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=bd7008b0-4b6c-11ec-a893-4d3e48f9e980

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 3 (3.0%) zeros	Zeros
`nox((g/km))` has 3 (3.0%) zeros	Zeros
`hc((g/km))` has 3 (3.0%) zeros	Zeros
`pm((g/km))` has 8 (8.0%) zeros	Zeros
`co2((g/km))` has 3 (3.0%) zeros	Zeros

Reproduction

Analysis started	2023-12-10 12:25:21.122296
Analysis finished	2023-12-10 12:25:32.973845
Duration	11.85 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%
2804-2	2	2.0%
3109-1	2	2.0%
2018-0	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%
Other values (40)	80	80.0%

Most occurring characters

Value	Count	Frequency (%)
0	134	16.8%
1	110	13.8%
[	100	12.5%
-	100	12.5%
]	100	12.5%
2	74	9.2%
3	46	5.8%
5	30	3.8%
4	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	134	26.8%
1	110	22.0%
2	74	14.8%
3	46	9.2%
5	30	6.0%
4	28	5.6%
8	26	5.2%
7	26	5.2%
6	18	3.6%
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	134	16.8%
1	110	13.8%
[	100	12.5%
-	100	12.5%
]	100	12.5%
2	74	9.2%
3	46	5.8%
5	30	3.8%
4	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	134	16.8%
1	110	13.8%
[	100	12.5%
-	100	12.5%
]	100	12.5%
2	74	9.2%
3	46	5.8%
5	30	3.8%
4	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	48
Distinct (%)	48.0%
Missing	0
Missing (%)	0.0%
Memory size	932.0 B

경주-감포	4
현풍-옥포	4
공성-상주	2
금천-산내	2
상주-함창	2
Other values (43)	86

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%
현풍-옥포	4	4.0%
공성-상주	2	2.0%
금천-산내	2	2.0%
상주-함창	2	2.0%
추풍령-김천	2	2.0%
성주-대구	2	2.0%
영천-서면	2	2.0%
칠곡-효령	2	2.0%
가산-군위	2	2.0%
Other values (38)	76	76.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
경주-감포	4	4.0%
현풍-옥포	4	4.0%
안계-봉양	2	2.0%
구성-김천	2	2.0%
영천-의성	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%
Other values (38)	76	76.0%

연장((km))
Real number (ℝ)

HIGH CORRELATION

Distinct	43
Distinct (%)	43.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.046

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	11.4
95-th percentile	22.1
Maximum	27.8
Range	26.5
Interquartile range (IQR)	6.5

Descriptive statistics

Standard deviation	5.757883
Coefficient of variation (CV)	0.63651149
Kurtosis	1.8083523
Mean	9.046
Median Absolute Deviation (MAD)	3.25
Skewness	1.2048275
Sum	904.6
Variance	33.153216
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
10.6	8	8.0%
6.4	4	4.0%
2.1	4	4.0%
2.4	4	4.0%
11.2	4	4.0%
10.4	2	2.0%
5.9	2	2.0%
10.5	2	2.0%
11.6	2	2.0%
9.2	2	2.0%
Other values (33)	66	66.0%

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%
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%
12.0	2	2.0%

측정일
Categorical

CONSTANT

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

20210201	100

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	20210201
2nd row	20210201
3rd row	20210201
4th row	20210201
5th row	20210201

Common Values

Value	Count	Frequency (%)
20210201	100	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
20210201	100	100.0%

측정시간
Categorical

CONSTANT

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

0	100

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	100	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	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	36.115767

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	35.80916
median	36.01706
Q3	36.35299
95-th percentile	36.76527
Maximum	36.99828
Range	1.34285
Interquartile range (IQR)	0.54383

Descriptive statistics

Standard deviation	0.35356797
Coefficient of variation (CV)	0.0097898509
Kurtosis	-0.43965038
Mean	36.115767
Median Absolute Deviation (MAD)	0.26699
Skewness	0.70722182
Sum	3611.5767
Variance	0.12501031
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36.07278	2	2.0%
36.04086	2	2.0%
35.78841	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%
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%
35.71695	2	2.0%
35.73116	2	2.0%
35.73646	2	2.0%
35.76368	2	2.0%

Value	Count	Frequency (%)
36.99828	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%
36.49421	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	128.82864

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	128.76473
Q3	129.30673
95-th percentile	129.47131
Maximum	129.52365
Range	1.49821
Interquartile range (IQR)	0.8879

Descriptive statistics

Standard deviation	0.46868387
Coefficient of variation (CV)	0.0036380409
Kurtosis	-1.4175525
Mean	128.82864
Median Absolute Deviation (MAD)	0.460995
Skewness	-0.033810343
Sum	12882.864
Variance	0.21966457
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
128.08611	2	2.0%
128.80075	2	2.0%
128.72871	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%
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	97
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	42.9626

Minimum	0
Maximum	190.94
Zeros	3
Zeros (%)	3.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	1.3095
Q1	14.3075
median	34.39
Q3	61.365
95-th percentile	114.2295
Maximum	190.94
Range	190.94
Interquartile range (IQR)	47.0575

Descriptive statistics

Standard deviation	38.995869
Coefficient of variation (CV)	0.90767015
Kurtosis	2.2056114
Mean	42.9626
Median Absolute Deviation (MAD)	21.815
Skewness	1.3871542
Sum	4296.26
Variance	1520.6778
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	3	3.0%
4.58	2	2.0%
14.58	1	1.0%
2.26	1	1.0%
13.49	1	1.0%
2.1	1	1.0%
14.6	1	1.0%
26.68	1	1.0%
37.4	1	1.0%
51.49	1	1.0%
Other values (87)	87	87.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	3	3.0%
0.52	1	1.0%
1.3	1	1.0%
1.31	1	1.0%
2.0	1	1.0%
2.1	1	1.0%
2.18	1	1.0%
2.26	1	1.0%
2.31	1	1.0%
2.83	1	1.0%

Value	Count	Frequency (%)
190.94	1	1.0%
169.47	1	1.0%
154.25	1	1.0%
123.77	1	1.0%
119.92	1	1.0%
113.93	1	1.0%
108.55	1	1.0%
102.91	1	1.0%
100.8	1	1.0%
100.3	1	1.0%

nox((g/km))
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	97
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	37.3577

Minimum	0
Maximum	230.69
Zeros	3
Zeros (%)	3.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0.735
Q1	8.9075
median	24.82
Q3	50.61
95-th percentile	120.461
Maximum	230.69
Range	230.69
Interquartile range (IQR)	41.7025

Descriptive statistics

Standard deviation	40.311123
Coefficient of variation (CV)	1.0790579
Kurtosis	5.2931095
Mean	37.3577
Median Absolute Deviation (MAD)	19.525
Skewness	1.9837554
Sum	3735.77
Variance	1624.9866
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	3	3.0%
14.83	2	2.0%
9.07	1	1.0%
1.51	1	1.0%
6.56	1	1.0%
11.24	1	1.0%
5.99	1	1.0%
1.11	1	1.0%
9.61	1	1.0%
34.86	1	1.0%
Other values (87)	87	87.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	3	3.0%
0.28	1	1.0%
0.64	1	1.0%
0.74	1	1.0%
1.11	1	1.0%
1.23	1	1.0%
1.41	1	1.0%
1.51	1	1.0%
1.6	1	1.0%
1.88	1	1.0%

Value	Count	Frequency (%)
230.69	1	1.0%
158.74	1	1.0%
142.71	1	1.0%
137.6	1	1.0%
124.09	1	1.0%
120.27	1	1.0%
99.86	1	1.0%
98.36	1	1.0%
95.51	1	1.0%
91.17	1	1.0%

hc((g/km))
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	94
Distinct (%)	94.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.1926

Minimum	0
Maximum	24.01
Zeros	3
Zeros (%)	3.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0.119
Q1	1.44
median	3.745
Q3	7.37
95-th percentile	15.0815
Maximum	24.01
Range	24.01
Interquartile range (IQR)	5.93

Descriptive statistics

Standard deviation	5.0116482
Coefficient of variation (CV)	0.96515198
Kurtosis	1.8494563
Mean	5.1926
Median Absolute Deviation (MAD)	2.78
Skewness	1.3772912
Sum	519.26
Variance	25.116617
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	3	3.0%
1.45	2	2.0%
0.44	2	2.0%
1.67	2	2.0%
4.78	2	2.0%
5.06	1	1.0%
2.49	1	1.0%
0.98	1	1.0%
1.91	1	1.0%
0.95	1	1.0%
Other values (84)	84	84.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	3	3.0%
0.04	1	1.0%
0.1	1	1.0%
0.12	1	1.0%
0.17	1	1.0%
0.18	1	1.0%
0.19	1	1.0%
0.22	1	1.0%
0.23	1	1.0%
0.27	1	1.0%

Value	Count	Frequency (%)
24.01	1	1.0%
20.54	1	1.0%
17.4	1	1.0%
17.1	1	1.0%
15.3	1	1.0%
15.07	1	1.0%
14.43	1	1.0%
14.34	1	1.0%
13.01	1	1.0%
12.87	1	1.0%

pm((g/km))
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	77
Distinct (%)	77.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.1112

Minimum	0
Maximum	14.23
Zeros	8
Zeros (%)	8.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.4175
median	1.475
Q3	2.95
95-th percentile	6.6805
Maximum	14.23
Range	14.23
Interquartile range (IQR)	2.5325

Descriptive statistics

Standard deviation	2.3285589
Coefficient of variation (CV)	1.1029551
Kurtosis	6.9172189
Mean	2.1112
Median Absolute Deviation (MAD)	1.075
Skewness	2.1543532
Sum	211.12
Variance	5.4221864
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	8	8.0%
0.14	5	5.0%
0.13	4	4.0%
1.81	3	3.0%
0.4	3	3.0%
0.68	2	2.0%
0.27	2	2.0%
0.8	2	2.0%
0.84	2	2.0%
2.18	2	2.0%
Other values (67)	67	67.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	8	8.0%
0.13	4	4.0%
0.14	5	5.0%
0.26	1	1.0%
0.27	2	2.0%
0.28	1	1.0%
0.4	3	3.0%
0.41	1	1.0%
0.42	1	1.0%
0.55	1	1.0%

Value	Count	Frequency (%)
14.23	1	1.0%
8.96	1	1.0%
7.08	1	1.0%
6.85	1	1.0%
6.69	1	1.0%
6.68	1	1.0%
6.55	1	1.0%
6.02	1	1.0%
5.56	1	1.0%
5.48	1	1.0%

co2((g/km))
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	98
Distinct (%)	98.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10613.328

Minimum	0
Maximum	48661.11
Zeros	3
Zeros (%)	3.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	377.755
Q1	3424.4775
median	8328.24
Q3	15215.59
95-th percentile	27093.185
Maximum	48661.11
Range	48661.11
Interquartile range (IQR)	11791.112

Descriptive statistics

Standard deviation	9840.4759
Coefficient of variation (CV)	0.92718101
Kurtosis	3.3411926
Mean	10613.328
Median Absolute Deviation (MAD)	5515.125
Skewness	1.6126977
Sum	1061332.8
Variance	96834965
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	3	3.0%
3532.69	1	1.0%
595.97	1	1.0%
2746.65	1	1.0%
887.85	1	1.0%
554.74	1	1.0%
3853.21	1	1.0%
6452.21	1	1.0%
9734.95	1	1.0%
11462.65	1	1.0%
Other values (88)	88	88.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	3	3.0%
138.68	1	1.0%
307.36	1	1.0%
381.46	1	1.0%
554.74	1	1.0%
561.37	1	1.0%
595.97	1	1.0%
601.6	1	1.0%
635.76	1	1.0%
740.29	1	1.0%

Value	Count	Frequency (%)
48661.11	1	1.0%
47369.94	1	1.0%
40342.02	1	1.0%
32553.78	1	1.0%
28561.79	1	1.0%
27015.89	1	1.0%
25896.03	1	1.0%
25442.53	1	1.0%
25134.75	1	1.0%
24915.36	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 청도 운문 대천	2
경북 안동 일직 원호	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 청도 운문 대천	2	2.0%
경북 안동 일직 원호	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 현풍 성하	2	2.0%
경북 달성 논공 위천	2	2.0%
경북 칠곡 가산 천평	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%
안동	6	1.5%
청도	6	1.5%
연일	6	1.5%
상주	6	1.5%
영천	6	1.5%
Other values (100)	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	0.591	0.769	0.919	0.425	0.543	0.684	0.505	0.450	1.000
지점	1.000	1.000	0.000	1.000	1.000	1.000	1.000	0.858	0.804	0.848	0.896	0.902	1.000
방향	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.213	0.000	0.000	0.000	0.000
측정구간	1.000	1.000	0.000	1.000	0.981	1.000	1.000	0.854	0.823	0.833	0.905	0.888	1.000
연장((km))	0.591	1.000	0.000	0.981	1.000	0.634	0.642	0.000	0.300	0.247	0.315	0.229	0.992
좌표위치위도((°))	0.769	1.000	0.000	1.000	0.634	1.000	0.825	0.000	0.000	0.000	0.170	0.119	1.000
좌표위치경도((°))	0.919	1.000	0.000	1.000	0.642	0.825	1.000	0.374	0.470	0.421	0.378	0.405	1.000
co((g/km))	0.425	0.858	0.000	0.854	0.000	0.000	0.374	1.000	0.882	0.910	0.782	0.985	0.855
nox((g/km))	0.543	0.804	0.213	0.823	0.300	0.000	0.470	0.882	1.000	0.927	0.931	0.855	0.818
hc((g/km))	0.684	0.848	0.000	0.833	0.247	0.000	0.421	0.910	0.927	1.000	0.907	0.894	0.840
pm((g/km))	0.505	0.896	0.000	0.905	0.315	0.170	0.378	0.782	0.931	0.907	1.000	0.797	0.917
co2((g/km))	0.450	0.902	0.000	0.888	0.229	0.119	0.405	0.985	0.855	0.894	0.797	1.000	0.899
주소	1.000	1.000	0.000	1.000	0.992	1.000	1.000	0.855	0.818	0.840	0.917	0.899	1.000

Heatmap
Table

	측정구간	방향	주소
측정구간	1.000	0.000	0.990
방향	0.000	1.000	0.000
주소	0.990	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	-0.169	-0.049	0.337	-0.251	-0.289	-0.278	-0.283	-0.258	0.000	0.760	0.753
연장((km))	-0.169	1.000	0.028	-0.072	0.005	0.020	0.020	0.031	0.001	0.000	0.649	0.696
좌표위치위도((°))	-0.049	0.028	1.000	-0.114	0.015	0.003	0.014	-0.000	0.002	0.000	0.760	0.753
좌표위치경도((°))	0.337	-0.072	-0.114	1.000	0.188	0.140	0.149	0.069	0.182	0.000	0.760	0.753
co((g/km))	-0.251	0.005	0.015	0.188	1.000	0.978	0.986	0.950	0.996	0.000	0.383	0.381
nox((g/km))	-0.289	0.020	0.003	0.140	0.978	1.000	0.995	0.983	0.978	0.152	0.338	0.349
hc((g/km))	-0.278	0.020	0.014	0.149	0.986	0.995	1.000	0.973	0.982	0.000	0.348	0.350
pm((g/km))	-0.283	0.031	-0.000	0.069	0.950	0.983	0.973	1.000	0.951	0.000	0.478	0.467
co2((g/km))	-0.258	0.001	0.002	0.182	0.996	0.978	0.982	0.951	1.000	0.000	0.430	0.445
방향	0.000	0.000	0.000	0.000	0.000	0.152	0.000	0.000	0.000	1.000	0.000	0.000
측정구간	0.760	0.649	0.760	0.760	0.383	0.338	0.348	0.478	0.430	0.000	1.000	0.990
주소	0.753	0.696	0.753	0.753	0.381	0.349	0.350	0.467	0.445	0.000	0.990	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	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	20210201	36.07278	128.08611	14.58	9.07	1.45	0.68	3532.69	경북 김천 구성 하강
1	2	건기연	[0314-0]	2	구성-김천	11.4	20210201	36.07278	128.08611	15.65	8.42	1.45	0.27	3740.84	경북 김천 구성 하강
2	3	건기연	[0317-0]	1	공성-상주	11.9	20210201	36.35299	128.13935	26.48	25.52	3.6	1.81	6818.58	경북 상주 청리 원장
3	4	건기연	[0317-0]	2	공성-상주	11.9	20210201	36.35299	128.13935	24.27	14.38	2.36	0.94	5869.89	경북 상주 청리 원장
4	5	건기연	[0318-0]	1	상주-함창	14.4	20210201	36.50552	128.16946	50.38	49.47	6.38	3.36	12456.27	경북 상주 외서 연봉
5	6	건기연	[0318-0]	2	상주-함창	14.4	20210201	36.50552	128.16946	41.82	42.44	5.39	2.94	10308.28	경북 상주 외서 연봉
6	7	건기연	[0410-2]	1	추풍령-김천	1.8	20210201	36.14659	128.02544	11.76	7.65	1.12	0.55	3097.82	경북 김천 봉산 태화
7	8	건기연	[0410-2]	2	추풍령-김천	1.8	20210201	36.14659	128.02544	17.43	11.4	1.67	0.83	4578.4	경북 김천 봉산 태화
8	9	건기연	[0415-1]	1	성주-대구	3.8	20210201	35.98385	128.41106	113.93	98.36	15.07	6.02	25896.03	경북 칠곡 왜관 왜관
9	10	건기연	[0415-1]	2	성주-대구	3.8	20210201	35.98385	128.41106	102.91	99.86	14.34	7.08	25134.75	경북 칠곡 왜관 왜관

	기본키	도로종류	지점	방향	측정구간	연장((km))	측정일	좌표위치위도((°))	좌표위치경도((°))	co((g/km))	nox((g/km))	hc((g/km))	pm((g/km))	co2((g/km))	주소
90	91	건기연	[3106-2]	1	연일-구룡포	4.7	20210201	35.98322	129.45978	32.04	19.92	2.97	1.11	8413.02	경북 포항 동해 신정
91	92	건기연	[3106-2]	2	연일-구룡포	4.7	20210201	35.98322	129.45978	34.27	19.39	3.25	0.84	8182.67	경북 포항 동해 신정
92	93	건기연	[3106-5]	1	유강-광명	4.9	20210201	35.98878	129.32144	169.47	230.69	24.01	14.23	47369.94	경북 포항 연일 중단
93	94	건기연	[3106-5]	2	유강-광명	4.9	20210201	35.98878	129.32144	100.8	87.72	12.84	6.69	24915.36	경북 포항 연일 중단
94	95	건기연	[3107-2]	1	기계-포항	2.4	20210201	36.06326	129.22771	27.73	24.89	3.27	1.81	7037.65	경북 포항 기계 내단
95	96	건기연	[3107-2]	2	기계-포항	2.4	20210201	36.06326	129.22771	19.11	12.63	1.85	1.07	5045.15	경북 포항 기계 내단
96	97	건기연	[3109-1]	1	죽장-부남	20.6	20210201	36.2488	129.04049	4.63	2.7	0.44	0.14	1107.64	경북 청송 현동 눌인
97	98	건기연	[3109-1]	2	죽장-부남	20.6	20210201	36.2488	129.04049	2.83	1.88	0.27	0.14	740.29	경북 청송 현동 눌인
98	99	건기연	[3113-1]	1	진보-석보	6.0	20210201	36.59556	129.08611	8.35	5.36	0.79	0.4	2203.97	경북 영양 입암 신구
99	100	건기연	[3113-1]	2	진보-석보	6.0	20210201	36.59556	129.08611	4.58	2.6	0.44	0.13	1102.01	경북 영양 입암 신구

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