gimi9 Pandas Profiling

Dataset statistics

Number of variables	15
Number of observations	10000
Missing cells	44985
Missing cells (%)	30.0%
Duplicate rows	87
Duplicate rows (%)	0.9%
Total size in memory	1.3 MiB
Average record size in memory	140.0 B

Variable types

Numeric	8
Categorical	2
Text	1
Unsupported	4

Dataset

Description	경기도_도로대장 전산화 시스템_측구
Author	경기도
URL	https://data.gg.go.kr/portal/data/service/selectServicePage.do?&infId=L4NRE62L4OE9ENQYA12634063379&infSeq=1

Alerts

Dataset has 87 (0.9%) duplicate rows	Duplicates
`위치?시점` is highly overall correlated with `위치?종점`	High correlation
`위치?종점` is highly overall correlated with `위치?시점`	High correlation
`높이?최대` is highly overall correlated with `높이?최소` and 1 other fields	High correlation
`높이?최소` is highly overall correlated with `높이?최대` and 1 other fields	High correlation
`폭` is highly overall correlated with `높이?최대` and 1 other fields	High correlation
`위치?방향` is highly imbalanced (54.4%)	Imbalance
`비고` has 4985 (49.9%) missing values	Missing
`공간경도시점` has 10000 (100.0%) missing values	Missing
`공간위도시점` has 10000 (100.0%) missing values	Missing
`공간경도종점` has 10000 (100.0%) missing values	Missing
`공간위도종점` has 10000 (100.0%) missing values	Missing
`높이?최소` is highly skewed (γ1 = 24.83652957)	Skewed
`폭` is highly skewed (γ1 = 20.13194919)	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 2422 (24.2%) zeros	Zeros
`높이?최소` has 4205 (42.0%) zeros	Zeros
`폭` has 2876 (28.8%) zeros	Zeros

Reproduction

Analysis started	2023-12-10 22:34:24.159552
Analysis finished	2023-12-10 22:34:32.700506
Duration	8.54 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

노선번호
Real number (ℝ)

Distinct	51
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	261.5891

Minimum	23
Maximum	391
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	23
5-th percentile	56
Q1	98
median	318
Q3	356
95-th percentile	387
Maximum	391
Range	368
Interquartile range (IQR)	258

Descriptive statistics

Standard deviation	126.25384
Coefficient of variation (CV)	0.48264183
Kurtosis	-1.1119973
Mean	261.5891
Median Absolute Deviation (MAD)	46
Skewness	-0.82104915
Sum	2615891
Variance	15940.032
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
56	580	5.8%
98	525	5.2%
309	522	5.2%
78	466	4.7%
387	459	4.6%
333	411	4.1%
364	349	3.5%
70	348	3.5%
318	344	3.4%
23	307	3.1%
Other values (41)	5689	56.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23	307	3.1%
39	28	0.3%
56	580	5.8%
57	181	1.8%
70	348	3.5%
78	466	4.7%
82	173	1.7%
84	49	0.5%
86	176	1.8%
88	101	1.0%

Value	Count	Frequency (%)
391	271	2.7%
387	459	4.6%
383	136	1.4%
379	40	0.4%
376	25	0.2%
375	161	1.6%
372	235	2.4%
371	281	2.8%
368	154	1.5%
367	56	0.6%

구간번호
Real number (ℝ)

Distinct	26
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.1582

Minimum	1
Maximum	99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	5
Q3	8
95-th percentile	14
Maximum	99
Range	98
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	11.995731
Coefficient of variation (CV)	1.6758027
Kurtosis	47.535498
Mean	7.1582
Median Absolute Deviation (MAD)	3
Skewness	6.6202852
Sum	71582
Variance	143.89756
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
1	1606	16.1%
4	1155	11.6%
7	952	9.5%
3	938	9.4%
6	870	8.7%
2	808	8.1%
5	781	7.8%
9	612	6.1%
8	598	6.0%
10	402	4.0%
Other values (16)	1278	12.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1606	16.1%
2	808	8.1%
3	938	9.4%
4	1155	11.6%
5	781	7.8%
6	870	8.7%
7	952	9.5%
8	598	6.0%
9	612	6.1%
10	402	4.0%

