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	5
Text	2

Dataset

Description	샘플 데이터
Author	노바코스
URL	https://www.bigdata-environment.kr/user/data_market/detail.do?id=72510290-4b3e-11ec-a070-ab81432fd4e1

Alerts

`도로종류` has constant value ""	Constant
`측정일` has constant value ""	Constant
`측정시간` has constant value ""	Constant
`기본키` is highly overall correlated with `주소`	High correlation
`연장((km))` is highly overall correlated with `주소`	High correlation
`좌표위치위도((°))` is highly overall correlated with `주소`	High correlation
`좌표위치경도((°))` is highly overall correlated with `주소`	High correlation
`co((g/km))` is highly overall correlated with `nox((g/km))` and 4 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 4 other fields	High correlation
`주소` is highly overall correlated with `기본키` and 5 other fields	High correlation
`기본키` has unique values	Unique
`co((g/km))` has unique values	Unique
`nox((g/km))` has unique values	Unique
`co2((g/km))` has unique values	Unique

Reproduction

Analysis started	2024-04-16 09:20:24.184602
Analysis finished	2024-04-16 09:20:32.328089
Duration	8.14 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	[0526-3]
2nd row	[0526-3]
3rd row	[0529-0]
4th row	[0529-0]
5th row	[0530-0]

Value	Count	Frequency (%)
0526-3	2	2.0%
4313-0	2	2.0%
5601-2	2	2.0%
3813-1	2	2.0%
3814-0	2	2.0%
3818-0	2	2.0%
4209-1	2	2.0%
4209-2	2	2.0%
4212-1	2	2.0%
4213-1	2	2.0%
Other values (40)	80	80.0%

Most occurring characters

Value	Count	Frequency (%)
0	106	13.2%
1	104	13.0%
[	100	12.5%
-	100	12.5%
]	100	12.5%
3	64	8.0%
2	58	7.2%
4	56	7.0%
6	34	4.2%
5	28	3.5%
Other values (3)	50	6.2%

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	106	21.2%
1	104	20.8%
3	64	12.8%
2	58	11.6%
4	56	11.2%
6	34	6.8%
5	28	5.6%
7	22	4.4%
8	18	3.6%
9	10	2.0%

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	106	13.2%
1	104	13.0%
[	100	12.5%
-	100	12.5%
]	100	12.5%
3	64	8.0%
2	58	7.2%
4	56	7.0%
6	34	4.2%
5	28	3.5%
Other values (3)	50	6.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	800	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	106	13.2%
1	104	13.0%
[	100	12.5%
-	100	12.5%
]	100	12.5%
3	64	8.0%
2	58	7.2%
4	56	7.0%
6	34	4.2%
5	28	3.5%
Other values (3)	50	6.2%

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
Text

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

Length

Max length	8
Median length	5
Mean length	5.18
Min length	4

Characters and Unicode

Total characters	518
Distinct characters	90
Distinct categories	3 ?
Distinct scripts	3 ?
Distinct blocks	2 ?

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	원주-소초
2nd row	원주-소초
3rd row	공근-동산
4th row	공근-동산
5th row	횡성-춘천

Value	Count	Frequency (%)
원주-소초	2	2.0%
문혜-김화	2	2.0%
김화-근남	2	2.0%
신동-사북	2	2.0%
남-사북	2	2.0%
도계-고천	2	2.0%
원주-새말	2	2.0%
문막-원주	2	2.0%
안흥-운교	2	2.0%
노론-용탄	2	2.0%
Other values (40)	80	80.0%

Most occurring characters

Value	Count	Frequency (%)
-	100	19.3%
천	24	4.6%
동	18	3.5%
주	14	2.7%
계	14	2.7%
진	12	2.3%
문	12	2.3%
평	12	2.3%
남	12	2.3%
사	10	1.9%
Other values (80)	290	56.0%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	414	79.9%
Dash Punctuation	100	19.3%
Uppercase Letter	4	0.8%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
천	24	5.8%
동	18	4.3%
주	14	3.4%
계	14	3.4%
진	12	2.9%
문	12	2.9%
평	12	2.9%
남	12	2.9%
사	10	2.4%
화	10	2.4%
Other values (77)	276	66.7%

Uppercase Letter

Value	Count	Frequency (%)
C	2	50.0%
I	2	50.0%

Dash Punctuation

Value	Count	Frequency (%)
-	100	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	414	79.9%
Common	100	19.3%
Latin	4	0.8%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
천	24	5.8%
동	18	4.3%
주	14	3.4%
계	14	3.4%
진	12	2.9%
문	12	2.9%
평	12	2.9%
남	12	2.9%
사	10	2.4%
화	10	2.4%
Other values (77)	276	66.7%

Latin

Value	Count	Frequency (%)
C	2	50.0%
I	2	50.0%

Common

Value	Count	Frequency (%)
-	100	100.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	414	79.9%
ASCII	104	20.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
-	100	96.2%
C	2	1.9%
I	2	1.9%

Hangul

Value	Count	Frequency (%)
천	24	5.8%
동	18	4.3%
주	14	3.4%
계	14	3.4%
진	12	2.9%
문	12	2.9%
평	12	2.9%
남	12	2.9%
사	10	2.4%
화	10	2.4%
Other values (77)	276	66.7%

연장((km))
Real number (ℝ)

HIGH CORRELATION

Distinct	45
Distinct (%)	45.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.284

Minimum	2
Maximum	27
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	2
5-th percentile	2.4
Q1	5.7
median	8.95
Q3	13.3
95-th percentile	23
Maximum	27
Range	25
Interquartile range (IQR)	7.6

Descriptive statistics

Standard deviation	6.1305448
Coefficient of variation (CV)	0.59612454
Kurtosis	0.20968578
Mean	10.284
Median Absolute Deviation (MAD)	4.2
Skewness	0.80873663
Sum	1028.4
Variance	37.58358
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
7.2	4	4.0%
12.0	4	4.0%
3.5	4	4.0%
8.0	4	4.0%
8.8	4	4.0%
4.8	2	2.0%
14.4	2	2.0%
3.8	2	2.0%
5.9	2	2.0%
16.1	2	2.0%
Other values (35)	70	70.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.0	2	2.0%
2.3	2	2.0%
2.4	2	2.0%
2.6	2	2.0%
2.9	2	2.0%
3.5	4	4.0%
3.6	2	2.0%
3.8	2	2.0%
4.0	2	2.0%
4.4	2	2.0%

Value	Count	Frequency (%)
27.0	2	2.0%
24.7	2	2.0%
23.0	2	2.0%
22.7	2	2.0%
18.1	2	2.0%
18.0	2	2.0%
17.4	2	2.0%
16.4	2	2.0%
16.1	2	2.0%
15.3	2	2.0%

측정일
Categorical

CONSTANT

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

20210401	100

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	20210401
2nd row	20210401
3rd row	20210401
4th row	20210401
5th row	20210401

Common Values

Value	Count	Frequency (%)
20210401	100	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
20210401	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	37.701821

Minimum	37.08588
Maximum	38.38086
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	37.08588
5-th percentile	37.18732
Q1	37.40743
median	37.67506
Q3	38.04937
95-th percentile	38.23094
Maximum	38.38086
Range	1.29498
Interquartile range (IQR)	0.64194

Descriptive statistics

Standard deviation	0.35485589
Coefficient of variation (CV)	0.0094121684
Kurtosis	-1.2690701
Mean	37.701821
Median Absolute Deviation (MAD)	0.33918
Skewness	0.079947021
Sum	3770.1821
Variance	0.1259227
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37.3551	2	2.0%
37.83194	2	2.0%
37.25108	2	2.0%
37.30412	2	2.0%
37.40802	2	2.0%
37.32395	2	2.0%
37.4163	2	2.0%
37.32703	2	2.0%
37.4489	2	2.0%
37.48273	2	2.0%
Other values (40)	80	80.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
37.08588	2	2.0%
37.18474	2	2.0%
37.18732	2	2.0%
37.19159	2	2.0%
37.21543	2	2.0%
37.25108	2	2.0%
37.28643	2	2.0%
37.30412	2	2.0%
37.32395	2	2.0%
37.32703	2	2.0%

Value	Count	Frequency (%)
38.38086	2	2.0%
38.25247	2	2.0%
38.23094	2	2.0%
38.19136	2	2.0%
38.18502	2	2.0%
38.17869	2	2.0%
38.14989	2	2.0%
38.11527	2	2.0%
38.08778	2	2.0%
38.07373	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	128.25485

Minimum	127.35058
Maximum	129.20253
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	127.35058
5-th percentile	127.47033
Q1	127.86266
median	128.19891
Q3	128.64197
95-th percentile	129.07044
Maximum	129.20253
Range	1.85195
Interquartile range (IQR)	0.77931

Descriptive statistics

Standard deviation	0.48416528
Coefficient of variation (CV)	0.0037750251
Kurtosis	-0.95508247
Mean	128.25485
Median Absolute Deviation (MAD)	0.36049
Skewness	0.13492916
Sum	12825.485
Variance	0.23441602
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
127.99487	2	2.0%
128.01254	2	2.0%
128.7796	2	2.0%
129.07044	2	2.0%
127.99641	2	2.0%
127.83897	2	2.0%
128.2034	2	2.0%
128.51597	2	2.0%
128.66017	2	2.0%
129.09293	2	2.0%
Other values (40)	80	80.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
127.35058	2	2.0%
127.41894	2	2.0%
127.47033	2	2.0%
127.60419	2	2.0%
127.62463	2	2.0%
127.63815	2	2.0%
127.67987	2	2.0%
127.77663	2	2.0%
127.81252	2	2.0%
127.81502	2	2.0%

Value	Count	Frequency (%)
129.20253	2	2.0%
129.09293	2	2.0%
129.07044	2	2.0%
129.02671	2	2.0%
128.98396	2	2.0%
128.84543	2	2.0%
128.84271	2	2.0%
128.83913	2	2.0%
128.81034	2	2.0%
128.79017	2	2.0%

co((g/km))
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	100
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2420.4145

Minimum	363.68
Maximum	9595.97
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	363.68
5-th percentile	417.1115
Q1	775.6425
median	1506.35
Q3	3363.415
95-th percentile	7159.519
Maximum	9595.97
Range	9232.29
Interquartile range (IQR)	2587.7725

Descriptive statistics

Standard deviation	2143.8448
Coefficient of variation (CV)	0.88573456
Kurtosis	1.4595773
Mean	2420.4145
Median Absolute Deviation (MAD)	1003.675
Skewness	1.39705
Sum	242041.45
Variance	4596070.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4760.27	1	1.0%
1167.16	1	1.0%
7158.4	1	1.0%
1590.06	1	1.0%
1640.8	1	1.0%
962.03	1	1.0%
776.91	1	1.0%
1401.26	1	1.0%
1422.64	1	1.0%
662.18	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
363.68	1	1.0%
377.73	1	1.0%
386.74	1	1.0%
401.86	1	1.0%
406.88	1	1.0%
417.65	1	1.0%
418.77	1	1.0%
501.11	1	1.0%
504.24	1	1.0%
517.22	1	1.0%

Value	Count	Frequency (%)
9595.97	1	1.0%
8959.09	1	1.0%
7747.54	1	1.0%
7572.7	1	1.0%
7180.78	1	1.0%
7158.4	1	1.0%
7088.87	1	1.0%
6909.22	1	1.0%
6205.35	1	1.0%
6003.61	1	1.0%

nox((g/km))
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	100
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2662.8698

Minimum	297.59
Maximum	10289.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	297.59
5-th percentile	527.815
Q1	810.785
median	1612.98
Q3	3899.27
95-th percentile	7526.2225
Maximum	10289.1
Range	9991.51
Interquartile range (IQR)	3088.485

Descriptive statistics

Standard deviation	2344.6279
Coefficient of variation (CV)	0.88048911
Kurtosis	1.5332133
Mean	2662.8698
Median Absolute Deviation (MAD)	1011.475
Skewness	1.3853116
Sum	266286.98
Variance	5497279.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3891.43	1	1.0%
1020.53	1	1.0%
7907.6	1	1.0%
1621.24	1	1.0%
1768.34	1	1.0%
1604.72	1	1.0%
1197.5	1	1.0%
1478.48	1	1.0%
1428.05	1	1.0%
887.39	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
297.59	1	1.0%
339.62	1	1.0%
371.34	1	1.0%
390.23	1	1.0%
449.25	1	1.0%
531.95	1	1.0%
535.62	1	1.0%
556.2	1	1.0%
586.35	1	1.0%
600.92	1	1.0%

Value	Count	Frequency (%)
10289.1	1	1.0%
9887.01	1	1.0%
9207.06	1	1.0%
9165.63	1	1.0%
7907.6	1	1.0%
7506.15	1	1.0%
6931.89	1	1.0%
6835.79	1	1.0%
6543.5	1	1.0%
6229.55	1	1.0%

hc((g/km))
Real number (ℝ)

HIGH CORRELATION

Distinct	99
Distinct (%)	99.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	346.9219

Minimum	42.34
Maximum	1332.25
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	42.34
5-th percentile	71.035
Q1	111.885
median	228.595
Q3	506.9225
95-th percentile	955.557
Maximum	1332.25
Range	1289.91
Interquartile range (IQR)	395.0375

Descriptive statistics

Standard deviation	294.36182
Coefficient of variation (CV)	0.84849592
Kurtosis	1.0298708
Mean	346.9219
Median Absolute Deviation (MAD)	144.8
Skewness	1.2497918
Sum	34692.19
Variance	86648.88
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
89.56	2	2.0%
552.86	1	1.0%
132.34	1	1.0%
955.29	1	1.0%
228.91	1	1.0%
243.54	1	1.0%
187.14	1	1.0%
150.6	1	1.0%
209.46	1	1.0%
201.09	1	1.0%
Other values (89)	89	89.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
42.34	1	1.0%
46.57	1	1.0%
47.55	1	1.0%
47.89	1	1.0%
63.15	1	1.0%
71.45	1	1.0%
76.33	1	1.0%
77.53	1	1.0%
80.06	1	1.0%
80.33	1	1.0%

Value	Count	Frequency (%)
1332.25	1	1.0%
1184.46	1	1.0%
1092.93	1	1.0%
1013.78	1	1.0%
960.63	1	1.0%
955.29	1	1.0%
940.95	1	1.0%
923.78	1	1.0%
901.6	1	1.0%
861.18	1	1.0%

pm((g/km))
Real number (ℝ)

HIGH CORRELATION

Distinct	97
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	172.5474

Minimum	17.51
Maximum	648.39
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	17.51
5-th percentile	38.247
Q1	66.435
median	113.52
Q3	238.14
95-th percentile	469.3725
Maximum	648.39
Range	630.88
Interquartile range (IQR)	171.705

Descriptive statistics

Standard deviation	142.98217
Coefficient of variation (CV)	0.82865444
Kurtosis	1.5348312
Mean	172.5474
Median Absolute Deviation (MAD)	69.11
Skewness	1.3739413
Sum	17254.74
Variance	20443.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
73.29	2	2.0%
104.37	2	2.0%
99.61	2	2.0%
261.13	1	1.0%
648.39	1	1.0%
121.42	1	1.0%
130.68	1	1.0%
74.57	1	1.0%
70.1	1	1.0%
53.41	1	1.0%
Other values (87)	87	87.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
17.51	1	1.0%
21.8	1	1.0%
23.54	1	1.0%
23.58	1	1.0%
29.45	1	1.0%
38.71	1	1.0%
41.7	1	1.0%
42.14	1	1.0%
42.3	1	1.0%
43.45	1	1.0%

Value	Count	Frequency (%)
648.39	1	1.0%
612.6	1	1.0%
571.72	1	1.0%
531.85	1	1.0%
514.83	1	1.0%
466.98	1	1.0%
461.71	1	1.0%
402.83	1	1.0%
388.44	1	1.0%
378.31	1	1.0%

co2((g/km))
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	100
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	595020.06

Minimum	83440.16
Maximum	2361100.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	83440.16
5-th percentile	104589.86
Q1	185872.68
median	364128.1
Q3	837240.62
95-th percentile	1791667.3
Maximum	2361100.1
Range	2277659.9
Interquartile range (IQR)	651367.93

Descriptive statistics

Standard deviation	537885.04
Coefficient of variation (CV)	0.90397799
Kurtosis	1.4332261
Mean	595020.06
Median Absolute Deviation (MAD)	241888.73
Skewness	1.4179372
Sum	59502006
Variance	2.8932032 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1208808.83	1	1.0%
295451.23	1	1.0%
1791364.81	1	1.0%
383634.59	1	1.0%
394370.11	1	1.0%
241073.43	1	1.0%
182026.42	1	1.0%
333542.67	1	1.0%
344621.62	1	1.0%
163940.75	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
83440.16	1	1.0%
89359.6	1	1.0%
89814.51	1	1.0%
91705.46	1	1.0%
94400.94	1	1.0%
105126.12	1	1.0%
105878.0	1	1.0%
106380.32	1	1.0%
121261.93	1	1.0%
123216.82	1	1.0%

Value	Count	Frequency (%)
2361100.09	1	1.0%
2230379.12	1	1.0%
1922391.51	1	1.0%
1903897.72	1	1.0%
1797414.23	1	1.0%
1791364.81	1	1.0%
1759865.9	1	1.0%
1717102.99	1	1.0%
1619397.93	1	1.0%
1578310.87	1	1.0%

주소
Categorical

HIGH CORRELATION

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

강원 춘천 사북 오탄	4
강원 정선 임계 봉산	2
강원 강릉 연곡 동덕	2
강원 홍천 북방 부사원	2
강원 춘천 동내 거두	2
Other values (44)	88

Length

Max length	12
Median length	11
Mean length	10.7
Min length	8

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	강원 원주 봉산
2nd row	강원 원주 봉산
3rd row	강원 홍천 홍천 삼마치
4th row	강원 홍천 홍천 삼마치
5th row	강원 홍천 북방 부사원

Common Values

Value	Count	Frequency (%)
강원 춘천 사북 오탄	4	4.0%
강원 정선 임계 봉산	2	2.0%
강원 강릉 연곡 동덕	2	2.0%
강원 홍천 북방 부사원	2	2.0%
강원 춘천 동내 거두	2	2.0%
강원 춘천 신북 용산	2	2.0%
강원 횡성 서원 유현	2	2.0%
강원 횡성 횡성 조곡	2	2.0%
강원 정선 용평 용전	2	2.0%
강원 강릉 연곡 송림	2	2.0%
Other values (39)	78	78.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
강원	100	25.4%
인제	14	3.6%
홍천	12	3.0%
횡성	12	3.0%
춘천	10	2.5%
정선	10	2.5%
원주	8	2.0%
강릉	8	2.0%
남	8	2.0%
평창	8	2.0%
Other values (84)	204	51.8%

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	0.614	0.879	0.746	0.593	0.579	0.522	0.597	0.712	0.998
지점	1.000	1.000	0.000	1.000	1.000	1.000	1.000	0.997	0.941	0.911	0.911	0.994	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	1.000	1.000	0.000	1.000	1.000	1.000	1.000	0.997	0.941	0.911	0.911	0.994	1.000
연장((km))	0.614	1.000	0.000	1.000	1.000	0.577	0.555	0.640	0.392	0.441	0.411	0.430	0.997
좌표위치위도((°))	0.879	1.000	0.000	1.000	0.577	1.000	0.793	0.596	0.550	0.450	0.362	0.705	1.000
좌표위치경도((°))	0.746	1.000	0.000	1.000	0.555	0.793	1.000	0.494	0.513	0.406	0.501	0.694	1.000
co((g/km))	0.593	0.997	0.000	0.997	0.640	0.596	0.494	1.000	0.870	0.883	0.842	0.985	0.997
nox((g/km))	0.579	0.941	0.000	0.941	0.392	0.550	0.513	0.870	1.000	0.973	0.984	0.940	0.931
hc((g/km))	0.522	0.911	0.000	0.911	0.441	0.450	0.406	0.883	0.973	1.000	0.967	0.955	0.901
pm((g/km))	0.597	0.911	0.000	0.911	0.411	0.362	0.501	0.842	0.984	0.967	1.000	0.940	0.894
co2((g/km))	0.712	0.994	0.000	0.994	0.430	0.705	0.694	0.985	0.940	0.955	0.940	1.000	0.987
주소	0.998	1.000	0.000	1.000	0.997	1.000	1.000	0.997	0.931	0.901	0.894	0.987	1.000

Heatmap
Table

	주소	방향
주소	1.000	0.000
방향	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	주소
기본키	1.000	0.161	0.359	-0.116	-0.074	-0.090	-0.104	-0.080	-0.064	0.000	0.736
연장((km))	0.161	1.000	0.129	0.146	-0.255	-0.240	-0.236	-0.257	-0.253	0.000	0.729
좌표위치위도((°))	0.359	0.129	1.000	-0.425	-0.246	-0.326	-0.321	-0.274	-0.233	0.000	0.753
좌표위치경도((°))	-0.116	0.146	-0.425	1.000	-0.073	0.011	0.002	-0.042	-0.086	0.000	0.753
co((g/km))	-0.074	-0.255	-0.246	-0.073	1.000	0.972	0.977	0.976	0.997	0.000	0.729
nox((g/km))	-0.090	-0.240	-0.326	0.011	0.972	1.000	0.995	0.990	0.966	0.000	0.495
hc((g/km))	-0.104	-0.236	-0.321	0.002	0.977	0.995	1.000	0.988	0.968	0.000	0.434
pm((g/km))	-0.080	-0.257	-0.274	-0.042	0.976	0.990	0.988	1.000	0.970	0.000	0.423
co2((g/km))	-0.064	-0.253	-0.233	-0.086	0.997	0.966	0.968	0.970	1.000	0.000	0.666
방향	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000
주소	0.736	0.729	0.753	0.753	0.729	0.495	0.434	0.423	0.666	0.000	1.000

Count
Matrix

A simple visualization of nullity by column.

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

First rows
Last rows

	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	[0526-3]	1	원주-소초	4.8	20210401	37.3551	127.99487	4760.27	3891.43	552.86	261.13	1208808.83	강원 원주 봉산
1	2	건기연	[0526-3]	2	원주-소초	4.8	20210401	37.3551	127.99487	4939.2	4112.07	581.84	276.16	1253023.19	강원 원주 봉산
2	3	건기연	[0529-0]	1	공근-동산	12.0	20210401	37.62539	127.89528	2586.84	2958.37	424.1	194.77	596998.76	강원 홍천 홍천 삼마치
3	4	건기연	[0529-0]	2	공근-동산	12.0	20210401	37.62539	127.89528	2291.14	2463.24	332.35	161.97	548226.4	강원 홍천 홍천 삼마치
4	5	건기연	[0530-0]	1	횡성-춘천	13.3	20210401	37.73176	127.83787	2111.13	2548.18	332.72	181.06	504807.77	강원 홍천 북방 부사원
5	6	건기연	[0530-0]	2	횡성-춘천	13.3	20210401	37.73176	127.83787	2175.05	2687.85	364.22	190.18	499200.9	강원 홍천 북방 부사원
6	7	건기연	[0531-2]	1	동내-천전	7.5	20210401	37.86064	127.77663	6909.22	6110.48	861.18	388.44	1717102.99	강원 춘천 동내 거두
7	8	건기연	[0531-2]	2	동내-천전	7.5	20210401	37.86064	127.77663	7088.87	6835.79	940.95	514.83	1759865.9	강원 춘천 동내 거두
8	9	건기연	[0532-0]	1	춘천-화천	3.6	20210401	37.96161	127.67987	1245.06	1318.35	172.14	105.62	303724.55	강원 춘천 신북 용산
9	10	건기연	[0532-0]	2	춘천-화천	3.6	20210401	37.96161	127.67987	980.37	1012.65	128.85	80.57	240253.91	강원 춘천 신북 용산

	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	[4616-0]	1	진부령-거진	11.0	20210401	38.38086	128.4445	1245.08	1265.12	170.93	90.56	307399.26	강원 고성 간성 교동
91	92	건기연	[4616-0]	2	진부령-거진	11.0	20210401	38.38086	128.4445	1192.6	1164.33	158.88	86.3	292929.29	강원 고성 간성 교동
92	93	건기연	[4617-0]	1	북-외가평	12.1	20210401	38.19136	128.31785	1838.27	2033.22	249.22	134.88	458257.88	강원 인제 북 용대
93	94	건기연	[4617-0]	2	북-외가평	12.1	20210401	38.19136	128.31785	1835.74	1946.32	249.93	129.1	455955.19	강원 인제 북 용대
94	95	건기연	[4710-0]	1	이동-근남	9.0	20210401	38.18502	127.41894	1020.82	1017.32	129.6	73.29	253269.56	강원 철원 서 자등
95	96	건기연	[4710-0]	2	이동-근남	9.0	20210401	38.18502	127.41894	995.33	993.12	125.41	72.4	247427.89	강원 철원 서 자등
96	97	건기연	[5601-2]	1	김화-근남	2.4	20210401	38.25247	127.47033	564.4	602.09	80.33	57.42	137610.07	강원 철원 근남 사곡
97	98	건기연	[5601-2]	2	김화-근남	2.4	20210401	38.25247	127.47033	504.24	531.95	71.45	50.57	123216.82	강원 철원 근남 사곡
98	99	건기연	[5602-0]	1	사내-화천	16.4	20210401	38.05058	127.60419	1102.13	1228.98	163.01	87.17	262341.29	강원 춘천 사북 오탄
99	100	건기연	[5602-0]	2	사내-화천	16.4	20210401	38.05058	127.60419	1095.88	1235.03	169.51	91.82	258678.98	강원 춘천 사북 오탄

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)

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Uppercase Letter

Dash Punctuation

Most occurring scripts

Most frequent character per script

Hangul

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Interactions

Correlations

Missing values

Sample