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	4
Text	3

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
`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 unique values	Unique
`nox((g/km))` has unique values	Unique
`hc((g/km))` has unique values	Unique
`co2((g/km))` has unique values	Unique

Reproduction

Analysis started	2024-04-16 09:20:38.672011
Analysis finished	2024-04-16 09:20:46.222819
Duration	7.55 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

기본키
Real number (ℝ)

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	[0527-2]
4th row	[0527-2]
5th row	[0529-0]

Value	Count	Frequency (%)
0526-3	2	2.0%
4217-1	2	2.0%
4710-0	2	2.0%
3811-0	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%
Other values (40)	80	80.0%

Most occurring characters

Value	Count	Frequency (%)
0	104	13.0%
1	104	13.0%
[	100	12.5%
-	100	12.5%
]	100	12.5%
3	64	8.0%
2	60	7.5%
4	56	7.0%
6	32	4.0%
5	28	3.5%
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	104	20.8%
1	104	20.8%
3	64	12.8%
2	60	12.0%
4	56	11.2%
6	32	6.4%
5	28	5.6%
7	24	4.8%
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	104	13.0%
1	104	13.0%
[	100	12.5%
-	100	12.5%
]	100	12.5%
3	64	8.0%
2	60	7.5%
4	56	7.0%
6	32	4.0%
5	28	3.5%
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	104	13.0%
1	104	13.0%
[	100	12.5%
-	100	12.5%
]	100	12.5%
3	64	8.0%
2	60	7.5%
4	56	7.0%
6	32	4.0%
5	28	3.5%
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
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	원주-횡성
4th row	원주-횡성
5th row	공근-동산

Value	Count	Frequency (%)
원주-소초	2	2.0%
임계-나안	2	2.0%
이동-근남	2	2.0%
쌍용-남	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%
Other values (40)	80	80.0%

Most occurring characters

Value	Count	Frequency (%)
-	100	19.3%
천	22	4.2%
동	18	3.5%
주	16	3.1%
계	14	2.7%
남	12	2.3%
진	12	2.3%
문	12	2.3%
평	12	2.3%
성	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	22	5.3%
동	18	4.3%
주	16	3.9%
계	14	3.4%
남	12	2.9%
진	12	2.9%
문	12	2.9%
평	12	2.9%
성	10	2.4%
원	10	2.4%
Other values (77)	276	66.7%

Uppercase Letter

Value	Count	Frequency (%)
I	2	50.0%
C	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	22	5.3%
동	18	4.3%
주	16	3.9%
계	14	3.4%
남	12	2.9%
진	12	2.9%
문	12	2.9%
평	12	2.9%
성	10	2.4%
원	10	2.4%
Other values (77)	276	66.7%

Latin

Value	Count	Frequency (%)
I	2	50.0%
C	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%
I	2	1.9%
C	2	1.9%

Hangul

Value	Count	Frequency (%)
천	22	5.3%
동	18	4.3%
주	16	3.9%
계	14	3.4%
남	12	2.9%
진	12	2.9%
문	12	2.9%
평	12	2.9%
성	10	2.4%
원	10	2.4%
Other values (77)	276	66.7%

연장((km))
Real number (ℝ)

Distinct	45
Distinct (%)	45.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.964

Minimum	0.4
Maximum	27
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0.4
5-th percentile	2.3
Q1	4.8
median	8.85
Q3	13.2
95-th percentile	23
Maximum	27
Range	26.6
Interquartile range (IQR)	8.4

Descriptive statistics

Standard deviation	6.2207785
Coefficient of variation (CV)	0.62432542
Kurtosis	0.29974282
Mean	9.964
Median Absolute Deviation (MAD)	4.2
Skewness	0.82938696
Sum	996.4
Variance	38.698085
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
8.0	4	4.0%
12.0	4	4.0%
3.5	4	4.0%
8.8	4	4.0%
7.2	4	4.0%
18.0	2	2.0%
6.5	2	2.0%
14.4	2	2.0%
3.8	2	2.0%
5.9	2	2.0%
Other values (35)	70	70.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.4	2	2.0%
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%

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%
16.1	2	2.0%
15.3	2	2.0%
14.4	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

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)

Distinct	50
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	37.689222

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	37.65705
Q3	38.02855
95-th percentile	38.23094
Maximum	38.38086
Range	1.29498
Interquartile range (IQR)	0.62112

Descriptive statistics

Standard deviation	0.35341543
Coefficient of variation (CV)	0.0093770954
Kurtosis	-1.235264
Mean	37.689222
Median Absolute Deviation (MAD)	0.30844
Skewness	0.15991261
Sum	3768.9222
Variance	0.12490246
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37.3551	2	2.0%
37.68024	2	2.0%
37.21543	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%
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)

Distinct	50
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	128.26203

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	127.89528
median	128.19891
Q3	128.64197
95-th percentile	129.07044
Maximum	129.20253
Range	1.85195
Interquartile range (IQR)	0.74669

Descriptive statistics

Standard deviation	0.47700078
Coefficient of variation (CV)	0.0037189555
Kurtosis	-0.90540608
Mean	128.26203
Median Absolute Deviation (MAD)	0.34817
Skewness	0.14262684
Sum	12826.203
Variance	0.22752975
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
127.99487	2	2.0%
127.86266	2	2.0%
128.64197	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%
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%
127.62463	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%
127.83787	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	1631.7402

Minimum	181.28
Maximum	5281.42
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	181.28
5-th percentile	274.6975
Q1	512.99
median	977.385
Q3	2360.4
95-th percentile	4697.8595
Maximum	5281.42
Range	5100.14
Interquartile range (IQR)	1847.41

Descriptive statistics

Standard deviation	1419.9089
Coefficient of variation (CV)	0.87018076
Kurtosis	0.12882129
Mean	1631.7402
Median Absolute Deviation (MAD)	622.35
Skewness	1.1035598
Sum	163174.02
Variance	2016141.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2252.92	1	1.0%
4601.66	1	1.0%
717.31	1	1.0%
725.69	1	1.0%
601.34	1	1.0%
907.68	1	1.0%
897.13	1	1.0%
482.91	1	1.0%
443.46	1	1.0%
1033.73	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
181.28	1	1.0%
194.41	1	1.0%
236.72	1	1.0%
269.06	1	1.0%
273.7	1	1.0%
274.75	1	1.0%
311.38	1	1.0%
314.59	1	1.0%
330.8	1	1.0%
379.27	1	1.0%

Value	Count	Frequency (%)
5281.42	1	1.0%
5178.33	1	1.0%
4967.3	1	1.0%
4863.46	1	1.0%
4805.2	1	1.0%
4692.21	1	1.0%
4601.66	1	1.0%
4498.56	1	1.0%
4380.86	1	1.0%
4332.19	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	1378.3906

Minimum	172.93
Maximum	6712.31
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	172.93
5-th percentile	263.3245
Q1	484.9025
median	977.76
Q3	1855.74
95-th percentile	3890.805
Maximum	6712.31
Range	6539.38
Interquartile range (IQR)	1370.8375

Descriptive statistics

Standard deviation	1248.4971
Coefficient of variation (CV)	0.90576439
Kurtosis	2.747745
Mean	1378.3906
Median Absolute Deviation (MAD)	577.61
Skewness	1.5883888
Sum	137839.06
Variance	1558745.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1578.8	1	1.0%
4433.02	1	1.0%
522.48	1	1.0%
1059.53	1	1.0%
626.89	1	1.0%
629.45	1	1.0%
643.08	1	1.0%
432.53	1	1.0%
477.86	1	1.0%
877.91	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
172.93	1	1.0%
190.54	1	1.0%
192.13	1	1.0%
223.11	1	1.0%
247.45	1	1.0%
264.16	1	1.0%
265.71	1	1.0%
279.52	1	1.0%
280.07	1	1.0%
287.36	1	1.0%

Value	Count	Frequency (%)
6712.31	1	1.0%
4433.02	1	1.0%
4322.72	1	1.0%
4226.55	1	1.0%
4016.11	1	1.0%
3884.21	1	1.0%
3859.97	1	1.0%
3796.17	1	1.0%
3532.39	1	1.0%
3432.38	1	1.0%

hc((g/km))
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	100
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	178.8147

Minimum	21.76
Maximum	773.85
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	21.76
5-th percentile	33.623
Q1	64.0425
median	120.17
Q3	239.775
95-th percentile	513.495
Maximum	773.85
Range	752.09
Interquartile range (IQR)	175.7325

Descriptive statistics

Standard deviation	156.77144
Coefficient of variation (CV)	0.8767257
Kurtosis	1.5493053
Mean	178.8147
Median Absolute Deviation (MAD)	74.765
Skewness	1.3869068
Sum	17881.47
Variance	24577.285
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
226.6	1	1.0%
527.95	1	1.0%
72.38	1	1.0%
103.16	1	1.0%
85.12	1	1.0%
86.6	1	1.0%
88.55	1	1.0%
50.72	1	1.0%
62.88	1	1.0%
119.65	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21.76	1	1.0%
26.57	1	1.0%
26.95	1	1.0%
29.88	1	1.0%
33.11	1	1.0%
33.65	1	1.0%
34.6	1	1.0%
34.97	1	1.0%
37.84	1	1.0%
39.77	1	1.0%

Value	Count	Frequency (%)
773.85	1	1.0%
574.1	1	1.0%
527.95	1	1.0%
519.35	1	1.0%
514.54	1	1.0%
513.44	1	1.0%
509.79	1	1.0%
480.25	1	1.0%
456.23	1	1.0%
444.6	1	1.0%

pm((g/km))
Real number (ℝ)

HIGH CORRELATION

Distinct	98
Distinct (%)	98.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	68.4839

Minimum	3.5
Maximum	396.45
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	3.5
5-th percentile	15.0425
Q1	29.6475
median	46.155
Q3	89.7
95-th percentile	169.6215
Maximum	396.45
Range	392.95
Interquartile range (IQR)	60.0525

Descriptive statistics

Standard deviation	60.222752
Coefficient of variation (CV)	0.87937095
Kurtosis	8.4496302
Mean	68.4839
Median Absolute Deviation (MAD)	24.21
Skewness	2.3295919
Sum	6848.39
Variance	3626.7799
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
22.38	2	2.0%
17.69	2	2.0%
142.33	1	1.0%
32.08	1	1.0%
64.22	1	1.0%
37.4	1	1.0%
32.14	1	1.0%
33.82	1	1.0%
29.78	1	1.0%
30.92	1	1.0%
Other values (88)	88	88.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.5	1	1.0%
4.5	1	1.0%
12.46	1	1.0%
12.87	1	1.0%
13.0	1	1.0%
15.15	1	1.0%
17.05	1	1.0%
17.17	1	1.0%
17.28	1	1.0%
17.55	1	1.0%

Value	Count	Frequency (%)
396.45	1	1.0%
247.8	1	1.0%
212.72	1	1.0%
204.35	1	1.0%
182.76	1	1.0%
168.93	1	1.0%
153.92	1	1.0%
145.55	1	1.0%
143.3	1	1.0%
142.33	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	416153.18

Minimum	43347.86
Maximum	1366146.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	43347.86
5-th percentile	68984.043
Q1	129985.11
median	243376.7
Q3	609184.04
95-th percentile	1210467.9
Maximum	1366146.1
Range	1322798.2
Interquartile range (IQR)	479198.93

Descriptive statistics

Standard deviation	362684.07
Coefficient of variation (CV)	0.87151579
Kurtosis	0.13480366
Mean	416153.18
Median Absolute Deviation (MAD)	157275.01
Skewness	1.09958
Sum	41615318
Variance	1.3153973 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
583347.19	1	1.0%
1153375.98	1	1.0%
186383.77	1	1.0%
207276.64	1	1.0%
144190.5	1	1.0%
237402.66	1	1.0%
233344.56	1	1.0%
131013.7	1	1.0%
106432.14	1	1.0%
260970.92	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
43347.86	1	1.0%
49913.53	1	1.0%
56696.02	1	1.0%
62527.24	1	1.0%
67710.15	1	1.0%
69051.09	1	1.0%
81960.38	1	1.0%
82352.73	1	1.0%
85341.02	1	1.0%
97333.76	1	1.0%

Value	Count	Frequency (%)
1366146.08	1	1.0%
1313944.25	1	1.0%
1277088.44	1	1.0%
1243466.75	1	1.0%
1224941.41	1	1.0%
1209706.18	1	1.0%
1168307.61	1	1.0%
1153375.98	1	1.0%
1125607.4	1	1.0%
1041666.88	1	1.0%

주소
Text

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

Length

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

Characters and Unicode

Total characters	1070
Distinct characters	106
Distinct categories	2 ?
Distinct scripts	2 ?
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	강원 원주 봉산
2nd row	강원 원주 봉산
3rd row	강원 원주 소초 장양
4th row	강원 원주 소초 장양
5th row	강원 홍천 홍천 삼마치

Value	Count	Frequency (%)
강원	100	25.4%
인제	14	3.6%
홍천	12	3.0%
횡성	12	3.0%
원주	10	2.5%
정선	10	2.5%
춘천	8	2.0%
남	8	2.0%
영월	8	2.0%
강릉	8	2.0%
Other values (85)	204	51.8%

Most occurring characters

Value	Count	Frequency (%)
	294	27.5%
원	126	11.8%
강	110	10.3%
천	22	2.1%
동	22	2.1%
평	16	1.5%
성	16	1.5%
양	16	1.5%
남	14	1.3%
인	14	1.3%
Other values (96)	420	39.3%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	776	72.5%
Space Separator	294	27.5%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
원	126	16.2%
강	110	14.2%
천	22	2.8%
동	22	2.8%
평	16	2.1%
성	16	2.1%
양	16	2.1%
남	14	1.8%
인	14	1.8%
제	14	1.8%
Other values (95)	406	52.3%

Space Separator

Value	Count	Frequency (%)
	294	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	776	72.5%
Common	294	27.5%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
원	126	16.2%
강	110	14.2%
천	22	2.8%
동	22	2.8%
평	16	2.1%
성	16	2.1%
양	16	2.1%
남	14	1.8%
인	14	1.8%
제	14	1.8%
Other values (95)	406	52.3%

Common

Value	Count	Frequency (%)
	294	100.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	776	72.5%
ASCII	294	27.5%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	294	100.0%

Hangul

Value	Count	Frequency (%)
원	126	16.2%
강	110	14.2%
천	22	2.8%
동	22	2.8%
평	16	2.1%
성	16	2.1%
양	16	2.1%
남	14	1.8%
인	14	1.8%
제	14	1.8%
Other values (95)	406	52.3%

Phik (φk)
Auto

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	0.583	0.880	0.834	0.599	0.462	0.432	0.445	0.566	1.000
지점	1.000	1.000	0.000	1.000	1.000	1.000	1.000	0.908	0.868	0.883	0.824	0.908	1.000
방향	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.093	0.092	0.000
측정구간	1.000	1.000	0.000	1.000	1.000	1.000	1.000	0.908	0.868	0.883	0.824	0.908	1.000
연장((km))	0.583	1.000	0.000	1.000	1.000	0.621	0.612	0.301	0.178	0.382	0.296	0.292	1.000
좌표위치위도((°))	0.880	1.000	0.000	1.000	0.621	1.000	0.800	0.419	0.386	0.424	0.344	0.388	1.000
좌표위치경도((°))	0.834	1.000	0.000	1.000	0.612	0.800	1.000	0.247	0.236	0.421	0.154	0.456	1.000
co((g/km))	0.599	0.908	0.000	0.908	0.301	0.419	0.247	1.000	0.879	0.877	0.809	0.998	0.908
nox((g/km))	0.462	0.868	0.000	0.868	0.178	0.386	0.236	0.879	1.000	0.936	0.972	0.887	0.868
hc((g/km))	0.432	0.883	0.000	0.883	0.382	0.424	0.421	0.877	0.936	1.000	0.877	0.888	0.883
pm((g/km))	0.445	0.824	0.093	0.824	0.296	0.344	0.154	0.809	0.972	0.877	1.000	0.804	0.824
co2((g/km))	0.566	0.908	0.092	0.908	0.292	0.388	0.456	0.998	0.887	0.888	0.804	1.000	0.908
주소	1.000	1.000	0.000	1.000	1.000	1.000	1.000	0.908	0.868	0.883	0.824	0.908	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
기본키	1.000	0.173	0.339	-0.032	-0.023	-0.034	-0.062	-0.024	-0.017	0.000
연장((km))	0.173	1.000	0.124	0.209	-0.209	-0.238	-0.227	-0.310	-0.209	0.000
좌표위치위도((°))	0.339	0.124	1.000	-0.390	-0.253	-0.305	-0.317	-0.283	-0.244	0.000
좌표위치경도((°))	-0.032	0.209	-0.390	1.000	-0.061	-0.033	-0.016	-0.078	-0.068	0.000
co((g/km))	-0.023	-0.209	-0.253	-0.061	1.000	0.973	0.979	0.931	0.998	0.000
nox((g/km))	-0.034	-0.238	-0.305	-0.033	0.973	1.000	0.993	0.973	0.964	0.000
hc((g/km))	-0.062	-0.227	-0.317	-0.016	0.979	0.993	1.000	0.958	0.968	0.000
pm((g/km))	-0.024	-0.310	-0.283	-0.078	0.931	0.973	0.958	1.000	0.921	0.062
co2((g/km))	-0.017	-0.209	-0.244	-0.068	0.998	0.964	0.968	0.921	1.000	0.071
방향	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.062	0.071	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	20210301	37.3551	127.99487	2252.92	1578.8	226.6	72.6	583347.19	강원 원주 봉산
1	2	건기연	[0526-3]	2	원주-소초	4.8	20210301	37.3551	127.99487	2357.01	1633.93	234.1	74.79	611663.16	강원 원주 봉산
2	3	건기연	[0527-2]	1	원주-횡성	0.4	20210301	37.42063	127.96319	3080.94	2623.23	328.34	130.89	786612.33	강원 원주 소초 장양
3	4	건기연	[0527-2]	2	원주-횡성	0.4	20210301	37.42063	127.96319	3140.12	2919.84	345.23	141.5	813680.38	강원 원주 소초 장양
4	5	건기연	[0529-0]	1	공근-동산	12.0	20210301	37.62539	127.89528	1257.89	1229.56	151.44	57.97	312045.88	강원 홍천 홍천 삼마치
5	6	건기연	[0529-0]	2	공근-동산	12.0	20210301	37.62539	127.89528	1107.41	1072.0	128.97	56.02	277239.67	강원 홍천 홍천 삼마치
6	7	건기연	[0530-0]	1	횡성-춘천	13.3	20210301	37.73176	127.83787	1008.62	992.92	127.2	60.26	249350.74	강원 홍천 북방 부사원
7	8	건기연	[0530-0]	2	횡성-춘천	13.3	20210301	37.73176	127.83787	946.15	962.6	120.69	59.22	233170.42	강원 홍천 북방 부사원
8	9	건기연	[0531-2]	1	동내-천전	7.5	20210301	37.86064	127.77663	4054.22	3075.1	417.32	130.37	1041666.88	강원 춘천 동내 거두
9	10	건기연	[0531-2]	2	동내-천전	7.5	20210301	37.86064	127.77663	4498.56	3122.51	444.43	143.3	1168307.61	강원 춘천 동내 거두

	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	[4613-0]	1	양구-신남	4.0	20210301	38.08778	128.04511	181.28	223.11	26.57	17.28	43347.86	강원 양구 남 청
91	92	건기연	[4613-0]	2	양구-신남	4.0	20210301	38.08778	128.04511	194.41	190.54	21.76	17.55	49913.53	강원 양구 남 청
92	93	건기연	[4616-0]	1	진부령-거진	11.0	20210301	38.38086	128.4445	704.95	545.91	71.12	34.8	183059.51	강원 고성 간성 교동
93	94	건기연	[4616-0]	2	진부령-거진	11.0	20210301	38.38086	128.4445	854.34	641.25	86.22	35.28	221345.29	강원 고성 간성 교동
94	95	건기연	[4617-0]	1	북-외가평	12.1	20210301	38.19136	128.31785	1323.0	1139.02	138.07	53.04	338418.08	강원 인제 북 용대
95	96	건기연	[4617-0]	2	북-외가평	12.1	20210301	38.19136	128.31785	2651.26	1915.32	282.91	76.9	619807.75	강원 인제 북 용대
96	97	건기연	[4710-0]	1	이동-근남	9.0	20210301	38.18502	127.41894	666.04	647.02	71.54	41.81	170161.94	강원 철원 서 자등
97	98	건기연	[4710-0]	2	이동-근남	9.0	20210301	38.18502	127.41894	660.54	633.82	70.56	40.47	168929.07	강원 철원 서 자등
98	99	건기연	[5601-2]	1	김화-근남	2.4	20210301	38.25247	127.47033	269.06	264.16	33.11	23.22	67710.15	강원 철원 근남 사곡
99	100	건기연	[5601-2]	2	김화-근남	2.4	20210301	38.25247	127.47033	273.7	265.71	33.65	24.76	69051.09	강원 철원 근남 사곡

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)

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Space Separator

Most occurring scripts

Most frequent character per script

Hangul

Common

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Interactions

Correlations

Missing values

Sample