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
`co((g/km))` has 4 (4.0%) zeros	Zeros
`nox((g/km))` has 4 (4.0%) zeros	Zeros
`hc((g/km))` has 4 (4.0%) zeros	Zeros
`pm((g/km))` has 17 (17.0%) zeros	Zeros
`co2((g/km))` has 4 (4.0%) zeros	Zeros

Reproduction

Analysis started	2023-12-10 12:08:50.086521
Analysis finished	2023-12-10 12:09:03.045772
Duration	12.96 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%
2805-3	2	2.0%
3113-1	2	2.0%
2508-0	2	2.0%
2512-4	2	2.0%
2513-0	2	2.0%
2613-3	2	2.0%
2613-4	2	2.0%
2614-3	2	2.0%
2802-1	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%
2	74	9.2%
3	48	6.0%
4	28	3.5%
5	28	3.5%
8	26	3.2%
Other values (3)	52	6.5%

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%
2	74	14.8%
3	48	9.6%
4	28	5.6%
5	28	5.6%
8	26	5.2%
7	24	4.8%
6	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%
2	74	9.2%
3	48	6.0%
4	28	3.5%
5	28	3.5%
8	26	3.2%
Other values (3)	52	6.5%

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%
2	74	9.2%
3	48	6.0%
4	28	3.5%
5	28	3.5%
8	26	3.2%
Other values (3)	52	6.5%

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
산내-현곡	2
안정-대강	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%
산내-현곡	2	2.0%
안정-대강	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%
안강-고경	2	2.0%
선산-낙동	2	2.0%
상주-낙동	2	2.0%
묘산-쌍림	2	2.0%
쌍림-고령	2	2.0%
고령-성산	2	2.0%
장수-예천	2	2.0%
상동-본포	2	2.0%
Other values (39)	78	78.0%

연장((km))
Real number (ℝ)

HIGH CORRELATION

Distinct	44
Distinct (%)	44.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.368

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	4.9
median	8.1
Q3	11.6
95-th percentile	24.2
Maximum	27.8
Range	26.5
Interquartile range (IQR)	6.7

Descriptive statistics

Standard deviation	6.268647
Coefficient of variation (CV)	0.66915532
Kurtosis	1.464504
Mean	9.368
Median Absolute Deviation (MAD)	3.3
Skewness	1.2364118
Sum	936.8
Variance	39.295935
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
10.6	6	6.0%
6.4	4	4.0%
2.1	4	4.0%
2.4	4	4.0%
11.2	4	4.0%
6.8	2	2.0%
10.5	2	2.0%
11.6	2	2.0%
9.2	2	2.0%
8.2	2	2.0%
Other values (34)	68	68.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.3	2	2.0%
1.4	2	2.0%
1.8	2	2.0%
2.1	4	4.0%
2.2	2	2.0%
2.4	4	4.0%
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%
15.8	2	2.0%
14.4	2	2.0%
14.2	2	2.0%
13.5	2	2.0%
12.3	2	2.0%

측정일
Categorical

CONSTANT

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

20210301	100

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	20210301
2nd row	20210301
3rd row	20210301
4th row	20210301
5th row	20210301

Common Values

Value	Count	Frequency (%)
20210301	100	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
20210301	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	36.138701

Minimum	35.65543
Maximum	36.99828
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	36.036925
Q3	36.35882
95-th percentile	36.84888
Maximum	36.99828
Range	1.34285
Interquartile range (IQR)	0.50327

Descriptive statistics

Standard deviation	0.3640965
Coefficient of variation (CV)	0.010074975
Kurtosis	-0.5807842
Mean	36.138701
Median Absolute Deviation (MAD)	0.267845
Skewness	0.66031204
Sum	3613.8701
Variance	0.13256626
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36.07278	2	2.0%
35.99882	2	2.0%
36.33873	2	2.0%
36.40808	2	2.0%
35.67783	2	2.0%
35.70376	2	2.0%
35.73646	2	2.0%
36.73238	2	2.0%
36.59513	2	2.0%
36.35882	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%
35.73116	2	2.0%
35.73646	2	2.0%
35.76368	2	2.0%
35.78841	2	2.0%

