gimi9 Pandas Profiling

Dataset statistics

Number of variables	16
Number of observations	3570
Missing cells	64
Missing cells (%)	0.1%
Duplicate rows	14
Duplicate rows (%)	0.4%
Total size in memory	491.7 KiB
Average record size in memory	141.0 B

Variable types

Categorical	2
Text	1
Numeric	13

Dataset

Description	서울시 자치구별 연료별 자동차 등록 현황 자료입니다. 사용보거지, 행정동, 연료, 자동차 종류, 자가용: 승용/승합/화물/특수, 영업용 : 승용/승합/화물/특수 구분으로 정보를 제공합니다.
Author	서울특별시
URL	https://www.data.go.kr/data/15100168/fileData.do

Alerts

Dataset has 14 (0.4%) duplicate rows	Duplicates
`계` is highly overall correlated with `자가용승합` and 3 other fields	High correlation
`관용_화물` is highly overall correlated with `관용_특수`	High correlation
`관용_특수` is highly overall correlated with `관용_화물`	High correlation
`자가용_승용` is highly overall correlated with `자가용화물` and 3 other fields	High correlation
`자가용승합` is highly overall correlated with `계`	High correlation
`자가용화물` is highly overall correlated with `계` and 4 other fields	High correlation
`자가용특수` is highly overall correlated with `계` and 4 other fields	High correlation
`영업용_승용` is highly overall correlated with `자가용_승용` and 3 other fields	High correlation
`영업용승합` is highly overall correlated with `계` and 1 other fields	High correlation
`영업용특수` is highly overall correlated with `자가용_승용` and 4 other fields	High correlation
`계` has 64 (1.8%) missing values	Missing
`관용_승용` is highly skewed (γ1 = 40.15372204)	Skewed
`관용_승합` is highly skewed (γ1 = 55.81564972)	Skewed
`관용_화물` is highly skewed (γ1 = 52.90194054)	Skewed
`관용_승용` has 3470 (97.2%) zeros	Zeros
`관용_승합` has 2966 (83.1%) zeros	Zeros
`관용_화물` has 3303 (92.5%) zeros	Zeros
`관용_특수` has 3236 (90.6%) zeros	Zeros
`자가용_승용` has 2776 (77.8%) zeros	Zeros
`자가용승합` has 537 (15.0%) zeros	Zeros
`자가용화물` has 1853 (51.9%) zeros	Zeros
`자가용특수` has 1309 (36.7%) zeros	Zeros
`영업용_승용` has 3162 (88.6%) zeros	Zeros
`영업용승합` has 2118 (59.3%) zeros	Zeros
`영업용화물` has 2932 (82.1%) zeros	Zeros
`영업용특수` has 2182 (61.1%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 09:36:08.730271
Analysis finished	2023-12-12 09:36:31.266608
Duration	22.54 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

사용본거지 시군구
Categorical

Distinct	25
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Memory size	28.0 KiB

서울특별시 송파구	230
서울특별시 강남구	194
서울특별시 강서구	168
서울특별시 강동구	165
서울특별시 관악구	165
Other values (20)	2648

Length

Max length	10
Median length	9
Mean length	9.070028
Min length	8

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
서울특별시 송파구	230	6.4%
서울특별시 강남구	194	5.4%
서울특별시 강서구	168	4.7%
서울특별시 강동구	165	4.6%
서울특별시 관악구	165	4.6%
서울특별시 성북구	158	4.4%
서울특별시 영등포구	158	4.4%
서울특별시 노원구	155	4.3%
서울특별시 마포구	152	4.3%
서울특별시 서초구	150	4.2%
Other values (15)	1875	52.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
서울특별시	3570	50.0%
송파구	230	3.2%
강남구	194	2.7%
강서구	168	2.4%
강동구	165	2.3%
관악구	165	2.3%
성북구	158	2.2%
영등포구	158	2.2%
노원구	155	2.2%
마포구	152	2.1%
Other values (16)	2025	28.4%

읍면동 (행정동)
Text

Distinct	517
Distinct (%)	14.5%
Missing	0
Missing (%)	0.0%
Memory size	28.0 KiB

Length

Max length	16
Median length	9
Mean length	8.7277311
Min length	5

Characters and Unicode

Total characters	31158
Distinct characters	195
Distinct categories	4 ?
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	26 ?
Unique (%)	0.7%

Sample

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

Value	Count	Frequency (%)
송파구	230	3.2%
강남구	194	2.7%
강서구	168	2.4%
관악구	165	2.3%
강동구	165	2.3%
성북구	158	2.2%
노원구	155	2.2%
마포구	152	2.1%
서초구	150	2.1%
영등포구	146	2.0%
Other values (471)	5458	76.4%

Most occurring characters

Value	Count	Frequency (%)
	6904	22.2%
동	3894	12.5%
구	3793	12.2%
1	875	2.8%
2	779	2.5%
강	680	2.2%
서	508	1.6%
성	426	1.4%
포	386	1.2%
로	370	1.2%
Other values (185)	12543	40.3%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	21725	69.7%
Space Separator	6904	22.2%
Decimal Number	2449	7.9%
Other Punctuation	80	0.3%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
동	3894	17.9%
구	3793	17.5%
강	680	3.1%
서	508	2.3%
성	426	2.0%
포	386	1.8%
로	370	1.7%
중	369	1.7%
대	333	1.5%
문	319	1.5%
Other values (173)	10647	49.0%

Decimal Number

Value	Count	Frequency (%)
1	875	35.7%
2	779	31.8%
3	353	14.4%
4	211	8.6%
5	87	3.6%
6	59	2.4%
7	46	1.9%
8	23	0.9%
0	8	0.3%
9	8	0.3%

Space Separator

Value	Count	Frequency (%)
	6904	100.0%

Other Punctuation

Value	Count	Frequency (%)
.	80	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	21725	69.7%
Common	9433	30.3%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
동	3894	17.9%
구	3793	17.5%
강	680	3.1%
서	508	2.3%
성	426	2.0%
포	386	1.8%
로	370	1.7%
중	369	1.7%
대	333	1.5%
문	319	1.5%
Other values (173)	10647	49.0%

Common

Value	Count	Frequency (%)
	6904	73.2%
1	875	9.3%
2	779	8.3%
3	353	3.7%
4	211	2.2%
5	87	0.9%
.	80	0.8%
6	59	0.6%
7	46	0.5%
8	23	0.2%
Other values (2)	16	0.2%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	21725	69.7%
ASCII	9433	30.3%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	6904	73.2%
1	875	9.3%
2	779	8.3%
3	353	3.7%
4	211	2.2%
5	87	0.9%
.	80	0.8%
6	59	0.6%
7	46	0.5%
8	23	0.2%
Other values (2)	16	0.2%

Hangul

Value	Count	Frequency (%)
동	3894	17.9%
구	3793	17.5%
강	680	3.1%
서	508	2.3%
성	426	2.0%
포	386	1.8%
로	370	1.7%
중	369	1.7%
대	333	1.5%
문	319	1.5%
Other values (173)	10647	49.0%

연료
Categorical

Distinct	9
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	28.0 KiB

경유	551
휘발유	549
엘피지	463
하이브리드	436
기타연료	435
Other values (4)	1136

Length

Max length	5
Median length	4
Mean length	2.9809524
Min length	2

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

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

Common Values

Value	Count	Frequency (%)
경유	551	15.4%
휘발유	549	15.4%
엘피지	463	13.0%
하이브리드	436	12.2%
기타연료	435	12.2%
전기	428	12.0%
수소	396	11.1%
CNG	311	8.7%
LNG	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
경유	551	15.4%
휘발유	549	15.4%
엘피지	463	13.0%
하이브리드	436	12.2%
기타연료	435	12.2%
전기	428	12.0%
수소	396	11.1%
cng	311	8.7%
lng	1	< 0.1%

계
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	1404
Distinct (%)	40.0%
Missing	64
Missing (%)	1.8%
Infinite	0
Infinite (%)	0.0%
Mean	907.62151

Minimum	1
Maximum	12076
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.5 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	10
median	116.5
Q3	958.25
95-th percentile	4372.25
Maximum	12076
Range	12075
Interquartile range (IQR)	948.25

Descriptive statistics

Standard deviation	1588.3971
Coefficient of variation (CV)	1.7500655
Kurtosis	6.6808871
Mean	907.62151
Median Absolute Deviation (MAD)	114.5
Skewness	2.4179426
Sum	3182121
Variance	2523005.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	228	6.4%
2	141	3.9%
3	101	2.8%
4	94	2.6%
6	73	2.0%
5	70	2.0%
8	60	1.7%
7	55	1.5%
9	51	1.4%
10	46	1.3%
Other values (1394)	2587	72.5%
(Missing)	64	1.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	228	6.4%
2	141	3.9%
3	101	2.8%
4	94	2.6%
5	70	2.0%
6	73	2.0%
7	55	1.5%
8	60	1.7%
9	51	1.4%
10	46	1.3%

Value	Count	Frequency (%)
12076	1	< 0.1%
11243	1	< 0.1%
10487	1	< 0.1%
10093	1	< 0.1%
9903	1	< 0.1%
9883	1	< 0.1%
9317	1	< 0.1%
9078	1	< 0.1%
8947	1	< 0.1%
8856	1	< 0.1%

관용_승용
Real number (ℝ)

SKEWED ZEROS

Distinct	13
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.11148459

Minimum	0
Maximum	75
Zeros	3470
Zeros (%)	97.2%
Negative	0
Negative (%)	0.0%
Memory size	31.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	75
Range	75
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.4480477
Coefficient of variation (CV)	12.988769
Kurtosis	2013.899
Mean	0.11148459
Median Absolute Deviation (MAD)	0
Skewness	40.153722
Sum	398
Variance	2.096842
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	3470	97.2%
1	38	1.1%
2	23	0.6%
4	7	0.2%
5	7	0.2%
6	6	0.2%
7	5	0.1%
9	4	0.1%
3	4	0.1%
10	3	0.1%
Other values (3)	3	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3470	97.2%
1	38	1.1%
2	23	0.6%
3	4	0.1%
4	7	0.2%
5	7	0.2%
6	6	0.2%
7	5	0.1%
9	4	0.1%
10	3	0.1%

Value	Count	Frequency (%)
75	1	< 0.1%
14	1	< 0.1%
13	1	< 0.1%
10	3	0.1%
9	4	0.1%
7	5	0.1%
6	6	0.2%
5	7	0.2%
4	7	0.2%
3	4	0.1%

관용_승합
Real number (ℝ)

SKEWED ZEROS

Distinct	44
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.2966387

Minimum	0
Maximum	1283
Zeros	2966
Zeros (%)	83.1%
Negative	0
Negative (%)	0.0%
Memory size	31.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	4
Maximum	1283
Range	1283
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	21.962479
Coefficient of variation (CV)	16.93801
Kurtosis	3252.6934
Mean	1.2966387
Median Absolute Deviation (MAD)	0
Skewness	55.81565
Sum	4629
Variance	482.35048
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
0	2966	83.1%
1	268	7.5%
2	86	2.4%
3	46	1.3%
4	33	0.9%
5	22	0.6%
6	21	0.6%
8	16	0.4%
7	16	0.4%
10	13	0.4%
Other values (34)	83	2.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2966	83.1%
1	268	7.5%
2	86	2.4%
3	46	1.3%
4	33	0.9%
5	22	0.6%
6	21	0.6%
7	16	0.4%
8	16	0.4%
9	9	0.3%

Value	Count	Frequency (%)
1283	1	< 0.1%
85	1	< 0.1%
84	1	< 0.1%
74	1	< 0.1%
67	1	< 0.1%
65	1	< 0.1%
63	1	< 0.1%
61	1	< 0.1%
43	4	0.1%
42	2	0.1%

관용_화물
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	33
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0546218

Minimum	0
Maximum	1514
Zeros	3303
Zeros (%)	92.5%
Negative	0
Negative (%)	0.0%
Memory size	31.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1514
Range	1514
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	26.517029
Coefficient of variation (CV)	25.143637
Kurtosis	2980.5987
Mean	1.0546218
Median Absolute Deviation (MAD)	0
Skewness	52.901941
Sum	3765
Variance	703.1528
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
0	3303	92.5%
1	97	2.7%
2	44	1.2%
3	23	0.6%
5	17	0.5%
4	16	0.4%
10	7	0.2%
12	6	0.2%
9	5	0.1%
18	5	0.1%
Other values (23)	47	1.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3303	92.5%
1	97	2.7%
2	44	1.2%
3	23	0.6%
4	16	0.4%
5	17	0.5%
6	3	0.1%
7	5	0.1%
8	3	0.1%
9	5	0.1%

Value	Count	Frequency (%)
1514	1	< 0.1%
338	1	< 0.1%
239	1	< 0.1%
134	1	< 0.1%
79	1	< 0.1%
62	1	< 0.1%
59	1	< 0.1%
33	2	0.1%
30	1	< 0.1%
29	2	0.1%

관용_특수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	55
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0893557

Minimum	0
Maximum	198
Zeros	3236
Zeros (%)	90.6%
Negative	0
Negative (%)	0.0%
Memory size	31.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	3
Maximum	198
Range	198
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7.6927641
Coefficient of variation (CV)	7.0617557
Kurtosis	207.98874
Mean	1.0893557
Median Absolute Deviation (MAD)	0
Skewness	12.652341
Sum	3889
Variance	59.17862
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3236	90.6%
1	100	2.8%
2	42	1.2%
3	24	0.7%
4	19	0.5%
6	16	0.4%
5	14	0.4%
10	9	0.3%
9	9	0.3%
12	9	0.3%
Other values (45)	92	2.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3236	90.6%
1	100	2.8%
2	42	1.2%
3	24	0.7%
4	19	0.5%
5	14	0.4%
6	16	0.4%
7	8	0.2%
8	8	0.2%
9	9	0.3%

Value	Count	Frequency (%)
198	1	< 0.1%
123	1	< 0.1%
112	1	< 0.1%
97	1	< 0.1%
94	1	< 0.1%
93	1	< 0.1%
92	1	< 0.1%
88	1	< 0.1%
85	2	0.1%
83	2	0.1%

자가용_승용
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	43
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3056022

Minimum	0
Maximum	209
Zeros	2776
Zeros (%)	77.8%
Negative	0
Negative (%)	0.0%
Memory size	31.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	7
Maximum	209
Range	209
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	5.8091817
Coefficient of variation (CV)	4.4494269
Kurtosis	524.08891
Mean	1.3056022
Median Absolute Deviation (MAD)	0
Skewness	18.062061
Sum	4661
Variance	33.746592
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
0	2776	77.8%
1	241	6.8%
2	97	2.7%
3	89	2.5%
5	60	1.7%
4	59	1.7%
6	41	1.1%
7	38	1.1%
8	29	0.8%
10	22	0.6%
Other values (33)	118	3.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2776	77.8%
1	241	6.8%
2	97	2.7%
3	89	2.5%
4	59	1.7%
5	60	1.7%
6	41	1.1%
7	38	1.1%
8	29	0.8%
9	18	0.5%

Value	Count	Frequency (%)
209	1	< 0.1%
105	1	< 0.1%
95	1	< 0.1%
82	1	< 0.1%
58	1	< 0.1%
50	1	< 0.1%
45	1	< 0.1%
42	1	< 0.1%
40	2	0.1%
39	1	< 0.1%

자가용승합
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1284
Distinct (%)	36.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	733.25294

Minimum	0
Maximum	11539
Zeros	537
Zeros (%)	15.0%
Negative	0
Negative (%)	0.0%
Memory size	31.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	60
Q3	623.25
95-th percentile	3879.65
Maximum	11539
Range	11539
Interquartile range (IQR)	621.25

Descriptive statistics

Standard deviation	1434.6826
Coefficient of variation (CV)	1.9565999
Kurtosis	9.963935
Mean	733.25294
Median Absolute Deviation (MAD)	60
Skewness	2.9005016
Sum	2617713
Variance	2058314.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	537	15.0%
1	355	9.9%
2	134	3.8%
3	98	2.7%
4	63	1.8%
5	47	1.3%
7	40	1.1%
6	38	1.1%
8	32	0.9%
9	26	0.7%
Other values (1274)	2200	61.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	537	15.0%
1	355	9.9%
2	134	3.8%
3	98	2.7%
4	63	1.8%
5	47	1.3%
6	38	1.1%
7	40	1.1%
8	32	0.9%
9	26	0.7%

Value	Count	Frequency (%)
11539	1	< 0.1%
11121	1	< 0.1%
10387	1	< 0.1%
10023	1	< 0.1%
9859	1	< 0.1%
9621	1	< 0.1%
9303	1	< 0.1%
8990	1	< 0.1%
8893	1	< 0.1%
8602	1	< 0.1%

자가용화물
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	255
Distinct (%)	7.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.37479

Minimum	0
Maximum	673
Zeros	1853
Zeros (%)	51.9%
Negative	0
Negative (%)	0.0%
Memory size	31.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	7
95-th percentile	150
Maximum	673
Range	673
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	56.714724
Coefficient of variation (CV)	2.5347601
Kurtosis	17.213418
Mean	22.37479
Median Absolute Deviation (MAD)	0
Skewness	3.6613012
Sum	79878
Variance	3216.56
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1853	51.9%
1	279	7.8%
2	199	5.6%
3	143	4.0%
4	83	2.3%
5	59	1.7%
7	32	0.9%
6	32	0.9%
25	22	0.6%
11	22	0.6%
Other values (245)	846	23.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1853	51.9%
1	279	7.8%
2	199	5.6%
3	143	4.0%
4	83	2.3%
5	59	1.7%
6	32	0.9%
7	32	0.9%
8	18	0.5%
9	18	0.5%

Value	Count	Frequency (%)
673	1	< 0.1%
535	1	< 0.1%
430	1	< 0.1%
408	1	< 0.1%
397	1	< 0.1%
396	1	< 0.1%
386	1	< 0.1%
384	1	< 0.1%
378	1	< 0.1%
373	1	< 0.1%

자가용특수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	428
Distinct (%)	12.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	73.32577

Minimum	0
Maximum	5606
Zeros	1309
Zeros (%)	36.7%
Negative	0
Negative (%)	0.0%
Memory size	31.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3
Q3	17
95-th percentile	519.65
Maximum	5606
Range	5606
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	229.26601
Coefficient of variation (CV)	3.1266771
Kurtosis	113.52346
Mean	73.32577
Median Absolute Deviation (MAD)	3
Skewness	7.3934596
Sum	261773
Variance	52562.902
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1309	36.7%
1	164	4.6%
2	158	4.4%
3	155	4.3%
4	148	4.1%
5	142	4.0%
7	107	3.0%
6	106	3.0%
8	80	2.2%
9	72	2.0%
Other values (418)	1129	31.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1309	36.7%
1	164	4.6%
2	158	4.4%
3	155	4.3%
4	148	4.1%
5	142	4.0%
6	106	3.0%
7	107	3.0%
8	80	2.2%
9	72	2.0%

Value	Count	Frequency (%)
5606	1	< 0.1%
2636	1	< 0.1%
2500	1	< 0.1%
1908	1	< 0.1%
1871	1	< 0.1%
1713	1	< 0.1%
1684	1	< 0.1%
1657	1	< 0.1%
1581	1	< 0.1%
1535	1	< 0.1%

영업용_승용
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	51
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.4635854

Minimum	0
Maximum	233
Zeros	3162
Zeros (%)	88.6%
Negative	0
Negative (%)	0.0%
Memory size	31.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	8.55
Maximum	233
Range	233
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	8.8129875
Coefficient of variation (CV)	6.0215054
Kurtosis	352.56987
Mean	1.4635854
Median Absolute Deviation (MAD)	0
Skewness	16.36995
Sum	5225
Variance	77.668749
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3162	88.6%
3	40	1.1%
1	36	1.0%
5	36	1.0%
2	26	0.7%
6	25	0.7%
4	24	0.7%
7	22	0.6%
9	20	0.6%
8	20	0.6%
Other values (41)	159	4.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3162	88.6%
1	36	1.0%
2	26	0.7%
3	40	1.1%
4	24	0.7%
5	36	1.0%
6	25	0.7%
7	22	0.6%
8	20	0.6%
9	20	0.6%

Value	Count	Frequency (%)
233	1	< 0.1%
220	1	< 0.1%
195	1	< 0.1%
149	1	< 0.1%
137	1	< 0.1%
105	1	< 0.1%
80	1	< 0.1%
76	1	< 0.1%
70	1	< 0.1%
59	1	< 0.1%

영업용승합
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	298
Distinct (%)	8.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.119888

Minimum	0
Maximum	5208
Zeros	2118
Zeros (%)	59.3%
Negative	0
Negative (%)	0.0%
Memory size	31.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	7
95-th percentile	167.55
Maximum	5208
Range	5208
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	164.19753
Coefficient of variation (CV)	4.6753431
Kurtosis	363.54516
Mean	35.119888
Median Absolute Deviation (MAD)	0
Skewness	15.363448
Sum	125378
Variance	26960.827
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2118	59.3%
1	197	5.5%
2	100	2.8%
4	64	1.8%
3	63	1.8%
6	48	1.3%
5	48	1.3%
7	43	1.2%
11	35	1.0%
8	33	0.9%
Other values (288)	821	23.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2118	59.3%
1	197	5.5%
2	100	2.8%
3	63	1.8%
4	64	1.8%
5	48	1.3%
6	48	1.3%
7	43	1.2%
8	33	0.9%
9	22	0.6%

Value	Count	Frequency (%)
5208	1	< 0.1%
3150	1	< 0.1%
2901	1	< 0.1%
2340	1	< 0.1%
1558	1	< 0.1%
1527	1	< 0.1%
1495	1	< 0.1%
1488	1	< 0.1%
1482	1	< 0.1%
1343	1	< 0.1%

영업용화물
Real number (ℝ)

ZEROS

Distinct	107
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.2140056

Minimum	0
Maximum	564
Zeros	2932
Zeros (%)	82.1%
Negative	0
Negative (%)	0.0%
Memory size	31.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	16
Maximum	564
Range	564
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	23.276756
Coefficient of variation (CV)	5.5236652
Kurtosis	191.77333
Mean	4.2140056
Median Absolute Deviation (MAD)	0
Skewness	11.639714
Sum	15044
Variance	541.80737
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2932	82.1%
1	153	4.3%
2	68	1.9%
3	36	1.0%
4	31	0.9%
5	23	0.6%
6	23	0.6%
8	19	0.5%
10	16	0.4%
9	16	0.4%
Other values (97)	253	7.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2932	82.1%
1	153	4.3%
2	68	1.9%
3	36	1.0%
4	31	0.9%
5	23	0.6%
6	23	0.6%
7	15	0.4%
8	19	0.5%
9	16	0.4%

Value	Count	Frequency (%)
564	1	< 0.1%
481	1	< 0.1%
339	1	< 0.1%
293	1	< 0.1%
284	1	< 0.1%
282	1	< 0.1%
264	1	< 0.1%
213	1	< 0.1%
208	1	< 0.1%
202	1	< 0.1%

영업용특수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	204
Distinct (%)	5.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.779272

Minimum	0
Maximum	1418
Zeros	2182
Zeros (%)	61.1%
Negative	0
Negative (%)	0.0%
Memory size	31.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	7
95-th percentile	87
Maximum	1418
Range	1418
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	67.228853
Coefficient of variation (CV)	4.006661
Kurtosis	160.32726
Mean	16.779272
Median Absolute Deviation (MAD)	0
Skewness	10.641063
Sum	59902
Variance	4519.7187
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2182	61.1%
1	120	3.4%
2	92	2.6%
3	79	2.2%
4	69	1.9%
6	68	1.9%
7	64	1.8%
5	61	1.7%
9	49	1.4%
11	47	1.3%
Other values (194)	739	20.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2182	61.1%
1	120	3.4%
2	92	2.6%
3	79	2.2%
4	69	1.9%
5	61	1.7%
6	68	1.9%
7	64	1.8%
8	37	1.0%
9	49	1.4%

Value	Count	Frequency (%)
1418	1	< 0.1%
1371	1	< 0.1%
1007	1	< 0.1%
968	1	< 0.1%
944	1	< 0.1%
882	1	< 0.1%
866	1	< 0.1%
756	1	< 0.1%
638	1	< 0.1%
589	1	< 0.1%

Heatmap
Table

	사용본거지 시군구	연료	계	관용_승용	관용_승합	관용_화물	관용_특수	자가용_승용	자가용승합	자가용화물	자가용특수	영업용_승용	영업용승합	영업용화물	영업용특수
사용본거지 시군구	1.000	0.000	0.156	0.000	0.016	0.015	0.000	0.000	0.059	0.124	0.098	0.057	0.000	0.000	0.000
연료	0.000	1.000	0.581	0.142	0.000	0.000	0.160	0.137	0.594	0.687	0.408	0.243	0.123	0.272	0.372
계	0.156	0.581	1.000	0.104	0.087	0.000	0.162	0.271	0.980	0.582	0.493	0.196	0.243	0.050	0.396
관용_승용	0.000	0.142	0.104	1.000	0.000	0.676	0.849	0.162	0.064	0.238	0.108	0.144	0.000	0.000	0.000
관용_승합	0.016	0.000	0.087	0.000	1.000	0.000	0.000	0.000	0.068	0.000	0.000	0.000	0.000	0.000	0.000
관용_화물	0.015	0.000	0.000	0.676	0.000	1.000	0.917	0.172	0.000	0.295	0.000	0.425	0.000	0.000	0.000
관용_특수	0.000	0.160	0.162	0.849	0.000	0.917	1.000	0.182	0.136	0.410	0.445	0.215	0.000	0.075	0.320
자가용_승용	0.000	0.137	0.271	0.162	0.000	0.172	0.182	1.000	0.181	0.602	0.538	0.738	0.000	0.198	0.578
자가용승합	0.059	0.594	0.980	0.064	0.068	0.000	0.136	0.181	1.000	0.510	0.402	0.180	0.000	0.000	0.267
자가용화물	0.124	0.687	0.582	0.238	0.000	0.295	0.410	0.602	0.510	1.000	0.802	0.724	0.000	0.188	0.851
자가용특수	0.098	0.408	0.493	0.108	0.000	0.000	0.445	0.538	0.402	0.802	1.000	0.458	0.000	0.128	0.746
영업용_승용	0.057	0.243	0.196	0.144	0.000	0.425	0.215	0.738	0.180	0.724	0.458	1.000	0.000	0.090	0.720
영업용승합	0.000	0.123	0.243	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000
영업용화물	0.000	0.272	0.050	0.000	0.000	0.000	0.075	0.198	0.000	0.188	0.128	0.090	0.000	1.000	0.251
영업용특수	0.000	0.372	0.396	0.000	0.000	0.000	0.320	0.578	0.267	0.851	0.746	0.720	0.000	0.251	1.000

Heatmap
Table

	연료	사용본거지 시군구
연료	1.000	0.000
사용본거지 시군구	0.000	1.000

Heatmap
Table

	계	관용_승용	관용_승합	관용_화물	관용_특수	자가용_승용	자가용승합	자가용화물	자가용특수	영업용_승용	영업용승합	영업용화물	영업용특수	사용본거지 시군구	연료
계	1.000	0.164	0.355	0.265	0.219	0.275	0.923	0.582	0.602	0.437	0.511	0.296	0.417	0.055	0.324
관용_승용	0.164	1.000	0.276	0.411	0.474	0.269	0.136	0.206	0.224	0.332	0.066	0.209	0.251	0.000	0.062
관용_승합	0.355	0.276	1.000	0.229	0.210	0.011	0.366	0.066	0.117	0.112	0.190	0.029	0.057	0.014	0.000
관용_화물	0.265	0.411	0.229	1.000	0.515	0.343	0.235	0.369	0.351	0.464	0.163	0.312	0.368	0.008	0.000
관용_특수	0.219	0.474	0.210	0.515	1.000	0.305	0.170	0.323	0.332	0.408	0.168	0.292	0.359	0.000	0.079
자가용_승용	0.275	0.269	0.011	0.343	0.305	1.000	0.116	0.636	0.604	0.706	-0.013	0.315	0.511	0.000	0.072
자가용승합	0.923	0.136	0.366	0.235	0.170	0.116	1.000	0.426	0.433	0.410	0.496	0.199	0.338	0.021	0.320
자가용화물	0.582	0.206	0.066	0.369	0.323	0.636	0.426	1.000	0.870	0.588	0.376	0.368	0.620	0.047	0.282
자가용특수	0.602	0.224	0.117	0.351	0.332	0.604	0.433	0.870	1.000	0.559	0.480	0.349	0.749	0.044	0.216
영업용_승용	0.437	0.332	0.112	0.464	0.408	0.706	0.410	0.588	0.559	1.000	0.094	0.444	0.610	0.022	0.080
영업용승합	0.511	0.066	0.190	0.163	0.168	-0.013	0.496	0.376	0.480	0.094	1.000	0.276	0.516	0.000	0.065
영업용화물	0.296	0.209	0.029	0.312	0.292	0.315	0.199	0.368	0.349	0.444	0.276	1.000	0.428	0.000	0.090
영업용특수	0.417	0.251	0.057	0.368	0.359	0.511	0.338	0.620	0.749	0.610	0.516	0.428	1.000	0.000	0.127
사용본거지 시군구	0.055	0.000	0.014	0.008	0.000	0.000	0.021	0.047	0.044	0.022	0.000	0.000	0.000	1.000	0.000
연료	0.324	0.062	0.000	0.000	0.079	0.072	0.320	0.282	0.216	0.080	0.065	0.090	0.127	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

	사용본거지 시군구	읍면동 (행정동)	연료	계	관용_승용	관용_승합	관용_화물	관용_특수	자가용승합	자가용화물	자가용특수	영업용_승용	영업용승합	영업용화물	영업용특수
0	서울특별시 종로구	종로구 기타	휘발유	1	0	0	0	0	1	0	0	0	0	0	0
1	서울특별시 종로구	종로구 기타	휘발유	2	0	0	0	0	2	0	0	0	0	0	0
2	서울특별시 종로구	종로구 기타	휘발유	1	0	0	0	0	1	0	0	0	0	0	0
3	서울특별시 종로구	종로구 기타	경유	<NA>	0	0	0	0	0	1	0	0	0	0	0
4	서울특별시 종로구	종로구 기타	경유	<NA>	0	0	0	0	1	0	0	0	0	0	0
5	서울특별시 종로구	종로구 기타	휘발유	2	0	0	0	0	2	0	0	0	0	0	0
6	서울특별시 종로구	종로구 기타	휘발유	1	0	0	0	0	1	0	0	0	0	0	0
7	서울특별시 종로구	종로구 청운효자동	휘발유	1971	0	67	18	0	1881	2	3	0	0	0	0
8	서울특별시 종로구	종로구 청운효자동	경유	1153	2	4	79	14	756	65	181	14	0	27	11
9	서울특별시 종로구	종로구 청운효자동	엘피지	165	0	0	0	0	118	13	9	0	19	1	5

	사용본거지 시군구	읍면동 (행정동)	연료	계	관용_승합	자가용_승용	자가용승합	자가용화물	자가용특수	영업용_승용	영업용승합	영업용화물	영업용특수
3560	서울특별시 강동구	강동구 둔촌2동	휘발유	4222	0	0	4211	2	9	0	0	0	0
3561	서울특별시 강동구	강동구 둔촌2동	경유	2750	1	8	1854	137	637	15	1	7	90
3562	서울특별시 강동구	강동구 둔촌2동	엘피지	575	0	2	388	37	38	0	97	2	11
3563	서울특별시 강동구	강동구 둔촌2동	전기	53	0	0	32	0	5	0	4	0	12
3564	서울특별시 강동구	강동구 둔촌2동	CNG	1	0	0	0	0	1	0	0	0	0
3565	서울특별시 강동구	강동구 둔촌2동	하이브리드	377	0	0	376	0	0	0	1	0	0
3566	서울특별시 강동구	강동구 둔촌2동	수소	8	0	0	8	0	0	0	0	0	0
3567	서울특별시 강동구	강동구 둔촌2동	기타연료	12	0	3	0	2	6	0	0	0	1
3568	서울특별시 강동구	강동구 기타1	휘발유	28	0	0	25	1	2	0	0	0	0
3569	서울특별시 강동구	강동구 기타1	경유	18	0	0	0	4	14	0	0	0	0

Most frequently occurring

	사용본거지 시군구	읍면동 (행정동)	연료	계	자가용승합	자가용특수	# duplicates
13	서울특별시 중구	중구 기타1	휘발유	<NA>	1	0	5
0	서울특별시 강남구	강남구 기타	경유	1	1	0	3
1	서울특별시 강남구	강남구 기타	휘발유	3	3	0	3
11	서울특별시 종로구	종로구 기타	휘발유	1	1	0	3
2	서울특별시 강동구	강동구 기타	경유	2	1	1	2
3	서울특별시 강동구	강동구 기타	휘발유	1	1	0	2
4	서울특별시 마포구	마포구 기타	휘발유	1	1	0	2
5	서울특별시 마포구	마포구 기타	휘발유	<NA>	1	0	2
6	서울특별시 성동구	성동구 기타1	휘발유	1	1	0	2
7	서울특별시 송파구	송파구 기타1	휘발유	1	1	0	2

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Space Separator

Other Punctuation

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

Duplicate rows

Most frequently occurring