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 4 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 6 other fields	High correlation
`기본키` has unique values	Unique
`co((g/km))` has unique values	Unique
`nox((g/km))` has unique values	Unique
`pm((g/km))` has unique values	Unique
`co2((g/km))` has unique values	Unique

Reproduction

Analysis started	2024-04-16 09:20:52.230147
Analysis finished	2024-04-16 09:20:59.345098
Duration	7.11 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	[0527-2]
4th row	[0527-2]
5th row	[0529-0]

Value	Count	Frequency (%)
0526-3	2	2.0%
4313-0	2	2.0%
5602-0	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%
4213-1	2	2.0%
Other values (40)	80	80.0%

Most occurring characters

Value	Count	Frequency (%)
0	106	13.2%
1	102	12.8%
[	100	12.5%
-	100	12.5%
]	100	12.5%
3	64	8.0%
2	60	7.5%
4	52	6.5%
6	36	4.5%
5	30	3.8%
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	102	20.4%
3	64	12.8%
2	60	12.0%
4	52	10.4%
6	36	7.2%
5	30	6.0%
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	102	12.8%
[	100	12.5%
-	100	12.5%
]	100	12.5%
3	64	8.0%
2	60	7.5%
4	52	6.5%
6	36	4.5%
5	30	3.8%
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	102	12.8%
[	100	12.5%
-	100	12.5%
]	100	12.5%
3	64	8.0%
2	60	7.5%
4	52	6.5%
6	36	4.5%
5	30	3.8%
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	원주-횡성
4th row	원주-횡성
5th row	공근-동산

Value	Count	Frequency (%)
원주-소초	2	2.0%
문혜-김화	2	2.0%
사내-화천	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	26	5.0%
동	18	3.5%
주	16	3.1%
계	12	2.3%
남	12	2.3%
진	12	2.3%
문	12	2.3%
평	12	2.3%
원	10	1.9%
Other values (80)	288	55.6%

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	26	6.3%
동	18	4.3%
주	16	3.9%
계	12	2.9%
남	12	2.9%
진	12	2.9%
문	12	2.9%
평	12	2.9%
원	10	2.4%
성	10	2.4%
Other values (77)	274	66.2%

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	26	6.3%
동	18	4.3%
주	16	3.9%
계	12	2.9%
남	12	2.9%
진	12	2.9%
문	12	2.9%
평	12	2.9%
원	10	2.4%
성	10	2.4%
Other values (77)	274	66.2%

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	26	6.3%
동	18	4.3%
주	16	3.9%
계	12	2.9%
남	12	2.9%
진	12	2.9%
문	12	2.9%
평	12	2.9%
원	10	2.4%
성	10	2.4%
Other values (77)	274	66.2%

연장((km))
Real number (ℝ)

HIGH CORRELATION

Distinct	46
Distinct (%)	46.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.194

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	8.95
Q3	13.3
95-th percentile	23
Maximum	27
Range	26.6
Interquartile range (IQR)	8.5

Descriptive statistics

Standard deviation	6.372143
Coefficient of variation (CV)	0.6250876
Kurtosis	0.035432841
Mean	10.194
Median Absolute Deviation (MAD)	4.3
Skewness	0.75165879
Sum	1019.4
Variance	40.604206
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
7.2	4	4.0%
12.0	4	4.0%
3.5	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%
10.3	2	2.0%
Other values (36)	72	72.0%

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%
21.1	2	2.0%
18.1	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

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	37.695204

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	38.04937
95-th percentile	38.23094
Maximum	38.38086
Range	1.29498
Interquartile range (IQR)	0.64194

Descriptive statistics

Standard deviation	0.3568097
Coefficient of variation (CV)	0.0094656524
Kurtosis	-1.2932456
Mean	37.695204
Median Absolute Deviation (MAD)	0.32117
Skewness	0.12471941
Sum	3769.5204
Variance	0.12731316
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37.3551	2	2.0%
38.02855	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	128.23238

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	128.16257
Q3	128.62245
95-th percentile	129.07044
Maximum	129.20253
Range	1.85195
Interquartile range (IQR)	0.75979

Descriptive statistics

Standard deviation	0.47550385
Coefficient of variation (CV)	0.0037081418
Kurtosis	-0.88039804
Mean	128.23238
Median Absolute Deviation (MAD)	0.3488
Skewness	0.20298234
Sum	12823.238
Variance	0.22610391
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
127.99487	2	2.0%
128.1302	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%
128.84543	2	2.0%
128.84271	2	2.0%
128.83913	2	2.0%
128.81034	2	2.0%
128.79017	2	2.0%
128.7796	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	2467.7592

Minimum	237.66
Maximum	9936.98
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	237.66
5-th percentile	324.3285
Q1	750.1275
median	1167.88
Q3	3454.4825
95-th percentile	7111.6905
Maximum	9936.98
Range	9699.32
Interquartile range (IQR)	2704.355

Descriptive statistics

Standard deviation	2341.275
Coefficient of variation (CV)	0.94874531
Kurtosis	0.62471352
Mean	2467.7592
Median Absolute Deviation (MAD)	655.18
Skewness	1.234823
Sum	246775.92
Variance	5481568.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3646.61	1	1.0%
1101.88	1	1.0%
6555.24	1	1.0%
1162.1	1	1.0%
1173.66	1	1.0%
941.26	1	1.0%
836.92	1	1.0%
1185.7	1	1.0%
1112.02	1	1.0%
579.67	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
237.66	1	1.0%
255.37	1	1.0%
275.81	1	1.0%
286.08	1	1.0%
300.93	1	1.0%
325.56	1	1.0%
462.23	1	1.0%
497.1	1	1.0%
528.3	1	1.0%
530.25	1	1.0%

Value	Count	Frequency (%)
9936.98	1	1.0%
8902.45	1	1.0%
8176.25	1	1.0%
7888.75	1	1.0%
7767.2	1	1.0%
7077.19	1	1.0%
6996.14	1	1.0%
6555.24	1	1.0%
6149.02	1	1.0%
6033.05	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	2313.1344

Minimum	238.17
Maximum	12204.24
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	238.17
5-th percentile	371.555
Q1	701.7125
median	1196.225
Q3	3199.6725
95-th percentile	7026.9655
Maximum	12204.24
Range	11966.07
Interquartile range (IQR)	2497.96

Descriptive statistics

Standard deviation	2319.667
Coefficient of variation (CV)	1.0028241
Kurtosis	2.5768503
Mean	2313.1344
Median Absolute Deviation (MAD)	752.185
Skewness	1.5903757
Sum	231313.44
Variance	5380854.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2856.14	1	1.0%
914.8	1	1.0%
5475.63	1	1.0%
1088.84	1	1.0%
1085.28	1	1.0%
1494.36	1	1.0%
1098.49	1	1.0%
899.69	1	1.0%
853.6	1	1.0%
579.01	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
238.17	1	1.0%
286.47	1	1.0%
286.97	1	1.0%
305.11	1	1.0%
310.09	1	1.0%
374.79	1	1.0%
411.1	1	1.0%
414.94	1	1.0%
430.73	1	1.0%
435.02	1	1.0%

Value	Count	Frequency (%)
12204.24	1	1.0%
7860.1	1	1.0%
7488.57	1	1.0%
7177.67	1	1.0%
7043.22	1	1.0%
7026.11	1	1.0%
6915.08	1	1.0%
6813.12	1	1.0%
6504.81	1	1.0%
6280.58	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	298.7748

Minimum	31.88
Maximum	1448.19
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	31.88
5-th percentile	45.9675
Q1	83.305
median	157.325
Q3	464.1325
95-th percentile	897.5095
Maximum	1448.19
Range	1416.31
Interquartile range (IQR)	380.8275

Descriptive statistics

Standard deviation	288.27643
Coefficient of variation (CV)	0.96486192
Kurtosis	1.6156452
Mean	298.7748
Median Absolute Deviation (MAD)	99.99
Skewness	1.383412
Sum	29877.48
Variance	83103.298
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
89.85	2	2.0%
414.56	1	1.0%
120.52	1	1.0%
690.38	1	1.0%
151.75	1	1.0%
150.54	1	1.0%
173.47	1	1.0%
155.29	1	1.0%
126.71	1	1.0%
117.58	1	1.0%
Other values (89)	89	89.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
31.88	1	1.0%
34.9	1	1.0%
37.39	1	1.0%
39.89	1	1.0%
42.12	1	1.0%
46.17	1	1.0%
53.27	1	1.0%
54.97	1	1.0%
55.76	1	1.0%
56.89	1	1.0%

Value	Count	Frequency (%)
1448.19	1	1.0%
930.07	1	1.0%
928.03	1	1.0%
922.86	1	1.0%
921.06	1	1.0%
896.27	1	1.0%
841.05	1	1.0%
806.32	1	1.0%
744.13	1	1.0%
727.38	1	1.0%

pm((g/km))
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	100
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	124.2422

Minimum	13.27
Maximum	745.63
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	13.27
5-th percentile	20.27
Q1	42.6025
median	71.52
Q3	162.9875
95-th percentile	370.7125
Maximum	745.63
Range	732.36
Interquartile range (IQR)	120.385

Descriptive statistics

Standard deviation	125.63642
Coefficient of variation (CV)	1.0112218
Kurtosis	5.4631934
Mean	124.2422
Median Absolute Deviation (MAD)	42.775
Skewness	2.0202931
Sum	12424.22
Variance	15784.51
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
152.8	1	1.0%
58.18	1	1.0%
245.32	1	1.0%
69.07	1	1.0%
67.11	1	1.0%
88.3	1	1.0%
63.72	1	1.0%
43.57	1	1.0%
46.35	1	1.0%
35.88	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
13.27	1	1.0%
16.35	1	1.0%
18.36	1	1.0%
18.46	1	1.0%
18.56	1	1.0%
20.36	1	1.0%
21.24	1	1.0%
21.78	1	1.0%
23.28	1	1.0%
23.53	1	1.0%

Value	Count	Frequency (%)
745.63	1	1.0%
461.29	1	1.0%
416.89	1	1.0%
396.31	1	1.0%
393.18	1	1.0%
369.53	1	1.0%
366.18	1	1.0%
336.56	1	1.0%
321.06	1	1.0%
307.02	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	617202.72

Minimum	56992.97
Maximum	2533511.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	56992.97
5-th percentile	81337.515
Q1	179281.89
median	285793.85
Q3	883292.32
95-th percentile	1811853.1
Maximum	2533511.5
Range	2476518.5
Interquartile range (IQR)	704010.43

Descriptive statistics

Standard deviation	591648.79
Coefficient of variation (CV)	0.95859718
Kurtosis	0.73972684
Mean	617202.72
Median Absolute Deviation (MAD)	160131.06
Skewness	1.2682442
Sum	61720272
Variance	3.5004829 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
923978.94	1	1.0%
281731.93	1	1.0%
1687136.77	1	1.0%
285969.84	1	1.0%
289847.19	1	1.0%
240712.09	1	1.0%
183718.33	1	1.0%
303463.38	1	1.0%
285617.86	1	1.0%
141921.49	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
56992.97	1	1.0%
57006.16	1	1.0%
60867.69	1	1.0%
69810.18	1	1.0%
72464.41	1	1.0%
81804.52	1	1.0%
118202.18	1	1.0%
123831.09	1	1.0%
127494.49	1	1.0%
135355.77	1	1.0%

Value	Count	Frequency (%)
2533511.51	1	1.0%
2287932.97	1	1.0%
2107561.49	1	1.0%
1951150.25	1	1.0%
1851095.34	1	1.0%
1809787.71	1	1.0%
1740473.46	1	1.0%
1687136.77	1	1.0%
1562741.62	1	1.0%
1536911.2	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 홍천 삼마치	2
강원 홍천 북방 부사원	2
Other values (44)	88

Length

Max length	12
Median length	11
Mean length	10.72
Min length	8

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

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 홍천 삼마치	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%
Other values (39)	78	78.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
강원	100	25.4%
인제	14	3.6%
횡성	12	3.0%
홍천	12	3.0%
정선	10	2.5%
원주	10	2.5%
춘천	10	2.5%
평창	8	2.0%
영월	8	2.0%
남	8	2.0%
Other values (83)	202	51.3%

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	0.738	0.862	0.778	0.632	0.422	0.408	0.442	0.639	0.998
지점	1.000	1.000	0.000	1.000	1.000	1.000	1.000	0.955	0.917	0.947	0.906	0.960	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	0.955	0.917	0.947	0.906	0.960	1.000
연장((km))	0.738	1.000	0.000	1.000	1.000	0.792	0.770	0.052	0.000	0.181	0.236	0.266	0.998
좌표위치위도((°))	0.862	1.000	0.000	1.000	0.792	1.000	0.794	0.594	0.393	0.388	0.443	0.586	1.000
좌표위치경도((°))	0.778	1.000	0.000	1.000	0.770	0.794	1.000	0.640	0.324	0.385	0.297	0.593	1.000
co((g/km))	0.632	0.955	0.000	0.955	0.052	0.594	0.640	1.000	0.891	0.935	0.889	0.989	0.945
nox((g/km))	0.422	0.917	0.000	0.917	0.000	0.393	0.324	0.891	1.000	0.984	0.983	0.874	0.921
hc((g/km))	0.408	0.947	0.000	0.947	0.181	0.388	0.385	0.935	0.984	1.000	0.969	0.896	0.949
pm((g/km))	0.442	0.906	0.000	0.906	0.236	0.443	0.297	0.889	0.983	0.969	1.000	0.822	0.911
co2((g/km))	0.639	0.960	0.000	0.960	0.266	0.586	0.593	0.989	0.874	0.896	0.822	1.000	0.950
주소	0.998	1.000	0.000	1.000	0.998	1.000	1.000	0.945	0.921	0.949	0.911	0.950	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	0.223	0.365	-0.085	-0.076	-0.071	-0.080	-0.093	-0.079	0.000	0.736
연장((km))	0.223	1.000	0.149	0.166	-0.253	-0.261	-0.243	-0.297	-0.263	0.000	0.732
좌표위치위도((°))	0.365	0.149	1.000	-0.425	-0.373	-0.460	-0.454	-0.449	-0.361	0.000	0.753
좌표위치경도((°))	-0.085	0.166	-0.425	1.000	0.057	0.111	0.122	0.066	0.042	0.000	0.753
co((g/km))	-0.076	-0.253	-0.373	0.057	1.000	0.974	0.981	0.948	0.997	0.000	0.526
nox((g/km))	-0.071	-0.261	-0.460	0.111	0.974	1.000	0.995	0.986	0.966	0.000	0.494
hc((g/km))	-0.080	-0.243	-0.454	0.122	0.981	0.995	1.000	0.981	0.972	0.000	0.550
pm((g/km))	-0.093	-0.297	-0.449	0.066	0.948	0.986	0.981	1.000	0.940	0.000	0.473
co2((g/km))	-0.079	-0.263	-0.361	0.042	0.997	0.966	0.972	0.940	1.000	0.000	0.540
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	0.732	0.753	0.753	0.526	0.494	0.550	0.473	0.540	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	20210201	37.3551	127.99487	3646.61	2856.14	414.56	152.8	923978.94	강원 원주 봉산
1	2	건기연	[0526-3]	2	원주-소초	4.8	20210201	37.3551	127.99487	4270.3	3138.44	492.6	162.1	992636.69	강원 원주 봉산
2	3	건기연	[0527-2]	1	원주-횡성	0.4	20210201	37.42063	127.96319	5433.4	4880.82	641.38	253.8	1360260.61	강원 원주 소초 장양
3	4	건기연	[0527-2]	2	원주-횡성	0.4	20210201	37.42063	127.96319	5211.12	4681.15	613.97	236.62	1304293.01	강원 원주 소초 장양
4	5	건기연	[0529-0]	1	공근-동산	12.0	20210201	37.62539	127.89528	1531.69	1545.34	187.48	79.95	379055.34	강원 홍천 홍천 삼마치
5	6	건기연	[0529-0]	2	공근-동산	12.0	20210201	37.62539	127.89528	1610.89	1711.03	210.63	93.02	392816.2	강원 홍천 홍천 삼마치
6	7	건기연	[0530-0]	1	횡성-춘천	13.3	20210201	37.73176	127.83787	1325.54	1236.19	160.1	80.74	331866.67	강원 홍천 북방 부사원
7	8	건기연	[0530-0]	2	횡성-춘천	13.3	20210201	37.73176	127.83787	1363.5	1318.66	168.18	87.11	339670.36	강원 홍천 북방 부사원
8	9	건기연	[0531-2]	1	동내-천전	7.5	20210201	37.86064	127.77663	6033.05	4890.45	660.16	231.58	1536911.2	강원 춘천 동내 거두
9	10	건기연	[0531-2]	2	동내-천전	7.5	20210201	37.86064	127.77663	6149.02	4774.54	677.19	269.78	1562741.62	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	[4617-0]	1	북-외가평	12.1	20210201	38.19136	128.31785	2568.67	1954.18	256.54	75.65	662605.4	강원 인제 북 용대
91	92	건기연	[4617-0]	2	북-외가평	12.1	20210201	38.19136	128.31785	2682.68	2123.18	295.0	94.42	623061.49	강원 인제 북 용대
92	93	건기연	[4710-0]	1	이동-근남	9.0	20210201	38.18502	127.41894	854.46	812.2	96.03	56.42	217038.16	강원 철원 서 자등
93	94	건기연	[4710-0]	2	이동-근남	9.0	20210201	38.18502	127.41894	784.78	735.0	83.91	49.7	201140.64	강원 철원 서 자등
94	95	건기연	[5601-2]	1	김화-근남	2.4	20210201	38.25247	127.47033	325.56	310.09	39.89	26.58	81804.52	강원 철원 근남 사곡
95	96	건기연	[5601-2]	2	김화-근남	2.4	20210201	38.25247	127.47033	300.93	238.17	31.88	18.36	72464.41	강원 철원 근남 사곡
96	97	건기연	[5602-0]	1	사내-화천	16.4	20210201	38.05058	127.60419	961.95	861.79	108.99	48.43	242263.9	강원 춘천 사북 오탄
97	98	건기연	[5602-0]	2	사내-화천	16.4	20210201	38.05058	127.60419	852.62	728.39	90.09	43.83	217834.78	강원 춘천 사북 오탄
98	99	건기연	[5604-0]	1	풍천-서석	21.1	20210201	37.79723	127.90982	1106.53	1086.1	137.91	65.04	273941.77	강원 홍천 화촌 구성포
99	100	건기연	[5604-0]	2	풍천-서석	21.1	20210201	37.79723	127.90982	1084.88	1321.41	157.49	73.97	273644.32	강원 홍천 화촌 구성포

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