gimi9 Pandas Profiling

Dataset statistics

Number of variables	16
Number of observations	100
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	13.8 KiB
Average record size in memory	141.3 B

Variable types

Numeric	9
Categorical	6
Text	1

Dataset

Description	샘플 데이터
Author	노바코스
URL	https://www.bigdata-environment.kr/user/data_market/detail.do?id=c6d3c040-4b6c-11ec-a3b4-09b5f820f58d

Alerts

`도로종류` has constant value ""	Constant
`측정일` has constant value ""	Constant
`측정시간` has constant value ""	Constant
`측정구간` is highly overall correlated with `기본키` and 4 other fields	High correlation
`주소` is highly overall correlated with `기본키` and 4 other fields	High correlation
`기본키` is highly overall correlated with `측정구간` and 1 other fields	High correlation
`연장((km))` is highly overall correlated with `측정구간` and 1 other fields	High correlation
`좌표위치위도((°))` is highly overall correlated with `측정구간` and 1 other fields	High correlation
`좌표위치경도((°))` is highly overall correlated with `측정구간` and 1 other fields	High correlation
`co((g/km))` is highly overall correlated with `nox((g/km))` and 3 other fields	High correlation
`nox((g/km))` is highly overall correlated with `co((g/km))` and 3 other fields	High correlation
`hc((g/km))` is highly overall correlated with `co((g/km))` and 3 other fields	High correlation
`pm((g/km))` is highly overall correlated with `co((g/km))` and 3 other fields	High correlation
`co2((g/km))` is highly overall correlated with `co((g/km))` and 3 other fields	High correlation
`기본키` has unique values	Unique
`pm((g/km))` has 7 (7.0%) zeros	Zeros

Reproduction

Analysis started	2023-12-10 12:08:15.930495
Analysis finished	2023-12-10 12:08:26.133438
Duration	10.2 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

기본키
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	100
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50.5

Minimum	1
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	1
5-th percentile	5.95
Q1	25.75
median	50.5
Q3	75.25
95-th percentile	95.05
Maximum	100
Range	99
Interquartile range (IQR)	49.5

Descriptive statistics

Standard deviation	29.011492
Coefficient of variation (CV)	0.57448499
Kurtosis	-1.2
Mean	50.5
Median Absolute Deviation (MAD)	25
Skewness	0
Sum	5050
Variance	841.66667
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	1.0%
65	1	1.0%
75	1	1.0%
74	1	1.0%
73	1	1.0%
72	1	1.0%
71	1	1.0%
70	1	1.0%
69	1	1.0%
68	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	1.0%
2	1	1.0%
3	1	1.0%
4	1	1.0%
5	1	1.0%
6	1	1.0%
7	1	1.0%
8	1	1.0%
9	1	1.0%
10	1	1.0%

Value	Count	Frequency (%)
100	1	1.0%
99	1	1.0%
98	1	1.0%
97	1	1.0%
96	1	1.0%
95	1	1.0%
94	1	1.0%
93	1	1.0%
92	1	1.0%
91	1	1.0%

도로종류
Categorical

CONSTANT

Distinct	1
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	932.0 B

건기연	100

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
건기연	100	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
건기연	100	100.0%

지점
Text

Distinct	50
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Memory size	932.0 B

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	800
Distinct characters	13
Distinct categories	4 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	[0314-0]
2nd row	[0314-0]
3rd row	[0317-0]
4th row	[0317-0]
5th row	[0318-0]

Value	Count	Frequency (%)
0314-0	2	2.0%
3103-2	2	2.0%
3313-0	2	2.0%
2613-4	2	2.0%
2614-3	2	2.0%
2803-1	2	2.0%
2804-2	2	2.0%
2805-3	2	2.0%
2808-0	2	2.0%
2809-1	2	2.0%
Other values (40)	80	80.0%

Most occurring characters

Value	Count	Frequency (%)
0	130	16.2%
1	114	14.2%
[	100	12.5%
-	100	12.5%
]	100	12.5%
3	68	8.5%
2	64	8.0%
4	26	3.2%
5	26	3.2%
8	24	3.0%
Other values (3)	48	6.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	500	62.5%
Open Punctuation	100	12.5%
Dash Punctuation	100	12.5%
Close Punctuation	100	12.5%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	130	26.0%
1	114	22.8%
3	68	13.6%
2	64	12.8%
4	26	5.2%
5	26	5.2%
8	24	4.8%
6	20	4.0%
7	20	4.0%
9	8	1.6%