Value	Count	Frequency (%)
99	133	1.3%
97	15	0.1%
26	75	0.8%
24	21	0.2%
23	2	< 0.1%
22	2	< 0.1%
21	4	< 0.1%
20	12	0.1%
18	23	0.2%
17	7	0.1%

위치?시점
Real number (ℝ)

HIGH CORRELATION

Distinct	6029
Distinct (%)	60.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.8585164

Minimum	0
Maximum	20.255
Zeros	74
Zeros (%)	0.7%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0.20995
Q1	1.7595
median	4.0075
Q3	7.27075
95-th percentile	12.05905
Maximum	20.255
Range	20.255
Interquartile range (IQR)	5.51125

Descriptive statistics

Standard deviation	3.7818955
Coefficient of variation (CV)	0.77840541
Kurtosis	0.18809568
Mean	4.8585164
Median Absolute Deviation (MAD)	2.5925
Skewness	0.84338859
Sum	48585.164
Variance	14.302733
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	74	0.7%
0.03	13	0.1%
0.02	13	0.1%
0.28	10	0.1%
0.16	10	0.1%
0.6	10	0.1%
3.68	9	0.1%
0.09	9	0.1%
4.5	9	0.1%
5.51	9	0.1%
Other values (6019)	9834	98.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	74	0.7%
0.001	6	0.1%
0.002	4	< 0.1%
0.003	2	< 0.1%
0.004	2	< 0.1%
0.005	4	< 0.1%
0.006	6	0.1%
0.007	7	0.1%
0.008	3	< 0.1%
0.009	7	0.1%

Value	Count	Frequency (%)
20.255	2	< 0.1%
20.16	1	< 0.1%
20.05	1	< 0.1%
19.75	1	< 0.1%
19.712	1	< 0.1%
19.63	1	< 0.1%
19.5	1	< 0.1%
19.078	1	< 0.1%
18.8	1	< 0.1%
18.79	2	< 0.1%

위치?종점
Real number (ℝ)

HIGH CORRELATION

Distinct	6167
Distinct (%)	61.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.9685598

Minimum	0
Maximum	20.385
Zeros	6
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0.32795
Q1	1.8785
median	4.1125
Q3	7.3765
95-th percentile	12.16025
Maximum	20.385
Range	20.385
Interquartile range (IQR)	5.498

Descriptive statistics

Standard deviation	3.7815532
Coefficient of variation (CV)	0.76109645
Kurtosis	0.19489846
Mean	4.9685598
Median Absolute Deviation (MAD)	2.5775
Skewness	0.84470383
Sum	49685.598
Variance	14.300145
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.21	13	0.1%
3.45	11	0.1%
3.52	11	0.1%
2.26	10	0.1%
0.6	9	0.1%
0.3	9	0.1%
1.74	9	0.1%
0.8	9	0.1%
0.2	9	0.1%
0.97	9	0.1%
Other values (6157)	9901	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	6	0.1%
0.009	1	< 0.1%
0.011	1	< 0.1%
0.013	2	< 0.1%
0.014	1	< 0.1%
0.015	1	< 0.1%
0.016	1	< 0.1%
0.018	1	< 0.1%
0.022	2	< 0.1%
0.023	1	< 0.1%

Value	Count	Frequency (%)
20.385	1	< 0.1%
20.368	1	< 0.1%
20.323	1	< 0.1%
20.1	1	< 0.1%
20.03	1	< 0.1%
19.722	1	< 0.1%
19.712	1	< 0.1%
19.59	1	< 0.1%
19.54	1	< 0.1%
18.87	1	< 0.1%

위치?방향
Categorical

IMBALANCE

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

하행	5042
상행	4894
양방향	38
중앙	15
<NA>	11

Length

Max length	4
Median length	2
Mean length	2.006
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
하행	5042	50.4%
상행	4894	48.9%
양방향	38	0.4%
중앙	15	0.1%
<NA>	11	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
하행	5042	50.4%
상행	4894	48.9%
양방향	38	0.4%
중앙	15	0.1%
na	11	0.1%

연장
Real number (ℝ)

Distinct	3156
Distinct (%)	31.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	113.57155

Minimum	0
Maximum	5593
Zeros	25
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	10
Q1	35
median	72
Q3	139.1775
95-th percentile	338.03
Maximum	5593
Range	5593
Interquartile range (IQR)	104.1775

Descriptive statistics

Standard deviation	162.72958
Coefficient of variation (CV)	1.4328375
Kurtosis	233.24333
Mean	113.57155
Median Absolute Deviation (MAD)	44.5
Skewness	10.439485
Sum	1135715.5
Variance	26480.916
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.0	233	2.3%
60.0	145	1.5%
40.0	131	1.3%
20.0	129	1.3%
50.0	124	1.2%
100.0	105	1.1%
80.0	97	1.0%
30.0	92	0.9%
35.0	83	0.8%
70.0	80	0.8%
Other values (3146)	8781	87.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	25	0.2%
0.02	1	< 0.1%
0.04	1	< 0.1%
0.58	1	< 0.1%
0.84	1	< 0.1%
1.0	4	< 0.1%
1.2	1	< 0.1%
1.26	1	< 0.1%
1.47	1	< 0.1%
2.0	8	0.1%

Value	Count	Frequency (%)
5593.0	1	< 0.1%
4537.0	1	< 0.1%
3098.0	1	< 0.1%
3078.0	1	< 0.1%
2657.0	1	< 0.1%
2366.0	1	< 0.1%
2349.0	1	< 0.1%
2279.98	1	< 0.1%
1955.0	1	< 0.1%
1690.0	1	< 0.1%

종류
Categorical

Distinct	10
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

L형	5055
V형	1362
U형	1189
다이크	964
기타	376
Other values (5)	1054

Length

Max length	4
Median length	2
Mean length	2.2585
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	V형
2nd row	U형
3rd row	V형
4th row	L형
5th row	V형

Common Values

Value	Count	Frequency (%)
L형	5055	50.5%
V형	1362	13.6%
U형	1189	11.9%
다이크	964	9.6%
기타	376	3.8%
산마루형	368	3.7%
옹벽형	357	3.6%
J형측구	191	1.9%
토사형	130	1.3%
콘크리트	8	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
l형	5055	50.5%
v형	1362	13.6%
u형	1189	11.9%
다이크	964	9.6%
기타	376	3.8%
산마루형	368	3.7%
옹벽형	357	3.6%
j형측구	191	1.9%
토사형	130	1.3%
콘크리트	8	0.1%

높이?최대
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	102
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.186332

Minimum	0
Maximum	1215
Zeros	2422
Zeros (%)	24.2%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.15
median	0.3
Q3	0.58
95-th percentile	1.2
Maximum	1215
Range	1215
Interquartile range (IQR)	0.43

Descriptive statistics

Standard deviation	45.114964
Coefficient of variation (CV)	14.158902
Kurtosis	365.19395
Mean	3.186332
Median Absolute Deviation (MAD)	0.21
Skewness	18.120509
Sum	31863.32
Variance	2035.36
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	2422	24.2%
0.2	1723	17.2%
0.5	690	6.9%
0.45	664	6.6%
0.6	591	5.9%
0.3	573	5.7%
1.0	466	4.7%
0.4	460	4.6%
0.65	348	3.5%
0.35	327	3.3%
Other values (92)	1736	17.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	2422	24.2%
0.05	3	< 0.1%
0.1	21	0.2%
0.12	1	< 0.1%
0.15	194	1.9%
0.18	5	0.1%
0.19	15	0.1%
0.2	1723	17.2%
0.22	1	< 0.1%
0.23	1	< 0.1%

