16.959	1	< 0.1%
16.957	1	< 0.1%
16.82	1	< 0.1%
16.81	1	< 0.1%
16.76	1	< 0.1%

위치?방향
Categorical

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	32.3 KiB

상행	2089
하행	2029
중앙	2
<NA>	1

Length

Max length	4
Median length	2
Mean length	2.0004853
Min length	2

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	상행
2nd row	상행
3rd row	상행
4th row	상행
5th row	하행

Common Values

Value	Count	Frequency (%)
상행	2089	50.7%
하행	2029	49.2%
중앙	2	< 0.1%
<NA>	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
상행	2089	50.7%
하행	2029	49.2%
중앙	2	< 0.1%
na	1	< 0.1%

연장
Real number (ℝ)

HIGH CORRELATION

Distinct	1168
Distinct (%)	28.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	194.11311

Minimum	-5
Maximum	6730
Zeros	12
Zeros (%)	0.3%
Negative	1
Negative (%)	< 0.1%
Memory size	36.3 KiB

Quantile statistics

Minimum	-5
5-th percentile	19
Q1	53
median	108.85
Q3	210
95-th percentile	580
Maximum	6730
Range	6735
Interquartile range (IQR)	157

Descriptive statistics

Standard deviation	343.23141
Coefficient of variation (CV)	1.7682032
Kurtosis	128.81581
Mean	194.11311
Median Absolute Deviation (MAD)	68.15
Skewness	8.7224921
Sum	799940.11
Variance	117807.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1613.0	71	1.7%
40.0	50	1.2%
60.0	39	0.9%
30.0	38	0.9%
80.0	36	0.9%
100.0	35	0.8%
34.0	34	0.8%
20.0	33	0.8%
55.0	33	0.8%
200.0	30	0.7%
Other values (1158)	3722	90.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-5.0	1	< 0.1%
0.0	12	0.3%
2.0	3	0.1%
3.0	1	< 0.1%
4.0	3	0.1%
5.0	2	< 0.1%
5.6	1	< 0.1%
6.0	6	0.1%
7.0	5	0.1%
7.75	1	< 0.1%

Value	Count	Frequency (%)
6730.0	1	< 0.1%
6600.0	1	< 0.1%
6576.0	2	< 0.1%
3446.0	1	< 0.1%
3008.0	1	< 0.1%
2690.0	1	< 0.1%
2664.0	1	< 0.1%
2564.0	1	< 0.1%
2470.0	1	< 0.1%
2417.0	1	< 0.1%

종류
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	32.3 KiB

흙사면	2008
혼합사면	1513
<NA>	553
암사면	47

Length

Max length	4
Median length	4
Mean length	3.5013346
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	혼합사면
2nd row	혼합사면
3rd row	혼합사면
4th row	혼합사면
5th row	혼합사면

Common Values

Value	Count	Frequency (%)
흙사면	2008	48.7%
혼합사면	1513	36.7%
<NA>	553	13.4%
암사면	47	1.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
흙사면	2008	48.7%
혼합사면	1513	36.7%
na	553	13.4%
암사면	47	1.1%

높이?최대
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	861
Distinct (%)	20.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.9810827

Minimum	0
Maximum	4202
Zeros	1742
Zeros (%)	42.3%
Negative	0
Negative (%)	0.0%
Memory size	36.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1.2
Q3	4.2
95-th percentile	14.4
Maximum	4202
Range	4202
Interquartile range (IQR)	4.2

Descriptive statistics

Standard deviation	66.349546
Coefficient of variation (CV)	13.320306
Kurtosis	3888.8456
Mean	4.9810827
Median Absolute Deviation (MAD)	1.2
Skewness	61.50453
Sum	20527.042
Variance	4402.2622
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	1742	42.3%
2.0	36	0.9%
3.0	36	0.9%
1.7	35	0.8%
1.0	31	0.8%
5.0	30	0.7%
2.5	29	0.7%
4.0	29	0.7%
3.5	27	0.7%
1.2	26	0.6%
Other values (851)	2100	51.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1742	42.3%
0.01	1	< 0.1%
0.03	2	< 0.1%
0.11	1	< 0.1%
0.15	1	< 0.1%
0.17	1	< 0.1%
0.19	1	< 0.1%
0.2	7	0.2%
0.23	1	< 0.1%
0.24	1	< 0.1%

Value	Count	Frequency (%)
4202.0	1	< 0.1%
188.0	1	< 0.1%
180.7	1	< 0.1%
174.0	1	< 0.1%
154.0	1	< 0.1%
144.0	1	< 0.1%
138.0	1	< 0.1%
130.0	1	< 0.1%
122.0	1	< 0.1%
112.0	1	< 0.1%

높이?최소
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	285
Distinct (%)	6.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.2299345

Minimum	0
Maximum	174
Zeros	3449
Zeros (%)	83.7%
Negative	0
Negative (%)	0.0%
Memory size	36.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1.89
Maximum	174
Range	174
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	9.6000613
Coefficient of variation (CV)	7.8053437
Kurtosis	131.87504
Mean	1.2299345
Median Absolute Deviation (MAD)	0
Skewness	10.887169
Sum	5068.56
Variance	92.161178
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	3449	83.7%
1.0	95	2.3%
0.1	14	0.3%
1.7	12	0.3%
2.0	10	0.2%
0.7	8	0.2%
1.2	8	0.2%
0.8	7	0.2%
0.46	7	0.2%
0.3	7	0.2%
Other values (275)	504	12.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	3449	83.7%
0.01	3	0.1%
0.03	1	< 0.1%
0.04	2	< 0.1%
0.05	1	< 0.1%
0.06	2	< 0.1%
0.07	1	< 0.1%
0.1	14	0.3%
0.11	2	< 0.1%
0.12	3	0.1%

Value	Count	Frequency (%)
174.0	1	< 0.1%
163.0	1	< 0.1%
148.0	1	< 0.1%
142.0	1	< 0.1%
130.0	1	< 0.1%
128.0	1	< 0.1%
109.0	1	< 0.1%
104.0	1	< 0.1%
99.0	2	< 0.1%
98.89	2	< 0.1%

경사
Real number (ℝ)

ZEROS

Distinct	438
Distinct (%)	10.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.127991

Minimum	-7
Maximum	73.077
Zeros	1762
Zeros (%)	42.8%
Negative	26
Negative (%)	0.6%
Memory size	36.3 KiB

Quantile statistics

Minimum	-7
5-th percentile	0
Q1	0
median	17.4
Q3	66.7
95-th percentile	66.7
Maximum	73.077
Range	80.077
Interquartile range (IQR)	66.7

Descriptive statistics

Standard deviation	32.141426
Coefficient of variation (CV)	1.0004181
Kurtosis	-1.9404838
Mean	32.127991
Median Absolute Deviation (MAD)	17.4
Skewness	0.076629101
Sum	132399.45
Variance	1033.0712
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	1762	42.8%
66.7	1336	32.4%
66.6	300	7.3%
66.67	89	2.2%
66.0	23	0.6%
45.0	23	0.6%
50.0	14	0.3%
60.0	13	0.3%
66.66	12	0.3%
55.0	11	0.3%
Other values (428)	538	13.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-7.0	1	< 0.1%
-6.89	1	< 0.1%
-6.16	2	< 0.1%
-5.99	1	< 0.1%
-5.9	2	< 0.1%
-5.84	1	< 0.1%
-5.6	1	< 0.1%
-3.4	1	< 0.1%
-3.18	1	< 0.1%
-2.51	1	< 0.1%

Value	Count	Frequency (%)
73.077	1	< 0.1%
69.444	1	< 0.1%
68.75	1	< 0.1%
67.7	5	0.1%
66.96	1	< 0.1%
66.78	1	< 0.1%
66.76	1	< 0.1%
66.7	1336	32.4%
66.69	1	< 0.1%
66.68	1	< 0.1%

비고
Categorical

HIGH CORRELATION IMBALANCE

Distinct	29
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Memory size	32.3 KiB

<NA>	4036
분리(좌측)	19
분리(우측)	19
2단	10
하부도로1	4
Other values (24)	33

Length

Max length	13
Median length	4
Mean length	4.0383402
Min length	2

Unique

Unique	19 ?
Unique (%)	0.5%

Sample

1st row	<NA>
2nd row	<NA>
3rd row	<NA>
4th row	<NA>
5th row	<NA>

Common Values

Value	Count	Frequency (%)
<NA>	4036	97.9%
분리(좌측)	19	0.5%
분리(우측)	19	0.5%
2단	10	0.2%
하부도로1	4	0.1%
부체도로	4	0.1%
본선	4	0.1%
램프구간	2	< 0.1%
분리(하행)	2	< 0.1%
군도64호선	2	< 0.1%
Other values (19)	19	0.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
na	4036	97.9%
분리(우측	19	0.5%
분리(좌측	19	0.5%
2단	10	0.2%
하부도로1	4	0.1%
부체도로	4	0.1%
본선	4	0.1%
분리(하행	2	< 0.1%
군도64호선	2	< 0.1%
램프구간	2	< 0.1%
Other values (19)	19	0.5%

공간경도시점
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	4121
Missing (%)	100.0%
Memory size	36.3 KiB

공간위도시점
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	4121
Missing (%)	100.0%
Memory size	36.3 KiB

공간경도종점
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	4121
Missing (%)	100.0%
Memory size	36.3 KiB

공간위도종점
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	4121
Missing (%)	100.0%
Memory size	36.3 KiB

Heatmap
Table

	노선번호	구간번호	위치?시점	위치?종점	위치?방향	연장	종류	높이?최대	높이?최소	경사	비고
노선번호	1.000	0.518	0.324	0.288	0.147	0.228	0.449	0.000	0.114	0.294	0.993
구간번호	0.518	1.000	0.262	0.352	0.000	0.253	0.178	0.000	0.071	0.302	0.955
위치?시점	0.324	0.262	1.000	0.907	0.000	0.258	0.219	0.064	0.152	0.221	0.742
위치?종점	0.288	0.352	0.907	1.000	0.000	0.252	0.103	0.000	0.219	0.118	0.964
위치?방향	0.147	0.000	0.000	0.000	1.000	0.000	0.045	0.000	0.065	0.000	0.576
연장	0.228	0.253	0.258	0.252	0.000	1.000	0.164	0.000	0.000	0.122	1.000
종류	0.449	0.178	0.219	0.103	0.045	0.164	1.000	NaN	0.126	0.359	0.865
높이?최대	0.000	0.000	0.064	0.000	0.000	0.000	NaN	1.000	0.000	0.000	1.000
높이?최소	0.114	0.071	0.152	0.219	0.065	0.000	0.126	0.000	1.000	0.242	1.000
경사	0.294	0.302	0.221	0.118	0.000	0.122	0.359	0.000	0.242	1.000	0.617
비고	0.993	0.955	0.742	0.964	0.576	1.000	0.865	1.000	1.000	0.617	1.000

Heatmap
Table

	종류	위치?방향	비고
종류	1.000	0.013	0.656
위치?방향	0.013	1.000	0.378
비고	0.656	0.378	1.000

Heatmap
Table

	노선번호	구간번호	위치?시점	위치?종점	연장	높이?최대	높이?최소	경사	위치?방향	종류	비고
노선번호	1.000	0.085	0.137	0.131	-0.131	-0.231	-0.053	0.059	0.061	0.208	0.822
구간번호	0.085	1.000	0.047	0.046	0.015	-0.183	-0.126	0.240	0.000	0.169	0.700
위치?시점	0.137	0.047	1.000	0.996	-0.032	-0.015	0.034	0.112	0.000	0.133	0.373
위치?종점	0.131	0.046	0.996	1.000	0.008	-0.011	0.043	0.106	0.000	0.097	0.740
연장	-0.131	0.015	-0.032	0.008	1.000	0.191	0.150	-0.080	0.000	0.125	0.829
높이?최대	-0.231	-0.183	-0.015	-0.011	0.191	1.000	0.457	0.299	0.000	1.000	0.829
높이?최소	-0.053	-0.126	0.034	0.043	0.150	0.457	1.000	-0.243	0.028	0.080	0.829
경사	0.059	0.240	0.112	0.106	-0.080	0.299	-0.243	1.000	0.000	0.231	0.229
위치?방향	0.061	0.000	0.000	0.000	0.000	0.000	0.028	0.000	1.000	0.013	0.378
종류	0.208	0.169	0.133	0.097	0.125	1.000	0.080	0.231	0.013	1.000	0.656
비고	0.822	0.700	0.373	0.740	0.829	0.829	0.829	0.229	0.378	0.656	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

	노선번호	구간번호	위치?시점	위치?종점	위치?방향	연장	종류	높이?최대	높이?최소	경사	비고	공간경도시점	공간위도시점	공간경도종점	공간위도종점
0	391	8	16.63	16.81	상행	180.0	혼합사면	28.2	1.54	54.81	<NA>	<NA>	<NA>	<NA>	<NA>
1	391	8	16.88	17.07	상행	190.0	혼합사면	5.73	0.6	10.33	<NA>	<NA>	<NA>	<NA>	<NA>
2	391	8	17.48	17.72	상행	240.0	혼합사면	8.46	0.11	15.25	<NA>	<NA>	<NA>	<NA>	<NA>
3	391	6	9.053	9.065	상행	12.0	혼합사면	0.0	0.0	0.0	<NA>	<NA>	<NA>	<NA>	<NA>
4	391	6	9.066	9.21	하행	144.0	혼합사면	0.0	0.0	0.0	<NA>	<NA>	<NA>	<NA>	<NA>
5	391	6	9.069	9.223	상행	154.0	혼합사면	0.0	0.0	0.0	<NA>	<NA>	<NA>	<NA>	<NA>
6	391	6	9.225	9.31	상행	85.0	혼합사면	0.0	0.0	0.0	<NA>	<NA>	<NA>	<NA>	<NA>
7	391	6	10.048	10.143	하행	95.0	혼합사면	0.0	0.0	0.0	<NA>	<NA>	<NA>	<NA>	<NA>
8	391	6	9.0	9.036	하행	36.0	혼합사면	0.0	0.0	0.0	<NA>	<NA>	<NA>	<NA>	<NA>
9	391	6	9.0	9.039	상행	39.0	혼합사면	0.0	0.0	0.0	<NA>	<NA>	<NA>	<NA>	<NA>

	노선번호	구간번호	위치?시점	위치?종점	위치?방향	연장	종류	높이?최대	높이?최소	경사	비고	공간경도시점	공간위도시점	공간경도종점	공간위도종점
4111	325	1	4.184	4.37	상행	186.0	혼합사면	1.28	1.23	2.3	<NA>	<NA>	<NA>	<NA>	<NA>
4112	325	1	4.68	4.745	상행	65.0	혼합사면	5.65	0.78	10.19	<NA>	<NA>	<NA>	<NA>	<NA>
4113	325	1	4.68	4.8	하행	120.0	혼합사면	6.31	1.03	11.38	<NA>	<NA>	<NA>	<NA>	<NA>
4114	325	1	6.054	6.124	상행	70.0	혼합사면	0.99	0.87	1.78	<NA>	<NA>	<NA>	<NA>	<NA>
4115	325	1	6.054	6.254	하행	200.0	혼합사면	4.32	0.99	7.79	<NA>	<NA>	<NA>	<NA>	<NA>
4116	325	1	6.674	6.756	하행	80.53	흙사면	6.4	0.0	66.6	<NA>	<NA>	<NA>	<NA>	<NA>
4117	325	1	6.764	6.914	하행	144.27	흙사면	8.6	0.0	66.6	<NA>	<NA>	<NA>	<NA>	<NA>
4118	325	1	6.776	6.914	상행	143.33	흙사면	8.5	0.0	66.6	<NA>	<NA>	<NA>	<NA>	<NA>
4119	325	1	6.968	7.089	하행	119.48	흙사면	4.8	0.0	66.6	<NA>	<NA>	<NA>	<NA>	<NA>
4120	325	1	6.969	7.068	상행	103.55	흙사면	5.2	0.0	66.6	<NA>	<NA>	<NA>	<NA>	<NA>

Most frequently occurring

	노선번호	구간번호	위치?시점	위치?종점	위치?방향	연장	종류	높이?최대	비고	# duplicates
33	305	1	2.967	3.258	하행	288.0	흙사면	11.7	<NA>	3
34	305	1	3.575	3.781	상행	206.0	흙사면	7.5	<NA>	3
35	305	1	3.585	3.779	하행	194.0	흙사면	4.7	<NA>	3
36	305	1	3.785	4.081	상행	295.0	흙사면	7.5	<NA>	3
37	305	1	3.787	4.093	하행	306.0	흙사면	5.2	<NA>	3
38	305	1	4.093	4.215	상행	122.0	흙사면	4.0	<NA>	3
39	305	1	4.105	4.22	하행	115.0	흙사면	4.9	<NA>	3
40	305	1	4.228	4.313	하행	85.0	흙사면	5.9	<NA>	3
41	305	1	4.262	4.457	상행	195.0	흙사면	1.1	<NA>	3
42	305	1	4.359	4.428	하행	69.0	흙사면	4.7	<NA>	3

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring