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 7 (7.0%) zeros	Zeros
`co2((g/km))` has 3 (3.0%) zeros	Zeros

Reproduction

Analysis started	2023-12-10 12:24:06.193164
Analysis finished	2023-12-10 12:24:16.564888
Duration	10.37 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%
2809-1	2	2.0%
3307-1	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%
2803-1	2	2.0%
2804-2	2	2.0%
Other values (40)	80	80.0%

Most occurring characters

Value	Count	Frequency (%)
0	132	16.5%
1	110	13.8%
[	100	12.5%
-	100	12.5%
]	100	12.5%
2	72	9.0%
3	60	7.5%
5	28	3.5%
8	26	3.2%
4	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	132	26.4%
1	110	22.0%
2	72	14.4%
3	60	12.0%
5	28	5.6%
8	26	5.2%
4	24	4.8%
7	22	4.4%
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	132	16.5%
1	110	13.8%
[	100	12.5%
-	100	12.5%
]	100	12.5%
2	72	9.0%
3	60	7.5%
5	28	3.5%
8	26	3.2%
4	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	132	16.5%
1	110	13.8%
[	100	12.5%
-	100	12.5%
]	100	12.5%
2	72	9.0%
3	60	7.5%
5	28	3.5%
8	26	3.2%
4	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	48
Distinct (%)	48.0%
Missing	0
Missing (%)	0.0%
Memory size	932.0 B

경주-감포	4
현풍-옥포	4
공성-상주	2
청도-경산	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%
청도-경산	2	2.0%
상주-함창	2	2.0%
문경-연풍	2	2.0%
추풍령-김천	2	2.0%
성주-대구	2	2.0%
영천-서면	2	2.0%
칠곡-효령	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%
안강-고경	2	2.0%
구성-김천	2	2.0%
신성-금수	2	2.0%
쌍림-고령	2	2.0%
고령-성산	2	2.0%
장수-예천	2	2.0%
상동-본포	2	2.0%
안계-봉양	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	9.508

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	6
median	8.25
Q3	11.4
95-th percentile	24.2
Maximum	27.8
Range	26.5
Interquartile range (IQR)	5.4

Descriptive statistics

Standard deviation	6.0630639
Coefficient of variation (CV)	0.63768026
Kurtosis	1.8827396
Mean	9.508
Median Absolute Deviation (MAD)	2.95
Skewness	1.3523195
Sum	950.8
Variance	36.760743
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
10.6	8	8.0%
8.7	4	4.0%
6.4	4	4.0%
2.4	4	4.0%
11.2	4	4.0%
11.4	2	2.0%
8.3	2	2.0%
8.2	2	2.0%
7.8	2	2.0%
10.4	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%
2.2	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%
4.9	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%
12.9	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

20210601	100

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	20210601
2nd row	20210601
3rd row	20210601
4th row	20210601
5th row	20210601

Common Values

Value	Count	Frequency (%)
20210601	100	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
20210601	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	36.10728

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	35.80916
median	35.999975
Q3	36.33873
95-th percentile	36.76527
Maximum	36.86368
Range	1.20825
Interquartile range (IQR)	0.52957

Descriptive statistics

Standard deviation	0.34685079
Coefficient of variation (CV)	0.0096061179
Kurtosis	-0.48975979
Mean	36.10728
Median Absolute Deviation (MAD)	0.22393
Skewness	0.74474781
Sum	3610.728
Variance	0.12030547
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36.07278	2	2.0%
35.94083	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%
36.32892	2	2.0%
36.04086	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%
35.73646	2	2.0%
35.76368	2	2.0%
35.78841	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%
36.73871	2	2.0%
36.73238	2	2.0%
36.59556	2	2.0%
36.59513	2	2.0%
36.50552	2	2.0%
36.40808	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	128.77497

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	128.08611
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	0.47509731
Coefficient of variation (CV)	0.0036893607
Kurtosis	-1.4327779
Mean	128.77497
Median Absolute Deviation (MAD)	0.42619
Skewness	0.10486581
Sum	12877.497
Variance	0.22571745
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
128.08611	2	2.0%
128.15515	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%
128.70365	2	2.0%
128.80075	2	2.0%
Other values (40)	80	80.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
128.02544	2	2.0%
128.08594	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%

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 ZEROS

Distinct	96
Distinct (%)	96.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40.0497

Minimum	0
Maximum	170.68
Zeros	3
Zeros (%)	3.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	1.6695
Q1	13.1425
median	26.67
Q3	55.3175
95-th percentile	113.938
Maximum	170.68
Range	170.68
Interquartile range (IQR)	42.175

Descriptive statistics

Standard deviation	37.351591
Coefficient of variation (CV)	0.93263098
Kurtosis	1.6801961
Mean	40.0497
Median Absolute Deviation (MAD)	22.545
Skewness	1.3414176
Sum	4004.97
Variance	1395.1413
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	3	3.0%
1.78	2	2.0%
0.52	2	2.0%
9.85	1	1.0%
19.8	1	1.0%
15.56	1	1.0%
1.95	1	1.0%
1.94	1	1.0%
15.74	1	1.0%
14.75	1	1.0%
Other values (86)	86	86.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	3	3.0%
0.52	2	2.0%
1.73	1	1.0%
1.78	2	2.0%
1.94	1	1.0%
1.95	1	1.0%
2.43	1	1.0%
2.68	1	1.0%
2.87	1	1.0%
3.42	1	1.0%

Value	Count	Frequency (%)
170.68	1	1.0%
159.22	1	1.0%
140.97	1	1.0%
130.35	1	1.0%
114.85	1	1.0%
113.89	1	1.0%
108.66	1	1.0%
107.64	1	1.0%
103.12	1	1.0%
95.8	1	1.0%

nox((g/km))
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	96
Distinct (%)	96.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	43.9187

Minimum	0
Maximum	295.82
Zeros	3
Zeros (%)	3.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0.926
Q1	8.6825
median	22.975
Q3	65.7075
95-th percentile	142.3105
Maximum	295.82
Range	295.82
Interquartile range (IQR)	57.025

Descriptive statistics

Standard deviation	52.704535
Coefficient of variation (CV)	1.2000477
Kurtosis	5.9145454
Mean	43.9187
Median Absolute Deviation (MAD)	20.72
Skewness	2.1594195
Sum	4391.87
Variance	2777.768
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	3	3.0%
1.33	2	2.0%
0.28	2	2.0%
5.89	1	1.0%
13.3	1	1.0%
12.81	1	1.0%
0.96	1	1.0%
1.27	1	1.0%
14.37	1	1.0%
13.79	1	1.0%
Other values (86)	86	86.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	3	3.0%
0.28	2	2.0%
0.96	1	1.0%
1.23	1	1.0%
1.27	1	1.0%
1.33	2	2.0%
1.66	1	1.0%
1.73	1	1.0%
1.9	1	1.0%
2.22	1	1.0%

Value	Count	Frequency (%)
295.82	1	1.0%
224.81	1	1.0%
196.21	1	1.0%
173.36	1	1.0%
149.54	1	1.0%
141.93	1	1.0%
139.99	1	1.0%
134.44	1	1.0%
124.43	1	1.0%
108.35	1	1.0%

hc((g/km))
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	89
Distinct (%)	89.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.7331

Minimum	0
Maximum	28.96
Zeros	3
Zeros (%)	3.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0.1635
Q1	1.295
median	3.49
Q3	8.23
95-th percentile	16.6365
Maximum	28.96
Range	28.96
Interquartile range (IQR)	6.935

Descriptive statistics

Standard deviation	6.0548389
Coefficient of variation (CV)	1.0561195
Kurtosis	2.5212348
Mean	5.7331
Median Absolute Deviation (MAD)	3.065
Skewness	1.5677308
Sum	573.31
Variance	36.661074
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.01	3	3.0%
0.18	3	3.0%
0.0	3	3.0%
2.2	3	3.0%
0.99	2	2.0%
3.7	2	2.0%
0.04	2	2.0%
7.15	1	1.0%
0.2	1	1.0%
0.27	1	1.0%
Other values (79)	79	79.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	3	3.0%
0.04	2	2.0%
0.17	1	1.0%
0.18	3	3.0%
0.2	1	1.0%
0.22	1	1.0%
0.26	1	1.0%
0.27	1	1.0%
0.33	1	1.0%
0.35	1	1.0%

Value	Count	Frequency (%)
28.96	1	1.0%
25.15	1	1.0%
23.28	1	1.0%
21.41	1	1.0%
17.14	1	1.0%
16.61	1	1.0%
16.51	1	1.0%
16.46	1	1.0%
16.11	1	1.0%
13.77	1	1.0%

pm((g/km))
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	81
Distinct (%)	81.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.8862

Minimum	0
Maximum	17.69
Zeros	7
Zeros (%)	7.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.6875
median	1.54
Q3	4.1675
95-th percentile	8.064
Maximum	17.69
Range	17.69
Interquartile range (IQR)	3.48

Descriptive statistics

Standard deviation	3.2918696
Coefficient of variation (CV)	1.1405549
Kurtosis	5.5290188
Mean	2.8862
Median Absolute Deviation (MAD)	1.4
Skewness	2.0866814
Sum	288.62
Variance	10.836406
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	7	7.0%
0.13	4	4.0%
0.14	3	3.0%
0.94	3	3.0%
1.06	2	2.0%
1.21	2	2.0%
0.54	2	2.0%
0.27	2	2.0%
2.75	2	2.0%
0.4	2	2.0%
Other values (71)	71	71.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	7	7.0%
0.13	4	4.0%
0.14	3	3.0%
0.15	1	1.0%
0.27	2	2.0%
0.39	1	1.0%
0.4	2	2.0%
0.41	1	1.0%
0.42	1	1.0%
0.54	2	2.0%

Value	Count	Frequency (%)
17.69	1	1.0%
15.12	1	1.0%
13.54	1	1.0%
11.41	1	1.0%
8.71	1	1.0%
8.03	1	1.0%
7.4	1	1.0%
7.38	1	1.0%
7.03	1	1.0%
6.84	1	1.0%

co2((g/km))
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	96
Distinct (%)	96.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9932.6614

Minimum	0
Maximum	49157.8
Zeros	3
Zeros (%)	3.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	441.3595
Q1	3483.225
median	6193.325
Q3	13800.103
95-th percentile	28898.161
Maximum	49157.8
Range	49157.8
Interquartile range (IQR)	10316.878

Descriptive statistics

Standard deviation	9588.579
Coefficient of variation (CV)	0.96535849
Kurtosis	3.1635165
Mean	9932.6614
Median Absolute Deviation (MAD)	5338.56
Skewness	1.6221652
Sum	993266.14
Variance	91940847
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	3	3.0%
462.92	2	2.0%
138.68	2	2.0%
2383.94	1	1.0%
5225.07	1	1.0%
3619.63	1	1.0%
461.05	1	1.0%
490.89	1	1.0%
3574.15	1	1.0%
3624.08	1	1.0%
Other values (86)	86	86.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	3	3.0%
138.68	2	2.0%
457.29	1	1.0%
461.05	1	1.0%
462.92	2	2.0%
490.89	1	1.0%
646.6	1	1.0%
688.53	1	1.0%
815.68	1	1.0%
893.85	1	1.0%

Value	Count	Frequency (%)
49157.8	1	1.0%
42050.16	1	1.0%
36413.56	1	1.0%
32418.52	1	1.0%
29331.2	1	1.0%
28875.37	1	1.0%
26705.41	1	1.0%
25619.56	1	1.0%
25130.37	1	1.0%
22246.78	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 경산 남천 협석	2
경북 의성 봉양 화전	2
경북 상주 외서 연봉	2
경북 문경 문경 진안	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 경산 남천 협석	2	2.0%
경북 의성 봉양 화전	2	2.0%
경북 상주 외서 연봉	2	2.0%
경북 문경 문경 진안	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%
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	6	1.5%
고령	6	1.5%
연일	6	1.5%
상주	6	1.5%
영천	6	1.5%
청도	4	1.0%
Other values (102)	226	56.5%

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	0.998	0.519	0.730	0.927	0.605	0.460	0.545	0.442	0.616	1.000
지점	1.000	1.000	0.000	1.000	1.000	1.000	1.000	0.878	0.824	0.906	0.857	0.871	1.000
방향	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
측정구간	0.998	1.000	0.000	1.000	0.987	1.000	1.000	0.846	0.836	0.895	0.851	0.839	1.000
연장((km))	0.519	1.000	0.000	0.987	1.000	0.537	0.662	0.000	0.000	0.000	0.000	0.000	0.992
좌표위치위도((°))	0.730	1.000	0.000	1.000	0.537	1.000	0.780	0.255	0.000	0.075	0.000	0.000	1.000
좌표위치경도((°))	0.927	1.000	0.000	1.000	0.662	0.780	1.000	0.445	0.099	0.280	0.160	0.218	1.000
co((g/km))	0.605	0.878	0.000	0.846	0.000	0.255	0.445	1.000	0.851	0.893	0.869	0.995	0.859
nox((g/km))	0.460	0.824	0.000	0.836	0.000	0.000	0.099	0.851	1.000	0.973	0.989	0.878	0.834
hc((g/km))	0.545	0.906	0.000	0.895	0.000	0.075	0.280	0.893	0.973	1.000	0.979	0.913	0.908
pm((g/km))	0.442	0.857	0.000	0.851	0.000	0.000	0.160	0.869	0.989	0.979	1.000	0.891	0.864
co2((g/km))	0.616	0.871	0.000	0.839	0.000	0.000	0.218	0.995	0.878	0.913	0.891	1.000	0.853
주소	1.000	1.000	0.000	1.000	0.992	1.000	1.000	0.859	0.834	0.908	0.864	0.853	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	-0.088	-0.039	0.310	-0.290	-0.290	-0.296	-0.284	-0.287	0.000	0.744	0.753
연장((km))	-0.088	1.000	0.024	-0.076	-0.095	-0.079	-0.081	-0.050	-0.090	0.000	0.673	0.695
좌표위치위도((°))	-0.039	0.024	1.000	-0.175	-0.143	-0.131	-0.114	-0.107	-0.157	0.000	0.760	0.753
좌표위치경도((°))	0.310	-0.076	-0.175	1.000	0.198	0.190	0.170	0.132	0.216	0.000	0.760	0.753
co((g/km))	-0.290	-0.095	-0.143	0.198	1.000	0.984	0.988	0.975	0.996	0.000	0.363	0.373
nox((g/km))	-0.290	-0.079	-0.131	0.190	0.984	1.000	0.997	0.989	0.982	0.000	0.361	0.357
hc((g/km))	-0.296	-0.081	-0.114	0.170	0.988	0.997	1.000	0.987	0.982	0.000	0.441	0.461
pm((g/km))	-0.284	-0.050	-0.107	0.132	0.975	0.989	0.987	1.000	0.975	0.000	0.378	0.393
co2((g/km))	-0.287	-0.090	-0.157	0.216	0.996	0.982	0.982	0.975	1.000	0.000	0.354	0.365
방향	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000
측정구간	0.744	0.673	0.760	0.760	0.363	0.361	0.441	0.378	0.354	0.000	1.000	0.990
주소	0.753	0.695	0.753	0.753	0.373	0.357	0.461	0.393	0.365	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	20210601	36.07278	128.08611	9.85	5.89	0.96	0.4	2383.94	경북 김천 구성 하강
1	2	건기연	[0314-0]	2	구성-김천	11.4	20210601	36.07278	128.08611	10.46	5.85	0.99	0.27	2511.38	경북 김천 구성 하강
2	3	건기연	[0317-0]	1	공성-상주	11.9	20210601	36.35299	128.13935	43.58	39.78	6.13	2.96	9842.83	경북 상주 청리 원장
3	4	건기연	[0317-0]	2	공성-상주	11.9	20210601	36.35299	128.13935	28.5	22.32	3.28	1.74	7256.14	경북 상주 청리 원장
4	5	건기연	[0318-0]	1	상주-함창	14.4	20210601	36.50552	128.16946	75.73	83.62	12.3	6.13	17489.43	경북 상주 외서 연봉
5	6	건기연	[0318-0]	2	상주-함창	14.4	20210601	36.50552	128.16946	81.26	91.79	13.5	7.4	18786.18	경북 상주 외서 연봉
6	7	건기연	[0323-2]	1	문경-연풍	8.7	20210601	36.73871	128.08594	19.91	19.63	3.07	1.35	4439.03	경북 문경 문경 진안
7	8	건기연	[0323-2]	2	문경-연풍	8.7	20210601	36.73871	128.08594	20.38	24.98	3.75	1.72	4515.0	경북 문경 문경 진안
8	9	건기연	[0410-2]	1	추풍령-김천	1.8	20210601	36.14659	128.02544	8.33	5.74	0.77	0.42	2336.78	경북 김천 봉산 태화
9	10	건기연	[0410-2]	2	추풍령-김천	1.8	20210601	36.14659	128.02544	10.85	6.58	0.99	0.39	2908.22	경북 김천 봉산 태화

	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	[3109-1]	1	죽장-부남	20.6	20210601	36.2488	129.04049	0.52	0.28	0.04	0.0	138.68	경북 청송 현동 눌인
91	92	건기연	[3109-1]	2	죽장-부남	20.6	20210601	36.2488	129.04049	2.43	1.66	0.22	0.13	688.53	경북 청송 현동 눌인
92	93	건기연	[3113-1]	1	진보-석보	6.0	20210601	36.59556	129.08611	13.22	8.3	1.32	0.68	3210.45	경북 영양 입암 신구
93	94	건기연	[3113-1]	2	진보-석보	6.0	20210601	36.59556	129.08611	11.19	6.62	1.08	0.41	2696.93	경북 영양 입암 신구
94	95	건기연	[3116-1]	1	녹동-영양	26.7	20210601	36.86368	129.01248	1.73	1.23	0.18	0.13	457.29	경북 봉화 소천 서천
95	96	건기연	[3116-1]	2	녹동-영양	26.7	20210601	36.86368	129.01248	0.0	0.0	0.0	0.0	0.0	경북 봉화 소천 서천
96	97	건기연	[3307-1]	1	고령-수륜	12.9	20210601	35.80817	128.23039	4.68	3.5	0.47	0.4	1302.67	경북 성주 수륜 계정
97	98	건기연	[3307-1]	2	고령-수륜	12.9	20210601	35.80817	128.23039	1.78	1.33	0.18	0.14	462.92	경북 성주 수륜 계정
98	99	건기연	[3310-0]	1	성주-왜관	6.7	20210601	35.97485	128.37682	43.8	31.89	5.0	2.71	10463.51	경북 칠곡 기산 영
99	100	건기연	[3310-0]	2	성주-왜관	6.7	20210601	35.97485	128.37682	31.95	26.41	3.81	2.38	8062.68	경북 칠곡 기산 영

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