gimi9 Pandas Profiling

Dataset statistics

Number of variables	16
Number of observations	85
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	12.0 KiB
Average record size in memory	144.6 B

Variable types

Categorical	2
Numeric	14

Dataset

Description	17개 시도, 업종별(버스, 고속버스, 전세버스, 마을버스, 택시, 화물 등) 교통사고통계정보를 항목별로 제공합니다.
URL	https://www.data.go.kr/data/3048010/fileData.do

Alerts

`버스` is highly overall correlated with `버스계` and 10 other fields	High correlation
`버스계` is highly overall correlated with `버스` and 10 other fields	High correlation
`전세버스` is highly overall correlated with `버스` and 9 other fields	High correlation
`마을버스` is highly overall correlated with `버스` and 7 other fields	High correlation
`특수여객자동차` is highly overall correlated with `일반화물` and 4 other fields	High correlation
`개인택시` is highly overall correlated with `버스` and 11 other fields	High correlation
`일반택시` is highly overall correlated with `버스` and 10 other fields	High correlation
`택시계` is highly overall correlated with `버스` and 10 other fields	High correlation
`일반화물` is highly overall correlated with `버스` and 12 other fields	High correlation
`용달화물` is highly overall correlated with `버스` and 10 other fields	High correlation
`개별화물` is highly overall correlated with `버스` and 11 other fields	High correlation
`화물계` is highly overall correlated with `버스` and 12 other fields	High correlation
`합계` is highly overall correlated with `버스` and 11 other fields	High correlation
`시도` is highly overall correlated with `개인택시` and 3 other fields	High correlation
`고속버스` has 61 (71.8%) zeros	Zeros
`마을버스` has 51 (60.0%) zeros	Zeros
`특수여객자동차` has 35 (41.2%) zeros	Zeros
`용달화물` has 5 (5.9%) zeros	Zeros
`개별화물` has 5 (5.9%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 22:32:40.537183
Analysis finished	2023-12-12 22:33:01.205759
Duration	20.67 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

년도
Categorical

Distinct	5
Distinct (%)	5.9%
Missing	0
Missing (%)	0.0%
Memory size	812.0 B

2018	17
2019	17
2020	17
2021	17
2022	17

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2018
2nd row	2018
3rd row	2018
4th row	2018
5th row	2018

Common Values

Value	Count	Frequency (%)
2018	17	20.0%
2019	17	20.0%
2020	17	20.0%
2021	17	20.0%
2022	17	20.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2018	17	20.0%
2019	17	20.0%
2020	17	20.0%
2021	17	20.0%
2022	17	20.0%

시도
Categorical

HIGH CORRELATION

Distinct	17
Distinct (%)	20.0%
Missing	0
Missing (%)	0.0%
Memory size	812.0 B

서울특별시청	5
부산광역시청	5
대구광역시청	5
인천광역시청	5
광주광역시청	5
Other values (12)	60

Length

Max length	8
Median length	7
Mean length	5.5882353
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	서울특별시청
2nd row	부산광역시청
3rd row	대구광역시청
4th row	인천광역시청
5th row	광주광역시청

Common Values

Value	Count	Frequency (%)
서울특별시청	5	5.9%
부산광역시청	5	5.9%
대구광역시청	5	5.9%
인천광역시청	5	5.9%
광주광역시청	5	5.9%
대전광역시청	5	5.9%
울산광역시청	5	5.9%
세종특별자치시	5	5.9%
경기도청	5	5.9%
강원도청	5	5.9%
Other values (7)	35	41.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
서울특별시청	5	5.9%
강원도청	5	5.9%
경상남도청	5	5.9%
경상북도청	5	5.9%
전라남도청	5	5.9%
전라북도청	5	5.9%
충청남도청	5	5.9%
충청북도청	5	5.9%
경기도청	5	5.9%
부산광역시청	5	5.9%
Other values (7)	35	41.2%

버스
Real number (ℝ)

HIGH CORRELATION

Distinct	71
Distinct (%)	83.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	256.58824

Minimum	14
Maximum	2284
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	897.0 B

Quantile statistics

Minimum	14
5-th percentile	34
Q1	88
median	135
Q3	190
95-th percentile	1227.6
Maximum	2284
Range	2270
Interquartile range (IQR)	102

Descriptive statistics

Standard deviation	415.01467
Coefficient of variation (CV)	1.6174345
Kurtosis	13.300399
Mean	256.58824
Median Absolute Deviation (MAD)	49
Skewness	3.5644254
Sum	21810
Variance	172237.17
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
133	3	3.5%
64	3	3.5%
141	3	3.5%
152	2	2.4%
106	2	2.4%
132	2	2.4%
125	2	2.4%
158	2	2.4%
86	2	2.4%
107	2	2.4%
Other values (61)	62	72.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
14	1	1.2%
15	1	1.2%
16	1	1.2%
17	1	1.2%
29	1	1.2%
54	1	1.2%
58	1	1.2%
60	1	1.2%
64	3	3.5%
66	1	1.2%

Value	Count	Frequency (%)
2284	1	1.2%
2254	1	1.2%
1462	1	1.2%
1366	1	1.2%
1337	1	1.2%
790	1	1.2%
783	1	1.2%
657	1	1.2%
640	1	1.2%
638	1	1.2%

고속버스
Real number (ℝ)

ZEROS

Distinct	11
Distinct (%)	12.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.4941176

Minimum	0
Maximum	17
Zeros	61
Zeros (%)	71.8%
Negative	0
Negative (%)	0.0%
Memory size	897.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	10
Maximum	17
Range	17
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	3.4073573
Coefficient of variation (CV)	2.2805148
Kurtosis	8.0853741
Mean	1.4941176
Median Absolute Deviation (MAD)	0
Skewness	2.8556488
Sum	127
Variance	11.610084
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	61	71.8%
2	7	8.2%
4	3	3.5%
1	3	3.5%
10	3	3.5%
3	2	2.4%
5	2	2.4%
17	1	1.2%
8	1	1.2%
13	1	1.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	61	71.8%
1	3	3.5%
2	7	8.2%
3	2	2.4%
4	3	3.5%
5	2	2.4%
8	1	1.2%
10	3	3.5%
13	1	1.2%
14	1	1.2%

Value	Count	Frequency (%)
17	1	1.2%
14	1	1.2%
13	1	1.2%
10	3	3.5%
8	1	1.2%
5	2	2.4%
4	3	3.5%
3	2	2.4%
2	7	8.2%
1	3	3.5%

버스계
Real number (ℝ)

HIGH CORRELATION

Distinct	71
Distinct (%)	83.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	258.08235

Minimum	14
Maximum	2297
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	897.0 B

Quantile statistics

Minimum	14
5-th percentile	34
Q1	89
median	136
Q3	190
95-th percentile	1235.6
Maximum	2297
Range	2283
Interquartile range (IQR)	101

Descriptive statistics

Standard deviation	417.32824
Coefficient of variation (CV)	1.6170352
Kurtosis	13.362107
Mean	258.08235
Median Absolute Deviation (MAD)	49
Skewness	3.5721559
Sum	21937
Variance	174162.86
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
143	3	3.5%
64	3	3.5%
89	2	2.4%
133	2	2.4%
138	2	2.4%
214	2	2.4%
97	2	2.4%
168	2	2.4%
107	2	2.4%
135	2	2.4%
Other values (61)	63	74.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
14	1	1.2%
15	1	1.2%
16	1	1.2%
17	1	1.2%
29	1	1.2%
54	1	1.2%
58	1	1.2%
60	1	1.2%
64	3	3.5%
66	1	1.2%

Value	Count	Frequency (%)
2297	1	1.2%
2271	1	1.2%
1472	1	1.2%
1370	1	1.2%
1347	1	1.2%
790	1	1.2%
783	1	1.2%
657	1	1.2%
640	1	1.2%
638	1	1.2%

전세버스
Real number (ℝ)

HIGH CORRELATION

Distinct	60
Distinct (%)	70.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	73.211765

Minimum	1
Maximum	581
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	897.0 B

Quantile statistics

Minimum	1
5-th percentile	7.2
Q1	31
median	49
Q3	65
95-th percentile	298
Maximum	581
Range	580
Interquartile range (IQR)	34

Descriptive statistics

Standard deviation	109.12554
Coefficient of variation (CV)	1.4905465
Kurtosis	13.831979
Mean	73.211765
Median Absolute Deviation (MAD)	17
Skewness	3.7698596
Sum	6223
Variance	11908.383
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
44	3	3.5%
64	3	3.5%
49	3	3.5%
48	3	3.5%
38	3	3.5%
59	2	2.4%
20	2	2.4%
31	2	2.4%
60	2	2.4%
75	2	2.4%
Other values (50)	60	70.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	1.2%
3	1	1.2%
4	1	1.2%
5	1	1.2%
6	1	1.2%
12	1	1.2%
14	1	1.2%
18	1	1.2%
20	2	2.4%
21	1	1.2%

Value	Count	Frequency (%)
581	1	1.2%
557	1	1.2%
536	1	1.2%
423	1	1.2%
346	1	1.2%
106	1	1.2%
104	1	1.2%
102	1	1.2%
99	1	1.2%
83	1	1.2%

마을버스
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	25
Distinct (%)	29.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	52.635294

Minimum	0
Maximum	673
Zeros	51
Zeros (%)	60.0%
Negative	0
Negative (%)	0.0%
Memory size	897.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	5
95-th percentile	448.2
Maximum	673
Range	673
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	144.5408
Coefficient of variation (CV)	2.7460814
Kurtosis	8.1944255
Mean	52.635294
Median Absolute Deviation (MAD)	0
Skewness	2.988622
Sum	4474
Variance	20892.044
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0	51	60.0%
1	5	5.9%
2	4	4.7%
5	2	2.4%
9	2	2.4%
4	2	2.4%
305	1	1.2%
525	1	1.2%
476	1	1.2%
8	1	1.2%
Other values (15)	15	17.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	51	60.0%
1	5	5.9%
2	4	4.7%
3	1	1.2%
4	2	2.4%
5	2	2.4%
6	1	1.2%
8	1	1.2%
9	2	2.4%
10	1	1.2%

Value	Count	Frequency (%)
673	1	1.2%
618	1	1.2%
525	1	1.2%
493	1	1.2%
476	1	1.2%
337	1	1.2%
305	1	1.2%
261	1	1.2%
258	1	1.2%
244	1	1.2%

특수여객자동차
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	9
Distinct (%)	10.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.2941176

Minimum	0
Maximum	10
Zeros	35
Zeros (%)	41.2%
Negative	0
Negative (%)	0.0%
Memory size	897.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	4
Maximum	10
Range	10
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.907526
Coefficient of variation (CV)	1.4739974
Kurtosis	8.3589433
Mean	1.2941176
Median Absolute Deviation (MAD)	1
Skewness	2.654345
Sum	110
Variance	3.6386555
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	35	41.2%
1	27	31.8%
2	11	12.9%
4	5	5.9%
3	3	3.5%
8	1	1.2%
9	1	1.2%
10	1	1.2%
5	1	1.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	35	41.2%
1	27	31.8%
2	11	12.9%
3	3	3.5%
4	5	5.9%
5	1	1.2%
8	1	1.2%
9	1	1.2%
10	1	1.2%

Value	Count	Frequency (%)
10	1	1.2%
9	1	1.2%
8	1	1.2%
5	1	1.2%
4	5	5.9%
3	3	3.5%
2	11	12.9%
1	27	31.8%
0	35	41.2%

개인택시
Real number (ℝ)

HIGH CORRELATION

Distinct	74
Distinct (%)	87.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	338.36471

Minimum	3
Maximum	2176
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	897.0 B

Quantile statistics

Minimum	3
5-th percentile	22.6
Q1	128
median	182
Q3	267
95-th percentile	1545.2
Maximum	2176
Range	2173
Interquartile range (IQR)	139

Descriptive statistics

Standard deviation	448.77502
Coefficient of variation (CV)	1.3263057
Kurtosis	7.2526486
Mean	338.36471
Median Absolute Deviation (MAD)	61
Skewness	2.7517834
Sum	28761
Variance	201399.02
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
151	3	3.5%
6	3	3.5%
111	2	2.4%
476	2	2.4%
126	2	2.4%
171	2	2.4%
169	2	2.4%
182	2	2.4%
199	2	2.4%
5	1	1.2%
Other values (64)	64	75.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	1	1.2%
5	1	1.2%
6	3	3.5%
89	1	1.2%
94	1	1.2%
95	1	1.2%
96	1	1.2%
99	1	1.2%
103	1	1.2%
107	1	1.2%

Value	Count	Frequency (%)
2176	1	1.2%
2038	1	1.2%
1880	1	1.2%
1687	1	1.2%
1670	1	1.2%
1046	1	1.2%
1011	1	1.2%
999	1	1.2%
931	1	1.2%
919	1	1.2%

일반택시
Real number (ℝ)

HIGH CORRELATION

Distinct	82
Distinct (%)	96.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	585.50588

Minimum	4
Maximum	6756
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	897.0 B

Quantile statistics

Minimum	4
5-th percentile	28
Q1	178
median	337
Q3	521
95-th percentile	1894.4
Maximum	6756
Range	6752
Interquartile range (IQR)	343

Descriptive statistics

Standard deviation	950.65845
Coefficient of variation (CV)	1.6236531
Kurtosis	24.348286
Mean	585.50588
Median Absolute Deviation (MAD)	171
Skewness	4.5533265
Sum	49768
Variance	903751.49
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8	2	2.4%
486	2	2.4%
459	2	2.4%
161	1	1.2%
331	1	1.2%
134	1	1.2%
197	1	1.2%
138	1	1.2%
820	1	1.2%
103	1	1.2%
Other values (72)	72	84.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	1	1.2%
7	1	1.2%
8	2	2.4%
13	1	1.2%
88	1	1.2%
103	1	1.2%
113	1	1.2%
134	1	1.2%
136	1	1.2%
138	1	1.2%

Value	Count	Frequency (%)
6756	1	1.2%
4511	1	1.2%
3238	1	1.2%
2393	1	1.2%
2025	1	1.2%
1372	1	1.2%
1332	1	1.2%
1089	1	1.2%
966	1	1.2%
961	1	1.2%

택시계
Real number (ℝ)

HIGH CORRELATION

Distinct	82
Distinct (%)	96.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	923.87059

Minimum	10
Maximum	8794
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	897.0 B

Quantile statistics

Minimum	10
5-th percentile	53.4
Q1	312
median	508
Q3	808
95-th percentile	3600.6
Maximum	8794
Range	8784
Interquartile range (IQR)	496

Descriptive statistics

Standard deviation	1365.0182
Coefficient of variation (CV)	1.4774993
Kurtosis	16.73924
Mean	923.87059
Median Absolute Deviation (MAD)	235
Skewness	3.819644
Sum	78529
Variance	1863274.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
304	2	2.4%
13	2	2.4%
344	2	2.4%
8794	1	1.2%
690	1	1.2%
229	1	1.2%
325	1	1.2%
256	1	1.2%
1751	1	1.2%
192	1	1.2%
Other values (72)	72	84.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10	1	1.2%
11	1	1.2%
13	2	2.4%
19	1	1.2%
191	1	1.2%
192	1	1.2%
209	1	1.2%
229	1	1.2%
243	1	1.2%
249	1	1.2%

Value	Count	Frequency (%)
8794	1	1.2%
6687	1	1.2%
4908	1	1.2%
4080	1	1.2%
3905	1	1.2%
2383	1	1.2%
2378	1	1.2%
1885	1	1.2%
1803	1	1.2%
1751	1	1.2%

일반화물
Real number (ℝ)

HIGH CORRELATION

Distinct	72
Distinct (%)	84.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	276.34118

Minimum	14
Maximum	1403
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	897.0 B

Quantile statistics

Minimum	14
5-th percentile	26.8
Q1	141
median	181
Q3	314
95-th percentile	1179.4
Maximum	1403
Range	1389
Interquartile range (IQR)	173

Descriptive statistics

Standard deviation	300.53304
Coefficient of variation (CV)	1.0875435
Kurtosis	8.2885742
Mean	276.34118
Median Absolute Deviation (MAD)	93
Skewness	2.8775399
Sum	23489
Variance	90320.108
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
164	3	3.5%
165	3	3.5%
162	2	2.4%
180	2	2.4%
15	2	2.4%
175	2	2.4%
55	2	2.4%
291	2	2.4%
322	2	2.4%
329	2	2.4%
Other values (62)	63	74.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
14	1	1.2%
15	2	2.4%
16	1	1.2%
21	1	1.2%
50	1	1.2%
55	2	2.4%
57	1	1.2%
63	1	1.2%
84	1	1.2%
87	1	1.2%

Value	Count	Frequency (%)
1403	1	1.2%
1375	1	1.2%
1373	1	1.2%
1368	1	1.2%
1338	1	1.2%
545	1	1.2%
528	1	1.2%
525	1	1.2%
501	1	1.2%
474	1	1.2%

용달화물
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	59
Distinct (%)	69.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	96.752941

Minimum	0
Maximum	678
Zeros	5
Zeros (%)	5.9%
Negative	0
Negative (%)	0.0%
Memory size	897.0 B

Quantile statistics

Minimum	0
5-th percentile	1.8
Q1	22
median	46
Q3	74
95-th percentile	489
Maximum	678
Range	678
Interquartile range (IQR)	52

Descriptive statistics

Standard deviation	152.88355
Coefficient of variation (CV)	1.5801437
Kurtosis	5.1662096
Mean	96.752941
Median Absolute Deviation (MAD)	27
Skewness	2.5074985
Sum	8224
Variance	23373.379
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5	5.9%
46	3	3.5%
58	3	3.5%
18	3	3.5%
40	3	3.5%
37	3	3.5%
14	3	3.5%
36	3	3.5%
59	2	2.4%
45	2	2.4%
Other values (49)	55	64.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	5.9%
9	1	1.2%
10	1	1.2%
11	1	1.2%
12	1	1.2%
13	2	2.4%
14	3	3.5%
15	1	1.2%
16	1	1.2%
18	3	3.5%

Value	Count	Frequency (%)
678	1	1.2%
625	1	1.2%
546	1	1.2%
533	1	1.2%
491	1	1.2%
481	1	1.2%
429	1	1.2%
412	1	1.2%
393	1	1.2%
390	1	1.2%

개별화물
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	55
Distinct (%)	64.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	56.188235

Minimum	0
Maximum	364
Zeros	5
Zeros (%)	5.9%
Negative	0
Negative (%)	0.0%
Memory size	897.0 B

Quantile statistics

Minimum	0
5-th percentile	1.4
Q1	23
median	37
Q3	52
95-th percentile	264.2
Maximum	364
Range	364
Interquartile range (IQR)	29

Descriptive statistics

Standard deviation	74.170892
Coefficient of variation (CV)	1.3200431
Kurtosis	9.3075564
Mean	56.188235
Median Absolute Deviation (MAD)	14
Skewness	3.0916818
Sum	4776
Variance	5501.3213
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23	5	5.9%
0	5	5.9%
40	3	3.5%
28	3	3.5%
18	3	3.5%
31	3	3.5%
24	3	3.5%
62	3	3.5%
54	2	2.4%
26	2	2.4%
Other values (45)	53	62.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	5.9%
7	2	2.4%
8	1	1.2%
10	1	1.2%
11	1	1.2%
14	1	1.2%
16	1	1.2%
17	1	1.2%
18	3	3.5%
19	1	1.2%

Value	Count	Frequency (%)
364	1	1.2%
341	1	1.2%
324	1	1.2%
323	1	1.2%
298	1	1.2%
129	1	1.2%
128	1	1.2%
122	1	1.2%
112	1	1.2%
108	1	1.2%

화물계
Real number (ℝ)

HIGH CORRELATION

Distinct	81
Distinct (%)	95.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	649.43529

Minimum	28
Maximum	3431
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	897.0 B

Quantile statistics

Minimum	28
5-th percentile	56.2
Q1	304
median	418
Q3	680
95-th percentile	2891
Maximum	3431
Range	3403
Interquartile range (IQR)	376

Descriptive statistics

Standard deviation	741.80264
Coefficient of variation (CV)	1.1422272
Kurtosis	7.7614575
Mean	649.43529
Median Absolute Deviation (MAD)	202
Skewness	2.8168124
Sum	55202
Variance	550271.15
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
237	2	2.4%
370	2	2.4%
636	2	2.4%
30	2	2.4%
704	1	1.2%
554	1	1.2%
344	1	1.2%
477	1	1.2%
387	1	1.2%
3431	1	1.2%
Other values (71)	71	83.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
28	1	1.2%
30	2	2.4%
32	1	1.2%
42	1	1.2%
113	1	1.2%
121	1	1.2%
123	1	1.2%
128	1	1.2%
138	1	1.2%
183	1	1.2%

Value	Count	Frequency (%)
3431	1	1.2%
3354	1	1.2%
3283	1	1.2%
3282	1	1.2%
3227	1	1.2%
1547	1	1.2%
1519	1	1.2%
1462	1	1.2%
1395	1	1.2%
1338	1	1.2%

합계
Real number (ℝ)

HIGH CORRELATION

Distinct	84
Distinct (%)	98.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1738.3765

Minimum	45
Maximum	10977
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	897.0 B

Quantile statistics

Minimum	45
5-th percentile	129.6
Q1	719
median	1018
Q3	1372
95-th percentile	6876.8
Maximum	10977
Range	10932
Interquartile range (IQR)	653

Descriptive statistics

Standard deviation	2213.4498
Coefficient of variation (CV)	1.2732857
Kurtosis	5.6292869
Mean	1738.3765
Median Absolute Deviation (MAD)	339
Skewness	2.5149913
Sum	147762
Variance	4899360.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1009	2	2.4%
10977	1	1.2%
1138	1	1.2%
737	1	1.2%
719	1	1.2%
519	1	1.2%
6410	1	1.2%
50	1	1.2%
392	1	1.2%
952	1	1.2%
Other values (74)	74	87.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
45	1	1.2%
47	1	1.2%
50	1	1.2%
51	1	1.2%
64	1	1.2%
392	1	1.2%
402	1	1.2%
440	1	1.2%
448	1	1.2%
451	1	1.2%

Value	Count	Frequency (%)
10977	1	1.2%
9070	1	1.2%
8168	1	1.2%
7985	1	1.2%
6960	1	1.2%
6544	1	1.2%
6460	1	1.2%
6410	1	1.2%
6092	1	1.2%
5902	1	1.2%

Heatmap
Table

	년도	시도	버스	고속버스	버스계	전세버스	마을버스	특수여객자동차	개인택시	일반택시	택시계	일반화물	용달화물	개별화물	화물계	합계
년도	1.000	0.000	0.000	0.098	0.000	0.437	0.000	0.217	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.141
시도	0.000	1.000	0.774	0.622	0.774	0.691	0.779	0.555	0.865	0.560	0.796	0.977	0.791	0.904	0.959	0.728
버스	0.000	0.774	1.000	0.688	1.000	0.857	0.943	0.751	0.957	0.925	0.953	0.806	0.965	0.877	0.822	0.877
고속버스	0.098	0.622	0.688	1.000	0.688	0.721	0.703	0.000	0.380	0.350	0.333	0.561	0.704	0.601	0.486	0.753
버스계	0.000	0.774	1.000	0.688	1.000	0.857	0.943	0.751	0.957	0.925	0.953	0.806	0.965	0.877	0.822	0.877
전세버스	0.437	0.691	0.857	0.721	0.857	1.000	0.716	0.253	0.636	0.398	0.656	0.884	0.721	0.740	0.685	0.682
마을버스	0.000	0.779	0.943	0.703	0.943	0.716	1.000	0.777	0.877	0.905	0.935	0.797	0.886	0.948	0.974	0.965
특수여객자동차	0.217	0.555	0.751	0.000	0.751	0.253	0.777	1.000	0.855	0.852	0.802	0.659	0.734	0.701	0.701	0.862
개인택시	0.000	0.865	0.957	0.380	0.957	0.636	0.877	0.855	1.000	0.960	0.976	0.817	0.957	0.832	0.871	0.867
일반택시	0.000	0.560	0.925	0.350	0.925	0.398	0.905	0.852	0.960	1.000	0.993	0.674	0.934	0.712	0.818	0.916
택시계	0.000	0.796	0.953	0.333	0.953	0.656	0.935	0.802	0.976	0.993	1.000	0.787	0.941	0.772	0.899	0.940
일반화물	0.000	0.977	0.806	0.561	0.806	0.884	0.797	0.659	0.817	0.674	0.787	1.000	0.788	0.835	0.905	0.761
용달화물	0.000	0.791	0.965	0.704	0.965	0.721	0.886	0.734	0.957	0.934	0.941	0.788	1.000	0.875	0.811	0.840
개별화물	0.000	0.904	0.877	0.601	0.877	0.740	0.948	0.701	0.832	0.712	0.772	0.835	0.875	1.000	0.954	0.810
화물계	0.000	0.959	0.822	0.486	0.822	0.685	0.974	0.701	0.871	0.818	0.899	0.905	0.811	0.954	1.000	0.872
합계	0.141	0.728	0.877	0.753	0.877	0.682	0.965	0.862	0.867	0.916	0.940	0.761	0.840	0.810	0.872	1.000

Heatmap
Table

	년도	시도
년도	1.000	0.000
시도	0.000	1.000

Heatmap
Table

	버스	고속버스	버스계	전세버스	마을버스	특수여객자동차	개인택시	일반택시	택시계	일반화물	용달화물	개별화물	화물계	합계	년도	시도
버스	1.000	0.267	0.999	0.722	0.542	0.448	0.860	0.758	0.790	0.791	0.802	0.742	0.817	0.895	0.000	0.457
고속버스	0.267	1.000	0.292	0.433	0.220	0.081	0.048	-0.045	-0.023	0.377	0.205	0.201	0.359	0.087	0.049	0.295
버스계	0.999	0.292	1.000	0.725	0.542	0.445	0.851	0.747	0.779	0.795	0.798	0.735	0.820	0.888	0.000	0.457
전세버스	0.722	0.433	0.725	1.000	0.402	0.338	0.561	0.535	0.544	0.774	0.667	0.723	0.775	0.679	0.182	0.392
마을버스	0.542	0.220	0.542	0.402	1.000	0.415	0.600	0.646	0.645	0.624	0.434	0.482	0.608	0.653	0.000	0.472
특수여객자동차	0.448	0.081	0.445	0.338	0.415	1.000	0.484	0.471	0.487	0.525	0.528	0.529	0.515	0.517	0.000	0.139
개인택시	0.860	0.048	0.851	0.561	0.600	0.484	1.000	0.907	0.948	0.667	0.739	0.737	0.702	0.944	0.000	0.585
일반택시	0.758	-0.045	0.747	0.535	0.646	0.471	0.907	1.000	0.990	0.610	0.561	0.641	0.621	0.934	0.000	0.269
택시계	0.790	-0.023	0.779	0.544	0.645	0.487	0.948	0.990	1.000	0.634	0.621	0.677	0.655	0.953	0.000	0.483
일반화물	0.791	0.377	0.795	0.774	0.624	0.525	0.667	0.610	0.634	1.000	0.770	0.736	0.991	0.787	0.000	0.864
용달화물	0.802	0.205	0.798	0.667	0.434	0.528	0.739	0.561	0.621	0.770	1.000	0.896	0.826	0.764	0.000	0.477
개별화물	0.742	0.201	0.735	0.723	0.482	0.529	0.737	0.641	0.677	0.736	0.896	1.000	0.776	0.771	0.000	0.661
화물계	0.817	0.359	0.820	0.775	0.608	0.515	0.702	0.621	0.655	0.991	0.826	0.776	1.000	0.811	0.000	0.790
합계	0.895	0.087	0.888	0.679	0.653	0.517	0.944	0.934	0.953	0.787	0.764	0.771	0.811	1.000	0.079	0.385
년도	0.000	0.049	0.000	0.182	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.079	1.000	0.000
시도	0.457	0.295	0.457	0.392	0.472	0.139	0.585	0.269	0.483	0.864	0.477	0.661	0.790	0.385	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

	년도	시도	버스	고속버스	버스계	전세버스	마을버스	특수여객자동차	개인택시	일반택시	택시계	일반화물	용달화물	개별화물	화물계	합계
0	2018	서울특별시청	790	0	790	104	305	8	2038	6756	8794	474	390	112	1338	10977
1	2018	부산광역시청	191	0	191	72	46	0	492	961	1453	329	53	49	711	2193
2	2018	대구광역시청	192	0	192	64	0	1	467	1089	1556	164	71	87	399	2135
3	2018	인천광역시청	252	0	252	61	0	1	208	459	667	243	58	47	544	1329
4	2018	광주광역시청	123	0	123	56	3	1	199	772	971	165	18	18	348	1355
5	2018	대전광역시청	187	0	187	28	0	0	253	518	771	144	40	30	328	1200
6	2018	울산광역시청	81	0	81	26	0	0	111	160	271	84	15	7	183	484
7	2018	세종특별자치시	29	0	29	6	0	0	6	7	13	16	0	0	32	64
8	2018	경기도청	2254	17	2271	557	618	4	1011	1372	2383	1373	481	298	3227	7985
9	2018	강원도청	116	2	118	45	0	2	171	233	404	87	28	25	202	709

	년도	시도	버스	고속버스	버스계	전세버스	마을버스	특수여객자동차	개인택시	일반택시	택시계	일반화물	용달화물	개별화물	화물계	합계
75	2022	세종특별자치시	16	0	16	5	0	0	6	4	10	14	0	0	28	45
76	2022	경기도청	1366	4	1370	536	476	2	999	804	1803	1338	678	341	3354	6544
77	2022	강원도청	95	2	97	43	0	0	143	142	285	88	46	33	222	592
78	2022	충청북도청	86	1	87	58	0	1	152	152	304	180	36	37	396	703
79	2022	충청남도청	106	2	108	69	0	0	96	113	209	190	58	45	438	679
80	2022	전라북도청	113	0	113	40	0	1	158	253	411	141	22	21	304	749
81	2022	전라남도청	106	5	111	48	1	1	126	169	295	322	40	24	684	842
82	2022	경상북도청	132	0	132	60	0	2	184	312	496	242	72	51	556	1055
83	2022	경상남도청	152	4	156	48	4	1	188	205	393	260	58	62	578	982
84	2022	제주특별자치도청	64	0	64	31	0	0	113	136	249	55	18	23	128	440

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Interactions

Correlations

Missing values

Sample