Value	Count	Frequency (%)
1215.0	4	< 0.1%
950.0	3	< 0.1%
700.0	5	0.1%
600.0	18	0.2%
550.0	2	< 0.1%
515.0	8	0.1%
300.0	2	< 0.1%
10.0	3	< 0.1%
6.0	2	< 0.1%
4.5	27	0.3%

높이?최소
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	78
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.711077

Minimum	0
Maximum	950
Zeros	4205
Zeros (%)	42.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.2
Q3	0.4
95-th percentile	0.8
Maximum	950
Range	950
Interquartile range (IQR)	0.4

Descriptive statistics

Standard deviation	26.816557
Coefficient of variation (CV)	15.672326
Kurtosis	723.90425
Mean	1.711077
Median Absolute Deviation (MAD)	0.2
Skewness	24.83653
Sum	17110.77
Variance	719.12773
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	4205	42.0%
0.2	1533	15.3%
0.3	823	8.2%
0.6	517	5.2%
0.45	515	5.1%
0.65	340	3.4%
0.5	313	3.1%
0.4	257	2.6%
0.25	231	2.3%
0.15	181	1.8%
Other values (68)	1085	10.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	4205	42.0%
0.05	6	0.1%
0.1	15	0.1%
0.15	181	1.8%
0.18	1	< 0.1%
0.19	15	0.1%
0.2	1533	15.3%
0.22	63	0.6%
0.24	15	0.1%
0.25	231	2.3%

Value	Count	Frequency (%)
950.0	3	< 0.1%
700.0	5	0.1%
300.0	14	0.1%
200.0	20	0.2%
10.0	3	< 0.1%
6.0	2	< 0.1%
4.5	26	0.3%
4.0	1	< 0.1%
3.0	2	< 0.1%
2.5	4	< 0.1%

폭
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	117
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.76377

Minimum	0
Maximum	1850
Zeros	2876
Zeros (%)	28.8%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.5
Q3	1
95-th percentile	1.4
Maximum	1850
Range	1850
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	72.715801
Coefficient of variation (CV)	15.264339
Kurtosis	436.00494
Mean	4.76377
Median Absolute Deviation (MAD)	0.5
Skewness	20.131949
Sum	47637.7
Variance	5287.5878
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	2876	28.8%
0.5	2206	22.1%
1.0	606	6.1%
0.7	472	4.7%
1.07	409	4.1%
1.2	405	4.0%
0.6	274	2.7%
1.15	256	2.6%
0.8	232	2.3%
1.16	188	1.9%
Other values (107)	2076	20.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	2876	28.8%
0.1	1	< 0.1%
0.13	13	0.1%
0.15	55	0.5%
0.18	9	0.1%
0.2	128	1.3%
0.25	60	0.6%
0.28	1	< 0.1%
0.3	102	1.0%
0.31	2	< 0.1%

Value	Count	Frequency (%)
1850.0	4	< 0.1%
1650.0	8	0.1%
1290.0	2	< 0.1%
1260.0	3	< 0.1%
900.0	5	0.1%
700.0	2	< 0.1%
500.0	18	0.2%
10.0	4	< 0.1%
8.5	4	< 0.1%
5.7	3	< 0.1%

비고
Text

MISSING

Distinct	521
Distinct (%)	10.4%
Missing	4985
Missing (%)	49.9%
Memory size	156.2 KiB

Length

Max length	23
Median length	19
Mean length	4.1026919
Min length	1

Characters and Unicode

Total characters	20575
Distinct characters	222
Distinct categories	11 ?
Distinct scripts	3 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	262 ?
Unique (%)	5.2%

Sample

1st row	V1
2nd row	u형 플륨관
3rd row	V1
4th row	V1형
5th row	Y1

Value	Count	Frequency (%)
0	541	10.4%
type-1	434	8.4%
l1	344	6.6%
v1	261	5.0%
d1	173	3.3%
보차도경계석	171	3.3%
type-2	161	3.1%
v2	120	2.3%
형식-1	110	2.1%
성토부	106	2.0%
Other values (488)	2773	53.4%

Most occurring characters

Value	Count	Frequency (%)
1	2123	10.3%
-	1038	5.0%
L	965	4.7%
형	934	4.5%
0	882	4.3%
T	821	4.0%
Y	810	3.9%
P	809	3.9%
E	768	3.7%
2	693	3.4%
Other values (212)	10732	52.2%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	7955	38.7%
Uppercase Letter	5628	27.4%
Decimal Number	4642	22.6%
Dash Punctuation	1038	5.0%
Other Punctuation	449	2.2%
Space Separator	214	1.0%
Lowercase Letter	206	1.0%
Open Punctuation	202	1.0%
Close Punctuation	202	1.0%
Math Symbol	38	0.2%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
형	934	11.7%
식	460	5.8%
도	423	5.3%
측	365	4.6%
계	328	4.1%
구	327	4.1%
경	292	3.7%
보	283	3.6%
차	270	3.4%
부	262	3.3%
Other values (161)	4011	50.4%

Uppercase Letter

Value	Count	Frequency (%)
L	965	17.1%
T	821	14.6%
Y	810	14.4%
P	809	14.4%
E	768	13.6%
V	492	8.7%
D	330	5.9%
U	201	3.6%
B	124	2.2%
O	95	1.7%
Other values (12)	213	3.8%

Decimal Number

Value	Count	Frequency (%)
1	2123	45.7%
0	882	19.0%
2	693	14.9%
3	269	5.8%
4	254	5.5%
5	119	2.6%
7	109	2.3%
8	92	2.0%
6	76	1.6%
9	25	0.5%

Other Punctuation

Value	Count	Frequency (%)
,	163	36.3%
/	131	29.2%
#	87	19.4%
.	64	14.3%
:	3	0.7%
?	1	0.2%

Lowercase Letter

Value	Count	Frequency (%)
e	47	22.8%
y	47	22.8%
p	47	22.8%
t	45	21.8%
x	11	5.3%
u	9	4.4%

Math Symbol

Value	Count	Frequency (%)
=	21	55.3%
~	17	44.7%

Dash Punctuation

Value	Count	Frequency (%)
-	1038	100.0%

Space Separator

Value	Count	Frequency (%)
	214	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	202	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	202	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	7955	38.7%
Common	6786	33.0%
Latin	5834	28.4%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
형	934	11.7%
식	460	5.8%
도	423	5.3%
측	365	4.6%
계	328	4.1%
구	327	4.1%
경	292	3.7%
보	283	3.6%
차	270	3.4%
부	262	3.3%
Other values (161)	4011	50.4%

Latin

Value	Count	Frequency (%)
L	965	16.5%
T	821	14.1%
Y	810	13.9%
P	809	13.9%
E	768	13.2%
V	492	8.4%
D	330	5.7%
U	201	3.4%
B	124	2.1%
O	95	1.6%
Other values (18)	419	7.2%

Common

Value	Count	Frequency (%)
1	2123	31.3%
-	1038	15.3%
0	882	13.0%
2	693	10.2%
3	269	4.0%
4	254	3.7%
	214	3.2%
(	202	3.0%
)	202	3.0%
,	163	2.4%
Other values (13)	746	11.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	12620	61.3%
Hangul	7955	38.7%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	2123	16.8%
-	1038	8.2%
L	965	7.6%
0	882	7.0%
T	821	6.5%
Y	810	6.4%
P	809	6.4%
E	768	6.1%
2	693	5.5%
V	492	3.9%
Other values (41)	3219	25.5%

Hangul

Value	Count	Frequency (%)
형	934	11.7%
식	460	5.8%
도	423	5.3%
측	365	4.6%
계	328	4.1%
구	327	4.1%
경	292	3.7%
보	283	3.6%
차	270	3.4%
부	262	3.3%
Other values (161)	4011	50.4%

공간경도시점
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	10000
Missing (%)	100.0%
Memory size	166.0 KiB

공간위도시점
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	10000
Missing (%)	100.0%
Memory size	166.0 KiB

공간경도종점
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	10000
Missing (%)	100.0%
Memory size	166.0 KiB

공간위도종점
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	10000
Missing (%)	100.0%
Memory size	166.0 KiB

Heatmap
Table

	노선번호	구간번호	위치?시점	위치?종점	위치?방향	연장	종류	높이?최대	높이?최소	폭
노선번호	1.000	0.456	0.178	0.180	0.044	0.070	0.143	0.097	0.056	0.058
구간번호	0.456	1.000	0.124	0.127	0.064	0.104	0.154	0.000	0.000	0.000
위치?시점	0.178	0.124	1.000	0.999	0.000	0.000	0.129	0.033	0.058	0.022
위치?종점	0.180	0.127	0.999	1.000	0.000	0.038	0.126	0.036	0.062	0.026
위치?방향	0.044	0.064	0.000	0.000	1.000	0.000	0.175	0.000	0.000	0.000
연장	0.070	0.104	0.000	0.038	0.000	1.000	0.081	0.000	0.000	0.000
종류	0.143	0.154	0.129	0.126	0.175	0.081	1.000	0.162	0.264	0.180
높이?최대	0.097	0.000	0.033	0.036	0.000	0.000	0.162	1.000	0.930	0.972
높이?최소	0.056	0.000	0.058	0.062	0.000	0.000	0.264	0.930	1.000	0.949
폭	0.058	0.000	0.022	0.026	0.000	0.000	0.180	0.972	0.949	1.000

Heatmap
Table

	위치?방향	종류
위치?방향	1.000	0.106
종류	0.106	1.000

Heatmap
Table

	노선번호	구간번호	위치?시점	위치?종점	연장	높이?최대	높이?최소	폭	위치?방향	종류
노선번호	1.000	-0.017	0.026	0.022	-0.091	0.029	-0.022	0.064	0.028	0.075
구간번호	-0.017	1.000	0.014	0.013	-0.034	0.026	0.048	0.061	0.026	0.093
위치?시점	0.026	0.014	1.000	0.996	-0.037	0.093	0.084	0.061	0.000	0.040
위치?종점	0.022	0.013	0.996	1.000	-0.007	0.089	0.079	0.058	0.000	0.039
연장	-0.091	-0.034	-0.037	-0.007	1.000	-0.100	-0.122	-0.075	0.000	0.039
높이?최대	0.029	0.026	0.093	0.089	-0.100	1.000	0.672	0.679	0.000	0.085
높이?최소	-0.022	0.048	0.084	0.079	-0.122	0.672	1.000	0.652	0.000	0.112
폭	0.064	0.061	0.061	0.058	-0.075	0.679	0.652	1.000	0.000	0.092
위치?방향	0.028	0.026	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.106
종류	0.075	0.093	0.040	0.039	0.039	0.085	0.112	0.092	0.106	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	폭	비고	공간경도시점	공간위도시점	공간경도종점	공간위도종점
11573	56	3	7.547	7.64	하행	96.0	V형	0.45	0.45	0.55	V1	<NA>	<NA>	<NA>	<NA>
17253	318	10	0.69	0.855	하행	165.0	U형	0.0	0.0	0.0	u형 플륨관	<NA>	<NA>	<NA>	<NA>
22027	313	1	13.46	13.883	하행	423.0	V형	0.45	0.45	1.07	V1	<NA>	<NA>	<NA>	<NA>
2015	383	1	3.974	4.01	상행	15.0	L형	0.39	0.25	1.15	<NA>	<NA>	<NA>	<NA>	<NA>
10073	23	6	2.19	2.258	하행	68.0	V형	0.45	0.45	1.07	V1형	<NA>	<NA>	<NA>	<NA>
196	391	6	2.567	2.627	상행	60.0	옹벽형	0.9	0.9	0.8	<NA>	<NA>	<NA>	<NA>	<NA>
7058	345	10	0.79	0.976	상행	186.0	다이크	0.0	0.0	0.0	<NA>	<NA>	<NA>	<NA>	<NA>
16731	329	1	0.75	0.86	상행	110.0	J형측구	0.0	0.0	0.0	<NA>	<NA>	<NA>	<NA>	<NA>
14161	78	9	10.31	10.477	하행	67.0	U형	0.75	0.0	0.0	<NA>	<NA>	<NA>	<NA>	<NA>
23144	313	3	1.916	1.94	상행	24.0	기타	1.0	1.0	1.0	Y1	<NA>	<NA>	<NA>	<NA>

	노선번호	구간번호	위치?시점	위치?종점	위치?방향	연장	종류	높이?최대	높이?최소	폭	비고	공간경도시점	공간위도시점	공간경도종점	공간위도종점
21656	310	1	11.516	11.576	하행	60.0	L형	1.0	1.0	0.5	L2형	<NA>	<NA>	<NA>	<NA>
18020	314	6	8.016	8.05	하행	35.0	L형	0.2	0.2	0.5	<NA>	<NA>	<NA>	<NA>	<NA>
8318	337	7	0.29	0.42	상행	140.0	L형	0.3	0.2	0.7	성토부	<NA>	<NA>	<NA>	<NA>
4075	368	2	4.824	4.84	하행	16.72	V형	0.6	0.6	0.8	<NA>	<NA>	<NA>	<NA>	<NA>
5860	359	1	1.224	1.285	하행	61.0	L형	0.0	0.0	0.0	<NA>	<NA>	<NA>	<NA>	<NA>
19450	301	3	3.11	3.175	상행	65.0	L형	515.0	300.0	1650.0	본선	<NA>	<NA>	<NA>	<NA>
1002	387	6	7.76	7.77	하행	10.0	L형	1.21	0.51	0.0	T1변화구간	<NA>	<NA>	<NA>	<NA>
17838	98	12	4.774	0.199	하행	141.0	다이크	0.5	0.3	1.15	지방도319호선	<NA>	<NA>	<NA>	<NA>
12862	70	10	6.666	6.793	상행	127.0	L형	0.2	0.2	0.5	<NA>	<NA>	<NA>	<NA>	<NA>
22019	311	1	0.903	0.95	상행	43.8	L형	0.35	0.2	0.7	TYPE-4,부체도로#2	<NA>	<NA>	<NA>	<NA>

Most frequently occurring

	노선번호	구간번호	위치?시점	위치?종점	위치?방향	연장	종류	높이?최대	높이?최소	폭	비고	# duplicates
0	23	1	12.03	12.316	하행	286.5	다이크	0.15	0.15	0.5	<NA>	2
1	23	6	2.162	2.21	상행	48.0	V형	0.45	0.45	1.07	V1형	2
2	23	6	2.85	2.898	상행	48.0	V형	0.45	0.45	1.07	V1형	2
3	23	6	2.871	2.933	하행	62.0	V형	0.45	0.45	1.07	V1형	2
4	70	2	0.0	0.03	하행	30.0	L형	0.3	0.3	0.85	<NA>	2
5	70	2	0.03	0.307	상행	277.5	다이크	0.15	0.15	0.5	<NA>	2
6	70	2	0.356	0.531	하행	174.5	다이크	0.15	0.15	0.5	<NA>	2
7	70	2	0.64	0.74	하행	100.0	기타	0.19	0.19	1.1	소단측구	2
8	70	2	0.65	0.8	상행	150.0	L형	0.99	0.99	0.85	<NA>	2
9	70	2	0.77	0.8	하행	30.0	기타	0.19	0.19	1.1	소단측구	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Uppercase Letter

Decimal Number

Other Punctuation

Lowercase Letter

Math Symbol

Dash Punctuation

Space Separator

Open Punctuation

Close Punctuation

Connector Punctuation

Most occurring scripts

Most frequent character per script

Hangul

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring