gimi9 Pandas Profiling

Dataset statistics

Number of variables	18
Number of observations	45
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	7.2 KiB
Average record size in memory	162.9 B

Variable types

Categorical	2
Numeric	16

Dataset

Description	광주광역시 CCTV통합관제센터에서 관제 및 운영중인 CCTV의 현황에 대한 정보로 연도별, 자치구별, 유형별로 구분하여 설치개소, 설치대수 등을 제공하는 데이터입니다.
Author	광주광역시
URL	https://www.data.go.kr/data/15112056/fileData.do

Alerts

`총 수량(개소)` is highly overall correlated with `총 수량(대수)` and 11 other fields	High correlation
`총 수량(대수)` is highly overall correlated with `총 수량(개소)` and 11 other fields	High correlation
`2016년(개소)` is highly overall correlated with `총 수량(개소)` and 9 other fields	High correlation
`2016년(대수)` is highly overall correlated with `총 수량(개소)` and 7 other fields	High correlation
`2017년(개소)` is highly overall correlated with `2017년(대수)`	High correlation
`2017년(대수)` is highly overall correlated with `총 수량(개소)` and 7 other fields	High correlation
`2018년(개소)` is highly overall correlated with `총 수량(개소)` and 3 other fields	High correlation
`2018년(대수)` is highly overall correlated with `총 수량(개소)` and 9 other fields	High correlation
`2019년(개소)` is highly overall correlated with `총 수량(개소)` and 9 other fields	High correlation
`2019년(대수)` is highly overall correlated with `총 수량(개소)` and 10 other fields	High correlation
`2020년(개소)` is highly overall correlated with `총 수량(개소)` and 8 other fields	High correlation
`2020년(대수)` is highly overall correlated with `총 수량(개소)` and 10 other fields	High correlation
`2021년(개소)` is highly overall correlated with `총 수량(대수)` and 3 other fields	High correlation
`2021년(대수)` is highly overall correlated with `총 수량(개소)` and 6 other fields	High correlation
`2022년(개소)` is highly overall correlated with `2021년(개소)` and 2 other fields	High correlation
`2022년(대수)` is highly overall correlated with `총 수량(개소)` and 11 other fields	High correlation
`2016년(개소)` has 15 (33.3%) zeros	Zeros
`2016년(대수)` has 15 (33.3%) zeros	Zeros
`2017년(개소)` has 31 (68.9%) zeros	Zeros
`2017년(대수)` has 23 (51.1%) zeros	Zeros
`2018년(개소)` has 19 (42.2%) zeros	Zeros
`2018년(대수)` has 17 (37.8%) zeros	Zeros
`2019년(개소)` has 19 (42.2%) zeros	Zeros
`2019년(대수)` has 19 (42.2%) zeros	Zeros
`2020년(개소)` has 14 (31.1%) zeros	Zeros
`2020년(대수)` has 14 (31.1%) zeros	Zeros
`2021년(개소)` has 28 (62.2%) zeros	Zeros
`2021년(대수)` has 17 (37.8%) zeros	Zeros
`2022년(개소)` has 24 (53.3%) zeros	Zeros
`2022년(대수)` has 16 (35.6%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 06:46:35.013387
Analysis finished	2023-12-12 06:47:03.137053
Duration	28.12 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

구분
Categorical

Distinct	5
Distinct (%)	11.1%
Missing	0
Missing (%)	0.0%
Memory size	492.0 B

광주광역시 동구	9
광주광역시 서구	9
광주광역시 남구	9
광주광역시 북구	9
광주광역시 광산구	9

Length

Max length	9
Median length	8
Mean length	8.2
Min length	8

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
광주광역시 동구	9	20.0%
광주광역시 서구	9	20.0%
광주광역시 남구	9	20.0%
광주광역시 북구	9	20.0%
광주광역시 광산구	9	20.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
광주광역시	45	50.0%
동구	9	10.0%
서구	9	10.0%
남구	9	10.0%
북구	9	10.0%
광산구	9	10.0%

용도
Categorical

Distinct	9
Distinct (%)	20.0%
Missing	0
Missing (%)	0.0%
Memory size	492.0 B

방범	5
어린이보호(계)	5
어린이보호(보호구역)	5
어린이보호(도시공원)	5
초등학교 교내	5
Other values (4)	20

Length

Max length	11
Median length	8
Mean length	7.5555556
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	방범
2nd row	어린이보호(계)
3rd row	어린이보호(보호구역)
4th row	어린이보호(도시공원)
5th row	초등학교 교내

Common Values

Value	Count	Frequency (%)
방범	5	11.1%
어린이보호(계)	5	11.1%
어린이보호(보호구역)	5	11.1%
어린이보호(도시공원)	5	11.1%
초등학교 교내	5	11.1%
차량번호인식	5	11.1%
재난(산불, 하천)	5	11.1%
교통정보수집	5	11.1%
주정차단속연계	5	11.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
방범	5	9.1%
어린이보호(계	5	9.1%
어린이보호(보호구역	5	9.1%
어린이보호(도시공원	5	9.1%
초등학교	5	9.1%
교내	5	9.1%
차량번호인식	5	9.1%
재난(산불	5	9.1%
하천	5	9.1%
교통정보수집	5	9.1%

총 수량(개소)
Real number (ℝ)

HIGH CORRELATION

Distinct	39
Distinct (%)	86.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	105.04444

Minimum	4
Maximum	476
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	537.0 B

Quantile statistics

Minimum	4
5-th percentile	6.2
Q1	16
median	50
Q3	140
95-th percentile	345.4
Maximum	476
Range	472
Interquartile range (IQR)	124

Descriptive statistics

Standard deviation	119.97518
Coefficient of variation (CV)	1.1421373
Kurtosis	1.6464536
Mean	105.04444
Median Absolute Deviation (MAD)	43
Skewness	1.5229473
Sum	4727
Variance	14394.043
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
31	2	4.4%
11	2	4.4%
7	2	4.4%
16	2	4.4%
15	2	4.4%
4	2	4.4%
246	1	2.2%
476	1	2.2%
275	1	2.2%
140	1	2.2%
Other values (29)	29	64.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	2	4.4%
6	1	2.2%
7	2	4.4%
10	1	2.2%
11	2	4.4%
12	1	2.2%
15	2	4.4%
16	2	4.4%
20	1	2.2%
23	1	2.2%

Value	Count	Frequency (%)
476	1	2.2%
410	1	2.2%
349	1	2.2%
331	1	2.2%
320	1	2.2%
275	1	2.2%
246	1	2.2%
225	1	2.2%
177	1	2.2%
154	1	2.2%

총 수량(대수)
Real number (ℝ)

HIGH CORRELATION

Distinct	41
Distinct (%)	91.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	277.24444

Minimum	4
Maximum	1350
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	537.0 B

Quantile statistics

Minimum	4
5-th percentile	7.2
Q1	28
median	187
Q3	351
95-th percentile	946.2
Maximum	1350
Range	1346
Interquartile range (IQR)	323

Descriptive statistics

Standard deviation	329.98024
Coefficient of variation (CV)	1.1902141
Kurtosis	2.229968
Mean	277.24444
Median Absolute Deviation (MAD)	162
Skewness	1.6308855
Sum	12476
Variance	108886.96
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
108	2	4.4%
28	2	4.4%
335	2	4.4%
351	2	4.4%
678	1	2.2%
9	1	2.2%
12	1	2.2%
187	1	2.2%
1350	1	2.2%
686	1	2.2%
Other values (31)	31	68.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	1	2.2%
6	1	2.2%
7	1	2.2%
8	1	2.2%
9	1	2.2%
12	1	2.2%
16	1	2.2%
18	1	2.2%
20	1	2.2%
25	1	2.2%

Value	Count	Frequency (%)
1350	1	2.2%
1141	1	2.2%
960	1	2.2%
891	1	2.2%
844	1	2.2%
686	1	2.2%
678	1	2.2%
532	1	2.2%
463	1	2.2%
381	1	2.2%

2016년(개소)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	30
Distinct (%)	66.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	56.955556

Minimum	0
Maximum	241
Zeros	15
Zeros (%)	33.3%
Negative	0
Negative (%)	0.0%
Memory size	537.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	30
Q3	105
95-th percentile	201.6
Maximum	241
Range	241
Interquartile range (IQR)	105

Descriptive statistics

Standard deviation	69.848198
Coefficient of variation (CV)	1.2263632
Kurtosis	0.41870182
Mean	56.955556
Median Absolute Deviation (MAD)	30
Skewness	1.1729494
Sum	2563
Variance	4878.7707
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
0	15	33.3%
7	2	4.4%
114	1	2.2%
22	1	2.2%
46	1	2.2%
105	1	2.2%
121	1	2.2%
226	1	2.2%
200	1	2.2%
6	1	2.2%
Other values (20)	20	44.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	15	33.3%
3	1	2.2%
4	1	2.2%
6	1	2.2%
7	2	4.4%
10	1	2.2%
22	1	2.2%
30	1	2.2%
32	1	2.2%
42	1	2.2%

Value	Count	Frequency (%)
241	1	2.2%
226	1	2.2%
202	1	2.2%
200	1	2.2%
164	1	2.2%
155	1	2.2%
122	1	2.2%
121	1	2.2%
114	1	2.2%
113	1	2.2%

2016년(대수)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	29
Distinct (%)	64.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	78.311111

Minimum	0
Maximum	284
Zeros	15
Zeros (%)	33.3%
Negative	0
Negative (%)	0.0%
Memory size	537.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	52
Q3	141
95-th percentile	242.4
Maximum	284
Range	284
Interquartile range (IQR)	141

Descriptive statistics

Standard deviation	86.973042
Coefficient of variation (CV)	1.1106092
Kurtosis	-0.50734156
Mean	78.311111
Median Absolute Deviation (MAD)	52
Skewness	0.80967158
Sum	3524
Variance	7564.3101
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
0	15	33.3%
142	2	4.4%
7	2	4.4%
141	1	2.2%
52	1	2.2%
184	1	2.2%
284	1	2.2%
232	1	2.2%
6	1	2.2%
188	1	2.2%
Other values (19)	19	42.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	15	33.3%
3	1	2.2%
4	1	2.2%
6	1	2.2%
7	2	4.4%
39	1	2.2%
40	1	2.2%
52	1	2.2%
55	1	2.2%
69	1	2.2%

Value	Count	Frequency (%)
284	1	2.2%
263	1	2.2%
245	1	2.2%
232	1	2.2%
215	1	2.2%
205	1	2.2%
188	1	2.2%
184	1	2.2%
145	1	2.2%
142	2	4.4%

2017년(개소)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	8
Distinct (%)	17.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.1333333

Minimum	0
Maximum	37
Zeros	31
Zeros (%)	68.9%
Negative	0
Negative (%)	0.0%
Memory size	537.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	22.8
Maximum	37
Range	37
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	8.622381
Coefficient of variation (CV)	2.7518237
Kurtosis	8.1735718
Mean	3.1333333
Median Absolute Deviation (MAD)	0
Skewness	2.9935275
Sum	141
Variance	74.345455
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	31	68.9%
1	8	17.8%
33	1	2.2%
15	1	2.2%
22	1	2.2%
23	1	2.2%
37	1	2.2%
3	1	2.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	31	68.9%
1	8	17.8%
3	1	2.2%
15	1	2.2%
22	1	2.2%
23	1	2.2%
33	1	2.2%
37	1	2.2%

Value	Count	Frequency (%)
37	1	2.2%
33	1	2.2%
23	1	2.2%
22	1	2.2%
15	1	2.2%
3	1	2.2%
1	8	17.8%
0	31	68.9%

2017년(대수)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	12
Distinct (%)	26.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.5555556

Minimum	0
Maximum	75
Zeros	23
Zeros (%)	51.1%
Negative	0
Negative (%)	0.0%
Memory size	537.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	4
95-th percentile	48.4
Maximum	75
Range	75
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	17.612696
Coefficient of variation (CV)	2.3310922
Kurtosis	7.5244824
Mean	7.5555556
Median Absolute Deviation (MAD)	0
Skewness	2.8764496
Sum	340
Variance	310.20707
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	23	51.1%
4	7	15.6%
3	4	8.9%
1	2	4.4%
8	2	4.4%
68	1	2.2%
33	1	2.2%
46	1	2.2%
49	1	2.2%
2	1	2.2%
Other values (2)	2	4.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	23	51.1%
1	2	4.4%
2	1	2.2%
3	4	8.9%
4	7	15.6%
8	2	4.4%
9	1	2.2%
33	1	2.2%
46	1	2.2%
49	1	2.2%

Value	Count	Frequency (%)
75	1	2.2%
68	1	2.2%
49	1	2.2%
46	1	2.2%
33	1	2.2%
9	1	2.2%
8	2	4.4%
4	7	15.6%
3	4	8.9%
2	1	2.2%

2018년(개소)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	21
Distinct (%)	46.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.4

Minimum	0
Maximum	42
Zeros	19
Zeros (%)	42.2%
Negative	0
Negative (%)	0.0%
Memory size	537.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	13
95-th percentile	26.8
Maximum	42
Range	42
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	10.859432
Coefficient of variation (CV)	1.4674909
Kurtosis	2.4246218
Mean	7.4
Median Absolute Deviation (MAD)	1
Skewness	1.6777372
Sum	333
Variance	117.92727
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
0	19	42.2%
1	4	8.9%
2	3	6.7%
17	2	4.4%
40	1	2.2%
14	1	2.2%
27	1	2.2%
3	1	2.2%
4	1	2.2%
16	1	2.2%
Other values (11)	11	24.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	42.2%
1	4	8.9%
2	3	6.7%
3	1	2.2%
4	1	2.2%
5	1	2.2%
7	1	2.2%
9	1	2.2%
10	1	2.2%
12	1	2.2%

Value	Count	Frequency (%)
42	1	2.2%
40	1	2.2%
27	1	2.2%
26	1	2.2%
22	1	2.2%
20	1	2.2%
19	1	2.2%
17	2	4.4%
16	1	2.2%
14	1	2.2%

2018년(대수)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	22
Distinct (%)	48.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.688889

Minimum	0
Maximum	153
Zeros	17
Zeros (%)	37.8%
Negative	0
Negative (%)	0.0%
Memory size	537.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3
Q3	26
95-th percentile	103.8
Maximum	153
Range	153
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	37.372098
Coefficient of variation (CV)	1.7230988
Kurtosis	3.8641293
Mean	21.688889
Median Absolute Deviation (MAD)	3
Skewness	2.115838
Sum	976
Variance	1396.6737
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
0	17	37.8%
3	5	11.1%
10	2	4.4%
4	2	4.4%
1	2	4.4%
42	1	2.2%
27	1	2.2%
53	1	2.2%
63	1	2.2%
105	1	2.2%
Other values (12)	12	26.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	17	37.8%
1	2	4.4%
3	5	11.1%
4	2	4.4%
7	1	2.2%
9	1	2.2%
10	2	4.4%
16	1	2.2%
19	1	2.2%
20	1	2.2%

Value	Count	Frequency (%)
153	1	2.2%
125	1	2.2%
105	1	2.2%
99	1	2.2%
93	1	2.2%
63	1	2.2%
53	1	2.2%
42	1	2.2%
38	1	2.2%
36	1	2.2%

2019년(개소)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	21
Distinct (%)	46.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.755556

Minimum	0
Maximum	69
Zeros	19
Zeros (%)	42.2%
Negative	0
Negative (%)	0.0%
Memory size	537.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	14
95-th percentile	42.2
Maximum	69
Range	69
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	17.10018
Coefficient of variation (CV)	1.5898928
Kurtosis	2.7104419
Mean	10.755556
Median Absolute Deviation (MAD)	1
Skewness	1.8064357
Sum	484
Variance	292.41616
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
0	19	42.2%
1	4	8.9%
3	3	6.7%
6	2	4.4%
69	1	2.2%
43	1	2.2%
14	1	2.2%
57	1	2.2%
39	1	2.2%
26	1	2.2%
Other values (11)	11	24.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	42.2%
1	4	8.9%
2	1	2.2%
3	3	6.7%
5	1	2.2%
6	2	4.4%
8	1	2.2%
9	1	2.2%
12	1	2.2%
14	1	2.2%

Value	Count	Frequency (%)
69	1	2.2%
57	1	2.2%
43	1	2.2%
39	1	2.2%
37	1	2.2%
36	1	2.2%
35	1	2.2%
26	1	2.2%
25	1	2.2%
22	1	2.2%

2019년(대수)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	25
Distinct (%)	55.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	44.244444

Minimum	0
Maximum	344
Zeros	19
Zeros (%)	42.2%
Negative	0
Negative (%)	0.0%
Memory size	537.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	4
Q3	57
95-th percentile	169.8
Maximum	344
Range	344
Interquartile range (IQR)	57

Descriptive statistics

Standard deviation	72.528413
Coefficient of variation (CV)	1.639266
Kurtosis	5.7198997
Mean	44.244444
Median Absolute Deviation (MAD)	4
Skewness	2.2093302
Sum	1991
Variance	5260.3707
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0	19	42.2%
13	2	4.4%
3	2	4.4%
119	1	2.2%
7	1	2.2%
19	1	2.2%
147	1	2.2%
57	1	2.2%
204	1	2.2%
175	1	2.2%
Other values (15)	15	33.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	42.2%
2	1	2.2%
3	2	4.4%
4	1	2.2%
7	1	2.2%
13	2	4.4%
17	1	2.2%
19	1	2.2%
27	1	2.2%
30	1	2.2%

Value	Count	Frequency (%)
344	1	2.2%
204	1	2.2%
175	1	2.2%
149	1	2.2%
147	1	2.2%
126	1	2.2%
124	1	2.2%
119	1	2.2%
118	1	2.2%
93	1	2.2%

2020년(개소)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	18
Distinct (%)	40.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.5555556

Minimum	0
Maximum	63
Zeros	14
Zeros (%)	31.1%
Negative	0
Negative (%)	0.0%
Memory size	537.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3
Q3	8
95-th percentile	58.2
Maximum	63
Range	63
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	16.592106
Coefficient of variation (CV)	1.7363832
Kurtosis	5.344364
Mean	9.5555556
Median Absolute Deviation (MAD)	3
Skewness	2.4655247
Sum	430
Variance	275.29798
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
0	14	31.1%
1	4	8.9%
6	4	8.9%
3	3	6.7%
7	2	4.4%
2	2	4.4%
4	2	4.4%
11	2	4.4%
5	2	4.4%
22	2	4.4%
Other values (8)	8	17.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14	31.1%
1	4	8.9%
2	2	4.4%
3	3	6.7%
4	2	4.4%
5	2	4.4%
6	4	8.9%
7	2	4.4%
8	1	2.2%
11	2	4.4%

Value	Count	Frequency (%)
63	1	2.2%
62	1	2.2%
61	1	2.2%
47	1	2.2%
22	2	4.4%
19	1	2.2%
16	1	2.2%
15	1	2.2%
11	2	4.4%
8	1	2.2%

2020년(대수)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	28
Distinct (%)	62.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34.4

Minimum	0
Maximum	194
Zeros	14
Zeros (%)	31.1%
Negative	0
Negative (%)	0.0%
Memory size	537.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	8
Q3	47
95-th percentile	168.8
Maximum	194
Range	194
Interquartile range (IQR)	47

Descriptive statistics

Standard deviation	53.270493
Coefficient of variation (CV)	1.5485609
Kurtosis	2.5755994
Mean	34.4
Median Absolute Deviation (MAD)	8
Skewness	1.8554271
Sum	1548
Variance	2837.7455
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0	14	31.1%
1	3	6.7%
14	2	4.4%
22	2	4.4%
63	1	2.2%
2	1	2.2%
13	1	2.2%
67	1	2.2%
47	1	2.2%
114	1	2.2%
Other values (18)	18	40.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14	31.1%
1	3	6.7%
2	1	2.2%
3	1	2.2%
5	1	2.2%
6	1	2.2%
7	1	2.2%
8	1	2.2%
13	1	2.2%
14	2	4.4%

Value	Count	Frequency (%)
194	1	2.2%
182	1	2.2%
177	1	2.2%
136	1	2.2%
127	1	2.2%
114	1	2.2%
70	1	2.2%
67	1	2.2%
66	1	2.2%
63	1	2.2%

2021년(개소)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	13
Distinct (%)	28.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.755556

Minimum	0
Maximum	110
Zeros	28
Zeros (%)	62.2%
Negative	0
Negative (%)	0.0%
Memory size	537.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	6
95-th percentile	70.8
Maximum	110
Range	110
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	24.207583
Coefficient of variation (CV)	2.250705
Kurtosis	7.7208217
Mean	10.755556
Median Absolute Deviation (MAD)	0
Skewness	2.7984659
Sum	484
Variance	586.00707
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	28	62.2%
1	4	8.9%
17	2	4.4%
6	2	4.4%
33	1	2.2%
14	1	2.2%
110	1	2.2%
31	1	2.2%
54	1	2.2%
25	1	2.2%
Other values (3)	3	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	28	62.2%
1	4	8.9%
6	2	4.4%
10	1	2.2%
14	1	2.2%
17	2	4.4%
25	1	2.2%
31	1	2.2%
33	1	2.2%
54	1	2.2%

Value	Count	Frequency (%)
110	1	2.2%
82	1	2.2%
75	1	2.2%
54	1	2.2%
33	1	2.2%
31	1	2.2%
25	1	2.2%
17	2	4.4%
14	1	2.2%
10	1	2.2%

2021년(대수)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	26
Distinct (%)	57.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40.266667

Minimum	0
Maximum	356
Zeros	17
Zeros (%)	37.8%
Negative	0
Negative (%)	0.0%
Memory size	537.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	6
Q3	46
95-th percentile	204.6
Maximum	356
Range	356
Interquartile range (IQR)	46

Descriptive statistics

Standard deviation	75.254538
Coefficient of variation (CV)	1.8689041
Kurtosis	7.6014966
Mean	40.266667
Median Absolute Deviation (MAD)	6
Skewness	2.6715836
Sum	1812
Variance	5663.2455
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
0	17	37.8%
6	2	4.4%
1	2	4.4%
2	2	4.4%
14	1	2.2%
254	1	2.2%
40	1	2.2%
46	1	2.2%
60	1	2.2%
213	1	2.2%
Other values (16)	16	35.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	17	37.8%
1	2	4.4%
2	2	4.4%
5	1	2.2%
6	2	4.4%
10	1	2.2%
11	1	2.2%
12	1	2.2%
13	1	2.2%
14	1	2.2%

Value	Count	Frequency (%)
356	1	2.2%
254	1	2.2%
213	1	2.2%
171	1	2.2%
108	1	2.2%
101	1	2.2%
99	1	2.2%
79	1	2.2%
73	1	2.2%
60	1	2.2%

2022년(개소)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	13
Distinct (%)	28.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.4888889

Minimum	0
Maximum	45
Zeros	24
Zeros (%)	53.3%
Negative	0
Negative (%)	0.0%
Memory size	537.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	3
95-th percentile	38.2
Maximum	45
Range	45
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	12.909866
Coefficient of variation (CV)	1.9895342
Kurtosis	2.7598273
Mean	6.4888889
Median Absolute Deviation (MAD)	0
Skewness	2.0578147
Sum	292
Variance	166.66465
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	24	53.3%
3	5	11.1%
2	4	8.9%
1	2	4.4%
7	2	4.4%
23	1	2.2%
41	1	2.2%
33	1	2.2%
6	1	2.2%
35	1	2.2%
Other values (3)	3	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	24	53.3%
1	2	4.4%
2	4	8.9%
3	5	11.1%
6	1	2.2%
7	2	4.4%
23	1	2.2%
31	1	2.2%
33	1	2.2%
35	1	2.2%

Value	Count	Frequency (%)
45	1	2.2%
41	1	2.2%
39	1	2.2%
35	1	2.2%
33	1	2.2%
31	1	2.2%
23	1	2.2%
7	2	4.4%
6	1	2.2%
3	5	11.1%

2022년(대수)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	25
Distinct (%)	55.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50.777778

Minimum	0
Maximum	323
Zeros	16
Zeros (%)	35.6%
Negative	0
Negative (%)	0.0%
Memory size	537.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	15
Q3	68
95-th percentile	225.6
Maximum	323
Range	323
Interquartile range (IQR)	68

Descriptive statistics

Standard deviation	80.31271
Coefficient of variation (CV)	1.5816507
Kurtosis	3.9939484
Mean	50.777778
Median Absolute Deviation (MAD)	15
Skewness	2.0882022
Sum	2285
Variance	6450.1313
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0	16	35.6%
3	3	6.7%
56	3	6.7%
16	2	4.4%
148	1	2.2%
36	1	2.2%
83	1	2.2%
68	1	2.2%
124	1	2.2%
300	1	2.2%
Other values (15)	15	33.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	16	35.6%
1	1	2.2%
3	3	6.7%
4	1	2.2%
9	1	2.2%
15	1	2.2%
16	2	4.4%
29	1	2.2%
31	1	2.2%
33	1	2.2%

Value	Count	Frequency (%)
323	1	2.2%
300	1	2.2%
226	1	2.2%
224	1	2.2%
148	1	2.2%
138	1	2.2%
124	1	2.2%
92	1	2.2%
85	1	2.2%
83	1	2.2%

Heatmap
Table

	구분	용도	총 수량(개소)	총 수량(대수)	2016년(개소)	2016년(대수)	2017년(개소)	2017년(대수)	2018년(개소)	2018년(대수)	2019년(개소)	2019년(대수)	2020년(개소)	2020년(대수)	2021년(개소)	2021년(대수)	2022년(개소)	2022년(대수)
구분	1.000	0.000	0.524	0.000	0.000	0.286	0.000	0.500	0.358	0.000	0.000	0.097	0.000	0.000	0.318	0.292	0.000	0.000
용도	0.000	1.000	0.465	0.614	0.676	0.675	0.319	0.552	0.632	0.625	0.537	0.560	0.687	0.627	0.353	0.403	0.515	0.689
총 수량(개소)	0.524	0.465	1.000	0.980	0.848	0.881	0.947	0.965	0.825	0.862	0.870	0.895	0.789	0.847	0.568	0.741	0.809	0.864
총 수량(대수)	0.000	0.614	0.980	1.000	0.915	0.763	0.974	0.860	0.804	0.827	0.846	0.875	0.828	0.834	0.475	0.716	0.779	0.845
2016년(개소)	0.000	0.676	0.848	0.915	1.000	0.867	0.807	0.730	0.704	0.790	0.822	0.816	0.712	0.839	0.243	0.415	0.495	0.779
2016년(대수)	0.286	0.675	0.881	0.763	0.867	1.000	0.687	0.742	0.649	0.724	0.754	0.722	0.787	0.850	0.000	0.079	0.170	0.782
2017년(개소)	0.000	0.319	0.947	0.974	0.807	0.687	1.000	0.903	0.817	0.873	0.790	0.805	0.946	0.783	0.422	0.686	0.865	0.809
2017년(대수)	0.500	0.552	0.965	0.860	0.730	0.742	0.903	1.000	0.688	0.832	0.746	0.701	0.809	0.837	0.516	0.505	0.817	0.754
2018년(개소)	0.358	0.632	0.825	0.804	0.704	0.649	0.817	0.688	1.000	0.953	0.824	0.704	0.609	0.776	0.000	0.607	0.638	0.707
2018년(대수)	0.000	0.625	0.862	0.827	0.790	0.724	0.873	0.832	0.953	1.000	0.916	0.728	0.760	0.932	0.000	0.000	0.755	0.864
2019년(개소)	0.000	0.537	0.870	0.846	0.822	0.754	0.790	0.746	0.824	0.916	1.000	0.907	0.769	0.938	0.000	0.796	0.571	0.807
2019년(대수)	0.097	0.560	0.895	0.875	0.816	0.722	0.805	0.701	0.704	0.728	0.907	1.000	0.677	0.760	0.464	0.705	0.786	0.879
2020년(개소)	0.000	0.687	0.789	0.828	0.712	0.787	0.946	0.809	0.609	0.760	0.769	0.677	1.000	0.897	0.274	0.436	0.712	0.738
2020년(대수)	0.000	0.627	0.847	0.834	0.839	0.850	0.783	0.837	0.776	0.932	0.938	0.760	0.897	1.000	0.000	0.196	0.608	0.871
2021년(개소)	0.318	0.353	0.568	0.475	0.243	0.000	0.422	0.516	0.000	0.000	0.000	0.464	0.274	0.000	1.000	0.961	0.970	0.676
2021년(대수)	0.292	0.403	0.741	0.716	0.415	0.079	0.686	0.505	0.607	0.000	0.796	0.705	0.436	0.196	0.961	1.000	0.861	0.725
2022년(개소)	0.000	0.515	0.809	0.779	0.495	0.170	0.865	0.817	0.638	0.755	0.571	0.786	0.712	0.608	0.970	0.861	1.000	0.894
2022년(대수)	0.000	0.689	0.864	0.845	0.779	0.782	0.809	0.754	0.707	0.864	0.807	0.879	0.738	0.871	0.676	0.725	0.894	1.000

Heatmap
Table

	구분	용도
구분	1.000	0.000
용도	0.000	1.000

Heatmap
Table

	총 수량(개소)	총 수량(대수)	2016년(개소)	2016년(대수)	2017년(개소)	2017년(대수)	2018년(개소)	2018년(대수)	2019년(개소)	2019년(대수)	2020년(개소)	2020년(대수)	2021년(개소)	2021년(대수)	2022년(개소)	2022년(대수)	구분	용도
총 수량(개소)	1.000	0.976	0.770	0.706	0.297	0.577	0.513	0.612	0.728	0.737	0.585	0.700	0.461	0.769	0.486	0.848	0.218	0.217
총 수량(대수)	0.976	1.000	0.752	0.713	0.385	0.638	0.424	0.532	0.689	0.700	0.519	0.637	0.506	0.777	0.482	0.823	0.000	0.227
2016년(개소)	0.770	0.752	1.000	0.960	0.384	0.698	0.436	0.569	0.832	0.839	0.580	0.738	0.039	0.386	0.234	0.671	0.000	0.266
2016년(대수)	0.706	0.713	0.960	1.000	0.435	0.730	0.354	0.481	0.713	0.716	0.454	0.606	-0.012	0.276	0.129	0.540	0.091	0.377
2017년(개소)	0.297	0.385	0.384	0.435	1.000	0.815	0.246	0.278	0.199	0.227	0.269	0.260	0.196	0.085	0.276	0.232	0.000	0.143
2017년(대수)	0.577	0.638	0.698	0.730	0.815	1.000	0.468	0.546	0.483	0.505	0.481	0.543	0.135	0.213	0.186	0.480	0.201	0.335
2018년(개소)	0.513	0.424	0.436	0.354	0.246	0.468	1.000	0.963	0.472	0.492	0.677	0.670	-0.028	0.091	0.092	0.414	0.211	0.364
2018년(대수)	0.612	0.532	0.569	0.481	0.278	0.546	0.963	1.000	0.586	0.610	0.773	0.779	-0.031	0.167	0.151	0.538	0.000	0.358
2019년(개소)	0.728	0.689	0.832	0.713	0.199	0.483	0.472	0.586	1.000	0.997	0.757	0.869	0.201	0.504	0.379	0.765	0.000	0.288
2019년(대수)	0.737	0.700	0.839	0.716	0.227	0.505	0.492	0.610	0.997	1.000	0.771	0.880	0.203	0.505	0.393	0.781	0.018	0.323
2020년(개소)	0.585	0.519	0.580	0.454	0.269	0.481	0.677	0.773	0.757	0.771	1.000	0.943	0.126	0.331	0.392	0.664	0.000	0.404
2020년(대수)	0.700	0.637	0.738	0.606	0.260	0.543	0.670	0.779	0.869	0.880	0.943	1.000	0.109	0.421	0.358	0.757	0.000	0.359
2021년(개소)	0.461	0.506	0.039	-0.012	0.196	0.135	-0.028	-0.031	0.201	0.203	0.126	0.109	1.000	0.811	0.680	0.516	0.196	0.177
2021년(대수)	0.769	0.777	0.386	0.276	0.085	0.213	0.091	0.167	0.504	0.505	0.331	0.421	0.811	1.000	0.698	0.788	0.166	0.196
2022년(개소)	0.486	0.482	0.234	0.129	0.276	0.186	0.092	0.151	0.379	0.393	0.392	0.358	0.680	0.698	1.000	0.709	0.000	0.288
2022년(대수)	0.848	0.823	0.671	0.540	0.232	0.480	0.414	0.538	0.765	0.781	0.664	0.757	0.516	0.788	0.709	1.000	0.000	0.440
구분	0.218	0.000	0.000	0.091	0.000	0.201	0.211	0.000	0.000	0.018	0.000	0.000	0.196	0.166	0.000	0.000	1.000	0.000
용도	0.217	0.227	0.266	0.377	0.143	0.335	0.364	0.358	0.288	0.323	0.404	0.359	0.177	0.196	0.288	0.440	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

	구분	용도	총 수량(개소)	총 수량(대수)	2016년(개소)	2016년(대수)	2017년(개소)	2017년(대수)	2018년(개소)	2018년(대수)	2019년(개소)	2019년(대수)	2020년(개소)	2020년(대수)	2021년(개소)	2021년(대수)	2022년(개소)	2022년(대수)
0	광주광역시 동구	방범	246	678	114	141	33	68	40	125	20	119	15	63	1	14	23	148
1	광주광역시 동구	어린이보호(계)	89	201	74	94	0	0	0	1	8	40	6	22	0	13	1	31
2	광주광역시 동구	어린이보호(보호구역)	50	108	42	55	0	0	0	1	5	27	3	8	0	1	0	16
3	광주광역시 동구	어린이보호(도시공원)	39	93	32	39	0	0	0	0	3	13	3	14	0	12	1	15
4	광주광역시 동구	초등학교 교내	11	44	10	40	1	4	0	0	0	0	0	0	0	0	0	0
5	광주광역시 동구	차량번호인식	6	8	0	0	0	0	0	0	1	2	1	1	1	2	3	3
6	광주광역시 동구	재난(산불, 하천)	7	7	7	7	0	0	0	0	0	0	0	0	0	0	0	0
7	광주광역시 동구	교통정보수집	16	16	0	0	0	0	9	9	0	0	7	7	0	0	0	0
8	광주광역시 동구	주정차단속연계	36	108	0	0	0	0	0	0	0	0	0	0	33	99	3	9
9	광주광역시 서구	방범	320	891	164	215	15	33	17	93	22	118	47	127	14	79	41	226

	구분	용도	총 수량(개소)	총 수량(대수)	2016년(개소)	2016년(대수)	2017년(개소)	2017년(대수)	2018년(개소)	2018년(대수)	2019년(개소)	2019년(대수)	2020년(개소)	2020년(대수)	2021년(개소)	2021년(대수)	2022년(개소)	2022년(대수)
35	광주광역시 북구	주정차단속연계	114	351	0	0	0	0	0	0	0	0	0	0	75	213	39	138
36	광주광역시 광산구	방범	410	1141	200	232	37	75	17	105	39	175	62	194	10	60	45	300
37	광주광역시 광산구	어린이보호(계)	331	844	226	284	0	9	20	63	57	204	22	114	6	46	0	124
38	광주광역시 광산구	어린이보호(보호구역)	154	381	121	142	0	8	16	53	14	57	3	47	0	6	0	68
39	광주광역시 광산구	어린이보호(도시공원)	177	463	105	142	0	1	4	10	43	147	19	67	6	40	0	56
40	광주광역시 광산구	초등학교 교내	47	188	46	184	1	4	0	0	0	0	0	0	0	0	0	0
41	광주광역시 광산구	차량번호인식	15	28	0	0	3	8	1	3	0	0	8	13	1	1	2	3
42	광주광역시 광산구	재난(산불, 하천)	16	29	7	7	0	0	3	3	6	19	0	0	0	0	0	0
43	광주광역시 광산구	교통정보수집	28	28	0	0	0	0	27	27	0	0	1	1	0	0	0	0
44	광주광역시 광산구	주정차단속연계	113	337	0	0	0	0	0	0	0	0	0	0	82	254	31	83

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample