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=9e1b0140-45e5-11ec-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
`co2((g/km))` has unique values	Unique
`pm((g/km))` has 2 (2.0%) zeros	Zeros

Reproduction

Analysis started	2023-12-10 13:40:13.911795
Analysis finished	2023-12-10 13:40:22.850613
Duration	8.94 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	[0134-0]
2nd row	[0134-0]
3rd row	[0142-0]
4th row	[0142-0]
5th row	[0328-2]

Value	Count	Frequency (%)
0134-0	2	2.0%
4304-0	2	2.0%
4707-0	2	2.0%
3906-4	2	2.0%
3907-1	2	2.0%
3918-2	2	2.0%
4202-1	2	2.0%
4205-1	2	2.0%
4206-2	2	2.0%
4207-0	2	2.0%
Other values (40)	80	80.0%

Most occurring characters

Value	Count	Frequency (%)
0	126	15.8%
[	100	12.5%
-	100	12.5%
]	100	12.5%
3	82	10.2%
4	62	7.8%
1	60	7.5%
2	54	6.8%
7	30	3.8%
8	26	3.2%
Other values (3)	60	7.5%

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	126	25.2%
3	82	16.4%
4	62	12.4%
1	60	12.0%
2	54	10.8%
7	30	6.0%
8	26	5.2%
6	22	4.4%
5	22	4.4%
9	16	3.2%

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	126	15.8%
[	100	12.5%
-	100	12.5%
]	100	12.5%
3	82	10.2%
4	62	7.8%
1	60	7.5%
2	54	6.8%
7	30	3.8%
8	26	3.2%
Other values (3)	60	7.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	800	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	126	15.8%
[	100	12.5%
-	100	12.5%
]	100	12.5%
3	82	10.2%
4	62	7.8%
1	60	7.5%
2	54	6.8%
7	30	3.8%
8	26	3.2%
Other values (3)	60	7.5%

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	9
Median length	5
Mean length	5.24
Min length	4

Characters and Unicode

Total characters	524
Distinct characters	83
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	송탄-오산
2nd row	송탄-오산
3rd row	당동-파평
4th row	당동-파평
5th row	이천-장호원

Value	Count	Frequency (%)
송탄-오산	2	2.0%
죽전-문형	2	2.0%
내각-부평	2	2.0%
발안ic-청북ic	2	2.0%
팔탄-비봉	2	2.0%
일영-의정부	2	2.0%
시흥-목감	2	2.0%
보라-용인	2	2.0%
용인-마장	2	2.0%
부발-여주	2	2.0%
Other values (40)	80	80.0%

Most occurring characters

Value	Count	Frequency (%)
-	100	19.1%
평	28	5.3%
천	22	4.2%
부	18	3.4%
안	14	2.7%
주	12	2.3%
동	12	2.3%
성	12	2.3%
중	12	2.3%
양	12	2.3%
Other values (73)	282	53.8%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	416	79.4%
Dash Punctuation	100	19.1%
Uppercase Letter	8	1.5%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
평	28	6.7%
천	22	5.3%
부	18	4.3%
안	14	3.4%
주	12	2.9%
동	12	2.9%
성	12	2.9%
중	12	2.9%
양	12	2.9%
산	10	2.4%
Other values (70)	264	63.5%

Uppercase Letter

Value	Count	Frequency (%)
C	4	50.0%
I	4	50.0%

Dash Punctuation

Value	Count	Frequency (%)
-	100	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	416	79.4%
Common	100	19.1%
Latin	8	1.5%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
평	28	6.7%
천	22	5.3%
부	18	4.3%
안	14	3.4%
주	12	2.9%
동	12	2.9%
성	12	2.9%
중	12	2.9%
양	12	2.9%
산	10	2.4%
Other values (70)	264	63.5%

Latin

Value	Count	Frequency (%)
C	4	50.0%
I	4	50.0%

Common

Value	Count	Frequency (%)
-	100	100.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	416	79.4%
ASCII	108	20.6%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
-	100	92.6%
C	4	3.7%
I	4	3.7%

Hangul

Value	Count	Frequency (%)
평	28	6.7%
천	22	5.3%
부	18	4.3%
안	14	3.4%
주	12	2.9%
동	12	2.9%
성	12	2.9%
중	12	2.9%
양	12	2.9%
산	10	2.4%
Other values (70)	264	63.5%

연장((km))
Real number (ℝ)

Distinct	46
Distinct (%)	46.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.814

Minimum	1.5
Maximum	27.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	1.5
5-th percentile	2.6
Q1	5.4
median	7.45
Q3	10.9
95-th percentile	18.8
Maximum	27.5
Range	26
Interquartile range (IQR)	5.5

Descriptive statistics

Standard deviation	5.1650735
Coefficient of variation (CV)	0.58600788
Kurtosis	2.0186887
Mean	8.814
Median Absolute Deviation (MAD)	2.8
Skewness	1.2326609
Sum	881.4
Variance	26.677984
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
6.0	4	4.0%
5.4	4	4.0%
10.6	4	4.0%
6.1	4	4.0%
9.1	2	2.0%
2.7	2	2.0%
18.8	2	2.0%
27.5	2	2.0%
7.2	2	2.0%
4.1	2	2.0%
Other values (36)	72	72.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.5	2	2.0%
2.0	2	2.0%
2.6	2	2.0%
2.7	2	2.0%
2.9	2	2.0%
3.1	2	2.0%
3.4	2	2.0%
4.1	2	2.0%
4.3	2	2.0%
4.8	2	2.0%

Value	Count	Frequency (%)
27.5	2	2.0%
19.0	2	2.0%
18.8	2	2.0%
17.6	2	2.0%
15.5	2	2.0%
15.4	2	2.0%
14.7	2	2.0%
14.6	2	2.0%
14.1	2	2.0%
12.9	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)

Distinct	50
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	37.431928

Minimum	36.95627
Maximum	38.06264
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	36.95627
5-th percentile	36.96033
Q1	37.16502
median	37.380095
Q3	37.70419
95-th percentile	38.0169
Maximum	38.06264
Range	1.10637
Interquartile range (IQR)	0.53917

Descriptive statistics

Standard deviation	0.33503729
Coefficient of variation (CV)	0.0089505753
Kurtosis	-1.0057936
Mean	37.431928
Median Absolute Deviation (MAD)	0.266565
Skewness	0.38815809
Sum	3743.1928
Variance	0.11224999
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37.09529	2	2.0%
37.468	2	2.0%
37.23589	2	2.0%
37.71834	2	2.0%
37.39258	2	2.0%
37.23653	2	2.0%
37.2375	2	2.0%
37.29776	2	2.0%
37.14026	2	2.0%
37.19991	2	2.0%
Other values (40)	80	80.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
36.95627	2	2.0%
36.95866	2	2.0%
36.96033	2	2.0%
36.98521	2	2.0%
37.00613	2	2.0%
37.01644	2	2.0%
37.02727	2	2.0%
37.05786	2	2.0%
37.08149	2	2.0%
37.09529	2	2.0%

Value	Count	Frequency (%)
38.06264	2	2.0%
38.06053	2	2.0%
38.0169	2	2.0%
37.99285	2	2.0%
37.98354	2	2.0%
37.96019	2	2.0%
37.91419	2	2.0%
37.87708	2	2.0%
37.83225	2	2.0%
37.76396	2	2.0%

좌표위치경도((°))
Real number (ℝ)

Distinct	50
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	127.2124

Minimum	126.77946
Maximum	127.6367
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	126.77946
5-th percentile	126.85818
Q1	127.06364
median	127.22912
Q3	127.37739
95-th percentile	127.61201
Maximum	127.6367
Range	0.85724
Interquartile range (IQR)	0.31375

Descriptive statistics

Standard deviation	0.2312289
Coefficient of variation (CV)	0.00181766
Kurtosis	-0.81245353
Mean	127.2124
Median Absolute Deviation (MAD)	0.16088
Skewness	0.019330949
Sum	12721.24
Variance	0.053466803
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
127.06364	2	2.0%
127.2475	2	2.0%
126.88236	2	2.0%
126.92818	2	2.0%
126.85818	2	2.0%
127.166	2	2.0%
127.3107	2	2.0%
127.60231	2	2.0%
126.91531	2	2.0%
126.9889	2	2.0%
Other values (40)	80	80.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
126.77946	2	2.0%
126.82904	2	2.0%
126.85818	2	2.0%
126.85908	2	2.0%
126.88236	2	2.0%
126.88641	2	2.0%
126.91531	2	2.0%
126.92256	2	2.0%
126.92508	2	2.0%
126.92818	2	2.0%

Value	Count	Frequency (%)
127.6367	2	2.0%
127.62684	2	2.0%
127.61201	2	2.0%
127.60231	2	2.0%
127.56566	2	2.0%
127.55994	2	2.0%
127.49045	2	2.0%
127.44335	2	2.0%
127.44132	2	2.0%
127.42763	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	139.4904

Minimum	2.1
Maximum	770.85
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	2.1
5-th percentile	12.345
Q1	47.1175
median	118.19
Q3	188.4275
95-th percentile	338.4025
Maximum	770.85
Range	768.75
Interquartile range (IQR)	141.31

Descriptive statistics

Standard deviation	128.68506
Coefficient of variation (CV)	0.92253705
Kurtosis	8.3493591
Mean	139.4904
Median Absolute Deviation (MAD)	71
Skewness	2.3654082
Sum	13949.04
Variance	16559.845
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
219.95	1	1.0%
131.95	1	1.0%
207.32	1	1.0%
248.07	1	1.0%
396.62	1	1.0%
231.3	1	1.0%
184.43	1	1.0%
80.0	1	1.0%
52.94	1	1.0%
108.69	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.1	1	1.0%
3.98	1	1.0%
4.35	1	1.0%
4.54	1	1.0%
5.22	1	1.0%
12.72	1	1.0%
13.33	1	1.0%
15.68	1	1.0%
15.84	1	1.0%
16.27	1	1.0%

Value	Count	Frequency (%)
770.85	1	1.0%
709.61	1	1.0%
444.8	1	1.0%
396.62	1	1.0%
369.23	1	1.0%
336.78	1	1.0%
336.49	1	1.0%
326.71	1	1.0%
313.39	1	1.0%
312.17	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	130.3123

Minimum	1.11
Maximum	635.55
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	1.11
5-th percentile	7.507
Q1	41.2625
median	113.805
Q3	177.0325
95-th percentile	321.226
Maximum	635.55
Range	634.44
Interquartile range (IQR)	135.77

Descriptive statistics

Standard deviation	111.49768
Coefficient of variation (CV)	0.85561901
Kurtosis	4.6729212
Mean	130.3123
Median Absolute Deviation (MAD)	70.795
Skewness	1.7086628
Sum	13031.23
Variance	12431.733
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
212.13	1	1.0%
126.46	1	1.0%
146.98	1	1.0%
232.06	1	1.0%
284.61	1	1.0%
202.67	1	1.0%
169.1	1	1.0%
63.7	1	1.0%
47.64	1	1.0%
104.98	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.11	1	1.0%
2.25	1	1.0%
2.38	1	1.0%
2.62	1	1.0%
3.46	1	1.0%
7.72	1	1.0%
8.36	1	1.0%
9.64	1	1.0%
12.18	1	1.0%
16.32	1	1.0%

Value	Count	Frequency (%)
635.55	1	1.0%
541.19	1	1.0%
377.86	1	1.0%
354.25	1	1.0%
349.46	1	1.0%
319.74	1	1.0%
310.31	1	1.0%
310.28	1	1.0%
284.61	1	1.0%
259.11	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	17.818

Minimum	0.18
Maximum	92.24
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0.18
5-th percentile	1.2015
Q1	5.385
median	15.24
Q3	23.66
95-th percentile	46.81
Maximum	92.24
Range	92.06
Interquartile range (IQR)	18.275

Descriptive statistics

Standard deviation	15.744729
Coefficient of variation (CV)	0.88364177
Kurtosis	6.6130705
Mean	17.818
Median Absolute Deviation (MAD)	9.525
Skewness	2.0539692
Sum	1781.8
Variance	247.89649
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.85	2	2.0%
25.83	1	1.0%
18.48	1	1.0%
30.78	1	1.0%
45.78	1	1.0%
28.62	1	1.0%
23.69	1	1.0%
8.36	1	1.0%
5.41	1	1.0%
13.55	1	1.0%
Other values (89)	89	89.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.18	1	1.0%
0.39	1	1.0%
0.4	1	1.0%
0.41	1	1.0%
0.47	1	1.0%
1.24	1	1.0%
1.45	1	1.0%
1.59	1	1.0%
1.74	1	1.0%
2.71	1	1.0%

Value	Count	Frequency (%)
92.24	1	1.0%
83.49	1	1.0%
47.82	1	1.0%
47.5	1	1.0%
47.38	1	1.0%
46.78	1	1.0%
45.78	1	1.0%
44.05	1	1.0%
42.69	1	1.0%
36.16	1	1.0%

pm((g/km))
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	98
Distinct (%)	98.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.1448

Minimum	0
Maximum	41.67
Zeros	2
Zeros (%)	2.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0.4025
Q1	3.025
median	7.02
Q3	11.55
95-th percentile	20.348
Maximum	41.67
Range	41.67
Interquartile range (IQR)	8.525

Descriptive statistics

Standard deviation	6.8295071
Coefficient of variation (CV)	0.83851133
Kurtosis	5.0223308
Mean	8.1448
Median Absolute Deviation (MAD)	4.38
Skewness	1.6632975
Sum	814.48
Variance	46.642167
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.23	2	2.0%
0.0	2	2.0%
11.49	1	1.0%
9.18	1	1.0%
8.24	1	1.0%
15.35	1	1.0%
15.87	1	1.0%
11.51	1	1.0%
10.12	1	1.0%
3.57	1	1.0%
Other values (88)	88	88.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	2	2.0%
0.13	1	1.0%
0.14	1	1.0%
0.26	1	1.0%
0.41	1	1.0%
0.44	1	1.0%
0.54	1	1.0%
0.58	1	1.0%
0.83	1	1.0%
1.11	1	1.0%

Value	Count	Frequency (%)
41.67	1	1.0%
25.59	1	1.0%
23.52	1	1.0%
22.92	1	1.0%
22.02	1	1.0%
20.26	1	1.0%
19.92	1	1.0%
19.34	1	1.0%
17.38	1	1.0%
15.87	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	33978.907

Minimum	554.74
Maximum	182237.39
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	554.74
5-th percentile	2968.6155
Q1	12098.483
median	28043.275
Q3	45636.387
95-th percentile	86841.832
Maximum	182237.39
Range	181682.65
Interquartile range (IQR)	33537.905

Descriptive statistics

Standard deviation	30689.817
Coefficient of variation (CV)	0.903202
Kurtosis	7.4010147
Mean	33978.907
Median Absolute Deviation (MAD)	16232.325
Skewness	2.2099221
Sum	3397890.7
Variance	9.4186484 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
54772.59	1	1.0%
29710.63	1	1.0%
43824.94	1	1.0%
68046.57	1	1.0%
92504.35	1	1.0%
57442.21	1	1.0%
45473.85	1	1.0%
18907.94	1	1.0%
13575.52	1	1.0%
26789.81	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
554.74	1	1.0%
953.96	1	1.0%
1075.77	1	1.0%
1150.71	1	1.0%
1511.42	1	1.0%
3045.31	1	1.0%
3339.21	1	1.0%
3477.74	1	1.0%
4186.8	1	1.0%
4671.77	1	1.0%

Value	Count	Frequency (%)
182237.39	1	1.0%
164793.95	1	1.0%
106621.14	1	1.0%
92504.35	1	1.0%
87283.24	1	1.0%
86818.6	1	1.0%
81999.24	1	1.0%
75834.4	1	1.0%
75497.13	1	1.0%
72954.56	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	109
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	경기 평택 진위 신
2nd row	경기 평택 진위 신
3rd row	경기 파주 문산 당동
4th row	경기 파주 문산 당동
5th row	경기 여주 가남 심석

Value	Count	Frequency (%)
경기	100	25.8%
평택	14	3.6%
용인	12	3.1%
광주	10	2.6%
여주	8	2.1%
가평	8	2.1%
포천	8	2.1%
화성	6	1.5%
안성	6	1.5%
남양주	6	1.5%
Other values (95)	210	54.1%

Most occurring characters

Value	Count	Frequency (%)
	288	26.9%
기	102	9.5%
경	100	9.3%
평	34	3.2%
주	32	3.0%
성	22	2.1%
양	20	1.9%
천	18	1.7%
가	16	1.5%
인	16	1.5%
Other values (99)	422	39.4%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	782	73.1%
Space Separator	288	26.9%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
기	102	13.0%
경	100	12.8%
평	34	4.3%
주	32	4.1%
성	22	2.8%
양	20	2.6%
천	18	2.3%
가	16	2.0%
인	16	2.0%
용	16	2.0%
Other values (98)	406	51.9%

Space Separator

Value	Count	Frequency (%)
	288	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	782	73.1%
Common	288	26.9%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
기	102	13.0%
경	100	12.8%
평	34	4.3%
주	32	4.1%
성	22	2.8%
양	20	2.6%
천	18	2.3%
가	16	2.0%
인	16	2.0%
용	16	2.0%
Other values (98)	406	51.9%

Common

Value	Count	Frequency (%)
	288	100.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	782	73.1%
ASCII	288	26.9%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	288	100.0%

Hangul

Value	Count	Frequency (%)
기	102	13.0%
경	100	12.8%
평	34	4.3%
주	32	4.1%
성	22	2.8%
양	20	2.6%
천	18	2.3%
가	16	2.0%
인	16	2.0%
용	16	2.0%
Other values (98)	406	51.9%

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	0.566	0.820	0.853	0.526	0.403	0.481	0.409	0.516	1.000
지점	1.000	1.000	0.000	1.000	1.000	1.000	1.000	0.926	0.778	0.885	0.862	0.928	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	0.926	0.778	0.885	0.862	0.928	1.000
연장((km))	0.566	1.000	0.000	1.000	1.000	0.666	0.615	0.399	0.267	0.147	0.349	0.463	1.000
좌표위치위도((°))	0.820	1.000	0.000	1.000	0.666	1.000	0.805	0.452	0.401	0.478	0.467	0.463	1.000
좌표위치경도((°))	0.853	1.000	0.000	1.000	0.615	0.805	1.000	0.506	0.157	0.321	0.311	0.491	1.000
co((g/km))	0.526	0.926	0.000	0.926	0.399	0.452	0.506	1.000	0.867	0.972	0.851	0.998	0.926
nox((g/km))	0.403	0.778	0.000	0.778	0.267	0.401	0.157	0.867	1.000	0.956	0.984	0.870	0.778
hc((g/km))	0.481	0.885	0.000	0.885	0.147	0.478	0.321	0.972	0.956	1.000	0.872	0.967	0.885
pm((g/km))	0.409	0.862	0.000	0.862	0.349	0.467	0.311	0.851	0.984	0.872	1.000	0.841	0.862
co2((g/km))	0.516	0.928	0.000	0.928	0.463	0.463	0.491	0.998	0.870	0.967	0.841	1.000	0.928
주소	1.000	1.000	0.000	1.000	1.000	1.000	1.000	0.926	0.778	0.885	0.862	0.928	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	-0.221	0.034	-0.039	0.021	-0.058	-0.026	-0.047	0.009	0.000
연장((km))	-0.221	1.000	0.243	-0.075	-0.009	-0.023	-0.040	-0.019	0.007	0.000
좌표위치위도((°))	0.034	0.243	1.000	0.117	-0.331	-0.430	-0.417	-0.429	-0.328	0.000
좌표위치경도((°))	-0.039	-0.075	0.117	1.000	-0.218	-0.222	-0.220	-0.207	-0.217	0.000
co((g/km))	0.021	-0.009	-0.331	-0.218	1.000	0.950	0.971	0.922	0.997	0.000
nox((g/km))	-0.058	-0.023	-0.430	-0.222	0.950	1.000	0.991	0.987	0.955	0.000
hc((g/km))	-0.026	-0.040	-0.417	-0.220	0.971	0.991	1.000	0.974	0.970	0.000
pm((g/km))	-0.047	-0.019	-0.429	-0.207	0.922	0.987	0.974	1.000	0.930	0.000
co2((g/km))	0.009	0.007	-0.328	-0.217	0.997	0.955	0.970	0.930	1.000	0.000
방향	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	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	[0134-0]	1	송탄-오산	6.2	20210601	37.09529	127.06364	219.95	212.13	25.83	11.49	54772.59	경기 평택 진위 신
1	2	건기연	[0134-0]	2	송탄-오산	6.2	20210601	37.09529	127.06364	326.71	252.92	36.16	11.07	75834.4	경기 평택 진위 신
2	3	건기연	[0142-0]	1	당동-파평	14.7	20210601	37.87708	126.77946	28.45	24.4	3.46	1.36	6615.01	경기 파주 문산 당동
3	4	건기연	[0142-0]	2	당동-파평	14.7	20210601	37.87708	126.77946	29.77	20.96	3.43	1.11	6926.99	경기 파주 문산 당동
4	5	건기연	[0328-2]	1	이천-장호원	9.6	20210601	37.19066	127.55994	36.9	36.98	4.96	3.12	9073.97	경기 여주 가남 심석
5	6	건기연	[0328-2]	2	이천-장호원	9.6	20210601	37.19066	127.55994	60.13	56.39	7.99	3.94	14803.14	경기 여주 가남 심석
6	7	건기연	[0330-1]	1	이천-광주	15.5	20210601	37.31793	127.42763	131.51	138.12	19.31	10.23	33230.01	경기 이천 신둔 수하
7	8	건기연	[0330-1]	2	이천-광주	15.5	20210601	37.31793	127.42763	173.9	186.54	25.42	13.1	43701.09	경기 이천 신둔 수하
8	9	건기연	[0331-0]	1	성남-이천	7.7	20210601	37.37777	127.30168	336.78	377.86	47.82	22.92	87283.24	경기 광주 초월 용수
9	10	건기연	[0331-0]	2	성남-이천	7.7	20210601	37.37777	127.30168	312.17	310.28	42.69	19.34	72954.56	경기 광주 초월 용수

	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	[4509-0]	1	광주-팔당	19.0	20210601	37.4815	127.28101	40.9	27.0	4.43	1.55	9792.48	경기 광주 남종 삼성
91	92	건기연	[4509-0]	2	광주-팔당	19.0	20210601	37.4815	127.28101	46.1	34.79	5.07	2.67	11773.49	경기 광주 남종 삼성
92	93	건기연	[4512-1]	1	화도-청평	8.3	20210601	37.68735	127.37997	121.9	107.69	14.54	6.17	28086.42	경기 가평 청평 대성
93	94	건기연	[4512-1]	2	화도-청평	8.3	20210601	37.68735	127.37997	61.81	55.12	7.7	3.6	15297.58	경기 가평 청평 대성
94	95	건기연	[4606-2]	1	청평-가평	2.9	20210601	37.76396	127.44335	88.85	93.41	13.0	6.32	21269.94	경기 가평 청평 상천
95	96	건기연	[4606-2]	2	청평-가평	2.9	20210601	37.76396	127.44335	61.95	58.55	8.24	3.83	15148.57	경기 가평 청평 상천
96	97	건기연	[4707-0]	1	내각-부평	6.8	20210601	37.70419	127.17103	369.23	349.46	46.78	19.92	86818.6	경기 남양주 진접 내각
97	98	건기연	[4707-0]	2	내각-부평	6.8	20210601	37.70419	127.17103	200.38	202.56	25.78	13.76	51489.09	경기 남양주 진접 내각
98	99	건기연	[4708-0]	1	일동-이동	7.9	20210601	37.98354	127.33445	15.84	9.64	1.45	0.54	4186.8	경기 포천 일동 사직
99	100	건기연	[4708-0]	2	일동-이동	7.9	20210601	37.98354	127.33445	12.72	7.72	1.24	0.44	3045.31	경기 포천 일동 사직

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