gimi9 Pandas Profiling

Dataset statistics

Number of variables	15
Number of observations	472
Missing cells	1907
Missing cells (%)	26.9%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	61.9 KiB
Average record size in memory	134.3 B

Variable types

Text	1
Numeric	13
Categorical	1

Dataset

Description	파일 다운로드
Author	서울특별시
URL	https://data.seoul.go.kr/dataList/OA-21236/F/1/datasetView.do

Alerts

`동별 총 대수` is highly overall correlated with `휘발유` and 11 other fields	High correlation
`휘발유` is highly overall correlated with `동별 총 대수` and 10 other fields	High correlation
`경유` is highly overall correlated with `동별 총 대수` and 11 other fields	High correlation
`엘피지` is highly overall correlated with `동별 총 대수` and 11 other fields	High correlation
`전기` is highly overall correlated with `동별 총 대수` and 10 other fields	High correlation
`휘발유 (유연)` is highly overall correlated with `동별 총 대수` and 10 other fields	High correlation
`휘발유 (무연)` is highly overall correlated with `동별 총 대수` and 11 other fields	High correlation
`CNG` is highly overall correlated with `동별 총 대수` and 5 other fields	High correlation
`하이브리드 (휘발유+전기)` is highly overall correlated with `동별 총 대수` and 10 other fields	High correlation
`하이브리드 (LPG+전기)` is highly overall correlated with `동별 총 대수` and 10 other fields	High correlation
`하이브리드 (CNG+전기)` is highly overall correlated with `동별 총 대수` and 12 other fields	High correlation
`수소` is highly overall correlated with `하이브리드 (CNG+전기)` and 1 other fields	High correlation
`기타연료` is highly overall correlated with `동별 총 대수` and 10 other fields	High correlation
`하이브리드 (경유+전기)` is highly overall correlated with `동별 총 대수` and 12 other fields	High correlation
`하이브리드 (경유+전기)` is highly imbalanced (81.4%)	Imbalance
`엘피지` has 25 (5.3%) missing values	Missing
`전기` has 137 (29.0%) missing values	Missing
`휘발유 (유연)` has 246 (52.1%) missing values	Missing
`휘발유 (무연)` has 5 (1.1%) missing values	Missing
`CNG` has 265 (56.1%) missing values	Missing
`하이브리드 (휘발유+전기)` has 23 (4.9%) missing values	Missing
`하이브리드 (LPG+전기)` has 212 (44.9%) missing values	Missing
`하이브리드 (CNG+전기)` has 464 (98.3%) missing values	Missing
`수소` has 384 (81.4%) missing values	Missing
`기타연료` has 140 (29.7%) missing values	Missing
`동별 총 대수` is highly skewed (γ1 = 21.54061721)	Skewed
`휘발유` is highly skewed (γ1 = 21.44086449)	Skewed
`경유` is highly skewed (γ1 = 21.4984852)	Skewed
`엘피지` is highly skewed (γ1 = 20.91740742)	Skewed
`휘발유 (무연)` is highly skewed (γ1 = 21.42149853)	Skewed
`하이브리드 (휘발유+전기)` is highly skewed (γ1 = 20.89943834)	Skewed
`사용본거지법정동명` has unique values	Unique

Reproduction

Analysis started	2024-04-06 12:32:28.201041
Analysis finished	2024-04-06 12:33:07.821134
Duration	39.62 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

사용본거지법정동명
Text

UNIQUE

Distinct	472
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	3.8 KiB

Length

Max length	17
Median length	13
Mean length	13.559322
Min length	2

Characters and Unicode

Total characters	6400
Distinct characters	220
Distinct categories	3 ?
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	472 ?
Unique (%)	100.0%

Sample

1st row	서울특별시 종로구 청운동
2nd row	서울특별시 종로구 신교동
3rd row	서울특별시 종로구 궁정동
4th row	서울특별시 종로구 효자동
5th row	서울특별시 종로구 창성동

Value	Count	Frequency (%)
서울특별시	471	33.3%
종로구	87	6.2%
중구	74	5.2%
성북구	39	2.8%
용산구	37	2.6%
영등포구	34	2.4%
마포구	26	1.8%
서대문구	20	1.4%
성동구	17	1.2%
강남구	16	1.1%
Other values (486)	593	41.9%

Most occurring characters

Value	Count	Frequency (%)
	942	14.7%
서	522	8.2%
동	489	7.6%
구	487	7.6%
시	472	7.4%
울	471	7.4%
별	471	7.4%
특	471	7.4%
가	145	2.3%
로	138	2.2%
Other values (210)	1792	28.0%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	5319	83.1%
Space Separator	942	14.7%
Decimal Number	139	2.2%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	522	9.8%
동	489	9.2%
구	487	9.2%
시	472	8.9%
울	471	8.9%
별	471	8.9%
특	471	8.9%
가	145	2.7%
로	138	2.6%
종	95	1.8%
Other values (201)	1558	29.3%

Decimal Number

Value	Count	Frequency (%)
1	37	26.6%
2	34	24.5%
3	23	16.5%
4	17	12.2%
5	14	10.1%
6	9	6.5%
7	4	2.9%
8	1	0.7%

Space Separator

Value	Count	Frequency (%)
	942	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	5319	83.1%
Common	1081	16.9%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	522	9.8%
동	489	9.2%
구	487	9.2%
시	472	8.9%
울	471	8.9%
별	471	8.9%
특	471	8.9%
가	145	2.7%
로	138	2.6%
종	95	1.8%
Other values (201)	1558	29.3%

Common

Value	Count	Frequency (%)
	942	87.1%
1	37	3.4%
2	34	3.1%
3	23	2.1%
4	17	1.6%
5	14	1.3%
6	9	0.8%
7	4	0.4%
8	1	0.1%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	5319	83.1%
ASCII	1081	16.9%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	942	87.1%
1	37	3.4%
2	34	3.1%
3	23	2.1%
4	17	1.6%
5	14	1.3%
6	9	0.8%
7	4	0.4%
8	1	0.1%

Hangul

Value	Count	Frequency (%)
서	522	9.8%
동	489	9.2%
구	487	9.2%
시	472	8.9%
울	471	8.9%
별	471	8.9%
특	471	8.9%
가	145	2.7%
로	138	2.6%
종	95	1.8%
Other values (201)	1558	29.3%

동별 총 대수
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	445
Distinct (%)	94.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13238.513

Minimum	1
Maximum	3124289
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.3 KiB

Quantile statistics

Minimum	1
5-th percentile	51.55
Q1	299.75
median	1408.5
Q3	9160.75
95-th percentile	29867.75
Maximum	3124289
Range	3124288
Interquartile range (IQR)	8861

Descriptive statistics

Standard deviation	143911.96
Coefficient of variation (CV)	10.870705
Kurtosis	466.60706
Mean	13238.513
Median Absolute Deviation (MAD)	1320
Skewness	21.540617
Sum	6248578
Variance	2.0710653 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
51	3	0.6%
2	3	0.6%
224	2	0.4%
488	2	0.4%
80	2	0.4%
308	2	0.4%
987	2	0.4%
57	2	0.4%
45	2	0.4%
1	2	0.4%
Other values (435)	450	95.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2	0.4%
2	3	0.6%
3	1	0.2%
4	1	0.2%
5	1	0.2%
7	1	0.2%
8	1	0.2%
13	1	0.2%
18	1	0.2%
19	1	0.2%

Value	Count	Frequency (%)
3124289	1	0.2%
67157	1	0.2%
61146	1	0.2%
60162	1	0.2%
57465	1	0.2%
55928	1	0.2%
54485	1	0.2%
49272	1	0.2%
48283	1	0.2%
43592	1	0.2%

휘발유
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	378
Distinct (%)	80.8%
Missing	4
Missing (%)	0.8%
Infinite	0
Infinite (%)	0.0%
Mean	2923.1966

Minimum	1
Maximum	684028
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.3 KiB

Quantile statistics

Minimum	1
5-th percentile	12
Q1	66.75
median	326
Q3	2059
95-th percentile	6336.35
Maximum	684028
Range	684027
Interquartile range (IQR)	1992.25

