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 4 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 4 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 8 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 09:19:57.372936
Analysis finished	2024-04-16 09:20:04.374696
Duration	7 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	108	13.5%
[	100	12.5%
-	100	12.5%
]	100	12.5%
1	100	12.5%
2	62	7.8%
3	62	7.8%
4	54	6.8%
6	30	3.8%
5	28	3.5%
Other values (3)	56	7.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	500	62.5%
Open Punctuation	100	12.5%
Dash Punctuation	100	12.5%
Close Punctuation	100	12.5%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	108	21.6%
1	100	20.0%
2	62	12.4%
3	62	12.4%
4	54	10.8%
6	30	6.0%
5	28	5.6%
7	26	5.2%
8	18	3.6%
9	12	2.4%

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	108	13.5%
[	100	12.5%
-	100	12.5%
]	100	12.5%
1	100	12.5%
2	62	7.8%
3	62	7.8%
4	54	6.8%
6	30	3.8%
5	28	3.5%
Other values (3)	56	7.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	800	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	108	13.5%
[	100	12.5%
-	100	12.5%
]	100	12.5%
1	100	12.5%
2	62	7.8%
3	62	7.8%
4	54	6.8%
6	30	3.8%
5	28	3.5%
Other values (3)	56	7.0%

방향
Categorical

Distinct	2
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Memory size	932.0 B

1	50
2	50

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
1	50	50.0%
2	50	50.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	50	50.0%
2	50	50.0%

측정구간
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	88
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	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 (78)	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%
현	10	2.4%
Other values (75)	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%
현	10	2.4%
Other values (75)	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%
현	10	2.4%
Other values (75)	276	66.7%

연장((km))
Real number (ℝ)

HIGH CORRELATION

Distinct	46
Distinct (%)	46.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.93

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	4.4
median	8.85
Q3	13.3
95-th percentile	23
Maximum	27
Range	26.6
Interquartile range (IQR)	8.9

Descriptive statistics

Standard deviation	6.3453236
Coefficient of variation (CV)	0.6390054
Kurtosis	0.10681371
Mean	9.93
Median Absolute Deviation (MAD)	4.45
Skewness	0.79418635
Sum	993
Variance	40.263131
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
8.0	4	4.0%
12.0	4	4.0%
3.5	4	4.0%
7.2	4	4.0%
18.1	2	2.0%
6.5	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 (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%
3.3	2	2.0%
3.5	4	4.0%
3.6	2	2.0%
3.8	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

20210601	100

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
20210601	100	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
20210601	100	100.0%

측정시간
Categorical

CONSTANT

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

0	100

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	100	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	100	100.0%

좌표위치위도((°))
Real number (ℝ)

HIGH CORRELATION

Distinct	50
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	37.701996

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	38.05058
95-th percentile	38.23094
Maximum	38.38086
Range	1.29498
Interquartile range (IQR)	0.64315

Descriptive statistics

Standard deviation	0.35743552
Coefficient of variation (CV)	0.0094805462
Kurtosis	-1.295624
Mean	37.701996
Median Absolute Deviation (MAD)	0.33918
Skewness	0.085099739
Sum	3770.1996
Variance	0.12776015
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%
38.10576	2	2.0%
38.08778	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	128.25358

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	128.63363
95-th percentile	129.07044
Maximum	129.20253
Range	1.85195
Interquartile range (IQR)	0.73835

Descriptive statistics

Standard deviation	0.47757418
Coefficient of variation (CV)	0.0037236714
Kurtosis	-0.88733221
Mean	128.25358
Median Absolute Deviation (MAD)	0.34817
Skewness	0.13145921
Sum	12825.358
Variance	0.2280771
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%
127.83787	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%
128.84271	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	3118.6219

Minimum	391.69
Maximum	10235.73
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	391.69
5-th percentile	487.8835
Q1	908.755
median	1937.835
Q3	4383.3375
95-th percentile	9063.415
Maximum	10235.73
Range	9844.04
Interquartile range (IQR)	3474.5825

Descriptive statistics

Standard deviation	2683.6126
Coefficient of variation (CV)	0.86051234
Kurtosis	0.24301191
Mean	3118.6219
Median Absolute Deviation (MAD)	1237.835
Skewness	1.1082615
Sum	311862.19
Variance	7201776.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5579.43	1	1.0%
10052.95	1	1.0%
1839.76	1	1.0%
1173.04	1	1.0%
1014.56	1	1.0%
1598.78	1	1.0%
1733.41	1	1.0%
711.12	1	1.0%
781.33	1	1.0%
1472.36	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
391.69	1	1.0%
414.42	1	1.0%
418.12	1	1.0%
452.98	1	1.0%
454.7	1	1.0%
489.63	1	1.0%
651.02	1	1.0%
672.72	1	1.0%
677.61	1	1.0%
688.88	1	1.0%

Value	Count	Frequency (%)
10235.73	1	1.0%
10052.95	1	1.0%
9539.14	1	1.0%
9530.58	1	1.0%
9116.9	1	1.0%
9060.6	1	1.0%
8745.88	1	1.0%
8176.4	1	1.0%
7859.09	1	1.0%
7625.86	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	3243.0367

Minimum	322.1
Maximum	14408.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	322.1
5-th percentile	510.2765
Q1	1011.055
median	1765.085
Q3	4784.5
95-th percentile	8412.1565
Maximum	14408.5
Range	14086.4
Interquartile range (IQR)	3773.445

Descriptive statistics

Standard deviation	2846.0717
Coefficient of variation (CV)	0.87759466
Kurtosis	2.336202
Mean	3243.0367
Median Absolute Deviation (MAD)	1228.285
Skewness	1.4133495
Sum	324303.67
Variance	8100124.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4469.95	1	1.0%
10106.65	1	1.0%
1685.06	1	1.0%
1767.22	1	1.0%
1338.04	1	1.0%
1311.52	1	1.0%
1286.91	1	1.0%
672.66	1	1.0%
951.79	1	1.0%
1272.39	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
322.1	1	1.0%
400.48	1	1.0%
407.75	1	1.0%
445.59	1	1.0%
493.87	1	1.0%
511.14	1	1.0%
521.21	1	1.0%
552.39	1	1.0%
672.66	1	1.0%
691.55	1	1.0%

Value	Count	Frequency (%)
14408.5	1	1.0%
13072.46	1	1.0%
10106.65	1	1.0%
8706.81	1	1.0%
8489.04	1	1.0%
8408.11	1	1.0%
8104.88	1	1.0%
7636.48	1	1.0%
7181.25	1	1.0%
7078.56	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	431.7552

Minimum	47.65
Maximum	1678.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	47.65
5-th percentile	74.368
Q1	129.8825
median	241.145
Q3	640.3625
95-th percentile	1096.5005
Maximum	1678.3
Range	1630.65
Interquartile range (IQR)	510.48

Descriptive statistics

Standard deviation	368.30177
Coefficient of variation (CV)	0.85303377
Kurtosis	1.2406954
Mean	431.7552
Median Absolute Deviation (MAD)	164.47
Skewness	1.2154267
Sum	43175.52
Variance	135646.19
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
634.32	1	1.0%
1309.29	1	1.0%
236.48	1	1.0%
217.33	1	1.0%
190.92	1	1.0%
185.01	1	1.0%
194.03	1	1.0%
92.38	1	1.0%
107.49	1	1.0%
172.49	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
47.65	1	1.0%
50.5	1	1.0%
56.32	1	1.0%
58.34	1	1.0%
72.24	1	1.0%
74.48	1	1.0%
76.35	1	1.0%
77.05	1	1.0%
92.38	1	1.0%
92.98	1	1.0%

Value	Count	Frequency (%)
1678.3	1	1.0%
1673.16	1	1.0%
1309.29	1	1.0%
1221.67	1	1.0%
1151.04	1	1.0%
1093.63	1	1.0%
1058.22	1	1.0%
1032.91	1	1.0%
1023.82	1	1.0%
943.09	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	199.1515

Minimum	17.36
Maximum	858.17
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	17.36
5-th percentile	36.8835
Q1	70.535
median	123.275
Q3	286.7625
95-th percentile	474.6655
Maximum	858.17
Range	840.81
Interquartile range (IQR)	216.2275

Descriptive statistics

Standard deviation	167.58386
Coefficient of variation (CV)	0.84148932
Kurtosis	2.699066
Mean	199.1515
Median Absolute Deviation (MAD)	79.475
Skewness	1.4753819
Sum	19915.15
Variance	28084.35
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
285.92	1	1.0%
595.81	1	1.0%
122.43	1	1.0%
109.64	1	1.0%
84.37	1	1.0%
92.19	1	1.0%
92.09	1	1.0%
53.84	1	1.0%
62.99	1	1.0%
98.75	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
17.36	1	1.0%
27.1	1	1.0%
35.47	1	1.0%
35.7	1	1.0%
35.81	1	1.0%
36.94	1	1.0%
38.95	1	1.0%
43.54	1	1.0%
44.06	1	1.0%
46.32	1	1.0%

Value	Count	Frequency (%)
858.17	1	1.0%
812.79	1	1.0%
595.81	1	1.0%
535.91	1	1.0%
506.88	1	1.0%
472.97	1	1.0%
472.52	1	1.0%
456.67	1	1.0%
445.6	1	1.0%
425.89	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	764997.08

Minimum	92066.14
Maximum	2512157
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	92066.14
5-th percentile	123809.83
Q1	221882.61
median	482211.78
Q3	1062447.2
95-th percentile	2288245.1
Maximum	2512157
Range	2420090.9
Interquartile range (IQR)	840564.6

Descriptive statistics

Standard deviation	671314.82
Coefficient of variation (CV)	0.87753906
Kurtosis	0.34280002
Mean	764997.08
Median Absolute Deviation (MAD)	305383.72
Skewness	1.1560907
Sum	76499708
Variance	4.5066359 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1421038.01	1	1.0%
2512157.0	1	1.0%
456431.86	1	1.0%
279812.42	1	1.0%
222354.03	1	1.0%
405806.93	1	1.0%
411501.19	1	1.0%
176420.15	1	1.0%
207752.42	1	1.0%
373411.51	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
92066.14	1	1.0%
97740.69	1	1.0%
102173.41	1	1.0%
104576.23	1	1.0%
116659.47	1	1.0%
124186.16	1	1.0%
158485.83	1	1.0%
165605.39	1	1.0%
172822.5	1	1.0%
173593.58	1	1.0%

Value	Count	Frequency (%)
2512157.0	1	1.0%
2503467.34	1	1.0%
2435028.97	1	1.0%
2403130.97	1	1.0%
2292470.47	1	1.0%
2288022.67	1	1.0%
2135731.46	1	1.0%
2041464.18	1	1.0%
1987837.32	1	1.0%
1942082.33	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 인제 인제 고사	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 인제 인제 고사	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%
홍천	12	3.0%
춘천	10	2.5%
원주	10	2.5%
남	8	2.0%
강릉	8	2.0%
평창	8	2.0%
영월	8	2.0%
Other values (82)	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	0.583	0.852	0.831	0.772	0.514	0.512	0.469	0.788	0.998
지점	1.000	1.000	0.000	1.000	1.000	1.000	1.000	0.991	0.952	0.958	0.963	0.998	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	0.991	0.952	0.958	0.963	0.998	1.000
연장((km))	0.583	1.000	0.000	1.000	1.000	0.639	0.606	0.495	0.357	0.597	0.455	0.553	0.998
좌표위치위도((°))	0.852	1.000	0.000	1.000	0.639	1.000	0.812	0.651	0.350	0.437	0.516	0.685	1.000
좌표위치경도((°))	0.831	1.000	0.000	1.000	0.606	0.812	1.000	0.653	0.444	0.501	0.496	0.605	1.000
co((g/km))	0.772	0.991	0.000	0.991	0.495	0.651	0.653	1.000	0.869	0.861	0.836	0.993	0.983
nox((g/km))	0.514	0.952	0.000	0.952	0.357	0.350	0.444	0.869	1.000	0.937	0.973	0.842	0.955
hc((g/km))	0.512	0.958	0.000	0.958	0.597	0.437	0.501	0.861	0.937	1.000	0.949	0.862	0.959
pm((g/km))	0.469	0.963	0.000	0.963	0.455	0.516	0.496	0.836	0.973	0.949	1.000	0.821	0.964
co2((g/km))	0.788	0.998	0.000	0.998	0.553	0.685	0.605	0.993	0.842	0.862	0.821	1.000	0.994
주소	0.998	1.000	0.000	1.000	0.998	1.000	1.000	0.983	0.955	0.959	0.964	0.994	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	0.235	0.326	-0.065	-0.137	-0.139	-0.167	-0.136	-0.133	0.000	0.736
연장((km))	0.235	1.000	0.113	0.129	-0.280	-0.297	-0.291	-0.318	-0.285	0.000	0.729
좌표위치위도((°))	0.326	0.113	1.000	-0.361	-0.208	-0.252	-0.252	-0.219	-0.203	0.000	0.753
좌표위치경도((°))	-0.065	0.129	-0.361	1.000	-0.046	-0.021	-0.006	-0.062	-0.049	0.000	0.753
co((g/km))	-0.137	-0.280	-0.208	-0.046	1.000	0.975	0.980	0.965	0.997	0.000	0.646
nox((g/km))	-0.139	-0.297	-0.252	-0.021	0.975	1.000	0.993	0.984	0.972	0.000	0.565
hc((g/km))	-0.167	-0.291	-0.252	-0.006	0.980	0.993	1.000	0.979	0.971	0.000	0.571
pm((g/km))	-0.136	-0.318	-0.219	-0.062	0.965	0.984	0.979	1.000	0.960	0.000	0.587
co2((g/km))	-0.133	-0.285	-0.203	-0.049	0.997	0.972	0.971	0.960	1.000	0.000	0.703
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	0.646	0.565	0.571	0.587	0.703	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	20210601	37.3551	127.99487	5579.43	4469.95	634.32	285.92	1421038.01	강원 원주 봉산
1	2	건기연	[0526-3]	2	원주-소초	4.8	20210601	37.3551	127.99487	5585.32	4487.79	640.34	285.81	1417338.29	강원 원주 봉산
2	3	건기연	[0527-2]	1	원주-횡성	0.4	20210601	37.42063	127.96319	7625.86	6969.96	890.94	409.46	1942082.33	강원 원주 소초 장양
3	4	건기연	[0527-2]	2	원주-횡성	0.4	20210601	37.42063	127.96319	7437.97	6548.99	875.38	386.06	1869824.63	강원 원주 소초 장양
4	5	건기연	[0529-0]	1	공근-동산	12.0	20210601	37.62539	127.89528	2624.45	2923.57	400.99	153.93	629906.83	강원 홍천 홍천 삼마치
5	6	건기연	[0529-0]	2	공근-동산	12.0	20210601	37.62539	127.89528	2476.53	2712.66	369.58	167.1	586598.33	강원 홍천 홍천 삼마치
6	7	건기연	[0530-0]	1	횡성-춘천	13.3	20210601	37.73176	127.83787	2849.99	3933.34	553.04	251.25	622142.58	강원 홍천 북방 부사원
7	8	건기연	[0530-0]	2	횡성-춘천	13.3	20210601	37.73176	127.83787	2854.3	3964.13	557.58	252.97	612459.2	강원 홍천 북방 부사원
8	9	건기연	[0531-2]	1	동내-천전	7.5	20210601	37.86064	127.77663	8745.88	8489.04	1221.67	535.91	2135731.46	강원 춘천 동내 거두
9	10	건기연	[0531-2]	2	동내-천전	7.5	20210601	37.86064	127.77663	8176.4	7078.56	1023.82	456.67	2041464.18	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	20210601	38.38086	128.4445	1605.38	1636.14	229.96	105.68	385819.45	강원 고성 간성 교동
91	92	건기연	[4616-0]	2	진부령-거진	11.0	20210601	38.38086	128.4445	1619.26	1615.5	224.8	108.67	392892.04	강원 고성 간성 교동
92	93	건기연	[4617-0]	1	북-외가평	12.1	20210601	38.19136	128.31785	2013.86	1760.12	232.04	95.19	507296.37	강원 인제 북 용대
93	94	건기연	[4617-0]	2	북-외가평	12.1	20210601	38.19136	128.31785	2468.8	2219.47	281.05	126.43	640042.38	강원 인제 북 용대
94	95	건기연	[4710-0]	1	이동-근남	9.0	20210601	38.18502	127.41894	1309.18	1392.73	172.39	92.27	319811.51	강원 철원 서 자등
95	96	건기연	[4710-0]	2	이동-근남	9.0	20210601	38.18502	127.41894	1202.53	1226.55	153.88	75.68	296154.8	강원 철원 서 자등
96	97	건기연	[5601-2]	1	김화-근남	2.4	20210601	38.25247	127.47033	739.99	847.0	112.39	78.19	177235.95	강원 철원 근남 사곡
97	98	건기연	[5601-2]	2	김화-근남	2.4	20210601	38.25247	127.47033	651.02	691.55	92.98	64.35	158485.83	강원 철원 근남 사곡
98	99	건기연	[5602-0]	1	사내-화천	16.4	20210601	38.05058	127.60419	1273.62	1419.99	177.55	87.22	305723.4	강원 춘천 사북 오탄
99	100	건기연	[5602-0]	2	사내-화천	16.4	20210601	38.05058	127.60419	1384.92	1517.88	197.74	102.17	332613.88	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