Open Punctuation

Value	Count	Frequency (%)
[	100	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	100	100.0%

Close Punctuation

Value	Count	Frequency (%)
]	100	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	800	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	130	16.2%
1	114	14.2%
[	100	12.5%
-	100	12.5%
]	100	12.5%
3	68	8.5%
2	64	8.0%
4	26	3.2%
5	26	3.2%
8	24	3.0%
Other values (3)	48	6.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	800	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	130	16.2%
1	114	14.2%
[	100	12.5%
-	100	12.5%
]	100	12.5%
3	68	8.5%
2	64	8.0%
4	26	3.2%
5	26	3.2%
8	24	3.0%
Other values (3)	48	6.0%

방향
Categorical

Distinct	2
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Memory size	932.0 B

1	50
2	50

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
1	50	50.0%
2	50	50.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	50	50.0%
2	50	50.0%

측정구간
Categorical

HIGH CORRELATION

Distinct	49
Distinct (%)	49.0%
Missing	0
Missing (%)	0.0%
Memory size	932.0 B

경주-감포	4
상주-낙동	2
북후-영주	2
상주-함창	2
추풍령-김천	2
Other values (44)	88

Length

Max length	6
Median length	5
Mean length	5.06
Min length	5

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	구성-김천
2nd row	구성-김천
3rd row	공성-상주
4th row	공성-상주
5th row	상주-함창

Common Values

Value	Count	Frequency (%)
경주-감포	4	4.0%
상주-낙동	2	2.0%
북후-영주	2	2.0%
상주-함창	2	2.0%
추풍령-김천	2	2.0%
성주-대구	2	2.0%
영천-서면	2	2.0%
현풍-옥포	2	2.0%
칠곡-효령	2	2.0%
가산-군위	2	2.0%
Other values (39)	78	78.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
경주-감포	4	4.0%
구성-김천	2	2.0%
양포-동해	2	2.0%
고령-성산	2	2.0%
상동-본포	2	2.0%
안계-봉양	2	2.0%
일반5-금성	2	2.0%
영천-의성	2	2.0%
안강-고경	2	2.0%
강동-흥해	2	2.0%
Other values (39)	78	78.0%

연장((km))
Real number (ℝ)

HIGH CORRELATION

Distinct	45
Distinct (%)	45.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.642

Minimum	1.3
Maximum	27.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	1.3
5-th percentile	1.8
Q1	5.9
median	8.1
Q3	11.9
95-th percentile	24.2
Maximum	27.8
Range	26.5
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	6.3053958
Coefficient of variation (CV)	0.65395103
Kurtosis	1.2040613
Mean	9.642
Median Absolute Deviation (MAD)	3.3
Skewness	1.2036188
Sum	964.2
Variance	39.758016
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
10.6	6	6.0%
6.4	4	4.0%
2.4	4	4.0%
11.2	4	4.0%
11.4	2	2.0%
6.2	2	2.0%
8.2	2	2.0%
7.8	2	2.0%
2.2	2	2.0%
8.0	2	2.0%
Other values (35)	70	70.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.3	2	2.0%
1.4	2	2.0%
1.8	2	2.0%
2.2	2	2.0%
2.4	4	4.0%
3.4	2	2.0%
3.8	2	2.0%
4.1	2	2.0%
4.7	2	2.0%
4.8	2	2.0%

Value	Count	Frequency (%)
27.8	2	2.0%
26.7	2	2.0%
24.2	2	2.0%
22.1	2	2.0%
20.6	2	2.0%
19.4	2	2.0%
15.8	2	2.0%
14.4	2	2.0%
13.6	2	2.0%
12.9	2	2.0%

측정일
Categorical

CONSTANT

Distinct	1
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	932.0 B

20210501	100

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	20210501
2nd row	20210501
3rd row	20210501
4th row	20210501
5th row	20210501

Common Values

Value	Count	Frequency (%)
20210501	100	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
20210501	100	100.0%

측정시간
Categorical

CONSTANT

Distinct	1
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	932.0 B

1	100

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
1	100	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	100	100.0%

좌표위치위도((°))
Real number (ℝ)

HIGH CORRELATION

Distinct	50
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	36.101754

Minimum	35.65543
Maximum	36.86368
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	35.65543
5-th percentile	35.68369
Q1	35.85555
median	36.01706
Q3	36.32892
95-th percentile	36.76527
Maximum	36.86368
Range	1.20825
Interquartile range (IQR)	0.47337

Descriptive statistics

Standard deviation	0.32731356
Coefficient of variation (CV)	0.0090664171
Kurtosis	-0.24584349
Mean	36.101754
Median Absolute Deviation (MAD)	0.22022
Skewness	0.76567239
Sum	3610.1754
Variance	0.10713417
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36.07278	2	2.0%
35.98043	2	2.0%
35.73646	2	2.0%
36.59513	2	2.0%
36.35882	2	2.0%
36.32892	2	2.0%
36.04086	2	2.0%
35.99882	2	2.0%
36.03299	2	2.0%
35.94083	2	2.0%
Other values (40)	80	80.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
35.65543	2	2.0%
35.67783	2	2.0%
35.68369	2	2.0%
35.69757	2	2.0%
35.70376	2	2.0%
35.71373	2	2.0%
35.73646	2	2.0%
35.76368	2	2.0%
35.78841	2	2.0%
35.79392	2	2.0%

Value	Count	Frequency (%)
36.86368	2	2.0%
36.84888	2	2.0%
36.76527	2	2.0%
36.75364	2	2.0%
36.62861	2	2.0%
36.59556	2	2.0%
36.59513	2	2.0%
36.50552	2	2.0%
36.40808	2	2.0%
36.35882	2	2.0%

좌표위치경도((°))
Real number (ℝ)

HIGH CORRELATION

Distinct	50
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	128.77776

Minimum	128.02544
Maximum	129.52365
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	128.02544
5-th percentile	128.13935
Q1	128.37682
median	128.69655
Q3	129.25885
95-th percentile	129.47131
Maximum	129.52365
Range	1.49821
Interquartile range (IQR)	0.88203

Descriptive statistics

Standard deviation	0.47066686
Coefficient of variation (CV)	0.0036548768
Kurtosis	-1.4462336
Mean	128.77776
Median Absolute Deviation (MAD)	0.40383
Skewness	0.12963793
Sum	12877.776
Variance	0.22152729
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
128.08611	2	2.0%
129.49495	2	2.0%
128.31646	2	2.0%
128.41883	2	2.0%
128.46812	2	2.0%
128.70365	2	2.0%
128.80075	2	2.0%
129.08273	2	2.0%
129.30673	2	2.0%
128.15515	2	2.0%
Other values (40)	80	80.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
128.02544	2	2.0%
128.08611	2	2.0%
128.13935	2	2.0%
128.15515	2	2.0%
128.16946	2	2.0%
128.21559	2	2.0%
128.23039	2	2.0%
128.23413	2	2.0%
128.25985	2	2.0%
128.30457	2	2.0%

Value	Count	Frequency (%)
129.52365	2	2.0%
129.49495	2	2.0%
129.47131	2	2.0%
129.45978	2	2.0%
129.45621	2	2.0%
129.41209	2	2.0%
129.40658	2	2.0%
129.34631	2	2.0%
129.32144	2	2.0%
129.31407	2	2.0%

co((g/km))
Real number (ℝ)

HIGH CORRELATION

Distinct	91
Distinct (%)	91.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30.1541

Minimum	0.52
Maximum	147.37
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0.52
5-th percentile	0.65
Q1	8.5
median	21.74
Q3	36.1525
95-th percentile	89.9465
Maximum	147.37
Range	146.85
Interquartile range (IQR)	27.6525

Descriptive statistics

Standard deviation	30.665698
Coefficient of variation (CV)	1.0169661
Kurtosis	3.2289617
Mean	30.1541
Median Absolute Deviation (MAD)	13.845
Skewness	1.7424822
Sum	3015.41
Variance	940.38503
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.63	5	5.0%
0.65	3	3.0%
0.52	3	3.0%
18.36	2	2.0%
7.82	1	1.0%
12.9	1	1.0%
8.47	1	1.0%
90.64	1	1.0%
25.8	1	1.0%
35.22	1	1.0%
Other values (81)	81	81.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.52	3	3.0%
0.65	3	3.0%
1.05	1	1.0%
1.78	1	1.0%
2.03	1	1.0%
2.31	1	1.0%
2.63	5	5.0%
2.78	1	1.0%
5.23	1	1.0%
5.27	1	1.0%

Value	Count	Frequency (%)
147.37	1	1.0%
141.67	1	1.0%
116.19	1	1.0%
110.02	1	1.0%
90.64	1	1.0%
89.91	1	1.0%
83.37	1	1.0%
83.25	1	1.0%
79.8	1	1.0%
76.09	1	1.0%

nox((g/km))
Real number (ℝ)

HIGH CORRELATION

Distinct	91
Distinct (%)	91.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.5469

Minimum	0.28
Maximum	231.46
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0.28
5-th percentile	0.32
Q1	5.29
median	14.285
Q3	28.0975
95-th percentile	109.2175
Maximum	231.46
Range	231.18
Interquartile range (IQR)	22.8075

Descriptive statistics

Standard deviation	41.844063
Coefficient of variation (CV)	1.4658006
Kurtosis	9.6445164
Mean	28.5469
Median Absolute Deviation (MAD)	11.03
Skewness	2.9324026
Sum	2854.69
Variance	1750.9256
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.64	5	5.0%
0.32	3	3.0%
0.28	3	3.0%
10.77	2	2.0%
5.08	1	1.0%
8.35	1	1.0%
4.53	1	1.0%
58.68	1	1.0%
14.9	1	1.0%
24.56	1	1.0%
Other values (81)	81	81.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.28	3	3.0%
0.32	3	3.0%
0.55	1	1.0%
1.33	1	1.0%
1.41	1	1.0%
1.6	1	1.0%
1.64	5	5.0%
1.79	1	1.0%
2.92	1	1.0%
3.02	1	1.0%

Value	Count	Frequency (%)
231.46	1	1.0%
210.52	1	1.0%
176.93	1	1.0%
141.6	1	1.0%
119.81	1	1.0%
108.66	1	1.0%
106.59	1	1.0%
96.45	1	1.0%
75.04	1	1.0%
68.93	1	1.0%

hc((g/km))
Real number (ℝ)

HIGH CORRELATION

Distinct	87
Distinct (%)	87.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.7881

Minimum	0.04
Maximum	25.16
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0.04
5-th percentile	0.06
Q1	0.8025
median	2.245
Q3	4.435
95-th percentile	14.766
Maximum	25.16
Range	25.12
Interquartile range (IQR)	3.6325

Descriptive statistics

Standard deviation	4.6206532
Coefficient of variation (CV)	1.2197812
Kurtosis	5.888197
Mean	3.7881
Median Absolute Deviation (MAD)	1.615
Skewness	2.2768605
Sum	378.81
Variance	21.350436
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.26	6	6.0%
0.04	3	3.0%
0.06	3	3.0%
0.78	2	2.0%
1.77	2	2.0%
1.5	2	2.0%
1.19	2	2.0%
9.28	1	1.0%
2.29	1	1.0%
3.72	1	1.0%
Other values (77)	77	77.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.04	3	3.0%
0.06	3	3.0%
0.09	1	1.0%
0.18	1	1.0%
0.21	1	1.0%
0.23	1	1.0%
0.26	6	6.0%
0.49	1	1.0%
0.5	1	1.0%
0.52	1	1.0%

Value	Count	Frequency (%)
25.16	1	1.0%
19.33	1	1.0%
18.21	1	1.0%
16.23	1	1.0%
15.07	1	1.0%
14.75	1	1.0%
11.66	1	1.0%
10.24	1	1.0%
10.22	1	1.0%
9.54	1	1.0%

pm((g/km))
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	57
Distinct (%)	57.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.6738

Minimum	0
Maximum	15.31
Zeros	7
Zeros (%)	7.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.27
median	0.71
Q3	1.82
95-th percentile	6.398
Maximum	15.31
Range	15.31
Interquartile range (IQR)	1.55

Descriptive statistics

Standard deviation	2.555997
Coefficient of variation (CV)	1.5270624
Kurtosis	11.906323
Mean	1.6738
Median Absolute Deviation (MAD)	0.58
Skewness	3.2013339
Sum	167.38
Variance	6.5331208
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.13	8	8.0%
0.0	7	7.0%
0.54	6	6.0%
0.27	6	6.0%
0.14	6	6.0%
0.67	4	4.0%
1.61	3	3.0%
0.56	2	2.0%
1.32	2	2.0%
1.19	2	2.0%
Other values (47)	54	54.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	7	7.0%
0.13	8	8.0%
0.14	6	6.0%
0.27	6	6.0%
0.28	1	1.0%
0.4	2	2.0%
0.41	1	1.0%
0.42	2	2.0%
0.54	6	6.0%
0.56	2	2.0%

Value	Count	Frequency (%)
15.31	1	1.0%
12.65	1	1.0%
10.58	1	1.0%
8.52	1	1.0%
6.93	1	1.0%
6.37	1	1.0%
5.8	1	1.0%
4.81	1	1.0%
4.73	1	1.0%
4.58	1	1.0%

co2((g/km))
Real number (ℝ)

HIGH CORRELATION

Distinct	91
Distinct (%)	91.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7458.3438

Minimum	138.68
Maximum	35763.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	138.68
5-th percentile	153.68
Q1	2060.7225
median	5341.35
Q3	9016.935
95-th percentile	24601.595
Maximum	35763.2
Range	35624.52
Interquartile range (IQR)	6956.2125

Descriptive statistics

Standard deviation	7616.161
Coefficient of variation (CV)	1.0211598
Kurtosis	2.8746537
Mean	7458.3438
Median Absolute Deviation (MAD)	3427.675
Skewness	1.7084839
Sum	745834.38
Variance	58005909
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
640.96	5	5.0%
153.68	3	3.0%
138.68	3	3.0%
4434.28	2	2.0%
2065.29	1	1.0%
3377.22	1	1.0%
2024.1	1	1.0%
21291.05	1	1.0%
6821.81	1	1.0%
9014.09	1	1.0%
Other values (81)	81	81.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
138.68	3	3.0%
153.68	3	3.0%
277.37	1	1.0%
462.92	1	1.0%
492.91	1	1.0%
601.6	1	1.0%
640.96	5	5.0%
734.66	1	1.0%
1255.69	1	1.0%
1261.32	1	1.0%

Value	Count	Frequency (%)
35763.2	1	1.0%
33233.68	1	1.0%
28502.38	1	1.0%
28477.03	1	1.0%
25602.62	1	1.0%
24548.91	1	1.0%
21291.05	1	1.0%
21063.36	1	1.0%
18331.08	1	1.0%
18099.51	1	1.0%

주소
Categorical

HIGH CORRELATION

Distinct	49
Distinct (%)	49.0%
Missing	0
Missing (%)	0.0%
Memory size	932.0 B

경북 경주 양북 안동	4
경북 상주 낙동 신상	2
경북 영주 이산 운문	2
경북 상주 외서 연봉	2
경북 김천 봉산 태화	2
Other values (44)	88

Length

Max length	11
Median length	11
Mean length	10.98
Min length	10

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	경북 김천 구성 하강
2nd row	경북 김천 구성 하강
3rd row	경북 상주 청리 원장
4th row	경북 상주 청리 원장
5th row	경북 상주 외서 연봉

Common Values

Value	Count	Frequency (%)
경북 경주 양북 안동	4	4.0%
경북 상주 낙동 신상	2	2.0%
경북 영주 이산 운문	2	2.0%
경북 상주 외서 연봉	2	2.0%
경북 김천 봉산 태화	2	2.0%
경북 칠곡 왜관 왜관	2	2.0%
경북 영천 북안 유하	2	2.0%
경북 달성 논공 위천	2	2.0%
경북 칠곡 가산 천평	2	2.0%
경북 군위 효령 고곡	2	2.0%
Other values (39)	78	78.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
경북	100	25.0%
포항	16	4.0%
경주	14	3.5%
의성	10	2.5%
칠곡	8	2.0%
예천	6	1.5%
상주	6	1.5%
고령	6	1.5%
연일	6	1.5%
영천	6	1.5%
Other values (102)	222	55.5%

Heatmap
Table

	기본키	지점	방향	측정구간	연장((km))	좌표위치위도((°))	좌표위치경도((°))	co((g/km))	nox((g/km))	hc((g/km))	pm((g/km))	co2((g/km))	주소
기본키	1.000	1.000	0.000	1.000	0.738	0.753	0.900	0.405	0.339	0.094	0.168	0.415	1.000
지점	1.000	1.000	0.000	1.000	1.000	1.000	1.000	0.907	0.760	0.778	0.702	0.849	1.000
방향	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.163	0.115	0.062	0.000
측정구간	1.000	1.000	0.000	1.000	0.994	1.000	1.000	0.909	0.778	0.790	0.729	0.855	1.000
연장((km))	0.738	1.000	0.000	0.994	1.000	0.708	0.816	0.000	0.000	0.000	0.000	0.000	0.994
좌표위치위도((°))	0.753	1.000	0.000	1.000	0.708	1.000	0.745	0.000	0.000	0.000	0.000	0.000	1.000
좌표위치경도((°))	0.900	1.000	0.000	1.000	0.816	0.745	1.000	0.282	0.082	0.000	0.000	0.259	1.000
co((g/km))	0.405	0.907	0.000	0.909	0.000	0.000	0.282	1.000	0.952	0.945	0.923	0.994	0.909
nox((g/km))	0.339	0.760	0.000	0.778	0.000	0.000	0.082	0.952	1.000	0.976	0.984	0.972	0.778
hc((g/km))	0.094	0.778	0.163	0.790	0.000	0.000	0.000	0.945	0.976	1.000	0.976	0.962	0.790
pm((g/km))	0.168	0.702	0.115	0.729	0.000	0.000	0.000	0.923	0.984	0.976	1.000	0.935	0.729
co2((g/km))	0.415	0.849	0.062	0.855	0.000	0.000	0.259	0.994	0.972	0.962	0.935	1.000	0.855
주소	1.000	1.000	0.000	1.000	0.994	1.000	1.000	0.909	0.778	0.790	0.729	0.855	1.000

Heatmap
Table

	측정구간	방향	주소
측정구간	1.000	0.000	1.000
방향	0.000	1.000	0.000
주소	1.000	0.000	1.000

Heatmap
Table

	기본키	연장((km))	좌표위치위도((°))	좌표위치경도((°))	co((g/km))	nox((g/km))	hc((g/km))	pm((g/km))	co2((g/km))	방향	측정구간	주소
기본키	1.000	-0.008	0.041	0.154	-0.260	-0.253	-0.254	-0.255	-0.255	0.000	0.753	0.753
연장((km))	-0.008	1.000	0.041	-0.064	-0.201	-0.192	-0.192	-0.150	-0.194	0.000	0.706	0.706
좌표위치위도((°))	0.041	0.041	1.000	-0.177	-0.074	-0.081	-0.077	-0.036	-0.084	0.000	0.753	0.753
좌표위치경도((°))	0.154	-0.064	-0.177	1.000	0.335	0.308	0.323	0.221	0.332	0.000	0.753	0.753
co((g/km))	-0.260	-0.201	-0.074	0.335	1.000	0.986	0.989	0.953	0.997	0.000	0.462	0.462
nox((g/km))	-0.253	-0.192	-0.081	0.308	0.986	1.000	0.996	0.981	0.987	0.000	0.301	0.301
hc((g/km))	-0.254	-0.192	-0.077	0.323	0.989	0.996	1.000	0.973	0.985	0.155	0.312	0.312
pm((g/km))	-0.255	-0.150	-0.036	0.221	0.953	0.981	0.973	1.000	0.955	0.107	0.262	0.262
co2((g/km))	-0.255	-0.194	-0.084	0.332	0.997	0.987	0.985	0.955	1.000	0.059	0.397	0.397
방향	0.000	0.000	0.000	0.000	0.000	0.000	0.155	0.107	0.059	1.000	0.000	0.000
측정구간	0.753	0.706	0.753	0.753	0.462	0.301	0.312	0.262	0.397	0.000	1.000	1.000
주소	0.753	0.706	0.753	0.753	0.462	0.301	0.312	0.262	0.397	0.000	1.000	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

	기본키	도로종류	지점	방향	측정구간	연장((km))	측정일	측정시간	좌표위치위도((°))	좌표위치경도((°))	co((g/km))	nox((g/km))	hc((g/km))	pm((g/km))	co2((g/km))	주소
0	1	건기연	[0314-0]	1	구성-김천	11.4	20210501	1	36.07278	128.08611	7.82	5.08	0.75	0.4	2065.29	경북 김천 구성 하강
1	2	건기연	[0314-0]	2	구성-김천	11.4	20210501	1	36.07278	128.08611	12.4	6.81	1.16	0.27	2972.43	경북 김천 구성 하강
2	3	건기연	[0317-0]	1	공성-상주	11.9	20210501	1	36.35299	128.13935	20.94	16.93	2.66	1.14	4803.6	경북 상주 청리 원장
3	4	건기연	[0317-0]	2	공성-상주	11.9	20210501	1	36.35299	128.13935	16.6	13.67	2.19	0.83	3811.7	경북 상주 청리 원장
4	5	건기연	[0318-0]	1	상주-함창	14.4	20210501	1	36.50552	128.16946	29.91	22.75	3.37	1.61	7630.96	경북 상주 외서 연봉
5	6	건기연	[0318-0]	2	상주-함창	14.4	20210501	1	36.50552	128.16946	38.63	36.37	5.38	2.49	9322.96	경북 상주 외서 연봉
6	7	건기연	[0410-2]	1	추풍령-김천	1.8	20210501	1	36.14659	128.02544	7.21	4.24	0.7	0.27	1742.97	경북 김천 봉산 태화
7	8	건기연	[0410-2]	2	추풍령-김천	1.8	20210501	1	36.14659	128.02544	11.24	6.71	1.09	0.41	2702.57	경북 김천 봉산 태화
8	9	건기연	[0415-1]	1	성주-대구	3.8	20210501	1	35.98385	128.41106	73.51	57.28	8.57	4.31	17378.51	경북 칠곡 왜관 왜관
9	10	건기연	[0415-1]	2	성주-대구	3.8	20210501	1	35.98385	128.41106	71.84	62.24	8.7	4.58	18042.98	경북 칠곡 왜관 왜관

	기본키	도로종류	지점	방향	측정구간	연장((km))	측정일	측정시간	좌표위치위도((°))	좌표위치경도((°))	co((g/km))	nox((g/km))	hc((g/km))	pm((g/km))	co2((g/km))	주소
90	91	건기연	[3307-1]	1	고령-수륜	12.9	20210501	1	35.80817	128.23039	2.63	1.64	0.26	0.13	640.96	경북 성주 수륜 계정
91	92	건기연	[3307-1]	2	고령-수륜	12.9	20210501	1	35.80817	128.23039	2.03	1.41	0.21	0.14	492.91	경북 성주 수륜 계정
92	93	건기연	[3310-0]	1	성주-왜관	6.7	20210501	1	35.97485	128.37682	25.03	23.76	3.65	1.81	5622.11	경북 칠곡 기산 영
93	94	건기연	[3310-0]	2	성주-왜관	6.7	20210501	1	35.97485	128.37682	23.98	19.3	2.84	1.47	6064.2	경북 칠곡 기산 영
94	95	건기연	[3311-0]	1	약목-구평	19.4	20210501	1	36.04876	128.41077	6.58	3.66	0.62	0.14	1568.69	경북 칠곡 석적 포남
95	96	건기연	[3311-0]	2	약목-구평	19.4	20210501	1	36.04876	128.41077	11.76	6.49	1.1	0.27	2818.75	경북 칠곡 석적 포남
96	97	건기연	[3313-0]	1	구미-선산	3.4	20210501	1	36.23436	128.30457	34.01	25.34	3.33	1.61	8879.45	경북 구미 선산 동부
97	98	건기연	[3313-0]	2	구미-선산	3.4	20210501	1	36.23436	128.30457	30.25	24.44	2.9	1.52	8428.59	경북 구미 선산 동부
98	99	건기연	[3416-0]	1	예천-괴정	13.6	20210501	1	36.62861	128.48161	8.51	4.89	0.81	0.27	2050.34	경북 예천 예천 고평
99	100	건기연	[3416-0]	2	예천-괴정	13.6	20210501	1	36.62861	128.48161	17.31	10.6	1.7	0.7	4155.07	경북 예천 예천 고평

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Open Punctuation

Dash Punctuation

Close Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Interactions

Correlations

Missing values

Sample