Descriptive statistics

Standard deviation	31645.814
Coefficient of variation (CV)	10.825756
Kurtosis	462.41009
Mean	2923.1966
Median Absolute Deviation (MAD)	306
Skewness	21.440864
Sum	1368056
Variance	1.0014575 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
63	6	1.3%
2	5	1.1%
34	4	0.8%
51	4	0.8%
16	4	0.8%
5	4	0.8%
76	3	0.6%
30	3	0.6%
48	3	0.6%
1	3	0.6%
Other values (368)	429	90.9%
(Missing)	4	0.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	3	0.6%
2	5	1.1%
3	2	0.4%
5	4	0.8%
7	3	0.6%
8	1	0.2%
9	3	0.6%
11	2	0.4%
12	2	0.4%
13	3	0.6%

Value	Count	Frequency (%)
684028	1	0.2%
14601	1	0.2%
13727	1	0.2%
13309	1	0.2%
12968	1	0.2%
12029	1	0.2%
11861	1	0.2%
11653	1	0.2%
11559	1	0.2%
11343	1	0.2%

경유
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	407
Distinct (%)	86.6%
Missing	2
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%
Mean	4853.3277

Minimum	1
Maximum	1140532
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.3 KiB

Quantile statistics

Minimum	1
5-th percentile	20.45
Q1	128.75
median	558.5
Q3	3516.75
95-th percentile	10725.1
Maximum	1140532
Range	1140531
Interquartile range (IQR)	3388

Descriptive statistics

Standard deviation	52643.809
Coefficient of variation (CV)	10.846951
Kurtosis	464.73313
Mean	4853.3277
Median Absolute Deviation (MAD)	516
Skewness	21.498485
Sum	2281064
Variance	2.7713707 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	5	1.1%
18	4	0.8%
65	4	0.8%
179	4	0.8%
89	3	0.6%
163	3	0.6%
105	3	0.6%
109	3	0.6%
48	3	0.6%
164	3	0.6%
Other values (397)	435	92.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	5	1.1%
2	1	0.2%
3	1	0.2%
4	1	0.2%
5	2	0.4%
9	1	0.2%
11	1	0.2%
13	1	0.2%
15	1	0.2%
16	2	0.4%

Value	Count	Frequency (%)
1140532	1	0.2%
24790	1	0.2%
23085	1	0.2%
22729	1	0.2%
20507	1	0.2%
19953	1	0.2%
19216	1	0.2%
17245	1	0.2%
16272	1	0.2%
15994	1	0.2%

엘피지
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	290
Distinct (%)	64.9%
Missing	25
Missing (%)	5.3%
Infinite	0
Infinite (%)	0.0%
Mean	1251.5123

Minimum	1
Maximum	279713
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.3 KiB

Quantile statistics

Minimum	1
5-th percentile	3.3
Q1	19
median	105
Q3	827.5
95-th percentile	2763
Maximum	279713
Range	279712
Interquartile range (IQR)	808.5

Descriptive statistics

Standard deviation	13247.64
Coefficient of variation (CV)	10.585306
Kurtosis	440.60331
Mean	1251.5123
Median Absolute Deviation (MAD)	101
Skewness	20.917407
Sum	559426
Variance	1.7549997 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	9	1.9%
3	9	1.9%
14	9	1.9%
4	8	1.7%
2	7	1.5%
9	7	1.5%
1	7	1.5%
15	7	1.5%
18	6	1.3%
13	6	1.3%
Other values (280)	372	78.8%
(Missing)	25	5.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	7	1.5%
2	7	1.5%
3	9	1.9%
4	8	1.7%
5	6	1.3%
6	9	1.9%
7	5	1.1%
8	6	1.3%
9	7	1.5%
10	6	1.3%

Value	Count	Frequency (%)
279713	1	0.2%
7765	1	0.2%
7261	1	0.2%
6610	1	0.2%
6390	1	0.2%
6240	1	0.2%
5138	1	0.2%
5125	1	0.2%
4818	1	0.2%
4568	1	0.2%

전기
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	67
Distinct (%)	20.0%
Missing	137
Missing (%)	29.0%
Infinite	0
Infinite (%)	0.0%
Mean	60.746269

Minimum	1
Maximum	10175
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.3 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	7
Q3	21
95-th percentile	65.1
Maximum	10175
Range	10174
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	592.62572
Coefficient of variation (CV)	9.7557551
Kurtosis	260.30699
Mean	60.746269
Median Absolute Deviation (MAD)	6
Skewness	15.716836
Sum	20350
Variance	351205.24
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	57	12.1%
2	32	6.8%
3	24	5.1%
4	17	3.6%
7	15	3.2%
5	13	2.8%
6	13	2.8%
8	11	2.3%
13	9	1.9%
11	8	1.7%
Other values (57)	136	28.8%
(Missing)	137	29.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	57	12.1%
2	32	6.8%
3	24	5.1%
4	17	3.6%
5	13	2.8%
6	13	2.8%
7	15	3.2%
8	11	2.3%
9	5	1.1%
10	6	1.3%

Value	Count	Frequency (%)
10175	1	0.2%
3776	1	0.2%
552	1	0.2%
294	1	0.2%
264	1	0.2%
239	1	0.2%
208	1	0.2%
112	1	0.2%
98	1	0.2%
97	1	0.2%

휘발유 (유연)
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	24
Distinct (%)	10.6%
Missing	246
Missing (%)	52.1%
Infinite	0
Infinite (%)	0.0%
Mean	9.9380531

Minimum	1
Maximum	1123
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.3 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	3
Q3	7
95-th percentile	15
Maximum	1123
Range	1122
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	74.528716
Coefficient of variation (CV)	7.4993276
Kurtosis	224.04118
Mean	9.9380531
Median Absolute Deviation (MAD)	2
Skewness	14.936445
Sum	2246
Variance	5554.5295
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
1	64	13.6%
3	29	6.1%
2	24	5.1%
5	19	4.0%
4	19	4.0%
10	12	2.5%
6	12	2.5%
7	9	1.9%
8	8	1.7%
14	5	1.1%
Other values (14)	25	5.3%
(Missing)	246	52.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	64	13.6%
2	24	5.1%
3	29	6.1%
4	19	4.0%
5	19	4.0%
6	12	2.5%
7	9	1.9%
8	8	1.7%
9	4	0.8%
10	12	2.5%

Value	Count	Frequency (%)
1123	1	0.2%
29	1	0.2%
28	1	0.2%
21	1	0.2%
20	1	0.2%
19	1	0.2%
18	1	0.2%
17	2	0.4%
16	1	0.2%
15	4	0.8%

휘발유 (무연)
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	389
Distinct (%)	83.3%
Missing	5
Missing (%)	1.1%
Infinite	0
Infinite (%)	0.0%
Mean	3907.7944

Minimum	1
Maximum	912470
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.3 KiB

Quantile statistics

Minimum	1
5-th percentile	16
Q1	89
median	399
Q3	2761.5
95-th percentile	8377.8
Maximum	912470
Range	912469
Interquartile range (IQR)	2672.5

Descriptive statistics

Standard deviation	42257.06
Coefficient of variation (CV)	10.813532
Kurtosis	461.52548
Mean	3907.7944
Median Absolute Deviation (MAD)	372
Skewness	21.421499
Sum	1824940
Variance	1.7856591 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
93	5	1.1%
31	4	0.8%
43	4	0.8%
34	4	0.8%
131	4	0.8%
42	4	0.8%
1	3	0.6%
13	3	0.6%
87	3	0.6%
174	3	0.6%
Other values (379)	430	91.1%
(Missing)	5	1.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	3	0.6%
2	1	0.2%
3	2	0.4%
4	2	0.4%
5	1	0.2%
6	1	0.2%
7	1	0.2%
8	2	0.4%
10	3	0.6%
11	1	0.2%

Value	Count	Frequency (%)
912470	1	0.2%
20469	1	0.2%
18640	1	0.2%
18233	1	0.2%
17975	1	0.2%
17208	1	0.2%
16239	1	0.2%
15520	1	0.2%
13980	1	0.2%
11876	1	0.2%

CNG
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	70
Distinct (%)	33.8%
Missing	265
Missing (%)	56.1%
Infinite	0
Infinite (%)	0.0%
Mean	92.821256

Minimum	1
Maximum	9607
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.3 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	8
Q3	22.5
95-th percentile	284
Maximum	9607
Range	9606
Interquartile range (IQR)	20.5

Descriptive statistics

Standard deviation	672.0379
Coefficient of variation (CV)	7.2401293
Kurtosis	197.72912
Mean	92.821256
Median Absolute Deviation (MAD)	6
Skewness	13.915103
Sum	19214
Variance	451634.93
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	34	7.2%
2	24	5.1%
3	12	2.5%
8	10	2.1%
10	10	2.1%
5	9	1.9%
6	8	1.7%
4	8	1.7%
11	7	1.5%
12	7	1.5%
Other values (60)	78	16.5%
(Missing)	265	56.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	34	7.2%
2	24	5.1%
3	12	2.5%
4	8	1.7%
5	9	1.9%
6	8	1.7%
7	2	0.4%
8	10	2.1%
9	4	0.8%
10	10	2.1%

Value	Count	Frequency (%)
9607	1	0.2%
665	1	0.2%
659	1	0.2%
413	1	0.2%
373	1	0.2%
331	1	0.2%
312	1	0.2%
301	1	0.2%
299	1	0.2%
294	1	0.2%

하이브리드 (휘발유+전기)
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	214
Distinct (%)	47.7%
Missing	23
Missing (%)	4.9%
Infinite	0
Infinite (%)	0.0%
Mean	350.90423

Minimum	1
Maximum	78778
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.3 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	8
median	43
Q3	208
95-th percentile	713.8
Maximum	78778
Range	78777
Interquartile range (IQR)	200

Descriptive statistics

Standard deviation	3726.7952
Coefficient of variation (CV)	10.620548
Kurtosis	440.65495
Mean	350.90423
Median Absolute Deviation (MAD)	40
Skewness	20.899438
Sum	157556
Variance	13889003
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	29	6.1%
3	19	4.0%
9	15	3.2%
5	14	3.0%
4	14	3.0%
7	12	2.5%
6	11	2.3%
10	9	1.9%
2	9	1.9%
8	7	1.5%
Other values (204)	310	65.7%
(Missing)	23	4.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	29	6.1%
2	9	1.9%
3	19	4.0%
4	14	3.0%
5	14	3.0%
6	11	2.3%
7	12	2.5%
8	7	1.5%
9	15	3.2%
10	9	1.9%

Value	Count	Frequency (%)
78778	1	0.2%
4583	1	0.2%
2734	1	0.2%
1611	1	0.2%
1497	1	0.2%
1395	1	0.2%
1381	1	0.2%
1318	1	0.2%
1301	1	0.2%
1291	1	0.2%

하이브리드 (경유+전기)
Categorical

HIGH CORRELATION IMBALANCE

Distinct	4
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	3.8 KiB

<NA>	444
1	23
2	4
31	1

Length

Max length	4
Median length	4
Mean length	3.8241525
Min length	1

Unique

Unique	1 ?
Unique (%)	0.2%

Sample

1st row	<NA>
2nd row	<NA>
3rd row	<NA>
4th row	<NA>
5th row	<NA>

Common Values

Value	Count	Frequency (%)
<NA>	444	94.1%
1	23	4.9%
2	4	0.8%
31	1	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	444	94.1%
1	23	4.9%
2	4	0.8%
31	1	0.2%

하이브리드 (LPG+전기)
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	33
Distinct (%)	12.7%
Missing	212
Missing (%)	44.9%
Infinite	0
Infinite (%)	0.0%
Mean	14.915385

Minimum	1
Maximum	1939
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.3 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	4
Q3	10
95-th percentile	23
Maximum	1939
Range	1938
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	120.10462
Coefficient of variation (CV)	8.0523986
Kurtosis	257.23214
Mean	14.915385
Median Absolute Deviation (MAD)	3
Skewness	15.997131
Sum	3878
Variance	14425.12
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
1	54	11.4%
2	40	8.5%
3	25	5.3%
4	15	3.2%
9	14	3.0%
10	12	2.5%
7	12	2.5%
5	12	2.5%
6	9	1.9%
12	8	1.7%
Other values (23)	59	12.5%
(Missing)	212	44.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	54	11.4%
2	40	8.5%
3	25	5.3%
4	15	3.2%
5	12	2.5%
6	9	1.9%
7	12	2.5%
8	7	1.5%
9	14	3.0%
10	12	2.5%

Value	Count	Frequency (%)
1939	1	0.2%
60	1	0.2%
50	1	0.2%
49	1	0.2%
45	1	0.2%
42	1	0.2%
35	1	0.2%
30	1	0.2%
26	1	0.2%
25	2	0.4%

하이브리드 (CNG+전기)
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	7
Distinct (%)	87.5%
Missing	464
Missing (%)	98.3%
Infinite	0
Infinite (%)	0.0%
Mean	12.75

Minimum	1
Maximum	51
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.3 KiB

Quantile statistics

Minimum	1
5-th percentile	1.35
Q1	2
median	3.5
Q3	13.75
95-th percentile	44
Maximum	51
Range	50
Interquartile range (IQR)	11.75

Descriptive statistics

Standard deviation	18.359505
Coefficient of variation (CV)	1.4399612
Kurtosis	2.0788084
Mean	12.75
Median Absolute Deviation (MAD)	2
Skewness	1.7307085
Sum	102
Variance	337.07143
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
2	2	0.4%
3	1	0.2%
8	1	0.2%
31	1	0.2%
1	1	0.2%
4	1	0.2%
51	1	0.2%
(Missing)	464	98.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	0.2%
2	2	0.4%
3	1	0.2%
4	1	0.2%
8	1	0.2%
31	1	0.2%
51	1	0.2%

Value	Count	Frequency (%)
51	1	0.2%
31	1	0.2%
8	1	0.2%
4	1	0.2%
3	1	0.2%
2	2	0.4%
1	1	0.2%

수소
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	7
Distinct (%)	8.0%
Missing	384
Missing (%)	81.4%
Infinite	0
Infinite (%)	0.0%
Mean	3.25

Minimum	1
Maximum	143
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.3 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	2
95-th percentile	3.65
Maximum	143
Range	142
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	15.170487
Coefficient of variation (CV)	4.6678422
Kurtosis	85.584197
Mean	3.25
Median Absolute Deviation (MAD)	0
Skewness	9.1990548
Sum	286
Variance	230.14368
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
1	57	12.1%
2	22	4.7%
3	4	0.8%
5	2	0.4%
16	1	0.2%
4	1	0.2%
143	1	0.2%
(Missing)	384	81.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	57	12.1%
2	22	4.7%
3	4	0.8%
4	1	0.2%
5	2	0.4%
16	1	0.2%
143	1	0.2%

Value	Count	Frequency (%)
143	1	0.2%
16	1	0.2%
5	2	0.4%
4	1	0.2%
3	4	0.8%
2	22	4.7%
1	57	12.1%

기타연료
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	67
Distinct (%)	20.2%
Missing	140
Missing (%)	29.7%
Infinite	0
Infinite (%)	0.0%
Mean	34.331325

Minimum	1
Maximum	5699
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.3 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	8
Q3	21.25
95-th percentile	65.5
Maximum	5699
Range	5698
Interquartile range (IQR)	19.25

Descriptive statistics

Standard deviation	312.80113
Coefficient of variation (CV)	9.1112455
Kurtosis	327.85213
Mean	34.331325
Median Absolute Deviation (MAD)	7
Skewness	18.05194
Sum	11398
Variance	97844.549
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	62	13.1%
2	36	7.6%
4	16	3.4%
5	16	3.4%
3	16	3.4%
20	12	2.5%
7	10	2.1%
8	9	1.9%
13	9	1.9%
19	8	1.7%
Other values (57)	138	29.2%
(Missing)	140	29.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	62	13.1%
2	36	7.6%
3	16	3.4%
4	16	3.4%
5	16	3.4%
6	6	1.3%
7	10	2.1%
8	9	1.9%
9	7	1.5%
10	6	1.3%

Value	Count	Frequency (%)
5699	1	0.2%
193	1	0.2%
177	1	0.2%
131	1	0.2%
101	1	0.2%
98	1	0.2%
95	1	0.2%
94	1	0.2%
93	1	0.2%
90	1	0.2%

Phik (φk)
Auto

Heatmap
Table

	동별 총 대수	휘발유	경유	엘피지	전기	휘발유 (유연)	휘발유 (무연)	CNG	하이브리드 (휘발유+전기)	하이브리드 (경유+전기)	하이브리드 (LPG+전기)	하이브리드 (CNG+전기)	수소	기타연료
동별 총 대수	1.000	0.704	0.704	0.704	1.000	0.701	0.704	0.700	0.704	1.000	0.702	1.000	1.000	0.703
휘발유	0.704	1.000	0.704	0.704	1.000	0.701	0.704	0.700	0.704	1.000	0.702	1.000	1.000	0.703
경유	0.704	0.704	1.000	0.704	1.000	0.701	0.704	0.700	0.704	1.000	0.702	1.000	1.000	0.703
엘피지	0.704	0.704	0.704	1.000	1.000	0.701	0.704	0.700	0.704	1.000	0.702	1.000	1.000	0.703
전기	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.932	1.000	1.000	0.939	1.000
휘발유\n(유연)	0.701	0.701	0.701	0.701	1.000	1.000	0.701	0.699	0.701	1.000	0.700	1.000	1.000	0.700
휘발유\n(무연)	0.704	0.704	0.704	0.704	1.000	0.701	1.000	0.700	0.704	1.000	0.702	1.000	1.000	0.703
CNG	0.700	0.700	0.700	0.700	1.000	0.699	0.700	1.000	0.700	1.000	0.699	1.000	1.000	0.700
하이브리드\n(휘발유+전기)	0.704	0.704	0.704	0.704	1.000	0.701	0.704	0.700	1.000	1.000	0.702	1.000	1.000	0.703
하이브리드\n(경유+전기)	1.000	1.000	1.000	1.000	0.932	1.000	1.000	1.000	1.000	1.000	1.000	0.000	1.000	1.000
하이브리드\n(LPG+전기)	0.702	0.702	0.702	0.702	1.000	0.700	0.702	0.699	0.702	1.000	1.000	1.000	1.000	0.701
하이브리드\n(CNG+전기)	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.000	1.000	1.000	0.000	1.000
수소	1.000	1.000	1.000	1.000	0.939	1.000	1.000	1.000	1.000	1.000	1.000	0.000	1.000	1.000
기타연료	0.703	0.703	0.703	0.703	1.000	0.700	0.703	0.700	0.703	1.000	0.701	1.000	1.000	1.000

Heatmap
Table

	동별 총 대수	휘발유	경유	엘피지	전기	휘발유 (유연)	휘발유 (무연)	CNG	하이브리드 (휘발유+전기)	하이브리드 (LPG+전기)	하이브리드 (CNG+전기)	수소	기타연료	하이브리드 (경유+전기)
동별 총 대수	1.000	0.991	0.995	0.969	0.841	0.854	0.994	0.546	0.972	0.868	0.898	0.167	0.842	0.981
휘발유	0.991	1.000	0.976	0.950	0.837	0.844	0.990	0.497	0.977	0.835	0.814	0.215	0.833	0.981
경유	0.995	0.976	1.000	0.966	0.844	0.850	0.983	0.556	0.957	0.877	0.922	0.148	0.840	0.981
엘피지	0.969	0.950	0.966	1.000	0.786	0.800	0.965	0.567	0.930	0.866	0.922	0.050	0.773	0.981
전기	0.841	0.837	0.844	0.786	1.000	0.759	0.825	0.493	0.850	0.727	0.731	0.192	0.733	0.680
휘발유\n(유연)	0.854	0.844	0.850	0.800	0.759	1.000	0.855	0.493	0.842	0.741	0.827	0.122	0.733	0.978
휘발유\n(무연)	0.994	0.990	0.983	0.965	0.825	0.855	1.000	0.534	0.971	0.867	0.814	0.180	0.834	0.981
CNG	0.546	0.497	0.556	0.567	0.493	0.493	0.534	1.000	0.496	0.498	0.766	0.050	0.475	0.976
하이브리드\n(휘발유+전기)	0.972	0.977	0.957	0.930	0.850	0.842	0.971	0.496	1.000	0.834	0.814	0.240	0.826	0.981
하이브리드\n(LPG+전기)	0.868	0.835	0.877	0.866	0.727	0.741	0.867	0.498	0.834	1.000	0.934	0.192	0.739	0.979
하이브리드\n(CNG+전기)	0.898	0.814	0.922	0.922	0.731	0.827	0.814	0.766	0.814	0.934	1.000	1.000	0.814	1.000
수소	0.167	0.215	0.148	0.050	0.192	0.122	0.180	0.050	0.240	0.192	1.000	1.000	0.211	0.957
기타연료	0.842	0.833	0.840	0.773	0.733	0.733	0.834	0.475	0.826	0.739	0.814	0.211	1.000	0.980
하이브리드\n(경유+전기)	0.981	0.981	0.981	0.981	0.680	0.978	0.981	0.976	0.981	0.979	1.000	0.957	0.980	1.000

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.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	사용본거지법정동명	동별 총 대수	휘발유	경유	엘피지	전기	휘발유 (유연)	휘발유 (무연)	CNG	하이브리드 (휘발유+전기)	하이브리드 (경유+전기)	하이브리드 (LPG+전기)	하이브리드 (CNG+전기)	수소	기타연료
0	서울특별시 종로구 청운동	764	231	244	26	4	1	229	<NA>	27	<NA>	1	<NA>	<NA>	1
1	서울특별시 종로구 신교동	360	83	128	21	2	<NA>	116	<NA>	10	<NA>	<NA>	<NA>	<NA>	<NA>
2	서울특별시 종로구 궁정동	48	11	16	2	<NA>	<NA>	17	<NA>	2	<NA>	<NA>	<NA>	<NA>	<NA>
3	서울특별시 종로구 효자동	208	64	79	8	1	<NA>	50	<NA>	6	<NA>	<NA>	<NA>	<NA>	<NA>
4	서울특별시 종로구 창성동	138	41	43	6	<NA>	<NA>	43	<NA>	5	<NA>	<NA>	<NA>	<NA>	<NA>
5	서울특별시 종로구 통의동	155	34	63	7	<NA>	<NA>	48	<NA>	3	<NA>	<NA>	<NA>	<NA>	<NA>
6	서울특별시 종로구 적선동	190	42	84	6	<NA>	<NA>	51	<NA>	7	<NA>	<NA>	<NA>	<NA>	<NA>
7	서울특별시 종로구 통인동	214	62	69	14	<NA>	<NA>	65	<NA>	4	<NA>	<NA>	<NA>	<NA>	<NA>
8	서울특별시 종로구 누상동	827	182	290	72	1	1	255	<NA>	23	<NA>	<NA>	<NA>	<NA>	3
9	서울특별시 종로구 누하동	213	52	85	14	<NA>	<NA>	58	<NA>	4	<NA>	<NA>	<NA>	<NA>	<NA>

	사용본거지법정동명	동별 총 대수	휘발유	경유	엘피지	전기	휘발유 (유연)	휘발유 (무연)	CNG	하이브리드 (휘발유+전기)	하이브리드 (경유+전기)	하이브리드 (LPG+전기)	하이브리드 (CNG+전기)	수소	기타연료
462	서울특별시 강동구 명일동	12578	2967	4130	937	14	5	4162	5	339	<NA>	5	<NA>	<NA>	14
463	서울특별시 강동구 고덕동	11439	2667	4090	878	28	3	3413	5	326	<NA>	9	<NA>	<NA>	20
464	서울특별시 강동구 상일동	6402	1351	2402	597	7	3	1848	3	170	<NA>	4	<NA>	<NA>	17
465	서울특별시 강동구 길동	15830	2873	5641	2796	18	6	4160	10	303	<NA>	4	<NA>	<NA>	19
466	서울특별시 강동구 둔촌동	9542	2015	3368	1088	15	1	2806	3	225	<NA>	7	<NA>	1	13
467	서울특별시 강동구 암사동	21641	4588	7688	2159	19	8	6604	5	520	<NA>	19	<NA>	1	30
468	서울특별시 강동구 성내동	22477	4325	8511	2413	59	10	6620	19	464	1	6	<NA>	1	48
469	서울특별시 강동구 천호동	27077	5325	10570	3009	20	10	7536	5	529	<NA>	16	<NA>	<NA>	57
470	서울특별시 강동구 강일동	8032	1449	2764	1145	21	3	2240	197	181	<NA>	9	2	<NA>	21
471	합계	3124289	684028	1140532	279713	10175	1123	912470	9607	78778	31	1939	51	143	5699

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Space Separator

Most occurring scripts

Most frequent character per script

Hangul

Common

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample