gimi9 Pandas Profiling

Dataset statistics

Number of variables	16
Number of observations	1596
Missing cells	9407
Missing cells (%)	36.8%
Duplicate rows	84
Duplicate rows (%)	5.3%
Total size in memory	219.9 KiB
Average record size in memory	141.1 B

Variable types

Numeric	8
Unsupported	5
Categorical	2
Text	1

Dataset

Description	경기도_도로대장 전산화 시스템_도로 절개면
Author	경기도
URL	https://data.gg.go.kr/portal/data/service/selectServicePage.do?&infId=J3B5HRMD0QV3X2LYYU0P33883882&infSeq=1

Alerts

Dataset has 84 (5.3%) 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 `경사`	High correlation
`경사` is highly overall correlated with `높이-최대`	High correlation
`위치-방향` is highly imbalanced (52.1%)	Imbalance
`플래그` has 1596 (100.0%) missing values	Missing
`공간경도시점` has 1596 (100.0%) missing values	Missing
`공간위도시점` has 1596 (100.0%) missing values	Missing
`공간경도종점` has 1596 (100.0%) missing values	Missing
`공간위도종점` has 1596 (100.0%) missing values	Missing
`비고` has 1427 (89.4%) missing values	Missing
`위치-시점` is highly skewed (γ1 = 39.92028742)	Skewed
`위치-종점` is highly skewed (γ1 = 39.9208585)	Skewed
`플래그` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`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
`연장` has 39 (2.4%) zeros	Zeros
`높이-최대` has 557 (34.9%) zeros	Zeros
`높이-최소` has 1206 (75.6%) zeros	Zeros
`경사` has 719 (45.1%) zeros	Zeros

Reproduction

Analysis started	2023-12-10 22:30:33.609766
Analysis finished	2023-12-10 22:30:40.915166
Duration	7.31 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

노선번호
Real number (ℝ)

Distinct	44
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	272.56203

Minimum	23
Maximum	391
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	14.2 KiB

Quantile statistics

Minimum	23
5-th percentile	56
Q1	301
median	315
Q3	341
95-th percentile	383
Maximum	391
Range	368
Interquartile range (IQR)	40

Descriptive statistics

Standard deviation	116.43372
Coefficient of variation (CV)	0.42718246
Kurtosis	-0.32532931
Mean	272.56203
Median Absolute Deviation (MAD)	26
Skewness	-1.1622526
Sum	435009
Variance	13556.811
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
318	158	9.9%
309	152	9.5%
78	96	6.0%
56	86	5.4%
371	66	4.1%
313	65	4.1%
23	62	3.9%
364	59	3.7%
333	59	3.7%
341	51	3.2%
Other values (34)	742	46.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23	62	3.9%
56	86	5.4%
57	12	0.8%
70	34	2.1%
78	96	6.0%
82	19	1.2%
86	29	1.8%
88	11	0.7%
98	14	0.9%
301	37	2.3%

Value	Count	Frequency (%)
391	50	3.1%
387	23	1.4%
383	43	2.7%
379	4	0.3%
376	5	0.3%
375	49	3.1%
372	27	1.7%
371	66	4.1%
368	3	0.2%
367	3	0.2%

구간번호
Real number (ℝ)

Distinct	18
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.6472431

Minimum	1
Maximum	99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	14.2 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	7.7230428
Coefficient of variation (CV)	1.1618415
Kurtosis	100.10999
Mean	6.6472431
Median Absolute Deviation (MAD)	3
Skewness	8.6325463
Sum	10609
Variance	59.645391
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
4	241	15.1%
1	185	11.6%
2	156	9.8%
9	153	9.6%
14	146	9.1%
5	129	8.1%
3	123	7.7%
6	122	7.6%
7	94	5.9%
8	91	5.7%
Other values (8)	156	9.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	185	11.6%
2	156	9.8%
3	123	7.7%
4	241	15.1%
5	129	8.1%
6	122	7.6%
7	94	5.9%
8	91	5.7%
9	153	9.6%
10	41	2.6%

Value	Count	Frequency (%)
99	8	0.5%
18	1	0.1%
16	1	0.1%
15	21	1.3%
14	146	9.1%
13	45	2.8%
12	30	1.9%
11	9	0.6%
10	41	2.6%
9	153	9.6%

플래그
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	1596
Missing (%)	100.0%
Memory size	14.2 KiB

위치-시점
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	1299
Distinct (%)	81.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.007384

Minimum	0
Maximum	7229
Zeros	9
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	14.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0.38475
Q1	2.37
median	4.602
Q3	8.12825
95-th percentile	13.3375
Maximum	7229
Range	7229
Interquartile range (IQR)	5.75825

Descriptive statistics

Standard deviation	180.85888
Coefficient of variation (CV)	18.072543
Kurtosis	1594.4177
Mean	10.007384
Median Absolute Deviation (MAD)	2.713
Skewness	39.920287
Sum	15971.785
Variance	32709.935
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	9	0.6%
3.71	6	0.4%
3.8	5	0.3%
1.8	5	0.3%
3.36	5	0.3%
1.25	4	0.3%
11.046	4	0.3%
11.135	4	0.3%
0.3	4	0.3%
2.71	4	0.3%
Other values (1289)	1546	96.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	9	0.6%
0.003	1	0.1%
0.005	1	0.1%
0.01	1	0.1%
0.016	1	0.1%
0.017	1	0.1%
0.02	1	0.1%
0.021	1	0.1%
0.022	1	0.1%
0.024	1	0.1%

Value	Count	Frequency (%)
7229.0	1	0.1%
20.03	1	0.1%
19.57	1	0.1%
17.1	1	0.1%
16.307	1	0.1%
16.293	1	0.1%
16.23	1	0.1%
16.047	1	0.1%
15.889	2	0.1%
15.761	2	0.1%

위치-종점
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	1313
Distinct (%)	82.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.209534

Minimum	0.016
Maximum	7314
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	14.2 KiB

Quantile statistics

Minimum	0.016
5-th percentile	0.51125
Q1	2.50225
median	4.7395
Q3	8.281
95-th percentile	13.60975
Maximum	7314
Range	7313.984
Interquartile range (IQR)	5.77875

Descriptive statistics

Standard deviation	182.98247
Coefficient of variation (CV)	17.922706
Kurtosis	1594.4482
Mean	10.209534
Median Absolute Deviation (MAD)	2.7375
Skewness	39.920859
Sum	16294.416
Variance	33482.584
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.73	6	0.4%
3.28	4	0.3%
15.251	4	0.3%
1.74	4	0.3%
10.443	4	0.3%
12.705	4	0.3%
1.65	3	0.2%
1.49	3	0.2%
4.22	3	0.2%
1.5	3	0.2%
Other values (1303)	1558	97.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.016	1	0.1%
0.033	1	0.1%
0.042	1	0.1%
0.046	1	0.1%
0.049	1	0.1%
0.062	1	0.1%
0.07	1	0.1%
0.093	1	0.1%
0.095	1	0.1%
0.102	1	0.1%

Value	Count	Frequency (%)
7314.0	1	0.1%
20.255	1	0.1%
19.72	1	0.1%
17.7	1	0.1%
17.24	1	0.1%
16.36	1	0.1%
16.32	1	0.1%
16.081	1	0.1%
16.06	1	0.1%
16.04	1	0.1%

위치-방향
Categorical

IMBALANCE

Distinct	5
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	12.6 KiB

상행	800
하행	773
<NA>	13
양방향	9
중앙	1

Length

Max length	4
Median length	2
Mean length	2.0219298
Min length	2

Unique

Unique	1 ?
Unique (%)	0.1%

Sample

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

Common Values

Value	Count	Frequency (%)
상행	800	50.1%
하행	773	48.4%
<NA>	13	0.8%
양방향	9	0.6%
중앙	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
상행	800	50.1%
하행	773	48.4%
na	13	0.8%
양방향	9	0.6%
중앙	1	0.1%

공간경도시점
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	1596
Missing (%)	100.0%
Memory size	14.2 KiB

공간위도시점
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	1596
Missing (%)	100.0%
Memory size	14.2 KiB

공간경도종점
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	1596
Missing (%)	100.0%
Memory size	14.2 KiB

공간위도종점
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	1596
Missing (%)	100.0%
Memory size	14.2 KiB

연장
Real number (ℝ)

ZEROS

Distinct	625
Distinct (%)	39.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	116.72728

Minimum	0
Maximum	1470
Zeros	39
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	14.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0.11
Q1	35
median	80
Q3	158.075
95-th percentile	363
Maximum	1470
Range	1470
Interquartile range (IQR)	123.075

Descriptive statistics

Standard deviation	130.41063
Coefficient of variation (CV)	1.1172249
Kurtosis	15.021094
Mean	116.72728
Median Absolute Deviation (MAD)	56.19
Skewness	2.9150722
Sum	186296.74
Variance	17006.932
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	39	2.4%
60.0	27	1.7%
80.0	24	1.5%
120.0	22	1.4%
100.0	21	1.3%
40.0	20	1.3%
90.0	17	1.1%
140.0	16	1.0%
20.0	14	0.9%
160.0	13	0.8%
Other values (615)	1383	86.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	39	2.4%
0.01	1	0.1%
0.02	1	0.1%
0.04	3	0.2%
0.05	4	0.3%
0.06	2	0.1%
0.07	8	0.5%
0.08	10	0.6%
0.09	5	0.3%
0.1	5	0.3%

Value	Count	Frequency (%)
1470.0	1	0.1%
1030.0	1	0.1%
944.0	1	0.1%
900.0	2	0.1%
880.0	1	0.1%
866.0	1	0.1%
860.0	1	0.1%
731.64	1	0.1%
730.0	1	0.1%
690.0	1	0.1%

종류
Categorical

Distinct	5
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	12.6 KiB

혼합사면	989
흙사면	339
기타	203
암사면	34
<NA>	31

Length

Max length	4
Median length	4
Mean length	3.5119048
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
혼합사면	989	62.0%
흙사면	339	21.2%
기타	203	12.7%
암사면	34	2.1%
<NA>	31	1.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
혼합사면	989	62.0%
흙사면	339	21.2%
기타	203	12.7%
암사면	34	2.1%
na	31	1.9%

높이-최대
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	691
Distinct (%)	43.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.2090652

Minimum	0
Maximum	191
Zeros	557
Zeros (%)	34.9%
Negative	0
Negative (%)	0.0%
Memory size	14.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3.3
Q3	10.9625
95-th percentile	30
Maximum	191
Range	191
Interquartile range (IQR)	10.9625

Descriptive statistics

Standard deviation	14.782805
Coefficient of variation (CV)	1.8007903
Kurtosis	39.977009
Mean	8.2090652
Median Absolute Deviation (MAD)	3.3
Skewness	5.0742384
Sum	13101.668
Variance	218.53132
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	557	34.9%
2.5	13	0.8%
20.0	13	0.8%
25.0	12	0.8%
15.0	11	0.7%
5.0	11	0.7%
7.0	9	0.6%
22.0	8	0.5%
3.5	8	0.5%
10.0	8	0.5%
Other values (681)	946	59.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	557	34.9%
0.02	1	0.1%
0.08	1	0.1%
0.19	1	0.1%
0.24	1	0.1%
0.29	1	0.1%
0.42	3	0.2%
0.45	1	0.1%
0.46	1	0.1%
0.49	1	0.1%

Value	Count	Frequency (%)
191.0	1	0.1%
159.0	1	0.1%
148.0	1	0.1%
142.0	1	0.1%
130.0	1	0.1%
104.0	1	0.1%
100.0	1	0.1%
99.0	2	0.1%
97.0	2	0.1%
96.0	1	0.1%

높이-최소
Real number (ℝ)

ZEROS

Distinct	203
Distinct (%)	12.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.4727381

Minimum	0
Maximum	187
Zeros	1206
Zeros (%)	75.6%
Negative	0
Negative (%)	0.0%
Memory size	14.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	4
Maximum	187
Range	187
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	10.333992
Coefficient of variation (CV)	7.0168567
Kurtosis	149.12033
Mean	1.4727381
Median Absolute Deviation (MAD)	0
Skewness	11.522259
Sum	2350.49
Variance	106.7914
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	1206	75.6%
1.0	37	2.3%
0.1	25	1.6%
5.0	13	0.8%
0.5	8	0.5%
4.0	7	0.4%
1.5	5	0.3%
0.74	4	0.3%
2.0	4	0.3%
0.87	4	0.3%
Other values (193)	283	17.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1206	75.6%
0.01	2	0.1%
0.02	1	0.1%
0.03	3	0.2%
0.04	1	0.1%
0.05	4	0.3%
0.06	3	0.2%
0.07	3	0.2%
0.08	3	0.2%
0.09	3	0.2%

Value	Count	Frequency (%)
187.0	1	0.1%
143.0	1	0.1%
138.0	1	0.1%
122.0	1	0.1%
101.0	1	0.1%
98.0	1	0.1%
96.0	4	0.3%
93.0	1	0.1%
62.21	1	0.1%
59.26	1	0.1%

경사
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	265
Distinct (%)	16.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.024421

Minimum	-6.89
Maximum	200
Zeros	719
Zeros (%)	45.1%
Negative	17
Negative (%)	1.1%
Memory size	14.2 KiB

Quantile statistics

Minimum	-6.89
5-th percentile	0
Q1	0
median	7.1
Q3	83.3
95-th percentile	83.3
Maximum	200
Range	206.89
Interquartile range (IQR)	83.3

Descriptive statistics

Standard deviation	38.810722
Coefficient of variation (CV)	1.1081046
Kurtosis	-1.6116085
Mean	35.024421
Median Absolute Deviation (MAD)	7.1
Skewness	0.37214703
Sum	55898.976
Variance	1506.2721
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	719	45.1%
83.3	524	32.8%
83.0	15	0.9%
66.0	13	0.8%
83.33	12	0.8%
45.0	11	0.7%
70.0	9	0.6%
75.0	5	0.3%
60.0	4	0.3%
40.0	3	0.2%
Other values (255)	281	17.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-6.89	1	0.1%
-5.9	2	0.1%
-4.0	1	0.1%
-3.18	1	0.1%
-2.5	2	0.1%
-1.8	1	0.1%
-1.71	1	0.1%
-1.6	2	0.1%
-1.44	2	0.1%
-1.09	1	0.1%

Value	Count	Frequency (%)
200.0	1	0.1%
83.8	1	0.1%
83.33	12	0.8%
83.3	524	32.8%
83.28	1	0.1%
83.0	15	0.9%
82.93	1	0.1%
80.0	1	0.1%
75.0	5	0.3%
73.77	1	0.1%

비고
Text

MISSING

Distinct	53
Distinct (%)	31.4%
Missing	1427
Missing (%)	89.4%
Memory size	12.6 KiB

Length

Max length	13
Median length	9
Mean length	4.5680473
Min length	2

Characters and Unicode

Total characters	772
Distinct characters	67
Distinct categories	7 ?
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	35 ?
Unique (%)	20.7%

Sample

1st row	이화1
2nd row	금대5
3rd row	이화2
4th row	이화3-1,2
5th row	시드스프레이

Value	Count	Frequency (%)
2단	34	20.1%
3단	20	11.8%
분리(우측	17	10.1%
4단	14	8.3%
분리(좌측	13	7.7%
2011	6	3.6%
7단	4	2.4%
6단	4	2.4%
분리(하행	3	1.8%
분리(상행	3	1.8%
Other values (43)	51	30.2%

Most occurring characters

Value	Count	Frequency (%)
단	80	10.4%
0	70	9.1%
2	57	7.4%
1	39	5.1%
(	36	4.7%
)	36	4.7%
리	36	4.7%
분	36	4.7%
3	35	4.5%
측	30	3.9%
Other values (57)	317	41.1%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	358	46.4%
Decimal Number	301	39.0%
Open Punctuation	36	4.7%
Close Punctuation	36	4.7%
Uppercase Letter	32	4.1%
Dash Punctuation	5	0.6%
Other Punctuation	4	0.5%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
단	80	22.3%
리	36	10.1%
분	36	10.1%
측	30	8.4%
우	17	4.7%
좌	13	3.6%
사	11	3.1%
면	11	3.1%
명	6	1.7%
호	6	1.7%
Other values (36)	112	31.3%

Decimal Number

Value	Count	Frequency (%)
0	70	23.3%
2	57	18.9%
1	39	13.0%
3	35	11.6%
4	24	8.0%
7	18	6.0%
6	18	6.0%
8	16	5.3%
5	15	5.0%
9	9	3.0%

Uppercase Letter

Value	Count	Frequency (%)
G	15	46.9%
D	10	31.2%
R	3	9.4%
A	1	3.1%
C	1	3.1%
U	1	3.1%
B	1	3.1%

Open Punctuation

Value	Count	Frequency (%)
(	36	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	36	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	5	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	4	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	382	49.5%
Hangul	358	46.4%
Latin	32	4.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
단	80	22.3%
리	36	10.1%
분	36	10.1%
측	30	8.4%
우	17	4.7%
좌	13	3.6%
사	11	3.1%
면	11	3.1%
명	6	1.7%
호	6	1.7%
Other values (36)	112	31.3%

Common

Value	Count	Frequency (%)
0	70	18.3%
2	57	14.9%
1	39	10.2%
(	36	9.4%
)	36	9.4%
3	35	9.2%
4	24	6.3%
7	18	4.7%
6	18	4.7%
8	16	4.2%
Other values (4)	33	8.6%

Latin

Value	Count	Frequency (%)
G	15	46.9%
D	10	31.2%
R	3	9.4%
A	1	3.1%
C	1	3.1%
U	1	3.1%
B	1	3.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	414	53.6%
Hangul	358	46.4%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
단	80	22.3%
리	36	10.1%
분	36	10.1%
측	30	8.4%
우	17	4.7%
좌	13	3.6%
사	11	3.1%
면	11	3.1%
명	6	1.7%
호	6	1.7%
Other values (36)	112	31.3%

ASCII

Value	Count	Frequency (%)
0	70	16.9%
2	57	13.8%
1	39	9.4%
(	36	8.7%
)	36	8.7%
3	35	8.5%
4	24	5.8%
7	18	4.3%
6	18	4.3%
8	16	3.9%
Other values (11)	65	15.7%

Heatmap
Table

	노선번호	구간번호	위치-시점	위치-종점	위치-방향	연장	종류	높이-최대	높이-최소	경사	비고
노선번호	1.000	0.643	0.070	0.070	0.110	0.197	0.469	0.172	0.060	0.394	0.951
구간번호	0.643	1.000	0.000	0.000	0.000	0.000	0.202	0.172	0.162	0.241	0.950
위치-시점	0.070	0.000	1.000	0.706	0.000	0.000	0.030	0.000	0.000	0.173	NaN
위치-종점	0.070	0.000	0.706	1.000	0.000	0.000	0.030	0.000	0.000	0.173	NaN
위치-방향	0.110	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.031	0.000
연장	0.197	0.000	0.000	0.000	0.000	1.000	0.341	0.321	0.000	0.177	0.622
종류	0.469	0.202	0.030	0.030	0.000	0.341	1.000	0.177	0.000	0.397	0.990
높이-최대	0.172	0.172	0.000	0.000	0.000	0.321	0.177	1.000	0.934	0.232	0.883
높이-최소	0.060	0.162	0.000	0.000	0.000	0.000	0.000	0.934	1.000	0.213	0.898
경사	0.394	0.241	0.173	0.173	0.031	0.177	0.397	0.232	0.213	1.000	0.882
비고	0.951	0.950	NaN	NaN	0.000	0.622	0.990	0.883	0.898	0.882	1.000

Heatmap
Table

	위치-방향	종류
위치-방향	1.000	0.000
종류	0.000	1.000

Heatmap
Table

	노선번호	구간번호	위치-시점	위치-종점	연장	높이-최대	높이-최소	경사	위치-방향	종류
노선번호	1.000	0.075	0.229	0.224	0.102	-0.085	-0.027	-0.003	0.071	0.320
구간번호	0.075	1.000	0.142	0.141	0.002	-0.065	-0.122	0.055	0.000	0.192
위치-시점	0.229	0.142	1.000	0.999	0.095	-0.086	-0.047	0.015	0.000	0.020
위치-종점	0.224	0.141	0.999	1.000	0.109	-0.080	-0.042	0.007	0.000	0.020
연장	0.102	0.002	0.095	0.109	1.000	0.413	0.169	0.143	0.000	0.224
높이-최대	-0.085	-0.065	-0.086	-0.080	0.413	1.000	0.457	0.539	0.000	0.106
높이-최소	-0.027	-0.122	-0.047	-0.042	0.169	0.457	1.000	-0.199	0.000	0.000
경사	-0.003	0.055	0.015	0.007	0.143	0.539	-0.199	1.000	0.020	0.265
위치-방향	0.071	0.000	0.000	0.000	0.000	0.000	0.000	0.020	1.000	0.000
종류	0.320	0.192	0.020	0.020	0.224	0.106	0.000	0.265	0.000	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	노선번호	구간번호	플래그	위치-시점	위치-종점	위치-방향	공간경도시점	공간위도시점	공간경도종점	공간위도종점	연장	종류	높이-최대	높이-최소	경사	비고
0	391	4	<NA>	11.528	11.64	하행	<NA>	<NA>	<NA>	<NA>	114.56	흙사면	11.5	0.0	75.0	<NA>
1	391	6	<NA>	7.836	7.928	하행	<NA>	<NA>	<NA>	<NA>	92.0	흙사면	12.0	0.0	83.3	이화1
2	391	6	<NA>	7.997	8.088	하행	<NA>	<NA>	<NA>	<NA>	91.0	혼합사면	21.0	0.0	83.3	금대5
3	391	6	<NA>	8.155	8.265	하행	<NA>	<NA>	<NA>	<NA>	110.0	혼합사면	25.0	0.0	83.3	이화2
4	391	6	<NA>	8.289	8.526	하행	<NA>	<NA>	<NA>	<NA>	237.0	혼합사면	25.0	0.0	83.3	이화3-1,2
5	391	6	<NA>	0.655	0.709	하행	<NA>	<NA>	<NA>	<NA>	54.0	흙사면	12.0	15.0	50.0	시드스프레이
6	391	6	<NA>	0.7	0.889	하행	<NA>	<NA>	<NA>	<NA>	189.0	흙사면	15.0	15.0	50.0	시드스프레이
7	391	6	<NA>	1.008	1.076	하행	<NA>	<NA>	<NA>	<NA>	68.0	암사면	12.0	12.0	70.0	<NA>
8	391	6	<NA>	1.398	1.535	하행	<NA>	<NA>	<NA>	<NA>	137.0	흙사면	20.0	20.0	45.0	<NA>
9	391	6	<NA>	3.545	3.738	상행	<NA>	<NA>	<NA>	<NA>	193.0	흙사면	20.0	20.0	45.0	<NA>

	노선번호	구간번호	플래그	위치-시점	위치-종점	위치-방향	공간경도시점	공간위도시점	공간경도종점	공간위도종점	연장	종류	높이-최대	높이-최소	경사	비고
1586	322	9	<NA>	1.56	1.63	상행	<NA>	<NA>	<NA>	<NA>	70.0	혼합사면	1.41	0.19	2.21	<NA>
1587	322	9	<NA>	1.793	1.82	하행	<NA>	<NA>	<NA>	<NA>	27.0	혼합사면	0.99	0.2	1.54	<NA>
1588	322	9	<NA>	1.8	1.837	상행	<NA>	<NA>	<NA>	<NA>	37.0	혼합사면	0.88	0.4	1.37	<NA>
1589	325	1	<NA>	4.76	4.8	상행	<NA>	<NA>	<NA>	<NA>	40.0	혼합사면	3.68	2.48	5.21	<NA>
1590	325	1	<NA>	6.124	6.254	상행	<NA>	<NA>	<NA>	<NA>	130.0	혼합사면	3.45	0.5	4.88	<NA>
1591	325	8	<NA>	0.87	0.949	<NA>	<NA>	<NA>	<NA>	<NA>	79.0	혼합사면	26.58	0.0	83.3	<NA>
1592	325	8	<NA>	1.537	1.609	<NA>	<NA>	<NA>	<NA>	<NA>	72.0	혼합사면	18.8	0.0	83.3	<NA>
1593	325	11	<NA>	1.313	1.392	상행	<NA>	<NA>	<NA>	<NA>	79.0	흙사면	16.3	0.0	83.3	<NA>
1594	325	11	<NA>	6.054	6.126	상행	<NA>	<NA>	<NA>	<NA>	0.0	흙사면	5.0	1.0	0.0	<NA>
1595	325	11	<NA>	6.219	6.274	하행	<NA>	<NA>	<NA>	<NA>	0.0	흙사면	5.0	0.5	0.0	<NA>

Most frequently occurring

	노선번호	구간번호	위치-시점	위치-종점	위치-방향	종류	높이-최대	높이-최소	비고	# duplicates
0	70	2	0.44	0.96	하행	혼합사면	30.0	2.0	<NA>	2
1	70	2	0.62	0.94	상행	혼합사면	29.0	2.0	<NA>	2
2	70	2	1.075	1.24	하행	혼합사면	15.0	5.0	<NA>	2
3	70	2	1.56	1.74	상행	혼합사면	22.0	4.0	<NA>	2
4	70	2	1.57	1.74	하행	혼합사면	17.0	5.0	<NA>	2
5	70	2	1.8	2.17	상행	혼합사면	29.0	1.0	<NA>	2
6	70	2	1.8	2.2	하행	혼합사면	36.0	5.0	<NA>	2
7	70	2	3.71	3.98	상행	혼합사면	36.0	4.0	<NA>	2
8	70	2	3.71	4.0	하행	혼합사면	36.0	5.0	<NA>	2
9	82	4	3.04	3.6	상행	혼합사면	26.0	5.0	<NA>	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

Decimal Number

Uppercase Letter

Open Punctuation

Close Punctuation

Dash Punctuation

Other Punctuation

Most occurring scripts

Most frequent character per script

Hangul

Common

Latin

Most occurring blocks

Most frequent character per block

Hangul

ASCII

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring