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 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
`주소` is highly overall correlated with `기본키` 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
`pm((g/km))` has unique values	Unique
`co2((g/km))` has unique values	Unique

Reproduction

Analysis started	2024-04-16 09:21:05.333665
Analysis finished	2024-04-16 09:21:12.384911
Duration	7.05 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%
4217-1	2	2.0%
5601-2	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	106	13.2%
1	102	12.8%
[	100	12.5%
-	100	12.5%
]	100	12.5%
2	64	8.0%
3	62	7.8%
4	52	6.5%
6	34	4.2%
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	106	21.2%
1	102	20.4%
2	64	12.8%
3	62	12.4%
4	52	10.4%
6	34	6.8%
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	106	13.2%
1	102	12.8%
[	100	12.5%
-	100	12.5%
]	100	12.5%
2	64	8.0%
3	62	7.8%
4	52	6.5%
6	34	4.2%
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	106	13.2%
1	102	12.8%
[	100	12.5%
-	100	12.5%
]	100	12.5%
2	64	8.0%
3	62	7.8%
4	52	6.5%
6	34	4.2%
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	89
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%
김화-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	24	4.6%
동	18	3.5%
주	16	3.1%
계	14	2.7%
진	12	2.3%
평	12	2.3%
남	12	2.3%
문	12	2.3%
화	10	1.9%
Other values (79)	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	24	5.8%
동	18	4.3%
주	16	3.9%
계	14	3.4%
진	12	2.9%
평	12	2.9%
남	12	2.9%
문	12	2.9%
화	10	2.4%
사	10	2.4%
Other values (76)	274	66.2%

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	16	3.9%
계	14	3.4%
진	12	2.9%
평	12	2.9%
남	12	2.9%
문	12	2.9%
화	10	2.4%
사	10	2.4%
Other values (76)	274	66.2%

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	16	3.9%
계	14	3.4%
진	12	2.9%
평	12	2.9%
남	12	2.9%
문	12	2.9%
화	10	2.4%
사	10	2.4%
Other values (76)	274	66.2%

연장((km))
Real number (ℝ)

HIGH CORRELATION

Distinct	44
Distinct (%)	44.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.68

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	8.8
Q3	12.7
95-th percentile	23
Maximum	27
Range	26.6
Interquartile range (IQR)	7.9

Descriptive statistics

Standard deviation	6.1294784
Coefficient of variation (CV)	0.63321058
Kurtosis	0.60062265
Mean	9.68
Median Absolute Deviation (MAD)	4
Skewness	0.93722113
Sum	968
Variance	37.570505
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
4.8	4	4.0%
7.2	4	4.0%
3.5	4	4.0%
8.8	4	4.0%
8.0	4	4.0%
12.0	4	4.0%
9.0	2	2.0%
12.1	2	2.0%
6.5	2	2.0%
14.4	2	2.0%
Other values (34)	68	68.0%

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%
16.4	2	2.0%
16.1	2	2.0%
15.3	2	2.0%
14.4	2	2.0%
14.0	2	2.0%

측정일
Categorical

CONSTANT

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

20210101	100

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	20210101
2nd row	20210101
3rd row	20210101
4th row	20210101
5th row	20210101

Common Values

Value	Count	Frequency (%)
20210101	100	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
20210101	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	37.692204

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	0.35485699
Coefficient of variation (CV)	0.0094145992
Kurtosis	-1.2772105
Mean	37.692204
Median Absolute Deviation (MAD)	0.32117
Skewness	0.13517787
Sum	3769.2204
Variance	0.12592348
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%
38.11527	2	2.0%
38.08778	2	2.0%
38.08036	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	128.25537

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	0.48437521
Coefficient of variation (CV)	0.0037766467
Kurtosis	-0.95806144
Mean	128.25537
Median Absolute Deviation (MAD)	0.36049
Skewness	0.1300637
Sum	12825.537
Variance	0.23461935
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%
127.60419	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	3267.8693

Minimum	182.11
Maximum	11896.86
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	182.11
5-th percentile	254.329
Q1	814.5325
median	1901.365
Q3	5116.4975
95-th percentile	9938.771
Maximum	11896.86
Range	11714.75
Interquartile range (IQR)	4301.965

Descriptive statistics

Standard deviation	3139.0992
Coefficient of variation (CV)	0.9605951
Kurtosis	0.50236122
Mean	3267.8693
Median Absolute Deviation (MAD)	1520.75
Skewness	1.1388717
Sum	326786.93
Variance	9853944
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2714.79	1	1.0%
5713.68	1	1.0%
876.74	1	1.0%
882.62	1	1.0%
572.19	1	1.0%
1703.61	1	1.0%
1032.98	1	1.0%
1119.74	1	1.0%
503.27	1	1.0%
2630.23	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
182.11	1	1.0%
203.6	1	1.0%
246.98	1	1.0%
249.4	1	1.0%
251.08	1	1.0%
254.5	1	1.0%
315.78	1	1.0%
330.48	1	1.0%
393.98	1	1.0%
397.07	1	1.0%

Value	Count	Frequency (%)
11896.86	1	1.0%
11851.27	1	1.0%
11488.73	1	1.0%
11376.14	1	1.0%
10451.6	1	1.0%
9911.78	1	1.0%
9718.42	1	1.0%
9484.3	1	1.0%
7972.34	1	1.0%
7809.95	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	2744.6772

Minimum	171.18
Maximum	12817.85
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	171.18
5-th percentile	263.686
Q1	653.795
median	1441.5
Q3	3881.5575
95-th percentile	8563.5415
Maximum	12817.85
Range	12646.67
Interquartile range (IQR)	3227.7625

Descriptive statistics

Standard deviation	2806.5944
Coefficient of variation (CV)	1.022559
Kurtosis	1.3647666
Mean	2744.6772
Median Absolute Deviation (MAD)	1094.13
Skewness	1.3742345
Sum	274467.72
Variance	7876972.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1737.61	1	1.0%
5137.97	1	1.0%
657.38	1	1.0%
1451.08	1	1.0%
475.57	1	1.0%
1263.7	1	1.0%
673.88	1	1.0%
979.66	1	1.0%
557.86	1	1.0%
2104.26	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
171.18	1	1.0%
191.73	1	1.0%
202.45	1	1.0%
204.53	1	1.0%
229.79	1	1.0%
265.47	1	1.0%
269.45	1	1.0%
286.44	1	1.0%
329.35	1	1.0%
338.89	1	1.0%

Value	Count	Frequency (%)
12817.85	1	1.0%
10825.82	1	1.0%
9390.09	1	1.0%
9040.64	1	1.0%
9034.58	1	1.0%
8538.75	1	1.0%
8358.87	1	1.0%
8187.82	1	1.0%
7281.67	1	1.0%
7121.54	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	357.3906

Minimum	24.71
Maximum	1488.74
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	24.71
5-th percentile	30.1265
Q1	82.9475
median	184.095
Q3	532.745
95-th percentile	1089.7615
Maximum	1488.74
Range	1464.03
Interquartile range (IQR)	449.7975

Descriptive statistics

Standard deviation	352.60524
Coefficient of variation (CV)	0.98661027
Kurtosis	0.6589965
Mean	357.3906
Median Absolute Deviation (MAD)	143.595
Skewness	1.2019983
Sum	35739.06
Variance	124330.45
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
255.28	1	1.0%
607.83	1	1.0%
91.42	1	1.0%
122.97	1	1.0%
61.51	1	1.0%
168.33	1	1.0%
95.33	1	1.0%
120.57	1	1.0%
69.06	1	1.0%
283.89	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
24.71	1	1.0%
25.79	1	1.0%
28.72	1	1.0%
29.39	1	1.0%
29.49	1	1.0%
30.16	1	1.0%
33.14	1	1.0%
37.36	1	1.0%
43.14	1	1.0%
44.99	1	1.0%

Value	Count	Frequency (%)
1488.74	1	1.0%
1339.41	1	1.0%
1242.03	1	1.0%
1108.4	1	1.0%
1104.99	1	1.0%
1088.96	1	1.0%
1044.76	1	1.0%
959.75	1	1.0%
955.97	1	1.0%
918.84	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	129.7332

Minimum	7.24
Maximum	719.77
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	7.24
5-th percentile	16.2675
Q1	33.8025
median	64.36
Q3	182.36
95-th percentile	456.992
Maximum	719.77
Range	712.53
Interquartile range (IQR)	148.5575

Descriptive statistics

Standard deviation	147.93472
Coefficient of variation (CV)	1.1402996
Kurtosis	3.2541975
Mean	129.7332
Median Absolute Deviation (MAD)	44.57
Skewness	1.8639431
Sum	12973.32
Variance	21884.681
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
54.92	1	1.0%
213.21	1	1.0%
35.81	1	1.0%
81.54	1	1.0%
24.28	1	1.0%
47.23	1	1.0%
30.02	1	1.0%
57.89	1	1.0%
38.14	1	1.0%
106.21	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7.24	1	1.0%
10.99	1	1.0%
14.2	1	1.0%
15.01	1	1.0%
15.84	1	1.0%
16.29	1	1.0%
16.43	1	1.0%
16.55	1	1.0%
18.16	1	1.0%
18.36	1	1.0%

Value	Count	Frequency (%)
719.77	1	1.0%
597.8	1	1.0%
543.38	1	1.0%
518.54	1	1.0%
476.41	1	1.0%
455.97	1	1.0%
451.32	1	1.0%
432.46	1	1.0%
398.57	1	1.0%
337.49	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	829322.28

Minimum	42151.99
Maximum	3047158.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	42151.99
5-th percentile	65635.834
Q1	194879.95
median	495036.03
Q3	1279002.2
95-th percentile	2573326.7
Maximum	3047158.4
Range	3005006.4
Interquartile range (IQR)	1084122.2

Descriptive statistics

Standard deviation	801457.92
Coefficient of variation (CV)	0.96640106
Kurtosis	0.64275872
Mean	829322.28
Median Absolute Deviation (MAD)	396117.79
Skewness	1.1808285
Sum	82932228
Variance	6.4233481 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
709001.9	1	1.0%
1462978.08	1	1.0%
225658.34	1	1.0%
266710.69	1	1.0%
146026.42	1	1.0%
440364.12	1	1.0%
271396.94	1	1.0%
286029.98	1	1.0%
123257.58	1	1.0%
671493.1	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
42151.99	1	1.0%
48213.54	1	1.0%
55056.47	1	1.0%
59673.65	1	1.0%
64245.87	1	1.0%
65708.99	1	1.0%
81206.32	1	1.0%
87379.17	1	1.0%
99579.34	1	1.0%
100025.02	1	1.0%

Value	Count	Frequency (%)
3047158.43	1	1.0%
3029930.08	1	1.0%
2956414.52	1	1.0%
2920806.43	1	1.0%
2685204.94	1	1.0%
2567438.42	1	1.0%
2536861.72	1	1.0%
2474773.18	1	1.0%
2035972.31	1	1.0%
2020602.68	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 양구 양구 도사	2
강원 강릉 강동 모전	2
강원 홍천 홍천 삼마치	2
강원 홍천 북방 부사원	2
Other values (44)	88

Length

Max length	12
Median length	11
Mean length	10.7
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 양구 양구 도사	2	2.0%
강원 강릉 강동 모전	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%
춘천	10	2.5%
원주	10	2.5%
홍천	10	2.5%
정선	10	2.5%
남	8	2.0%
평창	8	2.0%
강릉	8	2.0%
Other values (83)	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	0.580	0.874	0.821	0.082	0.392	0.392	0.439	0.000	0.998
지점	1.000	1.000	0.000	1.000	1.000	1.000	1.000	0.713	0.791	0.644	0.727	0.804	1.000
방향	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.049	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	0.713	0.791	0.644	0.727	0.804	1.000
연장((km))	0.580	1.000	0.000	1.000	1.000	0.628	0.586	0.246	0.000	0.063	0.000	0.340	0.996
좌표위치위도((°))	0.874	1.000	0.000	1.000	0.628	1.000	0.829	0.448	0.379	0.423	0.290	0.363	1.000
좌표위치경도((°))	0.821	1.000	0.000	1.000	0.586	0.829	1.000	0.353	0.268	0.286	0.388	0.352	1.000
co((g/km))	0.082	0.713	0.049	0.713	0.246	0.448	0.353	1.000	0.940	0.952	0.862	0.980	0.722
nox((g/km))	0.392	0.791	0.000	0.791	0.000	0.379	0.268	0.940	1.000	0.980	0.972	0.865	0.789
hc((g/km))	0.392	0.644	0.000	0.644	0.063	0.423	0.286	0.952	0.980	1.000	0.951	0.854	0.667
pm((g/km))	0.439	0.727	0.000	0.727	0.000	0.290	0.388	0.862	0.972	0.951	1.000	0.770	0.733
co2((g/km))	0.000	0.804	0.000	0.804	0.340	0.363	0.352	0.980	0.865	0.854	0.770	1.000	0.817
주소	0.998	1.000	0.000	1.000	0.996	1.000	1.000	0.722	0.789	0.667	0.733	0.817	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	0.196	0.357	-0.078	-0.031	-0.019	-0.041	-0.024	-0.025	0.000	0.736
연장((km))	0.196	1.000	0.084	0.184	-0.180	-0.189	-0.180	-0.237	-0.186	0.000	0.718
좌표위치위도((°))	0.357	0.084	1.000	-0.413	-0.217	-0.274	-0.270	-0.295	-0.209	0.000	0.753
좌표위치경도((°))	-0.078	0.184	-0.413	1.000	0.164	0.202	0.214	0.189	0.151	0.000	0.753
co((g/km))	-0.031	-0.180	-0.217	0.164	1.000	0.979	0.985	0.921	0.998	0.053	0.256
nox((g/km))	-0.019	-0.189	-0.274	0.202	0.979	1.000	0.995	0.971	0.974	0.000	0.306
hc((g/km))	-0.041	-0.180	-0.270	0.214	0.985	0.995	1.000	0.958	0.980	0.000	0.210
pm((g/km))	-0.024	-0.237	-0.295	0.189	0.921	0.971	0.958	1.000	0.914	0.000	0.253
co2((g/km))	-0.025	-0.186	-0.209	0.151	0.998	0.974	0.980	0.914	1.000	0.000	0.345
방향	0.000	0.000	0.000	0.000	0.053	0.000	0.000	0.000	0.000	1.000	0.000
주소	0.736	0.718	0.753	0.753	0.256	0.306	0.210	0.253	0.345	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	20210101	37.3551	127.99487	2714.79	1737.61	255.28	54.92	709001.9	강원 원주 봉산
1	2	건기연	[0526-3]	2	원주-소초	4.8	20210101	37.3551	127.99487	3556.58	2257.83	333.34	64.59	928718.38	강원 원주 봉산
2	3	건기연	[0527-2]	1	원주-횡성	0.4	20210101	37.42063	127.96319	4225.24	3248.25	414.96	129.31	1092870.58	강원 원주 소초 장양
3	4	건기연	[0527-2]	2	원주-횡성	0.4	20210101	37.42063	127.96319	4801.12	3746.79	477.89	136.01	1234728.74	강원 원주 소초 장양
4	5	건기연	[0529-0]	1	공근-동산	12.0	20210101	37.62539	127.89528	1296.16	1296.91	155.89	69.29	322264.68	강원 홍천 홍천 삼마치
5	6	건기연	[0529-0]	2	공근-동산	12.0	20210101	37.62539	127.89528	1373.17	1299.73	150.45	55.88	346565.16	강원 홍천 홍천 삼마치
6	7	건기연	[0530-0]	1	횡성-춘천	13.3	20210101	37.73176	127.83787	1363.13	1102.19	140.0	52.9	350523.44	강원 홍천 북방 부사원
7	8	건기연	[0530-0]	2	횡성-춘천	13.3	20210101	37.73176	127.83787	879.44	738.68	91.51	36.34	225483.0	강원 홍천 북방 부사원
8	9	건기연	[0531-2]	1	동내-천전	7.5	20210101	37.86064	127.77663	5108.13	3805.61	561.54	131.09	1295465.96	강원 춘천 동내 거두
9	10	건기연	[0531-2]	2	동내-천전	7.5	20210101	37.86064	127.77663	6177.61	4366.09	619.46	211.89	1601284.02	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	[4616-0]	1	진부령-거진	11.0	20210101	38.38086	128.4445	1358.48	937.49	126.13	32.34	354208.41	강원 고성 간성 교동
91	92	건기연	[4616-0]	2	진부령-거진	11.0	20210101	38.38086	128.4445	2493.91	1570.75	243.14	48.34	589247.94	강원 고성 간성 교동
92	93	건기연	[4617-0]	1	북-외가평	12.1	20210101	38.19136	128.31785	4325.74	3839.46	454.26	172.2	1100122.41	강원 인제 북 용대
93	94	건기연	[4617-0]	2	북-외가평	12.1	20210101	38.19136	128.31785	9911.78	7121.54	959.75	223.91	2567438.42	강원 인제 북 용대
94	95	건기연	[4710-0]	1	이동-근남	9.0	20210101	38.18502	127.41894	721.21	680.18	76.1	40.47	184577.33	강원 철원 서 자등
95	96	건기연	[4710-0]	2	이동-근남	9.0	20210101	38.18502	127.41894	720.84	699.01	77.62	40.59	182884.34	강원 철원 서 자등
96	97	건기연	[5601-2]	1	김화-근남	2.4	20210101	38.25247	127.47033	246.98	202.45	25.79	18.16	64245.87	강원 철원 근남 사곡
97	98	건기연	[5601-2]	2	김화-근남	2.4	20210101	38.25247	127.47033	249.4	171.18	24.71	16.43	65708.99	강원 철원 근남 사곡
98	99	건기연	[5602-0]	1	사내-화천	16.4	20210101	38.05058	127.60419	749.25	536.15	74.88	23.05	177456.2	강원 춘천 사북 오탄
99	100	건기연	[5602-0]	2	사내-화천	16.4	20210101	38.05058	127.60419	883.34	676.42	88.12	35.45	228950.69	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