Value	Count	Frequency (%)
36.99828	2	2.0%
36.86368	2	2.0%
36.84888	2	2.0%
36.76527	2	2.0%
36.75364	2	2.0%
36.73238	2	2.0%
36.59556	2	2.0%
36.59513	2	2.0%
36.58611	2	2.0%
36.50552	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	128.84016

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	128.41883
median	128.81361
Q3	129.30673
95-th percentile	129.47131
Maximum	129.52365
Range	1.49821
Interquartile range (IQR)	0.8879

Descriptive statistics

Standard deviation	0.46594798
Coefficient of variation (CV)	0.0036164809
Kurtosis	-1.3820494
Mean	128.84016
Median Absolute Deviation (MAD)	0.43981
Skewness	-0.096551312
Sum	12884.016
Variance	0.21710752
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
128.08611	2	2.0%
129.08273	2	2.0%
128.30572	2	2.0%
128.23413	2	2.0%
128.21559	2	2.0%
128.25985	2	2.0%
128.31646	2	2.0%
128.53474	2	2.0%
128.41883	2	2.0%
128.46812	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%
128.23413	2	2.0%
128.25985	2	2.0%
128.30572	2	2.0%
128.31646	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%
129.41245	2	2.0%
129.41209	2	2.0%
129.40658	2	2.0%
129.40119	2	2.0%
129.34631	2	2.0%

co((g/km))
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	85
Distinct (%)	85.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.0219

Minimum	0
Maximum	79.75
Zeros	4
Zeros (%)	4.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0.52
Q1	3.9475
median	12.37
Q3	26.115
95-th percentile	53.5465
Maximum	79.75
Range	79.75
Interquartile range (IQR)	22.1675

Descriptive statistics

Standard deviation	16.593449
Coefficient of variation (CV)	0.97482942
Kurtosis	2.3060137
Mean	17.0219
Median Absolute Deviation (MAD)	9.84
Skewness	1.4802113
Sum	1702.19
Variance	275.34255
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.52	5	5.0%
0.0	4	4.0%
3.31	4	4.0%
1.3	2	2.0%
5.98	2	2.0%
5.56	2	2.0%
0.65	2	2.0%
1.95	2	2.0%
11.07	1	1.0%
15.92	1	1.0%
Other values (75)	75	75.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	4	4.0%
0.52	5	5.0%
0.65	2	2.0%
1.05	1	1.0%
1.3	2	2.0%
1.57	1	1.0%
1.95	2	2.0%
1.98	1	1.0%
2.26	1	1.0%
2.78	1	1.0%

Value	Count	Frequency (%)
79.75	1	1.0%
66.82	1	1.0%
63.09	1	1.0%
60.09	1	1.0%
54.81	1	1.0%
53.48	1	1.0%
50.34	1	1.0%
46.01	1	1.0%
40.23	1	1.0%
39.46	1	1.0%

nox((g/km))
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	81
Distinct (%)	81.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.2395

Minimum	0
Maximum	62.73
Zeros	4
Zeros (%)	4.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0.28
Q1	2.5875
median	8.1
Q3	20.455
95-th percentile	43.7935
Maximum	62.73
Range	62.73
Interquartile range (IQR)	17.8675

Descriptive statistics

Standard deviation	13.959874
Coefficient of variation (CV)	1.054411
Kurtosis	1.1477125
Mean	13.2395
Median Absolute Deviation (MAD)	7.14
Skewness	1.3339766
Sum	1323.95
Variance	194.87809
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.28	5	5.0%
0.0	4	4.0%
2.06	4	4.0%
4.53	2	2.0%
0.96	2	2.0%
3.54	2	2.0%
3.57	2	2.0%
0.32	2	2.0%
8.13	2	2.0%
8.1	2	2.0%
Other values (71)	73	73.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	4	4.0%
0.28	5	5.0%
0.32	2	2.0%
0.55	1	1.0%
0.64	2	2.0%
0.83	1	1.0%
0.96	2	2.0%
1.32	1	1.0%
1.51	1	1.0%
1.79	1	1.0%

Value	Count	Frequency (%)
62.73	1	1.0%
46.02	1	1.0%
45.35	1	1.0%
44.75	1	1.0%
43.86	1	1.0%
43.79	1	1.0%
40.82	1	1.0%
40.2	1	1.0%
40.04	1	1.0%
39.64	1	1.0%

hc((g/km))
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	81
Distinct (%)	81.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.8443

Minimum	0
Maximum	7.73
Zeros	4
Zeros (%)	4.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0.04
Q1	0.3975
median	1.2
Q3	2.675
95-th percentile	5.3635
Maximum	7.73
Range	7.73
Interquartile range (IQR)	2.2775

Descriptive statistics

Standard deviation	1.8121756
Coefficient of variation (CV)	0.98258178
Kurtosis	0.93003788
Mean	1.8443
Median Absolute Deviation (MAD)	1.035
Skewness	1.2066766
Sum	184.43
Variance	3.2839803
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.04	5	5.0%
0.0	4	4.0%
0.31	4	4.0%
1.16	2	2.0%
2.24	2	2.0%
2.57	2	2.0%
0.53	2	2.0%
0.06	2	2.0%
0.17	2	2.0%
0.12	2	2.0%
Other values (71)	73	73.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	4	4.0%
0.04	5	5.0%
0.06	2	2.0%
0.09	1	1.0%
0.12	2	2.0%
0.13	1	1.0%
0.17	2	2.0%
0.2	1	1.0%
0.22	1	1.0%
0.26	1	1.0%

Value	Count	Frequency (%)
7.73	1	1.0%
6.97	1	1.0%
6.75	1	1.0%
6.05	1	1.0%
6.0	1	1.0%
5.33	1	1.0%
5.19	1	1.0%
4.95	1	1.0%
4.82	1	1.0%
4.63	1	1.0%

pm((g/km))
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	44
Distinct (%)	44.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6995

Minimum	0
Maximum	2.8
Zeros	17
Zeros (%)	17.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.13
median	0.42
Q3	0.9975
95-th percentile	2.3835
Maximum	2.8
Range	2.8
Interquartile range (IQR)	0.8675

Descriptive statistics

Standard deviation	0.74227112
Coefficient of variation (CV)	1.0611453
Kurtosis	0.67840533
Mean	0.6995
Median Absolute Deviation (MAD)	0.34
Skewness	1.26479
Sum	69.95
Variance	0.55096641
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
0.0	17	17.0%
0.27	10	10.0%
0.13	10	10.0%
0.56	4	4.0%
0.42	4	4.0%
0.14	4	4.0%
0.4	3	3.0%
0.28	3	3.0%
1.89	2	2.0%
0.69	2	2.0%
Other values (34)	41	41.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	17	17.0%
0.13	10	10.0%
0.14	4	4.0%
0.27	10	10.0%
0.28	3	3.0%
0.39	1	1.0%
0.4	3	3.0%
0.41	1	1.0%
0.42	4	4.0%
0.52	1	1.0%

Value	Count	Frequency (%)
2.8	1	1.0%
2.72	1	1.0%
2.56	1	1.0%
2.47	1	1.0%
2.45	1	1.0%
2.38	1	1.0%
2.3	1	1.0%
2.22	1	1.0%
2.0	1	1.0%
1.89	2	2.0%

co2((g/km))
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	85
Distinct (%)	85.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4257.976

Minimum	0
Maximum	20601.69
Zeros	4
Zeros (%)	4.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	138.68
Q1	1006.885
median	3208.51
Q3	6350.235
95-th percentile	13966.321
Maximum	20601.69
Range	20601.69
Interquartile range (IQR)	5343.35

Descriptive statistics

Standard deviation	4156.9058
Coefficient of variation (CV)	0.97626333
Kurtosis	2.5937024
Mean	4257.976
Median Absolute Deviation (MAD)	2599.585
Skewness	1.5269235
Sum	425797.6
Variance	17279866
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
138.68	5	5.0%
0.0	4	4.0%
873.34	4	4.0%
307.36	2	2.0%
1572.4	2	2.0%
1469.32	2	2.0%
153.68	2	2.0%
461.05	2	2.0%
2908.66	1	1.0%
3815.84	1	1.0%
Other values (75)	75	75.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	4	4.0%
138.68	5	5.0%
153.68	2	2.0%
277.37	1	1.0%
307.36	2	2.0%
416.06	1	1.0%
461.05	2	2.0%
487.28	1	1.0%
595.97	1	1.0%
734.66	1	1.0%

Value	Count	Frequency (%)
20601.69	1	1.0%
16597.3	1	1.0%
15753.58	1	1.0%
14416.42	1	1.0%
14179.14	1	1.0%
13955.12	1	1.0%
12029.88	1	1.0%
11836.12	1	1.0%
9412.13	1	1.0%
8687.95	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 경주 건천 대곡	2
경북 영주 안정 신전	2
경북 상주 외서 연봉	2
경북 김천 봉산 태화	2
Other values (44)	88

Length

Max length	11
Median length	11
Mean length	10.96
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 경주 건천 대곡	2	2.0%
경북 영주 안정 신전	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%
고령	6	1.5%
청도	6	1.5%
연일	6	1.5%
상주	6	1.5%
울진	6	1.5%
안동	6	1.5%
Other values (101)	224	56.0%

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	0.630	0.797	0.911	0.403	0.435	0.527	0.629	0.419	1.000
지점	1.000	1.000	0.000	1.000	1.000	1.000	1.000	0.841	0.862	0.863	0.938	0.728	1.000
방향	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.115	0.000	0.207	0.000	0.402	0.000
측정구간	1.000	1.000	0.000	1.000	0.992	1.000	1.000	0.825	0.866	0.847	0.927	0.725	1.000
연장((km))	0.630	1.000	0.000	0.992	1.000	0.638	0.649	0.000	0.096	0.000	0.049	0.000	0.992
좌표위치위도((°))	0.797	1.000	0.000	1.000	0.638	1.000	0.815	0.114	0.220	0.471	0.494	0.242	1.000
좌표위치경도((°))	0.911	1.000	0.000	1.000	0.649	0.815	1.000	0.249	0.419	0.370	0.675	0.279	1.000
co((g/km))	0.403	0.841	0.115	0.825	0.000	0.114	0.249	1.000	0.889	0.983	0.923	0.991	0.825
nox((g/km))	0.435	0.862	0.000	0.866	0.096	0.220	0.419	0.889	1.000	0.892	0.873	0.879	0.866
hc((g/km))	0.527	0.863	0.207	0.847	0.000	0.471	0.370	0.983	0.892	1.000	0.935	0.960	0.847
pm((g/km))	0.629	0.938	0.000	0.927	0.049	0.494	0.675	0.923	0.873	0.935	1.000	0.904	0.927
co2((g/km))	0.419	0.728	0.402	0.725	0.000	0.242	0.279	0.991	0.879	0.960	0.904	1.000	0.725
주소	1.000	1.000	0.000	1.000	0.992	1.000	1.000	0.825	0.866	0.847	0.927	0.725	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	-0.091	-0.021	0.325	-0.195	-0.225	-0.202	-0.233	-0.191	0.000	0.753	0.753
연장((km))	-0.091	1.000	0.092	-0.054	-0.049	-0.008	-0.021	0.014	-0.050	0.000	0.696	0.696
좌표위치위도((°))	-0.021	0.092	1.000	-0.129	-0.054	-0.058	-0.077	0.005	-0.062	0.000	0.753	0.753
좌표위치경도((°))	0.325	-0.054	-0.129	1.000	0.318	0.250	0.268	0.161	0.323	0.000	0.753	0.753
co((g/km))	-0.195	-0.049	-0.054	0.318	1.000	0.980	0.988	0.941	0.998	0.079	0.334	0.334
nox((g/km))	-0.225	-0.008	-0.058	0.250	0.980	1.000	0.996	0.974	0.978	0.000	0.406	0.406
hc((g/km))	-0.202	-0.021	-0.077	0.268	0.988	0.996	1.000	0.964	0.985	0.149	0.358	0.358
pm((g/km))	-0.233	0.014	0.005	0.161	0.941	0.974	0.964	1.000	0.940	0.000	0.482	0.482
co2((g/km))	-0.191	-0.050	-0.062	0.323	0.998	0.978	0.985	0.940	1.000	0.294	0.248	0.248
방향	0.000	0.000	0.000	0.000	0.079	0.000	0.149	0.000	0.294	1.000	0.000	0.000
측정구간	0.753	0.696	0.753	0.753	0.334	0.406	0.358	0.482	0.248	0.000	1.000	1.000
주소	0.753	0.696	0.753	0.753	0.334	0.406	0.358	0.482	0.248	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	20210301	1	36.07278	128.08611	6.77	4.53	0.66	0.4	1787.92	경북 김천 구성 하강
1	2	건기연	[0314-0]	2	구성-김천	11.4	20210301	1	36.07278	128.08611	3.31	2.06	0.31	0.13	873.34	경북 김천 구성 하강
2	3	건기연	[0317-0]	1	공성-상주	11.9	20210301	1	36.35299	128.13935	11.98	8.22	1.19	0.8	3159.78	경북 상주 청리 원장
3	4	건기연	[0317-0]	2	공성-상주	11.9	20210301	1	36.35299	128.13935	10.28	6.06	0.92	0.27	2717.48	경북 상주 청리 원장
4	5	건기연	[0318-0]	1	상주-함창	14.4	20210301	1	36.50552	128.16946	26.3	24.34	3.3	1.53	6029.06	경북 상주 외서 연봉
5	6	건기연	[0318-0]	2	상주-함창	14.4	20210301	1	36.50552	128.16946	26.73	24.55	3.34	1.63	6180.82	경북 상주 외서 연봉
6	7	건기연	[0410-2]	1	추풍령-김천	1.8	20210301	1	36.14659	128.02544	8.18	5.85	0.83	0.56	2129.05	경북 김천 봉산 태화
7	8	건기연	[0410-2]	2	추풍령-김천	1.8	20210301	1	36.14659	128.02544	3.31	2.06	0.31	0.13	873.34	경북 김천 봉산 태화
8	9	건기연	[0415-1]	1	성주-대구	3.8	20210301	1	35.98385	128.41106	33.84	24.38	3.66	1.46	8687.95	경북 칠곡 왜관 왜관
9	10	건기연	[0415-1]	2	성주-대구	3.8	20210301	1	35.98385	128.41106	27.9	20.71	3.31	1.38	6518.42	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	[3106-5]	1	유강-광명	4.9	20210301	1	35.98878	129.32144	46.01	32.51	4.42	1.89	12029.88	경북 포항 연일 중단
91	92	건기연	[3106-5]	2	유강-광명	4.9	20210301	1	35.98878	129.32144	31.97	21.0	3.08	1.74	8441.07	경북 포항 연일 중단
92	93	건기연	[3107-2]	1	기계-포항	2.4	20210301	1	36.06326	129.22771	3.88	2.43	0.36	0.14	1017.66	경북 포항 기계 내단
93	94	건기연	[3107-2]	2	기계-포항	2.4	20210301	1	36.06326	129.22771	12.34	8.1	1.19	0.67	3257.24	경북 포항 기계 내단
94	95	건기연	[3109-1]	1	죽장-부남	20.6	20210301	1	36.2488	129.04049	0.65	0.32	0.06	0.0	153.68	경북 청송 현동 눌인
95	96	건기연	[3109-1]	2	죽장-부남	20.6	20210301	1	36.2488	129.04049	1.3	0.64	0.12	0.0	307.36	경북 청송 현동 눌인
96	97	건기연	[3113-1]	1	진보-석보	6.0	20210301	1	36.59556	129.08611	1.98	1.32	0.2	0.13	487.28	경북 영양 입암 신구
97	98	건기연	[3113-1]	2	진보-석보	6.0	20210301	1	36.59556	129.08611	1.3	0.64	0.12	0.0	307.36	경북 영양 입암 신구
98	99	건기연	[3116-1]	1	녹동-영양	26.7	20210301	1	36.86368	129.01248	6.61	4.13	0.62	0.27	1746.69	경북 봉화 소천 서천
99	100	건기연	[3116-1]	2	녹동-영양	26.7	20210301	1	36.86368	129.01248	0.0	0.0	0.0	0.0	0.0	경북 봉화 소천 서천

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